From b4bb7cdbf4947ba6a1360a593f681b5a1a4fee4a Mon Sep 17 00:00:00 2001 From: Douglas Ezra Morrison Date: Tue, 21 May 2024 13:06:49 -0700 Subject: [PATCH] Built site for gh-pages --- .nojekyll | 2 +- Linear-models-overview.html | 52 +- .../figure-html/unnamed-chunk-104-1.png | Bin 85821 -> 86321 bytes .../figure-html/unnamed-chunk-98-1.png | Bin 44330 -> 45078 bytes Regression-Models-for-Epidemiology.pdf | Bin 2938956 -> 2950796 bytes count-regression.html | 969 +++-- .../figure-html/fig-needles-1.png | Bin 110707 -> 132376 bytes .../tbl-pois-model-diagnostics-1.png | Bin 156959 -> 169566 bytes coxph-model-building.html | 4 +- images/Songofthecount.jpg | Bin 0 -> 22606 bytes index.html | 2 +- intro-MLEs.html | 12 +- intro-to-survival-analysis.html | 3235 +++++++++-------- .../figure-html/fig-cuhaz-exp-1.png | Bin 0 -> 106280 bytes logistic-regression.html | 74 +- .../figure-html/fig-beetles-glm-diag-1.png | Bin 214684 -> 216615 bytes .../figure-html/fig-diagnostics-glm1-1.png | Bin 84565 -> 85143 bytes .../figure-html/fig-diagnostics-glm1-2.png | Bin 84762 -> 85323 bytes probability.html | 753 ++-- .../figure-html/fig-pois-cdfs-1.png | Bin 57789 -> 58065 bytes .../figure-html/fig-pois-pmf-1.png | Bin 77457 -> 80906 bytes .../figure-revealjs/fig-pois-cdfs-1.png | Bin 0 -> 58065 bytes .../figure-revealjs/fig-pois-pmf-1.png | Bin 0 -> 80906 bytes .../libs/pagedtable-1.1/css/pagedtable.css | 142 + .../libs/pagedtable-1.1/js/pagedtable.js | 1151 ++++++ search.json | 47 +- .../crosstalk-1.2.0/css/crosstalk.min.css | 1 - site_libs/crosstalk-1.2.0/js/crosstalk.js | 1474 -------- site_libs/crosstalk-1.2.0/js/crosstalk.js.map | 37 - site_libs/crosstalk-1.2.0/js/crosstalk.min.js | 2 - .../crosstalk-1.2.0/js/crosstalk.min.js.map | 1 - site_libs/crosstalk-1.2.0/scss/crosstalk.scss | 75 - site_libs/htmlwidgets-1.6.2/htmlwidgets.js | 901 ----- site_libs/plotly-binding-4.10.1/plotly.js | 939 ----- site_libs/plotly-binding-4.10.2/plotly.js | 941 ----- site_libs/revealjs/dist/reset.css | 30 - site_libs/revealjs/dist/reveal.css | 8 - site_libs/revealjs/dist/reveal.esm.js | 9 - site_libs/revealjs/dist/reveal.esm.js.map | 1 - site_libs/revealjs/dist/reveal.js | 9 - site_libs/revealjs/dist/reveal.js.map | 1 - .../dist/theme/fonts/league-gothic/LICENSE | 2 - .../fonts/league-gothic/league-gothic.css | 10 - .../fonts/league-gothic/league-gothic.eot | Bin 25696 -> 0 bytes .../fonts/league-gothic/league-gothic.ttf | Bin 64256 -> 0 bytes .../fonts/league-gothic/league-gothic.woff | Bin 30764 -> 0 bytes .../dist/theme/fonts/source-sans-pro/LICENSE | 45 - .../source-sans-pro-italic.eot | Bin 75720 -> 0 bytes .../source-sans-pro-italic.ttf | Bin 238084 -> 0 bytes .../source-sans-pro-italic.woff | Bin 98556 -> 0 bytes .../source-sans-pro-regular.eot | Bin 88070 -> 0 bytes .../source-sans-pro-regular.ttf | Bin 288008 -> 0 bytes .../source-sans-pro-regular.woff | Bin 114324 -> 0 bytes .../source-sans-pro-semibold.eot | Bin 89897 -> 0 bytes .../source-sans-pro-semibold.ttf | Bin 284640 -> 0 bytes .../source-sans-pro-semibold.woff | Bin 115648 -> 0 bytes .../source-sans-pro-semibolditalic.eot | Bin 75706 -> 0 bytes .../source-sans-pro-semibolditalic.ttf | Bin 240944 -> 0 bytes .../source-sans-pro-semibolditalic.woff | Bin 98816 -> 0 bytes .../fonts/source-sans-pro/source-sans-pro.css | 39 - site_libs/revealjs/dist/theme/quarto.css | 5 - .../plugin/highlight/highlight.esm.js | 5 - .../revealjs/plugin/highlight/highlight.js | 5 - .../revealjs/plugin/highlight/monokai.css | 71 - site_libs/revealjs/plugin/highlight/plugin.js | 439 --- .../revealjs/plugin/highlight/zenburn.css | 80 - .../revealjs/plugin/markdown/markdown.esm.js | 1 - .../revealjs/plugin/markdown/markdown.js | 1 - site_libs/revealjs/plugin/markdown/plugin.js | 475 --- site_libs/revealjs/plugin/math/katex.js | 96 - site_libs/revealjs/plugin/math/math.esm.js | 1 - site_libs/revealjs/plugin/math/math.js | 1 - site_libs/revealjs/plugin/math/mathjax2.js | 89 - site_libs/revealjs/plugin/math/mathjax3.js | 77 - site_libs/revealjs/plugin/math/plugin.js | 15 - site_libs/revealjs/plugin/notes/notes.esm.js | 1 - site_libs/revealjs/plugin/notes/notes.js | 1 - site_libs/revealjs/plugin/notes/plugin.js | 236 -- .../revealjs/plugin/notes/speaker-view.html | 884 ----- .../revealjs/plugin/pdf-export/pdfexport.js | 111 - .../revealjs/plugin/pdf-export/plugin.yml | 2 - .../quarto-line-highlight/line-highlight.css | 31 - .../quarto-line-highlight/line-highlight.js | 351 -- .../plugin/quarto-line-highlight/plugin.yml | 4 - .../revealjs/plugin/quarto-support/footer.css | 110 - .../revealjs/plugin/quarto-support/plugin.yml | 5 - .../revealjs/plugin/quarto-support/support.js | 290 -- .../revealjs/plugin/reveal-menu/menu.css | 346 -- site_libs/revealjs/plugin/reveal-menu/menu.js | 1 - .../revealjs/plugin/reveal-menu/plugin.yml | 9 - .../plugin/reveal-menu/quarto-menu.css | 68 - .../plugin/reveal-menu/quarto-menu.js | 43 - site_libs/revealjs/plugin/search/plugin.js | 243 -- .../revealjs/plugin/search/search.esm.js | 7 - site_libs/revealjs/plugin/search/search.js | 7 - site_libs/revealjs/plugin/zoom/plugin.js | 264 -- site_libs/revealjs/plugin/zoom/zoom.esm.js | 4 - site_libs/revealjs/plugin/zoom/zoom.js | 4 - 98 files changed, 4105 insertions(+), 11246 deletions(-) create mode 100644 images/Songofthecount.jpg create mode 100644 intro-to-survival-analysis_files/figure-html/fig-cuhaz-exp-1.png create mode 100644 probability_files/figure-revealjs/fig-pois-cdfs-1.png create mode 100644 probability_files/figure-revealjs/fig-pois-pmf-1.png create mode 100644 probability_files/libs/pagedtable-1.1/css/pagedtable.css create mode 100644 probability_files/libs/pagedtable-1.1/js/pagedtable.js delete mode 100644 site_libs/crosstalk-1.2.0/css/crosstalk.min.css delete mode 100644 site_libs/crosstalk-1.2.0/js/crosstalk.js delete mode 100644 site_libs/crosstalk-1.2.0/js/crosstalk.js.map delete mode 100644 site_libs/crosstalk-1.2.0/js/crosstalk.min.js delete mode 100644 site_libs/crosstalk-1.2.0/js/crosstalk.min.js.map delete mode 100644 site_libs/crosstalk-1.2.0/scss/crosstalk.scss delete mode 100644 site_libs/htmlwidgets-1.6.2/htmlwidgets.js delete mode 100644 site_libs/plotly-binding-4.10.1/plotly.js delete mode 100644 site_libs/plotly-binding-4.10.2/plotly.js delete mode 100644 site_libs/revealjs/dist/reset.css delete mode 100644 site_libs/revealjs/dist/reveal.css delete mode 100644 site_libs/revealjs/dist/reveal.esm.js delete mode 100644 site_libs/revealjs/dist/reveal.esm.js.map delete mode 100644 site_libs/revealjs/dist/reveal.js delete mode 100644 site_libs/revealjs/dist/reveal.js.map delete mode 100644 site_libs/revealjs/dist/theme/fonts/league-gothic/LICENSE delete mode 100644 site_libs/revealjs/dist/theme/fonts/league-gothic/league-gothic.css delete mode 100644 site_libs/revealjs/dist/theme/fonts/league-gothic/league-gothic.eot delete mode 100644 site_libs/revealjs/dist/theme/fonts/league-gothic/league-gothic.ttf delete mode 100644 site_libs/revealjs/dist/theme/fonts/league-gothic/league-gothic.woff delete mode 100644 site_libs/revealjs/dist/theme/fonts/source-sans-pro/LICENSE delete mode 100644 site_libs/revealjs/dist/theme/fonts/source-sans-pro/source-sans-pro-italic.eot delete mode 100755 site_libs/revealjs/dist/theme/fonts/source-sans-pro/source-sans-pro-italic.ttf delete mode 100644 site_libs/revealjs/dist/theme/fonts/source-sans-pro/source-sans-pro-italic.woff delete mode 100644 site_libs/revealjs/dist/theme/fonts/source-sans-pro/source-sans-pro-regular.eot delete mode 100755 site_libs/revealjs/dist/theme/fonts/source-sans-pro/source-sans-pro-regular.ttf delete mode 100644 site_libs/revealjs/dist/theme/fonts/source-sans-pro/source-sans-pro-regular.woff delete mode 100644 site_libs/revealjs/dist/theme/fonts/source-sans-pro/source-sans-pro-semibold.eot delete mode 100755 site_libs/revealjs/dist/theme/fonts/source-sans-pro/source-sans-pro-semibold.ttf delete mode 100644 site_libs/revealjs/dist/theme/fonts/source-sans-pro/source-sans-pro-semibold.woff delete mode 100644 site_libs/revealjs/dist/theme/fonts/source-sans-pro/source-sans-pro-semibolditalic.eot delete mode 100755 site_libs/revealjs/dist/theme/fonts/source-sans-pro/source-sans-pro-semibolditalic.ttf delete mode 100644 site_libs/revealjs/dist/theme/fonts/source-sans-pro/source-sans-pro-semibolditalic.woff delete mode 100644 site_libs/revealjs/dist/theme/fonts/source-sans-pro/source-sans-pro.css delete mode 100644 site_libs/revealjs/dist/theme/quarto.css delete mode 100644 site_libs/revealjs/plugin/highlight/highlight.esm.js delete mode 100644 site_libs/revealjs/plugin/highlight/highlight.js delete mode 100644 site_libs/revealjs/plugin/highlight/monokai.css delete mode 100644 site_libs/revealjs/plugin/highlight/plugin.js delete mode 100644 site_libs/revealjs/plugin/highlight/zenburn.css delete mode 100644 site_libs/revealjs/plugin/markdown/markdown.esm.js delete mode 100644 site_libs/revealjs/plugin/markdown/markdown.js delete mode 100644 site_libs/revealjs/plugin/markdown/plugin.js delete mode 100644 site_libs/revealjs/plugin/math/katex.js delete mode 100644 site_libs/revealjs/plugin/math/math.esm.js delete mode 100644 site_libs/revealjs/plugin/math/math.js delete mode 100644 site_libs/revealjs/plugin/math/mathjax2.js delete mode 100644 site_libs/revealjs/plugin/math/mathjax3.js delete mode 100644 site_libs/revealjs/plugin/math/plugin.js delete mode 100644 site_libs/revealjs/plugin/notes/notes.esm.js delete mode 100644 site_libs/revealjs/plugin/notes/notes.js delete mode 100644 site_libs/revealjs/plugin/notes/plugin.js delete mode 100644 site_libs/revealjs/plugin/notes/speaker-view.html delete mode 100644 site_libs/revealjs/plugin/pdf-export/pdfexport.js delete mode 100644 site_libs/revealjs/plugin/pdf-export/plugin.yml delete mode 100644 site_libs/revealjs/plugin/quarto-line-highlight/line-highlight.css delete mode 100644 site_libs/revealjs/plugin/quarto-line-highlight/line-highlight.js delete mode 100644 site_libs/revealjs/plugin/quarto-line-highlight/plugin.yml delete mode 100644 site_libs/revealjs/plugin/quarto-support/footer.css delete mode 100644 site_libs/revealjs/plugin/quarto-support/plugin.yml delete mode 100644 site_libs/revealjs/plugin/quarto-support/support.js delete mode 100644 site_libs/revealjs/plugin/reveal-menu/menu.css delete mode 100644 site_libs/revealjs/plugin/reveal-menu/menu.js delete mode 100644 site_libs/revealjs/plugin/reveal-menu/plugin.yml delete mode 100644 site_libs/revealjs/plugin/reveal-menu/quarto-menu.css delete mode 100644 site_libs/revealjs/plugin/reveal-menu/quarto-menu.js delete mode 100644 site_libs/revealjs/plugin/search/plugin.js delete mode 100644 site_libs/revealjs/plugin/search/search.esm.js delete mode 100644 site_libs/revealjs/plugin/search/search.js delete mode 100644 site_libs/revealjs/plugin/zoom/plugin.js delete mode 100644 site_libs/revealjs/plugin/zoom/zoom.esm.js delete mode 100644 site_libs/revealjs/plugin/zoom/zoom.js diff --git a/.nojekyll b/.nojekyll index 64c66bfb0..2681e3781 100644 --- a/.nojekyll +++ b/.nojekyll @@ -1 +1 @@ -45e6abd0 \ No newline at end of file +ddf9ed29 \ No newline at end of file diff --git a/Linear-models-overview.html b/Linear-models-overview.html index bfdc4c33f..e556638cd 100644 --- a/Linear-models-overview.html +++ b/Linear-models-overview.html @@ -465,7 +465,7 @@
Published
-

Last modified: 2024-05-16: 13:44:16 (PM)

+

Last modified: 2024-05-18: 7:52:50 (AM)

@@ -906,7 +906,7 @@
Show R code
coef(bw_lm1)
 #> (Intercept)     sexmale         age 
-#> -1773.32184   163.03930   120.89433
+#> -1773.3 163.0 120.9
@@ -929,7 +929,7 @@ \begin{aligned} E[Y|A = 0, A = 36] &= \beta_0 + \beta_M \cdot 0+ \beta_A \cdot 36 \\ -&= 2578.873934 +&= 2578.8739 \end{aligned} \]

@@ -960,7 +960,7 @@ \begin{aligned} E[Y|M = 1, A = 36] &= \beta_0 + \beta_M \cdot 1+ \beta_A \cdot 36 \\ -&= 2741.91323693 +&= 2741.9132 \end{aligned} \]

@@ -980,9 +980,9 @@ \begin{aligned} & E[Y|M = 1, A = 36] - E[Y|M = 0, A = 36]\\ &= -2741.91323693 - 2578.873934\\ +2741.9132 - 2578.8739\\ &= -163.03930293 +163.0393 \end{aligned} \]

Shortcut:

@@ -992,7 +992,7 @@ &= (\beta_0 + \beta_M \cdot 1+ \beta_A \cdot 36) - (\beta_0 + \beta_M \cdot 0+ \beta_A \cdot 36) \\ &= \beta_M \\ -&= 163.03930293 +&= 163.0393 \end{aligned} \]

@@ -1131,7 +1131,7 @@

\[ E[Y|A = 0, X_2 = 36] = \beta_0 + \beta_M \cdot 0+ \beta_A \cdot 36 + \beta_{AM} \cdot (0 * 36) -= 2552.73333333 += 2552.7333 \]

@@ -1153,7 +1153,7 @@ \begin{aligned} E[Y|A = 0, X_2 = 36] &= \beta_0 + \beta_M \cdot 1+ \beta_A \cdot 36 + \beta_{AM} \cdot 1 \cdot 36\\ -&= 2762.70689655 +&= 2762.7069 \end{aligned} \]

@@ -1169,7 +1169,7 @@ &= (\beta_0 + \beta_M \cdot 1+ \beta_A \cdot 36 + \beta_{AM} \cdot 1 \cdot 36)\\ &\ \ \ \ \ -(\beta_0 + \beta_M \cdot 0+ \beta_A \cdot 36 + \beta_{AM} \cdot 0 \cdot 36) \\ &= \beta_{S} + \beta_{AM}\cdot 36\\ -&= 209.97356322 +&= 209.9736 \end{aligned} \]

@@ -1602,7 +1602,7 @@

Note

Research question: is there really an interaction between sex and age?

\(H_0: \beta_{AM} = 0\)

\(H_A: \beta_{AM} \neq 0\)

-

\(P(|\hat\beta_{AM}| > |-18.41724138| \mid H_0)\) = ?

+

\(P(|\hat\beta_{AM}| > |-18.4172| \mid H_0)\) = ?

2.4.2 Wald tests and CIs

R can give you Wald tests for single coefficients and corresponding CIs:

@@ -1726,17 +1726,17 @@

Note

\begin{aligned} &P\left( | \hat \beta_{AM} | > -| -18.41724138| \middle| H_0 +| -18.4172| \middle| H_0 \right) \\ &= \Pr \left( \left| \frac{\hat\beta_{AM}}{\hat{SE}(\hat\beta_{AM})} \right| > -\left| \frac{-18.41724138}{41.75581745} \right| \middle| H_0 +\left| \frac{-18.4172}{41.7558} \right| \middle| H_0 \right)\\ &= \Pr \left( -\left| T_{20} \right| > 0.44107007 | H_0 +\left| T_{20} \right| > 0.4411 | H_0 \right)\\ -&= 0.66389342 +&= 0.6639 \end{aligned} \]

@@ -2329,12 +2329,12 @@

Note

-

The likelihood ratio statistic for this test is \[\lambda = 2 * (\ell_{\text{full}} - \ell) = 10.35537421\] where:

+

The likelihood ratio statistic for this test is \[\lambda = 2 * (\ell_{\text{full}} - \ell) = 10.3554\] where:

This statistic is called the deviance or residual deviance for our two-slopes and two-intercepts model; it tells us how much the likelihood of that model deviates from the likelihood of the maximal model.

The corresponding p-value tells us whether there we have enough evidence to detect that our two-slopes, two-intercepts model is a worse fit for the data than the maximal model; in other words, it tells us if there’s evidence that we missed any important patterns. (Remember, a nonsignificant p-value could mean that we didn’t miss anything and a more complicated model is unnecessary, or it could mean we just don’t have enough data to tell the difference between these models.)

@@ -2413,12 +2413,12 @@

Note

-

The likelihood ratio statistic for the test comparing the null model to the maximal model is \[\lambda = 2 * (\ell_{\text{full}} - \ell_{0}) = 35.10673188\] where:

+

The likelihood ratio statistic for the test comparing the null model to the maximal model is \[\lambda = 2 * (\ell_{\text{full}} - \ell_{0}) = 35.1067\] where:

In R, this test is:

@@ -3926,7 +3926,7 @@

Note

full -6.946 +6.958 0.4805 0.3831 5.956 @@ -3934,7 +3934,7 @@

Note

reduced -6.627 +6.778 0.4454 0.3802 5.971 @@ -4071,10 +4071,10 @@

Note

Show R code
coef(cvfit, s = "lambda.1se")
 #> 4 x 1 sparse Matrix of class "dgCMatrix"
 #>                  s1
-#> (Intercept) 34.4241
+#> (Intercept) 34.1090
 #> age          .     
-#> weight      -0.0662
-#> protein      0.6607
+#> weight -0.1041 +#> protein 0.9441

diff --git a/Linear-models-overview_files/figure-html/unnamed-chunk-104-1.png b/Linear-models-overview_files/figure-html/unnamed-chunk-104-1.png index 1a32b0160bf519df9400586f68f409540ea59c2b..374c9c9eaf83fb3ddcaa7424b2bd5de61db952f2 100644 GIT binary patch literal 86321 zcmeFZWmr_*7Y7O>C?NtWprC-FA}tasIf{USgdhw(DoTfR$A}7&Dy2v%-6EZXQUW5~ z4bm~vFu=^+2W9mCzTW57m;2%UpwB!roOAYGd*yHa)_Jb1C`(1bNI^tIM0NAVbrm8a zQaBOOz6!Ga;F}eLwjLrPl0(K)Qp%=MvQn02me#6|?&&|2eQ5E}+E`yj_8Jk<<$wS+ zU856fMZ+?uJ}nt8YaLpejw5i^Z_M)%HRSZfBm z)(Y0~hO?QHAm3c&nW6{(< zJ~q91dC>B8}X)zQTyI+>yyQ6oKsDMe^_KpzQ{(TTT=SenqpC+N?*;T z^u&~HO6sMS3a+H~H- zj$s^E4rU3S*O92AdmT^*|MbLZj_$(UBiCQBQX9K!-;GP6V4N~~H{QEzYl(QaAI+(sF-B@^r3c-ejMD6y$qgQ{we#QPyZOp%Scs-okR4o^CiKe@$ zyUDaZw97(I#LWWXS0bYxQ_^WOZF|O$(S*nLOK*FWbrb$GaIFixf?w4s+=?x=t7MnO6(2|>@Ti&H%ZYohDWr~tu{0356*-oW8SdBK{=Qx(`O36z z{T0hOkFmk;5+mPiVyt7VhCILM4)aElv@Z0?{*R;BM z#Lho>D*n0h^8ma0oX!!+J2GMW z*1W`w&rKEPfyUtRrQ$erE%45SJfn+%!;7 zAmRj{$%u%(jfqIWCt~oA5&R<}g2lr2z9EIj?%VskuLAlppSJQg5fPl|=Jl(09Es<4 zC|~QSy*a<&F);mtvWV>^Sa`S-yTWJZQA&6KIifUZkdNlcPT zM;>B6uiRn2S8dZ|zKl_B{46&K84WAklZY7h=ZEvLaD8I^!-xO(+h2cok(gXr6!y2D zp3=P_;xX%@@c+l{b}uAX-um0uu>UUlbpZbf;y*$BuOWBu3dS}5<*bEzKwFh8~GdSbCe$*cT|epn(OC3*$;iigr#Fbi=L) zj~NFn7mfvTW$2cu>j<&NqL=bm=oeqV9Na&eit@U8DIykKjOwVBJ~_5*=ii0IrUg+S z*IW(Pb2gr)vUHU49vWXCa2RSGt@bm0SEOskn49gA;vncM!9*nTG2t;f&qK&wFiu=PW2o~Rf8^=ljB})+!`NP z7m6mM%?4;?PtacKeYLE}`iH^p1IoYw=C>b32D~ z&3Zm|g{I`OORN_)skt{gPl^s{YULO-sw;5glM+^dR_3Zqw5uu&n7C!&PGzF~l{=Ac z1>W?luTN#Vo*Y|6lw%tV!<#b8x7wW(47TpMuT?_JN_Z#bZ7|foI~RcF?>t5N2vg_2GXLMckL#BstA&RZgBXWJqjig$3G5Qs4jcV3=oOpu}$&sA9i>TOhD#*j<=NwBk$4f&M)ABfF|0tVGA=)C2_@P32%j5&3g>}si}_fahYbR1 z&olQ{TFl@K!fJf-SQh%UsCmY!_F8ivDi4_p&$?k;kRe&w zZ!@@%HsU37@^4AS--x0T`|~us$nV@7#?EF1c{4koUns$pJ2q$!wl1i**+Er%z(!I(PHBA(!8w#0LNYW?FmGq+ESt#)zM zets|_aD`(9H!83hy3_2CJUE2cGUc9ezijaJ^=lD3lXR^-&U&_XtxEG{Tt{t%Z4_Qh zuPSfVFbp^Iwrq8+&ob+dn0}3a{a8M8e9s7r`^JdlQXPAoSdWISdU=MqW9Ayk8MtYd zQf_iMNh_ZOu(G@Mv&r>uEs9e|AriI(**{5;L@Js1ziqygI|^1Xv_p=uM+l#L#@oxV-d((C|t8)QY%G^VI`tj1l{9-SkwyY`s&#@uO%#A^>BI zO3N(fEC;UkK}URB-4G7Iakio2v+)J_3p_bCifhdpmh}Z1U4lgKQ&B&m(apTK$ zwL=bKXR~XW8$8?avkk%ic0M~ZwB6I`x8?as{E2vEBz@n@!KPOh&&r2g7rE??aT)R( z0WcBEx#_I>*tDU%CUm4DDD3LKt z`)B5sZVg}p7sqPXZ%LPxs#&dG+^|;#Fb6Pz+8tsAG{N}42 z!+?U_`hJE4rgmgw-2=Z~?{7K2{%FmyztAdSVqzk-qlJNq6UjDZXQk^n^3<&*B(;+x zGu3)+qsI4F5Um|Lq?Q5qPz%key`)~HfA886L=Z;g*H?&3_NyHTM0poAlW=;j>*kVP z20DrJ2tuiD?W_HAC(;8LI~V5d(wW+*_aW?B=^-9XE`x2xPNYkxhL3KPK1j{WL6EeX zP3_x%&UCj3;?85=7#(a#rr}gSCfop3LYz_?VKVuYcWo=0X%83SL>#xTJ(1EVO1yl zt!=^5;4t5`Be9Iyx>Yz%$byB|CZ^-BV1Iq5fA2IsB4FMqN>J9r4%Y6ShW_!C?@oC^ z($#}8`0dH94?-PjS~?v$a{)Z#MdU}allwka{>zHvszQU-)l9io z5oy=whZuH^cxYX3;M&frNkFe-sc~CkYpujucK!OQ`wliVvvjGx*Qnn<_nJ;0s_OtB z&oz%wCH<_@ptT_nyds@t*=ncUW{}7BSX3B-l?9ebto1_vI9Z$_X`skVvK(oU1lDNW zDw<`kbopD45L{dThQJWRJz7M$bM~+GXS|wQuSHYo*a{v z#NG}$px>@8Rno&~Wp^Y!$d4fby`PHlXvspcY2urSjVUuHyElU2&k~No6spOjj*=9! zE0@z72-nrJ;C^`D2r~Tox@Ba)Oc1lKCVr`b55e5k>&1X{XSwclmbqQ3b$4X1hXqy@Vshpu^Lb7^X)_)VOR8D(hPd}s<=sF%gq18m5&35oK|C# zpg2EZt^WNME6YB$yjO5L(pH*{rLPt}AJ#w`oD%YE)gc#TYHOMHOztVIe*HTJB(EDeyRK8Z(-Yb|r zaLW6H%4VQ@1@VE9Fg_$sE@@)rW#LkX74V%+?rS-r>m9(;cHQ$1@$gIzahpj=65%#| z=uQ#|i^+MCH=!=eN`;CMHrL9}Uiu{N4m^@W;Rqg^g-=b-8b|6O#b2$K4DDDXG@6TR z6x$jLs|aSuC+%xrYIe7hp32H!8y$4XOs+j>weygrzJXuQV>}J*YQH%*Q>K)%X8Mt3 z!c_8>_~vsZ*VFFnB|{IRB4nZmK#sw0(OQ zOrAsZ2vc@e1RI~3wJ4cae?HqP&u5;a)+C8{oo=*rw@K))W{PHbn;BGz?3>Dy7wMariVMmtrAFg-Fz9?Av<>%N`i&C~(TSEZ@J%g~ z1pUA(iPn#xtaBwNW+(j)&}e(PZHxzgt91y!Glb~81QKoB78>ue#X0{JF=XAqlOQPd zVACO7MO9UGy5FXWhetb~J8kogVKhgm?6a_XHVH1Pgpr-P_niz@(w&CbG|XB%6f#%C z*VXkvk_!C#cus>MV#v*;OeJUM0?XFOGb$#zt%VZHaZ&6O@*{E}1vLw|2-mgm;X0|O zA5^u9m1qZ9dhnq8)_g+9_ANX@acGCP^v7ovC!BvPC@kfTC)St57(>^G+f!8Kd3bo- zx-^6kx^P(TOuX=GcGOaJkUW$xjk9(+v-aQfKAG=q(f#3G0)D#*|5d>Vp<^YT0*WW? z>I;vCD>873*@+LdqTMy=!*MgSm+svTIzC$8^@k?SHf7#H?|fKWuN0(VbCVnj>*Gj@ zRG}=~dWQF6i zWeMn|4y3dgeIheW_|6A<5|Gt*KF$!PIiCvOjEJ!U6|ro@#*~7kvuX&R6zw?bwlr12 z!q_XKj4fTzTKbiceVV0Pt3nBgri8$z$yESuCe_u zz6dpe{=4o!x%^Yn{?nKL?C76fo6itW~9#G4fhV*8N-L6#*zMX0%92{Fi6Mst=0}Z7Ob0TtZu&o42?3BAK#>IdA5Z z$A6y$e!t9|Z;kU`YdlF7|J|@yGheCV%#FUu$&Npp<$Eh@|KLetMCB0p??(cs`oRr2 zhn{|v6-~2g-Z40h`j@gr6&pF)n$|q<95m}jf)efQ5cyAhK&FT8akg(A?(JGhjTl)B5T8;h{?Z%GK9 z9xk~TVEe=X!esMViUzqzQ?ARk&i7Z zx&pxc87`xi!>r9bK!O%l9Jip2x$%5(TAp});oh|q0NHXIIQn~kE7=tQU^@JCYrG+VN6Lsw>X>!GwsR@2<1Z5fNT$0Qa?o4u-&;206RY)DwhqQUlBi@ zLJ~4t*$T4e1tSjmU4i~D*8`pjKs1{Upc&AQJ6r2PH8nNIF5D$LxTpUp5eB0j#mgWO z6bYx1AcmbJzf4-rc5)WFPwWH!I65y@{Kde#eXe9<}3AHR7kEN6Rtv44FX8Q6zZIj*boJh*b4cS}3-e#3GP_|(R zkuk0Sl6j+^Tw~ST+}sCja8V}G2;LYWfbj+j8|t0}S9e}zr+oRZt7l=xAqEH;6Wj~} z?F({pzC+?G&94QGTW3GZ)wMvKjI>Fl>tb~V&SHlx%6ceN^?O^&ij?=E09(tt7@){F z>@7cnMi7MGOItXd`1U?X^4C^LY|W`spYqG5gc-*h6x-$ZgK}oES&I5$QY)rl$UTa#K%y2F zaK)k|5xN2VBt<;ZSV?TL>hg4a@XQ70Q-s@=YOzMmxK6w=tRZF4`7x6ueh%(gp$>eL zw$+9gBvcb!)}8to#fLo~?nz}_QrjX(!dWABRrKDh8#TgknS|{79e|u(nZMi!uK(Y& zXn$P679{p6N^Ve7yY=of$kBmz!uynz<&ZlOBW~Lpi&5sC&afy7+wuatVsg^m2f#7p z2bsk#w@NqG`X6s|2~B;zchlH&q)-RW*qZU?$MX4T0C!cZDv5WD%K(Joqx?f}YL-mP zk~0a)hF}j-h6|toeOBx_9eCI9h;nW|Iv}$L5=Vn1!_^ zDFq2?<>ZW`4lw(G3XZ$=iInb}T$3sv+9>l@XPEBc7ew=igRen)t}G9m4!=uD@KC5T z7o1m&XxzA)(H?l-sCRh)nM_XrN;R*tDRD@CmGtlhaut+_>Un~Z{PDqzhn2WE&l^pU z@E;$}zW^Hf|MkLT22@XuVQu6Uo0+pZR)kQI%l5*+6T&G#CoMMWa5OkU_!E-kvfXpE zKKlW5fHVpp-P3Vf?I;)k9r_*vM$jL~M z$R()I8_l}8UFVS_xTQc6*GqFZYDHkcfz9uO_Wyzl1?v3tvW)d2lhWV!U-1DUO#HJ+ z90>(m^PSf>NUlLEvO9GF0I`=hzX$8DOtsk2X0Z~Cw3h*DPuz-;5C=={a6e^AMw9FU zTzByhDG^u?s|Rd(vZ)Cfm-m{WOfxY3+Q5KnKL&(biSP|ics2lUkmh_<3koW zc{jRe-hZ4KL6eTkgCbpHhl6o%pMP9OqIY(fF*fV-j~9E--7^toKA6Lhn?t;I%AJ`D z-vRz`U0z;(Wwwitkx7(Uz6aq(l@%1gbjiMGDTG9!;9FR(E+t9} z>?R{&u$dlO@zkBWprgir@AH!z0`556IvSH(`g_}+yl=m)N~_7<6{z==x$f*I0KVQLMaM!6>w}sA^A*b~ zyIXfdUG>^u{a)JdK7dlnkVT9Hg)))5TjPJ+s+taQy|@6>aDXL6x?`uy5bq+$Xuc$Pst()qm@_Ku9rz#45sm;tDtRA&@J~(IGx?&U zFNhi+78ncu?MGc&;DLN!UHn4~1U>w&0wC}3fy5T@W3nYmkaAn$(!iY|viIzJkM>b` zD_lJuj${U~^LZ*Dfm|-2RlEUo(Cw7{V6&YWen*tV_!UK_Q~c zKP7KrEQ6^U9SHkJz&f>qjQPMiXLLZMKyrrOuY5*j$9u|^ApK6vlZ^H2;O@=PVQF(l z{{^^!$I`$Qp88y)*%L=K=sYjm*saK{KjAw*pGC z&r{y;?4^Q4$BKX{C@3s`VGH_sU_Zs)UQiLjq52-AbTWY_G>2$_EMldI@h)>OYIogI zvNQ@nS6%mWa(_n|Y7zi|4;;u#eMN*4BQM-<6zwdpO;C)zV*(GKg7#EUc=TU!4_b~A z@Px9yZ7cA zXW#wwcrU-Z;b|YQe-hG|_Q;9|A=CRKpPyQRHd)s{^1D9^3I{HACSq6-@CA)(4#wQj z#UXMD2j8tmlR=+^#9_V*RQd+L9FLTuTBZnyOT{e}LbGL5uU;6dKPRR*(R!{df6#+Cw+3*C zVqe`4z+NESepX$LqX?uUg%c5`qrIkC0Z=K@IyBE?EL?Ik_*^x>@aaKAe`~Z1<7O!+ zD42`r2iY`DG9}7xwzK*YQxV>L{ca|!fm&w#GxalCLJ=L1D3C<}YdV$}(|T#10sI(+Wj(o55j21X|b6ija_ zQ!PzhT0~(P^aL{6!(^-jL0b>%7VWa>096jqx?Y?W@5(~5q#?2b*`pm#hw*5uZz{Pn z@?$}cA<0|5F?xAxE{Cgc>Gw%O9`C2Mqw>L-_SvWO=J27ntxvejWru#BeCN%~I2mc9 zSURhVsXrVOr4}M1vIClZ-xS}Xu`_9GJK~1lBBAo!Ue47ps~{TOPWs3(F~>*#j6$3s znycnER}mDbSpj7=RwJ#iukX(yS^hTbtHYw;BhE&SSKs_+jBd`hm9kknRx-UuqTNr@ zHS!jPm+L2C`sl$8K>!|M-T|H0@Ti68)SF#rZg$~r9hl7Ig(`8jz{{sg+=lnD_`DG? zG`QIeawoo$FE$SO9UUT}Aojs|DC1|@B$vLh{WOxFX1dCA;bDCUH|^_h>FG)108RT+ zegq*pVH;)=pY7xYf(E={X;16F`fZ zML(--ZDxeb4BB}f`vupHAHAj_^uG`CdBs#q+*bTxdAeW}U2kh^>oi$2gP!9lCgO;4 zNerNhLKPSrza*Y?}8)t?TqLP(@VPB@}0+8alYEy)L@%{|mo|*Fl8Jxr*Xl9ou@oHhpkP7W4gwzXy7ZU=0`_Cn=uSqoOp@IrbvK?2uZD?txbUu$&DTOK_Grx-FcT!{DgOvhpH)#l!J=~4* zR+NZPqEZYqAYrCjlC>ORZGHzd(pyZtz#4E#{B0X5mmp5BMd@Nqs<2Ri!Or%iB(lT2 z_ZZj}+XWBYHkMpHo^S;76#l?j((~!{FF11n$-RK8;R8_=uA2?Wz?C#Dq0E#e&{!9U zc3rBw!J@KTr2W?HU0oLkctLOFXNWf|hT9nHIdcODz?QnJQ{b)Su;;$h1F6~Zs?(~l z+?2XZ1eH?XKQ0GLnbH7|_{lA^^@}>WCOQ2KbT1M7ei!i7J|a? z6}5zRz*wE18~qA$9krh5fWQ82Hjq)Rgc{NX(5DRrO7MN?9c?uOwJhg-=1?_!g+?RK zM6GnCRsM=m$~i)ozmf}Qe9#VjQ(H$jfG)4l1AklnZR?Ay#H)_AQ9r(#xQWT_r{8cLH0p@L zy}4mOzVgfTygJ7~30-HR3s@MpqQ$PL++V?MVKCKU$-ZETn|tN!MW8HUL#(-x;LF`x z$8y5B)YE-bQofhmQxi0Q0=EM3%B9Fsa^)R$HK1hES$b^sjN*2kiUi?K0$Vwm|gf#WCB1CT~;=c)5Z42kK-G7OSq!}Bk+bmb<*v3!0LU)*Sh1H`jUu$iT2N!w{!;N zt&9s9w#8f8L)gx_&fc$ird>4vnWTfbN3*I6gv^@YCP8*A3o^u$ueIDnqB!x1m&!Ow zI!u`I{Py(g_afmLWB|NZcfKYHT^-v1Gp65w__7V-bcBw~`NZ8k6fm}efFH4OVK5}}x(V+va8z5J)-_Qc`FahJphIg|Dl+I=z4i*sH~LMC^BHYN6D zt^T&<`{e#imw2Iy1pvp@6t@IHX`%+Cm>MZ81IbIA2P!Cn#FlQvyZn#$esl3`#M`&} z-@m+Er8))rG9pKRplc5~r9<*VX&r^KeI8-?w|mPW!NTtXe9=ugjgy?_OR%Tu?{b{* zCqF*`gbI|3e)9MBOzzL!ErFUjB5ANy{ck@Op9Kz_hxh5>BeFya>y7 zM*NA}Iv3o}qXiHwa6CG8;k)Q7JmpS3jTYwlZ-@S4pjiUkR2Eps$!U$h_!c@u)Ib`Ag9vxO%JJVz z{uS+tp$t~~d^KVBe|-4zf8OQ+vGF~SCd0d<1mE^Y_ykDu;n-i81AKrI!eJrOez5~# zU#v7xQvndTpsc7l6WppqP#szvoQJ|}u=L8gTd!%L_{Afv^jqbeZx4SH#rQ*fv>Qtl1`k`5WVRrec>$^ZCBo&&Uf#@hmvf_YqL)nx1 z6PbtCQ2b5pmUw|qt~0j-QIoa5`7>}BzN8G_6EkR4W(<)ZICNs8R}BZX1f&7ZLPtRj z$&Zy9=Cz;77fer7gI3N`vyM5z3r$@`9TzaDqC@D=P7ea-fP%>WeZh-j(CM|OR{$k8 z%{OPD-HRD>~(_P5>)Ts7y?H z9@SbEBRZd}8h^%8Rvt99=Za@D`9ZZ4=&LCkn@K9-&d?zgF#Ipu>Nrve8tJ2;j7%Ne zk1tLDQxY|RH;Y)E?`1{32kk`q1orBG#)tOY3XnnOkc+pGH3f!E#&}3X1CZB@Wa>4) zyTGfvd+!3!7vYS^V3KrqO?r5gRk;c5WVL_mJ^^|CwG(HByP%h3_5G!+z19$j^xqP`kE-QHo`pG6fSk>Rp$Qg(IQ9zBjYGETO@{^iYwE~ zss~UJ=$9LnW93c3mH`a#Cye{Q2DcKo0XUAw8FU_9EmH*qGt?oH)G#7*W8>*q#-BJF z+>WF*YkNB4CX=vP^0)owyD|_re`AFM-e1VZ>^vMXu#?B z#%1JN{Y~%4Y_G<02D1)0&t_Qd<{1ZATrVhI9(lrhC*vpBI8|N&&BB3>X-jC&g%Y$~ z)-REP-33<^T8(|w>}Y%(out>M4lCnR4kek|Ssy|gZ-UtgZKpZnT?dhz4`J|Pe=V+| z66__LZ0DsXQ-H0Y9LtG!i3GV#!Ye>;&R*)?x4Y`*Bd|(uYRvP--g5+Jdx#XE!BLg! zrWc7p6Gl1I)RWoi`^y%Q{%vUZX1pPM-QeJES7z^uJuC8rzlCJ923k7qAhWN5&$<)B+^uCitU+>w6V{WeEwj+lFWd2aKoeN zjX+ZCnr-Uni&IjZ9tEqzkv89++vfavEg^r1)q)n0sa?RESv-?!-xrce+1rzMwJTk- zZDBTpAmcwjROFN0IZNCNI#2+A>JGzlWgQ0?%6K+ZTml_s+l8b-wQwI0KTp!-1nzA( zb{J;7e}md>N(!=RS!|#Ylm==;&kqCuOtjltPkuh;%C4l9)ljxI6@c}^rmH6nLU``a z5DuR3C90w|L0-S^)!COzhk-wsm7qG;Yzk9*Lz2>^m3A7s8i2|wDIv#m2fM_{i1ySC z1p<}gzXH_@-jY{gom&y6vHO3+AjP1$Sf-eH4Pf8N^&CIUrMH26tM*Zgy=bJsgHC!i z;PT!F*#Z=>F3%*#-3OS6@$AE2y^E6+2TzI!DoSjApIeTve5_75yQ6w{XWCQv!Hnf= zAyf4ceL7aqZsJv5B{7n-bzen>w_-(t?@UlK9MrmzTUnSunh*sSaxwlFuQ`WcpLgp zr}Ojv;UuZTFu{QBTLPKlz;S3+LvYm*#mlF_)E4>}a9jsZT)qI6IRlw!999E(TlIwo zB+goWB93LpD4a2!=3fd99egpTavq5h7|R4xtcI(JFQdYBtZ&W%sK7jb%oMq$1ScUEdLHAyJLw829KsDQul6*Dpsmn{zSGK~s>7Eo2Twpu4Rt)|-`sC`FFk)w zQuQ5Z?o}m8tfthP0_M>Xkp6Ust-1WQVN23Wmn;Wc8S!TMX5gfhr{lgko(-nqa$yplme_(Wl8A>R=e7KSC)07bm5b}T1( zv*5eiTCHEc6_k$i4471br$mP;bsfmtH9^!jl2*+FN6y{y>1+!6RdD1{it>y?&3~xBdj36@qw}=;tH@7QUaLpML5N)omUMWH_MLSFN zZ(R>!SQI(1dJ(J9Dmn3t;8SYRQ^Qw9?A!rkOOqUQWnzDJWqkK?hLSnC@teCD!S3PB zsIcn#^6~6Da45ZDgH*v2-bDiWuH@Tsqp$S?pU3RX8Cvx`46g>niepKU)^grFkcLG* z`b?e;rf7^zOzQQ9MksePa$?xSKZ{JUUG;@DWk%5mKam0x`ui*S(*gB28)_wS zix3T9jinu$-)&v(%?I^2;J#e%hXPNhreQT8&m4hfZq#wWSg6_H0u=aN>ti4>_!fB_ z<2or?qO3wo@F}M$8C&mkvgcsL`d%b3=nV!=x|+A z?)UC za6ZaA4@rz7dUm2+7V0dfL)L*mdKX@){Iiki_s=R-mG7Qk@Se|zr9%D6W}wj}{ZEfc z%|m`11-m<)dJ!h5JDX#71@t4dS&DzULp26arzQzdfwNLxHSc5H69c@QL<@Z+e{eEw zRZHFzZb>i#7l=VG>1b`4N3&~-M2Tm0|90s0mg&|!}(Koi&zTo3ywdA zkAW(74n%m;Koz51(Lko6OMC2+g$@|~R<}N^>l6Sw`Ry@qwM^m&0}uQ-pU0cVZTHD2 zhZ-p)?*Hx|f{69)`bO36s14b>gfvVJ2QcIqg#sHe? z9ZqK8Wey&{7{BD8P5tf4WaN!YKg;H+TdZ!G8o&2@2GtTL>jecVZ)n?z$DOjET!Krk zi*$ajHx~F}n*(qMAPr{nJE2|iro~`L@K1I6b&;|HD)kJ! z?ZHtc@zp!=rYNny{}mUsgfO{;*J4iA@jYF*1q_ZiP!hLsBktNy{UbaZR3N34Vk^y3 zR-lI=UGHI=8^1aoW_?<>&hOUi3#SIbT(3j!%~_C7JcjGj<Sfh3?@9n=LK%N^8LHHc&usu|shZ1j{%(a0J>Uf! zDnUNH=G9sG)4CCSJ2wVZ8;B2_paGL|bG9T?;20zG*aPNnJ?{w&6TFt2oy|GcDw0|Q z(7*cKL-K;pw)U7|GRFIN`>7~%TF2F_nZ70GEJC~Fd^Bk6RYm)!bJf*%UgRh;jt+^Q zqv|`?ERIUuZhr)-l$wpjv7CskUkSmw*1Mmil&Sad*}M=fOv%Q@-_rp!%JMWfT3c-plwwCDXC|7 za2B(lfI1(UHu$;KC~{~-Fz0k9p|jkMBBWL{DKz9X-OP~gb!BKXK(E>;nZNNc<#H2jE=%{dm}!S*Vht4^u@QEHyQCiB4nLRp>ln z8UJJ1x+Vaj9L(%;`8TH-&QF@(ztPsc^b+m2WL(RiE>tzauHSGH9k_u#+k(MjWGmmP zYIPN|e+Y%E9gdBY3Gg*+&~*IU%1kIi7Bm>Oarv%MT?%h|2j_y7WE%X}rO`u!%v2sx z@g?(*qcaewRPY*vEXUD**4Y60&_snPg-*UP=G*MivU5^d;K48FWOx+qK3c}pB2U`m zr{XfxL*PAN5TM)0*PIKF3;#}X_U$pyrasKl4+V4$8C2Du=VP63@S z%{)m$codBl@R||ym5EFH!s_IydHXYi)?i|0X0hAhoa+B zzYfAAV5)Xp&D}hheFwKtK0cNtJ&ld2Dzqk>rpK>Owk(Zj$yUy3wm6PodVf#jp;lbi zfu8QhY?qV%B)p+Y!IoFHlYPAFw-^YMAD{doWdaUi8;vZ?( zH6hC0+g9QOTIq&dI|P{Nuf}SF4$=PYH%+eR05>9Rpcu88jZC!|@u^uOrpy%t7M`MhsKl7pYGUiC;LdLFH#lnlJ-)AlAO z2r<8j^6P7Uw#>p&-;HpO&G6`~TT}yw&u3^JNl43@ZZ(xd;ABHY3aiw{F7ZBJI+%RY z(zHuAZt?xvx>u`tf$XL;`AN$-yZM+f=@eHdQh6%?bNRJ}pN6X40kU{g8T4`#CjG4= zsoY*DYTgAVAaY3LJVIb@spCZFWlAwqYORHGb(P}6|}vuc{_h(?NyR_ zM{hGt_LhZt#-ffQ=xA*fjsfI+Y;!UuNHEQ+IAJynn)!JaY6$Op7_R#fy;b-;^|CyDRjOK4foU&o z%a3Q5Z1ohM_X8Mi%^H!xK|Ndki#O9am_ChJ3lj|SP}vM{?Y`$-4c@^~?g&a=CaP%! z*}wc?>@!lvwU}f4?_7-^%QDZFhN=!8rYb40adw%^T2OiZjCkMsMamdI9>b_Ut4-^{ zgrTR%sY3s}q9c!}n)PNrf^=Wx+vPF;Zu5eHQIHBe=m+ykEw`5hgiJw%Uj%d8ywK1; zH?cDqZLJBoG}tZAqyDcN^ll$1BN~gJ-L4*gqCbY?ylM{?~k`attqYmZCQ+(d; z%n}gLveDS^{$B6P(2LARrFMxmwQA!d9Z)y7A57bZ_O{;m2EmjdYoG-@b$`LMMbD)y zT8`-=P&R4&Vgo>9BT)Zktyr*h3!niWIv{nm0&FBi{y2n;%_smQF@~4!RbU38nT*2H zb>E48z)r;|GVxj;LO4>8K8yjSi~DM&b+$vhFRqv78{XwZ76_a@!8F8Q)^&Pny|F>R zK{Tm0EKBbMl|v}IiJZJD+Q_j>G>7&*l`8dCgAI-+1OSoL4wIm%cmkS$KD+5O_0GEn z3dR`cu9A;chK3zUUYl7SJF|1Sn`v3)#bT)5#MdBrLm8Rq+47t&s9Z+9Cr<~6l_H=z z9OJ)#9dx1uq$!oe2x-><4K#@{3h_~?LE!@tAuUQ(S_TgriA|;(U3N7w+gt(!yCx6X zoqDfwE&CHE6fjN>g6D<=(`WQYpW_+*#`yGuEYDFD8Nnb4BjsB5dFx` zP+K=c6#}=~Kf*8D^{@saDf#vocIiubG=RX=`%5yJRu1yDIar zo#m$R<`=fHVJ{cS#m(L|%j06_^#+}i&d-0SG(~Kd+=b~jRnc+(7^Ij)ps{M|YQ^q` z5!*&Chr^5y$3wF0S!i0A7`p5BY8O$v{<*N=e zWw`F_t{qNaS7V;ATs#k2F9U~4GfQ_nvc4z(Wc(n6AztkrW*4ZT<4n6psagZsvNO46 zB;j1<$)FA$laU}OitObaowZ5j)+K3pf(H+4D`L00H`yfvtkxxui4K8m$9k#u{X@K0 zoGr$!uh=+?4e&?%Tq(98Ucm++v$Pm^A;o)?WP?}REA#r)(=}cmPw=u93IhZ6XXWD) zRpD)RKcJW3CSO8n=!NRyC?ACxQ$xL1r=5Zb_%bj%WKwinWu9I=SzkN3;$%&` ze-qU4XpX(g52%&hrA{{S52hhd8!#Mqhioj0#={CRYY(NCb=LcfY}gd^Yymms!4ZZG(Efz5M!;OE z*<&ufZM5zh=;9>gj)c43h#hI%vd_iZ%@%9p?3jL#p!8^Cc1H<{J~Ntoyf5c-G@_7BKsE^1WNjpp1TPrW_;8mv zh?86}#D<4ia3 zNmAQb+m~kC&Q>izhM+Npmx?hlpmTA;w)tw0O<8w)Mk>|=kHJ5TQ!I!#bupWK^{T@7 zX40lMSi}b&*tAB`qmj=y1U@wZhK#oGh!Ej;Nok>1kNiOeleZ&b#IL5cSa;|8?qNUNyTi!bUr;If5(*X}V>;jmv9!G#uZRu|xuz z@nA5eS}!GAcn4w&o$%ORyd6Lt0S_YPR`SOk9H_e>nZc9*OOi+3E|as#*|qsO&k~Jf2$x| zx6t!2cza^``IRe%->wJ@rOU6?eHF|1w5BB)Rb~bBveq0!B@WGx4^FH_^Rjso!N^#l z|28NDO*?OC6dNzcAa zQt;Jf{%x1#~spK?~&6KG%!K^;kXOVidO`FY_~(D8$ghiHJ#Pp#Qc>m zg7CT6x3%5?xG27Xod-kPJ~MJ?y}L$Qv{cW9FNeR#D0N!if910U3C$N@7ztcpM7PB< z2#}muftTQSXp5J@jRV4UD0q#g0 z|F(HzpFfid?T>yUp(V(leeP@`Sfm*_4N>Ehb-;eYgaE>Es|!1RWL<=D1kXSZ5`{W4;AafgD_a4OmsHDCKrU>5%8o$ysl(HNU~Rw-KS{U>FG{t;1Y8!+K$ zJ=4yiDx35P4TyG$nLQ)REGKDGuikd+yl6kCkrS4zL?`_FV1D0{2411W`kvzldS~q| zpzgO}4zHD(b)<$)v31si1G^P2h`JrXD5PSmBx`TdVvG^N3go@wLhv3JG6}H~ab8KD zx}n_YD0>y0_NW3p{6Ndir*y(`vBZ7^PUq4Eu z`|-i^sq@wT=Xcws`{8yXC1GG@ndCv=$A^ABLx6Yi!Cli-*l{Ng4?2hjsba*BPHClRvg}~lB%Y!2H}3I z)DylBHj|20B?GR)2V?vr$f^?H*V*8G`Q}_;?w^uk6~x~L@E#)ko3T(%wO1evzcC&H zkbsbC>H5NesXIqww79n5@@A3EWV~LP^F^nn2RCosI_NxLBoRye4L}HAz$@)ooR%9e zsoF{>?Rc!T$i8o&JahK!(-Wj3`ZWh_sJtsrK||ZVv)TLpt{^yipYudofN|X-8+*|M z=eh|3^w)O)@RSD~<$HDi2VvhGPi6oA&k0c}B5tzEC=q28GEQahkUbh!_Ba$W8%kw{ zD0@X#_8vE7@0DaE<5&^L4!_rh==1%29*^H&_qn_8u5+F1dcR-e`FcK|?~wDWqYbaw znT5L6!A39uFf{2T#Rx;#Li0cps|7=%1A3PxmnU93C}_s3_Dj9|=M-WCmn8~JM+cS6 zTUP~bhCE7^zM9YDI+V^_`MG{)eQ9Rk)P_)&T1y=AoPM!IH+Tp{DAoa=uf!o@^Yng@ zBGHT@;Wr^7gc~PjyVXaz0>G#%h0p7UNhfkbiF>qZB#$wwv zIYB*{&j;f$jKYCZm}Q0n&Csbhh1tMC%>*zJ3|&j;MKH;a>$v@GRUtL>^rV$Pbm>a^4}VESm0BRTT1RL>;$byVq6PTM z?ex^j78|)Ihfatmb(yb%*y3N2^C^=P`8U?Qi;SImV$0uf7fQToK-H6Li4;+ARdCF)9u&1FB~6*MJp?<0ECUsB<$efQ5nj?S zRx01$nw!U4!;+4P;QTdLFMA-{3Pr*a702*i@}G5(fZQ^>=daYW{xZHZvYQzBA^tj1Y1Vf0T5OB>Z#HnT_jz63hOMCqpy6 z_BfB<%8^l`f)Q!4?8~dG@H~(J+uIIgaY@dz@RWVhzbAT%onIbwcTZWoJ98`7tV^7c zawkRoeI?}TwF3A$i4{|^RZ3zTIrm0EOq~EKo%S+Um!N({mG=^_t8a=}k<=8(6ZJXJ8JdVA=qFh69<_?6`V-TC9&Af6(rDCivn26JLNu!rAJo#UKsf6lm87= z9uYcCa;z>$O2~2Al%ZQRa%UT4UPo`eV!sh9u9;0bUBKA0S5J`D7NHz`AciHFWV@nSe>8F*JfnoCzZS#x#gNux+8IW;e|S}mR0 z`!Urq9$fj`sZWI>lb^ z_`jcr;bV_9W;77VPnS9`27-x9{MYU@oqQkPqx3?U_ndk~YKih;*VtCnJ_$VgKbJuN zCWhB44wW+(S13o9;?yr-H_4SfT>UrPNITC$D;cs)O3w%rinuz`!xFz0c$M`t`GZ^l z8()+K?j<$-M)Ep8bBT4EgiqT1;MS%FgERIN&1I{1xi3ui*4fTFBp`cs7oYxCLc_!p z9ngYNsdvG=h|Fv|6n3ciW zja}`%axHoE`tocjm~_j5Hd4HWHFtKrKy#FsjVGo&4`^=Wuk z?m2a*+>{e?m^9P}_LjDU%7lI3`ire+>!d`-SNt<+4x;i1(2LZ*RC>$6a}Ou~sCB(_3(WAIHOKKF z*GE4*gw>YRP90xSi~cK1l%XD8`mK6BsnlClH^Y}~`N`q$Y6(YC7f;=i!^1%{P6Yid z-EF_k92|zlF9ZsC?cxWLJ3;WhN7eTWHL2s#Cj|F)3=`R9xFGHb*_Q$t!-np;frU6J ziI7cNeLb^NWCu`rsrcF%`XbkDv8|_iKi>6TF?Kp;gqzB6-#n&K>^P%*QxF0h+^k2K zW$R8W#6r8jLTtGJdpMA+o)!+-=Ug+ZaQ|RF_vr)qCJL=$-c;fk+FX& zzEJm)?_>!Z-=U<30Q>OV|Ea4QjAtrvr*k`oD|_M3Z(IZ34kt3|sk%!p zV@t_RCF3x8nyd?zC-2!3%n^FI?<;s8DG*%>Z3sRG5z#*W{_H>^5GS4Dp=L?$9)}J1 zSNz*~DCk@GQn@LoM;i!5vE}(_{D9A|elO3{dcHZ4$%>aE1Y+tCl>}Lu_n@r226}I{ zjFNdDO_D&&)jR#&sin~H1wjd+z6AB9)sdGMbl&$8nDx8uy-KKc`0&=pqr;{_LoA1|qT=Fg)-X6e?wg2~)-d@wbwoJGy%xRmZf_-3fY(S<=)Iz! zxcXp@nG(L9YkLpv84ofltObN89*9JCKVDsy)SBYWD?FN{+T5Lb>WUv@(CJ(=vfquG zR_T$S2ra@;86>{6mn_a+9(F??JB^YT&P(q=);^Rhs=M|}TVPUCYF z&X>8a$G-34JAqHYql1)pKs%(~=$2pvcdB40Sd1OT3K;*#Izb+Y|25<<0N>-6{z~Fo zt9h&Jot@y(k1AS9>fnty1KLMNgYc>STqquf_N5b)e~~tR)?Bnn0?$+acqVXu(zJ6+ znna)^z5kYU=T%Qr)q-&rDD8s9ogJ&}ME)#*3O4*#hYNJm{WY%GkG)(~(JB9S^d{eG zf*biy14v@*BF;E}=%iN|hxy?Shmh^@HCEzq(05lL#PhhWVS3A4i(dmb$A#k3PW6(h z8V&PeM}1%O{oDM)65TL7!QEI1a{#IGFN|>KfMLmV z(cQKCSJWVjKs|r{+-@o@|Ea}qNWddVy_hx#FWY}H83`%zQWYV1@6-E`8FBPX>!R4T zG*V|stI^~3dkbX0pxXW<{Q@dzWoRy;bdhV=C>@9TzNWb8f8!j)Ot-v|g8MkDY%OfJ zY13o7^%+yVM=)WeMbxR}_j~caI;Y~vVQP8Bz&y*o&ls@@I=DY2xIfdi@QU7@h5VR1 zx*^?^NIAkO6KbzHrFgczMTu@C0ly+Nn^GjF%kt0Qfl`+m-7PE`RH4j6IpaLKNG}OZ zUL$#{^=iLWK7vizTh;3A*RENq6;R$N^x=3<@ARGitf=TUg(g6yALRyY?A*X#4|g{t zhZ9&tp~}sBxY}}iG1{?i6hG_=1Nk}G*=2CHzlJ3Q0ri;vR;UVmp0l8ydfAz-cSTDN zFfe563~@)xEMR6PpxoZN{#VR=#_I`z={cM6SoZCArN1!Lp2UO}q#mGQH4t6HGT+8J zJ)T8%ZP&m5Qq_i>e{1pI6)Y4A!Qf)T8-1?K{RmbBb&AkpeaaR@QuCnBe^L_T{sbVV zd+qVh0S|24BFosRrisrgXWpvxSnqv~+~4+1lDVS@4^fgO@yeynQM<3;{_#9Zj-;E8 zZwE%s(TAEKXypWQ5@pkfOA~)j?J=?6 zLn5KOn|uG!?|!P_LK5y3$LR~63YKcHOpQQsHL#Rx+IFpMYtu#0Ve&O*qW#nKY)6tG z0*1H8TtB!9)fdvp1VPF5pyl>|LmfOy=miW&YqDH!IOo}X&f{kl4 zr#MvbVR6)=k#8@edV3Qzwld}&!oW8EMt}x{F4$tLOT)lY(oNr?>*hREq4hA}Jqyjg zthzV#f2|AuUx?O%m&9kLOcl&4M}dlxx1ObY48G!-G%RNX`Z{CpdGQ-0_+1$;w zdvWQT=uia!m|lY%B2nA#(f+UcPJ(^y7!gC0GCfe*M}X#M2axLg^_wkoKLE}N0s^0O zPrBYH;3Ktj>$V5rH!9-mw8wY7zfpyA0}bl1V{wp-TAKDvx})B``Cv<8Sc7}wi`R7x zuk*qjRQ$qn=fYmwm^}94(ft@#?T3DToYfFcMHtXZ{?%dc4Br$$3>B4{HK4hs zyvK6@vLC*Z&_98x2jtD9EclnTF5qmVK+2-rNRZe;IQ~16OjBlB61=}8OTjQ9-3+p~ zFE5vHmZk}^!HrlY`rNpVL5IoWqc`2>Di0>8r)ihn?ESBD((?i#w7M+R-1K>Muox<7C33Nlp8(LtXL}`FSc9Ds|Dg|>bgDmhK+GD=H~`QP7hr*hZwCMPbA7b@ zVajuA(y&6vviy*)6{=zxux?6#0_D_{lU?H|`CPIG&cFkLm!+8vA$-t50#kU7PUU_mz z^y)7Ul&TC(ZOKNk$|YbKbv{MBIqM69y)6A!U4pC-B%7ypv1&g;@&j1|DoH8o(sLX@ zvy2V>@z#HS0v_r%@$@3W;oRxIeD0TDwTgY#zX{rkEX5Z{xw9mQFl)ABh2UNYHNN0$#U$ zj#vh%6>JsS4^2q2mvfH)<7t%9oIO?l|T zXoHEdVxo4hy|PK2|6S(SDpXh8ev2ED3b_eqt#v|NC>+6Wh2Qli|2Aa75~LvCTMNji z>L-9K_(L`IWcmaDq-swAC#3$`HMM8gJm&*SGkl4sq+*B_Br6;}<-(m^0exp=s&jU$9?{m$!uYU^gCrhENA%`(r zMF{&Giy;yzL=VUnAh8ytgc5-+Z3^L{g{AlEpoET;k(Kx%Iy4=Rd7h77shy zcsz)m9A4s6u8Qf-&g=PA&15^^;%B7-%lR6zoB`{~(#j4=h`|c61+ggvo|f>5|8AkU z9ps-~#@|3GYzdql3p*F@?y(nRJsT-o39hfT@(W)-LC>DT`mQLvN%);}%ugEY8vYny zxda)_4wSaT$nX8nvIWNF=W$nEZA8xCMqR(G%@#(b@93Sd(hav%a5Sv3&o)Z8YO^ zV!qE$O!h>Jou`JLs{<$Il_-;q3{qi*0L}wIo2|^1f17p+=)bBoJkK{|bDU3XF1fqe zx=0eijEQLj^*idd+x7JAHR}Hy1$r~`jbVT}E>g_ar|l=EtXMRJ?8bKdhnE_CW{+B4 zV**72UX#!);rZ>yO?(~QQv;{)J;L(t^fmBni8Y3x_>P^D&{j=+6p?wQ zSPOkBg&mtZNOOem(K7JaHJ%=0Hx3 zZqoJ4IYcMotd?ihPun(ul$=@yL9={d0FMOZEUptglITaR;nt6l2uVNzoq;n9muY~Z zm+2C3UT*Boc;ObhD7_NNM}P0kU+0y9Y0@TM5+msmDQGVVancAC4$K&m=OLG^^}V7_ z1#h>8y4uLwKBE-*8ab*^S_ua3*YMz=mcq0D5&X#vP~nvjC-FtKj|4BR&yeAddwvtDgKR}a?KIH_a1HT)j33iIz1ttN$O%TeTVZHgSt#JtnJ zycKa-dgE@2F*GSi05)qow9c#Gw{}W z*Jfm1hRjN!sLxw0(&Z!wDUko;1yDq|V)0M^EMuA!QylX1%-WeDzgk=*@yDIaw`s^S zYLLIF@LGJQWQH-N?0g=qncaCy+jD=GG z?gS2--O)P)J;5&EO*d!45jdqxjZbg~U_?CZO$|LGw_a0Y(T#&2)RI-&0rOWI#egO| zLZ}WlTO%zOA_+`c6#NsJcY_4<(B4Ps=Z~rZ?OaGRQ99tXqd~|nfasrs?3akIbHMc7 zCKe&F0T}&nMkLp?%fG`M?%fC!cX`%>Rt!Z)U-}Mwq^fd*>Q3R(ikeRS)j##sPFLa? zjS43)hSJ#BU#3;oon8RYN3F6{V8^kiOgi|0r-)v$YS7UWfZx5u;WA1bXSB0FK&aaE zRw?Nwk47+nk5RithhYwKW0rvcTOR#ez=ye4K62AMh==5X>~qah?>6?lwE6DR$KwK0%9#mP?P`_FFOMkZsAr;e2)H7Enm2#q%sDz|1Hq zbXPFC{+8ZPw%}P%#iZHt4EYmJf_6&0e!#wgU!o5kz>m@~$f_y?Xt2q*>K>j`pYLr= zegUutG9jtYxz~Z>YMfCOF}@7Lsq^svP(`#SAJY@d1#Z1cG#Vdish#MvBa-eSPm`8_ zk75RT@ut~2zIV;L2n_PA7g<`fjN~TT;=JLCY)_pfG+;<-<@xMDbkR?3kWYMaZ?kMF z8q?v+T%FEtalU^uS>@AjmG&cZ2(1U~+w}lOyUX**kCtDS!4-GIx?gjkwb2*EUl-(1 zkLz)7kclebjYv%bP4g|U=A+)sAx_wnNYD;Jk2gnDrAR>+gsfg36|~8xiNQ@|s*si~i&8EXtJU{vphBD|$)Y^S}=vT5EkGmXIddECic|A~B2p3+Ky!58o9|B0H!8&gf2X3iSv~QVxw{cBAu7 z;e;kSWQta$pq2=H!~L#k?LLB*^JI?d(&7_LQ^7&R%DUVooWUk7!40}x_Ny-zC!Z}m zuN*FkEAG$#;S7%=1}%=SOgao_Ep~s4g$S2r^Zi;fcxwCTL<%|7%bVvPMYsn8LrJ-_ z-8$C6pfu3{KMRV5nA>2JYF9&lU(@^UXqN9VZArgEZ=y^9wCv zmwAUUWY737uxP&Em-6y81D+TfLtG%~em31Lvb;^iz(-RepN<308*Fx|7BTk~5Zgq* zX}dQu_YysJSR9uz3H1?kdU;u0EBlnESJc-haN2NXs!4L65DyOAXgZoG6JRB?;iViz zl>I^QIEbd6DR8Xxf=Z8u&(!}SJFrC$QEbt#HO&I-(3GpT zZoP7moS1Fsh$B<0Tf}FpV5s!^zRLd+Hfg4tEra1qZ}Cj|jSuSQXVU>Fa?Zbd?|S*f z1~3H`LW}Ota>4N|$6b$}SxG)KkzZdlHVMd?sbrV7IgtpQelTzg!|BvU{h#R#pCDF( zX`(l#PSTCYJb&ub?ct@yrFbTfiUe}t{-vl66!+3>_XLi=}PV%LS?8XRRs)U_eFg;X~Zj_t=#{$MqwG*5Jb15>t z4=OK+*3-+@Ced9b>wFX?Ay8C3SpL-h88}vkMRClx)7sunOhlzetbzLEjT|!h088d9 zoUX4ubYPzEDO%kx!;zGi7OdNVA0L;#!S@dm9f#TvW3%+bOE*A+aq1+6%#!2A+eFxx zu?Iw;aQ7EP38^|jJDPQWR=>??i6?h@fTA0#Wc}808fTRSOE!#y>;_&A2s&f&OMx)s z(!JzxP`5%uY6N@nJi?4N&5FMzA$38UQHbw7?F*yvW-<3lNY2e6KatvjKxI*fi{pVs z!;?Z{Br36@*4CA_B0e6kmXOK5w>`u{Qyp)`GnF*5?(txU%*>-S1eo`j@fyv=4!Ibw zfc`AynA%CzllTM{6bNmz+|3mUA6V{x=qI#d#h+7>uEL<9WZkOZJD9OXzk-I(>HZlu zw(UhEWy)nx_AT|mTE&55@x|ss2?J}N2BNP%!Wj4+-cJ-vz`ZSs?*Wm|_YK_$?XB|P z^Kyc=!;g`(WCF$9H#<|pwd@S7m4cr=BCdYz5vRr;a4u3S?CmA*pP^N!e5o{^q)WkQ zr1<_2WX6gf>ZKSO2~ba|KhD z@;E}2o8I06%;>aZcwlKH9Z+BjK2vr;@$KLtZO*mmBZ1v5Q=dI2OzDgy|5abAH z|GJH>Wk>{?ZCRh)a1-w(#L+;g>0Ou#Ccc536hnkl@jv02y zZqY}6*!17;0Hrk`mK?td9p4Q-7;>}y_Em6Et}EqKbN-gR={si$U%+%FNyPaG^?RbG z0m}y`YJF(F&q2M;&wSj$vQ;bFxDNQRKP<(y+UJAp87yww1?7rPJgfirBCWDFyU2t|!q?o*n`SL8fgO_`Ql4S7klbntY&Q*MW1e z>;32HcUNJ2D1(gqX8b-;Ltz~Pvx_&kW}$;R4YO*};Q5U2x=3ynMX=aTZHQz7 zj@y|PnxnK1WVI|vjrBDhddqsqW)i$*I&oL|FE|5}L>2}fs7rcc7~r=kVb1xu*-U)R z{eUnGRDkg6v3S?k1nTwCU=96?$Mmk<0;{E1)d!fOVnx56fEXx3FDtH*<|syG-24z? zI?tY4tY!r6Q#{6v{{Z2A!pdt&<uumAk`1T~k0}O1n-&^+U!1j^8Gc3F=WuQHnf8vMAKVArDE}#ODEL+s<4-6b^35 z>4mQc=HUqLDi+7~8`a3=n9@){8@XWc{uP}dPg>}ZF#H)XQ>a>vvi=P#Vvxz^TS?At zt_mV@OOPnO^vH-bxBQ1wWQ?q>T&Xh@SfDz2MYM z%bHTzq#TEKm}$024=WTIwSpxYh5}yFoD1f%w?Ah6o_0=(dLi4=;_FKwYguQ9FnCUeO+z zTHm{#u3I?Fg(qZGPq{ku=$QN#f~{V_E3)jn6x8nuN0eV3{IEFHBL|iFHf0R>IBnL& z+cP`iLz;1(spAj$w%MF$<3pzZHrphoPf@QyPbr19PT@{*${|#7BWI(}yu^U3Qw48N7W;W3D=NW{;NC5qi1UuML zWT^W=J#F~I4;&Rf!Rg~nc(ml98^K$P8SZreHa9(?pr9CqFc1A_QG7ugfGP5)V*zrl zN3cC)3oAQv;$ecp6#A!Bl^4+knc9nAR~5mXuG zoTFe{D%7~kN!{L#`uGsOroUXAH7~xTonv|mqD|J6o$fYVkK9$Q4L&NGMv?9}5wNTl z(~~+ujWKk>)fbdQ=V99W8s29EM5PJ)*9!Z;gJ6^Ly>g5fFcfsI8A*1tNKtd?`U7i4 z8Y)oL(T?OPgsYT$^x)q8r?SEQA1`ALuehF6Hs!6Nm(TJ}1*{*kCbTil9r5KF~fm&^04mnQY0F@ zJPajo^-GoZ!MN?X)J@>Fv8d5@BkViXM#MjgZG&Nmu1DZzGBSe|53T?oCW+8D+mf0} z0v=(!l-_y=SyBl@_|Yowl~3_{b<7vQU}O|bJ_BGqzYT~MI?b0m43hWgN)=66Vlpy0HXRBN-N&3JqlaN4S(Z`3-B1h!jZZVTFkie>o|DVJmO4M z2cl`(C(o9e0%2ENs%p|(jr7Q6vrcJnIfR=@R19Jiw2OyxN54*Y z=b{}V*brb8N>*A*fd_NZ@5J0i2Z|Kk0X=?kxDily45dl|0@vTZ*>!IU$WRJ5G)#!@ z;pG5VpWw18HWQda!xHH7hwWKVx;>cS*#M~+9}HO(4rsF^t@vR(1LW37gGHeO4l)b{ zr?~vaukx^!=707a%iV(WMGV()6IoCtW*dYaZ?%~FDB(nv%2E7_ z1?kB&XYu{@9f2D}{_2~s{g}K*clx|prtUXJ-6xYv;&uUZj(7J zrv$xJlObK$vH(E`1L}8BY-Wh(m=+tQ4f>mt@pb!b2I$90k}g08=AG|SB>MWqkuDSZ z{z9h($BQ6g+yAS`;JP7))Pb^g>ll*x<+&v}(KSY_g}EUWOh8`D!Rs z`(b)QmLjdTTWdQ%q4oj3o?ASuWMh#L>DjTRBl5D7j!CsjVlRxptnfB`o*fS7*BB`b ztzPYYV5{FD)ZU=N2w=Fmi6eg;j`o1TSN&)xiw+*~1JAK;IB zn1%~og(~3Z9vui0&1rnSN5X;0!?fZ@aH|SQKIX&p#V?xQkmMvL=IMx;Os!6h#c?_OkXy9Wl$`7;pv&=zz=#-wvAD&zHF}!^xOu? zr}!)6=JaM4=Dt@Yb^tXw7}lx^bb1v0#C()HIf{TRQ>Q{cc|rbzoKjnh#+qQmIZv-Z zXZZt9!UaAeIK6QY)>cndIBZ5mqbSRy`+B<=L!d=NsHO`@5 z_=RTTCE)w=9$%FH{68sx9)IOzkE^`072D8e`qawYC!b4!!gM5tXqj*5y=uw<){*wM z5Sovd65L%j3>XD$D%>?HdcJ0$du#Z^5=1dXe!)$`LxjRt_-&x6Yx0nJ7{aM_r~9%s z%yF=dOuLgGEt!gkGJ;mu9w=ykl>Jt|$>#g?w+j`+Ke=SJ;oE$fPEV>0rf)D?N$pkD zezM&-pdX_gUk-KXn0>|q-~CPT!9zt_P3=NLqyk^gijk(=8&Y^dl!;QH>Ap)_-2i+i z!6LIO*tvN(#Ms`72L?peZ&4Ky=eb22C z2sNenQlyuN%<}UzW|M1B^gRyjRSGFT219Wr1LI)~)K(<8GHo~KSLhmta_b1t3e+VJX)6sihP%}rc7mKguWV=DrPQWi8*JAXB|+495^9oF-xUru{A$B!P9H{ zrfo}R$G|~N>6G~HI3R-{I$M@d;Tg>W{!yGfQD;JZX^THx)!gr zueD3BC(OEJPMM07`nr=iMxbXuxAkweh;z=xDvyYkSiXA_A_}rw6 z5&d$xf24Kk_-4%m`a*O;N5Qs~%3%tR~GKxAg%nw!F4gxJhS*C#cLrw;`D0 zW`fPdZB;^1s1>>>IwjozCxyLW<2XX;k5k84U|Zf0vAsCKF;?7XF;(=sNHoDWzLPWW z-ubUqq#lzZs5H;8?kPKlomN&$4=t8~D4H>XWtj~I24_t)H!`{9K^RrbiA*RV-SAez zX*ZY5yEzNtL^R$H8{ZCkW)gx*%}SEyiOaPD_f&H{p4{U<9r)&gwA=8E1Xw#AhD$}% z=Y-xE6*R}BQ%sKkTU1UoslpL6pfsh+@xZcl$^B@T{)e&?C3*VmV(UaR8-A;0dEHNz z`p1juCq=b;4n13oOzNY3M=Ro-L!v)XE*2yE9-YXrO!^?fQH0cRqADM|y4HI9?1O2S zZz*vGlxqf3>mS69IlsDvf5+f5=_Jt_>gpD8>(D#5U(uC(=43_i_}G1QX8j!KBe>|XLTlO4<^pC+A3BVx7{|FxFSQtKvQo z@e*>+beO-7ojHmd^&&dInC;{1QL?!J8GjX1D|*!@YVE6C&je7O%h$F-LZl%bSN0{0Y9nkpA_Q58X4Gzop^VsLdpOe*YjHHN}ls-+D zM_}0$R30Ik(P@O7w+N(yx7mgkK=1EE^bP_q*#%<%n^#RWrVn8me|aX(t}Sam3R&|m zPtQhZ5L;EZ%exo9;IxHKpA&J%P35@KHziblLC0nOYw7Rn++Gpj8+p#4>|sGt!h0BW z3sK;mS5170WlobgP)vKI^M0C*iVA2I>*TM!Q`#L-*hmnr^32tYD5-jW%$eV3o9-?|`atyIF>LW5^0E81jY( z;t81y5y6L+@%`y9o03C$q}GImCk`24XJ13{B-Xb{Ktht#VbPi(XKjWptuPWa!8pTEH^-m zA-F;tmNNl!4XXh`okVsO!m;1g+{lM#<*^nEaBqLv@U>e&a8UUY6q5~;K-)Hh|0F~M zAByKrH8BE)ezU0}_2l>nT$W+|if%kpU_p(>`H2QXJyk8jiMRcNXqat=t4XwqFv+HD z5B?B!plx}07||_kBkJQVe%8d!;C_&N=nEAdy_j1`2{7`L2RK_R_XRkdt+#ij;{Ng# zGmdY2y6v+bmF%nx|!%2{56sTbaA91>QH{v~vRn=*&I3_OFmwHDKSnb73ZaeDA8;M|E0~yZ&C*4-plE z=zxjybF?;6V*UK`v5MeQE;)!hg8^!A>FWR`9nyIr?I_aHXP1L{1u`F&2F}h1cp<%R z5nY#uV-miLcthYpzRZhc1ZZy%LeBvTen|bv#_sZlS8IFvZy~Otv;1Xf;m@P;3_Zcq z<w5?pAc%}zi*Q#?MJ7H3+NNMA+eK<` zIPS0T>KEwPD)uU?QU$A2m78yf7*Ea?HS-)@%p5RxJ(_Q2fo*+}gZNOWQPXt?o>5{* zR*t!rmDdTUVU*}+8^5aCOgDGamgw2&y!Q)G)Ysr=(E#T{+@c@ew+PwW2*hWH!bPNX zmBhG>sLqG*xOYiAuMygcwj0nrI_Sgfvg9%Tk=Oh%qEvH(!x1u17Mix5Zj*W+TWB)b zlfek&-@BTKoRW5>Q>DP>JEfWsr5-~1_;f#hN4BGtYZm;!g!X8rXpgClW7Q6>F62sc z3oW=e?l=32m2|frs_V{JQ7sqRM8{G?}lZ{SZQ_9mZFdd;H%@e`1y) zecX$JHL-J%LyrW1-^YEQ{ra=l{?p=$80+m$9rsy7j_ZVQEa5R;Y*TnR!?ZD?qV%wta>bdd5&g5Odq&)3z(p=r7%}Zx+E^;4MHDnSn;eN zXbA>J<{9&-qt@NAdy1bO$bTnfpfBL}yvTU)D5`Q2>$bek=(9d?YWS=cPp%nVwhTH{ z@*5a+e9-{C*&8ggT3s*)HGZoyNO|QTFPH*>BLUP(Sq@X`Gy*o!h-U?09;22X#zq~W zm|R!|HjYbD{nWKwZ4Eg~lcK=qY{XEu(C2Y3@&PaIQcVYY2{0;Bb zho2v@u{upQQvv7z110Ybln|Ms$?vDM_$f6Gl%~)#P%)_J(+--FU;CZ6tPvEAt8*4n@P_(Xinv5k|Yn|pQl;x_$Q(9S2_;uKJ zx_3$^c;*OYEgUoR8Z4bsudJMDIXV?j%rP-|1Yrd`br+U*`*h(`#Tc`hqt)+fl{JVy zEx|vL_0nU|+B+xz12kjpA2hhb0N|ndEDV^xHD1pDUzLQ~rf7jKo_#Im>0bl`DOC7_ zUW&(A-CLcJvuhlr?Rg^;{+r_L+AO{{*p!S4@Ncmu`o8*8&T<_9X$r(7r3xHxK7&b$ z@L?npca^;Y>MkOeo-JFq%3_~`>JC78B$_7F5=6mK9IFs46U3h%*Yfvf+ZP4zzE!k3 znau-98rc^g#K*QM)$Qqebm`Sa&V7pX7>jN5q=-ozG3R;<;vQKTQ!3=Gbh2PZkcpb= zhkrkEasoi6_P6$F=Ki+!sRe8V>H+eXNGdZQ(M{quQ|I2zDc^~qLGPEp(q{5^k|7a@ zdZ?=_im$9B-ATFC^_{-o8Z<5%B&?!@5KIt}`7M$!w0OB(DK~zB0#J*)v;~gn;+F~J zyK#J%{Fg(FZS({^uq&AHTO)p0a2x}Fw!yzM@AFm;1f_7<*@$oG7H`25ln2nO{&LNi586- zDh~`Vr7p|N@zUjvIPl$Q1*&l1to&#&(Y3T&rsulkQL&xA_D4J$sWQ*wIfH(<5ZVVL z$nJ^9K%5*3kM+gREs(qhEq(x=cX^|Gzi#^}Gc6GCX~Jx++5cEX;Ymdiuc)x)0o$ax?XY!LNv}s$ z4rcmBNa+m}HKf1X%!gt#OVQ7o&nV9qiq zbvL0sqamU3SoSA}!AF4@t@F07Ti2^2+UQuo3nK)m;8G8{&cL4djeL36%iG$ReyCW? zCF3=~g+_G?+|iz4h0kr*CDlnDZVefqoPCuDop$3KYa1UwjH)GOws%b9O!Zg0To zP`rfB;EQDpP%)|>BNCCDcR-6C+uH*ZMP@iW=rIJhPlgW$i|=Q6+7 zp!28}PIW|N^t61Yw@PuM`M}ymG`p_oOKG@I&nM zBqjiB5bOR77%61AZ8#$)bd9I0yEoA-Md*)2yY?#43%%PahyQ4{+D;A8&A*W@v^#Zj z>fw)@7nvomcgLfUv0IskB`~LSkYWsuu4F=N`2dos2XcDT4}g|bU|@uJ>o_6gSWLvx z{jBw8Ls#c{RPko2n?%;Vo~T$>wghGvlGwWNWL^O!t=7d_ z25%F~md7{Ceb(bX+8MWx+qwN<3wXF1k1jr0-Me+wwzEvQHmvggY+rs0%blOQ-Cre# z9RYNI+DuibXxlW|@$Id^BR>S=pDfITN}K%OQ@=)Xn^*K_($7Q%|9kM5?2B@%Fx=-W z!v%$<0#fB1zC4jEQnx9+$9doV2-vh+2~lLbY6nh=684Ycb4{~G;nmau-LJ!$q#5`; z0%VyEq^$yTu`jkaL8vCu5>jclgcb;H6Bf2>wP#MA@g|YfJ+8-m9(YAF_&mLOF7Zj0A}K>-u!m@gBQB0IVkc&AzKJ=R|Ze9yHQK-qF@odc2GzaOks z(-5|Xcte_YZq|g4E)hWfH<)7aOgT}l+onIBSc(GZnpvS$XzQ`j-b)MOVIJ%5-!sxC zBCl|F9Eb*9iht#!gK{wWj*|}=1FnYgp?D5FZ3tS3e=O^%Q>XeZ(}D6_lu=3er{vvB zWEBkfO>109ir%glmjjq@_aq=ZEMVG@6QVbGe=^`WJ$}Q4Y}*VC(7sTZP#7Bb6;l6! zYW8-Hp}z;S)X{+9PvS@8<=rT;A--APjl7OwxYm)~_>%J3*~1Sr^h*t)caNQN&}P1b zkn4eS&o}iE2CWj2PGdAM4N{QI3p3yEVgE#PaCkI#3q4ex=09A1p8CFr#m`EvQEaQ| zmza@tk>}^=FXt(g`DwtqK~rt>8!glION(UGb3nMFm1hwKCp%RacYlUD0^xQAe9bkN zgWDJdep)c7kqiUU+mGz^0=o}pSgvAm(S7tzZbQOQ?#xKhu^QRzP=nC;z){u-U;W{M zd~TMf3(051?M4r2wX}^h*s7&aW-);D9S>+CWVU#n`2j%o2?a;qCIUhC%~caPAWJG9 z)If>#z#>P;N`YW~^w!}T(%keyK%Jei*!kW5Y}+&{$m|^$F39S;vE$e2A?IZgTZfXH zhCjwe^c)MTH+shdI}4r^-2W->);Jqn#oN)b+Dj1dPOynQf6&%-!n9xZUEIJS8y0&< zdXO>(1_tts8-IfmI2KN*!&e?;xD1}i18(b$=I=0*YH1_U2hqj{kU69U$UTyTF^`#ovK3_@`r)H-%Ie0J5wy zj~0!~OP4Rb9e*1G4OCbSl(mMyubf9*ZlRj6^om?d^%HiQ-xf|HCaoK@bGL!i6UxBPF)@`T1cO|JmB{m(>2vRHV_oQN7Sr6%+?wje$ zZ-AZt8&PMV@V z^2U(oEF2H9Crzw?Eok@Vq;^Y~%d*`4%L?+PP>W}tjGl_0WL9fqVh2b;md;PoQ~t2W zByJfg*XKV`8`J_zM&??)>F;|nP1}2wtagURp*7#ypbl)LsZ2=~cKdOlDO20H5RnwF z2{ZkaQ59D`7Q8h@l^#X?LU=1sV2fYnUFr44XdLI2GsTYHT>>=*buX(@-hDck`~UcQ z>wqYi_J0@&mBye`DFFc`q)U|Ulr})RJC~49>CUCQlx|Rzh9xAVrIrQh?spdT9G~a= zd)~he2bX*2p1J0lYi2%S@m&R+z}*3S+Rm4(-D688R7ALH$isz?@kqT#fI~oLL&HoY zXQ~X3kRV6`*TNJcDLoT2Xc% zfoddT?J}zo_j|{#R#DACkMw4fOl@|juYK8hA(bq&ab35)d~{&_s%_XAL@exts=sbP z+W{feE1n@8H=n4ggAhuA7z}K5lG5Pda1rgQ&|VT2uG=)wQvY0y zjc~i*{jY+GCIEdhRUVJ(bQh7k`a*F#9UO*Be)1J|znFHwbCrucKT8N=q?R=MI*^@d z;!BGxL%`4ijfvtkIN)YI@q=m*Ju;{P_gSufP(o(4O`$KB)A~fOk$;ZjB>h5PADP%5GKMdqV5S7+MU7@MOoTSH!S!MqMuhB%OyttWy?g}r&91rC z8{f+rF=W9CEZ47^TLXY$LSJn!@ri#=Q-b%XB?4}5-N#3L>X#DUt*=}xrkKY9&ovV3?lXkLQMmj z@gD^@y^TK_HD_RNn6;=<1B~RpK-X^-jB^opXH<68ql+u2?tPQyGu1z3Gwx~r z-jR+bstEFm$)>i{&I<9`v!;KlCH}5oqJypMHhr{S(9hLI`@V}4p=8tb$sMo_*qF41 z_rYBo;}doS;e0UHRIPOnxK;+s2Ozangi5Wa^6l!C>!K*A1l}!LSJvPLd0pEv(aG%W z38T8=+A+*fi(pu8fnTZ^H;LzQl#{H^piC^zIGMx2-20%|``F`YO@(?t8;2sa8c5a( zRXX{t6tKK(|G8$d+KaF+c|Li!E1pnj z{hUoK`)__d{c>!6f6=Wg>sne4a5m;I7jjVRA#)B_y3BzT_gDPrB4~~j!gA-K&f%{6 zfnzQEvjR7Ir}Ck2)qvcS*B)XHj%TyuLzAOWD$(P4&q0e;w97G9!hZ4%O^t}V4%C># zl}2}g&N+X=7dgye9io-+x-OlnRO5`og(zGACQNXyHA0F{m`S zUgx(f28-0lc*7F81=%2Q#f-N)_3L5JiD+Xf6re9|`)YVzIl;s-^@wRTmPt7pQOk3Wix-OmOiv08q{MoYyDe1(>{Sf1*U0sK4eQtBB=>DM#Fy)H#u55FV9W zePK^Ip9T6+^Kooo2}DwRvCDMFk1D|)a@}pgYm~VV%X@n=g+o`^VvY(rZn@S zG;n2;W#2-A3BJKw24#bQnbacipP~94p^{hZPn=aG~tuTfqcut)g)F$?@8|TSJ zvu5^T_u4WQ9(gPz@h4QYg*-mM5*#@`pkK?s;?rJ(b~#f%-Uu?e?qQMm#x^G)>W>yc z=3l{l`J<@DbrJ)J>{5GX{?w_zG11wP84>Bh^iwwhDv9-nq@_4_=D&+QX*hPOEI%QU z^`diI(Ta@e+&e$h1+iaK-%NQhdFtqyrdv0i)D5|tIi$Ccw5OgXw@euY`)Xd+#oVWC z{oOa%s9Q)q+g7VOi;!L6nBoz18zY5E0E*Wwvo2_PR(hI^f$X2*oC9r*&WoX`` z1JRMY&%l+>uhjUvLus^8%Z_XKjM;|ck61}PQs3RCEq9b1bg>m>?-X>640f-J;xm1x zF8CpOwgO?eDN?SEJt#sctL=kYGJKRu{$y##FQwZ?^c%@$MP*vJ@Fo+SqhUDtLBw*d zdY6YlYqC&auyqrC<5PQg)kGcp(GspOJ?fh1VJfen<>G^&&%3|Eu}ssBO;W9R_DNIb1%bb_<{Q zmc&2u^Qd;d1Ib=7v|$%#?{xW~Nppx$n@&E$CDmJZ?836(gy<+PrNyCzsXOD~g(t2; zG>vpv@>w{=IeK8Z{uY>S9gVC)jB#aT>}((!-sU|QE99pNN)=WwlxceVYRI~s=(0^g z*jK^CrXO?|5C1x`IeCo%|MS(mk>ZuePQpb#|nkFLoY+ zV^}_nW23d-tx03;bC$;|k_nSl=aBI7cspUS*?yqfYX^{deWfaNJ(RW2TNSIlexfM{cNG|nuDBuDaGxxnjpY!L`||~Jh}e! zhwJk|9MZ=C!P+Yv@>rGz#m9ot`_AU~^~f}_%T~`aAk}e!a|A}G%%;?@$>sBt?Rl|q zlgUH%6Q@T8fC5v;#lT#a-0I-x_t_qq#`hAlNe7F3Go}ALMs*V7;3#jzJv0QLc!f zyY}sM(}D2f5&~shaQ~j^rz-;=D$_)ZFf>Z_!BL831`zW2a@@~Lg-$~tiMo7+Op+K| z-v2Usp*(ULL5qenpV2RK5ly%rM$cE-4v4hgHcwpy8}$j3-qCk8nf3mJQ^LZChis=( zSM6~Q#usQz#=gAABHh4MCAKFGrK*cs?RSLEgQZ8W%M7<B38J`8ztO_tswZLi6Gyv+srY zj_U_>i&kEoq#I3&R^s)R^!9Ux8B_IZfh#&%_m@)+hL2)c3U?mcaY5lKF}v!6Ve05aIxf7%IVd1` zsAW)o)v~sMZEY5E)9|Sb4pO;Q8Nf*L!9MV!RT9>bm#qAY6gp3*he(j!(Ho zPM#i!WtX{iR~ag#C>)(11#VOE$q4I9Pr20a9F;Z%^rQ&rDNgBDd_fMhZq2>J7l|kO zz9IW~guB_v|jFiuT-tC*8bdq&;_~2DKkuIOm4DYZnq_K|b%;xkiC-b4MBAU7GjQSx{gqyMdOkaPQ{Xv=bY z>tK7ZW-21lpktXb(U>M z#1oK;YAQMOpnYPpbC4*J!|+|I?1XAMe*M{;ZvC}5UlW!-nxa2y*&3)dEv67?{JFST!NLK;tvzblBf4y8|j-! z)RcjgyO4Atgb+8lQ?Rw+E6i|Bp)&Vc_(m@Mjb7(`^@1liuj{qE$LOt3B{rMmzl-Y? z07at`|5bIB)uXt1zdm4jvwsT;dCh2C=gJBynpH?at|5s_b~d=)TI4zE_h})OaEA$4qf7X&GU*&cj>>Mm`Qi?T)tvfhF65~z9%YW<`j7aEbxmYRc^WrD zYk#&;!f2*&7HKjgJj&sebMz^2f6AeHoG>nXB4?bSq)4M;IU#+ubQ>RVZ>|KVn*z5+59OaMcY6$aLqg2 zSYv9I0EE!@-~?C_h(kYM)hc^4>6@xji?gF!X+{VD&plY)U|^DvdL09{$|PXsiz?ib zT6zK5eic4>_cE4SY6%}mY+)^`n}Ufg#L| z!@yJMRNCUZ44}RhcBd#P!~K_%g(>UkH=nVnyxD!h*3PG+QeVn~;CY1k6TTQKqG-iW z`NPJUeJ=wC{iYrbP>v+>@l0B#;)PrnZP7vz5>3&|sM|xi@SUtMRXqmuWYoQ`xB~zL zPy#m)`G8Ft4fZ}zyL;7yyV2M8=&m@q?v4+MQx&L|rYgC>eSmA9EgdN@-2s2+IWJ zJk`ES8y!@!e8R8GZfTObW2TJth^Xfy(UvW+SHTk&ePYtHAeC zf`PqnDfZ_nIJ(dpTBwbQX&~b^Qv%n2p9#f<(Qj&?Tt3X>`{gJUp~6b!sy+v3XwN2g_hDde49 z|HqZV#b{$hm?1PJqoeTMZv3vuVBqQ3?!oLZ5o!4V$P**$HMw&v^-hwbkGW<&BIh)a zGYO4N&MCafopy?22GZ&o1b@*WSZspff;clvvpJs{#nd}bjf$CB&h{&tBa3#|qbuAr zc`cnLbM&-ew)Kt55HA{2e4*zeauA(DhNGrLi9}f%?lXlkWGO^*jCzweXuo;6`X={d z8e>dQqJJH=2SlQg8&*w6OL;h>4M2|zjddE>YtIU=|E`OXYe5!a_|Z@>pMCymkg~(x zp|qOCSm5nWvmYu+yJNc|yVTop_Z7KQJz`79xdXbU+(nLHg;H%7=P>Rulj=4>yEmsH ziQz~4?oZOOH#Z5KGTrgF4_2*-HK&h_ntCDU%1g2VM@L*7we8u=T0%U0B&+lZQMq~V z{S)dH8eff56dPe@$Pf-$sR`QQT5SstMvWXy>tw;sVk;&D`ai1BBV2wwjvk+79-Q%v z@?eP#*GTuxaIy&aQ<*Sg*Mx<2b{bP<+D`xhC&w%-<>Oa{yoyrnt#d|f{Xik`%kq62 zlFJ1gSrf!Sh@&bEr_xpA<-7`7dh_C~OVwo6GzG?vt>&`ysTU!*-KA9IE!cR9E6t$Byvcky3 zK)qw79!^-(ur6_zstn3T$^S%R<~*xdPqHb3I;$IR`nljpn91VGtUO{psq})H6t|SV zajh4zZRl6KWSnt?O}X=!hpgd4#PlAtzt@GDQ z6km_Q{8Q1rh}KS%kwh1j1_${MJSHgukzUxa9mE|(NGa_cWJVq;S4LtAFwXZB(<04tnI$9d?A<(#Rs(#9yl-!1kg@S4sRgWZ(i&f$$lSk@ z>TzyVHk!~TG=sJFUAB`#t=lA0-@n#NN0HD=Uls$RB?+9)NDI0qn^Lem_c4YOwzy-U z95FqP%@Vp{oeXWuAJs}Oh8%`gt(Av!q4e`-Kj>PEX{F23LYw8?3tSyvtqi)O44b;p z9$A}-FQHmr;o*xVyx(vjysg<3&W!7pu;O`6uRfbTa{g|(17d&=v*eKQcyd0jX~W+3 zFxq@$Ci)9J-W<+meuokgQfKHP%>6U}ZE^FbJ&nzw{0~Qqa@#Zgf)+`1EeMiRoPuu@ z+~aju#gYamxi602X9dR@HvHsR@UTUP$d;TZ^xS$!-L1 ziRsu9BbP~SpR5Y}t$X9B;3|!;SidomK_OWRq}A-zl6iwH&Un1-WO)EtuiR&AYksM@ zHHLQAFHp8-%24^re6Mp}Ur%Xmb?24A+Uj=~BTiW&gYUV*AhXzs!{&><)d)L%idn36 z$_)Dr14y8b6lC|u2O)Xi0V6Bc`HSiF;~5XhJ=f*r(!pzn4h=CC7rS%`(KF`2Qp+EQ z%FcPOx_sHJgwga%yDomI#rTfc;5Pg~J7jq0i;FXfUhAHTAjN~x_W6$4X_E1?DcVHY zZr#R!;DZ3w%#GK#Y)c~r=NY4H+t;#e6$wM!dEDif3Wg1F$i+r`=iClu_0O4xI%=Xc zU&la%Q%B7@bZg%Q;|phyX9)?W>Ok3>8Rkm_q;An3&A}gbhRe*iDt~*j^5aKH=S*+q zit^rqvby>3&OrM&wUr-7lO8)n5#V|#i^n=={Htw!tp^4vg`mmSR1v38ZS3}ZeJvG& z@Rk?{L|37W@fCu>6#roFp~kt~xR9Py{c*u{vmZinY~?GaM`si-pKX_FNgg*kM>riB zMGTjlJWMf6{V{1@NMZojtSt}s+5i?I+5#DF!L>UbJZ=<~k+XOr8>fX{Rc^ATm27W| zpw>;<3lHb>xnbCOi+xYe2@9n*rei7+xdlgQKXKWw#6=tbbTKP`N#6{$i-K%%3~sDS z47PTebJW74`Ci;zq!#e8`Z3xV%gzo2Vtsb6ZO|4wv6c=$+aXJ&@Mh+E!QrUe43%3y zT1^flDY)D5RaWQ^%jyES%e9-NKhGUl*PaQv==?| zk+Z+BUu2fl%i1ew7k)U>I_Y~ep2KYiYm!z%#neg`QEt3((d;a3{ylj&EP#a=iWv|I zBZs)__Z}aF(4}IHFt%Pjzn>(KYSPcLaAF|{4wvwzziu^c?bjO$b_v}+sx@g|HRVX9 zgPb28rJi@a&pLp6#L+dPpM@mxAJ|31d7G`y2375-AOSTbq^F4-RLj}IH?JjyD4b4z zbb+q!47eOVysO{Q&RzTi)=q4|K+R6J5Z&W>QsgAC=x@cT@2*F>zzN^ldyb}P`rXdF zqfsMG^mtB^7TYWe{S&2c%6QB)d@`$hm6=#A^3jSl-VdPHgP0&|$X2i%r1HAw@_yd4 zu@g7T@|ov7j(A8?MBAZVy}zQPR%Hx>X=7Yy$aA>6v5S*&d|Qm6?lkX&)w?qsAbp%wVq z(x_2vKRf)hT-+YjaudSUB`3}HJV$AL_u^d~cgPVos?pT?;f&X)+`vvwsrU-3avv8F zyX}NfIGp-8AR%MXwj@{1Xz1CNYFg0*`B2E3)Py$IFlGM%wEvG!%?-h2WB- zfhT2w6XQClc3eVREUQ)hwQZGDvb>U9eYBymN){yz$My#}oRt?*D{f@d&&ePc#p6OB zrV4TmAVxy@z1j(FpZt8b3j_jYtaF4%H1!ng@p5bzg3JzDoM^d+YT9Pp; zpm!CnlQ1#8HVX?J-gAKTa|t%YNhheWtsaig!NV%lLkZbP85I-rot?{9zAM%i9Ypw^ z>YI!vjUP1UkOauKeSGzL#WDr$*&0zLeKpu7p#ood)-Ro-|w}Sx>F< zuCAqS`aNd(k&g@Fnsx9Zs*Axmb%{y8ic9L=SujrLrO z2t*8L9^T(ogw8cWQNPBN;<}c~{eVqAR~+^{I=QF2-7GRG*QwrLE9@$Nx~EygJh+JD zX#$XCO)ZcBcW{lci03kmREK$amG;VklX+it7?4QiPz~V&>Q;qNAX)pm016;vT6@V0 zu(qBouxsrv2y}-T<&YKP)#@im4_?g|ACFG>qWVT_&jTQv6Y>Lc&xOo}X-DsKz7_cJ zY_G%q9;Y<4b&eCLzxSxUYRt)k0%VGy>Yk0FY@rZfyc*@K0K83-I;s|7+b=J?~h*MUVXLBWb>wCcqP$(KyW3;ug z;I!A80r6ulHu%NlPPDrK)2)L?+dS6t3?j`_k-M+CQ>lyCKDSC0|A^%{NS2M{`_c2M zv_N)K*ZMrxvbChoylIy?p|q)_#Q4))Dm*uqgh}i!R#F&lnZ}fQ%)?rEmaRGC96qV~ z4fFb~1x~}JqtLQoK1cq8=*8NfpXuhet{67$G?hj3dEF(|+t6H^AZ^R^>|CI#Dxhnu z4Tgs0m7z`G>hnJ7Du}EYUfwZKcY0nwuyzF$;5p1%_VAA{Y78e`@e`s%oY@!}zv(Yc z%fSQ=u9iDTnwvT-%Q4{VILWEt<6k(EcQKzxhsi@G@C^GB;LmVHOp9U?L(;8z;i*&1 zEXpT3m9)pU{`P#P_|5ylJkxf4)vFQy`r4b5e$8hk_l=tlu@0gkItlEg45bun&H1bm z-R{wqDtoKeb))63oTSy03SWdq{i3GCm8%ja-6uSZq->n(PBg5SPu#CA5#dbFu-$*( zMgnVkF5=L@-8AcObPl(YdLI|LHN!}GP|cHAW)ix4-9dKnRjekqv+T&p2~^1HsgxTE z*#%-vyKVU*+PoVXY+Tj`}(C+Yb2 zayNlc6osqYmui0l5P1ogd)%E!25+2m@BliL8!$o42MT-N>Kx6@2D32r?0dOK2#&y% z83Jy85}wDq>EOmc44f~K^U45`kRXT{U=i6MQ12zwyu#q%?Z5SiQdq7n3N7XV$>i7c94 zGrU)KxATEVR4&u?IJys}Y+42PUvGOjE_EnIA2|gSy}PeUmKRx}j#};1)$S~_-Q4B# zsm|E$OaFo^sd{Jp79l=&YDpKKMI1`~eQ1WvQWi`Kb>c_lCwuBH!8ZklLe)fU8b;Tu zy737(0@Ikae9Uq&v>!V?fO;vAK8Vc7L6_nwfK8P26|~boFq9IF3{3NvZ7V;W|8(VP zOOW%Ug=@F)x&macUNbVPX=LsUyKRMCICdhfG*T(#XYdgORM%ekfncto=hEgJmwse} z!lDq2snfjy+#;)L)LGuNP(RyzZ3%xd3mwc6`DP#8wHoJ_28~3ofH(=~bhZcG%SVmV zpLj_vr`}|tRsW`XVi3+3J7i^IAz%3;p0rH4zT}Q6Uh7D9yc{G`Wami-6&^mHRDsAU z)mSV-5(!W#@De-5a^b%olH1pxE2qY$d%G@5Bmd@+z6aFH!q= z=YaLFcI2*vgH{QkLRZgn9Oy)Njh4K}z`g_kDxVCzbog#~4lACV4-G6)&9d&Pb#?3k zoTWiv&w&64Vupl^TTC*jEH!aK?d-Zs6{I6Fd7+X^u9$D(emjwJTFZCozkbZ)bJjoP z>+V}ORal@2ei@^0KXUM7u<)xm2cw)yEJv;LeOrQWvRHUZ{;_dK4Mnvbk2xu*$mc~I z$J|~=bqamxn14yzR)e|X<}z?2A$LfY!&UgHdZancj)R-@5{cu+)750cQH~0$QMa~G z_`O(nMb&!Y>gnhJS)H}BHJ#RM&72;}74BNfA)I{1w`i%&%52)Aou-Ax;s~)~8LLk} zxlT5@9X<6neL0~wMSyW{P{xN&`#?9D(_|jkb6Ise_mbT2f$o~!x|s!ro2Thuux5DU zi)8fC?6;xMw{<%U7Dh(6PC8tfPzMKx`jfNq_H*+CA>Jx`ZI!5*BE>SQx<{f=ksV@w zIB-+MlHB zOB^;1F&PGP!Vs{D@uAWX^1&a-o0bEE4xXQs&{5uMPm)O_ zJg8&j4+16x+yIt zY~y<{Vi}CXu+hirOKIC_1qBIBUSd<;CRV;0PvV8ovxS0?OTdWkjwP(2+-{u z;7%vqxx#r==Cbt^u^&O@0lfv$g41IiVQVh#)^FO_!KB>;x0F=*Vd?GCbnr@d{LVP# zkW~BhPTdRlWrn?1>u+g&^m6@!?-m%JU0tnRs-StRv(e;$YmdOZhaKo5Z`B^02Q?TL zy2a!hld7lrc8MxYKZ^UCn!3wcX+g5X1i0+$meq{tewebt)FYk2ZElP3@~x+toe0CJQbHX&B!=e%BtIXR$gAcSTq|m)=0|nR_j=Cs?19pkZpz|t zd)MNZPuc6Qb(zE@ck8^*=)6v>?vBR2NqMgGmaXoAOLy~uk!>Y&%v&|sdx&i0$f-m- zOoZt!Hpa@?$@cE`$@jc+gQ<|V$~S%3tfV44s3PSxW162S%hYAFA_Q@OJoVQ~)=vrAH!rfj)zMqN+@}=ep95m;87~`L zXpw*{AD3I<8!!@jQfp1zHGfeH3<8vpV&_>Cpg*;AsJYlO|In?V`J3oH zcubll9oi8rS?vjp&RLCgYK!W76YZFd>La%hu6%K$V~lzmk^PUx!WLx<&CITz`!4d) z@5DVk_l3vb&2KL*($Qb`nbL^XOtChh+#W;zzlole(bV?ce8!6VRJnvoLLx)4{5u`R z78NCN6ZTvc^6%hHJ(yCb<2xK`lLab!)14x7S};fUEBEuID#>cvUGdOzHEAHTR*3?@ z;K`L_UrhPwkqUk5dSZ^Z*>!#YZHl$I1D>!ea`FS55o~#Guca#6XG=78=D2#X1#7Yx zBGAQ-u8n<=7PbaZqGxi2pY}B8AGyXq_NiedyJ%UBt^ft-JT%BkD0l6w;$)rvDA-PB zn>3^O)6P*8&en0)87!ozM9T*xcNLX zSKw$S!PVhl8$Uj|NKrtaUJqhQfS~xco48xWb8D;l`;3RUz@c>ogJ6ovBJWZC;3{7R z#jl%WFmHo$P$2VSU7@I6`V_AKM|Y&TR}eN^D+j1!X(AV=Ls-5tG+dk)S(1fx3AywF zbZce&VCt#j-)qu+)~L}iq81C&+gjw!aO*35oH*C*`2_B`<)4-BOW;VmSzAG5`c5>M zNLt8|O{D%pt1N-yvPuf8N1}Cl$&XA9oXg#w@Go{gLi|{! z_h(`Bk!9BGYh*s3989GKCh(|ljwdcuFAnJ%1w`i4=h!x0*rB*8tVXp(oljq+Ak^LV z^E775yo3gulf>L++I1&h8p~MAp1r+@+$b%sIL$mTb-S3Z@I1GW(cXLY&- zQ+-Zt>DFf)jnZ5$ofK-5DZTNbx9-IGzU_C0O{dmzzi)4duk|TR6L&1T9W)CBOb%_- zsh$~$RQzmo_P01XNcVD%gHXSz&7H|)Ta6{wE*{?R4>6`TXKR-#$3A%Zt$s4%wdy7s zdm*XLBA-b z8>N2lgNe;dSl7f3q{Mg4l3D!r@{^MR5uD{SUsbAQHV zy<39^16+bsyG0A{($JsPLcNlC19F6?QXjD=NJ`5RhfnWHEP55-AZ$I8bFUmGK{|Hh zn2MPL){s@&Y2JsNZngDrqwu%yp8{^|l*jnfKgcu?bEQ>#U_h?P>M*I%RR_JAH=7cPBZFjCnT zB2{ld86HDux%XqkMw5(Hsd|XA*!0%my7ILpL#Rq2ap+K=*u(;MnbWmvgoM&WS^YB$ z`Vuc9N2<6x{A9=3nCnyUU7ceMU09onAYbW+9p zA=rR9e3c?-)XLIWL~VMd;rd&R?05Xlo&tkb8U~8)l9(i>Y=u(hDg1R;Z=&rroMUzN zKUW{*T`uItrhYRpM;QnIu$LNRiPxUMM^SZU@L6xyD0=8wITYbB}7$!3) z5rVe$qLla=N;Xw>){K|VA^Z+LQ?)R*E^`@F1SY(w;yckJLWc0;Ye7UVaA!h#EMpO< zzA83pO77duSck^z|(@x5xI$FwtrUQc8y(ghgj`c}i_3PT> z0QBnFO%%RS$Syt4H{8g8FkK@Tiq!BtXA1FxJC2|3acwv5i41b^!WK=Tct29H7CW9B z(EYjP0t@;f;C*tvFO9(=HUNT>UoIY596H-V&rS{m)>FUAE5@%>Vi)ej)qj6NtYI%` zycW>5kaVIq#ttDnK#gH{84)zW<2EhU-i#YAmBud5DB3mL-XfM-EU2J}-tpuV`ngi1 z?N?Zw?wWPI#bj+_o4C_7^gR&Dm87giki z_M&(@@KfH@%7~<}58LF8?D0iF%~i3=Kq{KE6rNV~)+?*kQuc`A`#u_Hd!wI6Tj3>B zp2lgDDbbHTnYcHftsca42kJlfn+w&&b`9laSdYmT+Ceu}6!{TP*`N$1*KXJG<2iFr zHNZaZ7ECormAsf*vVpCrx0PbL;_@+2jWCP5Ou3nMdkrSZrGAFFLInmMb}G#%3e%;a zl~{EaNb36)OqXuAeyV^;S^uD#6dZ!ST}gXIh&L%6-b3%gwpQUGOet$;*@-ywhg{!g zO;Oa>I2}2<#_YMw5-Q?kIvF(q_N*Ni^+!NDYc7G#PNHWmc3xXQZ~-C zm>ctnm-b75N-j^uWJt|Cy`BY2lx}(;rdH3kx-)l>S`6=u2pH{edbfz^kI~$0h-Hu5 z2s6-wJova8t`jn&=t&KcYU*7zZRbQ=&V5vDLf#y9_^6mRRTu5+iIWZGzUP_Sc~9~l zVX^*$q&9p~x#s&&*(Ph_n)BtC8{}>*LT{Y6+(#k>_y?P=9bJoKS@kFS^y+tfu6-{L z4EP1s^}mYDb=lr-7BP0jhEMMHgWKuxMt5hr`YaX!ApZ~vN$=dP33|Nj<&vx~x@5Oo ztoL-O0#RWY*Yj0D@n$*`kG(~hG$3x-#Rr_+oRor`!tUW;&k%I;Er%Ul$6(PkTw;1!d6sf~C zJ?ToszTZE+@Tzm(7DaamjJ* z`%;^o?e<#<6wg1d9KG{H2l}|rP-TUMLLILQs7&GB$54A zxS^xT%okh3{S~p?!@7$`lZQ8|Ki)ss9nKD9RV@8MujP~5d8=c=DfxM7bKHG;A!{n; z(WTex(w#yaLM0`Z!>v2F6W_=6KP)k3ADw3jPi3xvk5b@Y49mo94^pgNBb%vF1Q+4E zH%g3oM&opA2-G9>qqo_0t&hqjBV7GGCzGaro{&&R!(pGFMkk>Kt7lg;le=Qxlu_Sq zeP`XlVz}@1WOPt2!x%E|TLx1l!lY-+jxW?+uRlePm(&oXz@8$X0Dg56)M7YVI z7zt5`4!h(XI6<3%=zlgaP++Y)UMW=ns#k43S-6W*O4pR*p;gej#+RDg*l9Co?yRB_ z0@wMSyhSyz#@_F<0jU-ie80LofLBl4Vvud?b!Fgm8MA}fGQrr|zH?3^Ob1gxZh^fj zf&ueTN(e&4@))=rX8|Px)y|bWjsAjaW~>UIt^|hYhTVVT2;^o|wsv3#AB@NE-rS5x z&svp@Ndv;g%HZ@cFRwjK#zuZ5gZ#iTvoc$D0LYQ#0WDiK-pR*=p9qs1O9@%K#Db_Q z>MTsh>z&yvEhl2Jx?WP>U?4@!w^drmeYYs(CJh+%P%M|_PlRqHm|iAlCj(_&gh+{* zZ@}8Ui&)H>v0j+8EFah79g&`rzaicXP?Gf9zUP)de!@E?WBq96J!}YnxNs1Nlp#v$ zd9UXzXRlN=H}t85ew;{al z|JA2mDhl1k5iil}?9RcHg|lpEFx^_>RYRLn%Q+Mitb_2~#)n+A!{H;F+S>+Rq@F@f z_nlGu%=wJ7?k334_6-;&CKtq z5C!_fJ*Bq>#H7+37RN5NWn3HG>ms+S4I5760|>}uDxD;tX@m?6t*_I zZFQi^_q=GOa;=K`7pVp8{SGxzDBqk{wg>^JPa^=dakm~s9KnO|O2PeOVrgU<= zjQ+q&8Aq`a-|KkS^fMJ6(42)J2U8vh_d;tw8Uk8PyxTRwg@yKo1fJAQ+J?q4~z z3}Qq@r% ztzieB$cP1}$8#9M#XM0zwm$8tLm->L*UsAd13Bo120nmnpWg1V-zaE8`e&;_5R~5nR46(( z4%&C)c}W16(f|oF_FK(f<;Nv?;Elu<6YDwL$j-_l0LBorpVKfwJXPJ6l9$g04)Mt2 z!g8aN{(Jw9jL#Tmkyd%Y@xg{7IG+fb60-#YLla zl(YS2!rV9HYZ>ZZqLp`-l_N#({bmay(cq#lv4K~{1nL+-630IN39!#d;!MDc8Y;j#H1PIZ10*7FDVNjJg%__zRERPZL`Rji^^A}q1^2Zjwo4|{N;?w+x|Mdyc5o~}! z+-u_nY31Kc^Y@Q7pj{9V=QQT0g_X6p`_zq?`%tF12S!4C1Cu7 zvXLcX`Pc*Y{W70u`<=h?>)&sU;xl%g?(5P6UaVhl4Ppt%+hqD;V5@*sk*Rve><>T> zIbb?I0GAz}V+u?h5H&*AxF|ro+>q^>CXu`xKA(G7f6-`_iwM;(-}m>(W{Lue00Nl= zW!Y-!sFK1SftPs*hK@_3pBLw{0Z$ZZtfw2IlanbLv6O%D87@aybQ0?}vs#b?CFkka zHH;^%cL>m~G>CseAr1V`l=s)W^#NsyG3u~WM>aYHy z@ovW5q5$1F3CPFO^4DB1KN!A-j-<{5^_g5?Xk=JlmHvyr_-hV)B+LWxuU@L30wC|8q}y&nyG^eXX%=k$cyT-wxfWj`Pn*|MQxn&wPN;QurnBJA4fEVdB^*wK4wx{ov(Hq+kUB657S?%^T#)Jo&zmtq86x-`%Q9G1<`0-0U7?v$Bi~+Cz@c~g$ zCQw>NUM2m1{PC}R(|`?vctew5?O%|@e|c($mPF6Bc7nxRAvC-+e(71v0`Q5Fze- zfHRs1+(1nhQ~4d=?XOR*YHM%+G@u+%7sAuQ!vF)2jAVuO)j@g5|4(m;PGX;)?!YR5 zgZ2mbMV+B0YLx+&fcWU@*OkJFVMtCI!pi20{A`pQVv%zy{b%y+HSQ1|2lDc*;qQgb`C~p zi_&#eOk|g%>N_NJfMD@)A?`@xVFyX6{lqlw?4P!QBW{B5>5R*3lS%Z=ouDMVe>OaS zdiGDifn^%RZ3#Oy+5gBMV7h@sxRT>1_``@SsD+y4HdJ4*~FEarjY1<=c2;xwmVF2_GN}fz zHEe!%SS+bqVK$qrdFTjy@${%3A^-LR=-o>C-+Vb++Wul49vKCN(4_s0^nXU2Mj8E) z^|T!DFF5e1L#9#Chi_P$?coaTD0%1-phL)i@s@7tfcXB>bk6Jk@B9CLEg&aiHc})F zB$x0f(A4m1AQxWDN@*y-w@={bmTdIB8&x>S83Ga|4N5`eC#V1O02E+;C?zA4fz4J! zli{g!$S=RE4m=*eKC zDGY!Lx^k@SWjy}34L*mr#wyK;kIv2y&3Uy!4*nts-ZWl$Ui9+01h_umzNwM%+R)%q z3G$K+r~gI8_2DIY*5tt#!)^ct`)uNNW1k!l$Xcx4Ps7W!N%k&-T2u`qlv+dq2$j=g zzWGHp{MAHI)qwp>2bcUf0G7QJpZy7vo+bz)Jy+xshwQJvW?aV+D&*pfhZUSd{S52b z59?R)0+qpw7hTaz;$XyZE)yAuq->D)wesJCgDUU{nibT}&dw}TvQE~&_iYa7coe*% zU=zHfn}GfppGuIV%0mOzn*hX23vmIQ6mx>;HZq1akptei&ufotj4cyVf@NhO^BUM9 z(XdT~N&GWqeSY3k0uCP_p;hF5eS@s)Z@PTj+w6V^=a{(}T87ZliUE@~M<74hW% z=hF256Rf{Ff58MP>oE{V%y{j;`k9b=KwC4+#{Dcy~$C`gymNVl{!s0f18 zfFO;8h=fwo@SewAboc+?_xH~s67V;}(%WK3EgNRPZ`>}S2bR8+6@QYZv5l#EpnQpafLqX+)<-U;~X`L`ddjfp}Jq9M*gHmef{YEXOK02M!}{$a_Xgs?c^f|D(*ja05iDTaSlXS zAYsjaF=Z>`154M%94vAb($wcf$IebhbiZnC4%e(hmveN%gcmi1Qva$l_7*O}u*v$2Bk#s8T7$TQ`8{D5y=&!>7{7Z;efMMgKT9N2iEIZIIF{Az^D&a9Q&)$DP zM6NqG>Dkc3vsF&xzzBJ*IJe1`mIzNKEJ>@vc8b=Ex5UpF4*%#S0Z@Cnl*9kLhgn<* zAhQpJag(xP36aUt1BK91iwTy^YBD80RmEvr1=6^kX1N<&X{_lUIy1z7SdgW_F?whr zx2Ncytx<4K)9>@bXx(U~Jomi(OOSbES`jCvc8~I_P%?e=tPK0feg`U*)ai_-@ZE=I%Wjp%AK>^xs*RW+aoW;`|r_= zAO2+qVCh0GqA1qGM;?C)6TOZ7Y!=~i{C@bPT%wq$v&zRUXkrAlaND`5b9NY+`Vx?& z4{8b<33e1dN$$(Gg(F+~HFP8(S^Dc9(1@Z$ z`O^}B^w*E7n11kzK}JG6MP~&5{Zuh&Tof=?3LmX?5-S&Zf)73zHNO)HM{Q1^ML2dr2BKp z2B6W4DSoYnIi+{{g<&gInAfMzN5eiThJlcYlX?5|&bRLv8X9VjPWIh<_CkcWf3;ae z0kky;+sf2^57Sqw!clD!j{@s#Wj+ey<6STYuRR+o-ZB+zcanlKW-gN5aF@k~P>$Ov za##!Vl}+jS9}}HSTN<8fZY<(2=`{npObcnYNCJB%dJ@K5Q~5Dj%4xK27e7Aawo-?H z{i;Ii=5vRoNon({9_C}IvRn^44ZQlXP_eK4WT~t^px?*5B`YfbI)84X2H4-n)~gBg zC0(yHy9jzbD{}MR2By*=PurR~CYN!JzSb=Is-_1bPI0c@A9cS@(x#O^&erhXsSG{N z7azpj*C6JU)s#j3XqYOi)l;X{=6?8Xf+~6!df`>R&~0*N3B}OUH!=YrXs9AsknNza znhx%nSc!R2kWtd)*?x#!z)f;#&Mq2=Sr*WV(H`O@31dz29kFBXKPjNdI1g;Zedp#+ z+i^LasFZxII*k(wQY_C%mBQQ)HE$)W2w9JLm%0GfG9z|yszy~TU~Ww{W9M2qr*5r? zefWev5mso2^X#|zrDvbgB$M5v_&^VEak+Id=_A0i2B!{eY_0qlw90_g8kz4emaFO{ z1K;LGWU?*U{On{=u|`#A3@y7ga8ZW7ck9X57TyG*Fg@2O0CAXw&zWN%~GxghaV#;1x~E zCiU;GN0$lU6R?;tHjurGzGG(+<~rHLSVd3tsF_qSSvtQD$}qW%CEJV?F_Urk5AssH zu_k`gT4-=9BhC&uv#;e8`qJWbszfQsY|MgJ#KIZUCgUJIc$!a7gvMV}4Bz+^*RJb( zWobeV1UIt48_#?t7Z*Ok@=V#U`zlS5z@zO>Ch_cM6mv3L3B4d|#w@$t@;mDfOH-}k zD&Gn^m&07+P}S3-Okbh1L`%hxF}B+()97s|52}gc^gk>N&-Bu>G4H9aHb*N7MzNH;rnc#^OwUJ5k`zqJ7R`nZ zcCx%(Y8=U;-+0a?$}klp6Sgx|DFkCuw-c^~F~rQdvgn4*aWx!P6J46>WAkPnY;0Pv zWZ!C~R#FqSJ)gmqtsIO#I>*(&BocuM?w*y5Gptg&gnrB6^wI1e z&33KwMRnB@*JeZAE7TopwMS|r9i==?Y_lZ?PQT;idP%=EfNw=oYb7q}TmE1q`bU33 zX{U(Gd6>h$uTonh*RGT>n$2SA&|1D0&PPx+I5@B6vLmqiuzVSQ5FHflowsZ#5Bp}= zaMVR1oH3mJot>QP8$Vg_kq(@v3z#;jFFeo^xsKB5S`U?fQX}AJUVwI*(lrW4tNi@; z>d$|Te*T*W&>`i*2J;mU_$$F0YW#1^1teV3BX04oGA*+zyICVuQ+BU*b3@iD01528 zWX&-jQ6}K=`HwP%k=8SJzO6hvhNTKd5(sDV7kl)}%2b9BQN2Mxs>OVlR|$n^nK<7w zL?ph){4jCEQi=s|lj^~*fbFueQ4>u-Iz)5+ifs8EZ#2~$;~(3YWOj}QDWVGk_y$w! z6tpF?p(AdNih?DUwj%GGHZNTtVD}NPh-7In`|#qHU_!QEOvyFh>yDz?c!9Lnf>^&z z$cqcT18AjdcZs>CA>ANZ^jy}V6 za(k+p<<4Xe{l)=S0mj^HNz?~q_n|YUgg#2E1q-y0YO*tAu?oD%w~cb0bXE@TUJaX$ zqN|Ud&dL_0Pz=9Q8W-KYtooJcXm#siTwEHxY4CRDyfUs?XvEQ-=!MG-XeTO~1q5Ly(_aVubi>vc(5Zf5hj&7lUN45RD2`K}e_XO7f1pTe zHe{)b*w?w{5O54zTN)YqF-^(~H-9%Qhw9pqa*N4*#6096{@=j>f&@BwKs+8r!H0B( zT^IfNA!IxUp6wm_8xVqr!VP*tq0$?P1jg7yJW;}ZZ>A6 z8Q!md<(dCX)EEa5rnw1OJ75t6@m1cyQ~W^)`O?y@NT6oVgkTd+t z?sBdlQ$qYZ(qc41wMKJgfWuI!^W4#Myh#f?;gR@(6}-TP%i#$!FuI%uW1MHKd1u~f z!iZ4zt-{lh=QYEYKDWt2_EYAYz^agtieN)O<_ArI{?{H7Ds%CfO9Sb0r(B_rZlCHuZW_J}B*{oYFiRx^Yd7-F^WdSw zjIS?NtNL&ww`3dPUCs5i^4@AphZ5_J@qST>?Uu2-xPD?iE0& zZ$WqE^S6k`;7M6GiSU(mS|R()(yGH5qtz~U5;?Ctk*kiYW6}>l<2EGr*qq6*aXV@v z@GA`V#@M3~-5n72x={1|70It$ka42xCG9)%op3DZwX4mv@sHAesd@G+Wyp0l&u5t5 z;v?D1;J+Sv5>QFlzdpjxf@7Pw{kLsKi$=C6GAZ1EPc1O1ht&CefEV4{Xp!g2S%WCm z2BC@d5N{3mAG&AXrQ6@iRW~H`3gk#;U|%=)bOBZ_g>YVcJ*S>~0<kU~21tVo3Cd&IT1Y(YKi%P&nEyrC^JR}3Sk>nePI|Toi%do^?l%L02 z=XPj3tglV|>o-1@YkIuK0A1m~j8)xO*=9BiOA0SW+$W@hZtFIE6!DS?b_ z0Fv&uMDavq1kc{BpcsJT%-4aF{@1u4Vy!XHk#YxAHsF*{MB+{V z4KA@(uiuUBti}IXM`k?`Sa&@}{^ZA~Qq*5VV>swW%lovzEu!Q4@GL8<3S@A($?@Fo zwLn~Nk8m*!7M0!jI*{nOX-dOwKzQb zG%lh4_DM2~rB5dD1k7gvSDi)8K}k?9<9=7?EVU$ym7uz3E6jiLRVC;Wm7lhWH6}0` z|AFqbCNxm4-%Vx?|KL0zI`B;{;i&&rGD2pu);`SBbjDMt>Ff31*21^1`NA_DyKH?g zzj~YSe%+CdK#wmyt<#yU*noAnHh83;r%mX9qQ5n(G$5=J^<$M@Lt zY`DA2U1D?_WYMG%CaD0*PdAJEr$x`fW|2-8Mq2K8GZhKY<1%+(-Fbng*SsZ&fZmxg ze<0}XRYn?Ak;x}eB9#H|Yfe!(LtU8^4j9IKG^DkXh|EJC`OPIKatbts9H#d5Fi2jo z1PryTp;!o6V!Z7W%tmW#J{((vHIXmr?!YZahQ68tl5w2=OL-^+awMBy&hp>$+b8hsoWx3bf`d zzV$%hmfM}HoJOp3@UeA+P0$QFh+fppGQ7jW{b=e$!$UOLIgp5Sh~m~2)j3E6@9>{N z?`|(Em}~8BZ!FSCW!yjVn30iL^o;cO*zfPI;(vUe014EPi)DMtWRjL41tvv{2T-zIh43RCEUCzg ztHTIj3f1m(AT`G}MPj~yf6h}I&yb5XYQwJtK0ge#Es<}_SKXggw!dHe``-L8(MvV8 z8ocj&hRWBhF*ni`uPgChCU`+>EhBeBI*?mQ#?H*TB_pzSv)QD_V8^k> z)%Ey2Ek5~>Mm|Y_u@QrLmSA4jJ~Q-b$W4TM$fMoLg8>BF`v%+!R<+i27IsE2lQCkv z@eZK!NC>^l7M2U`p!CB~KH_Tbn3xhI#7<%%_Pze#BA8+0ra{Yc?bKmCkmH@py@}(B9*+?>-ZsyibZI{Og*(f509m!?TQ>o-j_oV13cS)QwTyp_C+A_iwxHtGBjk#d|82V!W*cA$BDAZ+0}vP90wwj z{4ejI9qdk==jP1fNBv;Ksc!itsCWi)mVJEweD?UiEP!GMd{>U-H2``~l8SuC#CiPa z?<&x(n|rKfRpW3&f&SthOyO-{k31cCdgn8Lou!8#Tjb^t&o5M;`ts(a1^){Z*;H4_b^#7)2AMY){chC5uy?=A1K^5d8`dn0}-}vs?|1ykLxjH9fu$h zDg;p~38+rY=4}kfGU9?&0f~MeRjKJT?C_W@Q`TptxRXlDg1p9UEx+}LIj;|JbT&Rb zb?-!4Y`-#-q5?`mbX66)?$4AB*|xfxm6d(QK(tB_pX&cVH!bokRax&G>HIo$`^LXK zDa=tc8e`Wfo&9f*5#s>M_o1S~|KCmnEg`fTC55Yo{@aUR;i@@ycE|s1DFw+uxZnzF z*6DwH@dFqS_36*-|F&?pj8M$FFRy&#-(JiNpzFCmgVt`L{Hb7@j|7M9ERkXbUug@eUQNTqZ8Z) zQn|(LLR}!!_7Rw8#=$!W!+R?oX|m6t*(rf>N*R0QzKePZ-me_CB{#YC<1Y4slkG7Sx`p@& zy{OOyQ0+axC#$=ueDmqWWDCuc=%w@DNB4F{HIsPoceG>>M+sykVmPit6h2tWr+k)J zs>y1g!)fK?!uP4&XtR17?6o~1rF#rsrgnz9qh3b5qd&EdGZS>kk;6C1Up;HC8&3$m z;>-|C)j2OzOk*u-t3L+5J+Q6L8TWIVV z&rAvOhuEEe>$L`Fsje1b3Coz9r!0GWDfIzn%%H47rlcJ4O(+YNjkwNAdEs-gFk?t4 zbj+p4z$FG9IC#iFe9Y-fClf*&D*$2HsmqI?cj&L}*nfruokmXXwKX_89-g>ukitDe z)?8d)Ub~w2a(z6Y_-v}T0uOk#N!b5f-tx7t{+`*<`aIj*^RMK zN&3h7L4s$IPJO-bCwQF70?ic|?7;N2_?}CzKQ!gOJ+5(^918brWnVw}F|>P9$uxAV z*mWRY5={Sv&%%s~=BV1~K5THWj$7^lteZ#njrr@0fxcT`HR@vU#jBuJCvTQUgI0f1 ze}sQ11Yf*+xNc|Oil4+YeK~P=C1b*EbW2C*y+r-VjVPscMP`(#sxeJ}oHBNq$HSBV zh-Z4WWm*4O&*j+B)Ys?J941&$rDsDVwi0by*!mf2WbP-H_R7y^>H4hrjUuhppd0Ys zl4kqn$(i68h8*^igiz7Z7$!U{L45Ax9Em$~9}8_pJ=Si} z9C3owlbWNevr|#T5tF2j##JUfum`P4s-v+r>4Bldrcfh!aIFAs%N4>`DOHD;YX7}~ zz&MsZ(p;5>PW#r@@;lbV^BV76P!*KUKrb+%lDMgQ+qwb25WL{rbkaAky{&$UkP3?s znPVnb7z0NVp{ph;oKJw0ZbK6*;!(%IYoh4Lj*p?{#Hz;3KgBHIyLWVWQ1_}GL}O;N zt1del5{Ych6^D9$RG4|f)86d(T1T_v2Q4b+Dx;i>f{I%~<=5a-p)0-2UGs1{()Pq6q@ z6R#&E_9f(WxDKMT#J03^G=TB(#*atLLCv1YaskP~CwbD>1L}$0bG44$N<*1WUc-Ll z+cD=Hw(AgWoI7|_APGWR%m_Y?tKM>l;>0nJ%Ogbl;+Xs3wjSFT-v6ee?;Zb62sU=$OX?q%!`HM11H6-f^qa$uoJH+6y z@QDi0QQ`GYbz8$0{LL#Qma?-4I5V1F9`P9>N-aI=wb80;v??#0x==QFufqI3@v&R< zC{r2(EUQo&)3t}^gS9FNd>olW`0fiXzvt0!yWD5N@1RVMYSkJ`i`Hqm_slb41~jR2 z%DINWFBW+1nCBS6Lyh(Rw&5~cxS3yoXX3F|*UM$>!&}Lj=MsrSY~x3>oV=*zV?#k0 zPxS7Z*B(FaXy#1xALa!$e7FnW+2&tP1le@U@t1CpT=T?cr=!`arBoQZ?Z+Z;&B+r% z!ud-9kt`txeM)vSt|vv|<6Jvrqt3sJfuWoZzSzp$%~|T!)V6RqE{M(HTs4|6zkyfs zW9t@)Mi^$(=j{Aug2d_^AjLLcvoi8iS=|o%{9v#{$VuJ7J3o`N^~+;#ZMJF ztFWR>zixp|*pMn@apw|%7?2rBIo1K+unOH1+NSNCe2X#-d|g6$9WaRiT~g?HaJ49U zcXqMnn@52F{>w$R5%NqqAJF45sCu2z_DXrcqPWeU`HFdQBNk#sp8?9J0G1Wr1#{%O z_;TpVj8F$e^AT~Z81H(2YBD_S#kUEH1SqyK7jU!2oHa;Gf_+}1kV)-X3KOL^Q1ioIe0MQevm3WZ4xwLDBJ^SNrRZ8AEx4A+8tx2w6=>uf}fwB5VAM1 zfX@1GjhT0}IGBUs1V!BYUJ8v-e6i}-vu%{&NIZGx0|d$WG)@X_KJ@^Rkf(VS zT4JZ5ncMIHj`I6WmAl}rLj%oXd5q<|pZ9+$fAx-Xoh@RfCo5cAndG9*U_9oG?m>o9 zoT>hcZh2wOEv$53I%6i@7fCf$PeUU2p#tQDHeDg0qbxRRYsrrD-2*{TH`OB3w=HHV z(_|)cjQ9)P(-!7zfh*C3J>i&5x}*@?;pj4D(`QI&LG88}@+fl|52%c3kmU~c`e9;v z1x#_NxrJa)NA+QHps-zNmUoNapgH7pGk6%q_Y9DsE><5zt)9LJ!xefey6%gOy#4O>p~;Oi5^%> zJyX2q=4ACOgM2+7nYu$U>dVlB^VrIL;#7a%wH9GWp_%hYhXMFVzfr^5nU4>?+o~~B zDFvIS4_Pa=Em}H>3jYu(eVnCdjD%CV(k_Hsp8ZBqyM=wZ(M318Vf9|T!bf8?1PTcz z)snpSb}iLCfQrZlY;?Kig+NL&UKI~n2yZE3Ki*jB%)W?(mxuN0HU}70E(>lcX&o|ZYg5l zUh=6XOkE|;(|j5|qTCV57ShXG2cciFq!<$Xd`b3;^4PvcDysTkwoe+#c3zmFTlOAS znth$fLff7Rp}HbI9cMR?y9^?&0S7ws%10`nn-5fHq0j@5F)_qtpfGP#M_3Iu#->l( zsqp{-tzwxYjB#>(PPzZ@5o+c^h>M#%FPKx@dG-d`| z#5)}Ro@{K41R^IL-=C%6xfH(G$mLncJ9x?GHc2WRwzg%@_16rU zQLh+mUhW2S*Et;+^j%3X46ehl=xF%V8_ zGkS}1vbiElvsRjw0w4OxFYd>>U&YU_U^GiOF93koT zRuFymU#r`m;%Wk+?;2Zt*XDl!P*~KAsQ|HQE7S5v;pCPQ6%K z;F0Ite!!=iBsFOddIfXLBnFrSc3zz)&ouP$+}Uh|3Wt8pYHurFVAfQbnbr>BZNSQG zAa;_RNe_w_cDfL>d6VKG!OcIrE$jj4sda@FaPZjZ&`v=;ty++yJ<6 zU9&{z@y92G9W89SpOkR8Gp#@KWRg;u%DDOL^!l@^5w%Zc5DArDM*xP^GZ$?qo9BXc zO+7lG5!)z`>!ynW&mDQesfhF9J5N}Ubh$qJI4sqNO*bKAsgxP<#Q?^QlJih7zhemt zUD$6Fdjm+m{>tTju*VRPPGo1LJCsk12B4?IG`yMX1fQ_xIX__K8G|7Nahbd9aQ1hq z{0r(xIt|8+Lr?h;VrmeZ{Oc9?Y9hpdVHEcDJo~p7{n2R5e}DMj!})LL{C7J3G94H@ zAA}kKP!D~mJGSwNe}2{&K;4w=M^6(B>SRsT;jQ~f;VLJF#DY3F?s{& z3!N$Y3t0XX2u=c*qWfZj!PF=P199pCKw_u#Ao14LDR*SpzxQE?MSJBm%+Kv#zJ7^J zidh^qQ)rMl1&O~4cYX|V1rJ8mGy%S%2R{A@Yoa^%J#Zr*!4tJaMPAvzkIvf=eSbdN z{@b9QCLl>OFMRJWpy@mU?rZ{JIxKmxwZi^4Y9oG%(k<4`xx4Qu zBDucfWVsqIRLzBnz63%rq}q|UEt8wXnx6GV%d%9hY^JNgb2Uc*;zKPDWp*zp!refk z0q=uHAC+WvHA#azHu{+(!JtYLj8+txt}{$~=AZfN273Y^R$aw)59}|ohK~{a zXNw=IC6V9XM6Nx$r2p2Sp@Z_HoJyCLtm*ReyRRQMLg`u`)b0AuN+aOCd34D$;7BMC z04fmXVc|eAZKw>y_MQ9nAfQC_wRrz&W4tk^P|Kg&0-&?-B8Nlg6#~N)A+4&(E=dMU z-py4Y&v=A{zIocpN+V2uv|*8M5T+I%31zR8V%mRL@lcZN-C*_pd~DwbmT+1xxA9BH z;1Y09F&g@ek0cMYp6j1NB|LVgxV#?ovpq zxj{0+R&C|3jS}YV4Dp?rTnnr&Z{W?yU#=PpnWp8iSw;UaUmw2ryVMtlCcPA5RBXIG#@0`3?J9 z$DJrOYr=HrJ#+(z@(o$PhDj7f_r(C+CwA?Ethj-g$kY-$R~nBBh{T)Tp0c843)y(U z<<7LbEWXF{xjjC1cpPHAfMfCkOc!caa1!O!$Polts{RT{{0fyuBwfPO+aaVIuz~R- zuZY%|NV)DYk}P`zvrlmvzs|#3R6I@HDiA^Jui6%wRMoq^!MYu-+b&a)g)lFxmxkLw zfZpBje&TOnEWEhwF?5=!y|;1=X<2|3Tm(uK{uY@O*6uoJrfK9XAEH1)cm!x2fohaQ zRkir`_t%ZH2%bH@C@E@UV)6(90rR1@g}|WVU#A+E(wJo#T)!lbyAb>`Uz|uudv5&v z{;k!sQ{IBvn$+Rmy_F1c!_r&kd8I{bfHiwiCB*?|&d0d}v^tNWYR{eE^7)wsuW>hf z9c+Wb)(cf{fH9>g7lB~c`e9+1=Tj3ymuFrBIaqFw}B+e+?_4vXmEauUBgS>D8iPV^`~a=aJix zH#bhtnoXO5iJRb*U@;+OvWtOexvG4t@?poc8{<7H3Y>?;Nd+fEEJ~(h%=0zR^FVp= zgrKbf0y#I@rKQMqzr*2~#Jtk6tVBTItQAus58^-4H&w%B4kpcPs@5UZ)EKRbhkq@e zA~mY_pLgSlMv!1BpLY?Jj`K98<;&>}9TCxvY6?Cb5x7TP#}q^gyHq!L*;inHy#Vk<<(r9)K%5`S5e=Hz;)S!fN}e}Sp*cHfApm`eabjDKn3)!uES);&+f zi5BmE4Al@0sF;-M>C7|;&E_6MDkn2p<2G1Qdq{yB*W~U8H$LGznh!Hp>szCH36U^) zZ%5VR@vUZU;AQsIT)M-#Bb{aL4~q8}W|ImQ=G$(c>;A%29b2E(-NWW~Bk8Bey_qB^ zM=x%4c-1~tbDiH=8`TvN2XtZFMwS4u&?p@E%2V<3%*r{^$n?u%QAvsifRq!kg*g+p z&JiT8zhR|0ZiQ`dnAbWV?&!gl`YK|%WMP`d zJXc9zc-$OIQj(mUtf@1gU1RUJ%6n!vB^}A{8fBq5AT-Z-6YQ|y0%YqJ2Q&1H9uUaQ zDh})tTP2_P>!XtLq0*g~v(S5M|Iuzy--0S~vCIXX>X%)cu~TL`g!bv%xYbMDyvq@| z%(gO#d+jlobGi=6^gr0!R;0OOLF0a&vkzxO(-tG)O@%Yfh>xPX2X&spcV}bYKpW=m z=Ir%SQ#zShjYT=i{jy|FDAX|N9Lm!73!F=gFJ{tXsd6@2I0`6(Tj?UA*y4}sxF$kZ zSIy8={|2;T3(`EVe$KchD7roa;0mn@Y;2bht--yp6iQ zsquX}qKbzdk@yvv)w7eWzc&_BasLWH1~qVPan^$UMWsF%?&-$H zr&U!j010xa<70&xR`Ct#RJK*lvAZxy^YyQ7MV?9zmrJK_Y3Eh^Ga){rW z(j(Q-j*I9$B>FWoWgG&EbE3mv)=6~NujZBwnDtjc%`aC;r-C1-^!x+3YF|DDx9ug2 zOP7~Z$+jb|m4`B0t4#M)Ff67sC_lwgan^F>y@sNej>xxPQB0Dd&qGqL=FPnukFo7e zQNO)hBMPG6KuYJEZ1dH%&>ErcJ`XVe?75r#3f%+c5Hld2#?ga#B_0Y>g>8I;2B&C5 zmztRu-u=ObLLLSbTM(2_5J?y2d&3 zMtc8X(h>3Q@z~Q{)=}9HLeT1Qn3!D;s2gc)dqZGRaLaKvuRO>+zv8UCz^6Z?RBBZ) z+&i)<=SX~7u72VT+y>`mMYVl%gYDubpj%Bq+EA2qcOX)9heHkttm44WDxHw)hYmU1 z+?>GFad4`lU1cc5x^j+8nCos~0~$J15j3+9X8oFwqLkB+jijSownD|2F*hPSRAiea z=bL!)!G7PFk2?NMAFD{ov-`HKKAS>drSn=bIn*zM&fi;6fqLMqS>^z{>Iq|?jp<5{3v<7F(R$6*Tk?>;_$E?V&d)Xs-iu%Um zv%iy)hDlP@Vs$(>rlib$)0L7;CnpiYHoS?YOm~{B7~eRyw4|@3&~#)}zS9-#Nh!Yl ziL|)unJJC?jB838v4+h!*gGiDyIzN+phd@H{4uKpmYq>7y2^3LC5(u?@D4h$8) zPTf2vDLI)*i-RXGTGLb}79U8qF5&LYBF$Y$qBocJfIKz}bN5Jh`U9wueR~ULu83`A zZ&i2ict(P&S@&s%S&s^UKV#EZuX?RjjoyGTn|b~s*ScoNqRe0C$3z?YmU=xV_bo2r zq$(pm#_#aSun%H^3rJU-mc=_+t{O_ywyqK*Q)2e?zy~;~_fg6*GKe$%c<26+(}Ad+ zH>_e^%7w>m7r+6#B8`KKP%sj22R!%q(qaBziOzFxL7vi&IRig2J>+|a$c1v58JQ~sNEiw#3^aSY z-}Y*i6K0t9Z8(8_U}W8di_Iz=W)}6DZFOIX%W5Da>DHy4ww5hjpL*Id4<=YgQCfE zYo3~`c3rRRq|!i$>5Wv%IJpiNm~JRuy-A|7sqv7Ct^~_B2K}eMu%fYqKJ#FV;wP9UgoWV zja{hnK0^8fp=6w}-jgAw*5yF_JM*G?LE^4Y`fdNaq0JN-^YC5aXn z$QX|pKhgfcaLqh>Ie_g=vEm!7r;NLu`;xD_NpTh{xQePG$}MVINA_moS3PIP>{iC` zLd#jTqsHi9tXJ~brh6uenr7mq7cG=E} z$zq={MNLsTX`4Pd#zzQwfIprKr?FB)S>ePt6Z$7(OQ3JurqY5(|6b*)MRke>TE=r`{P}QxPe9k^I zi?{1NOZwLs69VK@XNM0$pBq>19+uqHkH>ZJREj@0gHMSuKEcfP&UJ@|@|~O+vu|sV zx+zc7y6)MU&UM|mlXgP0)|vHj)l`+H`kbeWX|_Wrj`0(kuQ#PQq{5%>l3$OQxkWS(y80Z-2u=pI= zZ>1;TVWl2WC83s7)n_+vPiu0;oXx&@=xc&)$H_v%Fg8j?Z{vdMysCm2ofL z`l5#GQE9DRFS#KsZzPh+ruz6{QOX-lZnb?FRV#)^g>%(elhfLVQ#&o9;TA1B;Z*cq zlVejN-`eexY?Ew|-p#t>?6&&0`ZiQ{Ns{JYT~=>dtmLN@;Leyu-ycc3qcy-L#AxIr z{PELABN>G`;^)tB9&)%k@@5kTk?K~RZhB{Jl?}X^T4!~$J=DGW)&kxB+YqS$(fqpU+~P zdSQlv1%5gO{#^n8Ffd@ru%Exdh9_hG{2B8-^vBYRpYCH|z%ium-d1rwwKR%Xt*TnV zxMsZ(`XXbG&Qkit8J+17Fq_VeaLHl( z%TRA_A`>&?m6-_Yl!$@ME;aW3iz*sUZJHKL?*=*g^eoycjyHC+bDGHQ0#QdzBNkkB z!ZY!5J`NhA2G$|8 zA*=J`12$^AtWMYw>9I3l(?l^DDt5t-!xI&NTKk0W^fs%KS{=d!4$JGuMXhpu#m zq|1Cy9>lw^x7aL~^fx{~e{~@%pJG0+T;PrBL7@wIezm8GZ}zq*2gN)Bwcx9^+&Y7* zx^bUaeR(H0c=Nrp!`J(+2N&H10vx$@H)Zi0^|ZVaXvHV{hXQ{bO|`EjVk zqCxcxtdT|g;2~ulS2z`>P49>3+h-~tR10{kPQIy~EZU;5t`1ZWs^jdQsXJP>CLP;M z<1N|u+IxCIAY<(Sc~VPRIlLm`+v;56W-|ZruhwV|4k89Y%dOdL$q-7PiD$3bmk?PN zbe%76jZAB*ohQgpMqIV7zUlAxp7H3i``S~gz?+7Rck}gXCPKUp4foYwtLuAkyKXO$ zi5{auCTXbl?j=a9yOxC?*G^Kb`f6KM&>h`~*>dUAG->F3EtazTh^k-T%VWf@LwLT@ zFhrQgs{GsYO%A>Me#NBxdg6!G=5^LHC_x%<0FJejLD9&Tk`wyCHNnAEql1V2I66+F z4yb|YZTk? z8`&CLGm>t+`$XsV{GL zLgvS!jYNSnot$=xM(UOv$h2y=GB)xd=`;7F4dQ{DIbG^+#9x2&9;NXR#leSj}{;Lln1H{FTH4?3Om?Z zj6NP&s#>kprWKX(kfoO(PNzr<$@f^cNDUF5g};{zWfpv`W=VEww>RHYb!GWvm+Bli0*df-|x%HFdXvs>S}qNGfgjWUs?ZUcY}) zbb?cF>)m$~v-#V^)ZeD(M%LmV%Ck$U>;N;Xi^#5ODjCtz+xfJ&F&mA^p17s#S+f_g zGFsL242SSD6={bSOI=Gx04Z+~@@M$aA9P|RYIaj|CA!;}t)GGG?*h0%1nz`=!C6$=5F^{SQ{_M1%Pzd~^F^br{|jZ>}QiHVfI4 zLPYlG81~AzQI)NoI;8-YQT&}Di+tzd;W3hIwOs#+b0tdUY$A0i!5bCrUcwv` zLz_-fsI0cJO4F`4wx1XhoelOJWH`dBK8XVNKutv`NT7@jyVUlg7S=S6aPE2cAz#hi zkHiYE+a-6Mdp)00LO-Y#HB!F5=;~20o9Nbv!w}zTzLV&=KVQCDd(h1Znqb+u zmTonc>~3jbGtA58+LrYBNV18~eNNS=&wb8&qtj0PYF?QtHanC_VjMEr^dz7 zPe&NWy6V*vPsep$$sbzIY>*Lu8$`N#(lyiZ1vrJ;iYezqX;|@>uz6B>M91dZyt_J{ zj$Io!Dq+=~!IGXo;SfaG#RdAR>f=Zj^+va`jl^}8W7d(uT4BZs^AM$@mo1CV(;(Cg zTGXqGiV7~z`=P+EJ;1M>UY9Qzo|s#61gg8GE~M+AT#v&>RBMW>w{or7YQAh1l^1fm zYhKNlq;#RhmJePG;3cylJ_zD^7f~d^wnuOS^A^=4qdzVVZF&gOeWNYRo&R`(w9dC` zrIIDL!Z{4}irYdhPX8tGfC1$<6|1y_8NjyKZ_9G8a}$9mcG$|wAHM`lIT zQQKLnugkOObYmRX`Se_l+6mMjZSR@)8dU%NyItK^&A!>32a+Y`H}!hMS7IIgd7lML z1?Cy?&%cc@SR4PK+oKq1L98D6p{$^SHK<>PqlV}z&*OVE^2QBiCDo`)HXXt{I@%4n z9sckOR#UWCFk-^;{e|pSCwG?PbLshKE|60io} z=Wpxi^5|z0ZS^8&9`Z(IF`7iHM>VZ}#FEp|tzA?pJ~gR&zdcKBJB8{f|tKGJ96bGyi^ z&9BanEUL!_hOb(cUlRdAK3X(Z#KV<{!Qv&-1Z0##Zd*XT8`}Dp>&5AjnRl=eAr@Trd%B^zDV{;lpoo)~?EX`JyHX4r&epN*~n1 zoz?R768g$*CL2FK#TU`IckHivh$}-S<=#-$sQ#{DL4_`Ffloav^2btdlB%a}A1-_~ ztj?O$@l#vh*JaF;UZUvD{^YFMQ5nug$F<_$&&GN}bD63Byh3YL48Xf;ZYam=CY5Zn1+xvWe{ zKrq{%SCqL)rMk+)QD96$p`rJ*VnS~Fr1SKapqP%s_NN{Rr$F_qaEDTX5Tp-ILHWXC zNsAQ0#_aRSSMrW$y^d$sPlh9;&gmZv^_vgGedcD%`>d&!lExaMj*6|API_$^%%3Kg z=eAOju5%p7)oxl;4I3l?uvR1A{G%XjdWA%tW7y%6iKzDEm`d6n2(YD{W!6Yr9nHFS zGbwQ$I={z4vkukkAPX(spZMI^p_&=pm`!{Cq{HQiok;y?)y;b8HOe(b!lT-At5+Q_ z>2Qjn^+bPltj6tIR(4)iNV}yNM}5h8XYPSp_>-zaK{bbVx7>Hvc!){abu`#dG8H_s z+SYN6#NKnm?QEGaAKK@>e|6LF^LbX?%Hl(TRu0F(N70*Cl2b2-3nFJ9UQ{oYxS2m0 z*|ZvH)N$!gX4Tv8oU2(x4?@w-UDV6TV#8tUI*%{0+${bPHy5%~D3*fC1o`k zGZBeb@*f99uR2d|@gjzfEkwWcd1?%4AMf|qHKLlRs2X~n^n~p1tWvcEnFI^1H!Fq7 ziUhD|e~KzYUEz7GLDboT-72~_6=4~b zuX@VnNN&uz*BqafXnjB7T3+3}}m{n`5zgWHAn+=gFqRiOO-sJ}A)!7rcp1Fz&M-fEv3*tMBs? z6l4r>EJkw!;hfmV%hq0QTAHX#)h|Wq<#Mz8;bO%F$1QmIA zQq|N(O0YmyTM;uaa_m5Wq**>sO#w$mZQKocptqMV@bvU~W+H`)<^>4es9`6hM^D}7 zQjK>PL}ZN%FI>KnOx|AxngSBHEl__Gj~&kNMz?w_Y9q}HbZXog*(X);4<@eG;jOPj zRo&ti5_{_ybQ3(I`imabhb!w<*_576gZM=yRAcr%a?>YCqzY~vUpL6KC;CBu#DVU}u3aOP}_E_{wqi4D2(f-HVXDC#TMfVYBC^atgTIp0#s_WP^ zEMn@JUxsRsw*e$<%(N{XQyTnxbx4o}aT^Xyi1b{hBk$PG?o4>x`Yig?+HH6k z7v$FrU6T?Wn^QQQ{t;O>WMB;eRHPS#H#^s(b>;(}R4tbdPZdFlaLwzu04FaTsuWb)mP#I7pr0TUN2A ztyEUjF>)-iV}buQecod__=bR9+{tAmuuz|gE#X!Z`6$o!a6d)RCF_05_c~gfiE~cE zM5NI^pLn2s_Et3d5?nS1Tak6bmlKgbCpMn1GQ8fx}~hr(y497J=@XnRnHsv{=2MJHFP zR)eP+B|%B?A zJcN6=nJyY6xLVy4Q#{Of?o#sbS<{Vn9FS5$QJ8Ocb=d#+NZW}4lUnC;(I}Mz7*J_j zN8j%s3Psqj1>RVu6!^h;7ym`B6Hvdign{pwF|qh<6TgSw1r0c?IQWcYzd6kfllJ(_ z+~z8*nuTw9C_0(ZLbs99gZb{%dDK)8@7SxBVI_--jBX)3U_E^|>?jWWIu@=J#(?eUCCy zla#O9V5UA5+aE@(o{k+G8{2Iu(~*$Z{M#2O!cr%jyY0lVIW%Anteq*r2Wb{q=GSj{ z9`0&XJKF?O2$s?>Tf9Wu*g~co#$R4t7Iw9dcU{OFJO|ImnNoqnZlzWt6OMf^IMQl(MF;iRo zg|?!5v-2Mb>_q4N5bpp#X?<~?3Cd#1*NZOpXEgfOJb#)SKg={vIyss-+$x37^Vtp-J_t-F`tiIC>`N0tP0fCm#>u$i$laK7Wp+K!mh;$edgxoxP4NRe z$atUNG)4x&K2?kEU}uI^9Xpe6qw<_;ECLG4##}8%yiSg8g6{M3O@n%pMGyD`J78{Y z;?)fQs?$u%-rsB@Cv;n_af+Lci;J6VVMq!@V4f+}6sd4D3CAcQ$an_g3LQ}|`eA`( zm?|Q8Yv$#`god>G^7WJG;Rm2Q20*5d2sKYG96L}9lm(T(eZAhZpVu?Xjezb`iHnfT0-AE@g%NGF2wQ&7oNZTms!|817= zK5XOmc(Mq3Iq6lS5Z^ioC{k%e?1W1opBG5NQfP!RErdt+XADK25vct=eM(B;b_?#{GQ$}*nV zmD9Yp!Yn~(_a)@eb@+W37$gkP{Y>eS5N1YD#lb=H4p@SZEMV_Rs2`|9K zeqHTchWBJkus@SR@*;LT47t^)^@jilPnG~5!~Iu3EBc%NeyJ`8^{Ju%%^RCvy^rU& zGx(Zuzrd&^Ja9|L3Fp^yPL6`fM6=6oQ?Q>4ZGHv9?L9Z0KbZjQxN~76X0i(`4$uQurzhAD zX=!OhuQz3%p>6fqV##ECa!psO4xY~h)SX)};mTSZHiG7;_q(V`L)1jWO~<8y#|}Ey z=ueUcGi(g>16_VoW_qGlk7sci$|!9CSl8v{n1V{svd{HqtH-G_v>?IHKD1BbRB%=9 zgJ|nN5c~Q0dntwlqLxp0(BdqX!1WtO&7m6QPaaD0WSR}eS=aJY0-D%==Ubb#ryaS| zhz)VRx(}8BFx4SV{$aG33q2Ai>$}Cgsz!j;56qnFG}@j8bm668%QD@#B6vhhl2i=| zY>O6{xkAcoj$aK2+HC|g&bg~Rtl^T{txybW`OaKJXin}#A7O^zDc;*zRoA+%p&8td zQ(~qApUEV(_3J_Zd@w~PU~LY(v;ry?h^ZAP5OVSzc#9Q&{`q^@BO|&O%rI=HzIE<- zS}PVOc)HlZ*FC7bORoeR%+HbY-I!@l7*>_bK=*K4#v9gS)tke#z9zO5TE9*y%o37TvFr6%mi~GMFZsO*^Wn`I#8?FchFDMQi>YeL=TN3}TGh zlN@td1i9a<%;~()j0$+>0Xq-<^ zN-RiRWJmL}uSyR-KEo+6@6Ccl0BlvSEn!$ZgrOLt=jyd#n5WPA0_vF*3+*igbD{7g z5f6ijdOwOGiH9((O1<|?Yr57s*nc_EPWqfa0XtA4FennDt# zMSotKM#t|_mnoE7lD;XTt*xzO>3Jy*!GJ6rX3s@njUyY!!$vO`OT=aT#rwB}HNC{l~K)Lf;}jOs^1JOfY~!Lw<6=(g~;%MF4e zu&rHVp6O42q#z2#Sf+k8@wD% zK%>&$%vH!`GKhEP8u?9v<{(gPSUp#wj=c0r*v*kutC(@7BS}A#xflJ7=c(U4`0y9- z%Dx=U^8~pBIKO-&BN48dOzJE%cQ)Ct`$5p`2l7_@xwkiLL17*n_nPQlDi+jGWJz~K zW~mFKJx8cDqT9x3o*&ue9}IWIay3fNc9jN%)?`yiNJ9W=(?Ee?c2BYz`stGX8meOh zoUv|Ga{vo-A(OIEksW^wd#pO;?`Yx}WxV0USn)7@Y$G|e z)Bj;@idR9X7%I1j{FC)D1M5>erAdhP6hFS}s|3ggJS$pgG3v*WCgXw?s>1v3mO_mf z`!~u$q)9by~4pY8>mmN z0lYS;-l1QYbO-6>MY~#7x;fWHBN2G{q9m1vef3VwYS2#gtZ>)Yuf-)3BKe`;dz4t( zBo?f!E5GiP7a*^i$g5hBrc&2+ zP$jo*zJ?02cBg3!y1LV7pr@|!Yt+{J7ON_W?hYicZaln`qgBG(7($gad!s>u+73FN z%Y{>|tAIc71+{Vhh!$r=k=My_0gx6n0>GBiV}H|cibGtg+YWHP1;%Z$&J%tN*DI`= z_qP^%mcz+XRsk$x%|6lh9&29xu1Lg97QwZE#n-bA~t4shf)Af~0Kx1G#Miuz9-?ad}p zouPDo;41B|J*+^20Vr_Hz7Db}MI4>luFr~;?^ zQM7JUU-TD74^ZeUAnjwLncIy`v@9Jns42q@5seYzdsWhE6;FZZV;?zOB(l~q5| z&Mxx6gY~4z$ylp!gTj!cZ{HU^92B$ulIAMB6#z)#=Uw&Q>E=P0BqbT(8k`OfXGKFG z4&x?(Kjh2GUAGp>$N$3XUUmXR?qwn8C+UlY-}`H6H@;dHr~YX!79hjW<8-opbUG(+rzPd&$#EV z++xgqx2ZEY)QiqlxDZ2<#_rC_{lGTB;L|_Hry8T56vG!L0<4`ix$`)}?82Me^Nu4n zO{M-C3e*wb9k~<|X@-qd&&AudOQk2)0eAxyhdiYBurJ<=P!QnJgx%+(>p1!!mFnB2?XOvmPz&TT;{h?Ze3jkhMVjVD|g89^8Gq&IQhQY`}m5s2IT zM%8RQyk`s)q$H&J?lv##&bnG86|D+ZZ~OJUn@ixF zG4wy9zp=NP4J)KN-37dOqR25Yr6z!DkU-s*f|G)Lh=TF+ZQ#Bj^pLg`Z%l3OO~L9R zOkiJ=xT;c0xkYz2!jlBoM^0q*OB^I+;EEf3j&8tEIESZ$^Av0-UA{`!A1zC%snIU5 zm{SgHjAf|Th-cAdHbK2hKo$K!zAySG(1E-&K42Ikw<=NxpaZr(hs~!`Y4VHx`Kxor zp9z2T6Tc*%xtAb2r4J0%bwLtE=glt3o;d1+Cm(T^k?(?~J-3UJf~M~KP5aUWf7dSw zH`HC)%6$5Vbz8u!{`wj#kKN~Sa)1oM_uBnr1A=j*3D7(`Pe-aVD`qoSDp7-(yNvrO z1}))qx`Tn0Xl71r0&6+q3ZHC&^rj|ZI4|I(pg_y!^Az3vfN!ugP*7md;Llu|l^Klt zB~e(AgiVWRW42>;E)D&$;Fx$2h#;I84^&o|EN2tokakVYMK-)%%hqJa>!8dlKw3w+ z=<}$x?~Jrl6^AhI-Oj&ge=SZB{y2PzIhRxY&#K%7(e--Za`qIYY}HzWJjnYsr)$p7hHuC)gXw5j5C zo=4qkCu=W6>!IKzWnd55VAUnRG%Z4?Z3(0l7O2s=Z84qmo8?;*UFI^D1!dzxW_m5k zFdxJ?2>gybGY+Bgz~d-vz<;T14Cx>Ay^gj32<8hV*28%PuPob;TV)mB`(iv&_CU-F zd=EBM$Iwjzk&6q-se}{VcdC#zy_{;G@bLhda3QV<(Bm)19?YhT9+?55qUiE%TaVBf zE|WB_JNQ5^_=?9;>lQC>f3j07+E)HuYlTvQ&$tpiEh)O+<-Ggt#iZ9!{s}Q)!L=(G zc1G+JbezBW+%)Y>wqH2JCe&X zM@X8dsW1f{_5&K{i2u^ zB(*}BUeRTM*0~>VB!xg4KVe}{&>G%+@ZOtkKa5tK%5AA&x8vlngRO55t%&*Yi3mAh zx4c^!dsSAWm8rbb;No9 zJ7DhrJpL~~{EwhOfatAHw;F=wK|d0xEQgFfLpB{9A`84^OwqE-(il#y|-ubkN-n4YN8gaY9o1eDgyE+T{L!P{k03<>g49xAB)WC|u+h%j;Exyn zVv_%Z!-FoF77n2dT6740yP5hQ2~O4gJ{Q^=LeC&lWunuXB6!D~4Jkif#6*lhz=<&< zwi45?Bw}Qi5_(GxNYH;sM2s%nuwTFN&g;-p71unaqFA&B8xen&FY!wY9G8X{>|6zz zG(trh>>N{W)}~IT>u;FC9tk6bWK`k?MeZB`Fp?!5E3?wEvS@zg5CzVg`=I%&?X_Py z#0p!9u@6tg|Y&0n7$E@ZZq5 zzx}5KATYT>RcdH8!jIht=l%C)!!5ySSWM=rqQ$NsKA8oY7A*iW0Q5>7@4;}&Ww93*f_fB0Ygpp$^Zr0Z{@&p!*gKvXdwfX zWI$uaKrbI(u8M#ND#szSbRHA$JODk0OLim*(_|LqJ_5Qe(`?@@tSef;M_<3tUqjnt zP#KqCg%_QV0Ps1;R8$bx2eleDO9f4(sw1v2tRaFY2wxuW9Qt32upduFT?JM-NFgZv zcMBX`-{<%9E&%jzNj?vD=>PR0tJe{Ler^KKWVk$3qWkqPb2KBR4uSm)*zrwk^>?X@ zz?a8R2vDptBg}fz8s17p7&Hcw>GnQzMStImUt%`71OqK>kT^pFX8-B=`9alAJD4?r zMxCd}e%|Kcb5%XG6o>)pw(o&ko6Qva6ik&k;~uOS7&uf~rpMb#AFfB&1y0qVJMhnZ zSVA&)-|qqd;%0v-pDm~05-2ayF3c90w!C5LpdYUDj z!KaL`s9n5)5W-WTJyq$9nkei7n)c86HPoTvKPfn}ql29egPpAyG#@ah{gs2ux{rSg z0D&?vVkz$nS9x-Dc7TRi-*Xuo!HNq?A1O~`oAFJw4{)Gqhz@h{JbowqsHLI~ zHBn|Z^j-d8Ov#LjVantEIhusP-~GOQdeQU=UzEJ%0Ias|Ts2VCK*jy%Rc+UsX5Ie| zfKz^7MpRz87s~A4CsqU#zp}3?c1h^BI7oH&|8)$ev|~-n>)$Zx!@LE zHkOy>m=Pcusp-0|WI29Cr|$QNo(RQs*bu8ag3`E1(9v~F9M(cd5uUm^BHosPPAb^a zec%EWi8@An3{6gf@wO%i00cS)6CgLDzX15-D4q>6L@Zt) zm8b{_haS0MQ*f?}zCC)rE~E*a5|jv`q)1P6HFp%qO~<+dPoBW(r0wFj94dy`upI3& ztL$elC|ymp8o6(lN*jp>{ZErw@|*PckfarAx^@@T>xRtNf&3nb_=9$8cWP|9#7R}J z$^H@F?(~Hb$DNA(a(DoNa*ZA>ojNu$hTIH z$*ahFt?q}DRMvOBZvLsD>GXjS%Xrfli9{^Y)5~xcZLGI)gcvP2$+Ys;?X~S5@6>^o zKjh?9JJAsUGm`YEQuOOQ*@$<@(5&ZYBp0BAtX?0CwCsZU+XTn)jFe!1{i6kSZ8=YR zACQ-bK`qT{y#dI%`mKI_WG2SryXc$$cfdj9;(#!*52kg~om>>IR6rdYq=(jWi*r8) zC>T97Vz60+Jl-yg%h`Ai&;5bUSF5#Ip!1WQzxGIwH%&d4XbJzaBsAemBS16?%CPSB zmaW@tSPQp*l>iCbOH%!eecvsdn&zLrC_IdEksi@V00QVHX!aFK_P3XZR|b>l#u6Nd zm^@r&ox^dz;ti5WFI$4<6o75mIUo|=1`Vu_C!GwT{wiaIK|JfOj#7wR8^@f zUWyfNg7}rSY>s~YOCj61Gw1MR`pzCP2*l>OYX?jg92F@vkp2&x6@(?wnluFiAH)CVivZ*tGbiS)u5tkQ zrkHdjGJQ!G*~J5XV{Vf!jwYrw@O;btM*rn7yB_)hTvQfQuJyPlBA7N~Qj92gmV{dw4frF(Ynu^RW z?XmSJHi2@N^&;R6Hei~jv5gn0lgMA$AR+QIf&BD|?`QU&=d8-()25mDpI+cAn0P^B zGrlQt%K3!^x9i1kQ8`j4Y?N3H`}qK`eq?)@tD0wMwVeM8_Ky zBy(gY@%K^fS?JC3Ph+9Dn9kc2$uCiejGQV@*TYm-S)?7F8 zavGD7Xu(|312IM4`8W8!b+!NcDVR1?Gu)~uIsi~HAuw8N1Hj5cyio7yTx!Kt2zU>W zilA=*(RQIGdmo*>aiIMhdFQN{_4^JEeE+OI6EmoTpHDS`#SlTI%g}1K9sSczGxWN( z@^6}X>w;-027&~eIUIumOchnE&n9`*9uDE5z4+$=d{u&+3zCKaKDmbv2wRr5NK44? zTUr;r2i0k}fON;O&THJC+w}d}ldoZIgL$i4?MlIKul+?ri#T@{cv|ep(UDW#fo>q+ zcc8-pjpurw9Dt=qdN0qg3c!zi05jJ==|q0=V z-tuK}EC#|HcQfOzArRB}F)63jLw5yydqEZaog>oEa|MCjAJpZM$g<7r74x#|?+7wV z;I@SM$43YKl~;$*cpAhxT+qmkC(qliKzrk{Hyu40Ymqm|tY)j*S(Ns4Y#iPj&h#9`6cb|q>(?Q@GrdJHZnxk}Ex~L$$r9#^eD?xJ#D73B9u0b>* zC^3d9y0i0Zhw=)g!c}0!x+=IA2k5^qtj?Pp%mvIXBoMWAYA|GkLq+Y;`FA=tlD@jA9Gbf`(H z6TS=Jo&a`p@e(wT2qi`Uw5|cL5JSdJt6*lX9AJ-=JxRy*kQ^2aN&*&U;jDf3U9JF9 z4t8}eXy_U2qtX2b0Q4^a6V$Iny*x>(^3j8gA`JrMIuL~$pdgY$2`MR}uzs5OO6khB z9{U_NLV%c2_iN>*PWtFqHZ*(BP(IZZ;UI9MviBWS6$b-Y_%tZDuhSRJhF7I%o;6ZU zwm%x`wo{wzv_^kp-rrs|+E*gs{k{+SO1YKeV{mB#yF@TKS+;t9@I@Ml`srwWNA8e$V|+PM24NB&Q1A4>yO z@^t?nF=Tl1CFl!QKx!@ka!ct=NeVQZ_?g^6iV(k)OuQK6|1ZD6T4z#ZyxTGHh)A%C z$UjCNL=6zsH!73P^M;@6pHR2~+l%qO&atnyWOtMRKF#$5r=Nzh@qj3?MyUx+A z;_(2fTrfONVi{On0g#tTtdA+_BJQB@_Bg!uWI!h((rc-KuBH!lL8xY{iQDR!x#%W8 z*ZvflR~M}1}~C~(Rjc(U%-wLF2BVm5U@pY-vx>ciu|2A(uFT?g`9NA^g! zse*yslVg@Q8csX<9lmMbK1o{$5f0o<9;RQdp0`Cz87n{&X@-ETF$=c?eLYmu@_`v* zaH)s0B)Q#}n>Rs)a%->j(*?o$i<0CQlMY5^CmOF>Z(y z>+OHt@tvcC^q(R?8qoXNvPf+gNXCL80w?_0ESTcl(2Z!$?Bv{pt0ksd2oxkkNQbeyfyV$}xJpl_VDrOoIJ6^SP*n^9*g!E|BR2~bG9 zan|zTQ_^v^@Bhj7ETa3 z0p$>5_zp<)o)DCSO5CYV&uzd2c8NJUa53^v_3%1%weS(~56CK(=n0h?@woOd(agD5vTzIy09+SX3XR%aX zHjCf{Dy=I%T%we6mXG_*Q`P!P;L)`3MS%%srxi$;;acg|z4St4^L05eh&S40+xjla zptgm8rnC@woOBQwQ-7&+qpT9 zAF84xI@#DLDvR7WF`ec@qq3w#S%_Bm3ckH6Fk3H5z2l>QEWks4vcg#GP}3E~v#qHM zrdk|PYqU<@GEvI%{B+@i@xztXsQh~}QLKY~3y=S$hRG<0_uQA1I6MLqmTI+=!52Th zDACB7_kMk`iF|aTvQ1Rh_z90?-B$f#TN?{%p)}89J*oX8TD=eram- zK@KPF)Ay_G>=(H~iDZA!_%b(2%Gis zwcM!BQ1nqN&tffk&a>yl5=AeadLFmI!n4%PWk1IEQG-Re7Npf1Y7hhUQ3DgQVHz4b z|B@u?6{n?Lur5xx-e{wTTLm z*g1*4D(A6ZTS2t_x4-pNwRG!6lOX+8qgNVOoO}d{C)@0%c0N zU+dHsm`$Gmg^Pj-1Yjr5Q#3_XHPk@L9$Fa)=z|7MK!-(B0Hl}Ypbl*vmA&*jTE|vu zuZA>|7$U!Qzy^eUDLkrY7;>r!|GW)oh+jh&KtcgU0Ci8@ehMb>HWDOabA=+j6wdHN zhmU9c39C*w0GV3fK>mPlJ^q_S0e$Xd7Cz>&tw zAutyUW@8KxK#v$G&ghq6U_~Ay5_1zwc-=o{X5!HO6znat2`(FeSxk?k>le@Le*`9n%=)D}wuTgr(3Knemj=LCP|t-ez)sc*^!beu z&2adhClnzExNw1(*#Se6e~{B5(?nrw$}q3D9#0U#to*-d%9z7o6zLUDR zHwPOQ29tVjjgC~#`t~e(DaB?;4=%!h;8OkM9-K}pa0l1CkB7GTLhZo{i|>r;FiU$|)S>)tWXzhOr& zNpv58qAhGh-C(LYESEHAqr|5HzyA4-JGH;l8LNtPAb!8v6cmys${Lt<@kOytTCk|4 zz`F08=TV7`Br1^wUwBio8eAL~0^p1CV7DBLVdl| zqSK4y*+=Xj>|S7|&1)zk4Vq1j@~MigD1B&Th)1C~B-s z>Bz#XzN#;*H~>|qSu94|KF3q({j30V80~8S{M&qbilPvAwXn>$I!`JeFxHhu9>0!E zbdGGvgGv=h`|1wh)46a{aOvGB-BzD+YTd!;ssT`3HjqtOOach$8;PzAJ4L7t=XjL1 zm0#N`{J5{ImK&g33Jm~3o4&B7-TW`{M~3fvF?^?tSa6$75B?HNzG0>O*q z`a65s2Y``-!i$9M=vN~tEA!&L^~ij8Iyv?_5NP7^rICOwUk(!rkGrS~q&o#2A_v79 z?Jv;62(*>*c;E`U*K%oMmA zfDC!v1Zw|dO(}td0+QI)C?5j-Ny3=V(M+6mFo5zKa?8f9KzGr&T>UpRFwA;N50aN1J>vE{KD5l2J&$$(oi|`$NJ#Sgy*u$WG1IBTW$Zx%4*h*%jP%k~M~lUM ztr{}P@<7XuY`{cyis7fS(emDK-H1b0i(9lTwHryvyD1oZm6k$1A9TqV)JYp`E%b(c z!SVn%we=0r_c`1FWKL6Ce$D(dKr)KY#@I2X-iy8|XbBknFRlNK1I_dqp ziuW(#krLm9UsTzAYJt6^BVJ>03eTTWr-mB#M(J)Q?!5>-lBlsodi}8!!lJ4{xsUQZ zk4~EOzZlJYiLpyGica87r}oBxoxO|j4qiF{_)6PLTSqm?^c*mPqFX86xPSCEMTt)8 z6|YQq6_U2lMtR6lEuS7onIRxWI@n?Ii6a4vuO7vj#mM|_)!l#r*B6@L>$ea zM)v?o5*NMSs^*0XT_T+uC`bX-oj&039(sLy>5H}$>d;h}>k0W6F&1K3k+ulEERBLU z=O_eJw2Do`^hma8yuq%W^?pvK`y$7p`}GQ7zU1smvhymXaY@-(54M*hK!+vLW`m>v zqPA#2ISwv$Tff{Cy7cSg{`25(Ip7$#Jg#a7Lu$e|y5ro!pzz^*@E(Kz$+&mfQg^CM z!1e;zj(jlNBCY2-Pgf^=8%WYjx*jZma-*#R(A67JA5Q=I!*@xkF&2;wr8NK;hyr4@ zSkr7eqfc+=U?Vv7wKgM@390k7 zNnzwnjG^7QsEPxsyC$0Z+p`{={zzWbyC+{2Ix{K3=q9o{Ld>({_?Ze1b{><0*f zrt;=(e-Q)_M#f2Nc66zWnLk4}Qi33upC1sg_FbXu(vVzu26rSn%Y-phU?>>_>f=gz zFbN*x4usn?&LDEV1!EjaRgRWD5e1N7z@&q6u+%cn9rO?D?SiY#Ac@^|;{j^F^f%eB zBmUVg^q&N=@8Ei?<>_c{e&c8Z&LeViXlFN<8m$)&#xUTvQ};C8D{QC#Kgzy45bO1S zpU23^3Mok>Goy@*$kUKLGQ(q3vSpXelZq%?B71LTlT|4qdu5l%9@*RP_3nJm;GFLt zzkklhIiGsGpZ9&=uW`Mu>$(AaV6y|dcRf^wqX6*;WW`Iujy6tl@Epshz-Aw9%^(pR z1C>P;XH3SK;U+HZ6+8!ysy6`#RzDZSSRj*kGziWaOM{5xMa|7oL9Y*`4qiM`I;4{-0&SLDP_qGjGZo>DFdf~sBJ*9 z$tT76S@s9Mzjg-}-;&sijh+3~G=qo@8U!#$CZae4kR4xgEBv%@})J@2+m3S^2L|CsLq8Gk&$lOlgKo)?5v!vmHFU zjMn4n123pHs0JdJ5#+P{2lGS6GKDmxn05*5zII)keV2jT1RYWn4b(9TZPM|{mD21= z(Z@JW)KS&*V}Ykx51`m+qCam4sJK`fa~mHY+;FgU8GR(G0|2 z+wnRV5gz?0Ob?rka5U+B#4EUa)`uL`C;n2*GkTbXXtDq^;}G^ zdY4N;xQm+dKLQ_oZ)`nD7>{nZdb~m;e{c?wmNX8Q26c|E~mL$Gd0e(IkH0jKKeb%#u=Y-ftJVu$6>h2J>T}n^(B$}GcOMxJ6D6z z)$-=k%8efV99mbxYso@MixLaRd)JcgbT)l|=|O3ag7NePHT+MQj~VAsw%mr(r)6Gr zz+aT|p@;wpr%uT|E0>Pv45IB~+GnbSdw|&>&=(q zt=_f+#9P;>zu0P06JV2^#LBDE&*@pABM1d7BIQ*C-v4nVY95n(J&GgYxmz&+rhEBt zh}9xMuoKla1hzg?f{s}#2@f9(@9nNhmH{qNnb-S&JPZEJk@{O&m-}AXLwZRqg#ns8 zSc{*f({l(`czNzJRDz)+{2=Qo25p>#9aK>Aw{IsZL-ZWaIfXzUF8 zYuB}V+7(W3N-?>IPvq4FLOO!fej)I%fGhcwgIm)pVTv#wj{sLUyBHDXkZ1-;t3*~J zjF%UW1iEM~t$8{l1Im@fxV`NJ$d|KN07Oz_eWsxww55vs6VVisbVLE;Tm#XDjpd@&f64 z@UC7PxM#Z^{`vc))6ZCm9`R8FWxu7Tb?p~pc8F?IkRS(u06oKwlq#Igpm=&gQ$tkz zCh0>YLzGJF$(ZKHCM75xNDuY*P*Q$0#9v3Dw0J2F*^xx#h>+o}3&y^kJINN!7+bPq zGgeQ9ai#`YMqCyRP77K1E~PSFa_zmwR7LP`I`eqVw=ajj__9Y?%z@an!vd%3lVv>5*Ofx(ox^ zdJx50=Tqa5X+C%Rezf&*1qiPBgv>ktJ5f7?Z$POg2L>AXRT}-pJ`Rcxd^fIgMSmf> z7KyBexbtE?nec#N)P-B`@sD4;Z&~xy4-B%|0l-KTWk;eSu)jGVWAEDZhOVjNSD zRgD7Jb57zia(Dr+KTpv(3ABoKXym3-*5LRw^V@tw&s$vBAKm^qgjc9-M(dda4$V=o zskIP@x7j{8WlO_-?A)p2l)iMhx=(6!k3q>80ffEA*^*&itfu%`FwZ4^i8N`rOFCmq z|MkG%3~DykZGz?TzDT;*p0o|{_~eN@BgLddU^$Izz5z)?6S%}2z^e(C@;~|+*hNiu zAn>cE$kAqK7o<8n%=T%JJQkCD>_`<$MU>>F)brY+hnEwU;8@<3wga#K7l+M6D|6dc zgUlJ}xq*;#u1`uC-DC#lJ(yzslGC63NImgU)FWENw=UV{yVN!*1Y<=drPW+~u*{_w z;tyPBPk#K1E#AI8;Mn>1Uo`rmGH|kBoV~m+T~QK+)&T4ME{w;G+s2En`kzd49jBYF zk25$j^yR2DgI zUB>Cu`coMT)nf1G~rBtZP9@?<*$`zF_fohg=xQ&=pInQ zol1JqOh*aqT%p(rV^@y7nSIIe`u=b38-&iqlzj=$87I>4ZanRU=EBu=@dDmikM0bN z1}pk4nJE2H&@+Zkb!Ev1GD_Tjv)Ot4z*o6~Iw|H51e|MmD3e*#@p%1lP`mh+lejK0 z?~0@yT0wQBDbxK_T9$6Ax=FDZ!pEP5cd~Zumi~S>|vh@ z0Y2sH-<9r}GxfmUWQWc^6sTPC(8EE!r5_AcPa~Au*%rV4YpWuW$SA{$=ju0jb}nVf zok9dA&-d7IY3qS(w0Z%y&3n~&H152G=Ly)cRPI54z0Cb-4EHVa6tQBCa$xNhbT7t1 zzZGro&3N%X_u!J~{($#);f?Wy(4*q>ff=5%I%wLp<#PmI+=EwS2R<5~(pLftnX3UL zueD=#y*e96RX5%oW5pBt9@>yCB8b6VpWWAH`y<>tP0cW*GXrJ7ZjL++Z-E-MWV@r; zA@a}9e63wGd%qtu68G_O7Uu2QEEXdn989td)m#5maeT`9M@T?az{IIh`HKCk?46pD z-e2}&O=;6rQ~Z$1;|Pag*_}G_4FD#SF=cj_S7thc)7}ID!OKdlGg`t`6S-=HR3kNj z$Or@)@x3Efslf?E@U1=>mBd~Zji@-V*r&0m7u~k*#l=6~DdNRN0Rluv(Ud?&RQudZ zfL;gbJGEh&CaC^c?C*E_&!3RedkD_~a4>$yDRo&nxg$G2SypQ6K7an47zih)5sFl) zaa{}`G0%>jzXE%hPP$N#Rg-{AE7vmfo*ur)7_Zt>v_j1roO0VTF~_+5)ly(-(j2cq0V3g3V% zXT=|TCzBrcUaon8lTL1bir>h$M_x;8x-%m*j7vk#WqE=bj(8Z9g0jfbfD8eA;_7;6 zuSYvG)a>A__~nLNzq0@M|5Y;197TFiSX%0@oehHk^YD9YJ6TKcy`ACT09xKy?NjP@ z$nphyKgKSAZ z4+6rW2uOTC;h<7NSmotD`qARu{UHMDK&gqVi;C~&s|4yQqVJ7$5TSO>_=7T2q;TS#Qkp?VczolQZ%@?2L{HDsdXvRL+@927t2@*MZ_ zs&}K*XG7s;^_27MUot# zOYbO?b@kGDNqz|?aEP?Nv@4RG;TzD~1^qi2HvJq8Gh;E6w$PQ$MJAT%p zg%3;t+`0>AEwP&DUe(4=8vSlQ0=<*5zcG*3`k^ZfWR8jC`%XAogurgRnFmraiPKY{ z$iKod1r%%yP*~!Zl5dT_dGNojS}MG#Ltv?mpMgZ;GP}DSpTMO^_V(@DeycDQ{94iN ze2Lj-QbIbP7jt6Y;X^as$InKv>HFqNid4SV z$O_6WgNYw~29)Gcx8^|Xveuxzi)7R@OG^6(KN^2&n&GE9rZOzqtD+hKC zWSx*iuZ`a*3?U42xJ0E0)#(v;cQ}ht==3>&K7)`%C@f2K4HFNQHNWSs+q}tz5!%Fk z5dgOTdFJ@DL+}<5Oqq&$B_)K&2&%WAI7P3)kA+V$N-!A4M6!|mce4ja9K`Md9N3sfW^ip-Vs*4}$B5Qcbl0BUG4g0q8FB`@Gn)-Z)_;n7$+fWY4*{h}ypz z5OGkX;16&W@i!E?<16Y%!+9FK)DQpS&PTeCHcmqeoKEvZrBz)RiyW{B5mtUDLPuey=65 zji5S`hi-4tpJw=t?f~sszoaXVNqGaQsnF(O{uMgNM^WGiTLvtzE9EZW zJqGO=?;;c-PnG(_fsq{4%r1cXex$XfAQf7>N7F~bpz8cP`1E4pLA+_#qxV48&d%=1 z5wW;Y2$Ctl1in1@V47qe;EXe5)9)Y*M=s`!8}j{JbtA{cyKh94btPOAbaULq5q$^sSxAmzz|)%`+ND9M^$= zIKc!2stAyh_&A(jYs^bIvAuk>&^V`*k&&0!y88RzN0{T_vs1poN!QGS!>HOO5b?OV zNCc8AD*j!i$tXzy8bE}JU8s_1ogn{O)9?{pi zHGPJ6^!NKmA_ox)WKzKevCc>FQox@~9x&={CI1wO^MGLT^iivat}ei!$~x+_qelzk z75M|&P-T1Z74lhJxdnkDxeLyf&IR>zl61->UvIalIIoQu)Y>Z6d1-%!)9OijO&q8E z)(1khR{%Tg=$$P-Sh&BwVF)EOKMaOW$Zr>Lkom684ff-UxsyuTjrt1XxO`@fSZBO_ z0vm>s4oG!7IT1cy00$G>iVxpUQ9(iQ?0bvw6GG-RI!&MV2Te?T%~NXjYpxpva^^fgpY9K4)IMzy>l{FBuBYlvgK6;PFeGaC2uT(k&5szY=fpP zZ76;O>(u5sMzw>Ul!>ZkEr^}Ll3*oGs>VdGe3^IU?I$wQ!q)7WKau?jWXL?ka5r)9 zrCIyOAesHEQ%WG1j=*g$KIeS4T&l*{Sy?x#6dvf}c|(+cT#~z8f(%|xI%z{wH1J+GKHYT1dYM}vOUj0 zvf7jTdj7q?Yk~SXRC#&+kTSkp-&-};!{&k2o!E=BmosoLo~=o%D`Gdia^*_YZAV(` z+4DEEZ=SENTiN|Ibt8Qo2xT4CdGdOK(n}Wrxo@(SFc|k+p8cNw?tSMHl} z;Pg&6M8-<1*896)&NS2$*?Y6dT*FwYWCuewlS*E0PNAHWRz(3r5+WzXSyuWlQ!}`v zr}0piQ1sK_JQy$$ottoGTp+2|(b43Wn?Ue)v*xrtWroYkI4!R!$xjE75kR*&CHa+Z z^Lez#D-q{Kqa`2N3(IMrZ*YLH{}?EDqBj(VU<7>Q=GDx<5~YzcF4=+^j(VK8q8P=U za~XhTtHPLEPVUQW8z@#FbNl>oUw&bX;Bc2QsIKr-HK>2A}##pr{ zKQ*W}yuLp9c*tYR%Dxh+J3>c2&&a~@R6_L1j^#kb&7n z=)OKOKhTT(V>fexrgDv;P8EbX!+cq&!BfCJ)ojrmt>}8i+)J?Xu}^z+EjiQ#Oz%+v znh|pEv-9r8q?K&>_1Y)vbg|?MePw>oH5cZRzpWj@Z~;&56|<-_?O- zy6xqr4;LWt2Zf_HQ=YNy#6(1nt}4(u<(pF3ZfF~F3yj(EqIxyFa7^#JkDEOxM*(;f z0rM=Q%~RP9d^LamZZs1qeql+<{QIOyJylnesp!DnC&AOAVtb4k9)EfPgo%eGM87+1 z-(x3K;|%hrX=A@+du8)V$KVqu&3?DGw`Jo2XHA@z1G*J=rA4REMIuU^Ch~cHtHZKr z*E2?|{pCTtGRA+_PfUkV1|A!CRqXFQaWNyqyx`K{YBDQN58yqT>_0`rixELs8Rc>% zyicwo72C)SwCADCY2s6XRw;@^wa6q>B}Uf-YTH|815PU z;LhQ;g1_YA-F&{o{r~$!N?W8Lgdt7@boq}{&O^>*$Du!}P4f5jO$C>X26$vL4jfL` zWdo;&DWeN7Q zK`|E}$iaYm#F%wi@VU{U|0Q)J3*?vg>I8lIdvx&VO#G585S-6_6UCwe!1m&(yXhsx z<13HEA;W4D4;ZxGXe46uJ@)!NvoX2#6jm->=0xJRCA*UZ? z0%gvS7mYw0HQ7u}V>(u6xp=8f;g4muq!zLN`AmD^j0#q)P}5s#*X6a@d=WGtPK}=< z1=38tJ{q*wgzmcLIjgesNaNkw%+5e#QEb*zZkwA>kpC>Leyp?XrswpL0r@xl7i(>eBT8(D#?90MiR27a5#S^@fbP-}WLwmmis2??oK zxpB&K?B+^$hWEDUsf+i&bk=dn3{#LDO;y^AwNS1U^ka;Zmm>yu7&-TBA5WZhxdCFW|nRUpQP!OJ5X;zL6*|8B^~K# zRw>)s#c=Wd39A^_HC^U?^e)97{p?TrSqyB37P^W-4NCSCh;DCVj`Fa`$qz z(p8v0aG8nH7cSE=bu&hYwcLg0ZzB15{Ak#_%hM)Wo&h@qtpXz9SAUxD{mUPN${j%1nq7HG*w}Nri8gEt#lHw?4ZMC7%tzK!1FA9hMYFBtT=EIHY5x$zV zxI4o`fnxl125$?sMqnD348pp^rPpaneT>s4@{$5B5}p#OjzS9%TI9i6dDAClXxpr%*-#DI=@cjg7lF{|?~$a0BY0DE@v&M>xpq

zP}cl%2zvnj-b)}C^;dT~zFs@J2bB$X>J}@m<&_wo2dh|Ix|HbMofG81C$=8SZfC<8 zi`-e)S0V+o6)bZ0^hb!7Jw5M$L|)X+ z@$lA~l_Ak%ms*&5oz>ODKq+YG1azNf{yiblsF1u`Lv< z(Sb8}ONc#98RqqUh1C@mP8KidZLou7iO7CTxf6fxCfT)-*PyaR5D3q|p8sfG4Sx7h z{4Kp{{GqLZ2@n^hgCZX9fx^7<#=kmIsL_!rR7<5Q_CS|c}9H%%p7SnrzjvZ~|v6a8ZW zr%<}xI&SEe$N9=5BvQS=LDE2Qhr%%A5s%%EqUnWr4Yl|tikDOjkfHp)*m*(?>(rd6 zsR(%MDDD~~geod1Z0(&mutw0Y>$T8YEYNZ({oNfqU?WM$eMBQ+6AM|6-kj*H9rb?K zn|wLxP6p6fo}O8f-_wH5Hmx~gW0Ex`NCbcL1BLCKMhgXn&I7gL~2HzHF> zeJYKGtS&I$OGfK|YAQxdBNd$OPFAKr=`=Xw1c_v}g)||%uwF6(l<%gRL%ob& zOvgyWJ8TJn6XT5Kz4(E9i>A36(^q|5BF|;?N_x^NI1G&+NQ4-k^@^e((l(0|{Gw2y z24-HMQN_gkwOIj%dsS>djITY3y0}ocW=E~-M;}Q^5>4Sbz|1&xHu&1`iZ|!%05yon z9LC)g*_nyeQ$$=mulv-(VeOH}ELu0;kc@P_5P8yBVP{`$GSd-)o{&3`j!FlA$29WW#_@7=ag-%{t}}tjiQ!0!VBkNA2|FQP+)G zs=bs;VN#hApuGkZT~?@BGdZg=Q0^qqg@Xtqv}M|tWk(Y!-{rE?Pfi&kJ%dqLCvMo| z##r%WpI_ad_(ci!kIHB*F7f?z<;jpA^igyatv5%=e8w%RfH8fHlz@FND_zMo;AO%PK`j9649V}ZmR-2O!3((l-6ZOTeF79;aExhvrI*1p?#H38RdiEULF!A3jl2w$Y zCPy^_eJ>Ca79oj2%dzAy5GseD#4@d)aRr7;Wu*)7Nvxz2&i4Uk6C+Q#gKUPf%0v8C z0M8+ilAO?}tTnvJC<%^RqxvigO` z2zL8SR+wKd!Fz>vJ_Ec>`@X1fVVoFoyt1-j4eW-M)a;0wErA=x$YM0iVYkPr03^^p z+vvI+6s}$Q-8g~#v?16`R}g9wxl}xxl&IwXPG~&A{3y2V6e)|&NGvz9E%E%jn3Z0Y zG1>-&VwvCrEVP#J`yJrU+WUkdXFkr#fcz74>bl!L#hJB$wrB&hLhu2e82(%2=a>+a zA_XP#NWV!@K}QW$h_a-18j`Ucz|Jo@jV~ctDB~d?$R;fmAv+KX(|8OHVgQ0cbFo$x z+1$F_?AbgjOG{#>O)`kPSG(6EQ-?wiITiyq9ye#PABL)6O|oI1bD@M+%0GU_L@p8~ zQN4#(Fim}f{Mk5%lH?TWODlysYt=NT^Qwfzu69lrGR`DDje#rH+A*C1DB200Xd7(N zBOu(E?NWVkqI}=~J+iwpvm^RC6n8jp6G6JyA!V#S;)4GJbPxw5nrKbI>Cx?IIGWcd zKwZMbkc?QW*XkHHXS(>d=tb#UH>Wao5@r|2-<3dOAvRb}Ve;&mY6!zqhkX$zn}pFu zVO>pT(WXcg%wdn(?zW{5SoFtP!;s(`u6dRpo;ya!ydWEXJk{G^6Q7r?Ll?YsZ+tf0 zT5c!K^xT>huFYDBGU`FvH*`=78~{6dWm%OFKF5L;FIE>jQP-XNTnd^RNvDz)n3MD? z_Zr6{nND-N>C^pPHknMLPb8B@NzK3$o(6e$vglE80Lh!rbE4V~Xu2EU6UGRfc1!wd zzrlY&^_qj4SvUW)+QdXvSGvyl@+PSEFs&+TtMqV6Ns=+=d1TzV*;+Mg1gtfHj$%r{ zC*%3~o2E?(`)9DYn;%2^lP5WGyLi#>O`Bbynn-Pr6Jy}v&CVasxZUaS^ve7DBc>(` zA3W03k`Gpk98If#0I7&oOaV#^ybqomsUQfW>WW{vwt=mX9cRtdKXi29yVTl1c{sym zlhnqCN5g+AGBG|c6ItH{8#}wX4UHn-d3AbsGidy5^Ipw9DA2?^b1YB|vA0bKwc6zt zS+Gn~^PO9*Wl1M=Eqt0mPSv7m7ee|KY%IVt$!I#f@RipU58yJ`H4Un;s){OW-Lf5J zj5Q!n5wUD?_N0r}mpb&cW{KOEs@(6#c^Rf-H_fLYdZD^mOR}uVv z3OZ{v4ez@Q%FV`=F|hYl)8DrqGcrFd^s*c4JJ_bIG|AjPn^6z~h zuqAOud&FU16e#{Bts#bo0F9mi?!BvxNBW7|nO4@NEe5Z7TqC4)Iykf}z2c-)@yR%i zsONh%91Mc^an>Pfm1l@rFDz1AdEffa+wi9TLiSO3^3b2SEv(NN8`Q)1arxGEgEr)X z=9es73xItUD(R;E>S?sjS)NJ$S%`hpm#oC57BC&GUy+$8gkg^d& zFT8U}CA5!ab#mp{wo`oG=9exw%x+i7tfJC-P=hk3|Nh_3~S z9&dsFKxoh5fuNT77(k+**oZ(w6KFgLR$gvyV2~d+AIa)g#C)A2t<07__DCaWd`G5bvGriAga31G04uzUs3hET?}{@n1Ol zu|Uu;Vq(4x&NY=PMV$5lLs*YA^HY--dDeS#yY5XTp=BSL?n{Klai0+&KPYg^*^`T8 zvupRtaQ-xr`Dd*2bKD0PEU!A~LNpvFIvo|$5CdXPxn^l=c0iZX#=|3k=&x;u!Up#h zlniEsw)Qre-7g8n%q*~cB`;kyafqqY(bI_A0>d)yI?Ilgbj&@h-@n0P6AfKQR^Ml% z(8>B6pxMQ#o{AVZVz~Qu&g8s7H5#YkOqviZZ|>&!Hp?aImd3r z>FrE>@;V_4pw@Ee9){5F$ndI%9+gzTXqENRhny2{^(bD9h0k*&ttri1I$WtWs9o79yg9*h4A&ihu>L zGMNHs{0>tE2!Rjq;Gk_5M>x?NnQHL2q4?*8_;*;U5n&k_oy<743`_8Huj{#FW$w7* z?9vb)c|c8Mm=O? z<&9M6Pzg+!BemjdS;VLND3K>CG*^ukdEd7Ta$(HTh(sMK>crY~y~;<#;}T9)9;CHz zK;gpxP>qoNg9B|7aa*h7BT{DRW0Z_=VOtkX1Dh-ugB@D3w=4C4Ysg6xIT-Y;E(xTf zgA>lPbIu_&fzVaIjMGNih_+hh%iM|t%{e-?M&-M$LE}%G&y^Ohk+_f*oLm2 zSVljV_u|$k9WINl@oDVDO^=tSaMT9ES-LkD|Mss4C8!w|+y zqAXnBs!Ao*uNN*(p#QYVxsVYs#B8n%2xC4uaPn*jldw!)C8@3rK-sbPun4GE2$!DY z5hNhOK<5?NK=S`pK$a0ioQqv&L6KWk!YvU^LNL2MwDUs`rlOE~mz&uh-j~ zU5EI&_Uv$0xE$u%tviZiKghGK(ECJuf+ndMk!ZDN9@ag&No3MMC ziZaSiyryk%SZ@LmptTv`BGYhvf7G;7Gc!LD4F^u+est-*slik8?ME1Nb$oh@ZaR zjbx})Om|2iE3NTO@yj&b8?mCT(&+%)h)&(x7qx_yL=wfl`?s>X+ZK|o6w3tIVzh(0 z8YKQOl2k(#oUP^OtHTf>rGCpg$Jy%N-Z6pqVoB7MAE%T78*YD1+6X2eM@xf+m$gNm`u1EzoXaYSzqh?259n)=j|0VqR0VBa{pa2 z?~z<0Fi2K(=q4AFtaTkj(a}}ag@Bbf0vJ8r^Q+|4u_8FG_JmyY@_IkA=4;cLAGG{k z^)Q`Q4OTa{fq>%v>KSIhz5fJ%dM;tc%t|15@#QEE>LT5Xl+q7l@}E z9DUOJ1)z2h$v2lhuf-|iSRh80w?OwD&L$!&vv<75H=YzZbc86b=m)AQo6SkZA+Qlg1Q%zv{(kXG{nOS}L=W zp|f+@oOmM@k6NkjdnrovG!_yvR-@W8wseHqd~D5IQH4$?RSPpktXOC?+UX~*VmZ{j z48^?pxZ)J-R>z`OB`s`}iSzh#L42Rbx?OnwWFh-M9R14nMAOdGN<(oP#nU%@6RBMz z+ynIBcjY&@Cs||{K%JV&bR!4x1yP6Sqcx=M&nvmtw^dJ*$L697LFvC%=#fGA1W1b~w8tE}pW?a&3|M1uJw zmK69mr5Ge-B42pbHQ@9I&w^&;vB@;2%|WP<@~@;Nv^j2f?W9Xie8QKXWEHj451=dl z9hspyojM$B+?16H{L%1ZLfn*ZL?>g3f%L8?`nL0(RYeGlrUro3xDy$i&Edd)+Z%LJ zmvSv)ThG^m6hMM7JGIhqthN z61%nS64dHFx-z}tHOIKxdC?>Y!Y=_fu!8#xWn>YMTrH!re^u5kbX8lbGnKZfhyIK5 z%TN|xTR~1l@I9*yKsYq>XWSiXKUu9qoTqy~+wZ~O7?7y^K~D70u9+P{;m((#Ueo1` zJJ0NCq^z7fPP>qlXCd;90A5&(%I*4BWkw{(cXV`Il^1x(#YA>I1x;)lA|28kxbQL$ z%+)X4GU6WV9ouU)s6cpXRjbaK)se+SfFDX?+fSSK!Fcx*-M(;L@U*!LRRnGwBFhj) zQ1okf0WKY9{8baEkdrDDk-a6^DR&sNMg3*&uhrL7IQ?wEe+|VDmC^>tAHH_XIN`|{ zh2!Wz|4pf`hV1^EmlYZ5=;z`9$Gldt+IBDykG4JQMO?KaNSw@=dnd5vr1i__wi$o1 zJipfSXWHAkzB1&crO;*`ui}#8YlUw!pd%gdZbT*cq(#w7U>JQ!p-#U)r3BtsTxSl4 zqh7iX(H3}+6@0dz+E?XMr3n|*o^?K*tR2776HAeBv1DuPFCD{=a`WXA2)?Vy##`ir zt>Kc)pV5w(xFcQt^>HYi&2pyu-*=;9J2nE4fC3c{z{~r;{5&mM6Sd!do~>v42XHM3 zH8jfI!B`N*;ERyS+7mM(??zcH-N$G7GgEnYLD|`&_LUnQEZV!9o7tl-(ES5sgyIi= z_fINi!06-Q)aU0|_j^B7?i5of?-rs@>(Cs-i9?8kQk$@GZt;PE%sEe zMoEQQB{}q1w;+B0e##?RLMyGrWyU6tzy(##3k7qY(wMv72ruI%jGcci1cKX|T%>Id zF%hlMjMGq9Oq&WJx`{xP&;;01M#5*<)l4y~E8AXy98^}OY)pRr$Gddsd5g0FWl^z5 zAdBDOR4uv|hZT^REG6V78tj>dF0DGSS=-sS4c z6T4er{e%~FgVO6uEpXS+dsn2(3re<9wjw?d{P-)j-HoerE>LkF#R2d@;bOm|$yDKO zycfRl1fQ@g(VEnO-&r1!3~eK4rf<<(N`pc)OgfdbPc(vBI;>h*ss#-XDxWXk2fl{F zr%K^X9W0KamFrx`NqVq|X4i*=erE!{n~_u*@f@Tbzx)Kbol&$bTUhIiV_#|ynq9D% zmVc*EKCK!aM6kmV;5wo)3FaEm|i~;A>7lss5_#V-gZnB?UFWEqT<2+`JxI zr=JLx`gl;CZUC0W-G$rA2DxzV9ijYVonm|iu|Qv^MGJc`TB9rA%ciA`!)X-=f0$FK-^5D5c?Vgeq${f{w<*M$*l?FWK&EUn!9)Ug{F`2F?Bb4F% zvq>5~hLn8shKnR{bn{JX@73VEa=iAkB?mI1dV?63LA(P`JPl|=3l@CvgjxV}uRAgO zqw`tI{|c{(IstoMO?CUYUI=2O6`m+8#n&R`XA-DKK0!xk3(o&Q5Ws8y4<%t~>iA7g z0E1X?puc5NZLTIbA#lK3PM9AktX!|8$Sys2nVkO!2v2BF>-z^nN!yUdp1$|N7Dv z*@&o9o5LM#C?$mih1Pm_TttO;(ayNr7n%}!Pp?;Up6&;>1Sy~gfGYijOh`Pwa&w9} z0TFvh%EDLT1q2}nz9}dkLj`?hxT#M7^Eu;L&CD{sVCGajiOtRAgsVtv!ha zm)z8}&7ZWBWSvmdgw`9;TzZoenM;OtXbrj&xd5WxuDZx?JsD3vd$5LrANL#BE>$DO z*iDBS)i8MKFXFL3XpXm6e|agN58M0~XP82EK>|=k#a$j%V*J`ARlo(GylkTYZnRJ# z(@9{`}x-l*|)n|aXces zV#lXRJ(+Gf4=~}^8f6=mi$u)tMEMb86dR9ruRu-hLr-uU`5d}jLFy+Vp8ZWUdNm?6 zSlGO8Y+CkET<&;0v&)ZZ7y?|` zjej!NK?8IjuA-L&(nvCtc)Z+8-R_dfv@yo8$t?M#2xOjYXfE@hjXpbU?Lm*Xa_8jr z*s;VpF8m?#L#p{1cU98v%3FGN*C5Dub|_d2eJJG})x+#@IyKii4Y&#c&TgC|60ub( zb=+gXBNjiadugEwodtc({J%CUhSObz=2{$hjQluYY|0%7yK834vh%a6DZ5*C?WIpi zP|GeMZr$>sjr6W7oT-pb2z3q_jhKm+*FtDMOddTbrzPg@OPU?5?Tikk8!w%e3?G2Q zYPK6b%~|>A=0e%8Ed1S92l&{T+EJHo^}PY0b`` z{EyvCQ6k+;0W^2m07C5^XNZq<9*Ko=ux4I!Guk5=tl6E0Q>7r_O4A?zaejGQo%b@` z%L3UeDy3pnZ~g2VjpyLAzX+JLHL^FFL2DLE2l6!Msww8H`EFohdG(mJ4mBdg&X2ja zI#U4Q!dE+ZPer%T?|8?7gvb7C- zA_v2PvvRQk|3-fYGJYRe{%?h|vHe$tgLAR51A~9yQ?@B~U{At>vH=GkalcEPjrD() zc>H&XZ?K?zm-q{~6%Raj|7@X+dO=%3FQ(v->!N%pS=m>Rb^B-F0LJ}C?|8DpZMC6XGJ;c^|L~2Kr&*7+vwP!*bhI6M(ai$OM9Vrylix+I$O zU-DRc%4KEYN0M%14DNcVgwQCI;AzNjXRL*zIKlsrIA>M;ga2!h93yv#{2lB1`9PPE z6GxJ{1JGI?;;nJ9NOh6Jv|C-l6=TR63b$C|?5QOtJV{Jn{pc_eE|6|$cCySUzV2$b zQm$Qjb%iSBmDDpOF=%*r2n8Oj1zX9=s20G_gq=KUG8TDQ{>xNUqBwoA$OOGeYSPRG z>|O~zCGWiPUS?jX^-zRrT_iYG*v32|1r(x9uXB?Dd(9)UI8g!mZrZCpE|pq;I>l}h_$ z56M04bChc5C}8=+FQYlP%~W~rly9IdDn>%xV13S#gDnn|ap;KqW*#JiyFmj! zCdF(uwt>Pws%a?qFaW2*C|vRnKEkkh&p}&i&cj7N+ej2hVl@++=NH7?@9QCoyHr(f zG!GW1=Ub%ZGv8r1q{X@XzF4&UtasgO05Geqy?WMKf9B-S_;onX!2eSfXv7Dc@k7<7 z1(oHaTE_0kdxIW}x`b*;5us%sB6GZzp;XR*SPnre2>hF-&u4^+cPj`af5;9xd-4Nc z?9ssf>9!Qz%GXL$vHDzBxzu88g*7i%hus+7-m%3GtKIILN+Abl4Yyrh0eq9sWUPI} zzU4C9w?_KQD?a}IaXZ7k*dL-H#oR$$Qo<>D;$vj@?>3<`md@R_mu=WOe8nqIa9(`GuM0ZfS&2Navwl2vS26KmgI#>B?T1nvsDh18NLqY-TFGI> zh6MMemV7>t?ICb;@j4zFVee#|LYtBr4}8w-$2Sfz3~A8Ss|SEmP9i zU_<<-Wass2+mnDCY-y*1E+-j`e_a(3cc#~QBlpan$I2Au0V!Atn`#69Crcd@`!6rM zB?7o@2MA`)zs~k_{gIoH=?00mUO9|)fEWnoIL0iLwLyp3OzkX5V=Er#yC~E_hjYEZ zOO3rKRU6Ss*0LS@JB%MMsb0!GuB`W$_Eii6*q}z8Ay7gs&0V$ry~VHH7m!~$Nuvx zS(DL;XJI6!VVPt7h0=aZ>1f6&WVgy$6%awBUNSYF&bD)D_QAtfNR4=dLY(zik8v0M z`|jY^llOyQWNU3O=}0A&>^!ENF$A;mKXwCe{G3)@Wdyg?Mn&=t)sH@HHP=;dPl}su z+Hn1QkIR{u+{THv58ED}{Ql;k%;z$sJ&;WJg2RIqY6|I{Qy4-k_X%0_60$6X8 zCZF2x-}AT|?U|1YAPzVJ`3yrazy{s{yz@C6XZCuloT4!VB}%0?+&&2-Jv`Qu1g2Z zlt14oA2a6!2)wbQSH;ZD|y_v=$vK<`yv9}xQ(n;dXYl79}X zyKSD4m}g2aL%i!Eb$k zn)Av4h=d6Nt>=Z%fUrj7)dwWnh8OU>l?u^nO9W2Ch19~hgrPZT;GEV#jmzd!t8HSE zbyrAeM6YVqVP=5$b0=XK|IWNjVo=ATU|By9yKe!n(bF)0RJeRDsX$~_8<1aKa7Xvl z>^`vmB|T%*uA#ls#pwU4(d=?D&sYX-jwgUOzW_fN)0E5zE+2<@z5$5Z`k}A3G=$8$ zQIJ-IY1!l#APC`gscsDl>1=*My+fC@Ik~dB;!WX0bb@v>OWKTaf1v`S-^;-2pMY$h zVJ!f`)qrWoj*~tx+T#0+1*#HL77+ULW>iq{HR&El%kTgXxl%VSJN@J=<#IlcI!CJ`ud+xqGpaf*A)(Me5T)rTJuqg;?WlFvZ7*{$FkPMUg@0^(oPYeMY(ruos0NcxFk z_2=y%C<3}XX{uQTw*{YKwkcdkEJD+YQWM6y%h_vX&7t z$?U!}4?=8FbOv-w5q{j&`f&55J!x3|oKKs7qEjVW&+?MWK0KN*vcNf~P5&)lyy=)$ z6RKvXu{qoLI!8Ian7+<9GQlQ`Sy@hYowuU+fz(!Nv5I3da*@PmuU7n+@Z@=f#6zf4 z17F!3c1Cx|%0DsfOk)hkyqw*hgEo6vmsmZx?4|pPA_EvD2473Rh)3uUq9B#Gzj^(0 zjyC_9r7>={r+Ak^O8k#lFO7la z14ZZE*8=A)P|4&geTRJxYK}hCD&Wf@Nl6UifInKlL->Ry2rZ)B#<>_F+?8 zbJYSO_6shLKOgXltb=-;_1}GhC~@e;V^R9*mq-IxZwnt>rUrbq z`+nWn_5P#9bK&YjIC`|}mzHPEg#FKJ;{31;`tK$tJ z@cH%j?eg;6kt8xauprNgo(uVXWP;*Lk%68^mA_lsTk$LNO#Slrxd49E(pUdNOB{- zbl$-8&#b3*EF1z{YpH@2SmT9%?#Xt~Z-jkQs{k02^f0)zg&x-%xS1uU?`JVhlOx1? zl-z}ic3`1-=)DZ`?`{&8>;ltGhMiHuWcwh3urYR{gsQW#XH*|%m@dR_4Q66D?dI zZ~m`pQK1Xl&OW?z+N9Tw0&gxqElnFiK;tV5POfFY<%#lr)oZu?ad*}%RE%OnY8uRY zOq<59hyw^Sm=_b?kkLIG(qtSlm?B|j@uehAmu`O%+SRC^uvu~lEEs%eGgu`vxzH5W za}}h#@Gh@&zN2j=_bD9xh|pyLk)|yo+;^6l{Pua6tmIB$;ty)Q6wYq^n?Ywk09;@- ziJw~ZJ2svvW+)mn;9KV=pw8k+qaw7W2Sre^BvV|FhZ4JPSkPS;w46sf|1mrXq(d7m8Y;W@&@2^l&o075Ch*;v#3ue+E^B zT0QdzJi;1SPH+pFf0Ie%->pf~$j>4OosEz&Zy`w{ z1ld56)MMS(QLl9O9PhSgFJAB^e>`)y91~3=XgSTw1t?L5S=#jb0#fI|V!hghehhE_ z6{@$p3Tv}+{F_x$FS(4QwJwr4(XjY+w2LDmCsOq9oq#H>eY9jmHo!a)7moAxL1?iq zr}+cSq~inRZldh<+}K|tD?GGW`gTnpTf5KWUNK#5fIpcXidH7ZZ)-bx^Xe0>GTPh~g$ikXY_24`Ho!OIchN|rb# zjqO@&fNg;YGJ-p80Jf1)BV$2$$9P=Aljx+Ob-P9US)p<&CzI2h*USa;D1pi!8rLv= z!0g4UQycyx|8Pu4tR86Z5V!O> z+!O-<42zvX3?gquoq7jUXB-9`W!Bs1St zN_m(FvFbhP!d*|N)%Y$Nvug%5F2mbI=AkJBD?VCDGxpM$Jte?IWuz$&9?=PWN^@^7o|Ow=<;>2%I)?dpIFr$H+3he@7Cb(Q*q^VfH`0w8moQ-duXO`}P*7x_$V@XZJ zm~1oH;zGKza|jm>zs&Mx0D`>KYaL0-;x0&l9f7~s0efLH4ZAac8GlBs_hWP9-V$uc z&%8Av;Ye8E6>XI{FTR~qjJ14?{S@ox_Zxn$7S!#F=aYAqWJZYIl#&qo{QT&8eSH1W z;;nwhi=kw;f^itTZC)b5o1mRlk9YF}3(+85t(mt^Vk5wI8o`MJ}jdoGoSA9y*WsMVs~FQ#BU)un#%VM)`6xSWwPy-qpP> z1PI2s5@oYNh1qICm+uc$f;T8a6l5|^V3;EZ`L)G-L8_b@ytOjrI;5S@a}8KANqO|O zT)&`Y1XY0yOF^SC5ei30$Z}EF$@nw?gu*%wkAnlR`DNv+HY!AreP(hamq`&+4 zV34pR>^vIW`oSO?aX2CfZGb!>#@!gM!~WUG#8;dbRN-r*g)cX-M0(=gD?M$PuJGAK zcj^}_h`fPkU*Kzvw@qrS3+uP1HX~*U-)U#M zI4KqEf`2c{qP2sc)WU(nt$OU`pnu$dn4DtBLClA0VS6mJ4C`(os(2EJ&WprjHExz( zByzPAs6Yk#uPe0vQAR#+`D=|Vd{|!tBJh@WXR`50fda< z<1`dUaZqeU$BMzoEeM%|Y}er&4z2H3F=}}F7($D{{vJ&{v;)#5PF_xb*<6@Y#_bZ(vp$a#j0+hd#Jn@!5n@pJ`LCX2`46;Ga&I(X&o-i zzJSr}IY?(}If&QczqgwS7S^*FF%h&i?cbg!EbCPpd+P7O)T1fhP$VLKF%KG`*yWLD zW45lC48JEcjstqoNH!wP7HBcd%kRnJi#KnV>B%0jY;l93Aq;u~f(*GGLuCpL^?mYj z0w{e*23kMW9cioqGz=(cy*i(*8QSDVdp zL>tXfYG^~iJr((#2T5S*Es{%Atk^>t2!?|2_RfzEvzLY8``JI(vXhnVubr zU8!L^yb&=9oyP!Rg+H&>`CKqAJxDy=7&|e-xQ$qkkWwLDwYP_)j z(eb1(jY!FkyMNg`q7`b*xp1FK@B)2Mgos;yPE0W=>n);V))ee)8vq>{IejDlQQ zADHLxXk8%HU(x)GO`yjawq@yrEYY9E7~apYV3!uKhE`m;JHNBM%iX#9%UJ@m$!gRr z`4>@yq&>Zss7}hN#6-hCi-pi+kM7*zfHU?9n4UtpJMK?7s{>clnjlT24?5+bbm70+ z9jy=fiwTHT+hZS$8@wd+v!h`)U;#95LBHeVkSBA-Ybtub9)z<*O!fcM;4%L{Qj6>V zkXl^-gVg$_y8bf_fpP&wn-M5mF>xlqfqxN5r~tgIT>q2L`uWXgZGLY@_;yxj z{$T9sj}4$=Y-1KCA6X?GnUS^1!LSUAq)=wDdpC5VKq6T*+xf7Zz9p^Jtqz9(5g@m> ze5ULYWlKN;+q0mAFA@)78D^LV|1S>O3|PjAO{*GGO6V|UTu2y!G7nHZrAJ&B%QS%_ z2Mye3+Gu-|jFE-A06>V^l@r(iE{-YjhhjhJ<+<>TaZjX-HeL@g;!JuX_Q#T1@*j=O zaUvj&-S?)1dWj`9>-QpRcREs!Oa=J_3O}1p`9%nbi=5354m>)6eY#~#VblWMlzx7Z zIzlpJ8U78OHHOq%Z9!)>F-bT_E?;&%+!(DW&5bmeb0->$7Jxqlv(^kct7OVsYtw^{ z)pSPPvPxmhR&2kcIVYCmX&Uic zM4UL-F}*H{V!#7lk!1yIMcT5(ujNoNDji2T$-wH~hS1p4inWn(HvVE!^Bm4nve4rr z@NjO#?@bC>@65Twcxn?$=OqJe_9k$WR=lAqKb^v`Arp&b9KA`<5;p?VL!|IA?N4xS z#Jp=R;ewXuc&8YkF30p)ZB(ffTE#Eb5!Z(Y9xe(wT>%@=P6kw!StFt8{V2#F0ig}h z`aM0N2c95Mnf%5#vpQGuyNk*|Dn;#luh*l0e%wg^oLKpF9oZYmyN0Kyu6$Xb=wrNtuJ)Wx}%qequZA4=GLp0&ZaB1^rLy^ zL4Q}aFahj~i_o5lm}lfRFhoE1y>ZcLVTf7onkXx%C1Ey!^UV+Xf$GohTR59xnh^BKCapB?Nxq!3dj}z)U6xwO71tBlo6K;I3TC(AWksoC+?VhLB2Z0 zEH=J=2Dg+R!0^20rPVRVfHE!ecSeU5BxH?zq%(2u| zWH&j{^1lK;ratdpgf!eFdMg`6m(FNo^wR_(dqra)XU^66?{v=X9KgZV!%TJ9MpYdx zpbV|2wX8;5=@(2FKO9@Qu<>s+n`+$GC=S_rCk+F( z)(EJ_$_zHe_UtFCm|wbUMu1M*8%@&$+XU7AOo-6hx5*1S4;}a>ITNM$oC?QfttY@b zhIdc3o9IG>{= zFM}Xi*)P;G0lYS8)nrsCsE}aYE?-MO6%sZ}9_>2bkOnp&?2G{1N9(v_7WG($Iy%x{ ztgBDqE;trBD)fy^&_0@pZT>Uz9t^D=Kwx_}5LY;eLiv0Km=uC-RQ$XQ^4{^YZC^7h zv;UN8bHw_^2)ZLt_7ashf^!bngBmA{1Xt|QZ#)cauYA%NMRqpS)>@JM5;&I_$G5&3 zSGncXZZm-z>YO)C@raq1U%_aEG8x9U49IYf0_+9$dItTPImELzo;~p9Qbf1-Q{r)g zBzyfsStw!^&@Ua7s!SVtXdsmEQ$^pRZNxP~0SSb}p*lRSp4E5C!aC=Io*sriZn(oq zoqtftAD8^TXdDLZ5nTCvl?OFFvc^2I%;kC=dMbXmIHp3wPHC#q{1nY$5J;do`Mxzxv;5YE$THii=0EB7@N%yn8B67@9dQ@$w1H4-%dp@WL*5 zwCv;_KsG9!D#6^%U5q+$FpFzW=cNcYqbUuwxl17Rz2CJYSh6O_UFii{IXP|vv=xu9 zxR}P-kPC&sjFn|WqgKve8V1SM3iID}GWhHp|6u6Z>y@iPpWyW9^-B1*H~RW)yPWk<)M^ z1sa=(y3=d1`z)T>etYujooy)p10w-s{P)8Zlp9ETMMw?!-~9cs_CNyuH(vf<(mG7p zpbX*<`cBl}qmoJQPRMKTE2HWV?52mU2n$kI%^#2rH~ z#GCi@d0+j<8%xiBdi;G95<-{@lQxJ6hYu*T@OfSohA)kK17JkmV6weKBYptNWL~;2 zc>X%mzd&@CZp~u7M1^Aq5RU+p&nLW0P?8stJ3k*J_P^{X!d(Gy{F>dx)&j?!spkuY zdRbZx@X~RA&_}xZo&cRY&w)`4^l`j?@n=vId9evNoCj7#j!N4@W?Qi~5^j63@f%3W ze9ro-7|x^}rrS7Tu;c#^Rqw!ES=eQ5$4OOe+cqn5Zwr$(CQE|RJ-Ti)} z`yZS!&b{xw=UmsCGvKBK3y_Y5^|l@(c}vo!Ienm8piTAF=YfM}stL0lfhOI8 zCDqQoQkIbs^0(s?fWnXl8yMB94dRB16Qz5YHzl(yO4hVU8YM5nJ}aK=R^C@&icRox zQ67W_;i}qfHQ~yb!d?*V$H#MVDL>XzeXXf1*G?8Y(p-Ad zwvX698X3?d!q%N=4QLi=wjwI?hluQTga9q<#8qF8+MM93)tNPdMRE?NLSAk7D+}9f zQ<{TvPldxy<>U|AX;yU{C?Ft8at=D;VSzpV$^fNU$SqViJ(N6&Q#u!(@O+l!8!y31 zSWZnQBelV5OR)kXlNjesMgDz&s8gh}9!v}$+o*^oqJ(Ug1DJVJcu&f6%1Ur_$qnTZ zzuFfTq5nnY&QV;Q6&@RB0)j~nJnxM&5Y83J`m*03dqdD%i@BcwEd}qVG_uWYa)EQV z8dgj)8mb&Jk_c5kGvCOd(I&l~vH=5kx@BwE4*kih(f()Y&-NjK+hfOSJ8HWRNW>}@ z-eMU|ifv=(8Nhy$SGX&ocQu)x0xIuY=~t&>Z@PekDnHY^y`+Nn-%*56&D&kn0LSHA)U(VM4d#XWfo?io%$S#bs3&dc-%T zP!Z*ifV>pmO4vmu`D%IW#gw*~-x!=WqFZ*Ok~c{Pc>wjteT%FMZ7fD9LBD|xIiRXl z=C=};kb2t3v(z~wTOVv1^xW-=6uLMvaXJLss9bTeCuugG0RqbW53%n2n|-mB=($#G z>Zs|KZ%eGT_Yzw37JAb33Ile;ZlaT;F%> z*AmT$->Hra7|6ivKb;$-Kbavc|68*}E4Rh`XqKPg!Vh38k1#I3UJ*ZQKj+9+XvInQ zWsCYD)%SNP$!2C*9D>`?#=-Y9hh0>tS-gPBXQ4Db>wiPbGd+hTzwq#w5kex8^)>wr z;S!KxqVnZ~&z?Vt3s8h<5AwpABaJWE9Gh>HZSpMu7C7s`^se^I9#`X|)z)xjv53*S};4;8%lFBj8URY=uSU| z;L)dlbM!9|a$@>tFzSk+f)oCKLiSCP*NYralq;92N?SJQ{+-*nec(b2Y*pe+D8IRM z1lJ-GA9)EDMf+VZ*-o?6Z*Gh^-a2P)HHdWUUvW*uTj?o&3*QE*k{UN1LxZE~Wc~~I zmlS>Dan#PtzI3%1S=<(@EQ@`hX1X&q#i$AzF>Umu5pM-)ROph)vR(F}_t0PYtR`=* zA4N=gT*Zoi>mD*imdo1-y4?Me_}_-*r3(g3%N9MH>u)edHV&p#;2jX|)YEWOAy77U zj{ouYIZ_31@kv_L7%^C}f1;A(ox%QdI{puY9j*NT6zvPBs<IU;yGc zw~CQx#1hT~6S^WMoQdFb{wJ2=k61k%kJu}m23kZa;H?_N9ce&d+sK7W)lA~FvWZq? zU?aw|6D?f*fcSYkGWNM%4r{C(yJ_4ynL^^1HZ#aSKq%j>RV(xp7#XQlxBUWd;F$1i zo3*v%_`-PhOh^_ge#0;SrPo_;X&Am9ee#(uqv^CKv&jMmtj;87YbbO}ArbwNWXK8T zKgmBHV|OydW}o{3!%T=!H+R&(R8rd_vc#(;p4TqM8RmB5={Tx3|8vu z`LbimWK|WYue6JLk3RegPY^l>O)G_1SRX34S(S#DGb)wncOSW#eG`|4+t$ zO?{>`FyO&}IsX%)O$uQBzlcq;@X-lVuxrkIDKr>*_!eq|5KS89cnD%U zwJ-i3*^RcVCp*Cg1Dhe`4;Q(|+43dWbQ|`lB&U z0sfuT>U-|5p0_!X|LUTI9(7fLO|(VF@3YGRF!Z`Op{98fFzD%W$1s1VQy3VW z1tZnsE@^q+8Ab2*G?qn(CDh18(yNe2DZ^=q=U%Q}FnRItb)QhRDWmEf7Wfh?!We3G zlaou5JJfL@(6Ep?loPpfb83S32JGD9Pv+R{(xO`?$sC8&1ZXz%{xpoy^_C<<6sO|= z4s?#!UjX()pSodvi1)6{Ty})le=YZ%){4GP2N$Hj9EY#RhD^JFWg6IJw=|!0tK_#9 z;#3tzKb@NTT>7TTat>2DhBOC}yK5ZXBeyG4Hxli!BFDuK`p39vSjpHw6}_;Nz0%WMkiQm zdmaW^Dq1cAJRn+SDh8YIKNU~z{)DR#po%P^>57tcMoUpcjm64{|$T}EcwNz5M=`Y2hq5@_xTU- zEr=Dmn^nm@+8TvnGOZDUOc^D#)>~n%edtvV5R9dwfrKEk6jSc1$~&)!KP~rlHi9Aw zY^Y4MEU1>XEV_wE!7->L#~8sMsX2adU|w`HQX+x^&tx;n1fJx_qN0>#b|uuhC1GID zn6B*K+Dqwtecb3AwY$jpV?2Oc@0XH5lv%oJJL?$jC(8^M#B==nBgrosLyZo(#b`Vh zkh=FeH#k0bS_!{*cdDB6LMivszF5hUPCV}fO((v{xFXPYqga_`z>awurnzdlR%Z{jg#$Tn-dqj9zMd z`h2^f1Cr5bE2=aADhgx@5i(>|eIrUg2R~JH7Kuin$Ra6PWKQj< z+6xK!`Oi#vCH`MFhPH?n@Oc!hxnv;PZxQzCFYDBbcXF)#zP2#kFY4Z_xN#{f!{+JY z-c)MrYo>`;H?2_RcVB%JA!B1=ejt*yM zyLF8<>{sDP9{idQcx#?#b6Z}@Ku&2$oc=4`X>RYbW$k({&lL$ZnQO%(s{ji1s0zNNUM|55R0k_*TTkK^vW z?n9h_?>q<-@dAahW=Fd&RiuFSc@D4hWM>l@AZPgN{)(caQK5PNKW#%mp*#41bYD-L zP^i}MIj1OwDc~qMc|mTThjTV9_|Y3ZQjG9no{5sjUbtNN2IP{#(c=MW1U3kOOF`@1 zS;GKjhM&JNAAcfu$zpu?sg)$D+-QzbrIITzmTtTb3qpBlJE|y>-UpZ2*04xow(@k4 zw%gqtyc#?il1#P%e!Fy9U*_p5FnZL;qDP*`9i8qSfrfhvWY!LgHZS%_xX;=Bm#N8%?T*@h~N7vt>xMU3(f1Z=}L8IzX%P zbD=xZ%vs+C5eGNa&`&Y1w}B{cNl0J#V>n-9xIsfZ4y{c1JEvnB}J^ zZoMS_{S>D4*7aWv3Ro2J3&y`Df*52Zzb`e^*KvCV-nmzn^@K`)FnmzJ8K~_CFXs5z zPuZ2vuYQhencL1za#5M}js}WC7iI(PLnr=@sc%RoCE}@v{9321P`{ z&EIIF=Y_tC#8PBf^;-pyob?u8;F+PS!Gt(YK}`@%Be*0gC0rgoK0SJ+pg3n2=pbWQ z>jQE_V&r-n{ZE${Lr!JOL%cA{9r;6&j({#<2c?`#wv|3NMtt>L?o?8JWYAF|>P=vP zr=_i%b;i^tTqm-o&~2i=k|dO$MzXv4{$8*E=@FLSxyGYLxTYD-u$wx5u>I+eF<%7gHpsdG(4L9ztFjimluz$N)v3oVpcb6ByXY zn2q^nmu$|-b;x?&uf^h*8iM6HA}a$l_zCj-aV+Cd)C8wRd^IS&S*nDl29?3vmj(v4 z_3{JDPg(<=FxMWuE@4J zE1Es1Z>rqMOpJxY0lQbi&$p74o&F&d9xj!w6=)NhE#WnPskBI|R|BxvU7|uVt6f;L zL%IAwC%nsA{$Qvl&W?CszRITDnr{|$4r1$y3LeqLVden2HLlekT_BTMgbVsWXOotqsDNmU9XqTUn&(1f6Z8++;- znp?Vka5e)6{B9LhTK0lDbyt-t0Yl_hDF@sB5ew9+K*p<+bcl*^Os`%f@n>NhqaH# z2Ton@#@hacuWFZJHZI;CnTOaf*^DhZkJ}~%-4kMR2>ztrb(Abgoe1nUH>UpkZ{#}< z2HLz$7kJ2_kz4phxbJ77fRxf7($7vp{_8@@S&Dy($RlDGVP32FrI~AMy9fz=Ye^^PirtHuvu*i3(JFpKfo`RDZx_hYyC3o(>z}yeLfbgBz zSHgU5X=u3Nw0hyEqctzVZ<9NAAG)7vOu@qp4q%^r(tH~X^_Y;(LVUJv9dgOp_Idc`UMAR8}CQ?C>( zd)XT-9Re{Xwae=yrFwofn0c*@KUj2uQY==RN^+BtAGh#Ckm~6vM7;XeiZPw z*VH)F2a)CM5oSv3qc+1Kbq;X6WGk6fku*dcec{bXZXOkrR_(=-sKoaX85tk^sumEy zuqbgc_Qyoy2eF!p2y_AgpfVP#^Yhin4{I`C*MkemLmB)Y$nhu9e0_&?X2_8MM9?Jo zjEy6bap&ASJ^GgCU9B%Vz_>&MMO97q_bNdtJ~N0X~;)zUw`EN{bzlmu4bb3)std395eqKM_~WUtH-RKfTfzGmCWTXf>@%MiC&W1 z7FRa!R-TU!O8=YTVVdjntUnoihuQkEVWV z2)1~eIgZN1B!;r^W>D|6Bu57mvBn2nr|p`zg*p_Z5=FgiI%_R6!{p)=QgG>}T7v8W z)&!OHxdQWkr;;>g)>{>1MOLrhSv(CTmg0^lLN{m(dOcv0(9Itx)5S@Q@<+MK3*D#` z&RMB^iLfZ&u{jByn!q$rp zx^3DsYznWdztI`1F&cG`%geMEkWSqCXy{yM6(}K>dy7418j{%38}n<9 zXu_*v;#-5_=`ej5%vGRT^Ts;^djC`;s-CDd7~iL10#wTJRjGiAS%4#Ysf0V}zwOBP zuaaD)h#;aW#i$&4uBQiI!kHMKneRl>A^ep}QfK>XBc8W^pL+ayV_(-}Ha{(d&Zq9* z*$+Nd1RO~6IBU>Y)%bn5(63e(5z)udr8~N0KQ(*(judfClh$U4Us}m`3vu3^ou098 z+=o-=1oZ2p7+dRyJp^8wEf%GCF#9wA`T~ z`1s{n`JJ8%{+7mxGF;SgNs^J78Zb7**O6^Qc+SX0-qt#V{d2^sF|iYjTI!b$@<4+g0_lv>|z7D0V3xR%OFg-Xu!9gVpqGauaP~9os;oZ4xvAwRZ97 zS6{W&BgZn7sgjj$g>!P2KReK6*BQJ8jLxe!7`!1w=lz@p-2$oe;;ew~8oG51@2g-y zn7XHFi;6Ee!1_Bt@W9O}?wX>?V1@QmS68mb4#-1lP3Y;kOs~B<`Zwtdi(6NNmz~+8 zTvHrF#&+TyA2HokcdaTLeb%^3z$qoIdUa6V*IyamXL6{HFA%7roq}L;3Il z*uK7<*5wy6u%ZsT2F{}KY)kVc_FVGU=GHsRoGg0|R6EjdMHN+h(=_hZQb zN^Se5J!{t1CPEmUflDOn>w`00n3Rjd?_)fN3ZBuGW6d-2>4fezi+3*3aKG?aBnE)>q7hYX?XFM%Hza$Jm9kzDp_PH7;^zZe0$A~XyYoP=Q$^#J% z+C#xgfNes7J^OTDz~LuVL4xF$E<3#^TPa3+wh^_I90!+J3WJ;JrH?@Vr4(DR7r4gp zto*N>>OvWBdY&%cJ{=#+NgWQKKM_v%8hig{0{2lYULeaRs38erh5znW$_26l!1l#Q z*a7f8@c8JphXudks#f>0HXx#{V#XrRn=6gnS$)ktst!H1E(3tWed|DHVqV7aKJ-8(>Z}E?if? zL;jHn2@>!*N`wpmQe&bG^($5Q|vg zE^JwlC7#VnEwVo}l-(bahCw)W-ed|`iQ4~U^5SB>su@JH*-DsU25M=5$Tb@&+;EFL zXduGw$ZNM(--Cr&f^-=n+Jbp*Sa5JKFU6rbMGfasU0!Q-em{JI^D>+QfW2%EFK)!8 zRltsdME-)Xw(DPkI_J`H^7NYVyAIdG-P*8e1(|FFPNTCr^N_!LXuC7-ontH!jm3+O zmFx}yRibL!!2k#8kz`lgBq11$i;MdEyS_H^;L$SMHYU4Ie!DftRyuc8j+Ewd?DD`C zh|oqP|2yLS0jVkI+fQ>JfUN{Qi~7ft(hb%@wX!>B59YDlX;WxgczW!P>#%tGB(5Qq z@WeJ`GdrxK2 zDUoW7YUFBEZoTEyiBI%&cuS3X{%(`b?w6KYx3g;>`EpD5f<|stj;${T4waf;I0h&GKz;X-4QX4^7AAR@I zgfew_3(ZK}kQ;*9#$$2H^=H!bH{*!di;eKu=T7og2rkwGQvK`6)j1eI|;R}H(jQXFnZI$F2Q8jVTSE=m4!*(Wue7OX)Ct;$BX}P z(%oziYQiRO0Fdx@Wxa0n$zrS(yW+OJZhBE-$Y|rP!-Y>vE_f!eb{+rv3x8j?hD&~K z+#}i?D|!NqCG|37SQS)WC&5n;z~CeutJ8_{Mlieg3QYTT2_`4Vj8nr*1@CrC*wIOp zE}$JubY4{FIxvAg;N~W@zK{HG_SaVO{)IfiJ?9xBlfOO0JeT+0ynTPh1vZNBDkgEa zX_tQ=lY_Gy3W-}y{InAEAc*$oNZ&(d@TQnW zIi)SN6M;`LewxQ|JpZX2!0-5*LcLa>O=g1#J@5FMh90`ZKKW=8Ao0ML#(kfg1DE@H zX7=?__x5#X@OC>V_aC`b9J&BDOnq;=p8q449_>G_WUYQ{ZUF3i8Z;jgfxmEW<{s?O zUkhJpH*XX{b6WRCciund^E#zLU4@lH#Q)ucwe?8vyIkKqbv1p!!F}NTB_ChVH7%>! zj11+NB*xkP{<@ubTo_On*(f&;ymwvKP|mBPICbacLQRhG&_xMP#35p=(+!#@Qp^+{MX8B%@2}15*YQO#+ApJ$&tgI1jdPst(RMcz?e_vFbFDX% z>NvmCps{=$Z4Fbo|V`&jCg&e2r*}0uXMMpD}G!V z3VLTUquJrIDO&f^BDGi0P%CQEA3+o_rOtXk%eo(SCd@BvHnjhw@DKq3$~jbvTjJp8 zO_9wo+63fXa3%SJQvaF3HggR=Y&^7|7XS~Wyg;;DV54O5I%3$yB{Y%D5eC;8#>;&c z36;MuFeMLoAmVjMY^!Jw)@`XHl^}dE%bc&4!5r_-otmG57X=OuS9W%JUa)s%!-r6H zxqdMxxg)*-su-}hlx?`&P>Z_Q;a+^VV z%dmaiSno*{yr)Lm?yQ~PiOdZEUlqRcdD_P0WG8y}|H8?tZ*1NT!4TNXB(+mb<62^e zg8^__oZ_!>G{d)JXe2}_L=`c6CnAy*^4_{ZGsx!Q9A$ zoJe0Xpj_sp85nqDmZ5j%l4%8%MXKaUafB2IFl4<^-{ZJI#`!3U!Sm)Gb% z;?jzWYG9*nPRPg92}ka-?3(*DQYGkt*#oWuA|;?#cNiLLw~b*}Fgh9~X3~S`pLtP5 zjWBA^1(iTAkvheW%$#!#nomo9R;05LF#WepglZupQ15GaPhje9!mu<=h^L{^O?!yd z#$svfnAIS%EU14!ELgX2*MqgeLw`yjroKTtrE*TGE)hLZIdGB*$)4G>0_h<8`2e(A zG@s|meQqs-N#0j6hXix$mMhlddn&U{=q~pnTva)tX{**TGeH#o&1F0Hl8(vCu%M^~ zE$v|4akDkf3HefcQaC@AHWp}5@l(PpU`Rg0)GQ{?aLZS~z$x={JFT>~+V}AoXI8yw z-&ik>cT0mv=)XnEq48>U#r=(&Fb3q3^Fk-}wX%G2escM&SJxos%EqWFx1*sCA~mTh z$pNpZmP!&@(JenV!Tt(J>P--^gGaHH>xA{4kr;c=*~uiw!_7%OL5tzDk7nHJYb<4* zW~pju;>lXV6wJ)g!fd@!l0ed}Y>cr7+enhsMJNQ5kmfG_$EAUF=S^Xxx_ik||li71 zHcM7tvMPzR;KZ952P}0Eg8*fI6s;g|p4yalA8S17!>_Q}(bP%lre4Gh@yj)>#~%U8 z!?xQ5q?Aaqi$yMaT6^+l)o$6CP$uE^a4I`2d~D(!eT8OLG1|p5wWs~>T=okOyya^2 zuPalXGmz}NKAEFiE~8sj44#$}DO7HORj?_BB07c3B&*jCxV6776ae|yO;gl0_Eg&g zix?Hd7xvQ^s9ev%!_3mZnws;8 zmAuhYW2CZ`pAX4Kuo^gP=f8h-`Mx|EMGF||@ZhI0xB(jdCkLazJwE*-yR^9QCVn#* zFTMZDx*N0fQotb*Eu`)rpM_m~*^s2O@h9gvI}6>oN4OIo7AUpO3e$o~b1r_*jP&Sz z%lC9`!zCl+qFr!?o+pq|pYN(C?y3BJk!3Z^L=w%$8A1t-5u{&Q+lSCb(v=^rzWoKa zk>=oO{z_wT$q(+1vL?I zb3`wUfjv9i{GCa$E|p~%2p@}qTC$tnK)avuG&g~@L|V~(d*p@3gZH~qi^3$_ba$?b zVpIIMcO9YvE@%{{4Q<$KRkKwWvupTzBbk$4@g4wGkKTN;>N$&36QDaiiowxf7gW0F zLt$P?l~o>Yy>Y^66?%W(Dc7ticA(@H49!W+xZ&&lUAvrqWWiCnj56ymk0g(JWxbN} z#7Gy_o|z+MNNP#sK~`6hY-Cum>Wx-MWx6IR(i6+icstPzGjeBCr>SsGbLQnnO~__N z_6|@oe7{GXj&;nAGBrcAh6|#2k@Gtd_nMjUYti(8)m6(v(^d2IRX$@zd1SKGZ(%h5 zL`A`2g|W@2SO8I;+~A(Dx|4LiUwUP?*WUij`TL=~UMzmjw+LIKLok>_%2@Z7A0(kA zJ2Bhy6DD&dsf-TaQOZPmyR)ObRMmd0sR(Gb=e$GB;8mrTJJRyEMO=MQEc`ubgh<8A zL{0iwqA<@}c#!*tfw|h|9y1GK+d5k|-|%P@7oKsz0O{7>kA91XTO?6 zJ_YN~?;^6xS}r01YEOi&9zyts12-UQqTqR2e+rj)o&ieoSkE?BAW{r7C)wGGtvNuO zu-wH~w!n8E2|c*Q$SL0`r(VWWG`(3%AQz~6WFzOR`zQ@_$}zr)%1AHUtLzovyUNXq;721Y*?EYCc6iJy z!W6s_n)fAS6oV1ek4hO#bZD7}&rLvZCg!C_LqSz^m}WtbgW<;7%s!PaLA7+;HIxa8 zS!3wmFL@dPF|i4G)Rk~qnn<2%n%%JkNxN!x(?bG{7jq-K3rie>aM1o~Ar!9!Ma!|o zO6!37kiN(ed}<8C`GkIykYxJHu4X!G`PKteP7mpmv?c~4-17&BMvWPVLT|utOHyGA znp~gLxqAx*UeeY-M+>>lsfoJjmw%m8-dr>Op$?n(&-zBX^eojw@o~IqSC|k|WhQ^t zU%n+5rrvB{7mA*wWW-*%CP=xrHzv8D@Tj$+jCRJ3ui0lW!$p!!ih}|q+6a#J^qbIJUPErVUVLgtE#M@;;i$boNo`D%p$7?q2#J zsk2JsNHDNwfB*E_+I-MKUmDS**^Zt{v17M$&>EW8o8V49fqUx}r{S)5hxvkY9od|o zO;b)qe_PBfw&;C9&O3PE{paHz^*=eBKTAza|7Y-B^)vWBVEfPD`w?_MZV2~3*&4s% zHVAxv=H6RZ+DxHY_wODWi6(Ep`9%>sQ*tV~l?Sx(TMX$I{t(lT|=r>?yB;J#mFrCOzQvkRn=r+y+ax~kt8 z>cwT%W_D+l!>Is0iIzWNq{fZ%)K?Y~H4UBi>zFxzMHYd9QQ(vw2K7VsJLO}FO$(H7 zW&=R@1n7&#>!V)}YyB%EQH~-l>?l!|5ENbHPzt4}X(jG{ zC;g%h9;N^qi&ZF9sMadoqErSk_K{(suR`TEguYDxpV%vJE3LNhQ5S1QoJeqNREwk4 zm$tjn@5Hn@#wGZu6d^5&$p87{BZKG+(7aZ_$o~Ks>R)pLO(fr@sJ(iOF?G0j!bZTC z@^e!e-TfA%6i08pppNTK|MnN*n)s2in!Gnx&e-E42Bz$GW)LUc+X}<%#;|rIEBV=E zLrGU-arPt>tCjGJ03zUH&c)FS!R6Z$7G3^E673E28yDK=nm*lgA8K?E^B1}2Vmf`? zXF>v&!siw8IJk9lk^*aLY%dAjwdJOSDILg?oI2`3J5gKe?OfHGF(*>C9}@M3Kdya^ z;}Bc0*BK_+B!3xQnhqQT#jpqiUkj<!+~4)J#hW{_DpO}L|iZ|-^>F#x8$m3FSZx!wA@ z;JSPUU${eKd7QTpnH1D5i)itDzH?`|u`eD|Ym2;b+B&Kvk!nV6l;Ah+*1uXnpDZ{^ z5)Xew2J4T=Lq7_Gjpweq8og~k03YWTnp4AVSZY|p01H6b!BKEROvp-n;XqtP@W#p! zDHZj{*cANw^9xyF^cxb-t>3d6Apk`)^9)-!pW|;U+$ZxVqYtk06x(m`f0N?e{bi&T zuj}to2Z3l>H7(gUnVz7tdaUm>UThSJFb~kbazP1 z?Fl>3>Ueu{Zs6{6D91Sgn4PjvAAm#TGOU}o=E#a|!TP2@ONkfkCAzb}5L=8>F>o~S zm4@q^?4ayevwsaVVH@f_QwW$d^VFl|Q{D>Fdo&EA9&(bcySIC`T`$As_*;cQ}# z@4{G%lSYH-@(j0uKLdax3nBbo4@6?_tJE%ca2rG?I^j{!1H9qG$L{F<52`TsL+y6b zQep$xm{|Y!_@+u-D)wi$=f{xy;TNdlJwZa?!PkMhing@o0!MUD=5gkwzItTXWps_mD6(1C?L^o&`r!UV7610MNjiINa1-%h_Zm558ltW``N|k4>nA_`poXc zvbmtcVj+7n$gFNzsA+c!sTsb7+=UZXbz3lMlml+r&@AbChhS8m$e+fqQ|260A-&%- z5jF>pvT=kxT1>3P;0EV1AgD~|Fmbs{AAj^kB>fCd?W)9jX%C=!+bat=endDm8E_6d(LkyV-AGH|Ug4yW9O>n=Yd!dl)u6xK?Ff~?C&g;##bpm$|>I{YYK}Zr@i~>fAGSSBm_#13NJpni;Wk5uD$1{`R^uV9vi1PY3as)n9QV7KBgB zO|QzkIhNTkSQteZQgkoO-9nhZ214Vs2rI-@NjxrlCKViNS4UkXpp0VdF93h=rPB@w zHL6eq@e+xOsw9mleOMjXpY^ z^n=EVg@Dj~qZEM=Q5zp%aJEa|=p<2DU2H z$uco2`O9c3J%R36LDjQDSlhW4rubxKmsb{D2U=f74=`KrHnV;KR`lRU3q5H>G}dLZ z20299iJK}u(j4~>pP8B)HCfA*p9JC_2hBXd?qe2aHXyLx#6b&ij0-UI@5`lPF|0a} zLL7pgB$u}iL5PpgR~WLbD6e*DbIV#X0rYBk$@(c%jGY_@K}t(OQXJuZ1o^c%Xyt_w zZYId20$@$|`9~*L6?BlWf}0k zB<;+D7>6ke@KQLt{nmO`4R@%t)>`qkxCko=e-D{Q!!3H7;>lZScEGb**B85qda~xP zqG)?|ZhB7AH-A*-itpj%4+pB-0 zFQRhwUma{XIUF86e}Nh_B0Zk4P6(riK2%jH_k>X5KW-0~RYBTnrdU9q;OSjqDT^t_ z1{D|O_i>z6ih?z{;FkM-VI6l&Y5`cKT0&>UoX=L*W>;D@#iZ3ij)|#R^g?ZTlX6tM zW9m1c2@3dZW$%%!_Ff#MF7RySR&)lqp8go|0IN8bop-5Xc$HjS9Zqe)`Dzy=42g@p z9)J@7CGXNL=p(0^10jv!F zHw{C*qx#2?``Ije09}?`#AeV28-)-@-*pv;Xu`EiCi>nHCK2HoX7)8$X)Qz_5{eH^ zO8G`>IK7{tK^zBkX@AjH?M&R9Z0+dvq}c5o7&eY`WgcBLW1uHT8*uumjvXFdysao$ zWi~#aIp1ogrU00a+;{|Nb_i2*=?agX^Wa*OW2|1ijs+k&#G&Dq*W1BLR#Ns}DM&1H z@Sn!snM~=5vhB(AFQOFxwoFnA>M7%`p&O zh3QO(y$}(M>xEKf(P)Aslet7#qP4TilXCq0_RV09UO=HnZXdF`sL2hv`dGRC0$JsK zAR-=+9rcFGQkjd9J@-LAk*{;nf4bOkq!nbb^;p{mn}XhxDJjhQJ&WG^LJ`XI*ThSL zbivf_5}+>A(3W``(Wda<#98g)P3>GD@RZSRXdrcZURL!u95bQ|QIO77VNX{}a{BE; z8bmcR0XxiD5FNUhNCQHN9CirqPoiu^k3>nw5Wrr0s~>i0fxWFF5Po>4P?;pgYp~^r z7nbgLmnx2j>9(PgAsX$^IYsDKw3@fuLBzjO1a^qFa>lC1O_{RptJiGAHtfY@h<)pR zX?Gy2;INZddDFgrm&bA#?1=a*}3-a3@K zDBJOLF&y13QN~$>IMTfCF;bRfqx2k+rz6Dfq^_d{Jg;m{m&nCO9O&zCEcsm>t(Qz? zGKRd^KM@4bw$i|kwZpw22zQbox5>4P!)+!a>W=*mwX!&A zC)^_n)N5JYQspEE>s?`m0yUiBUY2`602O2}{cEoWF*ypki2tPh6x_-U%Dm$mOw zI5_tX)ACG#3~TmJ~!qC@U}2U0hEp#NymL`EaEGKWG`&MH^;kAie!5~mX z+^%q0?w7$jrEq2(YkZ_?xyp|s03Li5=i2>c)z5^hlVzPJ3zrG4nk=rFbuO1_uWA!> z9V_U6@YpmT7%r#jX@|)UB^NGZ)owpwDXkAY7hI#Pq0Lmm&WJr|bCE{95wWU|~Z4`6glTQw}4#LybCm0Du@z-RWjb zeW&|mj(ayyGMKB$e%Q|rAS$mWH|(Ohmr7GD*0#P6#90bspwru*GN^spG}d5yaU>{B z94md4&|X)uk_P>!`XRDI0M?3dFrMSEDk#C;eZ(f4o@Srdal^p^&{nntYo$^1WKo)E zh@(eov`(Os6POCx*2optPIaZTVRYHpWZ=B4kbBIhBxz!&yi01} z;}@v3O;CzM{$t{mvjGWF)Ssqr^G@G)Ph6S$Yn`-E5e6UOvD48z4Wp*t;($s!*SGqC zHMOignzyxm`7|rX9;`eddBC@mn9~ZGpW5QOO{Xbn`*YHtP;fv51lLh?9c^xR* zs5&p6Od2lnAKwK?l#=Z=QIO4ng9q`|!ng^c@H%ok#)nhaYFy8I62RHl zl8!v1wuReas>jSXteN{SEIClA*7!XaQ)f5SuZ$H)9|t-XXGc{`n~Gw316uPAM$e*X9UBtoy8R`0(<;KG_zF#- zW?1!fhf%*x*bLv`YS9 ztkwIPSS9!YX^_m0xUZ2jrd{2}P44`tP*?pPBmVg{cqF27ZCvo}G2^j!w2&cLEk6

wmprxWCOH(6)O5j*sgOHgu8AI|g#hZmI4qaZhSRB<>7 z2~I#{>=6QsZ3h?A-D>iOn4%;C=jx9t4GPmr=%(-J z|Np4^$LPwUZfhG(#TDDE*fuMw*k;AHxno;9PAax-+qP{RZ|?g%?R?+)Ion!oxAkMK zJ;xlQ_kOh)uTTf{S+ZF`_>m$kU$1&=({9-xupq1Tv7HLGJm2BvDuy z__XF%v7U>>R4YEsEEIO*>>|ZnbpI7guxYoAxRF(1{pna+HeOm^ndGWuXAtrPjrR!W z6o)Wj28fXzS;_o?B-UEiI;hZdlErJi_cVE6A~W|7p`pXFxr0D(p*&^ zxCvu?tztd*BO{<23B6B8>?$}`Jvg2eZNmgR3cw}Y3Oxd@co_;CH>+RqVDyqEEzTaD#V<5OSjfFAh}VJM~efc7?s z*EBU|P*HqU6(`O7HgYG*nNZ?A%)8U{O?CufC^q6)SYD87R6uT~@$yZ&a3yZ-Zf6y; z0GQJMoK@r8AV50t1UVox#@}!f#yNbVT%q&1$&LSQH9UG;xtm|_jSL$1o~cTJ3J1*mhxb8bnInDR`s6oU{A2WKiq1U z&01^MP1M^tG3=GMI-a@f(C{k@B~2&E0iX`%(oe3YcoGCU`KoW<_S>21Ip$L$nUN^$ zWM7PmtSY=L$0Isrn@+|^LdHBnj1511YrCOzJ5yd1#>`h~irBG?m9SpPssBxrq;Bdx zUucDTN&W_lw8Og00#<=x*m>)Y7#uHmY|?K5n=evr=U8*YDKDh#TZ~pTe{ALG0P3kt z_a3lC+l&LWf9l+ode*6=+fY%9+e}-3jaP^g!x0+I42)lvh>^tEd0X*AR$lF~8eU|X zROp2ae0)TyvU0I!KA!az_rJO_Yk(XWzRM>Z3~~lXp)|L{zTK-@Y9#QlY6@9WHX$Vf zq1{LfGcyVrA5}ZKYyf9XWPHt80P#Bmz17lGEeZmNL|ddS><(ub)beR9Tl?d=>Q1iW zX-&t`Z6KZ5rj?Ur`nkdJQB>r|cVSdSKw4m*msR*iSQzK~M4Jt>UcOVx(4j$eJ>_fSg6N$l)v&K#dZN={9k(VR=xip+}Ar&@$%$`0heqg=~EX zpH1+8_GW|&0584n7r5pzUlLK>km3Th$opl6vI>x zAOiWpgtL5in3L1hr;M%z0?QD^9WXcIAUDX@&oA?>*Q}76}og8v-_h}vMC}0oEJ1fFQ59)o@ zX;_ai)K3o>!f5oe?Xp&)8TA-GCwwBl`<15>rf}j`#nQic@YDR%%ev~7$G66vx=#N~ z?kYxa^6Il@^N^k?&5OnEIB96QTw8s%*YW7;OV8(xaD*E+1;!Yd*NTPm4XV&DMj{6= zbNwHs!h{A-%=f|Q@{Z;ZQ9Vwa&o3wfWaP&Qy&YzLbB$}Ir2X4hL~MNV4Db1a$puk! z!_cgJuDFlaNibmmHtPqAFv#m%--|7d_rIy9i96uj^_{Igqb6DAxLq2gVLNK(BtVxFKRF05F#(wm5y{5GdH?of}iwbm%sW$~e;>lx65{?x%MM0VPr{mC_z9 z{qIP|pZ@+gVP>A|q4eHxVs~DgYn(=IE*Zfn4B}9iY!_lzmQ92Oq@l6{g1Ry=v4#^5 zk1|i6n9BP2^iC^oy|BNx1LKj_pKGqCJv0M?nL)*dyP$wV2*6bnn-0X!+^1vQr;A-U zb50JDZR4!``7NLeq@tJzUkt*IKIk8xUx}htu8r=(zir~^Bh+&t-{Kc~F|^agHVpwI zuR0Dq&bSTBg2RLETRUTf*AwV%%f$HQO^o_1Ka9y@yO2^cRDs137a!`WfSecT46m-7 zBs0W$r&W)H3gCxJ26O4taiN;=Y%@5*Vri_d&OE6DSZTy(JL_po4vfr3_~>*27&&Z!l)eFR5*T0q6)a_F+hDnn{ibs@cL0 z>YQ-f1UM3$a2ZUnx)V13j;P04`#ETl$64eP)}zeBtDKh;RXfFsja8<&JV5h`)8dSI zG`DB}6Di5E;Yca4J_p*#b#Iow`dXo%&8uFqdTI{d)%*gifU>-W#>Kt9a^QvloPV8L z`#AMl`poTh=c8?Lhm)u^KUd?|(52O)*aF-V2%v!7)njl)gyS!1&o$i-;R{J zdjQ41kk$EGsEIaqPZg~PYuji+U?S_doF`hm&p!;v=_DbVCE~e2))1=mG)JoZS{|8> z-=uK50+t9CPoTRs7P4a49ZG2mH2Rqv`G7<3XYXDA(@QPBh#b7_BuhT&Gs}*%sFZaH z47kL%Rxe8pt$JNqiDdtXv#0o%{mLbK5aW_OesvUL@|hd1a@Xa`NL>YS-Kz6+>InAi zdhJz6@4#nfJ)|0N&d0=G0oHXax5j})693M_6UqneZStD6?Hadwrrva@Wh}hf$^d2B z@_H60QjIXOY7Zy{SVr@}S!a_oR2ZesA^FJ-aBGF6^?xhS6(QO*30r9m>ZzZ} zG>(5Xiu038Ej@@&$Gs?~`}NKl8jxc2H6bwj5LHa~}rG1@#=wjw$ z3B)KB41aMTiz#3)E>&ugzc1GdQ`6^tw~BfV1}?@~@35_I~MZ>thBEu*6K+LlDIH|Fk=>A14)*UMS>I^>YL`;tsxz(_R zL!xI5AO(c4ik}&c@Y>LD;b)_s@C=7jN3edJMEQq~^xQUFwGJhsDq$n}_Ol|WyjvX@ zcY7S#sn64^dT;|_8()d_?GctYQZ5!4S!-|s zn05JQkYs}MO#z=&)b~7g%KL%d51eUiO!KV!$2z0>M&(tlhevDgZ*r5fz{1{~Jf=Nm zFm>fSZB}I^d9^)Vay%Q)oMKsTpj+}By|%r9G9TBwQIWRjjU?g^(eGwt-8s&20oQcH z`&%MZr((b?VYmvGe+sGGxjZ(ckboZ^Ku~LW*YV(^GCGHkt;jM?P6kw2ctKY?(q8s8 zi$N>7#2I$71H;PeveeJ#eBksL9(C&TJ_W7M=5oLVU_Z9ju?^B$j>j1~Y@c-Nybgv4 z>g_gr!yzQ8bz@N`R|d<`-yXo)Xt=duEt9#|O|F2oo0A`_2z^1g@+tXuiJ5Hzf*gtt zyfcGKeg=F1^ipk zs3-g;7+c}kCOCSEZ(bkj$SDK>DS-DD28!1LQpn9X1-MbNcOidXC0T5Teqme94>64w zMXPPTCj;TsBvzt{TIjH}eX>{U2?3NEbLr1bSTO+BGw<>6Wcd(~T&)R4crhmhv-)pFrd8 zF_Ze@*!J=hpGk?oE)j+BBdd-s?aswxrfDwuhhbrPGP@nn{Fi$ zAgEhu+#t}Q3_Fjm*{p%>y%q@-6!iC)g&4zGMW>ze?_Pb9I30KZdPU~;t7C>DxE{h| zL}mYFktbOMu=&!v9aye$>6S_T#U5~1#}vZ>J8~Z2CSwpj#;$5x;kg^G$-PsaN;fKi z_;>l7_;%mv&cP%a<>~Qnipaag2FK%#u=WJH5nmu~)2C>rhRN+;wHI;R)Yd@jdQQRb zAj%0NQ5KQ2XhCbh2F`q2(^^7pz0h{!#8CS4WGCge+BP3bYwO-|Ft(4uFf(A%8HZ#b&1Li)LxCxWEh+MeqAbnmiJRG-) z2oL2&d{{huR==x|P{)k;ZaIKA%gRAVN7^4Z=*uTFLQNq~68PiJ&G%H8dpz*idZ$)QIj(S;-$e*GiK@zNZ#wL@sURSSHXA{<6jzcMfyMG$jbQo;U?Z+~DZh6?%k z@iyyCY)=`$cnEtiCe4+^Kv^YRmYnogrW9SbbCk=@i{b7m3bR3oh0k|qo@`LXMOkbS z;`sMXSoO&0Ew;+i8J(0I-r8)j>(&x`#B7c3mG{C0L9Y}UQP%+9f8t#c$q#nb(&ShU zLJ0!zAw-!L>f$x_!-}DD81V~$yq6)Dybn>QolpQ{mbqlzn4E4z1k}YUm)BXnEtr@_ z3R7X*Cy4^B)u(@*2=Z@*`(%TBo)R+!V_Raa>iV>mk)5NX{y{8-}zsig`<1dB6qYPtexHwx|LyVlj!UWhkM7`y9XdIHiG%b1;Pw{&|0ROe7&g8$At0$BE%3A7 z((A^JNixS2B_DwS85FY8ibp5kpC&ks!v;0UYU#XQxPPZ_5g|iv^$>woxA$f59}O?> zFYeFxEATlg(?5cb)!>YaT9?1+gry@j(C`XIj-h!v{Guv~|@q8FXp7)4mdFS^(J4I`smdcMHN4x|M z6bWR1+eO`dv{dSp7ycOx^_j{04d$KU0~_>QY}bw$H3 zC2hj9wY5=TM7a~PY#yX3FD3j>&pXedU+NQnPNL(d=Iw-O*=O9f!T5s>7;Kg1`dpM8 zCk1teYplDCEP}y~Lt8=IYWjlY!>J9cC6c`p(*odP6MHN|L&ux_mDOmHP2rmCV{Pbp z%M$72nj?^x4UC8*79M_1Jvbd^yNeYB3w-RwF>mH$r*@jrjVkT@hQWkM~ zo&&_&_MSKJcLe2(TVFWtH`_{gvgwnJx1TkUq>N^0ehQfbF_xJ)AghM^JXy40j9Ww? zSj*(I@a4y1HI7(n+g3*D@zSzUmYc|6H_X|^VA7oA*aX=?lk=7FGxH@6tm6C7m)_nf z2AFy9)ckl(?2D9h8b+0x4Hb*Z3rF&m_5nvy_q1LWmoF`c@~Y#_%+SbX*KgNkMbSxQ$Y@w7l2o5qR$6KDit(5{wN>U2x`tYbyA*?%iWm$ir~v9I z)#8yg_NMw>ZiQrRlFFEZEj(mb?sZhxgD>QsVkFW6F+RrnRQoMITlCVCac21C6Dw(I z#-6e(E9-pZ2d#6MRH9_ssgu7V#=-*uNBqMI4qyH@;ics(-W8?qCCie*Dcr5f&P51K zB?aaWQ5jI(;UbkXapsAvqud_S5&*;2r&^&bNv&Wr@H1>wEAPa9pzT-#aI;_><~$d2 zbu~)=2UtcL>w3Z;I~+7(GHCAH@i9FX-9J>{?w@4381zwl>adDJ1Z3RX7sY<*8j6*J ze1_JTRI@uQ(Rf5wm4HnX#k^(lKyo*IXrYpJ*PvLvH%=p8{oh49tIXCoumE#`LQJcCS>c^(bIV;(5w=^}6> zYbdx|zf`*rZ)0`Pi51B{&<{Am(etuPUe!Yp5}=S`(;xe@&LkYV1ds0t(R0P_q_W|2 zCN`EzmhQw?_-IC62h3-1TDtpVDf|6q{#%Dx{zUg;ODSPFfhT=E8-Tf@=swf`*tp7 z2+AyV|IEVrL*q)7zx|LZ<5SnX$SYWoEkOU;DsV>A3l8Oom-x$K5n37tZLkM-;cL%V z-mWlcM?$7^?!x;6b{8NRovOJy$C)Vz!WA$#dT9rm3ogb@;*Vn$K;U1ySfF9C=&d+G z1`cR8Ne@*p`$t;nzJedKS2$L+RJYJ^3|6ZlMOu5*5fGYBr8Bv3* zu0%b5;_Sh5@%QXPm0tS!1%J1sHPnYeCNk06*H4r*hJRgchz=li=$aZ3@O5r`rjn7V z9xc)&^`6h@Q9PDH27UECKFph$KosHFf?9lHx%vSsZ539LBm8%lHvdUYHNH9<_~>Yp zbI&=m+a(^ydyv)@P)(ydsoj zaXv7tb#1+%!c6c71Q~i;U8AoQCj~Tr85s{d>8f8jEiJuFe7yHLTvVQ2Wi>oa3gA{! z-H^ouVwL6SWHl{6ZjUv+t?AW00y2cgt9bsH#}tSwv!JXkFGi3_TCVFq925b5*cv)`A*%||4ZnL@O_%)`X8nm2N4qo@b5MS8qjVY3lo@g0!G?YHjkAE z2BZYX{*UDT|3ol!s7cspF?|oq&|16IL=;Jo+!X46PV2y2h0~vMPEu3GzcENk?q*vp zF>!a_R&Ws{kAu05Pi%sE7Y_`YciV7$3ff4*=-XBW=w29rB~@m#{-8#Q3V3N20_e&qLW z)I*S{ypXd&1+D5KiK#mm!M@l>%RJDrLaEUZS@+uVVajgm3W0&_PDYZ?2{!0Szy{T{ zYZe@ZdVR#NCVnb_zMWo&+7c@MXD6-;`qi_@hxZa44Hom#SY!YhC$CBh&`7kP7Ox$B zg8+qU2}LoeCH5Gc1}%Saz7UKL;3Dlxh@JPcxu_%S531>>CG#C}9<>PX&45qKRW6s) zP`b|t!9_y^tyS~;Q?QhR5b;2xv@}^ll956xj_zB&qkkU?bl)e&Ps*Ed3$IHOF&zG* z-VgjcP04yFDjZovX4R+-Fp_9w0gHv#eJd@f4$A)-8+&^Jju;W!mE2N99Xt7YnDVC{ zu3q6EE%&#ADsf9L9|DzEWBe#|zE;mtg|!|D{3CILJ)K)z-&Z+5;B3*F@Bv3fVq{~* zDRA`98f5|214Y%n>7m;1%c6YO39N3Yu@5~ORPIik?0)P9tWu#gfYE`cQca;>&ahB{tI4;ZWnU5nosJoLQ z_w6MvCf==^0S(Y(K=|fv3PO11aReImyaJ2x!YGT7*EuXN3(8XGHGV62t|gqKu}1^1 zo;%o1%-raV>e1*7Ku(v<`Ur+?ObI5Q0;0t(Tc>lW{f_q2>Chmet;@0I#Jaq+baAZh z3oZ9hk4L)vO}5HtO(V1W!bA^GXYQlmikFYZY2ztvBB8jF6as2fb1luj-+FcUj2muo(Rs z*dfk3|0@Gt?v*BJ>0>o}U3V6>_v0Z!l=Jb$R2)_F_6zx>H=77O+5Bj!=oH|`43#eB zwG?pNFwCq;=OeH8CT~lld!sCojryRn&)1K)lF7_Lz|W9TXAt z)Z@S3dNM3FIXKg|1rZ2fqrw4DDkA=k6ZYGH@L2oxjhHrJJ}C*=_ySNGOEh9z)+VTD z8Ia!$Bl_$L?^AdLUwyanzfyX@zP?XqdIa7FQvzjswnaNj3_gsSqWBYbtq71EwVUuz z)6^-P8T0_3*;U92Dm=t|wwUSbBM0y)K-)0kgxbUnW0o&XcJuX31_R(%e#9Oal%=&h z>4vTt`BrwITjtf%t9bv?IBbk?E9&fVM*e)A7pA~2k-*OO^U}%F&YgKhX}I`Fy49YGzmYJ$kW%^Dfj>s5^Ii&-&2A91z0W#0UY$R%+?*-9EznDC8U_JZ*QY1~I>JeIXkMDjYgg(LU_1W&M~0 zRLmiUZrYx4;OQsplbB@x**6tO8ZcObLrW+-T%8oaF@2ON5EmtAfu_Osp=K z58a9=xquY>RA(L1%t_NyQr4n;?N%h5Y!cK-p5M=P6@Chf6y$m&wVIj^RgF6|wxq?? z3kkQ&`UWqL!A?156imqtntyvbigN17H%ag~uRz)#9eP#w2b`ti#dz z%jYR+rS!7gNag@;=LF85R; zOaZc48U;ssnz|rn*&$#h8%=QB4Mt3-c?q9IvTrAw1I&KLq306qkG4M(23aNTjbCyT z@!L8U7`B0E^5`dqM@CcwPcq4hE;7lDw3=#<)ohQmCi%h}rE%mvZS!>1zaii~XP~G$ z>uC1p8J+;iUJPo|H1Xdj`2JU&stQ_8#hUc_)}s(;>OpEuC1XwjLY_J8p!s=vyL#ur zhVb?A<_-X0-Zidjuj1Ut8oDg=7u=dAjhs!nwIdAAdAU0k6+T54tVT~9XQt^T|Ks7S z3mK{1mUpA^8<$grxNPKj+bBAZU1Ay%+59pZUlTy-1=4w%29@TZ;A~A|W+P8uZXoQp zg^U40;zY7jEbt~O*$HUnqG9sas!#-F)nLslMvXnXRXfSn=`D5^l9(0#tTm*_&?F31 z@AHkodzFEAfb_^$@a|Oo>hp+vwKl@fuI+8ocAptkJ6Z8CdT9BfC7kb#OF#oP zuA?)miBz%<;SHFkM z#f?TeECT$juj|wX2L4KH23paH;jYUQs0H{S`hf!<5`v%6l%r^q&CG=j;osYw+TXFJ zx{uS0FRcQb8@slmJWON2^UrNvS!zA2P;>NRNn7xj=#H$XzEYl!Ismf$$9L}@-)tGl1~jJ@tH!s}%eL+zu$zZE!7&wvxw&zNxVDhS1%>NV(02hOhFM%H@i_$vwPQqevL8N^MqbC#>8YEumlbmX_*aj!c=1wSK0jh# zi9}Z{H8v&M8%1FHNeBpjuWmfax`uzAOoDx=Z7kV3J*4V>(QX3VPkcTnTs0pQL^nFx zomZa;I?fPsUULke9A3^66tNNkwL5Ork~2v&_pNw6bEcRl1;r|ahz?+z$AdweQzbJX z9HU@RBI7Z3PhJH|0QOy#)2oFUO^Z3b6K*@X?J^cE>`O%kkN)2ty*)Qqz^yhty=3_} zGup3)VL;~P=kt2=%U)L27SEZ7HT(pM4E`!Y#f46wEYBQR^W~7`)1o(^#q@ketB=8E zDaB*T_I;Q*;w~2A`}}_?$RCIm96D3)kw8Ha;zxlvg(kW^B3hThya2`%G%~Yd?D#jT z=1=v)a5A)StWf{ITJoTuYx=($CqAKfcV#{I#n0~_x^EN&b8>z_%VJNH{m^G;(Rv}M z!>5;$PYYoJCDu>dYQ_--V0s!3Qu^qmZ3-f7c@omh#k(>co#L9#3BuXL(ZWUABU-I4 zKl!x*eG`LKTUIaQm-zx^QB)r26Uv+C8ZX=PP1$T?563eIANiMcam&xOJn7s^HX5*- zbU2Rr#JX~E!}ir!4cF#>Jthy*4keQb7rHE&6ZEP_I(w!)DNus|q%Ko&sA7EF)hprd z#oAUMwPx4t!<2c5Z(4gWpGT{_)qfai%(h_ZtN*#yCl`$DfYt8_ddDY%J~CO7HYnNt3;t#wpC)EAM#o#DfGi z_Q}RYZMz@PVjm+5P;sDQzI47@s}dEqN&&f7s=fR<>;cBwiMk;iudB{+s_!lYoNc*p zZ6UhS0W)hY%Ece_l5sewyLV{tY=CY~UvYn72>FQ3?2~s&5^nPj^d)KPZ;;cBN>7-5 zCbc=F+GWSU=3v^;=?GLMebg~v{d*PZK8mBX%C0<{I+sEMpjU9?gplwY)Zt_=hvE3Q z(UGc1ryYYvnFfQVFglyRK?CF??I2E2;oNup7i$%lKZjs~jyk%_Eza?4Iz&z-6 z&@K&d$-cG-L46;3P{pBAWpGx?&K4VL$aM+mU~O+uu%1CxBK}f4p^9u_#`#Jn({<5!8=^Z@=yA!*00*n#ZJP8f8iXAPawxcmwZ?<4mF{Jdn^cqpc*W`=Ism zA#_Qove8wZkFs8pmfK!4xaz(MuKBxx;g)<$a}0M#U@ym)IGX^u`i93p0HJ3;##adD z1-b{G&>77k(|AZ0xEd4V!DC6R+d2}T?edId7CjROgQh2gRhl*A*>dK`x#U@1BKpb> z;5?Ph%iEQ8K)Z67r=+8k;H8rimYz6#IM!bbPVsrzmG+oNt5`^=zc)1#Z<2^0t z0;W|yw~ppL_W@=?SeB4=#JKnXh1ro7@Jhw5f2&J+Lc94^@Dx_HX)Fb5f{kn68$C&D zxF_2eVVFmg@}3g-(C;(qz{Z|F-Yzn(VRa6dvo8diLeT)4(l-YZst$sNnH#!sacyb5)qy5MHl42XKKwFj);@(rdIp$8|x`~@% zTuQ`93gnaoPww_PWv^()Ue)i2+s4#qEYf-^tX;QN|NHgvM3&F*Ef0xQFz74)=?||K zP%AonxZMjr$=)-8kp|IBb2ct55j*Fg;6G+Ru`qzcd2{(=P^OGZ%L8-I#qM2M-sZ5m z{H=_vd)=Oeiy-^ZZEtCE3?Af5lh};fvE056UM}~IO-aw^mC(>^eB*!iR0(WsG5|9R z*Z&!xH)u`7e{ZVa*oAvg6LH@z79M`5!Vzg(^QXlV{f0(IbA*wCDm`DoFXPoSosu~> zIwiE9ULgFw`P?5V^Q0#NY+N}22agZguFmQI5WlLX=8C3l6cxd-=kL8z6J0M6nw?^`qoa8!YZKwGB0292D<^{U+MU2D4TxipPAA~ zl5ZzDNsRQ;TNHF1*N_%t|1kzG1%{b3Q6WO2jT(#OZUXLZa`FvU;LM|9_YGbmWoz~0 zC)%JVq%NH#Ij}KQ)7Q2glqFeO#Vce@8<>6H!6y|&3k2QZ5`^@fYUIF~jJ6rzWX@rQ zKxIS9Dv=GRP!mA67yd5NqQ)3VT>O3gx!?s(s2{3>KvdpPmWq{Ng!|e!6j0|!!A%jU zEf)TR5)~lfXGCQu1epyrv+wXqwuv!YQ6%VjpMoERFFRJw5qqHO5d!LViZVRmT!pq4 zf;{i|crj-%ZSd1!qL`CB1QlmOvv3UthfWCOmPfwrFfsU6Y-*y>jdUT(aun z0ec22K1WGpw%Sg~y~R+B2=9~QHToPyQ@V<#k$cM9wz3DEBE~KQ33{$LUFl6ul*3qZ zK%IRqVu_GLSdV~rq4dn(Y%roc8xXDzM*zV2kmk|r;5H$1CbR?oCCtj~N%A0ZQY%S` z>RPdCf5R!wQ#3vTyQ)6L1M#r!8x>rn+HGRxK>08~XQtP`KLgXija(ivfP&(qVZ8O6 zyO6pUfg?&rQ2I>KYp`%UcSGeQWnfv0xnVq$R%&X^6O?Abp=V8WqA#jRO^zkw(e+*8 zswvjMk%C6)y#0+-WOwS^P0x?rwTBit_!C@2)WAP4Vb~Jt6FF2OQQZ{^;s#X;+klV<5l7#Lbg zuV%|!kjP<1!nZXmX0elB7x@LPB;-5TP#Z{6*bkKwzZ*(T{D4eh=WnxBFiL9f5?*Rc zbC*I6%O~+;@ZN8_#$>t$vga>>{>1WG8XKX(ct8*hcj#V6I>DY2#|cyW?-)S+HgafX z(GVJZUtfQG%j~YdC0ZRk$XpL^%1qJexu0ipw!QxH)e`r^K zT~63(Bcjq~uBs8}Gq5L!>7$feZ zp2pJj*P}oNA%jcwFDWO#w_HaGhjb)^&quqcJMdS=TwC2;c(g#FVQU}S^q3nNz=qLbp2RRmi_ zO_<$owfd8Y4%`8%w9N3S^1xJ=B6x-y`RAWf)CjegK+kby2P(WuwXAqkeRD>M<#)VE zOwf&`vzKM=CR$8P$E7=f&D^2|vT`c^A=wtQl*+}C;^XvDhE!n2Op9J$1TGSBJZ3ap z7fLws&c!h3pY@uKENMIDO298ToiR5_+hERim&-2&Z+~?1=7(+MWo=vZ+0gW@be&S1 zq+gP2l9B8twKVPJF+A_cC0=}ZNuyo)q8t|M)l6Dsk3^)lq!pxq=*g~_Aj=eI7Lbq? z^KALjXK+Qa9i7*Wb4A5Jjao7$Ma6)qLJsLlB4n-U#P5-@vc9hhxMGMU^Cr`~rT-tXoOOk33u6(4Y*^jS2neZ zaMl{ZhIA7rB`aZ+-x*5Lo`unCJ-dU|lhlr4lrUIA>49l_u+u6iY^u;OtTEV}FlI*q zis&MXFLnzMRPvd^0XkL^ILUBqhe0KE@5YPp;AB9PWS-E`jA~S*tho5{v0c*LaiC79 zIXO={D+7M_c%CSA-?ZZnFgg9bqKgKe8tzXJ0FTzR-=h0Ap{oWYE%S5D3kl zKxs3^Zf&h#*fF!jmSOd4ps1D0#ii8eeC`82eu(`~yxKs+p*auXkxoWZjwhFd@t)6f zM@Jx_6eO{e%2Z!>^J~y6A6X84@&j4?ZI_kADxB|c*MT*~y6l5Wg=}jNa9MrxsoKs| z>84{-5i{Br41vd8UWeaB>C(}wj?u`Lqyulo$+k7n-l+ZU-r*jgc0Y6%i(r8mJnZZa zmEoH6;NBiAxupkqLHyE*75ZOaEU>f{3%2P8IaUA+CmreouYw&|mz1+M^s1>p1(liJuE@5VKoTmC=BI zb#+JYjpS$Q3LbANn8q)M#l*xI`rt4|e|8(meNAR$pPYg5ZC&|n;Z2-9t@ze0s4xzd z`K4G7kI-(efG*%M=w)TV4sg+iKxF1sLEmd5@XvXc-gBk}_02-QCqdHR13cqLj@@gq zX^8`EddJ={hdo^4Gs~wgeZ?K^3a@%;_`b6aBBE!hnI&{-;|09R3+ zy|8|8!p?=FbxOO?#I9e)9Pdk z+ynJI2cRM76rw@}M-M}xb%2#RePz{tnV$UW@kRPqkWlJ<&pg~hkUT;8Kc@dCsFJI`gOR zYT}!394@Biqgjb&pb7X>oYj^+-#<&dj74`M0!Nx0%OCjtnD)J}o-GXVL2n#h-jke6 z^Fx0%U{|^2{~F!!@V1=3kj`8tm?LzC>k%6Kimg$%0$o4R^n4ZF!|Y5NFBqn zjgOw2x@x#x0klOw(ug(9yHicIc#e6TMt{(WtD#J!$fKYsU5V%N)>cv_zuwaXO0)^Ry4JgdmQkr-!Q9^x;j>je4cdbm&2JA zIq<+ILbzH#N~l%DCQaVWnYgM-uhZ4Glz>wG>J9jnAUe!=!7*p!0roj2TC}w6Glrvq zNnm@Rle)V7v=+fKMTt9f+?cdZv$)6nL~sHleHs=QBv)k?HuEl)zVN4#zvC5tsjvXZ zRDgm8BqYU#2ae+q;Wf#FW5+2$0(qO#^>(e0M)@vXIDtdT|)YO&qY; zX3%hF=Qe6bWnUm-9O3EzbH{EC1bNc|Dz*>={EF=d$nhJ)7brK+vE2V$wQnY+0OewA za=^y^2aa&cfNXbSO8uP@17+P&46ISWK>N=aniZK6l$E(jj{rLh0)7D(Kd+1U`Ejlb zyciw$&xY_nf@{turd2e57$C34_Y?nz1Bvjh?)v{tt-raTQjn-XMqgA&Vh&EW|6cf` z#LV`ei8d$u|1LTIv*ZBIB!Xi9=Qn}h{7BNK3I^;au>Z%81mpa6hEA|x;{x(YbB6Vo zHUBmtw7~PQ%FHP-)n5UyO0xT-GaG+%|1~q#LLu{cHyw|-863&xK;GX<4KYpK7^c)OU!UwIDh&!f21YfXVf8Ox`hCstT?J z;n7$g^;F^jJ2v5BBr@R1-3M47(sbye=oG}*h?07K{yvnT`fZBaQBVbwgr{Fjfu-8D zBryK;u$Jqw*D)cIldIUspMwou?#dXays5tBrALOyHAb&*TmgzclI{xw%K@6G0s)PV zb+oWug*#9Px`f(_*e0t(X$ph&Q|~G=iJG?5MdF9(U!1k%_yW?xs1-nPN?P|!6$;w4 zfuMZzbWZ62h*M0j`g!m1DY;x_bg}_P=fkXFDw?f%NolIrdeecD53SOvQIUROVnrGuR$$Y-BVOsxeCEETa(>cQ1Kpp9?; zcA^aaqp0KWXCS!t2pcHO3Obk169iTK;KgrY>J_Fjqx%-_bURPRSZ^$`q~XAHLo{Su@LzlwSV zn3lA%5am-|sg$URb^hsmcY4SrdUp}ycC#_!@5C)yx8z<`pXo4Ezr{gG1Z zLZtH3jxRd>W5Q`$W?Ai^EaUv4nPfJLT<7X+oCkiOYa;6ReE6;^ABR|@;v@Y?6xN>@ zA$|>a7AbIv3F!`8xY;%&voOWA#&sf^d1`^nQ;TwLI=*S0^&)za{C~%Xp~>N!tS!pC z*>QjAdl^}5xB{JY2F?R)dNo4G#xVwlOEv?0or zxRvn11#iS_O}!ry9OsrL3u$8j{8+bJ{-1QH?@#W#rXc^r#`b??nhhFKF>CDq$!fnw zOd&Sq^a6n;gkk;RA=UOhvTo>@B;z6lett||6NksUaOl#Aw>MH+5Nz>s0sA!2!d9_0U z-jrPw#&@!uQ9Skqe^o;vgK`Up3t=VNkjjL52=a15rtQ#XMXyc3khz*|q+7Jkms}!Y zT<5A1C-H>pV6M6?G2Z)z>YZ4G`vKu-R9m2l%Xh)upD^lwJ<8OOcI4PjBB|JGWV}tNS!)2U|?ixXFa_!W9J8HEVV*#XC*M)P* z;@1gioah@XF^{Fh-_XpcqqSRke6Y)B)X>U%uV%Lr3Zh;5cT@?%)1(X4{H6*bTUgp~ z%JjEkiEGg1Ia8DV1{)^C4BOV2vFa_8Bgo_bCB5V<3rHZ{UbNZ_$Z+oe2QMXN*NRKP z%pF)COksMMbk2XsoKjHP)dU#v_}gi7A*cvAg%3hqmoU-cR-~0dIRMaT@#@8ft_fLxJmZ2 z#`kCvj;-L_?_9RUS#q5O3#dAC8LypotR3+O*rj(W&bIs~|4F(MvN6)#vD%Y~ppvbN zVHv7)vtGCMF}X-5z{jE(vT&tL=P{Ab9{`gXCqYXlRNp6GPqTWtX(w~w!HQL%V8|!> z>Oxe;XKC|t6@&#Xg$Sq>dxnVVd@#G$VFH6b6+mz+lM&;Fys%c@Lc5J44qBO2d*C4K zUNkkt#mh@M!r2YIdt6Er5peF$Y{amo(*ngK=4VYQq7$Mb%uVTe_X!F}`ZaX4m8#fX zD&kU`s%U*8T2N?eJxj1ULY2?mc5I%U`*{3jkL%FXA0I?ZdjpV5A8<0ouHQFBcp$#S zR$s0sq7R6VZ48B7lg4AY8MjRM-J@@=z3ui31`NTuWV<@!Sp5-~-*$Ym8HqF9Uc@TK ziE-i&7e7G)or{PT6#HaiGDDjXA3O)9;1!{!4>b$o+TdS?$sFA*zJI@E_nu4h$9588 z$U-fBj7GuC8Hxbr$BXKb89BjS`=oGDy&1kz-2R!+!(znSjUgUaF;}kAI@&O4Tyln( zV=4ojZ=Wq=o<)?yqO%I=H8U?ocAah2a_bU*%|0(GTPl}IcZ*X}wx@USg z-Dr7s%-P(mT(gdF9(w(!Gr^inYo5$$D!}OKH-N%Ut2ltJup+aK>+wsyI1;sMbXHGJ zIIv-FBSYYmNSD0l5H?z*mZM$&0>z^=vzzLO_W(<{nsjHfrcatHueBavG>c-Y^)u2` zrp;1~%*$vta@u8*3|fAZd7dePu2b)TlkSaa6>rjZaL9tOt80kIjvJ}dI!+1zrnuIU z1YbyUtOTgAEL=ZXhTg51Z7`vD=5l~tL*QqGtAkARTxx54rgW~VWYAxyO8n5+e0@(j zIiI{aVzj87wO#!sH_9No$LMD0smG>o`s!J(DxFTDu&&`z%Z>6rdcGsUW7uRl)AFRC zUe>qyG80rh#~>5)la)i)7HY2yUXTlQ0@2@kl1!^IPOn+#@T8h+$gSum7VY?7QBP+c z7skMgWxHtD>3yLQ(a_B7dS9%VV{GOt)8c|!P^}gWsLnU#?9y>{%_=iQ7*Vk2LvYga zs+aY>!ZZQ1?Ru)~1JSQNndZNWqVGTL|HSV$E%ISwLn3M^ro&oh|H=+KeS~;PDaN6t<^XgnSn&Ss940Dj4c0Kn0?o2oQ$mhyZo-xI2qag zU!BIu2;6x?C2h))!`_4VCcs~FLXd-TaIRX`A8g36f6(f}pLh??6GeVqfy}vi&1XkUG%S3X5Vq}F#v#9VG$JIW zq;1!~S~$bM9n&58tPm0y{w+GO{A*Y8$IT5>0K&FdiB3-&WH!*G_=rh~d&Dr*kkg!p z$*@=iu;3qiBLRqf2rMYatf}?!(zL#%D;5#Mlhc>n4<7C68r0_pSJGER3r}yDd*`h5 zMyYpr*&2j63*pj9Zfn%)@5XW!%hZip$ipMwy&?x(&e+=Qzs5HDxXr_4D7gx=R@T9@ zstYi+3E4d;&tHe7^?MS5PZk$>bcAC>eWu#odU$s&W`JNRLu0FBvi6-ntZ?{s5y*pl z=wozGJDde-IZA75L;7SU1X38b=Ee1Cpf!xonf%A;W7@3;2f`9SRucovA_KUJm@;&s zKRKc|QDw;=3)tN~aOT0dFDeozVkwFScaK!NPFY=CH z0xInzfskN|QWaKkwNYS8p@>Z-DCQ$Xa6#Ehd*9zI9uRV^`5Q#W_pt)8>5Pqh^s=$j zX`zk!^FxJ;EcG(k$gPqDo_SVI%;3YRn~VwI08nNzb-S;S;41-GyZdxQHpa7OLl@ru z1ZT`@{3OLckJM0k?cSEM8BFgd-X+}ae0jYx5Byd5B*B1hU9V>zV3Jaf#~_vWK@nZG zgF&3d!GGA5wl)OVJN#ezS)c#KXE#f)kyameJlthB-#pGV_*70B{pK4tFtfLDI4V&} z2ZXIRodz8+&N@hVtZ{~uk*NiQ#0-h;v{a6A_Np^!|1m6wC*(y5s|A($L$%)tK49J@ zMy?;@ex-GXa5)}(U#_Eqo9c~MC&W>!5GMBHPYyg-ZS0GU`i^xO8zQt)uOe$C%@3Mq zCWKBRRo!ZjU?V(LT_jCI0H10u1h!bUx51y@Qtm8;%3hjXx!ns}r|-Y@Ta%a-#jY$zoOMR#k@IT-<)47 zT2qF=>FP@sjLNucW(&*IgtTmYz7}Knmc$C>#j4&!xpz2PIp4G+-l*0AwDOe7L5EhH zW1dL8(44LCoJ9xNLI=lFrf&J8)O5DW>%T2yy9ceNlY5lFr&aZe)Co*U6Kb75-)jgnzjW_dhI3S1RSNK&CY0aW-T zS7WLZ#%4CLa;-%ocF)@|Da)vJ<4V=EJ1+cl@nk}(Tw>gJS{nOAaeC#8M=)eIh-QCK z38V%m?fO%B9=1J9ho$vUo+7LY2s_@}#aia2l)UWGqB#azjXMCqR`{2b-CnKN z9&8H9W8JyNvAANY8o=HW&txWa8NMG$QYWsN;n|(;Y$+pL0>6;dq%@i-NSlq<$h_dvZV@h8|`zdIHgV1W<)(mAD*JtU7= zMBPEU{S8X>vXE6Voyr>(cmXwnXS*?4e z3UmFW0s%6Ihuv6Bo&d{A@psvrfDxB%d|isoMqUnG6Z#+%ji8Xq1sdVSl4edL?(L7G z=!qkZZ_VZ`^6Ey@NMrL+{+nAbQ*CS&_2zZGv0C;|jR4ct zm5m<;-(rx{9>TJxP|2V5f0p9-uwP-P3n+UusP9WZ7;{GCkfo@U%t^;O6my9#65y%6}fqz*(DnM^56vHbU)HQP%8{^JJ; z&dtuzEbV~X3x%93g}U-ezIAN$3C`1_@$>&*lKzW#)ZKAqAdt$QFK4$|x<2li)npwO z{&$IVFD^p!xHqmh98d(3DiD}&j0XX%%csUAW94E0A4T>5Fi|}0{~zG_55oDDW&e+f z`o=N^b~xnCLZP^}NI=vSRB8YV@BeYB9MqDFIp9I)ny&dr9J!wS9!eHr(Tx4brQB?R z^l&m^qkZ&cqg%m-oOGg_zfn5>)OP$=S$90L z!AH4!ECiF8T7)4r2xn4@?9ch|963A&R)pN|H5n`;L%=}s=ettCVYk%qMWV+KbDvn5 z#JE%sfR=T@P0$oRQYc~$7{3rL^iFU>NI(CHvmb_`BW5g@q{7ywLx3Gmj0Yu@gZ-eX zkW`dPU6)T#UNp06f%?DmUlFC%&)Ik%W3*F&10gx*GwoZVijfo08!CC1-tbSV#3*5qWsF zbC5MnT^w!@I!xyw?~@8Sq5*uAig;z4M9{Lua_|CeN( z01Gv!<3r5yVQ@&4)V|~bXB@7&d;uSNRl}mg$~{xlKl%+~9uuPI8r0T13Jkj_e0N-` zlO1vrVmA?!m7A z#)*lFl3Gz&pVIO!^)3zYE~6#d!j5dx0H)I)q3G^hG0YeRnjOldOXA!V&Y1-2)%6C) zXmnrQerc?)mWVg%%rB3D0ZT=V+H_9VX)VzM6mViD2TjCzJ^4c8{LR9>6;fqUHrqw+ z`Fv~mc+smVK};!`82vYR_ep#QDY=N}P3-J$n=C9P>1xI*nd2C***+Uj{4PAwIOzuj z9y_zGN3*BcM^F8sJngmdD{*xhIjIS@liwJ+!rrnkmi^*S_V zH@8ovm=x_9Z=Cyzc|)QXZ*;X;Za&alSHwaAND#nB5*Q`BYx2`+Z1xK!^Tv$>YLLmv zHi@?V(D@}DBe1xr7?OX7+gc(&%&E*KQO^z#^q*wCmVGDfY`s29*}ur!#;YzxuxH1a-$iuT9L%5dH%wB&v^<$r1zCQyvx zo8)&FghTht`{dN zY6eGTwns8uJ9SkpDUr~C*D;{A$!s-&0Mo@yJ%8KjE@h})tiDFOsPZ36@S9V!^n z?%8VtC7lBOyjY%3bJK_wBA1|9Q=WRm`@+R)>k^{|Wf_j08_LZF3LFi)Ular1J4q5Hj$@zU4a6&4&ntMY!Uean+U9u8G^zwa}mX$IQ>u!pzKe|e&;Oo zv*C$N`JLrp39Q$9Q;b_ODnlBPn$pk@!4rZfxhf>|Q2fJZ`G-x)yY}0ueVJGh%hy1P z0$hIjfFn&`Nfo(8Q;gCw3#AlcD>X;ww_|krp=fx6r=~@8G$%MGIxh6x*k`onn1XM# z5BTsTgk95OifSDmAf=ianB)pKyxZ7461);%0uw@U5QtZ zB4wwK`#iU{zaIBgp|a(NNlB^~0g}_AJuHBF0H+i8#H^w$3|S;Aa{qua5cktsN#yuk z*0LmYR@W-To_+&AH4$HaMT$bBVzgj73NSvLH3}BWCmKNzn%3ap2ZenVHU* zmc-?oVAJKqv}2Y}O77$6^mxBTV@BFZEf^{ak!p)lLixnet#9ZSB^4i5#zZ+2kC7O4 zj8Ol<)=-in(N6~dI{Mc-^QV#Xb_6vO^dQT#$kh(oSCx66DQ z7io2;bo(DFyj9@<#`4m;e%q)Yi%(evcd8rUXAIMN&DjEpK7xwOmlZOz5E1iyt#kc? zAh#|c_VU;YEnzTSQGd-GKnq5Oy;FDJGNju^LDWuS`G==*SwYcbrUE>hqvF~Qd;B}~GVVF=AO;BKtzR;l z3Ys`iz!Lux$fT>U-^6%PAksUePKYK|1*3z+*BuHnAKCVY$}8b5f21Jq@P9x zgk3wQZ)Y03Z$&L5Tpbqbi6#7JE3sYF3;8|Lh|yfPnHe~Rklc~dPB@qr*qGb^|El3N zHfU|$^8l#oMwPiUt6Y2`tB2z^;!jBLe=q;VY?#21LtIK=QVA}F8iY02eR|*b;NZb` zQw@3b3jjl_!cOkjq+m;~JuQY8osfX6a^BT?^7CB+C=%G)`A%NM?D`RK_wMdaEM$cp z!dxKk)zOmicX;9oq*tk~W&dRw2=g147r@Mxn~LV{uF4dkS!NC^rq|2zFRz}^ZToB%o@j1}mu<4x!+tF(@qxg{H-urxf40^M}Msz6rnBEP^d7Kw2H-7g z%m9;r5-0B>KzBLQtoEh`g&@+Ow3n^0v;ktggmEmuMHwBTz88HYFv~eup6p^QYSD*$ zY;ZV~j8za_|VMn5zqiwf!{~r+)qL?|Nm;WZ- zk0Mu=kg%WJ@4i81$Q4b3T2kw67J$iQ4lEih4n0^bvPG@d7xHhz=q^`iCAX-i-_Qj^ zLmtMir*lygIxa!EMG!m;TVNcqvZX|4(vL2>QJfr;4dZa78E!d^T@-Ua3buILgt{)| zyFL&OxfLd*Wo)xLqsorow%!!Y8FE=NVZJ%Ef(4v$hUq_Qmm;=9%Gdb!gvaEcOMJ zj6oE^`i~XW^F=rfdmlBq;50xZ;p)?K^~hD4Tl0AXtEL&x9zM^W)B%;ON)4n*=x(neBnH6f-jlr4Xm?Sh z*f)(^U^~)PNfD&M=5F|np<6=HlR-R5<~oc$;BEgzI-GWs>ihZ^21z+E{m!h?E7JCazitX5VyqM z5^o$DKKX{8(aAU3d*Q}2M6?lRTqI!T;&;y7}Sjn{~#0EJqrN_$%<2Kcq9dO+_&eT?^-XUh#7aHp-j);l8E! z%ZaHKZOCyCvYZpRb=-6`%ax9q;_%!U?!{&@c$bc)|5a?O?n_n#A2z|bNy^J4!)+~s zY?TNe#a-Hb$N2p75T5T3MQ0rQMjkSNB(PV2m`4)pTsYw-$NBua=ZhclY;DMmSmZ z+bqj0WIKYb5h8Q|o`F4y+>$K7&@hRsP571}3Oa@s4$`Xr0-aKm9?e>K9{l7gGAb?CrFd2*d!C@%?vHwaZ*eV>abJc2 z$C?}ie|-OR$-Br9q)@qmowNw!squ|Xyuw&mlglIbH}s|Jy=$_a#5l%zl&A|4INBk- zGaljjA&3Lj`hJ0qWRke1 zB^07edEVg%lairTl{~0WiH$$!A`on)K9B+6aDFK|U|F@*5*Ew#mAZ)&2zJk(Y zNT{$m|5K)*onZ`WE)=^$@Pdne|58;=ohoOR%<99kk4nIJA)6@U$0jqxqv%qgSjUA}$A0ulrq8wP=!lXz zm^vwimFj9P=e1@G9N2uK3BLo4{u`VDUQ{>!VwdoHW$kl6;tn{ zt~uy+VF*M{A71uerL=qAckuXtBOlvUSEUl6rU}#J6*&Obr_?FtP9}g+vE&9k0QR&& z##!T1GPk+)0o|fiW`Hhu(O5O3#E23v&e<%eirSxGznan1@vktj-qJbkp6;#fuo<@U z&IYD*I>&Z^0;u64M)rs*-x~8`4}>809G(XX5u(Ww{*MOy*2I3#KmhEV|0geCQdiFD zJ9YHGT9r`Bh<JR81T3Nxt*ATh*ZU|#BS%Ak4~Ed!Z%CR`0___fSo{)6a-s%F+}Wt%aUlz- zeQ>~#bY5ivri7LPGru6tWX!Ae0_nE13TN zoCmcaWm_ibHd{~VTzWS#0J~doYvDpdI#whG5GqMswOpM1Fek~}1q-fAHqdmh@lGq) z9VH2)x+`785XTX1(U?A~d%_4Gq-sNx9tJ42q*7vbBfDf;#jzKaw_7Cf)IH02)-Fhk zr8^5wSey%0e#Y@aI7+l(SKu+|PepJF@_PIB_w-81E&2GJzY|pR5I+cE_7h!E>K{Vx zI7_|cOO))U*eoMPvouE!0Wk@I@840BMB)e=T1m_q%=#PMkBdE5?kTd2J^2frC{h5% zFS8^JW*zWAjH&uTS|WySz5Z*(7$LzbhOWSu_#EawzH&ymcm`OEpF_H*WH2lw;5aw0 z3{;-q>iil-2GW^dyNFZAm;GaQF1amd{9CBKXT`8IL-`Pb{bO3!)%}SrwH#D(D*^h4 z!@BtTxAj~hs)Q+H(}1Es zUfLZ8-WA(^O3#9S@#EI(c;^}4(I-X8c^^F}oJ>rOhPTS~cun zbK6TFp>_tJ<6h3j4{I6uryYaO=lZj&+?ENYNOpR}bB27KdB_hJuJ^#D>p3>9sCS3= zA-dB5eLB9)W{=Ks&0|b1=_vq#SZ?ds=~ohdlf;y@E&N{K4B|UZ`+{7-XZLpD(tLMM~vMlK)zrLhK>BAbI6_2$* z_zRA;eWLM4;0(e$lyzIIsvnc#I>zr-ym;HMXBHpE{#=3a9_Ad}-|2u_oMeR>CIGR@beg1;@_3My_Wa_zMiavbpP1(Bhl`kK1+(t4G}qqpOA z(PF=<6}R7mp4AhGa!OXA(Rz(s6f*gFP;Kj?xZqW*ANd5&tf`BQc3kB?zkiH5q`n#} zgkqW58_HR716>80>Fq6^p3_z#xArSrpvocQ zG3~rPBg~84d!G;Yji;wIR7+u5jCG=q!d!yHz4sT;I(~H2Oill9S_n9!OWoUcknXSr4mlGps2?*|ANf};4`QPh$6L_hAzsghHp*{t?6M5ojW>C%aif8S4)$DPfr7OUubOaVxU23A}P>%#S38`B!{_ zFdv8fVw7`5jX`}z^PIXFy8#^m7jZhV8rA}}+)T7)E;@wYUh~f3fwf*^^Dvek=26JN z3%s-O6I&vZyS0Jxb{z=#i>pV2NsH^%Lj`?F_7?vmN00fkgN+?a@k3UkHr{r4l6271 zCUZ2$O_eVcqn%aJq|SY2LCi-VxW&-Oi%~n1+iPVPyx;3`CS$uUegOIQGBDCL<$(ql zPX4z$Ec@gZV`}O8I-Ti#xZOFz)7o%T#01|&OnZI+xGaa%)33gt@koIyZA*0YcD8GO zhER0`^qr?~o^LUorR~nuf7YS|X)I`(?!>lNM}<_O_lDRna=QxDQr*RE?+s?`*c4o< zf}2d}VcAx}EismT=Zgn(BMfagLDU}?e77~I`eO&CYM>SK7?Qv(9aJyPY@Hw(6Imfs zP)Raqb{*qBD^i+1DD5f&b!;+NH@YENW-b`hlZ%OY;JkD_)*JtvW} zg&I>uIc^&1*xL?{l}?LYGg%A_<9?BqT78g{vOaSrdeHx!tK9lKJIpP@8G^2+XD*X2 zPd0aFlUR=2q~!w3R^bYV>JR$tgz#u=U*45e*g48GV?&*D1xi_#5}d(C{EWRuA;sGH z-N=KY5=d~QkGN^B2@b$#!C-8pXr9#mO>I}h6Pl8AqU{O1=VGh5lcXn^vnxx3wxiG3 zNq#E7s^X8w)Hy-yqBRp5No0NF^{#-A1>e};p}~SCA@=(2k*O%-(`|G=U%`;A)u8)JT4)s_{m%MG7-<(4o7cuo{l+@17G*AB37i1dAjs_#7O^Vrg(EIS z+uc+70>sq!?|1iQXIQ-KKt_};))-&aPB8BIFLOL^21WL32W%eJhqy6Tzqm15-*4HM z&4k=p-PJqPs?p@1aYeP@!E(^^FVG2n!ixy_QkNYUlj0hSyS%hQPp!_@-Z^4gEGi=R z4aoKI^mRu3)r7Q}_0pZYAQy$KMhb|~_g$tP@Va+`B-D~`Ea!j1nyd)*> zWs?FOkjk)HTR9tG?_3*Tj-3kBTNfX)Ozd9;e~`cQv=RWMv~oR=(RsShyi>!Y4Ot{zU-s-uk7Ma|wn%4X0p>F-ClkuhgF z4bMevJ2P!R6sK2ytJTaxKM?T5IHY31z z?DBfd=jswV5yA9+q|O3u>G2X5!{R+pYmTdN6dgq%&53&bCc;ZHJ1Q(`-tEvF=q#|~3thC!$146*&V*(P zFBb7g{-tm*uT0TeoU5mhJ(;m6)i5jPr#3IC7k(1CkD;GVckI8n8{Qj*{os`cL-M^4 zhlG>dkMSTu3Rfq_zWB{{9^y)10n`{+9mwSx-e7X!=VpGQe!!2r^cGjupuNG>uO^}? zH8w6jdWbk0;d7BgnfOIZGIF~&|2-#bwH)uNhDW;JWX5v3vo_qm|I@1VaERxK?MgFB znAiqgFs0padR~0UYM8#jZu)X*=l614bpYPaHnr;I^f@Mpryw=2f2KC~E@55472hN3e1odYft7m@$V?}w=1XVFiF`fIi(p(s zs-?~YV-5eNj{$6=Nv(5}2@A@u(6y1b*Yb(Z=VY&wm;8L~T!Ym+=OfPI>eq?_7Mp*c z1BOwmcqr_7%y)2ANjD5qi1pd23c*LZmeq-%R-SZUi8~*ejy6N$Bhl-$?LN^3_wxl@ zNv@wiyux--iP(4`W>{?31N7n@&SSKDZX`en>?#8%>}_sU#+;<3uXP7*RVdVHSsZ9* z!0*{|)A7lqfS3u2IrEOH&HQWv6>>5Ua;U^0Ray*;-4UMf{zNmQ*%ZVhVAK0ApuE0^ zd>_oA=oBvF{+G~1aYTP@AVua z@)}7=xO>gCY6ZH14K3LmgTDg#R4IK;5CGnwU}A>3gUe|w0mVCn=dh;#dfX}E&00NS z2%><4=?`cD1%mMj_^GYY?ZZk)L+o)jhdZ0ep534s;l7Jay5P0eARKWGBTC)i>RE$S ztDK)HL1R0_%&EDodV3QKnNTyL)a+}9#G7KV;#0@psKbvLiSvLLxD|YuY;-)ZOaSxR z_d@?~UXxkdT#K-Wcu~<6<2mt7rHjY;zLd`PC{-vn4#-&l)i&lfJN@cP%&}(+50M}j zh4RHvM`pL*e`5TqcX*T+>@SyV3A*du8aefBle9f>-ucLDw5S9XVPKAkU{0B45mI5(W zBDra=zDX!vyucqh_!z&c?*UR>L-AX_fJ(G691~dhG)9wqF5N|v4q_s}P^tJy1A3aRn&3O&R$hPtL*HnRrbtR#*& z0<$GpOs{Zbni0M|u4Yd`|_%8=GRZ;XbaRvZ#AuZh)pLjlmJ=Wv_xR zkY=K!)Wboe#IvalSvP|%#AN6%Y*(gBcqNM=kE5}!T0iaY8^rYZ9F;uZs}+uA`Mvl_ z&M1pC4XvRcj|D^Z?q=#f3QlwP1aRCxeuFT9s(Ow^;qp4_LTYI;U{!j%=2OG6P8J~V z-Mci|dN9#yc+Q&1)&p`Np*D&S0^sjQH7jcsu!&~9{<%l_TuIFZDyTAWq;%e(V=3ZI zb5_vOl1GWq2#8|`P1&b8KTdhhin}OqCe_aqj!9SO9KzNNn2k$AVWXE+ZcXm0fMUbU*V{42sOww30^Yg7tyZx_$3&t&Q8QA z2z>w@sRFillYoNs`+_2Lj0FkoGP{vdyHYs8WSu1ZqiXKyh_OI4f2|lpmF^05`1yG0 z$b3Wqx<wy`a6Cy>SVXpqsaS59V1{vckFn}6E>?DjOsFd){OLfEVJ#(i+ z+&$y9;wN>zE{AFh!SDsVg6x;CM5J4s(|7UNzW38eLYMY6!0y}_#OxTfim$X(iwabc zdCZwV92>G;z47cE402dL7w&W)>s7+*Y(NeM)r^bYACj5g?sJ9uwwjYu6LTUvb&wZ@ zRY^D>P{8zbR7o^=xj_hB#DnXzw}Zs5Itl+S)pY2K(&s8=_ji&EaQk$sJl0%MHoT0g z$gct4HMmRJ(@}wrnKFMo-vwjU;VG6ewj;dABV;=T1M0mK=qu`|w8E~J?xTgb#Q`mr z1S_RDJ1M}5v)-N?7-;s6mRV7Q)sV>GevWcQ2hSXn6aUzcqAQvg0LC71D9gs{;_3HRF9hPdl3JOSWU(=DLb{kcm`DUqt8kZ>%cLk+faswju5o=v0#*p@r3 zOyvUbZ)D=!{3c>vKU|#RB8Prk!Jn>{pVm0##4r=T98JR#7F3Ezi8EH- zqifUaFQjlO3J0AY`tT`j3l;hkR?8&ZxBdjYUtWd*(bA>+$R^2-kfaWO(weXi#^6Q% zx~gm%UA8=CDF7D~nLF^;RH(l9C{m<1DAJpLbIxxtXErCc-+Daci!)-0)37|a6yXqg^6NxzJDbOTMiqXh$*iBvvy!=cV6FJivAzd@ z$s+goVagv^bZSnsUJ9TDnoEK9z`_~xWvQS%x<(&%pecgQZM5R zmPhuQ;Rc==i-w_^ooaeYM31>?eQzs(lUlCnHAlro{iFR-$8h+6ze)#LTo3sq(W=h; zaT3f&T7|*6j7DT`vpEA|+XRF#4B<`UP<*G_E1|2WI=LrIpX=cZG+KKKr+r%F-`tpL zLJ3FxQ)I9FNwwv!90ircs_$b>bZ5B4xCtrhryEft(h#3L_?EVo~C+XZ)23kxBWfzP9(t)c{W8Ab66iU5=+Cf0;e{IQCVJ!6~P%6nh{kavU zd|~VJHU`LC6*zT2VV3HI=(3IaktCyt-8>h z?0G>H3?C}4y_syT*}@#No!4r7pS7aLpm*KjH5@HN=*R#t>ZpiC`O!20TzCx*GInBh z)LyfETcAQwfh{)hMpZ${M9x225GRB@XFXnKylKFqa`W+BlW|yNe^LcCfjaKAq*~4- z8jN_=@*1-@m(iokd~j=LTc^KXrRfk1A4qk%yFiuAKt#tEg1^*=x(G85cU-rki#q={ z(JWtY<9>J3s&}t&uD~NFtN_gZBEHPYk&BEpR8L;0`g;%s1>7?rB{A|?@53m$7WWHC zVe(J33o=yNFye4WQwRWub_&ksOrIwN+C2C2ZL0fTR0J@3eNZeH+DhX58$3~rNqMB{ zK%&Rv=q!ad;s|S2(w@)%x3op3&zBFlVl2S^7;)-hAf*;STPa6BoxSYX2xAKlMqCB0 z{M>IxU8(4(dz1^H?MNINIQGnrnC~QFnghL60kA;bO#mn#oWfaxUPBPUa9@6(n&qk3 zFXYkf_bu`rf>u`qRL%iAiPJfcbc4hNr~68{(m+kQceux?GI#BVoL`(XD_XcH|FI-3 zHsFXydRSa-!puiT(~k@0o>c~Ps8_k!-|q)J{_F9F1S2Q|%|G)Dl$rj;(^iupjsXeh zi{SpNRI>??sh|9ATy?L9Oj_1^htU}L2%02KGH*g;j};-|O^_%hUj#}w5C zl@$k2PGk@8E%bv8gR`TL;~U)iGJhY{7p;JGYPcL&JH#>JvTvh>k6fZ2dgW0sQ`wNs z>Ts#b8;qs7q-CM(ZoFXC#)`dz@kwFS&-0Q6K;!`Y+@7UQ2vDcmV*lXtst=|q*yTz( zLJEw>Gw;u-xI;C1t(tKzNBcR@uh4fXJM~L;GN+~-Z3h2BL{~WOtXrT_qk`a*mOOJ1 z_W07H9oIhjvP?d^5RAEFwYXk3ffpnHLc)&PYwyHJzJDjOi6UTu3(A z9#Y05&CPs4z1ilFeQ5zs?+ay+!Ks0Y8&B>BDCutsh!!zP(n)!~SnK~tMMvqg1JLb% zzo6g_NJdk@-Ap{p=7MtEpK##3-^-ByQMrKg@O~3A#osm9qEI1dOLd~^gfu1d9s^_ai&)n7 z<~y2gMZ$D^Y2;vkzhWy@BmAopuIEcqp!;?m+^AdY9GLRzPn^ohmubFuDxpI`NLT@m zL+GGdIzIiw3?{DEoBuiW8IkZB2Vlr(^ywYstz~GQlFUjp*4~X{mgjS*l;h?a@T00~cC=_?b~LB*^=4+(|7&EFdr(~a{>+%s z#@Lmh@b^F}o&#;!(;r`z1manN{IC&jYG`dmLBVyOnm`$~?pjTG5keeH3BdM7pMJaK zcdFR{0{9Oa_Y+eIuo29}l;vt!)(t(~6LDBb-O(i`dB@eVRYju^H^M(GRV7XZ43Rn2 za8I27Ldn+TRZQQ*vFK2ipF8!zmfFAoZL`=p+QmkZ;cg0*+UQqgwC?;Q-ZD(xn)Z-g z(~30FrT77*`Lm?OB`TG$xqu2!k=n}(tzXI7{v$} zZgvm1lf~zZ@>S~l%A2sfO#3L_;A`6gR3*89A?-raVe$oQZI0j^GIo`SHG<6QGo?ek zLU%t3Um6ML>XgSQO!+lmYJu=}hX#c<;yc-uqK3t299dcBdt(#D48YigLCjXczMj`AGMH!5HDdcmJ=k&DV2c z$GHS<==@cZ(0XHV(}? z2n8n{o`~}@-2@4x29Nqwyzt98)j9uYs%+u?WwZ-qp5@e64Pd|ONd_NpSTBapA=6Pv zJ5zVh_nN~5{(UogPSMTQ*qN0{`HGWeC6W+Hw2>V8pN|_pyNa8Ru5QqqHpo)iC)?AW zPc!SkyfWG&$;6wb<1Xl#B^7Gfoxh+C_=0@aULq5#KFV0w2K6!p$ux z25R|K@~0jQZIL7z7OtZiswz+-?`a>q+2YRcnO$)2mjqL^b-vHLtSfOodf}(cMZGsYI3F zXldJpMu&N*62aAqz=sVAlcR!+ft<^byDk6m{=fXySQ z#u9!(o8mY7u_p2-h6B61D;BiQ6?1U^xl4BvxKNSu@XrO~HtPdzs4yRD<+xRf(MCNbC8{<#bZ8F|u6A087}dWRks>%BpY> zNpYBCq8?#t#+jYYkcU&Ve=)FQvdc0+%L;jZhpf0oe@D-i(*cyQI%onZmLdMKVVD>j zq!l4S8PdsOQ!u4jd%%QKEV9fbR@i68$!c0uc!QMT0sP_AIT2`+2k0G2SlGZEu+S*a zXc$X^f?&tPEJ7OWu|bz~@Z`i}vGlERBrzCz@PB8ZE+qysQqQEH(F+03%(uc%AbFHZg9VVIk}1L|!qFDET`>?? zS3&Y<0nCnc(RGp)z8G@R?p{eKeI43N!4Ena=7web^ML3RMo9FcGN3v^&IvTSxCn5J zSYmk4FOo&{H=THeEQS%5L^hSQ?yY$hKjnOSws;>RtTe0)MUU424_`FBrA;(NehL(M z`juyrh_rep2QdZTdGYDeKt09&VL7>s2L^p`<1J_!iB1I+TgtsEQhk)2j5)<@nFw22 z%eeS~8emM7;;P=AB5K4+;Q&2pI=qL<_hW)73NyGEsBi7_c+oUa4zf(MnBtzyn1av; zThCZwWtCo!%~tShwhtH2nvOg>7@$_S4Q?ast4ouOEECP;^QZ{MoHZC9{hAomAwo?< z!B-Y`L*;E>#JHXeLMv^n_tOLagc@C(3WiKc8_*0oVvnE5ovbrIhk#?*TDD1&MVK>W{w|Ld*NF=n<^;$Av;H^R`<@O=j_hIxvy%%+rxd>-Jvy0 zu2Kxa*w@rA9f3-t=@XQ(B1^8y(s>ad{?pF#aYKOMpYc!Qxx55J*vtdw~QNd3K3?Zb4uDz zg&^|E{c^QZ%~OTEhes{UM8f^c@;bJLjA@YQ zY%?>SaZGm((>t-dFc2baoeaST8li{%lyse>*k_F3og443uCO(=^xZxzQ(K<)Mv=o}pHFp19H?qeHT~4IL~==#$R5NvG|^Kv ztMUfTt9Wh9n^Yj7nNGWY{vfLUl~;XUws0v+6woHA;bVtjUy0{GBR6SXyfRgN)rm6+ zTz#!>Tc?JXcmJ?Hvsv#PKkgzS~5ooa~)+NiC{0(ik<59|PKfPK|IgD?AP<;uL zqj+uv`f3N$p?I@t+d}ko$Ks6e&=(By!i9H{4;zhqKn_?z4sTc)^m^M&ySyDB+x$7= z&W78>nKedjVV+BWCTizIhu{*)%&!@MCC$c*kp_)s4|J~z% zwBX3G-{~{tQ9QVL0BIPRV(W;X#AlV-hp<#$QazBd4m%)(A#4?1doh>265Y#c8FOzI zxqV=^0!+MXHF-QEZvvnh>Z)8(X}1jJ2>?)xu(~d7A=WjwCnL099`{ZCe|C!jN$~T- zG-RhXCdWPCd6p06x4>0f9zJV-z2ElZ~y9H z@^-c=FO}=puzqc-|NaAS9g2)1k|6cq&>y5B<8sMa>rPPE>CNi?8QqWos8_>>wDQ~= z3Og>pm;>(2@ugXGXGxOSdD!sv`b@xcu8vX@u)&ktXuv_ww`h9*=n-iY4Y(QuhvpMn zegF6GefFQRhL@3qd;2Sb3RgkKjm*q7gL@{gqR=%V?9K#l;p{T6E+V^@$MOJG!3V1v z6~URRrj)`$55zqVH=x~z);S`;jXpc$WdGRe=%Qcs#o}$y$~@&od(X5Q(_mrc zy+}jnye)hvu`?6ZY3(Qc6wN4^?a}-1HJFPc<+h%>%}bN+@n-*3bKSy@#hpHeDXKe~ z?uIPF93_I)WLxT?gSF>+e~yYRC6(L#iS3D%nPLrX)0SNtOd#VF@)b19<|uu_oniPS z`jSDY*k18&xdJ2JUO9z6JH1(~*%!E9?KgSPzc#l@~$lf2uo}Ab+2mA2D*vTfTn#V8Mt+?8N3ACx65pZXZr8EaawpAwg1o*7; z{oHqtX^Q#0IDgHx)e{-*y3CJB#709wSQ7VgF!(+9sXUHD*nkB5+Zla3&F$Dv?Q(E_ zO2v>z$;oMkw{DqsnOpa%vcyY(d$nfugsF!3+ymHj0gO~!<5JZcs${9;=;ic1wW{d7 z{Q~mxW*AO?nZMtetu38hNfs5-bb{|iQ!;t&9teTB7#_3X*x`=e{Iei?`LMZf{cJl= zxbUkkkk9AAmer3dqvzxy;@9)<1tBvfy%Cp}%@a5;uQBN$?B4JcWD-GK9O0=}n5vxn z@Q?cnd?3czuNmXke19l2{SWWIp}KQ zqY5B4hx1`-8PxM}%FnSPbcbQ%W99z04)9SK-~-PX69}V2@%`t&0_Jfh*oHxI1_{Ud z|2+q`O3Kmw6N41|lJv>zqmsbJ2MXRI2m<|3hNXjM`{yNeI!bU{5Wx@v6dyatqymE) znv;(M4E#ng3yX@gy?FSo{KM(s>`DO<1bP2)K`i%&0QrA|vGe>BEEtmGKPzB9(9R7y zC3rB4fDH+f9fV1VNdv{p3nnWiD1<>hc5`}A4|v<78CLD``=_|^>EpEz9~UYZc2+JP zFiIr>90JPI)KGDaaKHnPHr$6N6dvq{O%xx;zy5#ViXMV2cr>{=-v<$B|K|gsH#VBy zzhOX$E6_9_j-0&U_(1|ScvRKER=>)g_gkJx$uyV$Mv!3;QiC)WDKUU8x)YB3|H30) zp;V|;dqoq!1bYT=whn*PLpYS~=YJi(q2o}gw3;iuB$E#pq#uDL@fifO4j@bZ&@)b*ZY8MdQj}gPqw|M( zTd>9tduv`zE2D3d0B>MX|GDe-uhF7g;LF=9j>5Cru_Ja7&Ob)BRwxUuI_qmi^A=HFaK)|WrWe~b`wzR;tqiUWv%`?7;H2X( zqFNh!Xs^^;+u4-Z3QTDn+4={TpMB#P12;Ba;;vD~43Jj7E}Aw5b8&47XplIsCKhMP zl2`;bcBGWpmXqhD1>Wp&c6_sJS}z$riY`D{oi+-+1uj({)H#LrJ&e4LfC*FmJS@A0#RK&Euc0ol(RNtyKpTK;@Ioo^<3R+X+z^(A#Xl) z=QI0e5w6k|k4KADNVn}W&Pq20I^x46C)7*!*kMW@U5<#4Dh#OvOE1GV)oyb?98_Sh z$?X%20GSRM9EJlQ=^1?PDJ|~h4I`^-1XZN&clxV`oXKGm?ODg{yq?&eg(Y?XQd^cR zc1ApB#T)A~3=&use!3Otr$~RAQRuRmeCK0Pw6w0kcRfaVitYS;HfOXH#cyGG1#Bsg z-#l$gg#OIYK28X>kv2C<6E`Y;oi7~Ds$o6g1(t;05ASF(is(wXk`cMwc`|4fnDj3U zTm6~|2`dYgC}wSHB*DYJWlhF`9DGXS*WzK5-N7WE*+%=5EC1>G4elCm$bYf~!!aBX zip@^V0Zk?MWb9Huh^BEAgNB@nLz|Q&+|ZeG-kdtGBdZs3)0I9^xylSwuG3hTlXu>3 z0oLj-k5tEDr0_dc8s8&r>xoS?bjxWKPq%!PTOk+-Yy;y<%_)zfV=f!dPv2fz_#lOf zvIm5MIQ^1 zSHNH_6=X1*j@rCXd~ zP%F`rryS$a^xSO5-dp$BfFk&BnLUyAO-tFpv9h$KHgM9_bit=tVl7#3YA3-!8Yq2Y z+QHw@F&kJCj6oH3T5XOVhsCU4*^+S2MVB`?O4GEM80j`A*vW?4hZ(ugk}`G1d*JDQ zT?{_@ErtXv5NbTFE70nW;DYjSclcyw1D+ zh+V$Yr4N#dZ%F_w0MS89i1`XWK#@P+=s8QU?S{!&Fuq@Vn&vKM*nCqOWDlAq5b1C1 z3Pi{b9lfD8vp1-1Tw}r<{({#?*)=W_UmMkn{Ts+`m!Pcka$>n!EBFF#6dn-W6 zSD^QM%W4u?!rlk5ROO4c=0-DO1+0rcPryiGyYFnnFx+Lw3Eja&#|vI?SI24x z<@)|?j@K_i^=w58`TTJEkzcx4ouhj|4J{9~S8-u`mi=~Q<#rE3ogF>USy00`*CfQ0 zqsP0uxu40@b)gk)!19GFov2Zv{q4z+#rLrVe|6WOhZAKM;kT?tf;n5vxB!GGgKyL;$jD)aqUiT;J|8$*%e(KSIGgC zV@(f}(}PIu6>{tep+w?eC@Z(uzq=EuX;MGo+CE5Ht+P(Hk_ zOO+nDhvt3j^!3{#?gdWiBP|3yX_ClRpiy9e-}UZG<064SIrxCRZsO$tYdR)~EWq0|zSv zXE5UB9-=v&q@16{-|$_VtB4(4arMiRitGyI((PBrg~yNN!1O6u2%gE4erBW7d_q z5ZyZt8hXh;@mC={e9UFB_D91mMBnHDZM9_ML}N1#He;eQ!Hr_AISs` zUEXubp=S;8Mq0Z+Ux~VkMG%)&cDCv5h>q;_;WJX}1&*tuAa-?cs>ubz1z{#j1`DiC zN_!X@FaM&aZV&e8zR}fFST|;qzJemrW_KRhm&za<17)I#^Gic$K8Pvfrfx7DYD1JkGylywr02qb-Xz0 z3BD``c(P{I3sW-ix&d?N@K< zVtk@7sb(PV!}Pm7Euzp2ee{Em;-@lIEtrN{)Tz}OElK%mYx>xoy4A87Jk8h}+7iN< zxt>0?0!}r`uNyzix{I-?+GV5|VeyMyj0evo7OMxUzbx#Y;qQumSH54a_=7a}PBBMv z9m-X)aGmP@kaw^k*cGX>b`xvwTIM!07}+IgM=l5~7=?7(KcgAKvvVOy&v+8HZ|WC0 zi_?Qm!6k2#_@mwsKr-tXbvOZEH!}UZq}GPG&8OyS0vbI_CY?7EDX+WtjT~xi$Ob>q6pS)Yy&vi3AKf7FWw?%)Sy#`nR8QnjN z_%6T%RJ4W1XP~+?iFxRCHS20g-P4OfgDzKa@GMj4O8H)6z_CF}zS}h^?yoLpas^yu*Mmdwb00Exylu zye?WaTUj4PGz+?PSi5X~>O{423FA|{*XX|FRKV!w^= z-S>1DmEdQjO%}Itju@Nk)`~jLyufXQbiqsf=|B%TP~B7pM#!uw9XDvx=nd`eH55}6 zU$?4mjB23kQ2W!``>wKeo%%m6l|%acD*qii>Y3mde>;escPwix{kjICViJwX`QOrZRE|*=?n{`7`en;bXp5c37 z;w%AO9I(p-!QCQAjxraA=+S%boy@?w5LLBEY3Y%?)VGX72nj+Rxu*o{Xf88=U*3R zDCt8t6x&I=P>Ap-?58fw=n(ZMS|9PC zKzY{Iuj_l{Vzm6`z!FvL&`fWM=KM0!75({l-#cPoD`qlfdWV*y!25kpwbS=YxeV9* z*)nQ>2XxV@@tqEM*i>m+SCB*q1%^_n%d9JLbiGIW7%lJ-&1{b@PKj0cRD9H3W(D{0 zEV-&+t#+jOUR%XTH#`_cP&Mo8C>{mz`&gK0a1&V2^mVVSG zmyXIl(9B}0eX3fC=WEzoW@q=ZI|ChgU$%lYs2?NyVsM1pC)r1FuemXTGLM|zrf5gl zEyIMYuoxK20P_E{K4rI~-G3hnW5PSXi5>R^Qnwcol|gnM5p^ke>Bjpy8VOOlp|dWB znhyn6O9?xsJW>@kXyw95(vT%rxJdTTkoPf0*cgUnXbCrtFEP4MThI`uA*f(m{< zR$DRX&E@*Wx)*^hlXF=Chd`JX(yAIPIpzam zDwMzxb;D$;72)Vd(5twdWkV+xTj`)L$5+3jeZ>sB^d;veU9u-B8oT%eJh7ZWD~MFKTgE)g3XV(TwM9iuRX5t>7C)%qmmO zNF5!J9y5#jEKs)O=nck~cxl;sVV2d_j^Nn83HQ#zk&_5FyaRKJx44t)YArCtDb_IHBm_X_bgP!tA&cCcUsbMgWk! zFpz;;>vW}==k=0YV(mI8FdsvYorW`qsvotVbUkW{`j;QxmoehP$G^|hkw2H0J;E5z z@j}2DZ^wRJaiiP&5hF$<2{UzmS|sI(6ZM7)wapZ1 z8A7PZ#t|<}kn9D*^p{6X$Ht9s2f~0K1h$L-@f!{9oP{XFKFd612sc9Zmv;McE9o%H zJWqVG683Pvu=@MLooXcoAA3DXv(HdN!Z1(E316r<^ob(BhSo!Z5vfMBu-VHIpC;@{ zM)tl3!0n4T4fDBAMV38v#$)gnV%{Ux^vdT@rgChRp^F(>ya^Yw+D<`>%Sr+D6^3PY zLL9N>u(ggFcdCi$uRN^M;<8pru=q7&sk~NWL=X!lAuBu)OuA3;lupS+^yE+nGQ=-! z#NSky<%7?k4dD4{{Flk+m60u^e&-NFiLCjzAg0*^n~TxSGzCdH)i#$fk>p4np>_Q? z<+sF@JE!Zrk29cGx8^}6XHN9|(SICE8+m}Oc5gE|-wmJau(xtHQFKjaCVCpC?(gGz zf4#hp0g>NINB>IvW!ovB$4lMP=Fug8XeZ6#ZIaW87;6)*b)r<9~N@a{BUl|G5RetzD74$U>d8=tU z>oY0V;3+I(SaRX)>2<5WkMhxr^GBC@!*k*O5I0*-4&Jpm86$`l$&qUUnLQs=9+Nzb zZB`5V4Gk~>o=(_|BMT_e{@TYpV|f+o5;Bm%o*LGp=dypL236W!qc^)<_5n;vDwpRE zr-t|Dd??RWTvp8+gNGUp3C?;n9UWhPo*xkC=gYF<)CTKK5VA$<3WtZR8^&_DUXD;z zY92W~I2op3rc6*}9e?jWcOc%?k2T;+>qN4MzG$A`+1+$C@M01);zK z@PHo6o{QR@QZ(xqGW}Nk)p)Ief9?1w!|(2Ml=_3E`Iq4NleRW|5quVvkNYENXAmcs zip`wfG#7taSJl643G&0i8i%4q#)rfcT~`MTUgg9C?iu3^ueAN#O>0ig`4^Fn6bG7; zWv%$nF!~7Kj_p+{rQlz`s>e5MJT%V}ABj7&6V<_xFC70d_~hP5fwHV*m@#?0-^L*t zSvTF?P3z!qpnREnLJ zRqOW|ZGdR`txWoeVv*6IrT#%oCuu+#92YBa#E%(f6;wfopw>);Bvc=nU;DKFdBG?C7xvQQux3nR z``l^EHmX9lr|~cXD3`I)h}}dI+3sY`?A~E$x!}op!~=-}Qcl`J13k*mVZQP!OrZ0X zX?RLJQCiBczaoCu->D5hLW(mLM*R}UeC_kp<92_8VByeA{KZYycGCz_ga>eFdEh=W zxfKb?X2}m1v!W4@A;u&B^-wn`k8ADl_9rQPHarbZ%+3cFxs&hL9)%_M2}YEh(iX;h zSM#oYM}6Atkv8QuGA!2o$*)1_ZsJ8cH6q{fHR*&8y$+5ZN~BLKKj;#wkGdtPtRy&#lIL6~9yoc}GZ z^MC@}Xz{>%2!LK#l!XJ(%~Jk5>^*@;(0`*;QDHtBF1ffsr)U5{A~4en&AX&3;hh0~ z>0G`_Um38b=Pf0^r{v&r;~pe|4xj|`lPg%cuVyv3P4NIk7DD}Jn-(V*%^oUSp3+;7 zRU{O=cJzd>O*al{&iqzapU`*?tn`YXuvXVa+YjnMTMKn8egwwSK8hJjn-wBG2sA)J zw`^wJ1Y<=LC_ozKtXW1y*ldfl`&lF3)=h@BRbs6HUCI`|f+ zec?k_{Bp$QkY%veaSdb z#yp#(F-}#m&qQX z+_A;55wqzjqiZ*DlE$>6x*~G)(x9%nu`y9A4+l){(h&3gs<(|fGt0kWc7^K+!iLty z73lfAhVY!=wy;Fe7&nGN*@w!bR>wCcLl+{FnZgN!7NE55=F4NNd&iE#oE-IK zFZT+%2y){PMy5eM^*lN8#BuV>afh@*z*rf}Szx;09SX79>B2pA;yVhW*hd&hcbOUY z$+7>@Uen9VO3BoK||(~EvG>Kf-U^`MTQ1J`5dj?-8{M7LE4>w!4F&V z#9!#zdwF-lyMA^-C$>QEt5d(lv@L-I9471cpcelVic@XDTnZ@;VnjMgHyyo2=kN%F zEHOU6@s1H9O_zYgmf{_x7OPT8)T72jBJO}i%YG)i7+C0P`Ax?9T?tDrx|FYWG`X<^Ld(NL)qo{+Z5!>M4FdY|C~3e6T_0sji-;)rYI*l{ z8D8OE^yBNAOFz_hm_{?B6sx^s~~vX5WcY(D#jH0>p% z+ob&P5yStf15HL;@}s5Xp<<19v>o$TdXw2yK255B4Q znxC*xXz=&;ECz0Hfe{?TjSkEj`&~vq@bQNuglVorDQsK;M0qK{!!0M{h1R~VxCp<= zH{QAl*ZB46;)PfjbtK(vgI2ws?0x<;pZ}9i5FZz?{!1sjD5O*{Y-~KN;5KYPA`FUb zRz|#$$SYhE+SI~-BR&kRs6q7GnCPGaJOC@8({Kz+GVt}WUN9hkyyPiAQ}7Q^sQc}g zm(e5W^kV=J-pCRm(w`!f*)}fm@~Wi8XODrUW$~KvB~RLaSW5@esz*FGc+1=YlRkkl zDv0x-ZfUE0%aEl;1yeRKC2ea`;R79v5-7-i^U^Ph_tU1Vq8TxTN|pJixoCLQ+|Y}A zUXO6&T~YPjL>*^0;EC4pTaBJJVrY6A89u$CnAj2UmK_kc``K$;Bu~iL42r?p0_snX zMV}vmr0G(GMJk@3b5LYgDvX^A)G(J&(P0v*2k3T~E5SS*$B~dl@Qzo3>C1%qR~`3h z@xE8N!4?#zEEWZ>A>1nD1dOL+S#Nb2U&i%hHts?Gh5_F}jv2l>_YPqfGHks?$_{>( zn~FhTAMxGO<~bW!*9s5jq^3#A$8&bLBbHOIJt?b1MLN5nD~?f7hVZ+LnYySuZWURS z+W_^<=TU6GTIEVb{F>&y@+spr#T*T#H8~on&dKXhok;ePO4?|Mp|2{TQ0d=tN0oet z$}9~hv1Jz|xLx}A7(Bk$R_Jgf;TXaj#U^qAN65`{w?u(XTWM|x@ zIFC|GUc1A4xNJBQ>F_+jy41xye+y@kEs}xE#7W^R{KJHn1b>vuA@84pFFxfnw&qum z&)5G6TiH||b}|6}uermb8;auWtvas<7LB=HRybec^*oM62c!fXx&YerVE)^0xdoU# zAOhze#TPSrYwvi9XySu-15${WPC&fM0;4$tQuc1URX6DFsR?6F)42Wg+Gn)7KMo z079U}8Ydk`tW$#;1G>F@d5>z-_-oEone>a=b*_?0iiCp9hZG%m?b9Lwhbo(xL+h>1 z6lcRO)O0~zqSVX#FXiEMTj4KAMU%sG6Crr)BUkhzI;z8nWz_rgTLluF&s8&)Km~=n zLW&T9e8b_{V6*YqPuVyGtKWJQcdT}nK_?G{xPxurB>O!z^bI7ilOrvm#t-H?;bcb7 z((C;6XZIQ^5eULt@TZvTCH7XUNL2c;^V%UI0aJJ7wFbF!2ChG+nJrkm>pNE+Eo$_~ z-pkD1;mnQ9J*^Wz!&BLKnNpHAfTt9imRgG7FKa@c+oSQpOzW?zH{8j)m}(z#B34@S zeH{6!nIAn^!nme;%nhaAuilw0>)5n(#J_CFl0`nP+op70^Zl_aLO$kNZ9Kbv_n^>k ze}I44i#9W^xsNd`(IuQSLdO}30!N!=&EO2lIJoFvIDQ_I@%s1;jxpl`E_~)N&~UHA zN}o_hCb9}-nzQbJ*;=BlA%WxAtc;Vj)B?=O^wza^a+eL@wy+^;+nQ}&>pCcKq_4Ko zx)*c1dVDQBhXBgCjMK{a@}Wy zhy7jYJ}doDJ2KNDft9QPObivoQ4QXf)6m*}`AVYd>f{qR@wQhv#1cs?fb4{Oi3I!D zAn^m$+`Yy#a=P!{{dm*$RP#9SXS7h^*_T%6(um~f&9^#!nn$)=wMS)va@2Rswoqdr zeow2=RVzCC!@by)`-n&-`m8dS*u@1kg0vz=ufH>e?Dr>$xkFYcAO+v}dl=#2<%G$- zY_9{l>csC?qTphN<*K2^u`7GNFu01Nq;}DAiXGRkagF61g8(a!$h*YSMY^ZYraOr* zpnImLU4MShqdD+YM3pQIk}bjN49-u@rIJ~hrRxpLr)}sb!2muFmh-+<$QBY{M?7`h zaQkzs;+Y7Y2_Hxrlt>Ktj9;FTiC9Uv_`rPC8+R-}8edV@`-XLHU2a}?e4gIR>+x!ml`MUFm1Q{AjKfq^A@%NKagKb1vj(^P>Y=Vx!L%Gke!dP#8FC2cfR@{)VJJ z2du+C^2h4N%DbIMx-is5E3)H1Q6bIxw)lOOa&GugLJoD%{ev(?=xt(#Twuydj2o5iN3 z;}gWP<$E-h6SkcmMc;US|HXUUB9iQc?ajtO$Ut~!l*j3lBP)=IT}s|@o8-=NyVsrN zJPLg0-*@`Vro4v8cxIj4o5~`VpX--ws^a#3kmK=4*`zI0#Z2%NHwHg;sH%#Lj!UFJ zl=jF_ZM6*?k6*e%uF;bMpB}5%&~az$#zf=Z=+;NaNeQ+^9j%NL!W!%2|3m<`KKt2#x?#N{}P)OqmZSEVJ%RATf)B?%U!2(j5g(rRRA2h(}mSqXVM0%o~j zj!UT=oZm-t zz-;J`dHz9$Zo^TmDbWxX)n-60j;a)mj8C#{H+=Ntq0(G^GfU~gnxukinPzkz#hBn& z`j~jVvje_!D1Y7TegD1mqA#!wdkr0_MW2~DbQ}4gxLZ4jJqr}if9IUyjQpVBT&%(k zWP7jB`y$gm;r0o*6=`XHS4ygD5nyVrA_sR9*O8X0<<+hB#A_q`n==^kID}q+-D_3Y{Ba*hD`KTi~`TKX=bA4{(5(&qm&i4odAF}#5MuZI) zKxJ0%@4~L;Cvna}y=*DT=$3{R5eQLWYF!K9? zg%+=lPtPhIxZW&-`hZ~ozPVzWQ0Bo}NrRkwkZGbYR8Pkj?TNnl=RP~|!W9%KQ)qM9 z4H`zY_bGLp;6=}SZm`nqJ*T%xuhs#>4LO8tDo3Z0nC!_MBasQ3?y=}`Gk>RU(pr0Q z_qL#mApK!)anph>(6OPE(Wq!|*puP7!KAKEEpmT%&O|b? z&n@e5ufAVu$4t?BQR`D9E0=FK$4D?y^}6VYy0}x|5T#CT8b&KU0eO)-l%W$%IK(#B zin98->undj(mI^1LN@ZSsA+f*QYL<*OTO-=E;LVYt+C}Fpb`&x?A{Xs)G2W6j#a{? zcC5xkeI+$2!ETt&-oSK5(YCrKLxHNTS*$(x&PDfTNhcE9jz2PcJ4ckccCHzFVVzMc z*aFT3^lyFhTYW0hGkV0DBRNr;7ah=fSkCuvxoGeG2|j)2`{Ot(7)%FFN-kx`I8#ic zr)A>apCJPL|4xx0=NX zpdaJewS-Xqbt@(|Iq9(0>uFM@^41&bXVfN8Qt&@OOg^4}*?1fuz^8F)00Cqy=!hDi z0-W(_fi5mqJUM)?>t@@JySl3XmHId#;K=sc{QBz`+HOym31`Mv-BRfo7xB7i`KeOUN^j-KJ3z7r$<-n)5}e3A zJV%=+t+(&O)l@5j&^AZEQrg3kV_4cBw>x(5)UlP8Oush9B(5Yq4?u%4Uzz(iyKHM zgc>(+Cucw1vK;h*`FiXrgk)Lcv;|{xl3p?Q-UvG6_U31&bFBS^42;!JE2T!gh-;FbR{~f7tz)$*qGPI!Xl_ zRgF7q4oR?N|KQ5pi9MqX%n^+|gK-{!@jR+?^bo1)w{u6u}F1)=jdy2mU|)>+!c>oj30WS61hq& z=ErG_+rz7uLRl_~=aUOWdv3F`)kB)LR)nLoob@S4%6(Iv{BnF+4y%UMD6}Li zteM~No_{;xrL!j;SP4mOfqYzmOq}U)bUV{I(%OzomF&L=%v#U2m{5NCRrz zO;~uS#keHipc=PV!c9(pb@0?c%10nK4359>rxG;$F61N2ao)5bh3h|w zD!TQA!*}g6F`?h5qo}=d$tvK?7?~7m)~|@?l6vb2k0+y|=Oq29J@paBcY=5>R|Gej znRNIMCeo%`zO2!EJk(9_-xY+8+b!R~9@Rhmqf}MWvtfnbw${kqk3AXYBR{}WhjxY_ zOk5ajP`4of4HWB)M+iD0hDH0RB7dOrOc(*;uo%f$gxpt~PISV5Z&{Wd<^Gd%e>k-N zryFNu;5vP#@duL{i?K=X%FqntlGeA`=}ZrUAS00}|lSPyaq6fSCJx zKN!SM+mg)x9g}$f#S}wxvGIVF#Q?uy(fJ|`n;v*dK7@HB=8v4+|3ztFB&7idNds8n zkR!7%{}JtFHS!hy_e?bwKm)#41dzdD#Joy~gQcB%df%@_!jE#c|N8_Vn2i}O7zvu4 zl@(;-h#3UU$M>IhACeCgBn3kWPBa39!9uaKf*_S)s6Q%oYVu%XugsP;EJj&6tk#Q1K*F?Mqk)vXVN>21-KfkZ9M5 zG4PQCAJDG6NX*Ko+V#w;yUY(nSJDrFKO*cuc*;txEJYe$Md`UmzT;xrFy9IX_4iV~HmPO8+B|AGm<#jhoSqnjy3&PD(Efv`@nw zP%AT!gwvmrN9Ui3-0hdjbkkcz!oz1jDm0|dv)+YbGI;IYGr>4LgL$s@;H$@s42>^b zI-&G$GcBC3>80jjaQthi8T#Z#PIk00w9(Ini{e>FWeHt4${eY(t^ktzcG3R$-JB=1 zO~rAdf+N|L_M(3Xg~&3=Zwgio$ZF+ZXDp06M!63U_dCn9Lu%rlrNhif`5REt^5 z=e|Hj?O3_Wo5@flJj%BcaLg5fI1Kyv^M-n^LnyU@t@*AaG&fVL4D0Ok%sSlMFNwdU z9*ESQL3c47VO2t{e}Q%Kq=*J?FGwi?_B{qa8IM}@#3VKZBPzvhZQ?x29jcCja0sqRXdG}IGELj>z#&TOFoYCH!9XFUklrHp${ zDW*Adw2f#GL3bdTUfRbIc=#c~H9ZTe!%UbRNjp<%Y2jtN*Gm>+5+r5E8mA71YoN_zcMb7Q-S8L4soA1d+`Gg8u>i(0=4O zHc;U|q@Us-Kn*gezYjnM&C1RL_KyX;LSs%vDt$60VIlJD4R}O`r@ip_FMWQHrD=dX zZ2wm_-K{+lKhKKNbMwh381Wm?k+isQcQx;%X)XS3B#dzy)P;P!^**QcNT=SaJ zX<5U~%KMr6o4O|cdlNmxU%-bL@RIoHvFAAesO}^JXA!4Ft>e)}i>w4_K7o*u&Yr)z zJ;-I-#Q$=&v#q)-00B(TiFJ8BCEqeS;Tm)HR~~bCQ=ZrEj0zp zvQTVuF=NbGT7YJsl2FUf`3M!ejqvD9N-DNoW1MWGBet!k!Ha88-|T;Grf*%MHbdJZ zd4-*ZF%rzVuywdX0N)pdT(`J!CE}AAaBf^IrZ50?dgeK2>#U*|iCkqObcu!w(*T)` zybg30D_7CqHUmy9*r3%!>cM^aONmq9MxQq-lckeq@jY%*sau`ri9L&~TKVY0t4ugo zHw$D>w5Q-+GV(a^JjBmYgob%Ck7o;$4<|6&HV)a%&5ygyFM8DOv58!8z&H%y={p3K z5hAr{#GnxO1EVw5s}pyYy>M=@#l8iD#BF8Vu42i{@)o$N)0=_0=O_<}1nF@TAFe+g zb!B^_jyB?Azu@`|{Z3HCDBk?^b>1skzz&(e_O|Y>Q9(T0FASpd3PoFRivcGZD;Xb! z5v+JI$}v|Hj%ixpZMFo^ax{_eA+xdNn3io_`qpLweT`K!9fFZE9kLNu4o|$DZbyVn z0hcSDwF8V|trBQgB#bv2>ojctB$s?~?StU0pNP_@iuiO#z&ftvgPObl;NA_9Xh!6P zJ6Gk_mPs{v#}2Lv7r>69gUrhg|FHDY)hu2$70k%wN5%4(&7bHbsZcmBcNw3j zqav7P3u_L~ybY{z8uLkw;G9TbgGK|FHj0^`iUQMIpO5G8wv3?H+*~7AtD+se*6tGn zfn2t6`gQhWM|I^>2xRed^;T{LPe*vx_ z!5WhOM&K>J`W)c6sZfHIxl+%ta2X+}YD4Ku0Vio*qqZ$LNA-Sckb=I@m)mi!u=%rb zl>g@BaMNiiQVWQ*_M9p^c7j>sAGs^(y<|NDOxYkHIo{;?;M?~?R1y1q`gfv3vV;5H z(Er_av4eKL5e9=Gw+ZMzIt|%5z&rVXO<2(D&Ij-m)JBO8zAFXT!=SY8MbsJneZ+;x zbNw*E{b#F%b`3xQD@YJ}BYiX~UKxJ|ex#g_VEkzR1tDa&6-aVzbGf1iG|c>I&y zLXkkG#w0;dtRIaYAKC4n?O?$%G$r`YEZ`IglJg&o88ja+4;W?>unLWAt-JtI{tL~C z%r5@lCy3|>Kemp%AMKpfy8t1`B#`+oAQO#xz2ciO4xB#oBz>`i1_*f%Kmly2^>?)h zkI|-48oH+U)sFCaO5XH5Z}{98nA}D2W*tyNp~EC-sx1qybzs{o#A!rHpH#j1ZLt4G zAK}fEqNq!QjhwDZ-|l~?`l_fnw{BS=I0OhDXbA4sxVt+fxVyV+BMI&S8h3Y>;Dq4r zPO#waemi^r=iKu@!5ZD;d+714IoGPHS@rg+2>n=p*L?Nju-h(zS7VkxGh_>YG?huu z!lAXheDT$NHgoW|)+t>Y&F|{8wGLq1nK(UHi~*>DAKF0RI6aG4X%&Fokz#)uLC0(u zEz8M>C+1SaW5>WH)f0f{XKJIy=l)UyZ>nBHgmR9*z^Ml>8T>PkOP}%H=w%!~;l?ah z5z0>}`$pexYhiC!AX4q|p>Lia69FYlNT-l~J|_s)<|NuJDXBG4cAvV89E|j0U+dN!ywH0rGNqEMFzrxlOrm9B86_Pebj0}9K`OMJ` zz5R);Lqv}0Hshf9+Z6p+Cm$rbW~5sr<}2tUz`fniCqMf@+I$nMY$}Jw)I&N&AVkDC z^j%2muMe$h+$vEI#+cWk?RG(VgxT0tGc-@ZYh(o^JwSlN7LG9QNW6<{11bZmP3(9C zPAuA|%=8@5iS?pX<@yNG)TENIucq=rXe72xn4x%=9~m+ZR$6k%Dv&Hu6*B2~71}|1 z+$luLaMrsVuK~0Pbp;GY5tx%&w4&-eUZTbpR{o)v6j7sA+DfEoJk}dheyW1)I|Vbt zQ*yQ4Vs9zc7z?>Y6(=qcX2b0t;LQ5g;8X8{$fk0A<+z2f+gQKKoX;1i`+@6OP_7~X zh9};;oYQd=IBlzBo9!2#U3OT*Z-F@j8Z%jKVY zg6mv_XBrV$`Eo#(>7Yr`Q>LNS`&M)uS%jWT6Xayae!u>>!K#7NH2`aDCxI#)t1mp# z;`3Usyw>M(YL?>iViTdp{qVrvyJzfZgKBXjTo2!PVBuD(zag87f()Gx3>fq?Xn^B7 zqgw~6X)V{OgHe!)Pf%`^jD~1C9CI)e$yvlGLoO$ItIg3fU(Jg>!{0QwcdV^BtRyZX z${lI34YmaKqS3l21r{Ee-d{ELg{Eg(5;=Ljx&)~hz)Kh-)cM%>#b*o03s()P0~vbJ zjMV4oV_HZjf@od9>KwzL4Jv_X18gpxC zE(yLhg`lCOvXKog;>(D6{vRCyHOBGzbn>rkgt@iEcl!RZe&}=(w}u(YR#c8*!`=Y`Uq2%EV6LopL}4#e)7m$4$tH z7_^g}oIYAh^hx6+M1!oBxurztpU zXL0Q9S#@=!k{+3NgJl=b@FDtfnWvsj6g1OQ<4D!VK|d(cC5tmJ2P##M4yTH_u_{$? zH^0G}>K`afWn(3yF7Pym;1{Y#7;Uu?3p$5|=a$)_A`wzW8==Zu*p0=P5lRiPB$zUg zx>%MSG%L0O<*C;jTt_S`s8KsqxNCh-O)9~SP>p$oy_gHP*BzS46&+Hx#GBEYaDRAd zDr;WyJ&C+5jJr^0p zZFE72YI()_Yi zmQe7-8Kp~d0?%=@Q}_J$>e~^r6m=rdvd+e~@g8GOMn{!Rn0s7b!kvyW-&za@Tr=?? z5bg~4t9GM)xuw;|N!K8Mb|J&1cKrNEdNy0=1wB_Z$m8D*1DR%_0#kd_U^H(X5V}Ky zj$$jqa*2rGw_s`p-;XET^&kD@`h)vO9AvqG4Xi0+@lM23>Q!>4iISL5O{DUIz*_VvZ;K@o+lV8*#&m^Q5*&sL+$LQ|d^*ZU%* zr?OWI3Zd@P8OuIYW7{rn_V3lR+U=V$PzT0zTFCsdv@9#)e_%I|Y1R(J!(;#%o=2jSIjM6q=Em0;{DBCN|FiP4J6qjNEo z(yCR@>dfOGJ*d0edsP5UNceiHd!JV&XE(;nK-R_P3mXBg2uO!VLpVX;lzah`t99Yi|4*)w%i)gJtTtA{PU-d z2f?2KyIEI7F%OdfJ|+yc03+{8rtsyHFCDi|0?$K9*!ac`y|J_IIgM$|%_{8)k?@So zv%2YM!W1|soO|1cK?3e~nhStP_MA+4fWkFLwV?Y?_z;UAT^5Mb(~$ODFDPr;o-WnR zV^29i!+mR~;4psXDdO!nvr^3z;?Q|(J}n>{MxDDic*!4YtEKepxbdZ?!%#Xac51cdZzaaUZI6J7lY``3vqtfEoyb;@Ci;Q< z(xD;40k(xhkS*KceZ%dhI%uD>3d&Josw~LvG~d>N3!CbA%)O%eR@4LB}jm?9rvZbn|snp$&=g|;>1_7bI`7Sp9Tq=it5kY z%T2;QPXa821VSz~^ztui6b|KZs+a7pg1oRCwAi#Dk%r!P3462%Hm!)VV{&z*ovloH>`+zh?iZ+D1C58zGQ@dIrd2Syd9=C zw=!drdRcPQJYU%qwt+P8!9Q{DcH1)m{QH!Ul)gqkP;RRK<`0`->Ip$aygqPCd|A@x z#nOcE@#cRQOyxgjTfe0^)IMH; z-=H6_3S|GONdFE<&_HuHb6*mk!M~^IxOe%zuuzM)KXyw1p?KqS&030$;~Aieh@ZrETpVC3x5G?>j^R0G!HcpinF)h`iHpd z`s%S)fR5?0gd%IVe^%;Nw_*0Ldgn}%v2gM=d6S$vyRD`I{I9qz#X2aq{gMrT6sLW!@MleIN4y)Of)bHg4# z`)%L~HW@3GSIfE-BRGWzh*x7(B~ z67)Q*RBPax8l7=k`{>Wfnvk`d`XgMX#O3l#c#O;wAw$RMF#G!b;z{U@)HJ?Ie)GES zje4sQU!ZOiCe6LGf_rc+9Qu!td>RG0*@eyV_vwyN8GS123qFh1y)~dj!&`NYVfyap zK(x1&w@Ie%rDtYkBbG5*KIV~cYj<*K#X>Kdr-Co=b4ZYp&A-<<7*6j0ph%oNe^I0W zNRq3H6A>-UUniZv7C1>nfG`v=svhKpc+SEg0I_p&{9l-;@XL_>_CHR#_wUqyDWE9t zuL2z`Q=+8dzY&5pvWD*zg6N#IMh*QL0cDz1U8A`j13k z_ctE}-}Nh-NbI8rP>`~UN&&GeCeQrW`cfz)8PgT5Iid#{+VFoBV9$WiXO?aGZF$X| zsw*>l-ka%IIMFZ3E{#iW)EcSNaVa>NlrhE~5u+Lax?}6SE;_ZGt)`W@UGu(&qLQ1U z9P03!Su#z$kgwjLz{g<78qLPnS*40fm;_`(yFZR6TEC~UJ*Ge_rP^rk1pORzd?L&` z)-uE2Lj{GDaGb++Q8k0U&$bHwu~%X0Mf`?YZzTVrLX}|r%Vph`vV@=dEf49luO_hb zEq3n%JKPswow%4Jj5>!g;@~v-)zZ%%Ey#;8VOzS`cN*vH(pA&0v^vjWuQi(Px)l=2 zsrYParBFciP;-pRcl6O|#JQ--*fS&6=Jt_bb+rarDjtS#c){DlMq&T<3{!soFvtozrE_W% z^z`Wvj=S^)4%wBCmSWrNhy9AX%*?HlP;zlOy2}tPSY;CDFI&RZEd2NS{WnAS?`r|W z#r98?faU@_5do;0V>toeQ6P&80xBvPE*7wyD1ZjW9RPL{1&~7XgTbNzBBi%0-u?=p z_8RIkf%)j$1EO!#UIlJC#)K#OEe3z|! za_DHkb>P%57dZ;u5BLDQSLxqQsle~V0OES?$@7H`;U2L>`b?`dp#&%_KSFz{A2Z;! z%mHa>cU0?p;zFnDiOg>%UKAswsX+{l%9!6%0`aLNJyFx8c)97{VqSW-p4zy)FeQiO%rYgp75fAFXnfC+j5{3He-!Ej$;E^QDJV7N2T zhlXFK8UMGE>Vg39C=lMw=r=VMxI2mn_ZfRcI8K zhn3j<%>jBkTQ=}!KV;`Y*eVh6zX->Zb)6#&oO>1pWLBh%rhtZ0k(a2`y~ro=?D#T z>_O`V9!ezi!H&PcZC%`chRg5~iXw~r+lKw_?8ot|JIJmli z54@8pgzd*0yyqyf#egP(4fuT&_gE42PMkUbnP>9%%vJi7(c`s?cMoVo@9S8Yqf2~! z5M1YCR?CgaildO5-HBDa~ zr4x~dYRLsnx870W$to5MjEfz*O{mM91|g$-YC26>XN=*_JoEPGocXFus)X^8@i;2i zt8qm0N35u@=##9#>nktl+e6YGqoAJM(2+Iu*CRy{NqBta_3%D2>RP6NaV$mz7Z3HI z33kk3RffuL(Y#npH6XUa^g2ym(AT7opiN;|J?#FkNBtg2>h)xw8Cdx0TM{dxACd$I zcuEqgm4=j~lX^(G0UBA-l}w)Nf%Ol)qXhy|Ds*vc z_M~(*r@&Uy0-KRIULre1RJCyDDxG}GBTM3dD657*n_|0cotYU1E?9z_z|@)V<}Qhi zxU@J1#DyQjmO3SBZfB>dfCWq(w=nGP1b2F#$Qh!0W%N@d3g>}GRsu}25}Lq4l)C)M z{I~aYey-w8x5y!&XO0YA78g&v_<Evk!O#J1+ic(1z>(?nv(Rw;*UOSag`+rmn zSmu>A!zwc`Vbhbv7p#Z#!#~sQ&6_oJ32^pLN%r6xwiO?M#9}2itPv|jKj14SsT6%1 z)ws}<6Q?I`#Y^oaSo0XBUvcN9D_)C`R3)BP@Uk2-5FWL7lo)K_j->10&I`&UqSZVn za9}>UJUHlmpcD8ypo!SC9nM8rlL}1_Zq%D`yR(U6Qt#;tJw=9wd384O+^a|$N z=$&-7vg88GCda7@rRTk!-WyO@rQn3{0(D1mkxq_eqLUYs=TGu9Dw#89zd`8=*+cla z0qxi~mIA9iqV=%MZZQw<9|PM)&6|h2Kbctz_Er9t4xE1pc5Vp4PT>i_M?jfcSMGw4 z`TSzY_~6_RMA*auSNif;Qy`y9q}QtGyj#qU8yDK@Q>}A#y)zKI@t|u5D)eV z)1*$sY6LN>letnP*~43CLY`@Ce^xsK1)IqTt5E#b=P%5|bYdWNi5yUVmjBcm`s1_i z%j;`Sr(f(aL8d~};bsK`x7{Sf3P00U9eqZ~qaW5HN@*Z?B=r;uWNFIUKUFQ~3aVOQ z4=LV;p1P=z@*W^2opy8OM|RzfU*~xKD#(s}plI*OVoKU~CqF6(gzAc5N69v$pnBNl z!siuE-&BNC4Z9?-pf8|(6MQaw_0^OUwb*-DAqOFpzrNN2?;lfBnTHYVIzA($2anUz zT0$1#FFE=ntI1~VO$p!EOP*_3{zfv>CKonVZCA-9b0tql zoU+W$=N11$NDoENsDnihQaKv+=970NO1`s^1b{r}aKFWZMgr}YU5QkGKrq0-AjyJ-f{C3oidD4`I}tM?PZrH*nA zIVzV#w_UXBHI1Zh9|N8aVb|(t%v#YXPNUf?IDg9kWJBRXiGn|X1It`nzjw&Wj7v_K zASg0E*UkI7T7v(LvjQhg?2AcQM}JP-PNioDF@4kr>;xq}l;Ny}SuwgK-CUjOW?D&V zm0W|fQwmJlkJ{nBH6DE>E~8v703n6}Ef`@0t%MAkKLK-%48Is&2#_!=C@6#DaF5f)l=_Eo~2 z7lF_DqUYFHlsoJv&c1l1Ti^3C7k_+rU6h2XkrS+o8@CnKdb@MA_+zoZ;N2*pD`q6a z{I7)aJ)wZSta_YN=Hw5}xHU;b$7M!7m!l|Gc%a*AkYe(>-kZi~aWa&E6Bji@5(@dF zp8IH{_#gG~$EiU{A3eL~cd>09n1&@&Ipq8;0cYU|n$L$%YR{n(iB59jPx)^NlQ&;~ z(g4Rk>UF{0$bUokmwMc#EInFEeatU_UNRX;tLo#V@fmd=Nk#Se^|2v(lZ^T2RRRf4 zFbIUJ0k~^po(^{YGau|6QbXA|k)1kn7Mb_sQzdiJ7v|vc$Q!?MhE3}>TQRJs6h0**KXy&<^eGe6@2hUifWtOx%hpG-^; zvtJ5fN7Q@aGuO*k0t|J^jsEgLQT!~3Vz6{ zQsfQ!Tv-$O_PY-@!PZ_wV(FUm0%`|{@_{AO{^awjYP5m1su3KVp&!kFTbu}rYfd7{ zJ#obn7o%hsM=#MHBlY;^uKU@Ee@F@!60J2z9X+b59I~FA-2NQWXhle`t6aOg==x!g z2)9cdzBa!>!>5x@{8OF5ft>`@%}L3CI5^baSho1TrMoD-N9NxTWe)(1KKRIXN?bpTazgR9LBw-dkPNmZ*M316RXfcNtrN~+Sa&bm&62t{R zb2YvvuK~sG%-%mUMg2o?!G*vj6ttJ=l6B^tYjMmb&KsL06*xXQRUaahix(~GO^3&i z@BE=}fnn6&1j>JQO7HZGq%ob8e^Bnb2EJ#bAO_I~at#aV=I8piJi$|D#@u=-f2o19 zp0X}Mba;d6)~n*)97bOhbk1g(xKDs{bFO>FTSKCzb&f3!<8CZVR*)2m?K2#k=xkI+NZxy7dGk=o+93Xz z*$EVvWx!YGcJY9|JkMNFiG9fsNP!(yIWeB?XNRI<^uhWL%5yVck4UZhDcb&}?<&&5 zPH)OYfF&_AKpNE=EJGA!1LBZ(;<=TE#oiRo$E7ztFdc>7VR5A~i4Vp>bb^VF0Xl3_ z$^hvt^U=Z>w}^QJapB;!pjC=neu-w}wMF&t<2qks-1^?l(iWi|Q*fSPM0Qj1Tw=8gM3d${uv+ zrrP;l2v=uYr$o<**~H5BH4_vNfXK^^*i*Ejxr!o+#gz0A+mp51qO*n!Nu3F;m z85F;w0@H4q?0O81@(4l|u<_g+tjB%fd#6-9U3%_N_xs@WvIl3p5=7c3`ko~BNx#Lg zz$#we|JNST7mH-6U#YN#UyrW2tCAmHCygBq>4pYjSk46xx_kZHvo#1k7dqctj(gIL z?5u#1j+%anR47a-i8t`0D(e-6#x)geQ)K=Tm^TJGs#dNMo9uuWAg&oZ#+mw@PsmJb zIO{0#2R!q0=ynso6hVZ?IZ__Yp<_B7W3vUfx>Rb1H(P~XfiYY98F!`Vn-Za4BOI}@$7*>%_kx-^YPlI`pUFg-gpbhpb~gO0d1yp2U# z=u}^p8%`Gn{$LjHZjPN4ne5q% z-e9Tl>n$c_8gwhH#JG?@M^7I-GQT2pt#;dGNGBskWKps3IeXFyZG=5kW()hiY~w*s zaQOT!MmYb9gdmJRko6yx5a=Cb<{8XV0l+7PC@TN=;Q03($;$G-%fIJHR^Wfmk*t69 zL=?@X6##f#h<&lj6EQW|>pd(Qc()h81Y-FfN)fRmb(z0YB4w7eDO3(~-lc-x<#nB8 z(8VMuls#L_ETWbFT}C}~d^l(ZzVgREqJ8#PZv5>`Aa<+=6D2Y9`KV>owi2F~FVlt> zTIe=W9#*N(x=Ad?y^kX+%5!ww9f8&+-h?RsPN4i_BF>Oz;t~RoL?^!R+#(Bv1OyGE z0Z(#eTZ~v!lZG*I(Y1EEX1WfuXXd2&>4?a+(?m5oy)zl4U??$ZjC4iiWOPCSl(Eay z%#qoh&rMWiU2i20&mLonSYFm-4$^JH6>M7t{Gr5tF-T}U`#}V`A#BvM2_!Vng}J<7!}2 zj=4Gh;TXjP$^*}FKtf}9uyEc|)!jJB!0@0K910O`v9H&s=sQKf==WGJ0vbuoIrJb3jLJT zQ*htJS1kiS@Yq#qC<)DJEgv66Psno-m=f0?Ti<`#O7?bgp|ZMc1x^+r;`r@C&-BGO6}Hv&M1d z`0JrqS+eHxybb90v|^S1vAYdhv{9a%rlNjOU?J6)qwu|<^&na2jX_sz$IN6Z0;|7C&nIpZ7TevTdDm4*KAq2 z0KuwN(yL5|W~w#(qojME9L?8LlhrbC@A46qvgUQ()0w*AzAqyC@Gc&FT2_>Omjgqe zt%B<#M^u|(TAQ2Ay7LVPI21Ky-3!fAfQA%a7JVdeg(UXTFU{(ph^TQAsv|5Y#8z|e6N zgztcC5LHkG7Dcn?G+-JRd_zw}1-5FT#ApsU0Eok(J<|{xaqE%0y{&+L@Z4jdL3mxTxo%+G*D2;$)6{=Z<@ ziKbjEIR{4P75y`U@iCoHp(UDh4QBJVR#LPfip^ePbLMBiGF^YSVjuHfXA#l1@2;yi z&xf0JbLDlzlYb9dpnUz#$!ewRyMeVk^ohf#?7TWji|>`*owWavD^jP=UF|mK1A9Jh z&&>3IcICUEEO(8g@*TkYca?%O1XNPJfiaiJ>n*S7qu3bjDSO9`?7>7QLDSW1O&b6F`dt5b@j#4}nYpJF`~0!u zad)PFYe9;}APIfhyBO_51G-A?9j~b}MuSTUs8fGV!OvgZjSF}CT4fNA-oQrs3ZR`!1 zAW9n_Q3Hz5Z6Dfon;mtVd^RX`W2zmP?XF8(g77<4$`0*KD@Vu55cQ7a20k4dzREya zdu_8!Nj$?CLO;uQ?o$fdWH(jL*6TBDM@Z#Wn2VfI#?&s@=%R+`QLY8k!U^XbM=03e znj5~O{G39=7@f5Bu1u95rQnBbeL^^^ywfru~sw`S#ZGIz8JkF63!7WvEjlZj+pWAq|?Gra2^40wA@; zp1j+tGmA6py(o)gSyP9|iIgP?{0)$;k<2oj?HH)Q;ldRR@X#*bSS!VN~pev)t`31>k z6bEzMd1bGkUFpztf~7LDwJu#OOit6KmsjEIweY|goSKn&SBa+_LSLO+!1T|*7FvMv zOW^+1O*&MQ4itWL9ZKDwC?F*C3+yFI*wPyfC_p5NnJd){jn5WC#&IG+ zxgS;VUFJr?S**JvX8aZ&XMcyTuy#SVHAMcpgTq@Km}e)Wi1VUqpp2@Y&8U4NL0Z@B#PCw; zUug0u*}{7UsKnwz908fYeUjN{Z`tGFK9S*_M#4DrYu@tlrw&S7OJsH}yUg`cVnl$7 znGZQi);^LU&18fOxGhYBi!n~3)UYyL(?=Asjq^v&qnxT0M}xyHC#g_9pic&pG_rcEvJ_RiuOQ~3(VZOZQQF>~mR z`;y*mA1F;rsn{j{DOj>`C*Kk|6;9FWMG= z4KGZblsj?%*HZ@rb#bMCF6c1q|8Smv55?^Nke(25mHjX4Ne8hI|A+KEfhQV72J6WY zp@P?l2?@cnYY;)~(FdZ_cgS#f5^MgCD4Z)3V51By2vY{+_#dPeLZm~eGRO&=1JVmg ziD)5IJcKKwY*r>EDntg$nnRujp!h%lCS)LjaO$yGK#01Y{t|%zlTQihCcsmA7565D z`?x_z5%J{p?VWqZsHuM9B}T)HCt&5`ZfU&C0s;&Cgf<6uA#oKQ%5a3Ifx0e2+rLQ0{|9zFTc8Dexd}*vY{VV9QIY%Yc zKIhh$}4sET&OOJ)XL(gWb&q!acsHPpC}im58NxOCBD1(SCbryF>8AUrpv#i zk?lVkX=cBk#wce`$QFN{2ag+o;4>MW&^wAKl>)6;8N(Jn&v!_U*D8dU_ZJK`xLbU7pL6^2Jw z#>c@lFM9_wxcRSC#` z?Jnkx;%;^c!WXU7fdhCl4Fj-|D~S3lNW&k!WD!vb*yds-PW0L+a6bKny>O*m&U1$z zp|dHiDMj*dS*~SxSelE3I8%MH&;XA6?>sAKG=&TWu3Vihs8YC#mmx?g5SDg@ZM(GV z$~|G%r(ik;iL7?mtyf>7jco^l>}xEwo(p?l+Ot!^@h{L+drwcb!@f{ ziR$ehi`2^O+Fd>H91b{|orphT)}q!484lX+G2^QqaV^GB)*Vh6U=DRKgc>};_7NSVK4!lH8M`_AJD5oMx{rY9jNgR2SSe=z6HQ^} z_zUXE(;!Au_q~Chr|spnRdc-H z>Rid@^;X24caqHkzvU|IJ6@VlNmUSa)ltgS%%RAZLWD1i$gcE+a6j6sqlkm1)zIsx zt4Kz;zsrh9M%8ic<9UfAn^|Gu6j>u2=%Po)mI*iKRrFGS-!XPr%Pqq~rMH|ZZ4kS` zy2Tw%I6GoKy?XSc*uqDu62$xg7aR*sB|Mn^bQj$5u^(zPSgTmwSiP&Sw?KFhF&HLc z^u<0XbpAoMqATh#J@3hT0izR?Rd@Nz=`wzZ(fU$)CvK@28Lb;Hj#9~f?^H>pg9|s} zIfqGlDOri4TA;lV&LN3^d-dmt>BS*t9&x`sn)#tlsVUL+hARH)be5t1`KPj?dusl*F@Zq-~D|`Hfe5F54V{=QHlv}VQ zvzMFRzdATxzz`kQu_fY*rFJVj)b2^Ix#4gtz;kCr{&Y`Wy z%y0rAS-L8xO|*Q>7|bCcGIWCWqSK(2SKd?kJM?wHkYmG0Nv2O zrG@9v*shJch6dlItV$`1IMUpjm|6>V2|V0oq-DjHo2wLDX|84Q{yOVf$W|^YiSVb- z4+*u7Hx1WF)ywd0JGF;-`GE}z-OqDYF2H^cfqUn~@}1XbvSeMb<1f<;lZr#vUWo;A z-R^$D0eF4<-3YSB^h2sztd;wh%xqci}zl7(~ z?z_S#^&9Z#Cz|Z08lrqFHwb}W^v})YANk1QpG=Y%RS3x!p>dvB!X<$g_*(NrXhQPu zy{b`2RaGSFaLryB;KkWlHGIFw4)aEQO(~k>`Ta$qOm!(@Ow9bj|JhjZQ#ILzt?l@f z$+s$nA>0XRaS<})sOm}MT4J(%@hMf(rS?|8%hB6|;?}(l4nDRWrwEWQ41LX>CI|g# zJa(L?Y9HkecSyO`rqrcV*~cH4yUS^NCCGmYdmQ!47BLl)VJgJo&iYJtV5O(we1}Se zV$sk;86N{j&603v3j`3t?{^O(@yvQ|v^m=nNQ458wA&_KBQ8OFu+#sZJ2ldl_FPL^#UO zU&?nNhtA8?eNR3ZjC3tI$L=@doeihels)JWL@4JIbg_c|vT~aFL{N(F=@U|Xx+!0N z{4JNt)Iz}717b}<*xM-MST187@ysAm*+yVyNsNfv-d zVIy0L!=)nU%xzWbbSPOG{i6;}c^!b)HI!cMLD&cG+Vtg=M#c7E75*KjAiguhfKLPS z&C82D7+~hWCBRF_+Lgzmta|%#w=h?~Nf|+dVLF9ta;w5jbN-}1?N@M#zCv<3r*n-i z5Cg5clbuO1laUYWQN{imPWizm>^~GnNIFkuI&@br8L2P zRhgm^(n?BUk{Y;5}m%^%c=7>7m z@(qDUrr{gmG+)dVm%+X&#?n z$-?V(J*q2fHB@Oy<-OQpTqsT~pg7^X4d_I5s z8|Z{sj&-`eVx13sI&he)Da%k3tg5jAdDW!fikH?$YAta!4af5PzmW@>)|<(vu}S`{ z&BXpl0q!0w(*ajWRugKQktk_=g?7c#H-IN7mZ1 zo&Kjz)=8aFjjU!VyL~&p>ViW8eRzqhjFM~#49;#^bPpv~E@^hbtg=};>CS;bk48Il zSLRYx2i;r(|4E$hbHl2m!ZLDb$R3#Y_g)HGAimaPRbn?*k#?tPPi<>Ox%+Fay+Ezb zCTFC}xSsrT|Lzg^qaKsfmdjPzqK?lcYS6lBB0|EYIbBw4to?$5%QU!E%Ss_8a+7~> zn3Bg%s0%}J+zth)D~s@B5j-`uac>E%Y4zGXzE|$XlwS5X(7GD%9P%Y}Vzmefo?#fg zfl&4$BZtIHJ$`=?KrX?~zs7T&HvhV#pS>oLKCf4?M=Lhm?=RtXB2wlfVr+#2 zmG4fb!}-yC<()D`Ih?6_WlX~tZ>5~8ff0nMe9>^#i~x)m`!ijPn=(v_>2N~$~L96 z{CzrlIqoj%+X@S5HRa{9_E;N-5qmxz{#_GNI||v&TlRM&S3aZz%HHPssSn>blY7UJ z5LORB-=1VO_zf&xA0rGWtC*oaG@{3?cN+O!68t`zS>SFosZ=t^cg~~?@7Gn>Qer?% z0+0a zCcxuwSM3SK_}f(>$(4Vv*xdhKv7e)eq)@>S3lS<158HnQcKugFrBI!Pf&KptHHPR8 z8++*OlWfGaEphSRhWaslt7t%i_1}hydA^aljWu!l@Zfdv;>p70G303xNxu#l?-#2< z>sSi>+fcdv+T57n_h`;MaU}f+$Fn|j{ld` zS~P60C}bqGh*n#I-276fO(|~K=&2+>{pBk`ZFpxpj2Ign!aOL>eos=mFzQ!hl)!Fg z;Ej}Grfm40AMOB0-H*ayxXj>h9A`vacBiWL%9T%mFtleH0C+pZj z$4nL_9rJkBU75CySf-60M+ilCpG8CPA`=LZ6Kh1-kal|tX{q?J5@WESTyK*>nS$|i ziZIiSh$T{?;^H7ofsZ)-q6~56)Z3Xoy;{+Mo_!a`Nqnx;*A=v0gY<>wWTp2Rw!11MSS z)%}w;?6y)v8P|@qOVsh;-6i7tKsat8Hsy_Mj%Qrkts+V$_}2Z^_~GT!a@_g0W9@pM z0c7f*%hFeHj4~{T;<|+F+C4a+Vi{PJQz^?gXvSqWwgp|LQGZYrjhbw8-3zavSJu=n z^4-cB^gQ_N`Y}1>h$!#0Hkym^Nm!={*ySOYm7!2tfg`qb%QZ-D^qWuF&0BG?pMm4W z7SXqhsDOnCqKgfY)6suMlgZG~ap}D^2i@ah`RWqp&ouh{bZ;X=O!t7Fy4G)p4*S@< z{0kJtVIcnbYmD1-mnL)6lvV2e6}f>^=BEeP+2xFLODvm#$6B{(oR?4H0h51RH$8l% zCVa1U<@2)rIQfuu?NA-~V(#xZbwcHKm;KH*e>%8K?_naF*_*n!I-42U{r%4YT=Rhl z4jN*o^RK{==YL=;NTlpPuoch0p?Z*UE^<_e{MbnuhZ^)>d`qSJPz>af+HpsJ{VxB5 zOl3DoXkI2v$NMy$DY1EdUYb9%8_cC+?#F!}8>CTn5@`}*V-si7A9QH2n)rMQd&)})@3hb+K)#{V=H6j zUEQ**@8@98mQ`bsxggG-i7#*$-4126826OLj+P%U_Y|-P$++8p)Jm}au#SG^$-LkItX$cK>~^j*ZiS^dj`3qZuAA;Z+6 z5xth$3#)V)8zh?}_v^U|B-&px^-Ipg1Bdl4;47O@wOU4(#5YW_GI7Qv_~}QR;oE$% zJdfjV)fC#grg+JwRZ|6%FG;#!JNafxc5 z(oPE`q_g^%vfm3BkRLvS&TxHePkuuPW)sN^QTYNGAQ;cle5EA*FTk}K=T%Zzb1 zU9>q*fcjLy?(5}(ij6~~`^Bl@=R91f8{LK`*XH*KF&7~ zfTn&gepj=|4*QfCxNE4)vjP)k0hy9-a!TYLWauy10fYr7u;PXXat`ygAy4t+beg0& zk#p$`bfG;gr0-6|ejl%{&V8=qu0~bZF@!0>cnKP(%{HtJ{6dj7uxs^jO|WFwgmHk7 z+8rw2dHA4x{9PSd_rye`Rhbb$G64HTh?0GKAe`X^pJKtm4p#m_LQ@#u_BHO--|TXPC4 z1#Kq-9eKSwt4xw{cQSmi1+*f}s96pzwMvdlw@H`{&h2J#`4aB2Odmd(lJ;9m@?jfx^|Y(Dcbrww`3yfTU&lBA?)Z;>dMhI!hc39)IDv8Z z6OK`D-tAf~uXh#(DT+w2=2vT>JvJBBo$0wq3&%^8t<}L6Nw#6WLEyh~(flOgj@K zwUkS~eXueM^K*K%cl-1Dyl^q|1Wf26paNWe=+$0ed+_I&r7%FaO6^ogq(Wh=QB`VJ zdU1F_(8zU}|Eep$9z<)o^V;rO=2Xi(Jy(dll%pjgI%nK6D;?;r8>g8=<*K%7Va6m! zg*@B#TZaO%P1_KnSj8aol`WQ&kdii`^NWY8I2@#Das~3U96(2KjI8f3}UL5 zp6%~`NpspXx_ksS(l>?dNjim%H?~0H9s(i&SP>859T?_o5>&rAzHHYH_{yRX-Ceqj z$i(&vSjl6$_6nO^8q^@I3VARkfbXOI{k`#9p>Tdv!}h#faoD1e*kAM1_>E&sNe$zD zl1znnQI7J@g;!HItCc>?ykJ@y1N!dM4a#AfA;nGcfHu!K{3Ei1!DZR5Qk z*W&{BXeJyz{^#uQ@pkb)df1)xys%l#{unYI!@_t&?N{7sne713xTacT zTG0C`TAAMRyat}GD4D-X3uC9|{4$nupORxsNf~TsbK4$?MxhmN^0pux&Jr$mz?NxF z3b}&ou0oWRv3;nM8Hz|0x)0x3_EV18Tk{U2@i=}z_T38FHYC^d{-A&Tcc_FO zajg)JDZVckU~_GUV%K_CKCK2vTGZrOS{jN9WLL1y# zF-ZtN^(i@KSEI?_F&~qa92diCbs*e;MJb)P#mYa0XG9$7H+bl1jJcH(iqma&0=4BV z*P!7fEd|&8X`+Qmy!KuQ>J?YZT9{P=Uhi?X?U^WdO{N|D>ddX+h4HrEvFqw?_SqdB zet`kZHAkpIx-(#hJg|?3+6~?2M3|u6SY?Roy*=eHL-BRRWpt z)nspsC(MlOQLc?Scz|d91ayF!#`X@$CTfVuOu{6yraykIkrRz^+ZMZ*R;W%^WN{2} zRxJ@FLH`J`@}4VeGfB2OamfQV9FWTb-2Q1zQyC)2+@mg$*?12*g|R)}Gm+!y{xUN`S<$c_XEa%+I%e)^=)08TI$k}L}kLzAr1v>qNe9f?E)aTCOLRSga+sWdT zf6vBAz05D{U_Xx3&c7kF`j(KYY)czVQ*y#jn(FvuaHcv|a?}F!e?GAwLN{EU8qfck zr{SeommtBZj2ND+k`tcAD#Wj&4};dP3~2sL?%@(BzJg_Ju)ECh=xz+HMo$JQGnos? zrLV@bkx0HwuX%Ari2pf5?m=1%T4_E>pJ;HlIv+L18&%Fj)z|;*1_x}xtB6gDPOF1Y zW*z^dfbD#-?aU3}q@*nA8m_zn?c5UEL>n2(P9a#RPu%uV8ouq|4tZQy#M-gBXx3ub z@vIh6@3~vd%O@{^bfRUR%ax@(s3!jim3KbniB-059=cT}=t?;eFJ>58oZrB}NdyZf z8?KsVs(4cLfe8tk4ApOQ+u7^wTqeax8EQ!qV;EAzkD~){l0ors(%LZ&Ptr->|70}@ z*G+<+wv}vgNuQqvgw~`G(SF;=jV~y-$ZikE3UT*i}k;tzs1C-CdFZQCjXf^ z)&jm~j?>-yX}$l>9JPQ3npuJ$F`13c_qJr4Ip^##yZ>r`HS(RuXR|;-yAaUFf$DM> znzMh25aEWjGI8>qsG$6PqMzWa1NB3<#1sI=Bad?m_LcLGz7Mk#*6RD}FI+zt~g z*(TZ&?|+a4SL9f+JQl)1zz8p?MQ`+D_9{Z4C;S-<2d*145o-$gYvR(I|Cy9`CsoYM z<5AsxtTZqqk`@*W`n(WhLP1VZU1$=0OJJauK{O5O8^buDE$+$=7c^lA#!ruMZt`t5 z&CGN$y|nF&1e#G2MoGQHg$7<_%Rqzm!WA) ziFadMpkUD|e+)#9lS=G^geijN&+ootz_#+g6IirB;*8VQH@npzOR_&0X^b7$#O9(< zG0dRYsB5J33hVyH4}%_J0(7brLh{}ctMJ7+lJWMF+5G@{1o)QxRqR40N*8T4xS{cK z2*Pwg(0F+~Q{zh9Oj~@6?mB>InA%nwg8Z-L?0b5Q_9osGK^xu>UhjD%8`!wq#sXQ> z@Smb4Qjd!$W{)9*5^a-?8kcLZ16wQjg+^k6wU_zxw84!(2ePEgvCwW~9bcKVXEFR@ z$97zP^N|2(v3!%WTEyhdlJOIeC+G3Fw$3mqLw3~5;~0+XaPZ!CrmGtKlaqtmy%`%t zHFf8uIZ~RH(pT}vGE}U%NPV#Rp=m>ls^2PE3T)-ecn5H}BONHg@D$RnyQ3^A`*WwV z&Wha$E2?pP+P2rCD8zY!uKr81DeKN-3eikrn~#xnHd0BOJ2UrzAakEEjT|Y)M-QCYm~ovpnha3lc#VZ7lV7kB2C0PhPzgRD&JO1N`l8X$TP<0o zgf}kigeP)&S?fH@0hG4DnUf;vgUnscrh)(<4YrSp%Y;^i3_TCsK!OQMf*trx@;z@ZxZ=+E&e9%aBbZR;df&N;=H+W5f<0#u@Q#Z1P>w;@H>P) zHG?3`^aM4mNHa*Z{GhPS{}b79dkzFZ{tRQ3(SSuyU2vjSz$~@Zh02odS$3?BkZ5Mo zea@5q5S-jj2>Mhzt4d^eGkbBplXwpYWT}Z#U}|j?4rzbTv15tsn7g$jC##J-K5l#B z4s={e`+)sZ#W1RPSvBKzB4yNfJTcpYs?m*mQyf^06|+Z_Ta>uFs_y183}3YSrZhBNf|}=TVfHdWgyV8wznrHW<1^3 z<~vMG7u_CX-^TM9b~y-e%|G_ zro!R&#-F1Wp^@D-^0ROAPq3yw3cUXmDs*5w$hXF52Lb{Ks4_`F01)5Gbdvo1%4749 z%qQ>AjgmIFt`?2IoAeG%2)z!%`T3RB2ljQoJI*Qa_BW>{V|zO%6p84=pfQpsefN|D zo49Be9&3g+m5VP1AZT$ZX^lt7gie+Nax+rO{*MVlpeNawaNv9&BHm<)t%fCT=Vc`^ z8k9)$ph>IxCQO2a4{(5nB|rW=M#3^b=Gp_}oeLS^7farK-SE z^eETP5@wr7U}#AE06pLMlg(WUhG!idXM8mumbL=#B|PbA1wg-5ALPe@ru&p?@ZkZE zhJ!kBOy6)r64kXeAfbF>F+_wjANlZOd`_e7MlmUKfrYM}3xf~yT8bI#CR>*S9xG@} z*>&?kJCP@ZrFh?zpuzld;6g@qg2E?!-hjR4$u#Aee53dQ!5yOP_L`G1eo2Ei$zZ6^ zhy$h;`98Zt4d9o!p|QlHAue->R=sE?1Jl1$tW78u{yXI8~~mGfkXE8s>_DICuci~*iUHpi1= zYA^0K>Rn}XFH2AfYhZn%GFbul6%i&jn?zp=*`TcyJww9ux1M}FKz9!Wowx9>f$9m> znsKZW3P41F6g%925kQU>;h?z5jlQllD$D+(#<}Xjj!*%@WTH`-#r-^&VRdz}mOkXm zRFjvL64R8b2yV!5TR1ke@a=s2gxVH=TipJmQG`6Nm9xR%32wKGlmzqRgJ@++epcww z1prGzpN+6a2Zq+~n(U`vU!Y2I$a9T_7?ymLrK}Tl%^d+}Ii3|vJ8b_(V4o*;BvJ?D zj~;i;&9k%PKPv>ui4+=t<|^T!?YLdg!s@_hvK<;Gh<}v+`k>s2p_X;$a(nF$;;UQ*9f9pG@u@>uonvl1p-)xj>l`?gtumEvJEDKSDX z=xiTmuIl#D0K!??4W2~m-n!lxY>R?7pToys8g??pXM4uRvLq%Whg0A6Zh?+F<#j#K zZ8X-RvOaXGT#?~riqb-pXj;)XhA+6ZabSwKdKDJog-sdic560m?MGBiG5=W82Eann z^q@9Jec-2tZVQ!(^MeJ6yi)4MuygI&irRF#TV<00rW+h-a5Co$&1on-C?l82UP&#L&Y_<)Yi^3^iMR-_$zNm3Ww;i38)Pt)+ z#&YzDA)etBE7wZ-8;Dz;L_P>5_5Xl93i2D+A%eh=TAb$z79bFQDrER5eZG!=8Gse|{_hAQ;`fobRRVex zr^F34EcZ`m@IPio`ZY?gZI zNevJRN5sS~3sy=s7do*};!SG7^3Au!Rqx7^dGNG-idS$^LbG0)S=PVebM!o_pvIZW z-N1&giZYz97HT3x@-q){8~_WHk388fJe>OxF~;gpKFm9ej3Uh!4vA637XSEoDGZ0l zbv9Af(ob}}(T{!-9)u2%d55$u@g$19W{SuEEfwWYxHrVorUkQ6f|?sztw}O;6j*N9 zOT!>5G*(|q@lk}%D$+Jh6QQr*O+c+zg(-)hM9QWW!x4eXOg8efRt7||y3YPVJegY< z*pBN8np1#=B#pd&m10q@CkCzm#lmdKWf3-$Z?bq>qXY_{QbIlxM9QH;*YQnkjN7Aa zpvEnS#%js9JEWif`0&BC<8N$F#ad^&sOC~{tqtB$tn%+w=ks8|B!^SmPA6wd!!%=0v@8wLyX|nKVF(dmqn6P675+m9I78uvdptuc=J@bmEqO^+o9?9n#}*K*edDiQ(WSJOt)CVjQ2X zaOyubEu>d$beZ*A%nwXh;|`CIOODjSJ*o8B_LK~wisD(9YF48^kX4BiuTSd5G~#L$ z*_Ij}wDUYWHM^fT*1B&=DID|<-fy3d9%ou8Cu8s(lmRq0s^}Aw$=3X3K&3?wy0z1- z6F&Apkt@R-1W&OYK~~RI6RRPw4}D(J(X9!u^?_#sYl5@Zh*`guZ&%Ar@kI9+kkP#u zR0W}tqvucAlY=M0c7n`%s3tx2=>nF=LGo!kd@a zGuc;n#I4~KH1V1Mdedyw(nXb}nl|jMR?&?9ubicn{Tl+X=pTK02bF?LHiL{OuRe8Z z5Y09#kSPP09X@5Bzabnjhw|Tnn@SgTF9%+8%y!caYi~Ec(NupH#swr<1jTl(x3l=) zMm`=&06)wYkbxvC-wAZAtgQcI2!pb+{@3yTKUXDvD%$^C|Lb?(dP-mc4y-%Fq5^s# zfFrf2UlH7ZAq*^A1CTfTUf@LA%NYL)Zr^JB|8gIJrwoLMz)W*|*YAgaJL-LWlOI{R zfhf#yWGy`(1aDwKW_mPg0LTB6$T6rPW53UV{7r+rK}waGx`Fv78gJ_6wxG9R@Gm%S z%;$f%$cE-zh4j)+&DG(U5%dwH$NwDl@E?jRS-*b^fxmK|9pZKQ7M<5DejJ-WoXV&! zo!Hc?P5=LNLtfqQen0=K8zRt|x(7fCkzpC*Z|dehS^E~V@cl>QYW^W*eE~ztFELyo zq(Ep{waer(OI=vdd1Ejl626_5>T3wu`Msv;9+Q-HI>wmzk6Y7JND=a(f(At)4S?^f zTtKiU{y)m0hmoGX^6hRr_-;YgJGqzKD)%!3Gz)tSubN+wrYsh+!d*SzL|-qj;3skh z@>k((?KcIKKg^3?CRS5s&9EpWd7y|N7xVYKy9ZH>oaeI=t`=s5Jx6i?kGe8yz6Bi zu5Jy3sQi8(13aSrNU;Y%qi2hzPo;Wq_VCm`T8G8Mlof;wl2}X1c)eToMdAoM(Mk$k z7=i`=ctA2BrQ*hvspldD2j9YcAmNx;20V_Z3LV!b9L7~vF=E)^PP=zgJbW#q)}YQb zIL_X!;X3W?$1IDNAN-I_q7y128IqTwEKWBy zH3=b+548tPFq{B@|8x|hp3`Xw6n+~635ApH2L45bHF!9;%~=~ssfmW6Q)RFx=A*47 z#?Ylmcv^r8!-z5oVELl1ZvCRDzVAmsq~Eeq;8KgL2*Xovr6%%2*ZD*^!K};QV%yfw zHC}@Dlk$M8`!j~qAgPlhSp9-U{&Zc<$un2XDBODSCs`hVut!TUT1&L-Mvp^%j(*FV zkUHc!$)#zWBJFJnmigs2o)L4f=D629Ffs=(9u7xo3mHpr8#u_I(EC$V??$^=yWwy| z2$x#%@3a1I3xZ{}kY?T%g%=h|0%E^E>qJ-Ji*FhEkw{fck4i+}#z!JS<2NGEY;@x|K@$l45h4%h~*`x!6RC8&7Ak#3Lp^)stp=xk^W|@(D2snd7JUk7~}Q z%kjMyClv|ORkT4NRj?8qJ3v@P_;Bb5^6vpCQ-AT z_Mbi65q*JGA{YTt{K?V34MR{8QK*2BnCM7=Ce6`UGEVreW4be_O39>B2#b3XAyy$f zv}eqN8M}4vL*|dKus;c^u|NFYHQT|0tu+>AE^_Cr#We$GXVasFA4qalc(#e zmvzV2hd5@O|HN$b=uv^mTUr-`SzySe#~%0SH$KW+N7q0BQGG!aM>VY_6tGU;w6+0d z6WMx5OFVWD;=U7f;9f|vG67pN%KDS+_XWz~Oou^mzO-QfIFZb@G=I1^EsW_&ONAef z@@q6gS?#>p@08*Ky33V==$H;(W{QqL3P8aF&kaeajoUUX$Ty` z;NT^Zfz7*?LSUBQz*$Qe8SZP)N6XVfTmK38vBf}d9ZqaX zrgAs<@&~2}`c7tgcj*oxcB}xnOF#n+u+C@`Ies&N1Qf&=q=E%y420T}kddkG|2{po zqS4l~9QZt)|3S96t7E{Zzju{7+gBsgvWJCM-iJ~7+|~L1q>D1o^J=D?>(I zb1o#915`)J1wh=agyPV~V2hQLv#tb9+gwWKMm#pU9yyp2n8sKMU4099(i&TKxN?Vo znw$o&@QGfBS&KDPq=*?9c|H?Yr`X&LQcneq$%b#k#qsTFlmNz~E_PJm|NWrF|MD0c zN)e-nYd4lChQHC9F9SyvSse)9H%@-G`ehS38NgqTKdz0j5sA5PJS!ac?`bGZ_92Ga z**DWbihJMPdd9Pd-|Py2UduMVM9R$1<33YY;-%go+Vo=(hP7yyFUgLQ7VBO7SUZe2 z)~ea46>U5}v@8;z&8i2(SaqqvJBlPtCa~DinUbkek6F zxw6Qu;%_iT&_%5cV8B>h1R5%3fPSy7V30reoG-pt1b)W`Jn}NN;*xaJ3uB}G_|8`Gyh8-{dU&zvN ze7DQrD7QuD=JxJHZ%I1Q1LO&Dx}65CS9yCrhN?U{4n7uRhm|%Nk6I@9pWmQ2=?}WkNt27AUZ?%%Y{nwfRb*s^UM`2nw z0iU8OCVv$!xL;UE7%lfx`ps{v;@a?7bpkYlPbvFGdmxl8Ls{)+)o?)0DHM4<_dU%! zYi!K^#{d{9A4cjy66Xg#wsr0M(3neO)6Y-0Erw%r1$I}mCHDFK#)-A+ImSRc3l=yg zQ0 zSqEb(!ebif!?TUYI7;J=2|qkEz3#R8Ys%;1jGx-{d{S4hwQaQttGb#)UyREeFArDq z?6pC#syvwp&%kx14N9E^H0~S0gp#8@iy?*zGXZl1#AKA!ms`BOxLo$zAX_=LS31Qt z)pS4pTrkK(x#)Q=v%1*JJ#pF<{U<>*T%zIhe^Y!P;&+ae7djyUXnZ~}4V{n$fb?Dh zECD=U!s!F9uX_0C1;3843e*;6>5-VCKq`KwAA)Ord%T1l3tl(6sawN7QQ?vGfH;gc zETvp?+`P$n9VlsR@RN5n|f+?`-!?_(7#S9SZyVDVkQq&Nz>38J97UcH(97u zqC5G1Cuq^%OIQf)7;K)yK=@J`=|HSgVRxMO!r-eO6iP&T$h773G>i78*VNE+32zeL@1mLHPvVLmCsuhPykx7EH`%&a~q7P*n! z-zf;fz&v$&=v!J;%s95XUM{RC|Hu;dzx@&4r1CE@i}8Yswnc}V&h%)HW^CNHy3vKX zEeCwlS`SaC-h_CbfjoYI2GP^lbRja{b6@HZ2{t_1PXb~TMo^mJ4Y#}3VghXA+42(BMr(t$crhh`rVDe9i0tT2XD3+X|>C>A9us z$CVf=LR}2jJf4&ZbsO8{3u$7Kgs$vg+K{=a!c=4U>e0gVm@_rPB{ybM8&Y)F`%Tc1 zVaHdw8fu)i7H#!x5|Oyf+CR~bWv!is2g85!U}@e)FJ}tM$??{aT4k5()Sbx7uKj@` zjh0<425AVk?bGnrkvJ4-#T1%uc~&`#4TPeMRcBu%d=9XQsWt&C3pkJ+()7$ld%EgA zJhH)ZT?Qve?l|IA(oxgfL*levKKUz!%mK(DGM|qkznLSAw z2IgTA@=<^Q7j6;3j*^UH54w`g9r68h}aJg4gwVQ;0S|P;5d{K)V7s zN|PGLj2`H<8KIBNK!y4EYmFjJH>2NH%h~PX9z=^)U6C{!5pL$gg3QUUjp$pJlnwKB z+VozSd;+Qq9wru?Bzi0@)-1NYJ%Lk2Qf-jF_H2!Eo9Yy2xSb;V@&jfOR#zQO*{3G# z&@AM{(l*IlC3L$?4}?)yel33l0P3-ux?;TK4*DNv%s-D&(p^gf1US@0h9;#oUWL4c z1C?XfUaZ6^Dkk_j))Cpa?3$DivBtYcFG@USd_a}FvtN^r3DRr3`(Dz29fiaeIaLax zgqrnS%GkBTeP@@ur&~X|FIx#hZFy-nTh?RQJ<@Hz^y&rf(t`0MUuv<00D1w#4=Z;a zsf&nOkz!j%yJvq1-QILZBqlX!sxM+x$=bASj{^sUxkcXfNHM>4J5-O!k?Z~r^LEXo z8QAT}N_(3#dxc9cnK&gb9KChP`lhPN(odt176_#dwnW#+4#q2fbhPvt>IRO{$}gP; zOxBgq{E%XU%h-jJB^rGffYRYW70iArp1i@*{3p)463k0``7`IEKP1(zD`Nf#YP793 z91`UuGXlaV*eJZ}nfS*VB7@Z*WIg7yu<@05J%E%G#f!7|HDirIW$UO961DXizhCj5+q_F*;SL^pZ_(E2BMP?q5;00 zo4;G>cd$drLQFX7h5xnE_Y5O>x>xBci1S|nXd0^rWgK^&ljd

iE5Vvdi7KTqrSs z*NxDZRqK~r6_bna`upcC>-&2KQ6p{;te1x;JnlrPA`+J3e&N7P{kx~y7*5fJOGhel zDTEMzlya!wr0AuDSFu2*Jr+Q8pg~Vce7kqPfpY`y-Xz`xBW^~li&?j*FN<+RWaDV? zK8w>psZjHolHV^uKV_$i-~h)gR(mX;FIehV`t9=g^*{~NdLnjEolnb%dr6pJ_k~M$ zPTKdMAG?Jmc&zpq#1H?aSjHa&_dm5_2Hw_hu)DKYJ4@lvHvdp@G0g)yvY!qXW_T7u zmGJNx3sW*=Z!P&Y#1Pl%?Cht*G0iCy(XG=v)@A+f1uC2C9(x$i7cGK_7_*OerQa?N zp>rU4QXILd&at~(c7MHk68@Sj11}{0z!}&uOKbhS)jU(+dWHF9de{`7jCc5Lk3yq6 ztx^asNQy%~hO6$>rb`b zI$HBeRNX@x)XXjz&{c=f6LXYx!Tb=W1(UjAo<(}if9l$09q*Wdr>g{F?KHdcJtf+b z$8xl?qNpC2p@FMjM4SXrSksdk?R{EA0nj(BuO-G^lHAuBzuExBc|<`-9lZ^I@3b@@ zA;f}25JQ&H+w2EpJ2WI$qF+^T!Q#}uym9K=TPkCHve`SKX794u@!{#LpCdu+#{S5p zCfVVD0t+mse+k5=g}8|Fa%4^N%!;gQN_yHjnUK_J{m6M*YKchXODKsBO$tUUISn(m z_y=7~U64d}7|;$FOwv6>wsLZc5~UZ2q?a6v6n-piNMkWYNR*7I0Ev&tl|THkj4pRg zCbQdw$@baAdgu1Rg{D%3QW9bUyCIzuZrg%tRR&jODrM=mYEg9@PW+VOKLQcEjm}jk zr0vP`Du<+%sLjwgQYgxkURH5+RRrRmAWSOn24fFc#k3w~U&0h16yGls0F|(@ z)t%eFaz{8Jr;-6RWLO2Uk6hfQH;;tzKm5CI5g;Be+}yZNQhdzXoM=PFmy)zesCkt8 zJOSrwvFjXNVe1xqIttv>_Mn_B#NMI9>Vq+#-NH7=pH}uYUO>tB$f_oM`qGLkxkwd0 zm$uCLj;aB4s_`#g$927SMZb1l|AS?ONbZ!+We#gvZYQ)Jnx+sW7#WrHv{@IiFQF^EKd(En@7YR4m?{uzNesSRjtM>MH{Rv7czgpr;`%*45n>LKEi z3tw8%wPtk}nay?Z7*UQN&1=%K+Wj>agsufqDv|(TH#b4=Yam8%btpQDG8`7NjvO#C zxYg7%iiPF+-DOkuptXEK4N zcficpiESF^IlDq|AkEY$!g6q&I?n*w|zeZQ;40{jG(fyDGO|%%{ zeNbuI&DHv#-!UhH%BaPj+7`cvIu)dcuz&6WL{gRG|2#XD6uT3hk%g>?h{uKi}l%8bQQG#f{PHP-WhWxs(l^v9dO< zdftL3)RUh>?tOEptd~CaQ{c9Ar5>r`y{~ar}pC51&0oCs+y8UQ=~cN{^Z(ho=z`yR|n?PUpB;KSyQ>3?x@xo zXY(~9t`h0{#HYB3R9eGq&g${}? zlFF^%SDobT_qF`mJ-#Qi>m=yas-aj{LdaazqLN*s7`&{}ZK3DHB+vDa+BCnO&wHdT z33uE7)s$I6JgOEKDnboNSX1$C!Ec}H)jJ`e5*YS>*4peq7AG3Y7F0$;Oi1|Yr1!V) zwKs?W=TzqZ?(KcRp#uBK&DP@dlW+k7Hat%B<7NB{Hsu2-jP@VrtMB^_V<4zNznx_j zgz<0y6x=?b!iW%VSSPko-vI*oTvugbn_qwvc%l?><-I0;=|3we)K+>#$6}VxEUCi# zIXL;>Gg;?*nECe2-Syd1T*>ZJjU)57QQ+i_3vRTlbPx`rdWFgDjm!I+@cB;T5zM4{@I-OWGa&OD&M z%>fC}W4jyP31ZzsFkv#SBI@o?$Xd~HrkQyHS% zt6|+q=9$?smhwd9>zgQE{E3<;uyb)iKQf!a%A^}Gxc+o*~vs(`>3 zZVQ{%DA+QS?EV4*`*FJyFRhvFoAY%Cj_?{7xHG(fQ_AS+^Q847kFVD_+QA}Rsj*v$ z-8hlrf9>J|jPGR%z|&k?@_IPB&TxSjBhFSLuII>eyRxUSyxk{khx;{GW4b?YT*o+EN%&T zO(pzj_~nGWVUE&rGjsE*Z42iP?d$30HHH%{B9}}Oz0UWs8c~I<+R!EklWXXW7LG3f zOrzvipPdiMK`|Y0~T(+8TsdHNa7i72<)L#Cfl2t*mL-re^Pw zXQw%V{Y9(Z>By~f-AMB*f6(rR>SB(Ao-)U*SZ$)pIccU}q%>~Y?Ajq_)SjH1b=4|)HY1dnf{L(yAnFpIdW^HZ>TR((H z*;3wbp6CI>WJZHYJLAtx1jH$Tj!6(0Jtls$J=G%TieB|tBsYzdI zBspA3A}i*jG-hTeJviL#lN=_T+1_Y>!0)B2c_pW{d+DV&1jw#2v10i7eZ7Hg^HQV` z)5j01B44Gi3ZmaD>E)QgSu2#hR64BEsB0Ebo0*AqD`W*+Kt;SeZk!M{tWj!4K zbn)+0;YleKdTri3Z_8`t%b1OTw|VeBb01mUG(NO0X~PzG0GFqsMe9k%ilQPzvb%SI znSxC#m%T}T#rDrlFSQjWqD=B2wQzS~2&`!ZYbBLvv>*0e&Tk*zVFaxQj#vMi3BHrs z=)Wfi3^rsW;HD%Ee2bqDAwMM2rq}AKvQE9Pf;Ur=9JGrDnM#Nb` z=Yi-Y^Hp?Mk6&23fAAU2-CfN!la#@m<@cPokes-DGZx6_1=&3%zYgzT*_#B4rh$`B z_S5q%d?2{=+_m4|g4 zLl}dKzv;#vD1MJ_p=LPyV{e&p9G_Vd;BMmQ)g}uuzk_@QU#y9IW_&4R)vZOJ_*+QR z(ZUW1C7a>mlap5|=N;3vL@KJBWKK{dzY*ra!+kFHfs3M+#;-NCzY4e_PS!S=4OdkM zEy)>BhMj4M0%hTJHgR3R^l3`#U9mrG8dJw=iX~B01Pr# z*s79J$&8H3!AY^v-Krb~BPMd^$V$|o8h7sVy?DPUKFCOtm-tj4=F`=_hb z>-oI=@e|YUiFXc7swBCMWlCrqz+Pb$24g=sPdM>>VT)z9fIe6!HxJE^H`lav_MYFC zLwe~Pu%<5cijtuq&5>v>N_Hk8ytY}VuFQd0Tf^+|wsxDGlz2-={2P}X$k3M^f@xWm z=2!`!Oo7`%^%0SG*wA{gcqoCfmWaa4cY8sz8QLS+uR4L2mdT}mWI?qQ04IB5d%^Kt z&a@kO&x-23ovCqNwhp)lKlfc_sKCjg)n?UrG^gKOiaqf9?*BbDiX!XcpU1rB6^kLLkYYd#Di zGp0xhaE~b$RjW^BAzWv(A7h{)T1laWeASQlB?K&4tZtJOkdOQ0W1aClD^)tz=xDl1CGs6sdAIuE{^(IF>Y|TW0v0x$LA>j8GFb?; z;<&`M^*nK}2j^#zkNN&auxTLO?80wt>O3PR?Gk485jP1Z&&uYxmA=v(TG;s%5Qrhz zBcjomZ_b6_3a53tf)$84$!LFcNYqNURr9Kq z%gH3)-*&fH;SaTHH&rJJ5aQ}8go1OHvUz)d@Mj2duuf& z%uWrNnKTos6~T4at3k)t;>Cv%HLTs>`p>Iky|eDO4SprZuWFdlsG36V=X6CG?S$3j zjj5Ksnq)e=IKX8FQ?cIAQ4IrpQRfDYAA+U8Pk&_*E<#lXnp%Ga=M@Z6%;Apv`l3SI zrQaT^()x1>?(IIiVO2g5IIG;)DY%5Xif0M_wyo~AIJVl4Hl6nZ|2nefeCgs#S07v@ zXtQ0|x7#Z8n>|l|m&J&zf<&EWs})2rmYeK_c@!$d908(SRRGoJXDoSBiQX%JbQqTm zH1om5aA|6^h1cTFe=7^4Z0;nru(!;pKcV~hVT z8;6tU*MJY(peo#nx*mS#DAurs#qNS?1M(zUqasn`NnvlpD!(Ld2Mc!=D9At&lue97 zDk;ZIZf1ih?xbZt_W5v%xKd8$%?7ZoUsCuv4fA*PddUT|o*%gZ(*ctLonee1>e%W3 zaMJ3^z3sx6ecS())A`otUpvX_I@QxpE!%P&bpYUPHv+m0ucIB*9WPKslp}IyVE&ym zOYXjwiAh;uo;E1Sf_BWh-i62wh0$(WEYsJU73eldrWF`MvW-B+-?k-tBtK|&JJOsV zpDZ+1MXR3bVSnVrMq?6u{I5r=Cn4b(D!`9bz3 z^ss!vv?*C%F-(&0@~?$2;WY@r>v3y+*t-$n$Dha^IxlzAwQs`OP9J1s&Um98u6TO` zM7?`9y@&hf53tH_34*M#*yGRr&8Dfqx7B^z>5f3ipvXF0Wd2K=jh4`K3kn+~@%G0P zwjn!P*nzFM0T}p}F&l1wBf2}qV;yXT<)00{TPqK{p(cJG`bQId_0d!xF4b^~zevlYe2A&-a)~>$~wSd1$ZjOZG3^dJm=wWR6P%z&a z0W^qVE~8-v{J)HzuzxvK5l-hMc$mf*sb*s+$~PZH{U56SF*uX&d*g-UWa4CE+qOBe zGchN&%{#Vr$F`k`C$??dc5?Fjf1f&ao|j#9@M+fCqQ`js9n;_ z(S9$_Y5fbWle*cRy2l$S$W$n>?qyX-D;-Kj-)+Ct7va?n{~u+0P73V@W!qAiJb;ka z6{|8D`C1zvyf$;RHnw01^iPnQEj1!YpxXds>fzrA1nTHB7pQl0oso*tnr+Xl9n|U& zK7G$^;4du#B2YJ=i53Alm~R{~N{e6zl5j3gumtF+O+b#H(OpTL5^%R&slF-w$WlhO z@dKb%^S?&lFNZwszefN6!b&NCVbhREEnnIMZ%`0?npW50EZW9_&=;A5s^>dTjC`QPvabGNnP#6KY^zmhd7 z)!XOio}}awKFdZdUKvaFwwxb=2U{j?fGsCSTkC~|Ff64f7ktzM1=H( zPjcPsLIexquET-(c$y{V*?CLieU`j<3%e32}h% zr`WcBMX_L)GX-E>6ivME=YQ>N#RAgF30@V*X8$;wGE^?`SX6WWc3E|(fzalknMb=>r z-LI?B$+%a;KUbY?JN2tITjy` zmfgE=`NKANTycey>vs+-Zab+t5HB|_t&X>?R@eB`x6k9iRun8Z-#U1Xo?mH`5HPe{MrG!-CF;^?CHfXfCD5qD!mDJOf5^5hywUIAvveL zCPeFCeO@Z|mI)Vc+8zOR=cP>n<(}^AjeyB_JdzgTikDw?RrCzf0t|IOottmA%mNx> zb^)f)0=R9G-oMjqXZ-HgnXjI-%)^wo?~IjDz`XeJ+%#2m4E$eJ1&5rx_*M)N8P~|w zMs4!-WJ#;4Z8UO~c4>(5cnOQJ^*$HjvQXgrUxKzOffG{uSbsH$4iq)RvfQb8TdQKpYgsz6hdYnmz~N$HZ6X%kD-E1 z2K(W|?J=xKKFL$B=qu7M1DvL{U(YCABdLxmg8_HqwjtRjjK-MrifjX9vRd=g%P)D5 z_1*srPIs& z;o=4vZaby(jr$ki+;^Fm5)zD8o+WV~E~FCy#OT?FgG$N=xbnad;n>%=0P9*szx~7b zL0DF)E7USq*VhxO6!mHj%aa)u8Arob1$BIQUUrqS6%@mgd((V*hvc&c|71_X;J@;{ zB#Muou0%?Ea7jdFUTKaT%u#%U8?Co1C!aS(hL#Q{aUAD6&0g=dR|Rx`(rh|?6BnAS zTqf`T9C!ZQCEO#x!)h4&9ELp$~(oCB}_b>apP#`+aIds$5 z1weA~MMg-+`+gn^4ikuvBg1d<;i>+%A_Gu<`kxJd?k&abze)w_Nksu*=4500|FWMZ zaJXakIhekq2>pvkb`jtynEo(sTSt$;L;LVJ*1moHQ|%xtUtwLVI<2d#i2tSJvQ>4m zR!9;4HNOw~HFolhwCU5ccU5u6Xg4?2{qmnWwPvFHCurVs)gMiG;J?Z>DQVGnHrXHM z1_1f%m@vD&0@2Z(WTi6~x|FpT;(Bp|{{Tx+)0wCGkGA4QS4!dfpDGOFO9+PUxZiQM zUl}QJt~&eW>`}+AsK6X<(5mo;0pbr6DCt<|Jmi-5hsU@3v$ZC&Uu-F#T5^D_^v`D& zjd$OvNxMWB5lvAMcoK6~3#;HrCTi&3J&o);=d`ZPz;>mIk6ne;%_?t3o@kk@RjQo2 zjo7D$XG_QDkIq0pD*`D%cHT5~!?xmLWj?IdGl-~?hw4V%PYEL)xUqp>akF|@jQ~xd zD&x8@!7(DwJm$}6<875IyawIGqTjjYPz6X0WpQh9{&~7catEuNl9D|3Sh4|)$QWJD zKd?1BBis^J%0yWl^0y*$<4@)xfkheL)`-a{}YV}5;%_WE~Qc~ z`OXG1dOyf(coXtudRuqbr-iL)vat0T;7^qFj9?I~0&HpSVT(v?01vQrSB;1n>7iOQ|3KRh!y#MJsJHO=bf6B zH>fdn^smdm<*@)!0|C^HsnBM(qlfXZE=E+o=WD1YgfgZ$I8{Sp{=ZtCi;QJFPKU>1 zReSS?p3;R-6KM<|Pxo!|XhxbTHBnl!T@{q|>?LF8`KDvc~6wkAr7nz5T!e&gqKKskfk$9rxm`T8)m3dTcb8eGy@&EJImN;)k33q)aLgF&%|3;YTA^f@5u z3bIY1x6g+WPyh8m=xvBb72Q9R9auHqWuAEkMKS9bl`+*aJ~A0oXQzKL!Mi}%hvumu zK9_{#Wmh@9r19vf;_$0`ZZk+?Cv$(f?JD|;pYKm`MEoquj(*CV-yPJA3!v@`3DjhE{hV1lm z9}B*6Zyq<$31f6ZMN`}Nh>nUmSw0CEJ@|l;%5YtB#(Uyd|cDAPF44WWDw7^rHn(0eU?OL|G#Ezpyz< zuy2gif5+*eeVDbwc|z?%cG~-D_qELh{14v+4Jm6!l*EK5oYXS1zxkIk-elqyJiAZM zJlTnY9OALQJP>el$?DU!@&5V9_wgE z9}lf_&wKIlTa-q@EL>T5u;}-N(I_1MAoP%9=VE~t*N6Z1!p0Int6Fj zfYN@hiSWhTs4-ZR9m|HI0o&Y8>iJINS(~1mA)~5f&ob zz%ztSejP2w%*J4f8HW^vXl|ci(QF_U*CCBkCGIQQ42;De(HUfQ`$-HR`ueJkz@hVG zCP`$R@e~dxOFIv*`B4)7-*c?ORP%FE04e%L#`|gVH{#EE>qx@y(6tbhnMZxHL#llpk*~1NGM;iV7c-;(<(}>Yf+f6Vy zDfYQ^!O+TELwh}et_{aZW74s?zxRy|($<8i8!NhY6Vg){$gh-PmK9mZt~VCD0ne|d zx7;UL(ZN~Sl?E`h(pCoFycIVKcr#+q>?6bE71?|X5B`)!vgPVA0$g3lHXVK%0Za&* zc5+i$5~w?@I(lZyzMqfawGSwb{UdiS04?;O_?C*;>JHv&%aw*oJ;jeWNo3Ci!aa1M z$qm-Izz(pEl85bhJy7B}>Sy|JKz%Ed#5)|b^94GgjUYd!aZQ*53aK(NgnzQ)@5l*W zY(|LcGEQC0ekJ>@yZUt0T7BtOlEKuCosOIg1yb$zdQr zlt%+AB<=XjV8gpT!~8<4o>i1!x}XB(Lz(hTQ4|YY#9mT_UdFF@saa-uGX^8;cardF z^sZE{(j7WRjP|NwXc^_%hy2yl$&L-?WG6v|mfbsGvE>B2f-kn$edA$uwS4krkwH%i zHb&f2o@O6~;a>b0?{A|Xz;h$P2S?Kk^2e-M`h(L`iD$+%kNr_f-7uZIG-h64u@sik zjI)ddQ@SmsAf8;yKBDj(LU_T9v*)Ir*B&~1x+&hc3-cfw%~Hf73Q9rtSePCoZU3mtiw-OeplRao@3kf52lI8f zZ&%5}pLH3c3#cboKIg5`o?5l7fDZ0Tba4jlg?07SH*|~>nxmkdU3Fbyy_+kI&8ArG z^PODwf>_Qr9w8^X_K=puYmD)+Hz8>L)@fBG$bERJ;B6gi>-Ve7L-utXs0Nb}m8`3J zRTF-sh9=XjakVjMfZ4lu7RZ&bH}f#a($U!&@AK%NC-yEahSUml!6$Cd4lUg*#?tUz zW2Qz46>rM`QsLIaY37+DeXCPZN!g*uds(MN2?P#&7BXm=kzW=~0&g^AaRfO#^`kOv zhwJ?E8j}Ml;dj`Y=@j@j6ibCkx8H*EtUHooFt6c;_YDsvYW}e*6tlU768+{pMR`=C_&)Z>zx{> z#EXK0R-lz-4oC#+{=_I7Rc==Z-<@Z~DA$A%ruqkFct>K3A(JJa{al3~>?I z;1jE_yxD9;%8SqB*q_xD24_L~s}cW$8+2%bR;?D-9b2FeQjQ;JLp&dJ5xvfD~<1BLkaRw_%7 z9;3%clr5p^*qi zEtU!BA0B{TATEDYUjJ{=H_+mLb_;MWRu-Vb5&=E{{t%f6F)ky%6_Q(nRgK}Mr{vwY zToQw`iLFWs%!`OULu~QYa^}&8HKQ0{3McgS@c0^??VHyvSR(-NT=9KJ<0w#_9kFHv zPJqzZOt^woN4cSx^wG-rh2DH(Z~fh#G}#$x2Y-;P?p`JTlLL)&CQzMHi;|i{XoW%wg{`t3BY` zf$oUeQB8TSD6aUY`frCbgCzkhda0ehMlip*+!1xq>&giU06aSQeZ!qXKmd2Se3I^oBU&nNz9z=90eu-g)yOQK0+ZuYQcvg-Pn# zYuk+5>Aa^Z2EJ^f59+LMlBb|rV{-9oo5&{QgUjcZzGP@WN;axjYWnvoFJ1}(4s_gd zvL(&9iy?SGEu~5#o%G5BpLIX5e;pXiY&kq)nk^HTS2AmJ@L>oKA#@off(sG(y1nS9 zIfKXU!02mYZ5U8%f2|9%%jUv*k*gr(>F$@=5|8`}a!R#I-!phrWB%|KDj)P9raIT! z<>hPokn}F0^>&lxFaR~7UhHbN!tS$YtB53u({I~G=6KP1BEyMM_kcU zlWy+Toq|-9T$A4hUvN>aU%K`s#_A*)qYo00rl*{gX`Sj(yhutu4_CQbrcxLmXsZ=EPCn4q3eBRDg$N=`N(vPBgrs^rmg#@1Ek1E;0S#%clxrcB(K*W!s4LP^Iz4R zUG5>lst%I=xGif6{?WLs`gXtWHeHi*>KU$-5`KBV8^X&r z!)=exKIwtsm6%>ryLjh*X=R}Zl#%kx-IcU6p6W>+;|4^hct!$PoUzsIGUNFk?%viV z{3L}5$?wy|Tj+Agw)9#~Tgp&9kEF@SIa~QEeOvtR_*npm{N}*_kCe>H{6F&{uxFEi z4A2aB-z;V;hU9{GRTet&C3p_6k4nz1xh5MooI(}R_j1U8dvC;&cqqu~u?^to|C&F^@?G}LqSSBlwcbh;6%$X7BvrRzsBmc$t?+%|JKoD5GO+XEJst>xb z-D77EUHnOo6Pi)y8e4-T9Ag9piUB*Z&^f-Nj8;!m6x==oKFnM|=?&V6yBAMvnrY^% zC3O1Z@>gMo%Q+_Z&K;BF6P|JCO5z~B#%OR7Y;o||OECEdfvj^ki^o_{9~4D6hXXR+ zd3$}{y?v$`=kLILg{4?%Fwa!L2Ot4Eg~p~hB|r9KBmd=NvTTm z$WPQ7ETEs?$?)0if_9I%2eP+6GGt4D_%z8r^z{?s$PS;DQNrUmi>wWZw}iwu<1i!pk*ugAWHp#; z!g~_Gm)L|klmV`h_)=VrdJ#$3cRTa*9GUH1C@CWn=T0;BB(0mD@ zN`8u`qmc^HVc#g{u1(%G%R1>Wl;#Hft>poJ_xr zk}hNBafZ`b#BKqg{LiUuPTQB!8hEBuIr7q`bZHBIp&Qf_&9A6d-i0}@7P;CVxqA-~ zaw=iAd6bVT55k*ju2=lo&~weXhJ`+>8MzrZqw$r;$J#U23)81#Tuyo%Io=s^^c%YF z(-WQen5q~138I>-Gn5`6Ddi;n1RHf|nQA<%$?xzUbRd&}sL0dZ$on5adnqKQAN5#S z|9-a-McU>+APi?I6So$`ARe??(^a6Fpa`IjZzqTIqT%tTs8Z0po2k_1E02@4CUMXf zWXKNEC#z>4n@u+SGsz*qDSTM^QRbH9C7J&s6o`}N)!m(2T@Ct}9@0l$C*6)QZ#`b$ zd^3xL-SzPZ`4hp6V*S6i-(Qc6;+yu$&CwFMPml-$$L+=6@UqM3-AXI;GlKsVxX4d)o)7Dce&*4*vTZU+k@@TX;oAuQat z;ivv3TLq@}-CMVM?CA-9vl!0c`FDDav~RugTrouiUl^y^XXJdaz6x=CFcu)?Y9UJ}_S6TS>+nZ-Mq^3jWI;d^ z^!^Cx9wMWi6A!^;Bx-)sQ4dxse1?1tt$dg08xdb_SMvh@>vTkZNjW;I^-*)-Qki8Y zfTWa|0i^H_!k;}X+D0lRnKDgg0BhqS!^qFNE>r`32_MwNk!iF~y}}S@b*jX}hSrj^ zJRqxf5!{rZRE1CM@Y#{M8rGhwvqe>gkpxJU;!yNsG~DpD8!*@T}?URR0hNH5fa^t za#7m$Jhm*H=1imChT*KiGWhyuU6~GLE6JADjitO}vZ0p(L1r9XHU1qtF}Ws;x0Vd~*NXFz-J>2_6iG?UMsP+- z%j_=Y-?_xU4mj32?$I>{hqL2m`tXDn?ccI3n-k8g^t6AuN8p|!+*S!9W87#q?n22k z!)TVL<5pifj%=oh0f+eMk*6_$>#_xqH9!qt3-V*vF9b^Gn2J z{6=-eJxZKTZ6aRn2!afNA1AQiliE$iI%aQ?w1f z_KFA~qkDX%ga4$2w&rXH0`=ZPx?U$7Fo`ox(jT;o63=V7^)9xB{`4ZomaU0>zI&|K zBt|y_F;>t5BfTiS@4+D8M+-g3@MWjkm(TPp^#Jvc0lj!y99KeRX{ol6%*B zr|}0VM*R5J=uGqL37vVb2df%VGjq0`^1HjJF)sy&%VYRV7A3IAwR(f8h8gQFZ+jyk9&N zRk?xX0JG41JQ%gvWO36d+|ycktrP-6$bbv$l!B^N=gAL=rNx)*FS3&nWBy>Q6Jc(L zTQ*K5?CgVnC-!bf*%J>QL$2p*M<&$aGHX2fDPv|ycP6|=?@Me`FmxkJvs4aK#~q0n zCPByaP-0xhe-mI9N2yD(1bZe+=pw5zcb`rj03+Gfo91kq>JsqR0z(|a2t5w`7SX32 zs-k{kPcFxtUvL5`Ie2Jg&mKJ1gZ3PBg|VYXJxBg~@^;X6eoPd}Hp?GISi8N!qy&+lH&lE7|4M1N=_5b3+?r_v!?+bFvnSu%PmYthQL`1X?s--{ZYqU$=~*`=TkZ zz}f#vNA;(e6fLgz1np38Kl0ywKTh<+As)WRY5rF}{!i#)VrFaceETN-AhdQY>#m%h zwF~~5bb9;fJ*shj@c$ItdVjxAdVdYY$SrjGGq6WyorDw3 zWgg9v|1%Z{AV^{nr^b!>?vbl2xpBmDUcK4U1+sRpq<6yAz;uWBLhkY9hXNe{G3qzt zaU@)LzZp3)Tt~=@UpwlS9>|TPeU1C{BYsS<~MTY&a<9!2^x$x z_q!ELx#S|&qWb+?yL%PpK}6^=Y@^eX1ym|l*j2%Lc_38DA^D2W{Uix0g~$qDhx18& z5j|{bs%9lc>*2BJS|g?T1kV}(dN~+$E;sl?;yKfF`_XHr*wLIuPbMh$rYT-Y*71!( zFN;oUDyA@~)2IPsh#w+gIH>LneHP`+S6ke4b{*+`akr@wm?GED~&uUy#IFy{V@3sity!4;1wJgto+ZSjx0l2fm zW~${pvbZB`tD;Dve}3?P`o|Jemn-$AI&kWOgzQ2vxpII=-)>y@-SQiE35be#id-!4 zId49Xns!&w-QIR)kI;<+8o`v+?Sz~r>?F%n>zF%&h#k|6T=pfexIs5NsapeM7s^%K zlVRPI{KOT_+5zeEhdVcbvr9+|5MJTI>dL0;>0ErT*>2Jq?(0{>w2;QbzFZPZhN#M{ zCI2zR6^=O6jA6_VAGQjqp2=4$p6n&Gk|P%j{&COKdJqYGPj;IiJigme4A|RI91M(1 zLqrIZ`+4K-XGrow_hY5M!Y|T$UqhhL`E)z3cisN@q(C-%bzEFPTlO8bCw-7@_R^8$ zg7#pPWJ9h(jc{#@p2TNSXVuz|qqg@6H+!PS`l0qst*Gu8^ekVaW_Oy(<|g8cqPe#f z#VH0a0QE5gy(9Y6)}U==!sbv>?wpVAlI9{$Y^{jnKGyEIs_a+naxJ~1_-{?*r$F27 zq2;20Qx!vNsUVfW!Le+)+D;Wn|zY+>2yTV0>5gP-eWK!vxUSAr*=LZ@yQQ7xg zve}6Z6EqjCsVb+SKsBS(C;vgHAB$Je6aVb|iX*9-4tMM14AL8Rs2-<~5|>!cH5=gH zXVVNUK_iJ**j93rBjj&on6>G>EmshUmpYqx_7N6jw`f!Vo3{81N6|enDHxY9gZ~&+ ztQ9W-2y3_?mT~3|oZwh5Mepk4-Pv6n{2vSd+K?L{)u^)mjDJf3ipSC(8+;8A zbJbCHRsNiQP?=<-Z^EqCGF>Nw9Mc*59l@y+grPsxtafU$#;=}?HlI3zDMsgux8Mf- zx8mqaIO%jT3@4e|rlD(h4VXe&-WHDjLP=+*DzJzGR#+q2B$$I1C97P6+_u%Vi9eXz z)JiijMd6f6ngrA?`U)>4maHacKKNr0k29TJyVVwk?F4v^dmAdio1x9WzevkhH6#Jh zrtGsvr}fFg=B`DC)Q_Q2k4J#M0ChOqC*93}1B!S0^dtB3?}OY(li7lk5%%VG>nzbD ztyhwWMmA}a*;dV1v7nRP&w_Y@r!$+F_s0rT31+v7Z+LCNj2JN9pYA6xjF<2`XVn=3r$rKy5CaC8;ffN+?ZmA9J9q_2 zAgZ|Jzy2T89{t-`#>B<+|238ksLRE!aUgg8FK#t#$KF&DMdMj9mwH-zx)Yth^1_8- zg1F@UgU@#*LC)(!F2Hap?pHkP)kMpo9Ppz0$}&)W%u>1;pLhc$C0D; z*Wt?_DtA^7Gc)N!kFTjjr}4>?jDkME4XRO)%T;C$XrZ=0A{MY?`PXiJmf( zHGj8{Xep)291Yc{ty8lvx6ws5Aq!2OAX^}7;%vwnlhsjt32P=pt(A3e(pI3dL%ji$ z9?YQ8f5g&l2LjGBK7Ghjh--FUmpWF5v*wP(|7KO9+SN~+xQp45N2I}w<5?8cMINCt zC`|T8GnQ3s;93))~sTBc^Ts_*a+U;pF?L%;6UiL#{Yv1c7x%OA!4aPY{ z%u$L9Gb|<@j!?l+@YdmUkQJB|0~0a}#eX@)(W&%{EA?>%(_9CW&RjwgA=-S= z5EVMBVZB-{ZrPKi%pwPCSz39>6zwr{cTwlj zK{C%pPaz+evRic!C8P6g%#-||xR$v)m%K!~_zl%E;WCP3$nzWrniP_E>HADT`?l4e z{g?6;uR`JT(E<4xF0Daa35I}rg9t=j^!VFG*OWb7EVWC6qucN*q)+KH*fo>02o-IX zHy5e#$?_~3Jl=&SuvMPr33-h3PJFBS?1hK8Pq;VJqnH}Gt@Kfd5ht4fmC zOf)iu?X;(TGi4pQH{T)u@}Qwd*NQ+(H@gC*CeRP_VAEwH(^v)KkDe3rpjT_2Q&6VN znWUWs!t}(5Sz)Knd}Q!|zt4#jtlp`O?X;^*lI{psIb=93@o!XrG~)P9iIDI^EieA&>D{rvy{)-V=DL?D$mJC5*LC$i5=fjKP}}e?f=|Oxc^cJfczDR zpz#urY>fUIEAy4sJyEjSzjPgA25#E9ETefxl0s%$FmWL!efN=5yIGNCA%276=a+k! zzUfxuI|q2Z;3c+SlKH=lrDa2v5DE^SmHYpkLE;=lEZ^su+mvWPB0fS)Aff>wd5Z}? zp&t~m*_QD8kduX@1&NHX4GMuytaL5A1MB0G(68d)|6){uj!uMBz)i<*1%iZ@5Eo$X znvm_e-0_uHXyPHO`6D6K5ktz=E<_zmou%t^lb-* zBfL)}Bp|O9Xbt@RNRu}zP@$m99ndZ5P^Ks4*wMN!+zakbBce-!0_?u}O7(5u!p*P0 zyFaDxgkt@8DRR1f;aB&~@m3scKbgc<90?xrtPu$r3CSh-cmK}CFQ>l+-c=6wL!V9; z*|0S;%R_IG%x;Oy^1vzcQn4ydM>l2QWD{*DSb{HRVBu04P7$Mj!K&Je5J193Z4tSf z(N~Q#=uyPa=IP#@_(n|n6KyBHu{P2^B9^;;yY!ZO@2DDOYi?tPklNB($;T`I3iIO7 z<*vR*X92O!D0zr3q#|hP z)RVHpFaT%X3M6q(XUpP>9ncSPAZs4?Z|1gO?wEf#=sKMU?*|-q%8v4QDa-1>ARF|M z(izL*>9UYopRpP&{Af&TPj0xsDF#}3g|8#@hjG)|7wybp};2xc=I%V$|s_uW)> za_s96SjU7Q;U1GDK7jE@t>XoG>iTaD?w9QDAk7txOk=}OZ>__Ku)BKB(Y=E{_p}k< zp$UaIAET2t4dWQn6ha)IpwYoRbGFDdyd|BeQ>hbGx)TCUe3j zk5?M0zJU!I`N(owPpoktqWVx#w6)EjC%A(9kf{2QD6q8+)C)PIG~*y1zwC(thwC?I zBm=+7_ao#Mz8_)avd3Z&0~JX36X5qYql01*0|iIZ^Otv4r;AC#X{V37t?qz^LqR>p z7G$4$6;ieW@SCH9dtM{vQ1Qr~tq*Tt2Hu!W;%-^e5pM!0ky_x!fHN}VJu|?azD6=U zBYWM7H=#>0F@x2Cy~z9AN;aJN@{rd#WM~Z0Iyxvs{ZQ0lT6wWTe%WLme|4&>TCVM6 zliBH-`gqZ63|}DeW;fB*6u+%?)OXg(fg)>PBhaY|SkMk*ioYXbtmpKAL;l8lK5Jtq zM*?HI(USEDePLT7Ak^sIn~^(@y#Sbh2Z?|B(A%J?g3<^&A#{$?v-Y9tn^5Sw$JZUw z5Z*=>XW`*zY>IU-3rx;Ub|Y7)iR{MBWU*gLSeiHk4}x$-nFWFG7?NmtYsbDZHaI%4#Zu&o z_hi8kQ&RVHMQ&g=Q_}m3WI{=QegE^H_fOmb_}06`oV?plF*x95DJae!BVEM(!#6Hy zC?(OG;OaNauzIaxyu7K|V+2XTWD;1(3lsUa&#m8!l^s|xHev4D&Ux&YUqEpwU;iLL z$E~ooa?@ici?o|4h?TnjY-+F=?Q)j*Jw%=n&b?96$VTB|l4+BS9PyiuLWM9({`mDm zgkj;GUAPXvoZXfSnIFyR-83V-mF_nwU&s1d$6I7zC!?+BAltSo%W{(kri%Sp!OzyH zrJWpLm&nUQ$rtE+k?81u1tQCxP#vyCmyb{#2?&=!_>B*c`-#|cB10$$4)37UHh6k6 zr;kwH_3>YynwI>%Vq1<9rNv)?kP8YiPS3Zy7_a;DR&X4P+8(%*hJy~u1w^T$CI@ab z65<0`nEwAd+6x^UJ6ulG&usl3{b_QuXIL~yt(Mj?VEe94E;PhP?yyzPrEwYMnAq#p zm4|rv-trldy_&N3CgY+za3B82!*uu{0XKbWvVGdyiF}u{)GEAtMamj2A+lAGieUgm zI6y{|>X$m7-4B`{Ryzt-l>qYRy5v5Kydclbg;SAn>qvy+!9kKn%nFnT-FS?| zpM>YOfrTCM{ZdpN8TRUdQs{#;^uh%Rs7(jQWSBURXGLtT)$Ww%#AGg~iBc=n^GcTT zs#K~DI8`<5+;VAZ3#X0l()3(a{vSdGt0WK2yZJQ~CYUp9MX+Vl_5el(@%dl~yJ9qI z)mPP(o^3;ar0=OLafZxe2i_yA4`HXvCYe~)f35)o)5L~Fh$h)PJjJ=SW4 zrCY|>=DnpoH_RDWES_sj6@yFxqBGCXKgXH&%w#n&2lLdbe)t~~q9R^Rb$HiQdUDd$ zL8FfU3QCnFXsVHsBmqPkYO6qW<$NFRc4hFfgZ*+&8Gki|!$4Fb>M{Q`Rh+RN1NQg~ zg6YNiN*yP5=oE0s8o_V#%cAF(f3bk+`|7;8{t|I`x!iWH4t$W$@Z zK1h=CqCfKn0IHmzpC{>xl6B3~o7O5BjRA7Mt$ zroRe37e6{9!d)4Lz>{v#hTzUC z(PSwKJz8$|$rvSPB1!sAD>imxTz-klZZPwY&-PwLMqW$K*j7#wAs=3hj5|i-zJ<{^ zX_Nu74&-i~p)h%b4dPK_As~%^Q5PZ+$~}cnR3F)zKOlGFe_}(#@WBD5Eex} zHj5k>A7JvcZe|z}+bZdwWpNAY0%q{qD|`U+|)(rak8ywDd9Cz2REJV21fIa(NWGF;%hk=khJ4`zpfa z?l4Cmv*Jo!Ju>49pp%*Nl;O*MRiigFuM1#MTT-t+xa?j!v*|vcYN_RPH9Nbg?{3p_ z#>`kD^x@3Vw|legS{|=qoC1EV*|uwBKWrRWcWKtNab^&hD4KBOJbimU!C6(U1P?T9C|K$)=PzG@5QkdF{e@rP6yfm97A>WXQw)XpG4xlq-ds$W zUAX9TiZ`Bj!G&eo_5VZFI|oM+ckSOB+u3Yv+qSc@ZQI7gwq|47wr$(q*iJTYp8I~@ zs^?cVfAmaubye5&_w?y=uJgI@kaoCVa8(Z+Z;q;qxcPKr!tHT<+O3#TyOD@3J9Hm! zu0iqtAUZFYq^A}=_cQU|U2wV`6g(pX+$eTB7(I;nop&TFkhb95F>!ph-@W`VE9gfy z?U+Bp9}e|QWgVGuDf0N~<@U`bBL3z*HABwOoiX1Ui~31!a0swo@kOm$#<@%eeEogL z2vdhCLB=8y-Jf+534h=IvNa#-2S56wP@I<%5`UM+&a!%15MR6$jKVY}QUOB*h-*r} z!E&^ccq{(-{TrPK4RqdUpILgJoZ4CNY4{(+u9Q8Pr65BqbKMfvKPXI9LCOVMNMTg+ z(kqs+ti;8(4zY{k+zif0f;>`s+4}(%6m8yK^4ciF8?R559JTUXHp#fdHBy^1hQv^r z0_*P7#jgi{{vb{fh<$DY4PP_?hzR-<)VYe(P! zj;zif{dBeb3#!}q1p;i%2I0TwtEnNN1Z87t$#N#x1xJwhT1N8g{`Wv2KGj$8p94TR zTK2lgf?#OpNH5jgXdgk(WPyTdhPwx`ZUOsh0;IFOF&akhbm%h&)m;Sy3m5-V zM4)}#Ff!JFA?_-srxEtt#LwwrPUY$+QZ>q%x=PKqkp)iVJdO57XDXiVD=!vibq03U ziNi2MT*gr_y(ndz#Hic%y^1%VzZiGrF3{kBOq!Y&If)-^3e=&fuq@2DY#NEec$U9( z*L^&^Ku8}?fnKTd4AZcjdLZVK`*kny$yw?TI%R+4SYU&z_5-Ub@mYqmh}{F3tOIKi zLQkrqvefbZVqQF{LcQxcap)53(_WIfwz=?WvLv$sD+;XA)UqsT@Q34l4NPHF^$oGa ziJJH?+v!TmAG!Cn7d3=HU<-ZBWE5C2kQ2r8#uKmahE(k#ag5hf{%ns&rr7K`((?ct zCG9|`$l7jPadR=U%M8j*&RT#qNd!{g^o!Rd0tS#xAXPF!inIuBLC*X|E~-sfL@nzB zw?{>wjKE5x=1-~a0xT&R1XRIk@S~VQxVt9|7O+~uwoYg{LfHEZ9?EgXRH{25rPb{+ zNPRIA7*!xJ3<#4#piT<55Ls@z>8d1V!sRz1l~R?2C|8o=QYrn#t}wH7AGXu(KPvOz zJEyMuTm0d|4}lD*(wwrx<$&*graFcYPmoj;@UII4l?~X2eNlUe--_`*%ew|pNlB4R zX&h8u66#%CNbb)_+@TfGe$m<0eaz6Iyv)$I0A5$FKVDCko@-_%fHjVe%O)9HcOUhw zKPF(8NrAwVcYXO~VlC;@`oyM>s2k9Po~@~MgNc@&J6gc*PFv^w2mH!JBs4F}=xA5; zAUF19Na^p}vMF?~LwXw0e;^EErSio4chC0(6ZSLCP~SIMVjg;GN-rneQrKU5DOSST zYQm?eRilQ^G5H}cA4_MaERy9n?=)>6yMn_gd1m5ajG8E1rvsUUGdl>5C!H-Ctwf{Q zY&#v4N(pIJERn3RcIM}kwVG?22^i^qYB)| zg89s=&J^Mylo>a%zr_U10{e&9dlQ+Fd{-i23Z{~DO!Iyt^u%8*Q)u{YYs5DCAJuF? zmsLM zwK7**?e;hsEbFn;zph|k7GK>i8K3CUK^U0*(+LPVVii|#5WCX-7%sr%lL`8~WlE4_ z=1U%jjgloAi4oXY4tw&D>Azl(*IQu&xC-^l2*b%gSY5lh6>z7N3nqr!Y-`a&HXE**`VZd-7-bu3?d3zd z3Y1gBmhrao|f;#c;%R4%h zzI4IzKL*)Jp_~g{V~p=dzl)K`lWtQA#qWnu$;8h$=A7U2^IaqgxLRHzn%hBZZW2AG z@<1&cyA#76`1h^08@X3WFkjL(KUsH5wLWK;ZqGl&-d*CPPe&948s7uT5caD>EE}|y z*Vc6sxMo@G%u78noaWyKy@_(tITh?tRM#LEDhIe`uQW#sIJWmng#XQky5Vn6?uE2I zySYy(Z`{51%?l3u!Oc@u9Qd#0ppuCj??@rty2_)S@J%TKStL2L?MtSrVc1>6^rC)+ z)w-sCxVW(myeBm_7#jd?G4Km0)Y#C*Lf-%MS{S*!%d|;d14*Toe9N!z+Mt#Vwi{52 z&Lg0>!s0w;A?6kFFLC3+GTc3P?5AV`CVl%-l_*q4ME~rUcs~7st&AzWxo|imydH1M z)3GO;%N!qb3_8n{(URv23XcH0Po3Uq!re!jjz8EKv0nhVxK(~bCTKEJYIWX78mIEN z@Rp?y!t8g1ux;%MF~x?bM#RzX1i3ZUij`o>JH=Kw9sb~ zL_r`t?5f0ye!gw(?D;PJul(b?XhVuZ4q#(v`M({=DUG&oyENpf&!3-Q`-zo7q>Ks% zz1F>H0pD;763fN}urI(qwceCn9a{q&4x<~?8Ts1xn$?)tiPEn8aF)Kg+o50SIlNSV zeSf-nzdye_vew9C8zXP&-2OG<$K`3AFFkR78TZQ?q_W6^KcVRkAnx!a-W8-bdASN>bJFjy&DX<%&KGZ@NJXj4FP~4_*CW?z z|F9Uy2w4@nRh-Cf3!$e^pZ?Kt&C*~P0jkCX@erO{{^N|yn>3r%@LaV#h}Snxg*V=!HBWGZn$P#1s< zZ`rpqrB?fB7MW%yxoWd}Mro&94hntA?A&U({OW}XyaA5ER58Rqi?CvL%H$?j-0bLi z(mVWOQqtz|ekt0{OdJNGWjM5lYLD?pcX19axeLu-`emO)Wx2Uu?bT?`RQE|hUL)Ui zF4-o90W_=Cp2|ogi6|pjy=B!_lY7{uC96<3GqdW>Z#U3F0t}g(RnXL#I;JVnT5vsY zR1pb%K7L3|4vc-IU=uflVLot{kyK$}ow+0;Z8wo408P0aRm~le!VHZz|Hs-{Qq#M? zIomlTIM_vr6fQb2v50SCvD=lv{F7c zA?uwDg6Q}#zz2q*0c5@XhW=6$W6LK$DwuUFG2|^6rP>|mA)Hb`c24{VU8pP34%41nJ&p-mP#Tl}!`D2_4T zeHUv#yu0I<7&qZ-4}X_QE>rFg!B-Rg8*9qbH+nV`rLq}};|QyAhrhx8_Y`xC3)Z?^iF*I;ZqD^kOOiAxcbiL+p^8Y+#%9M|7vlqFdcbE%TSK?u2pCCJKHl1@_Q@Soq6LF* z{s>ZaTvYt$QEtwPPc)(OdBi3~xh$~;Nlt7EEoS%<4d~AlKMTW7@}O+f5o2tHifO_z z-|z*Xx9^*;;e2)?ZH@3m3_7jvo!jc2(vJO9dgo?GC6F(uIXPuA8iu5e)vvZ)dpTyX zEmpMa=#p({u$1klA?h zTu+-h1e9aqv!!vAo9d50I;zA-_YNsDIJINKW`f9 zlLWQI30|PX_^_-XUea|f`C%Si(`8|YUj)CEW)hm@n%$xX&#_`c8GJt^$2MA~Y|{Uw z(f#;b*_haId5+-MujvN(Zu9%VXUtKbnlztGnDN>`%~Gc~^5uN-TE&z$Mae^zux)Vx zd;$e`j>W8N?pyfgXmj6_M`(2iPEY-zSr_h;oc&P87jknlX_Ra#Su|r=uNKGG0-4q(ipm#OD=PVmY@bUeVzy>U;Rq{Upd?HqfF-o`>LLx#_SWQ z*>{9E0ZBw#f3cZ6okUdnDm#w=%jn`KKfAUEEYu7OGnx6yb|(V|e!TRX7?C$q-Y9FA zO0CkoM@_AWwUSB)P=4DdVZ?Op_VP?fd0oV=hhhw)p-AQoBcs!@tu8oG;Pb#tV_6weuFy|D?Dpd# zqsUwS$}7d9YAK3^yB8h@cza73)<*4+%F*6$>)lv_=zK&#ipb|>0k^FFR8Enw(b?uj zo)Puv7X%meO7;a@Nu(-#;{gpcVDU50m32cutk@U_K{kNVS-c0K8(6s85eRST<5j~1 z$@O`AIKmn{Vb7_0AU-Z3eohzbqp=32rH~D(dRTZK)zj~3_^iJH#lQ~}!6j=X--w1h z*@e-0V~FUOoI$l5me%O6j3K?g`{nVSi_(#PqGRIN`5+EhDSI~mB4TY8LhZw_ zCbAS2u*HN8#p`y-nJSmF--asd*tH2ud(6e#;b&b$WIznS@M0{L`jctLV*4BVFus89 z&v9N*5~-CrGYjep;sUxObIpo>@ou)Ql+u!dQ1+U<$0Zc7we(i{8@-k$byls<|P zbJ^vZsStoRNS1-2)a4Gfq&K-$6lZtFkt{-G&K8%7gi_-Ee1;xkx4ywY!cF-wJp1ve zF~RP>sK*EZ(LOMlORqmCJfxzqmWEkzDkNUXBDg6O`y zUv`%vS8yuqa~)u$^Zm;P%?_=)XT~*i({GtL<+WFUkE`m(trJs5YRH$b&dpO}hLw~; zwBinJ_xlv9EC^+nI8p5kgq`!vEN%qdcTDpl3xWn8AsS%+@I}Gj4$*}t{DNi~qOHq_ z=0uGodiP6cf=Egn4Yem@T#fPA+*14eMUKWY`;-2w%sPf4dea{N&%0MNEB)B6^E-tZ z)Zf1VkWFh9&{qda`qP@JHY7e2E5CgbLAnd#1zNng<^UX4@s#rOCIrZw0<5dMKi7D{ zwLy7`@&u-u9@h6Tayb?#q44N+hd+ftah&<(V`=}O4BSZMH{xhUQMAWzu17(UAKn`` ztQaY653VO8_-2V-xJGY&1|O!d`KgV=f0T{_Zc)DaYraUG5L0ebqB-ZzvwN<85s3SE zo6;ONd^mE!3?(`4x-ok(Pz*tU*1GotgW#a-ba}VWm9+D66yGrwz$Zf-YVHzpB@dI$ zOeE5`{ItqPcw-v%o_oqh4F`^{!nv!2B^&O3O8O-0%MX<~eS&Q!7|*dL#A(HggY(>q z9p8mx8xtycyPLjwzIayQQjIC9YNo$i2f|n$EtWfUd;h9?GxYe9hTxo+LUv!Kv8PcS z4H*8#wdircaXi!W0Tw_~djH=_E*DT}6rUWx%*643AE`r{()Jsi$lcd9vjmJ2L|i^U zLXaTVe{`AdZ5Sars$5$lU499;gd#~L|1mM0(;#h@iOins?Dq6{;p!zkMS?8(tB+Xo zHGdYN_hnP9Pd`v%Z})>L5S~%T4orhBGZ`Jf-vR6Ejkai6DPJH*;kOnbkDo?D-6Lgw z+=We@yT}4>K09yb%!}W$>Tlr@k8%6Koi4>pcv|G`5$S>uXHIfSNIO~nFiXV!4)A(l zWkL-Z1^$l5%CCj-<8^WMqv_;u2Bhi-Yhl=r{&|oXN*jeBW=e&*Jc0pRkL>{;FP-xO z$Nj#KSM_F*(hEY_kGlwf#`|sqoz5zyutkeUluJbxyK8N~zpi4~Mk;qLI{EzXK_HIp z`Z&zBTA`x}a1;YCNtuweWS6g*Jyx4WI`2=8T)8f7Mr9BNr4%(zFcX^feqM87$lfpV zhb-do0-HAmo~tEzD|>u68QQApGj{9xPb5!2`lPNzL0tY3UVhA7mXH1_J=5chDit#a_*b#e)aXHdlDcQ&P#@c8SW-}oxEr# z#_n+(H?BiHmb%G6>ffD$dPNHG!rxP$`Ksy(cvSyeogz7lDSM+q5Zn2!5b$d_ER4wD z0{Wv~I71sxT-b(WPgeo-Hw>fK06KNC#3#^#gVfq^*sn?!;NO@?SXj;Ym~dTcTSF^E z{^dO)iDlox8KNYKWU>rT(mE=3jrMjVd6a8g%{^*l&d-i>+MytVW@W=xA-l2mOcJ(S zOtsAE9<4)HXJK*7>V?bENa1Hlf&~V(UND$7*~k+Il-g@xbMTBHdZA$5zl$nPQ1#_rKM1xP1L8klfAAu{dqFsvgFsspCbdEnWMjd zD0LqkC9Pq5nZIYI6Zw`Tm2;CW=g0X~Z^yJWuOQomSh^o8g%Lpoon0)2K~mTB)Jtkz zvLdrg)O%O0vQFR?E#JgglVypK?(Hm$<+X@3PbUEcz^fCNir*RmTKgS(o7_X7`yIF^Ncj}1t=Qq(^ACnh0C;xs?i zDez~(mZ;%E*I~Z}`Y#n;o@fT`NzA zmoGE-a(|gI;BJ@-;89C z-7-V{4B!JYTFL(K|BrG187gAsU<9sq5%A#E@u5EMj&QJiW=6Vty6Zf8gI^-q`~!x(OHnIf#czlMf@$S$!>W3jZ>3sSX^t z(IP!B7B(c)J#yl(^^a6`(5_6N2@hyDPMFn zX)$`x9qRn?;A&T*^F6t8Wb*1bG>K+;XpD~d!1Xo9KpT>a2~(*?O@et%6JLC@B2CYf zo(oO@ekeJmx;=v3=Ol1M%OPqj<|KzA7K$oz8@i1OE9MsoAm}tV-TpGmKCLEwg*)9E zYQuYpLx+=?-p# zhhg{z9+Rz?AOT@PM_`c+jcbTmymGsUf9HehlF~eh0iI=!A&H zbVt(Wt-ZKOp$^QK%o?P^{M_ZA_}dUAmfjG4=w#0|^aszj;ZNdZxF2khLP{DZ&%p!E zJ0|t)VL0bN(zh4)clW!+W;yjF`rcCM0?ip+?s;))Aa-cn`zP_G(UGj|AchBPb(HV0 zO-AL|Xq#fg6a?m!(f|tMyc{2q1Wa-r*dwm7U3`qn|jq4@~+b~T<4M2;9IQ$3w622Y0MukKWQDuy? z2$qoAr%wHMG7=5^o$l5TGer(u|2@DWEN0f7V3k@eG8Y+_63tC~isNYG)_KP|V9HUE zXlbwosfi0^lw0#a$Z4q=IM%%Qw#o<3g1B785a=kd(=7Caie8F&XJqmP4Y_5hMNn7G z+VB}!gnt}yFFi8n>YD4U?Wcg>))_DIS)+s- z?;pjW@xQB%k=}JS&iN?Aj8ww>bp#&0m-~|Lx*bLQDx)8cLv=F#89|oOQRUm1tAnE< zDV7mJ6UrSH*|GI##(QRt*@v_QaX$`}T?Gp&|4qI@;Zk2;tq8F7$x2;K0CpRwC}-ct z9zXvi_e;l7f>*33kBPT%?EPDtF+s#gp7l20?5LB;d1R_KnR9|&gK5q@(U=ac6srW{ z95u_oT75uli2KY%(xP??0N=WT^~xm7hFqNLj%>gzhv!26Nn6Aq&LX7h0#y6tqon&N zqmBZU+@D(qoK6F!8cnQJuk0INo$QIkVv%~7hZrOaFLd)!freg*iN`;o9aHgIb<4{! zU6TOcGK3*Hu8?{;O=Q$yA}WWOOUc2NleRw!%4Ff)w(HAM*)J{<}XMm)g^gZ&4G*YnbEeSL=mH-NM1 zb$SiWgFl0!O6r6q+Y|l9cXB4aX3vLP1CBTGaEh$w_NZ!w;$)l_^Gq^rBy9l%bf=e1 zK2oTd^Yim&8L^Nt)=pW8$4I>`&VeLz05MF|)K@t{IoAA=Qo%%U6-56 zldf2!H;NpPQk2XXx#r+X{tBCIrZLd10ItCF#)J;sW>>p#=>GZ7tme9HI6Bp&my)n! z7w2}+r#bI6{03S4)?>oJ6TLKzZ?Y~AxcPTpA&V;1$5G(k1vD+N$|lwwlh#+olWNSe zvk@fS-2ug_hL)8XR2YKW4q!my2Y$DCT(@;ufoLL0Hm8riwAU3v%!AMP}| z9y7K6fE4QNt-Jee8mq?E@6#-Q_u!n@6AxN2{Lf7~U`C6MltFPb46q6>5x&rfVOpJ` zN|$e*E``;@O`Bwe|IkFq2k}n?gk-gfq6dgRr zZ8Uc{yv|_*h;WwdukR%|78tj!n|;x;33jE>RRr4~3oXz!jbO;etEY~Wm)S^EoL*FR zCry*-UM3Q3`$A}o)cH#yLnX(I%7cZt8)aGKE^S>z7!onX0Sn9rRur7(Q!-;Q%3>l) z>fB{d&eOWo;yf#+nep_siHTLke_t(*Or#H`4b^G#*8aKJ4dp~{b-V*wnw(0 zseIXW({|g9W42EJSu|Z<7fqG-`1Om*wJNJ=1z{8XB3k29eELzcl=mtsa!ChG;yobR zs*f7+ndyrB9iSIei=o?Zs==#7o1_iHx59etP?*NKYthB1{+w57Jq$cO$(%>ApMX@WhcK+L{$Fb!Pr5=L@m zob&n$#vk~nx_-0%HO2hqVIGy4X31g;OXQmCG*bJ`3vfR_xHuyqqCbOyDqXnp`1oXJ zR)>2u@YPuN>v;&2joNxZerZhvTIH#UQ5cK2 zTvhb=OigvOZ1?C$pWy+?je%I6od5n#ZT!&^t(a8jCw(hmhxQv`x~hW;7uF}V3(tm`E&BKt)y zAA1u9;?2kUwGkCYLvBt|G3Tw!(j!O7hog@pAb|%3WW#?#D+ptYAS!MkEEp@}|H`yj z8NZcN|0C04Wd!C~W0JNcE)r~l{m-}m>2d<2sHl(tRqA7Qn~d;X-`sw%0!j2H5HNyB zdO>@tW3>n5k*w@M;&0O#DaCrzI0|W;?+$jv!~yr2qNeHJnR4g{`^8T%U*Dqh=b`%p zsV$#~aqKMF<}(*Hc7JaFxiK@>bU)k}$7#%*&>)V`?oJ%S`Gsv9v}j((LS4ZfO$*6u zMnovUiN719UYZHn@{$GQHO(&>TZ;QzH%`HPBu+SGnMtD;&$nX!9D0N~EWVwt1Mk|i z_Z7VT1#LHeYJ$ecQba1t;L6NrZW9IQb*!3fzp{pQ->AQunuk#3 z-*J}$R3yWv$Pxm|4dOr<4ot4cWP5wLJ4Gh}76wI`l>#%z7cf!GLbsay! z)RTRMf}1%ENyf6jHvEyJz}PWrk0tlmbgjOww_!9pF3O=}Hxuz+v-pIsiHc$x6NMKN z8EgnUA`XI1`8$&`ursZ-%cxuND2bS8Lg`gtXvP~1$a6^pG0qBfHmLU%g}V!d{AvsU z`Vmk6_=E?!Tg=reHF@~Z2qu$Sf7OIHX5VxIms1^lqTvke?ypL|AdqcRN%bbSBDz{I zrX-4#otA;wYWhLbsWvWBBH~x}(lhs(+AfXa_%VwE7PrR}K@ciA{}krBbzAs%HW&$p z3K5#2C59=dr=p$KQ)G-IdHBPuH|k&jOTUlUG0o^Zr_rZ1j%_IY0vcNm+LE?(cGl%J?f^W%cDa~Pw$u-MRv~uhVGOMg|QIX_2^f%Oci+wJ@ZG{O%cee z#o^{1lTpB&%@o~Jo+&X{b8gC*S}09tIrZS>4xt>xK(nE68V zN<%76=JIfO%nT&0D!fcC`tRlEgp{%sUceHZY+o8o)HW{bK=?O+1ax(~p|yB5jjUY* z$^b{CE7vuroq`SwdqiGFxPYkY#t1uyCSm-EP%3%^;zuQ+5zeS^Q3gGsvMPDF2nn3o ziOQ_aPmE%%xe_r&{(~1!3Ug4vxc6(dc!?G3GHKAHxIPX%L!X>bK@n`oUzZy?aG}IJ zhm$scItN_%Zqt!W>T1)Rnhyt*F~`^z$d?rC| zFqk-ex4cH*JDgG|cxMizc3ZVal8wMo9b0RaRP0T|g-UyD*!GLX3R901Fcb@~Tmtq# ziW%|cfzP)`Ny&V{cTXmgO6A9W3lDrGg+<)xQxu*I>+-(F9eOy&%jz^DEAZ-U$B(W* z{QZzLunYJg@f@zinm)i`0WnLLVLiVU1wQ|qpDALZeIuAyn3!5lHVGhM;2ugV03SzR zE*_Txq{YC^6j9g4De$a%1;0QzX!_VJxjR651KMT$Oo{1CasPH{8&dT(E>x<17+!i5c8n032(<0|T%7C85eL6>E3QW?#k;t)UNq!~#d%MwGzftgIhV+As zZQqs0ljFyUX`g@Mp(vuO8Cz>F;D?oK$Xt?glUEPcQIb%i1RXKbQrDY$?y=#3MC41& zU+3F~o6cS{UJRR`+n zZ?Wi@rEWiZR#2saAR8?Wr>8iP~reZ{aNqYv$CXe zQnrz7b<=j-HEw{J&Z$=5FYOH6LnOoi2&6NnK=V;Cjf)NYB3a7*sM{}RGZDa0nwT@Z z9yuvqTqLC&y&;^pM$|OEa>UrQ7C@_Uj!QMWx?Mf;ti=;i$P|MImG=WVpthfYjR5IH zLZT5xr1@E2Q*tgl& z8cK=jIWF;RgTSznGZlqq1#7^vtVA@L2T5qOp>J1IJ%UoJ&{4oS8h48*UHT@_lAVDD zw+5DGzohqWh*oqyAe;EAFG<6zM-)Kt;|B<5-k^ZqUh(Jj-J~PMMRd68Ob3rthLArN z(N%v5J`Btjx38CKJ3QW<3ebja)c3& z&ivn{?Z{0?0mj0_3H16&$OAxVtI&L}2vOTXryLN-1-+|LJW=<1pPX6Q+R@Kh3X>NK zm>VNim{ErqJHuQG6qk@Zd%ZhJVsc;}9vaw>-sA8#8DGQ9iO!=D7;RK8(e#t>d-ixa zf8}_*eXa8fR_u|+rY#%FgA7vbiPKF2^W%^`H_QvK2>BQ?%Oc=!Qv_JttV=9w6mq$N zRj?+IK0!J={IfgB(We zvcZM?_wJ;@2oAF#eGDL*$Kqi9&29JKr^4j&j4XUD&3zF}E8)c5zTlki&zlk#hQL+_Xpep{lunI&inE*J)dQln@%f`9?uuCH! zOs_Es#W|cUGG}(iEoe_bH_976nwic2g(9Ja?{=qiU(X;E5HmOgJJ^JP5fUtBx`SzR zXhX#*BK*Ru6**`O(1__Z4%42trIkMy>AU7WaD?qCL~)GjF&1(O1ve{IiH8cDdMO7SF>2t8x$2)8aJ zvexnu!F6Z$Ef?IHi+UMD=F2y6_`DD6*EecG@LLBGO`tPW6f9!VIyd4w&Srrjj!Jf$ zAxwu>-a0mgUAIN6vJ<1!Lzne|-jm7N3m)+_*l)rR|`o`I2$p zJ2gmly64FgWF~jFmZ1}$Go$^QmrV0+Zd^y=qNRMJc$8%c5rk`|1v}V71y91( z_OV+=#HR4toeD&Y^g4ay5vg*%^EJAr>cY~Nl#JzJ!DIm)^Dpg{XC~8Ym%gFbY;)KB zu1JOjDut;0Eb+`@loHE9{i}b^6DFPGpRo+Tq7Fbvc+9&ni=H;o9*=;4AJyfc(6B&d zOb8TE=I=Dc0P351&(6pNJi{i$2B88%;1IF^qQ4#YPZNP%%tquBxz_@6byLdzl(zbBFW9e);blPy~U)lRYJg+VIF1t`Yfu4!1M3%*h)Y8#( z7lPoB3el;P#KeEWD!eH!HkMS$%kiA+x(nC>)f`EB+^BOFNLyl+gs-|Dh*Sre^lRCJ z9i+?r1gio+UoDAFf!2#aaUL>WX@mi9dU!)y6~@kPjS@HnKZUD#-+8*Q;*bzaTW>9< zZoat<)o8iv?E8=p*OnF2Ay$_WYUL8VI~BYxMl*JXESVCg9|o;FKc@v5oy-!OxB}ib zJF6Bjr=O-k*ny2!YVGH+>cCyx@2kV_K`<1y`AL#RC>9c$JZO(fq`DfX;PHcO7-rVV z^y}6Y-U}!v_|U01aw2lmUbZXy^DqTCd+Na#nipG&3Ra_1JF_Qr)+&oomKeS<6i&(4 z>)fJf?VqyQd^7mO*@4{M7tIlD?R)Cyxn#cs#cO&BVt1jMeh=0;%uQ`8%mavIeQ=XA zu7mi^r3kij#KOP@;>|Cul6H$;(`Hxm!qC_U1dRdhX{H0d(Fnfn@9gegel&jr0rPfR zTi18iL%Mw_dAr8)&@+YmcZlYG{^+A!FCiC>c1kA@Bissw(kv1wuZq<1sPzVk?$^b{ zs;aE?^6y}*C-6_$f+KmiWE8FUHZ%b;2GR)&)E^vl;pJRhznHj>P`vZ-zb41ZyEUYL zl*Y#WUI{Vd$6gtZbFN}-v0jzPz4d?RAoUvh@d1idmb4EPz$g3(2y%dWCPKdM`JL2S zV}Xqz`=lGUi9NzzU2R>=hh$C8U2!vqVz4Pt%#(#Zu9jDpf zoLA`)p(>uR!bs{tM=H?hx5`R;^*ch^!&-MOV$ryEyIyIGZTpZV%)AH4t-2t$b;C*bp`-gcFttk+_ zDKOXQ>48B@J`R%|9WN(Z@3+scMl!=@DI!@!O&a3i61F0zEUs}1kZfQN0U<9pw!Uk~ z>W^&7d4GAK1R?~TU6FH4gg7uUB~e#%0fwKExXZO}t0XgH^pAwk5iNOm+d>@=_xNsN zM+iVRLP7#Sio^nJSZk)*vg*_>wHxXf!BSLT$-+Bf-OvNF5~r-f575BDKte5%_b-e${S0ucY>CKqbPZfI#_ve?umPu303Y*^z)c{g@Rp~U-!)O#43me%l_y0G4S!!+Tru{X;nD`GsywQuMulN4w><1@|Oto zvT-)m*B^nYk}42rYdB8r8jhC5bDSd-t4XnYBmz%5&b+C7 ze`{jR&Hx70=t$*;0v<0<=UKD=4RscTmx=+HyDiAjZDf*{9UbgrjhI~ltMfJPyqBy77UDR zbAo~4J}tg!^p=Q;C@4hDZy5}-O_NWB6M?J+X4^|idtIdp+F%dKoQPbTmkG=MKkTqJ zptgaSCZ4RQ>8KN@sR0d>?ThZ82r9J2K#!7Gl-Vj2bxXu?(n3`L564g6*>m?%Ff zlNP)qnId{hxZvQHLXbs(BhAOSfYugXM7bSy#rbBF0L#%&WlHVk17EVZ1<#RW+CN-o zkpSReB8x;5Y`ltD(R%&vUu68ke@W(G;o@F+D2fg^H=p6Vz?|@xh;V|)a4J!0t;RYX z>-822f$9q|O~CbIu2Fc60hvX#)T7GuMdZ)hDd9JKHEjD@l)sl6mLsez*9K%t0ps$8 zANukA*UU##l5<{)utHQKpE{kdhPUDa`!S(II0#WKK(8FsCP@p*Rhduh4J)Zj2x!=& z5kuU?MBFRuF_W^D_Ve4oxz-W~;%4%? zN%p@4+oJCJjy@8438`*K5T5`?4%pn8p@=am{|i zEmbaonEND7s5GlE7Cfzs=7G~(as*TtA?AsTD*N2Vf=5|(R=69D0HCcyhwj|^@159V zIrF$d*MpJ=h=KA)zbl`NZGGE*{p*B2i3Fwx$HnEhc_yC4eoaL5Zic8-#A%$3IR1`# zeC?tVIqZ_wcR!+WsT`96iZW|ye-$>$6^ff|?i|0@Uw+K{$^VV~hJF|nz&{j(sK9J6 zOgI3_FGWBb_JiwP-oxAtEC#4Q6c5t_Xip6|M{yW7(+8qpy%6~ya z1^-$m9xJ+i=V$bHe7_z#KVG8rd($mQXlI@wh%=B=e^$XD15Y*x&6a#s z=(XCV{~uN7935%!{OdRy+qUg&Y;A1Y+?bP1HZ~`=ZQHhO8yhD#-yiO|_nhf7)2F-t z>FKF?tGep>5a}fuUj|;~jsNPZ!@j!}#wiE8)6#{sLav40)! z5~l-rI^l&G3-96pC-L*;>LN$a* z%>I~Btb;ubM4$J^P}J_&?QxB;jr=De#Z5pp6lO3YMq{ZvWxveDYP{H1%M$b(LkCeG zhFYAKlK5lG*9kPpajE5 zfEsT$-M0_I-imVA6u@!BPj@leTAbR{7Hl-P7rpAwiTx0Wm?Kg`#rxphE8UQTni>Dg zI(xmJ)w)5}@l4>nwl6;OjB$yUxRkc$j4^q653N~>d*!jm8_lt%YMp<6wG56e^JNLp z?@WhW=+LC4J1?1AO*F75gkq-@=f+ z6L^bR^jg_wQo4_CqR$^!8TRMt5A*&_=}JCkI6w@)%&bXMXDNo(uO3~_#l8+5V>=Pc zJ2}})fPUy+_D5%lH*Be7C2yKZ+42t|$3@@A_GkHcVfa8knYwY$RJ0nSzLmW*-PQyj zdLkvJ4E(|0&?ME5u+hk6&3fXYA4S-PUG~2tos+{st9#rpsvr63gP+ zk39}}_YX(PGkC6VWpv>2Zprk2#e*?Wl}qlLIpCJRmsgC{?mgAYI8ZcB64ajY)t+hB zKeHO-<{NVbTmG7i#0506iRY=x4Iv!?7MkY!C2z9HPi1dOSu*U()V6?>xeIrGRZgD% z&zCBI_hJ$ry_14`u(ITxsKBDZ-SdB-;&vUUy+SRr=RSS&ITm#643L%=B|ryzI7d2J zKiw)%$SZBQ1MP4X+IUARZ`Wank_;u%k^^21;QhY1vP zmiQy-rks7TatI(9=838>3wI_hu7XxNJ5jzo26BF_Rhgx1dM((-p4@}}9d=G<{(NqL z>$_sUJ1X0+VZi9a`wYU9>`YO8G^#LkyiYJ^>*N)BN=A68jAJh*+LE%s%hQlgl;Tyj z?@D|{a_V?fF2lLhVKd=GpmEc=)dI&Zfyef4X_cBIHW|BnHmzG4y)zS>9k0i zXg5D!@au+X408#X+dzZ{&dTxM!g#=+f?z1XX_W6fo=94y1vu;j#T>nyX1niekQMUt z&I>|w#*a6O#~Sis>H3o4`jpzt5mo~tX(g9|h#8UDY)rxvgRpz9*MEPanYgOE@du~7 ztw3dXq1ExJjPe&O2NIU3$#|VQ-XAN_{gpZKvzR4b&7+j%XVvBjUMr?w!r9?OyV^XM z!;ie&0ncyG?az-MD#2JJEKm%eD7cvo`e@GQg;DxGXiyDep>`+b&niAXp%Ooocct>- zqu9d{8j@$VPwYVam90uRpA$KT;H<<$c;b?QwqXUHxIg)Dj#nh+m9GbeVJl5lm5_WY zk}3c84Y!CgPp5LuLmZ*8#f)u(-m>)6`}TvS0@|gg=X}^^d!;}O&IuyE32@T&62;&i zZF%F^brLUOGMl0y)+Ovc_*uk!Po@bZ#Da+P%8|4=bmsfDubKE}EO-_usP*j4%zurY z>Erh(Y?7$d{CC8?UWqhrE&~emSnJm{XubhLYJqF z8I7C0GCW<4VgASmQ*mb(Bau}PdhV6o|A$nbuyhlMng>s3u-q5hQo~LuyW$H})1zUd zJ2@l3Wa7y>JKjR;iuopwyV?E^d3?n4mNuS?W$Xe`NxJ;e5Ut}JSg%K;inGx;6r6kP zGo}w$sB`dWQ*g#_B2nNuQ!EK2)~6u_Ff>#mSutg9O^0~7@w~F7C(aiIubcasBs~Z) zVq{*ew{4k~Pji@Ca*S1Gd=j-9=^R8B)e&DoZ}!C0%0e!d9;_(Z_WF6Pp$e9j(QE-bmz*_pHBI3lYDXDuK?4ymAUGw9 zo7PAU+M3lv=oR%&b%MtBmXv(Auph;4ye4;$1>)H~dqn0t*>eM@ueP@}mnRLhbCJnpO%iWnyzFMf#@v~tyEbui z>F>*!ZEbJ|5Cm@N#HT>>9iZ`ilwA&&);*?mlLx+=CQh0Y(5!g)mF2p9TLcYYW<7rm zx!>cU`QHd{>;E9UscKM-n2Y{{@aBdd<7K%v4X(3Lb&WCpQ5mOw`Qy5$x=G~K&ZSb3 zizyhhOy0(~Vl6~^Gp1@eqyEj?mSBeG^un*QEN;8QmD+(&PXpQ(Y36$uufFu)_!!rf zKO$Q1E{-{N9e@%bde&B*E^&~@NPM)Z^D~S=jrj|W1UFw&<;2HR*G-E zgcQk7Qp{AF!|L-yt<7PxQZa9joRWTTYW4YP?P~SgA6Xuk!+8BjupkxiX?!cBg^U#l zG-%^S_8*x0`wCxRaK-Ev|Mfie&Flg08q!b!6w)ti<$yj#2KO6+V1DPo}+x zPHxxOqWF0g&19!CDKt~^aQyuDy<;i$KT^7p6L1%Ph@+5)Fr}Oa4O8T3IMXTc1(mSd zz<+wf%USRAc2CJ35*on~J42Mab}0hgd{(*rT=l`g(1zXcIy2X*3aO=^vjytUh3ELj zG)L}N$6*;V>DSl*D2@Fj?igKIyX4Z8SKWfjC2k$P{OgIe-sjrL=#`)-*d(NSI5ETm z*Rbkz7p9Agi{$Eib&O7_%F%4YH0#nc)y&x?o`pGd%;WIgoXQ$hLlsx0YvK(q&OOnWQ+XaQD>A(k!n%GDxN293S%!Cy`kl8Z>F5jNSe*?DTX6;wd3KK+hn~FZXXacvb65oNN}2t zhosCE5;U7p>~+4l4@te0+M7J&@@VSRsN{Vmx(=*<_y3+u08z`|*IG(V9wx@Z(^p=N zm%Kg3Y{y%|Hs9LAlzj{KcH1|>y_kh->h~$9+$sv-K42(egI6l{BwhASg z+YLE#gSbH#w%5z*Apw+)>C<{+i*B}CR^{7Qx#euyC)jYtCto_i+WlTeLZu^x5Y-}M zEYO*YU4VA04EuTwRBdTO`D6_ggZAC+PSRBf5M)epCtR4oa-}5MY$W5*>}=E7tb$?S zl&X6a^n^9!Y;kILRCQ?wDnuv3S854Hacr)>5gCe@aV=vcY-3MXfqi?WxN5J-?Lej> zPS^$Ah#Vw>iml$~Ya72w;JY@+y3E@NGo10JrIH`n{IgVno8+4tcKG@P}{rqe2L6?GCBhpB*)@o5O!P=H-Bs|9&B{;-QF)4 z*v$ps?bhnL2crt5q*IS)utfvwRQg|Tl{W=(M8x=Vj{zVK@Z$7bbj&a}KUenyRJOBu zD+Ei5S$2gLyE(KxFz#}_V~f)8QM8oR05D3n$Z;(NWud;8x3*v>m}rxye|e=0QL`+) ziddoJTeV6+1-dP9bGn;OA@qvS*-4U@&wlQJkC50@X6=p{#W)$8YeNV?WLGxFu-ew} z$|Wz<6izTkNM9hN(;pd%unWzN>)y(iT9nF#oaVTKXSOHW>8(Z{Z!*Hu!vD-)15`#! zGO8)-=<5M?_g%t(#jnaiECJ-yIhf8eV*GOhDN zH#R$w{-H8!DPITPwC`5*Us<27PeH;M3KKP=GpNi4EDP4!FP&t+rxU$&G1^46T*VM0J!X&%hN^~JnDT&Jj{GPc`@9ukGhnXoqM9g|m zbfUtKtuUfyb>rRA1mhAHiy@!a_OLG^ca-*5)f5_NLVq{rENe1Q>%O1kC|c>XtpHn^ z6tRqyd)?sJmg{N)--E$u2VDJy8|S(40IM#9rxXwoS$3vO8ILpXS(Q;ngUQSUi2B33 zQRA#U5Umj?IoF{Zh7wzuf#qKO)NCuK6Gk0A&$%TZ+4Z<`^~sTShs4R4`fCzcnLN6` z)02a-**cAgi_c|7qjrm73QC925-Wpr5kaW400v>>KSh+3QR!163Lp)Cx*fSTJY!)D z!xFhj@VG>g@l>a@^zrEB-r@;;&Cm1z=%iWBvcqtTe}~*16#~ zr!`KX^TG?Vgkr`2oPyNTrRlLm@YA5U!6P=mKhG#CrUm;wqcx8wZDw_@{fQsA_ z{Rnxl9yo*syafsZwsi%w2169&{o{opk&ny$k;!u~p;hNZk&j=_m1x8YBLxXue!Nct zVwKfzF`f~&`zZ`KV&()4?6`CHYp1e4dB14<1hmdScHA03!wV-dlfc5=ZWzN*87SB)ryXwBp)BKh=EI zm9W>f=XFN~OVrzOq|dGe@$F9>XWebvTec?KMYda+Jg#$nzXlQG?OsuMnC%|IqDcf0 z&qzJa6|(rtJ~8@DiaIMMI)pYexXey1+kQVLclArl)tzXBMwxYj8K@>@Q@Obl0B!?# z4Y-na$nh-4^e_!Hjo!Hq?QPvF9qPukPnBV2J@?nkO8IkM0SG~bP$xx zZB!;!DR8ik>g>5}8AI2GH7z{0iJ}gTIJkhTO*0a^ZXWV)_`lMvu^Nt)kltM>V}C~O zvpSel^j`}>98{px|422uFQF0#0aV~)SI`)i!=sq`5wzEZ>h|oZffDSwdDShJMiw^F zsb}-#Tpc#4^!A7r4PMAk#+3yLdN!LU7xG@43%Umo6wK;}M-EZHMG;78b<15!a{5Yd z$IO_LzR;DSk@m3KLlc6*%_pJjC{YC=NTi~Sd>>+-Nd=H-xpZhH_rNDa04$k7d*P_R zKTvKmaD`a-%!UhzXnmz=R^1ys0Nm041M;`jcZZ5gdk zSF|X{DR(5qpz<9Rx5}6CR>h^wnWh3=H_byX)vhI_>p&9u4Qe6c0jf+;5XgvVnQME2 zhn5uz=d)?tt}n>x*xM$W`+`?!7}wEyM7JBeG8v6YR?|y&ru&wgw%|1W1(}3Nv+{aG z&vyJ%$``@83Ljr@f(ZKBSo$YlGws2lnVhm4Ga51G2g&ye2O+%g&7adeQz_4bbCuhx?&$N4X_^?^^MsJ8j9!{!(}%`r1f$12qI->q)G zHg-L0a1Sosn1ugqK!@7|XVf>l`F?TWRzmy1hRiI6c-mT)UC&T97wl5v3?VX8C9^Q7 z`V=-PD9pFD{EJe@&>aAcSh>)RS7Wa>g$T4d2mLFXr@-*>%L1_0_@MBQLalazPF;4Z z_H4AoQ`RLC#R*|5bM zRaUV@|yex&Jj}KpLS*}-EOg8ikF1Dg`cJJ^7mM`Iv{9hIilmqyk2TKLqXh1;% zbZWL&9dN>5-ebJ}Q6g7X*f9T)Ui!_|BR2P9w(g6ltkIEkt$+{ zINXesH>dAW+C^f3k9=FXncAcice8aN$rYu%6w7f4czOwQ zU#u6u|HQ2Br*^kRknNMZo?3i!wP>PE%YO=lvUMM>1f+I3b_FdX3M@fgRuF)q&Jv3F zA(5QNPf?4(HMNqdiHcN}VXk&SkJuTKT4KRq$)eqWP4H}mu-76Owa;ayI~S9YyKxgD z4UQ)%yp;^J-ky`jqf*@Wg?3E=W{>CAjp=l+Y}V}L^oup<@s~PHiRu}HF=efk{Q6aE z?LJCzJ)#l`4yh`NOoKi#>W70SzB2&9N?!FBLg*4w6SfcyYyC|&Q*jmW4RZGxL+5?G zW{7h2;O^f<3IA_844cDw*dTk^=Ig#Kk;Mrq4KV>q)zH z3;EijlH-5fDn(`{>WqLtGumug&l`YgN_C6-OD0P^!y1nIm4BbEUd)|J73P(TgVyqk zp5l&`(+NY>5iCOxQQQn}9IW@9;>q*Gr3!`oK_xCbX7@lfD@NMd5f zPf$(hQ-}z(7qONRyBwViu38~iSc%qeEh_W_@m?xwF65I2v#d!*&qj+X>0A(@szrX+ zcgF2gEZpF0m^zd$Pw@652N50FjGEg)l(TzZ2a$s1hu9&ss%XTWdHQ9vrN&_GO!{hhIrrlnQYKK60C=x1}xd3?(3rqOPE?Z`PUTUTHrQ*}) zL9Tu0>KC945B$(AS=5JloZolAIV;*?D#}015&^q%FoUlWaLHX*kbg)za@q8!CiHAh z`@JKN9o@vR8M=UdTF22EY~@to#T~)kc)XywMk!7vx2cB2%4Up9Du%ifBVRouPDj-_ z+;l^vlYDO6(*sxgWMS>h>Lp6l^sqVFs>R_$VB17?bhd#%)FWkWaCbOy()FtA?q|%W ze4UDeKcW*ldK|Pu3FPwmud4M;`>pQx2k;KLEnsag9y%BYE3o$w=R5zMo&EoPGAq;^ z{l*o-e@AD|pk?BuD*cs0K&1UQpiXsSMK>0+WM7$!Up^G!8e7LWDO0RkWReFC<6;Vc z4iVbqA1V>xuS~!v1+TZv&#o=s&%37g_jH{^bYZB*j!jIA0L2_2M!^j&y~CRU77b_t zyPuBh55R-Dq72=s$}HDI#nydsk>1*|0v@Mh!}99ob+cfy!8YMJNRdWgEFvy&(O(fY z98ujYOetV9|1UjF<)w5tRXkK!pip7q%pBwQJw$_fnBTp}=>^&7kM-~$i&PKLF{VT# zcfy(klv+0e+m4Q`nt#URsNyc%d2LFo3nI*ajRFG7>>g0to-rB1w+GoI9O$0!8iV#U zN6m*SohaJ40@JGaSRU6&JHVTLs-HcXgwhY4XXoG?boE}`Uz}fl8;>fD(61uH&1@#*qKJm4!JZ@pF+HJ)E8FpH3qT5$PK=z4+t-@=Ot(3 zlmZgPy_?tthS63k33Mu-7(i3y+Kw!G_Wq#5##a)G=7!US^Q;aGjVo)uoZ(4Bk-Sjy z-E-a%Xm;wMHVJ8{CxDA=lBIjQ6h${`@{UDiNl8+?F_@h`jyR--@%meA>*2XaX(hnN zUZhm=CS37pO!hAQrX_3|%tAFoI3v<%Z3FxiO^0MgJHtL`W^^E5|0~YVRRUa`^yja! z@#n6S3+I?d{%5PZOK<)YfZ04BZPL^h#X&hnYcxOSnn!q8>PG_qqMe*YK~G-3DOQbi zDrVy=M|GHvU)ry4IoeY@e5>pBmzu82>29a8I~Qs+KXO`UHS^LK@rvGaaoZ~6ism=IIJdaJS+k{MVKUbawe|{!S zp%23g>$(azWtiMX`t(Ve_^z5D<|x2U?XgEu>U~3HfjkS9!i1ZHLw+R(ul`WoTJ4WE zWWF+4c+cT{>12KW%-Cpp3bV{zP69OdKx8pU1&hhZ6SOwZEg&m3!Bh^MGMmL~wJ)V>& zNW*4?>x>xo4gN^i(v|TEdpL9^znr4CW`hPF*4R%iT`|Vs&gu{Xz%@`wv~@#2Mr@qFuJ^>gz9ybIq6as;n#rlK?BL>>eNq}~ z5D&c?d}f!$6DBrd780)W25o6j!y<)*A3hW#{QJ?X{LK(<7iTO5nhObEhy3Qy6v9Dm zouL;|_6=dUKf|apl)~Z#vS1B6Osf;b&r%Lv$q{5M$u#5&&<$k!Mt%UJoY*&1`DQ>& zcavvNo*TN5S?)%L$GZUR*Lr1h&Pbu=J}5)uJQUL}8u@A&)FOGV9;!D=M!ALZaW3L2(%Y@EHwJ7-^LrojC3G=9g z>h?wT8ud*#Z7Io>7RUX1j{W}3q|0nq%9q|lxy~*QGSr{kCTK;J7g z4Ak<(Kmum$k|P2VONe^D>z2@Rnj5_7yfmx#_0vSXPS1hpgK-jBqiw=G^rCE=T3tlP~r%Q9QR|>wPs9X@k5Rr z-s6I}b?5=)r|{r$rK4r5oJgdFlj|7yS-)zB`P%gq9<~T^FYG z-K8DH;-UT^_1FyUaC8=iaBQRzlzNs(&*%w@wx2<6^BqVMiwrCFEBzEv^Cem=|8wpn z)W1LfN2C3R2UoJ<1_)=%`Gh*`v?b>)F9)^uBFh+HaAu0W>ZCPZyUL~h1b!Gc21LDn zyZ*;lA)}|`SxNyuSxfB<-+_OLW+h>4ZIL7N)#&pc6_@i8Y}2Z}3@lf+i21+!T0diS zC*88+YPNs@>uX1i3l>@?D)&!D))z4%fdHaYL|fJ+&_7`c$N0qrnm6Kf)BSmHz$RxNr!C?-Z}QF9N~ zhCp%sa_Xx-ZXG#{`VyNS|8ik8&{~J?iKtEj9AJxtFbH$(feg*;#>nM)iAED#D{!wF(twbW{O0M%sIII<$s1}#{ZiS`* zkp48iQ2M+0kC$PYEQJ?6atHNQ5_K!`>xN|`H36@a8f8N79Nx7hxmVPrP)>m$p#oqo z(HBVyYG~BB4=A`j;@=ox0few+nVe{7o}Se>`&CrrfNHK=Z!NEe$;lE}7m8$k2YXw2`eZFWj z3xm#>gn#TPyM{4}T2Gf_rdSmMV4Gj$>HN>|GtXDi`bbncDSOb_oit4lD(h$G8Nx`a z869jWxOQDo6`-E<1G?-W9*`P%H^=#T7pS5$4yd{~B>Kw(9?@OItkL6A2E2^`NrU!f z8fr@!c^QMML%hCkkk}Q)|w8_2TJB0)P_JKgrR{3TI%%*`L(dwB3Uto>n z_iL!CLM3mrYBXSaZN($0=}OCrDH>~>Z*9P!-;?}CPc=IfK7ai|9Gu{y<`0P|V%Ysp z=DR;VX!AeFGEuP!42Jl7d9VQZ_WK?f!vqbjwsF0$Xaf$}OUr zVmxVOiD=!Po%TIn4xfsaz0*nV?K^k&6H6+Glk8_5ILsl7rP00ZkN&GisfFWj^Iee- zg!y0do$v>N0>H!b|A~=QYWy!d_B+j3M7e;lr!NG=&VMWZJI%PJX}Og=vDt@np2$A4~s7>q@>FQlCTj2EieDnGCMBqIRKY&SbhM*cz_EzeG z5-hv6W&iM+3WOA7G$c%RmI?*{g5o0PoA1om9H$oHjAz25sJw}e^o9TB(oID4$~;6g ze41-4zXybEf0g_aBv>uC0|B1b@b+4dxE= z2A}oj<5#fTp;E;io1Rv)=B;@07XO6Pw@!Mwv&#Bxw_uW-#&)=r=2pDYpT?i$qb?Fc z!toi{Vlsq3YwI8yXyg&#y6P_-9KYcZ7A3Tl;2}M&%Shv2r=0>6VQfW3XedXJdNSCR zPn^Yn3>Y&Uwk5L=Q4r%$Yzqsp2Tnn_3L5VCvYd#5-P6>C~qBO$uttbLneCmbCmX|DpHxk(cR4XE1Y5&#WA)|Elz$+~?9fNbXO! zlB*ZjJUdNDe7*(XuRlb&VlYR%gR`KnZLbjzl@j=^ow3qA!R4o7nw_vQSI0ZpnMv(o zl)>c%Hz&V0oqZM6zlMgcFj~dzYz$GThu)}~k^Hw*S~)_tUE&o(84f0EctW>?j%l(} z-DgOLLA6hz)1y~8-rD$xLwFrCte0%WP|6T1f^-JaqNo;tQqSmmKGMLWhxLUQ=28_* z6=i=}U-51^-nTCAuq^ywb&HgvN>nVA&M7Mu7I@tL?_7B*Ld{NJ~5*K|s4Rt=xQWMmw zA(f<2YtsTyrbl~Wj~&42=GmCvJ9CKSo(20d;MPm2FtdIzm8;&SEbp31I+dn38iJ2C zu!%;Opnmj7?B=zD>8&zLsZs&CAV=8V5niqRtA6nzr{1sMbrgk9Olun`+OR!&rAmzY zF)&vRqm-}S#^@YJZT`LAQ;kj=8!9VK^sI6v8Vbic7e!HU(U)|xO2 zDZ=3GO98?(kPV+}eB@(UB@QBo)}szs{WoO1PKlv~Oz^f81nAlq>j9hgCuSM5Z8lwf zdSk@`MfYP=SN?vZEa2%6%&K7%wiJoDJY3A_vZ|~xW0qJMMFa<;1oW85wgDKcTKk{`;4w>4H217iObN5wGZb zVy@9qgL^~o+qQsi+gJ2YxFCF;xHFvyEA)TJb>chN%|-jmbNus!g=%ownU*ODn9j8~ zm;iEV+p+tZ?Opd7eqk0NnoP*jT62SPo+TOgoEGj@Nl}Zt5E&2~9J ziH?B~RB^V;0+xUzX9o&*)Z)6w;)o#N9Wq$9JAT-Z<}4$9fctuWrgw`jX85(!g&V~E z#4=G=(lm>7GHiOU!k-T5InA_RRfkz{zX900#Y&T2jg<@6D52|c(WVQ*@UQqkT1^Lgsiz9p_()RoyguYb`AIYoSs3`!rZ8y0KpD}n z@?(?cMJATwyW`qm0}!HhZ`BB*fhQGY3W<*4m!7wer!US*MK;$zAhk6uKpyQQwE*f7 zumuLN+*TBvgn>T1Cglt9h06?#U>Hktgq?f*UYTC{1P5%pum~ZHw+}}lbfb4Vywj8V z4i%Y*ShMXaY@yilr8P=w)Ha#AiD6+$DrO@QVIiYPm7cBHER0A#`)TWJVbXXLQkQ+A zIaXVx1N3@@d{j36jM1;AzplZ+jsV)dw|sFAS^N>DXMJ1xu(P*$JoM!FN_#JG)5sX0(|!?OZz2X9}>?upJ?>- zAhFoz)fmUmuV7zyH~kCrpgWVWdvw!+=d+dj%ZtnR8J*JNSKa6@cZCGmQSO{mkR>r- zQTx0BQ6*$e^8PJAh-Q=^zj149bri4FE#^gzHQZR>&E+q#Nuc1T@6+4Ex?VOHSBEHT zZ_z38h$DRmjs+}{0B997v?#U99dOs*)!zVtdHLCQ~UxGfduK6onyjbcjtdCd1h|`$d74leS|$At*1L9$j+bb zl5qT=l)|xpDGMrc@0K2+B_~*79Lv1Gi{;r+6C%->+dUXic zLC}gL35939TZdr5PH*`Rr@lJB#$PVWfRUseyt{-N+V%v6$qomKej{aD8ru*ghDwCV zFw&iSGa6HP4>FWogko#;kps4JBFbm=CH8&rkwV81d?iQ)M%Gm%=tacycUNUUpLLnK z-C1ZTo%wXch=PYmR9k?SrsTwc7p10PMam@ui4P3A$uv8n@MuASJFU##S_tr4Z}1*8 zR=jLO5xF7R#OF^}ueNAUrA47cq6JWagWbslMS_E?#jb=T+GLE_AZTKlF9+e}4cT`08`|?+D_T0LBe5>PaaKvf@7Dibs+mo3JGJ~NZs@!M^?u%c2TO= zpXoUreB!pJ2fVn#*kKZu&}}-p(9CVg#k-yir5tMHuuWn1^sOZqdk&R&-_KOWZ+(g< z!|exsFC0aRU6G;SO=uJ#7Kf&Ez##c|e&NYeV2>!0t~WWt3TQ9LzO1y=R7@iKsw_7P zweb@y942qi8W}w|j1h?*h+$|$4*_z`H6?4H(IeaVCf}(u@d=K?997m3#3*WvaF)0Z zZ?Nv^D9RM%AE;B%*200dB2sL$O>oGjqLc(@SjXa(;+6qmr32 zFCeOObgrqiprtj*Ywk_sHO>YO(n|K{5YtsDhNwa}!B#>6R^x-f*8EJ@1EI|Ip|I@y zZPD*#(il61dLu$r?V!m4;I%n93E&kX3PPeZPTO4DdHM|$iN}aesDmJxQrkQ{`kp?z zEN_N_ta5`+Z6T{smfT_Hv!ii5IeRLFG4xz%iOB-3a6=t&S)Gyei_dKN!rW!R^)kgI z48U!`7Ny%fc=9W+B|Pr@Wz*o8YGP4t+(JlD(|S)9(q7ZEtMZVxys7fXHDJ~(RK2ZR z*}VE3q2Ij0Z0VfUUa1hm>$fR=lDYDqXwi75+v4QU6tieBsgrK!_DE{=AuRu8RUdl;l9-h|sQ zbx4Je8xlkaC#zN+HwoHvWE(NR~$ zy1YwXu2xJgT`vuQByct%ovi#O5gE7^5<%QV=@n$#*R|HIV5LEeajJaik#a#O&--!a z&GK;hJziO^eH-DtY^Yr7)0aX8tFHGuK}2i@Aq#J zOL71kGwc6Xlsc&+9COr!&rWJQ@UOW)I`?Rg%z!zt=6Q>tbcXzbAWSAQ?djunM1j8{J~q`#2qlSExHwKE^;0{04UyMM4EWmv2J+T z@UdCi*^^wM4#J5vumY{UBUj8VFzprBH;!#D#(Wv=%y$B$!*CYdSfnT!O-33=B{C|s zaP-qR$l6l|;I-3r=*vep@|scyxvsNyHH!g0Lj#)p1p}z#vy~i=+k&gU4Fw3~Fd1`D z;Tdc^zl=Cp8r~6C0OC12-A{kL-nk^nz%|&YK>HXX5h9&CH^DQa3bRn;e>(K6qPFa9 zFs7LA2f%uv<-tlMs3T15I4cV~Bv%ADu4#cY@HH=;QD>~2 zTC$hpl1H$O<>hZZ=j6{0l;q>Es)`fvfk;c{!)QtFPIy)D0W!2=l47`fOD#F2V;1+K z7EKz(>Pu>I6)Nct*rIt22-rsEgG=uM?spiKb|d3&&fJxjuEJnVIEbnYt9T5JqqI7j zR@tw2u((RT_a{M%jIHFdS9cMClo4*8@EvzR+%dlvlq-ug!!i=*Vn$tmwp}1)%`~vl z>=Q4r((VcYFfo?wt+F-&Lgo6s(}4|^9Z`Klj&#x}8`zPaDl}#7>)4Svs=;SaQ9Z$+ zR28iSkFfLj_$FJ(OPEQ2)dH6YGms(mSSC_UA+=cGKjU==nQdqi!pgZ@-~%dj3;zU_ zbDuai?dlHpurq3vh8uxez)h*b-}lGJsJ;h0YyQpxpgIMX{7yqn84oCgFs~%0`6K-5 z6dj+Egig_mAZleuLJe8*UhpR7 z%8`Hu3@vy&Gn0xz-WUCKpADX6nIwAa^tUU$%IT4(wIfWSr&OJVro3u(og=wsxqD6R z6NN!cincmUYYX7TvAm4I=WzOKd3{tqC-l+-y*O3R*1lNOX?c$ zjpWIyY#zvo$6tTiT+pX%Il|1@GPIb|jRZ!#RwF5rwK>~yelVO+Cz2^iq8()igY7d( zOJdcV69lo9qxSPeET)DtdNixCleF4UtEYQa_>_vNqSLbRtHY6p6P81k$?&Ty=1}kh z)Ip~zhGEauzPm*f{OYrNr~%<%a10u-RT?EnkezzOtde2;d=A>c4DI5v$4`Xv#}x1XYw46 zisZ&is4aac7sZloDJjB%rj(77!Q+3a>+opNtYIm+dQC+zp{T+l|E$vE z5$=Phg~-_O73D+?4}|px4-LfDCD0G`SRT%RPk$i#B^X*2)4%0XbGf zOFr3809V5E(i?4RlpL~mE-@E}5@uPcPb^8!f8%(`84!EL`kpOfYEqL*x-C70; z(|Nec$%lZD2G?&x)hezVbqv64tfZ|Y?EaotpZmXamwX+Sic;S~%hytnW|jE8GD+bd;RAt72N;suV2zFF2nG%|ET3CCOfE z;+$La9gnbrIHJb-RZ`P$wJ>zh;UI=h5OIB8BS2XG9;ol}d@(P6VWPAzlA zF&Ox&a^W&o&n!*p$eCs%f9Bxg>Ta^C&-hDM<>4&021}%9JZcW!VV7H0r9Zt}-GAyEG@j>*5RqT4J|yd}kjA)AJ>mw3|!O_-Yh6&g6|~d>o`SYaMocB)wGp_pvdJ znv~*3UPaiQ8L7ZyuQGv38gCQM=lvD0bdg4GLxvk487%kR_{g=~%cSeBRDq_Z!ryCy z$!)}z9+mfbj?@louhjB+%oVM^*C&6kA8Z2%lePLvCmUsbLk8ty5}ON}#JLKJ7UGiT z*lUo}z|?u?dqm7}HCt?nY*i_RsZwnXgg8mpx1+83D4%LErA@$e>r7cdi^!$rPO{CC z@F`8z48-lwDP2yn70sASmnz7aNwj^F-zmg$49I;)qo#;gW&I-(4hsE~+7GNWr1b#C zLKPN9jJq-#p;0Yj$giJP`wS>uUF=(yviAQZMzz5%&iA4k4wM5DGAIV^V-qRnOgsH+ z^)XEC47#VVClOsoy@WJldqJrpoDNiA$O@nz@_m?0+_|yC-HBHGdn|`et?|dX{ooK4 zhy>)_I*has8#6_<978k*xP3jcx?lkY-vgU|_q$z=8#d(sh`JL`2&0eFZuVr9wB#>u z8`+R<&PiI=W$3AWXh;O`r#VQ5TDub^`3L0xK0n58*bUBg(i}3Gg|84ziK~cpf~n>* zQ<(VV)_L&&)(RP+H2riQpabn14=;YjLfh@X)djFidgwG< zht{m8lIn-u=&2V2>SQzR-ofXZAxyXdu7Ph5WteLPnvI z9N08|*&j#18~$mJhd%3;s*HkXwwIe8yv%*oCh=hJ(unlXnB$9jeL;8%&!%^j$#0S0 ztN^<9Qm{V2CGs*vwd+Hacn$F8)U^$~vs37MVLZVr{1XLdeWl{*-yTvfnEGR?^5nf$ z%#oSI;_FKmLfau1ZxCqk{9Cqv@C?qtjwFMr>t+!18|FBUM-d<^u9qbPp|J}ft7{Sw!$LHW6oGw9dxILFIIEA#Tnx-bv!g> zZT>O+&cEr0wQ+6B_S>Fj=%s5naL+56MH>RJ7)bbgr@z$^3h3_8x zqdE25Virg6{k&7^(#yMl|Eu@-|h>OvFX$v6G(zJxf zm1sTU_wij06~eZ6C9vc6d*OS=^xVM*lh@w31Y!59^dU|9Jplbx|7$owTH5bQ5R6l7 zgVPbGTL!iD_W8ugY%8FpvN~`<0sUm~KIYEn-26n6h~=JtA+tKwU$?Norh`aP$OwoI4dqUMyrR!PP<(YT3!sW*%0%C0-8wvQbw{O*6d zf$!(rwL8ztTIP594Yds%<}?zAR=N2>-!q;bV)OESgxX#?Q}DTflX+KbbN9;41w(%* zojUij+w{fzKMlO9*7Jd{%kDgC3*Y~%I|zgo1cL?sE+?l3&cx#&0jsy+5Sp$0$r&IJ zKvvpq5`3Ny1@r6G6#mBz;cRC4*5Zc!F7D+58rh@xqH@8qa&WT#Kb{CDFisW^E&`c%##5O+;cK=+)w6RVjjftiQBi$|{!VoK`0BP)kl7C8|94+ZrG8i+r8 z5mkvCOheOL@mk+{upxh8K7{`wjFYrt90l{U(JX)ohPLkiQ1y<%l?L7VcQDaJ6WcZ> z_GFTYor!JRm>t{Nv28m$wr$(C-aOAa^{@AQ?E9|n>Z-=-?zPtM`gRJVURGYu7W=n_ z*)raqRXyoHO(fKZQc#cKR^am&Z5;K``%27MetoC7BJR*kRSszy^2Cuw*7!xpRxTYt zSntPY);*H%IrY8vn{Ipi%uW;UiR#nz5?fZ)4~I@#_L=F#D3l0g(6)@I4>7waJua=0 z2wHwo-!NdP*;fMhARkc2s_Z~~n8lr4FVi6Zml?huyCkCLm2e&rZQ zV|8qiw)W`Or12Aruv)Nq3hf$)X`RKQJ-4EI8ksH_M4!zQH+rDIE8Kn79FcRLAi-6E z(M|tSC<#A;vcATZgu|*4Lz)4@^4wE{iK2WM3e7x} zJOjjPYlZVW;BX}`ohaOiO@BV;YNGOIi%2^~giUMT`Gp^SH{G5ZCydeg@ro`$8dl_l zR|E1_t`UPSm#&sRi~S`Ku zoqp1_&`-FGXds8b_*H_TWc*L>1sPfaq2#TLT@O{MM;f>sd06fGW&~*7JzH(dWCrcc zOK802zM=fJD$3oAFMa13ogw@+({ovvHB^l`R>#UUR0D3WOZ}PHuZD#8rAugeRRYdm z9kP;B{_2puJq9G2=Z-j@s`ghQP?g!Qe>m;y zBgENFY)VW0>fy}B*U-tY&VJQWHA@QRXYB~%`5NBF@+-_5u?J^83xntgI`Ku3U{apF z0?$sHEO7!NWNij2{lhoD&WZW1989`ee7S8hCAOnGO95fP>-V;*=6`e}v5KAO144$M zQtlhAAPl*qEV=&swprj}OY-a90=BiSg^Qi3>En@I`SSX50c3@{)i~h8?qU8xi1QmL{`+G-(^)3`#^!8+muhY~a~2cwDt#IB_c5)RnDM3D!LO$2+Ex zVLko+`p^cLM2+yUD>T>Y)F#NgcC7R8bdDH^9zS`Xr@<9uFMCuCHft}*QXs+iYd}LW z%N^~w`p}kt)tbyy&6<7h$ZLEYv-@MRiw0F_%AvH_Y4lC8A;CpE7&$1_2s&NL{(C=6 zXh)*O&7oRs_;*7JK0_!&{U>hRNFUZM?>3CO-7zizRT1l!mzwcH>V6cr%{I!`OM5UcsBD10G+Ujk+cOIBg+u*1P?osJe79sMwUk0-OckW-P zKmY{D_$GO~UuRXFt~4!TeC#JgGNIr{@8Rld*`^ zGFkGzFnrWuQFRO9RpQ+}YJvR3c3rXSw`5E3h`&g9)sJ}Dv^1;Ad8K`;WT0ya_;uFw zP<{FL74uc&RW6JlWY+2?an{6fAfV{EQaGc}|G*Wx%X>uC51RY6|rUEWRp&$blfaDAiWokelAUW2z^TVAN zU>cB|8ldZ&Wk+-|GJm7VkyIwaKbD5z)v(>md6Y5N18ISK$FtMLu~z-S%(Aeh%J)A{sfJA992-P3<|xmXWd;w0Jh- zW%G=v?p3&ow}hv|Bps1guya^NADsAI`_p~`$MpB$Ogh6(zq5dSe9gRpCmq@Gj~cAD z9}O!!GZRlK*tM2L#)Zx3bBs_jZ?c-NF_;Eyfx~i?BJ4Bh&;uqW6|y4p!e|_|p@1OY7-y?RKe(%{UEp2JU$w2*Dn1&LF_{ zlFrhCS1&r{2W6nY9V1q6kru3NBFenOT3K1ksO9>_3lJ%l+!g*@Ct^jc#g+nrNf#KC zO3nfJ*C&9-(n~{ZNwvQi&|B4eq<_N}iIRj?u7p!JuPXfQ`+iAZPO)a^{P1-~E<5yA zvfD;f>40iAv4rw7w;hL5_I-?9z3Op^3!C0fgjw|U2!3w~6p7=U2=2W`m#ZwSYjBkt zy71B^^H7r=QwKHwLshH+&xQMT0yy}Km=rSkDEW5zHlF}ff66S1+ob)NitQ_gOiy9} zkCRR5sw)88WW^BkztaZjKltUM=j8f7j=l!f78^X4A75!fZ{X98SKs^?Ao`$ZxD~MS zr&1^x((5P4 z{%GKwX!Yq(mlvVDWGnLM{KjY^)zw5Q(!c(=VXN#pPKNpM=RR7SXrY^q*E#e zZ~}MXe~AHH;X$%j9$uQbEXtdoc;eicE2Nt~wZL|Y$ibkV4m^G9tV9l$?3cVLE^Gd< zJga&POg<#_7U!-te5ETwu1QojQ`B~qSY z*INmLS5`PTNk5-H8Hw)$qjEUlr$bJV%{n)mF~X*b>`D2X54cGDQ`RqNzJL zJDxulIW>))G8M7J`Pk$c=Cuy&(GmtnGX<%QwQ_m&oSQ+*MU4~tH{%GCar<-;Rc%LH z>XCqc9o(WauNv9r)H6m|Y{l%J5E}Z-LXaX0yaN41uI2a20DFx}ZZ!sI_2DfhQp1&#MJ&H5;uhOA zvG@N$^U2K&td|)o5Q3N)3YcHwQ3xfuParjL&J!f{?u?6ztV9_Ni@+<@I=bDjJr)IJVDdW} z8p3h$r|NV4^(7HK_F6Cb(=a~yQH5Ob>NyN0j7mAqpZvF?jyNP2x}?tW$97oHSZo6Y za3Y_1u>{1N<=8vIlt3(qB~tPeM9G-sl-z51!T0Y8-b#5v@qe!?oc~dnp@LxM03v3Q z^C?Ea#1+5p@B@KjPFV!J(Sj}#SGN~WaB_g1&)x7-TbRdFqT!mN9r(81x?RPP{x#xE zRxDSy7t_OzkVleB7&<7qUmekessngyw>7$mib=2Rz_cuKD)0wjZ`PMbZF|IdtDcD5 zcz?=})HJmmXKENGY z+f0Wc5u$B$NE9*Hw$=Mj?>1xxC?JzKW4d?<$I$L+CJRlo_fuFUPtQJG2dkp^r!Mal zCxKJNLH4L8Kuc0+B0sJXP{i(SsBw?I$x>15GSkOUm9#M18izlpwNP`g7nK@MM9Q5+ zU35dr36J7PY`bkb-fMOKPVZhU39G{08-1`LpRA;HLj=cOsl3zwn!6|zw7@n-v7CfJ zDz$uoNmLE}{ABkPg2T%ic>*Gi4@7kd{Kcgh6e|bI8*kQ(@P7CKa3LDdKIehg5VsT| z4Q&siLGfv%@__xbBte2wviH=f*VckE;@XFKTN7lp5_GoORfu$!)_gLy0j&lZp8#$7 zV3a(?R*!U=kKaw}rKWpm?W{X+?{%nta*{cct-+=T5AD~Q{v?*Qjgh5rLm`JRnn?nq zbX@W?ccS-z9xhT8aJr$9Rr>moZ@y<2tqlTIyj7me+mFWUT)kOMVONn%Socj|E>DbI z8tjXdr*~n6&6i<$GsN6IV2&QJUlHP4S|f(YcYzJ^2{DY_VX1}4RbuyUm2dM;=pr%Y4OeqT4!&RAG2roQyWsM$}f^v zw0(mubsV!qRkdS^gxvJ!U4d{Z3G$SD>Y@YYsN!n=@hqW3`H{Mu(VUiDJ~G+?B+4bH zg0c|^{)Z2g$|WZOZv56g_O-P65Mn$q4|N*!?)aOBSD7WQ|c@nv*+@Xj0M{ z7LHocbu-ZA$07(+bJwoO&@V_AzA4!xTh8Uq8@1inW{HQ(p-VEnNS7bq=Mu?rHB%{q zX@r{po4ezfpGAq`$r@>*m9tzfV;SySj4|ZaC%>qxU;85J{q825tj&0qNv%yMD`#U1 zW}gralFQC^H@~3^_Gxf}*AqU*bvm66245cnFDUCdN3g*?DQI)^!LEE(Gb;$aED^VV z5ns^I2Y+iW54_z5R{6-5(*2Jma~>zB0vM@op`2~C?#qbmSQaIo*JqtPG5DQNF$8en?T zBmz8J+b2Z6J(wed4?=eWJa0ALoNnt8JQBKdU>8C%AWJZ$Nr|_6-(2F&UaC36{t!Kp zpuEG0^2CaZio97Py=Gh!ilqwWxh1JqU_J24>}bAO)Btf)u$h0&5W!eGjkY!?GLlH( z8BF(E?1Z!aR81I7PbnIYKyaG)0Zf-#eFXf?cDWe5{CbmX+es|3nC0>;mEK+};V0~$ z^Z8@SV`s8*M==`LjCg3}i^bF(A?Xjt>gLc}UZrH-=@^SX?J7Q#8-*mD!jm$phSN14 zIwr;7ZbrwDKhZ-Be@cb<;^Z563#vJil>MVL?(7O(U#}3J!7;Opi8{pW*^JXc@Bnb{ zKv4F~ImK>%S^InPz&U{4n$t`%TesX2?peRz?dG$)qBS8QkG(iBge|QieELH?RK6UV zL@{en*N4xBVH#!@%W|>U2Us(6MMt+gX_f|KCrSLda8mk*q)b_xh6)iO#{jc%_M*+!tU#sU;RsGrcsHPh*JgE}29#Toq%-K6CH5tC2Mf z8ovneQ7^XimeHp0_096c~4Qv(tNzMmX?N|w$rc2o!EUZ~UsxRpW|cg8inGVE^Xye_aroU6s@;mUm$getbme^WWTe+UuX^e1tu1v$#yQ5JGEJ>o-QUQ$QSa3HKB&t>F?VLn!Lq`mkJC@-cUX#b7L z!}fq549=+&K6hGYnQE3BZzawb)-V9zG(2Mt$*VI&OPz%E*Es z+Kc#6AmrDuKucN?YqD}1C6=3&j`IGSx3ia|)qMYQcV~YA?<3dbuS{k4K(j$&vEWRr zD+YS!zuxhKAMYzt%fCg?@y<}GW9voQ<(p-94ppOD1(adQDkk3luC$xZA3V$gKZ?k) z0Y0O^Wnu3Ox)3VJ$l#a$?~KGL)Q}mJcB}i^fks|ugA(*qlf32gIrYr-&-+0Pq6k7H4LjQcjQCM}o^an#{5d~i0tfDgVW3?EjA*8UwQiV`$fpa_k3o^^C0IwXh3zTk*|HV`xrXezdOG#Jz;QwCnoL0%Q1U=BA_=1 zI(f!)lJ#d_D$2%^ys9I+7^%J~-xX_|8a~s9KgDw^A#oMcMzwUok0e!w0d77&{?fp8 zK&_6GIjVkh1dDkA!EH)etc02Zht~-EP%Zt=$Mj;@<1*KM5-%&KMbKO1DuBme0(MYQ z%TF2mkW5X7Zfaw{)vnozX1j(`BB2iYHa36oaUI&+o1Bb!RR3br^a%bpYqa7Z`|mZb z5~iLQ1zp#s2mgXjbpnbd3-xBYUrwoya=Q(GLx(-!%~Zco;0`lQ3=`XV&BBeIST|~& z^nV9N!B*+t_EfaR=%$PDtO0(68DS3MD{HEDlLhNv3WtBsrYp0NvRuBgAOR7jeHzUJ zr~A_hXAd|EFDzN}nwJlS;E>j8EgII{_qB6;WdbK?^0f5tohf+d&S4H$Nm`Or+T^ai z&@?T6Er-eou#^JVi?u#9mNZH?O1g99F&d?|E!B5a=x}1QJgV4AY7}mm#gC}matW(A zO%Ju)*$=!4?$Dx^EraT5EUr=V=A?ohT^0`Qg^HsO!A zkU?y7MKazF^E`ilApcotXLN=bMTzYA7=$phX0$B#!{OrLe-OuPpD^KKAG%CURd07c zKfiLo-ml%C@0OXe|IVQ#9a{ThV`Qr{7XS5W=Gz2#&fqFo;#Fdy0muZ^XI9KX5T8Ad zcB87jWzs{cSXD>v6|Re$SpfBa9{)69)WDSMF-2iUX|XjJF)_^WmG!zUTR?ZT-2Z;# zeQw_i%W`mVy6<$d(;XS8jGeZBH;SBah~Ig%ic!C<^D-1p4ANwQuOnyC&Fr^wwVjC% zcug4|Rt_M%v?z-n0X)fDdyluidM=D^^&(+?U&;|qczC;8e&~Uu_D^b>FsSf`Pdcmm zMock%hr}$hiHM-9t>6>@Uaqhwt;CMcBE5vT0Pe9r#DF!W;I7$Shw(lCUxO+24x_G^ z^*x=KoZZ_uuV4W_^KdI{X!R>ao#ANG$+#KHTI}xvaNt*_pRlv)r$uF=Mp#xttA7~x2maxyCd|$dc2sM zfw1}RJqjl18K(3l#^#M51JXbAed*vy=oD?dg58Anx)F@_@(Lyp2BeS8Hk$IhSC&~y zA(RP7QbRtTF90H{_Cu8i(=_=$;o)ymd74okQ2S0=T)1$!Htw6)>H=Gp{S0u#$`fts zdI<6;)niK}{pv$3H{j8uK!E^AMF=0Op4XQ%)3p0Yma!jOa-sdX!t{UN1NpkF(=d>b zyrWQiTa0r_wO4%xHH;l|(PT-;^`w3eH)v1yVk+d=7652~KNx9?vm`@X7OCJ167532 z%UM5y?$pSRSKg1Vf;>`t2UgSFWh_B-QmV&TPN7D*oGz zi4p*3axJ;ZF5j$s@QH2Gl3GJTeYTRDWnDZ(kZbT=APg*dSSZQ%PNWNy;c&&b9Q5!a ziGukyp#j)CCB%G4O;wmV2R%kxSG`oX^ubC_{?LjqOuk~U6$Q9BYb%w!98TH@uCz``*($BFb1OQ8VBxqO8RGoN2tm~^sli=Pn(C&h^;WD# zUbfvB+R%I2<+q0sj8O=ZQoaB7y-U^=nw+Z~)((I%*Fcks(D+b-?BLq~vbH=_Zwyvi zE#RT$S1*r)4q1)L3*tX|5u9i2FPbm8vpbbvn0vB{4fGG53{&-)g7{22&9BFN<+(-H zz-W^U@`RYPNI9C)IGSIWEyJCoAz2VWKyzNna*5N<$5t(fkodWkffjIs1=q`%@L1bi zbOKl^w&nFa9h+%p#q>O1;-6-a%YmbJ@wLsx{*+*|aB zrQqkD&LGapi>{@^i<)`iVRH}i=yRe{)^RG$%qZdfchYESa}>%u*6WLx+bepV+Z*Bg zqMvQn7@>93wd@A=AWb-433uDjz)-)2%|&TM63^CoWubcjPTydG&toM&;DcS10t@g= z;Yl||UFpD8H&cSbPm|QaNSuDDncKg4sL}t&5$~R5igUxth3;LkgwR+kn9A}StcjJpl1zUP zR_KAAg35SkQHBTAG(63j>>+CV#2H|&8^P8QdQi+-7_W8UigkU12MmLo0dfyia<+ZI9P4;&%+joKBKP}Fj4l4#=Rn-; z#0{xUves;^U0uyYl0|6jft9SJG=cO$P2y!S0#P>9^Kvr7M)LCam9NkNa4~?ra8g6& zSo{ySs{l66Z@-=Gd_ec<(=1rKvT5rtT$)-4@;Ms8reYq|>iLe)O8q9CN1_V|{xra4-UtBXs7T<+=UnLWt17!RZaz0MJGeK1@cC{IR_0gx?D5#0Y{ElJnEtR?ps9aG@DqmzTNzV&yvl?ILB zsI~va*5<0ibLvg~7mN}y#xSIB;=u!aic$I}*e^rQuFPbJ-8gN*-oJ9%k=y>()|I=D zOpml*rLzGVZra@2+$0hJ{L=xwonTJU9)XSC8vFi0CuX9v*e9W%JQU2T|1-DpG&@29 z7~=e`p~;X%+&RSFzAu;b_w2R^k;es?eCdSZFuf z&+2Wa%;vS?duq)^y6g+pj_pqh?=#N@Mx9Gdx(hhC@f27B8KsJ?TPxl zuR42q?#D_Jve#b0Vtra}3SY{EnHMQQ3S8o1;&<7@C z{8b;WFQKlYPdQJa7J?aeW4l4z*f*zAXeM={D4{eRtA(KHZ3xSo{|ip)A!)2sX|YWn ztrbS4b6O>vC5`&A5a&S$m-Qz2n9{dw?T%5AYzCiA-(zAEhhh?!myg{5X-;1W-3IqN z)ufd*ibI{{VflnsE>lA(YA}Ho(8OpM+i%&%M zw^BKsk5R64*2~yV6FW&`W!~g;ZY#MHoa*jwp(9j;ky(iqt51R46c9rSvG7U`=;w_~ zm#{Z8H!L|(>0qZ+JRg1Hn749vIIl>EN~Cw-496E&9FE&p+?$v+z|bfLbW`gCiDe0L zzKH@G01ytQ(0TYZRHShg&dy%6@OiT|_^f zu1t4M%&~5C0xN%tz~(;!(nThkCV<~JXI+0~acr|387lkg+j=Aa6D=5x?eW69YyFES zp3e(MJ~Iz4zL&XIP|ttiF+=6+-%zVfC)kI0mhDXE`c7>FJIj7SX+z8@J~5s@f}8rU z6>VMfR*x*O?QJO4T5fHNA)i+*Sp~m_bpSA8di$QQl!m86f-%GiV2hN3l`d=bR81%ulpfi@PEhs-p1`QW< zh37-9?K%E4A6482i0#tNXYV}3VWgA?Nanr4;9_KI++SICoWfLMFLI5^?SoetZ4~IH zxo0xrw2V&VifQX-Gk2?vC2ES^D-HBTqS~965*9W)AsHhgRHm6sCvO(36)PSNR-EEL znf=-4+O3oJ)%cO(2(Ap4b=}Uh8Or~YF|Zmd<3h`sD&X`2P@d+6J|pUt8Y{d)A3T_b zK4TwG`!d16q*JP*%kz=-mgqzD!anG7YLhS|)#7X9yM<68>yhu;c7TBqk;XaW*{ivS z!R0oj4s&KSF>Vmu;3xFx`1AX}!EppayPxYhwmT-ZfxB$Ni|!RQssDDC^|(fUwjP{J z=V^*85!8lg06tm{Mkp0zzi%0xtenZD9sF=cq*>?B4i^v26%@vjkkt0r79b|jPKS%* zi(_ggqV+UIS-ZQX_fUDb&0*@IVNz-3^=+kX92hd2V5xQLyBlB=7G-0DXnbRvTY-5T z6))gzB%JT&&9g?WSrzrnRk>n~4BQT(j{4A&FFR@Yl899TrB!`9SG2H&32(qluL~RQ zaoK7%g`lQgsy@63784%JGJVj2rFNlrzKHeiNx(gpaJZ<|WR(u>U~B)wFv&C%Pm(b^ zqZ!wpnxH<5rjUT+ArhJLt&C3v9IR6BrSTrTx=y(uC7JVJTb!hx^ypiIXrzmVaXL^> zk{Z4%4e(rinn2a$bjm}(5!Fo;RkuVQHSbGd@&hBP!M=Gx(0t`&?4HI%6v4n8+iiqj z9Rf>pICi7SINZAMWTuXu|Ku8Pe6;MM0q?hf=o!-39ZX}Pp!1c>z;TX>AD{Ih zztW?ekRyog6+il($jgOU+B_w!D<6`h`ocu!0PtKu;M%EEC^4CE;uIM-a%2Q?tomBH zIlbqRK&ytfyLw_T77<|n`i5C<yUfW5%V#@WCn6swc_aO^ z0>Hw0ms3iB&mZYvUY3mRjo@PydsBdCcX5>-kEE<~qZ1QaeA%6OURBF3e)|i`Owo9T zTGSIkm1}x+P;e|h+Bd$iJ<5z?FT&wo268O$)zJ=uxYJYd3AEcvVs6+M8^-5f@|lUn z@=?vfH(sX56VDeIb}q#~#>h}M9V_Fn*2ObaqQxU;Ro${Y zMF*f*mM7vcmH!Kp%I4 ziQTRz|Lb4+uUzpLaDnUpD1Y~>NZEdY&p?m=(REA87g2zKAi^}mI@joj(nxT^LL}w{897~t&o?uzH*zdxnjs>YH3bHLQN#`@EHuz4p9YMi}c5_ ztpt$<%Z%@kB|gVI8?Zp*=FAh%FZ47dV#r{aS1!rmQj6m+urc$fZ=lnaJg5ECpT9nr z`h03TG$>%pqY~;z@Wa}v{K=id0|xOM$)quivm&0oXA z^04yMo|5C{#4?Zjh`zumrCWW#(X5Eywjoai#BBeA4c(={2w3@6(JHfhlNo@ANb1jH z^Z|!E=5Ok1ER)9_2z{CT_PgHqZO{ffALDr)hb97TcAy-$(=82WK0_-G!SB6%f)KXH zyo)Q9U*b1$n8t%rU=^8!3)Hw490N8?8qfCUPW3A_DHw*L?Jw*PLZ*69=>W})C>mZ5p^GTX!s0cRwfJGa1%zM;*=On{xR3jo2XI4j;g1kQY!(d5v zsccf^a5N05#(hS&D1Yip{RCd@Yd-&4_)UFOG%dsA?3Tal&1}+TIkU{<*~-gu2mz)p z6J(BsmQL!U$7%$=oX?m5uLhTssHE*H%J^6a#Gl(FBhm$y8sCT{QysZR{3g;Q8#v<^ z7Zg3<1*F_2EA({h@N6wj!*cs;Ee>ny=O^0dC&+h>CHuC&Q|@A4O1OV&L}V}KsEr>N z&=Ywu6#iofTCD7UdTCg)?Z5im2zxM-=R>4$HkWT97*BEeC3F`7c(?AVg$92rKhGo) z5bIZa4b5s~0b`0=lk86u>f-eIu@UUsC?0_U86kyGd;^Can&Xb?!mp%2eM54rpn0I- zT$KZEcd?MhbjKr!$`^R^3p8~m6)5T6Z5Zl8=Z5s$S%ZsG{)WUqnP^P86YToUi%E^& zUmIxR+N#nTx0*R+9`~MbE<9Xrg$0hMBs!LP-||_jH4{BIY{P(hx3Bs5yA*Y&uA}UA zgbr05E`5>I`dH^rR`qU|ot2IT*8?MQs+8^5Vg75eUm=HV^Kp^;1|mVFLUcgg zR~&Ue{I7_k=~Enal~I*-Htbm-xdm6WEhr^t%oTFrm?+uj<#KG7)B8mUpj%bhxtSuD zHd+Nd?%Ayia z5&8W*_Ct7I?XD@rT#01IdS~kQ!$ms`YqktIJYyop`eqMs)Igt<91oC33Sq?mm`nF; za-VuwGKab?*(5uI2p;l>d1O{kQuRrB__!|V7WYN?zLx5D;(gF-;z9w}pRF?T63d#F z#st2JQH}M+a57Rg2oFTDTH597`t#( zEoK9S?8jiKUf#3S>J{WMwhJGsNb;)?MT5?j!M6(mG&mHj61&L#Es7|eKSjsJzd0n> zC9pbA@mG^y*J+cV?99A4la#*Q_JW1qgQL3?-^q$gV%HnhM(eU3uUveqaM)=x8`l?Vb6zSRk9zwxp_anG&3# z6>quAh5ew({c@Pb10n!X3j!xqtXnS#y z?&a81^=|l!wzTEEgh~h5i-*^s^>bl;ruce168CfQj|?Y31@V&ogr>BY(RIU!W_ru5 zWGBZ35`VtZ#Q!+S9tAy(%Y#LkehT**epa`@v2uMkn3g}3a`f`=%da*ZawRh{LA`oK zP$OTv&#L|8>@IZS-NqUJrMo7&O`jvytZzl?-6Ki)K}9_BZ+vkys7|CIoCQN>Tni>R zwwZqspzL?Rm}d)=7QaGhVuDy~6X^||-qXjn7jv33rc#)WDGP70W5PY%g#MIzJLB&!i%PIg|Zm z1{9SM?QSeGCs#RKrnoI2D>2w`6qD=bboYF-DhCIdg+ccJcBO8_FIY66AOw<8hFVJ$ zIVZyS`xh*FMlxSSLMRUsvJE<&fiGn{y9k*oQ;+QPBaWw3nY~m1^QZrbiozaRw3x*l zvT@=zQ5nQlmBJzN#{u_mPS}lz^ysV6#Q@un7aIAxz((+vH z{{CD5x|$z$5*xpC*uN1PH>iwdD780`K`S-!2A%xEA-&!4r^W|bs8ZwSe%d7>d097U z8dGV9E)oUhR!3>D4!>Xt?P^y8PmE@L|9R{!iYi!_#`#jmDH*E&K$;%*3i#Y`V1JZn z08kr5ZUbN)qYMo%V%U+xtcL?}GQ&g33_bU}AKeE+*~{IkY5d=3x7bv?t=Cl8kY!tacZO_V5_nP!$9KAdRV6j; z*jtC~S!3UL%^34r)Y;jwsh==ovdapu$)5r-|6d?VhCSDxU zKp8R=3VTpJ{d>`e;-;7}+hrs@_ObB^9`_*q1P;O&1fS?=7X#ko7(1FN)z2z0u@Ar= zF@qG;6IujyfX@ZSA0sMj92O)Th3{My*eJ3s2o4zHI-m`! z;gs49j?zeBNZ zN5c9ve&vr0`!T(ihm$(3q^uk%(DAi&&HRZlT>(c|eOaWPKAzr4dUHyo#f_0cD}!nq z6nq<$(%l(mW0Sy)Skqp+$?d!x!zuq!HY}LpMsJf5=ygo$)pH36TkX6=D(g|iI#sB5 zAxUK^6VB6#FMR3m(&>!aV0Hz|?w`yC%1O!Lz=Z`aa&pceoxs3Nz$@JHrOy9=N5MIO zdc{A!#639w&qb<0RVI4%>!I|&XDca(Al)x=9mMkgo~AiO=(^lYJG>OTzrjpo=Sj1gzs|LqSm9BL|H-pl z9z_J`#NAE*Lf%tO-~a&btd!V%44|!b&?43EFeUFGFFTZ47W@zHj}j36+)hMSeQ&Om-42FKam-=gk;D15kRB0FRyV$#V_r*Y)8h; z{Q8JME$9V#vNyfddM87U=UXQwopzQEe}#-64KE`5>TIrEh`p==vnaf5cr{JwaNNV1 zMOjObWXjMe;gIL7w>_{lcv1$Uz>cZK(X5`v%8>nVPWbj9FVxy^c%`Vl?{XtNM%0H} z5{yUGVpDd$3}6=YFeNzAA{sy3zqeOlv)3PVwZfEP=fxs1w;2>=KUc_`V#nRrAU=p< zdft->Q$&T-*pTB4r`A>R1%#Bh_IXHvSg!y^s?a&3iZE!N58KSNIBm&F`fsoLjK$3~ zr_Hst<-6#Ytt~$RP&RhulQOM-4F66 zI4r@()umWxraSnOs$Sjkvnq*;nwsVS(a&XL2>~xt<9)=lQ{C~NU~<`~HYfPqv!iL} z0DFvaiyE@7sPh|2mfU~A9BjBUGVf6YPR`W1?Dd1v@OF_jXUykQp2`u>CU9k^;vci% z%~2RMH$E6xOj`Me!|uU-ap0{Q5-w?nvWIMUEarC#*DS4NPF@SK#)Q~wLC``-eKX58 zKJ5(rh%gu87~lozAjL+28#wBgI<@Z|H0~KWU5CS{RKp9N*TQhgmPw0_sr0q6CHOnuTv&sa zv9TuoW#Bf`v3C(O19Y!sfj9MAwKaU+JdR+tSBHSjtbYoE0_#n_>npG@c;&_2HI%*a zh@z*<3jc~;*#7jGt^OIMZurtY#SFE8m2JbO%=z$$a-d}ta>Il$%nucxLpew>50n^4 z0p2p7aAr+H2A@%N95lJHK73EDBOc!8dy1EEAW$8v^?%qoKQf)0aHrsTCVjtkJX--n zt2O|ru}Jy|97KWodEC!wFp9XRzzcLVB`gbuQ*VVfs&c!2nHcUN8agzahx~g#;%=~7sxRH-g zNv|;9{yj1#m;`D{M5ND+yaF^1Aq+zX9ykekY{X7PXW)K7dgzT&KIbd#e6A01B}sS| zF?qIvC4*@DXn5{{wL#y{a*0<8vq9zJ8+4TE z_GaD?_F|z%@(Gq9?$7$|Y{oYCJiEh&gof7dXb(FW5y~2z{TAi#r(UsldS-$1B4iWl zfEeb|Na$!6*9`Z7oxo+jYqP69hxB~%IUypkWaO}JmZhbi5PlindxX+pz}5n=hQB}} z=?qN4bh)>m5m@W@ih$@*L0*2Xl3}9A4 zTMh&zPZsQ}xgTn!vc0yP&WHj$FyrQZJ4nq;KsD8|oLn-=@x7^!2F-MTl}6I@^Gecm z>fO`U5xJw>#r5iT%rHq>=}=yhUbgxOfk&2R%0JN?K;jw|W43hTo=gjbP}@ z{4mC+dP>bUj~f+`AptD@0Si9GaUMR!o~l$_4)j>ummTF&tipql%6KC|@dbMsMD#_q z=0Y%_;gYGr$YTw#84-4PupPK!-#_S=TU(`Gf&Tq}WXztlrPFZ8m)Hv{^55AR{U_(j zQ^ec2+^qjI(Fi0w5dh5e9OhZ#!S>bt9Oy&Vs76_%RAdS`ELQ!UAJ4=>eI=?eculyh zLU(jN)SO^7#F1L)zC}IQC}RZTT=smhpALK-r(KSVUQjc$U#wwUrz^ z8hfhoeVbVr_p&_pa{s`&rEh2f!APnce0avIiD=RFmG@QNN3sc&op`#zfj&sW`cvRY z^z{?@+_aZM{>vu=803HzfZ(vW!9$_VY!tB8F+ZzD!+<$#pwO#Mh*j0lL! zT^)ZJXuIsQ$Y3rAvfpWw&1sP+&i_CMtsi6e6HK4^j~ezZK>F;(|HuXoWpZbMUh$Y3 zXeR!fN%{C#4)%+OXA4_E6h9j%|1L=BQqC;-vQ2Ym`b?S1~y?z~!s0SR=rem*FC zK@hXMj*L)?2Th@9%!L%G*m#5$qnn5(28aQ;yF0z1iaVU9k=H?&UAj*=mHV=MVFoR) zcRs#@(4SYkyN@TX(SvN+c%gREkm}A3#oc-ZIpr@~LYX=1ku@Z%<_h}{@XO~1Nc$ao@&0?0;U3O%sV21yTL3|_}^dzL$+W1w*Bx+k`923 zKz=r23u2Ow%$l(EKu=Hot_V3nMzToe_SS=44{@n4m3!EY(dpQH*il2?5+!cC%(Ulu z$LZ2IGqss5zwxxCp?XHKw}WwZ#|uqkwjnV)Lb-Af%44deo_#>9qzZ9n_}`gG5?+Jt zf?RLG?a7Px06`fzPTca#097;r{V)JupD9fJS;&1E4Q6xoVa-xrf4@uLaX;>D?;K|Q z;@Mo0PwJHFn!&z-phGATtclUKyKa?*F6op&VJpB<$o}&|7NpkL5z#pOs7avuTjYUO zmmuvjqOiQ%l@;G=%{`P#Js#NFW&CR{1Pi+(3_>@t@oQ7(6orp1Pu3+yKm-`)AiER;GqOKFWn=Q&JRp(RnUA%A$9gE>R| zPE9vNPtx{dX2@obLbcV$v|T22HYh5tyi=y9UkiImV@$gcw?Z*T8|531;P;Tx!!mRg zb(Be4Mi&_c86m1;W|eUxi~_=-Lg4lMZc#Jqe76k}9t|A$p)2yiC(H*wICA9GQ#zPcJaA*$7pBrd2Uq#}p_XWi^8)Qdz@l!NSsr-4-S&){9i2XgO zNeeS&BhJvjL5`Q9dRF)Nr&3zD2En2~b1EJqL!)w8QKyu=z3Ssif!7Ntew{k_Lp6Jh zwyLkC!94-+FJws~#S#z;Uywt}OcNe@YhI~sn*y!xP49~@`S3gkpZnePvUTDFqVfp8 zEpC382neO+iGnpdDnu6UZ}vQUE|HYcO8@^+^^Vb*Ma$ZDoQ`eVwv&!++eycEp4iqC zJDrYg+crAt*fzeLz27s&cYd!L^T!-(ty#0`uKNP}g~yZah=8er8y&ztD8NRYp8}@N z(DaSmJP)jauAo^>tsxRyjCsoubZ`R!Aj=}D;PM^{&Zp1g9$%(}u~-A(p5sy^K)Gn9 z6edh1&LcJECI{M8ensIVD?ECx$prEsmB?>c$IRKk*Fr>obW)^t12ot7&IbzpDJZ3N zL%TK1qgXJcV&&i6Qut=HA(y*s2z|NRa1EYim~`HLt2;})Hl{=7Q8 z@>!}vA5^j?hg&X7zOM;j-ckl@uGnk76A6yp7!dxnzE~gZHg~bA@wC%qmuh=?B!|3G zZHo&o&#=IQHglGcQpR>G9>k#B6jA>pt#kD-_AP>M{fFB!@+7w$l%1WPCTGTy?3z8h zWrgl<9i~Nu&xCw9Gm<~NB+dF0C84Ug{6^6hyWL@bC-Sc*3gbfo)IKff<&$+6)2v@2 z?g>f6MUTiUc1hMI5Ck#0RKsPV4cuNw-cMnFFVB5g8>>Vu3MrO>}c|l`ySK7pT#=MDDGFv#|`*662sTYj~$&+w;xF?2$h``x= zdFYXHb4)*L;^3$P>Q_vI0PCZV2`0X6vV_y@r#=q@@xC25`$)cixx}Hw7rlcRsgJoj4z1U< z`RjQ?B&Vhy74IKE*WC5O4=qU8zJ!LG8cedcv(NfT!VRJUf6%_7&wxxa7ydrlfDK<> z0^c{6L}pD5yO$!@{VIz0ik1bt9>cm{3K zfz6MrE;FLuzSMm0@8FQsIe}m=;qCr>M^`(-|7Op*ESe+#RTaBbh&q$DxT@loRJDY3 zv4mXE7v*Wd`~4<`I=Phs7Q2=lLaQsheWHcPUZpy`%He~iEs*rBDipy$C#L%Y@|Af- z)#X0k^@8B+Zb%AzLJq&`;m^97b@N7f?VycaaX2<4LcEbP81nPBYJ8-sM*i`M z#BK~Utjr5Jdo(p|zhq(9tfBdBh9yXAzCUX%x==PWivN3`lkRO<%Y0WOdh~a99eDu{ z%}=zm;s#jdztp`K_r)nlCKwW6u&B)N)IU;-uT^q;uVeJrd?L<`JOdLeDbazZh!oU7 zjb(B)`R}S#_Y=)Mm<9I$NjL;N5iC2TH(Yy5Vfcf03-B;O)v#xPNIFH1C#6dqjaUjZ z&H5Mjz{{JU^D}F2{s9qu%&j33Q{KTw&F$05(h;zEnVc3tHOh1g&-9XPhWYY-(hsA3 zSkL$Ia=&psv0z7l{EMRUSlEJFOD*4NaaY}jEa`=mPH$NK)^ag~u{79;-`T~y5mvhGR#!@$Y0Dq)qMcVMaERk% z(dc$t&y?iEKC~D`fUGV39)R*8^RD&5J7azjQ^dVQW7^r7uUG3;=;b6|P~5qyBfqHA zi7+j$&m(xlKAd${ph`l&+#uN4FG?7RIT4FzTzdiNNoRL=HoA8=WIhm*P6EFXkx$($qFL$AOTu%dsZeS_1iUG_d)TDGPV|`iG z2AZ7kowb1=F4K0{AU=1Q?ngBl>txZddHh^x(-_hYS^y8x5Vj^)VoLVh59z??t?|EJ zX6{zjj4aXm*3@OqS?j?zEaE%@pFfYvQ*w>~g)DSSMB)@0vVr};Mo z?I5@dqon52qxP}^4gMjq8$X`O@w;-*p7BGcbGYNI{+!!sU$R)Mwp>k6q9$|MW^`{N z%>D~=I%SYl_iCT7skG@$^y#RoFAZ4N9`NSaT?1(PCqp5uHK)|HEs4(FIUK~B=5ufW zjoH{BJJ#(cmYt3Y#w#~U%1W|Q6s?+pmODd*lvyd)PLKR;8$Odc??C{eVodY(nMn^F z%jJ9<7t5<#n$fzEfgzN5-@tV|yNfXj{GK0Xp0|)MA$$-i{I}ozz|}x0VRP6z9fCcy zz6&mG`(ZJO6B;FCN6zl_%I;$ft`Ufm9bt~vL+rScAxMn-pX^-`N*gO;hl9N9#2RPs=t(lrqZI_IFKpH5iTTDT9M_=p$s{Pi$=z@@oD=)XPPm=`u=ylwO-I7tdx$}I~Ad4aP z^dMlDlE+W5FH5{lnR9L0fv>%~UET^A?`Qb?dkdzD`HC_2WTQC61byonN&WsmsRY}M zY!+g$)HuTBi~}|Gp(;btjz;6r_@o;0m}&}tGa(j(D!pcdTaJ6rGHydrN!o&L5i?Yyn z@qcl+JHfk>g2U(Nekp-IpRGXX9N7fTvsTTs5M!}4w3f?MISWn?o@NGI^-%64#L?b+ zj5`D=v2V0fTG3GTQeQu1O01;WI}x%Cz4)5MAxx_Vs8b!y-O6 z>TPs4WD!rw6Xbu!blc5)!sm_J@*IfFp+a*3*#jR!M~)Q<#^!ET^|9vzQFbYblnqh` zZf2NXTW;j~B_Ycl|L8^-2Y)-PJhgsUu_f_drCBWiv#R!V$Kq$D1-0m)Iw*<2sHc*w z&Q-2&e3>_1YHJ(${-VyVj%c2m!9OwQKjvr0oODn-nQ zIUGbja5HGK>X@V>d5nT*e{qHB!8HE74vkM6{hJO%IDrZfx=pt2#$#6a>J?iASmySe zEEszGdA0U*rE^^sf?5v2q)$u*L_m_WQw{svPE6v7QBd2`~W6bdXC=EenmaI zZClco%H>bQmNC3sVRu5nr^A_vcst?aSfi%EP8@6oZhX7v^K8wrn{wRhqBQTBwAlxK z&#*Bazqgc{!mla5ON?Tx9JFt{OSUuTKPERCOW)ffSNb~Jqa-lI_TYFOr?B+JOBNrZ z+H~UNj|ccgr_#m#6Ckf(pxpT@_W&D+!Lzl(dzfX0I921dFC1ik?J+aY`cARgVC1>1 zRw~}OOQSnf`YU#1Zu?w6t~q|e$0Hu3t+8zkW8=mPW zMrmDZ8PZUg7+Ywz8Af1Qy2a}-wx`~VZR5^DidMg5tG8ZwML3iue0>0&#M6%zP5@rD z+me54HKcF>irpe6$A}c;P*7`FDt+UR_J^>uhswXymeBV81VpylbH3R92->ke3#T; ziqrKWsV3WhC+9Jxzttz?fiEi{)|S!vItl1pCfzvkMlc70_e;L)M32aDwUmoP;FCeh zX_L3sP1S3tb1~Z23)H`($K~E-LKDB1CP{beN2!b@xdCP4UZ4v7JGLpJDeMO{v>Z;y z+-0xxE-C~#JTNvaZC)+uTBVa8-_voSdaXymzei2Ys4^|9vV5)~?ivrqwMk|~7tA*z z>mr?0OyCF1X|gBpxW+?}#;N|`I%e4)QwXJ3BV9kZ$L3ZOa-Y?nCdF zcqI`K+W>eO8yG5gbR>5_WxPz9YI8t(idnrVZ&qXSlGT*AM5vao1 zSM0F1V?=F&qStr8*-O$N10sgTAM=e?&M*`Eoh{FG_Z!*VJ_ICxKif~PRm*_KAy0)RrXAvkw({--a?Z%TiCzQE`;s>vR^m9sQn!Yae$@|R?&z)@uY75x6EAs(@-btk5bpnSM z5|L*5rs2bM3kBbAh$v^=$N#sF5okb83B0O;KyLY_J}N>YEZh6JE&>fdp^>^pZ~r&w zn?+99!g@sh1&v_vF+nyj$k-r03*;!gFU&woYzo0} zX()k@@_0xseqa>nPzVk>zqYkbpYlE-Pe8JO#vFi@{G&cFYze8;wgUSaN)?RckP@t{iq=@+iu6|TazckIa9iwn>~Pa{$q~Sl?S#c)%v8s+S+z~6i6&gHfWz3Q@o1L zJ+bJ8R?wnM3Nq?#kD?T^+50X-Jr7IR2fGTto}OQwqTrw|SBtH*cRmk^>;x!o0|ven za^Lo{9_PE+S4c>OCNS)+|T|MFv9C9%z5|IPE&H?R-RoTTfY)ofwP^SXzS-51#|UW z>70ol$(~`ip5WK7MoG$bVN}2d?tzu^?%}EocGE16AYwbZZ4yCh#u#a1h87oT5rXu$ z>%?ycQ;nqChTjcg` z@d`}Z#WYz*)D~m#QpH#GsIvGA@?B2(E%qHgbEOsavpKf+a|x|Q)sg^9A+-#<`RrNf zL!SDU4IViFaK&|IXJCUir)w)G^@FT_cbGNrR)@`~-u zP4Q8V`edT-Q;pklNdj=&1fgB;L?=T_=z-#wv%c`;c@mCDS5(O7xgC=$xoF@U9)pr? z@d#OF#~KRy(SO7FAu%Dwck%=kEAZRUSLj0p%?;>pxObN6zvj&&a;}_B`!z1}MvbPL zL_FR?&Bj23R<~DX1ScfymP9K4Q5$^Px@^I>hV0?{oF{R!=@<%a%3q%hU5fwJ6Ui9`? zJAR52NC5&()B_;>v!=L}Qmi(+UlMkn9||Erc*0J~)BU>e%+WQRo7}E51=L;cOELsJLtj@RX#VdBL4u4=35-Id_z4x=RCn4{2%JZx zPzTt#%l>1ut}lcd$%Kz@&Jk|l;T_K_>l%nw@?F=W(b1Hl5z8^MyjFH8#zfIHjNaC3 z?8VczH(Txp)%kA2D2hi(Q4yh^Axk3tJE-Ev>9kNB-Mo*WzIGxW>zFA*K*eapa)@@& zAp4QZ)$I5ZHOn2o;uh8Dq$l4*aPN*!z6uC#>!j4WBRm8{5htH6E*wf~p1X2ePuH|6 zAH#tN0(BFSraHpL{|_g7-N;ZI^qoaHC9w+7)duQtYqFiXA)DLSOQD$(1IJlVhkGjbxQ%eBrVpFTjA zp8th3p8L0f5$``dhtQQfb^ zAa2I%vdp&70tzW#bsZJg)2#Y1+QkGHDNiLsOj%Ci_`=WcF0^8nfC&$r7=B)gfXE2; zVac115%h`S1rE^uKVq!ADuyawz{XEn*Hws!Hz=cBxtZsN80DjU5@v?x0Lc(Wet#(3NH(Otht}|1kQ{o!su$;H8y;?E= zYZRd&pXJED_J!;QogSAaq%83jG9~Ir5xyB(Ik7Pr9U>UF0h~8Xc`NtfrNOAz$qrN31jx^lKBUu8p>JlDM@?iavP_ zVpw?#)O2vl{|M3xT5>D55t8MK_e8EA?kSya&08w zL7SDAL6~|V2kBznawgP%+>XZVPbWJv1G2xq!JCDZLBB`V8DO7Xd5T>9w|wFNX0bWw zyfzvGunD6SE>D-|SnY=oa*}e2Xa>!^rQUkAFTnuak9U zV7I^WFIS zLFwR)z3wFkJviqAawT}Ke!D7nou#mD5ZL?o8qK}beLcbs=*|3c1bKWHLijg>MU0N* zjNDdwx}f+4X5|^=`Tz1z_W$IeElB7ThmZ)w!G=%GueS?Ae%RtK|NGOMBgCTuXJKOj z3gdpak{d6a7*7WFS$py%Rgx&QZ?$r!^L3GF>Z6)gil(pz!mdXsVL!*R4O!kIj%qrd z6eaKeG0icr$z@F4{NlF6(__y`kk6jFxgCKf^&+`Fne`%_Oo??wVwDCoYdZc81{|>-?jq2bq*^=49PpZEE|rf5l~usg zvV_cLKo%a1O4!PMT)MvKdARq>-n$YpMB7-+LmMtf0otN7+ z=^!}_k!kV+ow#hvSDN>PX^tqPJeI_1tA&cWhw^aWpr>oQp++2tMs|g4Bus;Wo9(n7Xs#mC;`9rKg&`3A zMbMX(byMhV`aPqq(T3ir#Jr5a4c7As@%bA1G}JusyJATKP`+7Wh+nGvBrsK)+9A1z z1i&vm3S2-~>xMIc`)Q;$(<&HB^T3_EH%nr5Vzcy9qpE)2oV#2Zo$8ls1IQSVl-cEH zTY-fzmfd7MP75B4=shcnfki)=1W&Q_LQqB0eEiDHjo+*(C4-yqtPijA=?YMto z!XP&-x@0JAqQsfe5CIG|?&YohWom|r%KWL&X(&J`dRx1OW}{o!sy_R#L0*wC|Fzfp z$sIe_6e&0_dzcm*m+q942kP}yGu=Zpq&;?rb1R_=L-SD-lLn8dQ6rb|Z@%_SQO=4X3fbNf6P{EOBs1TS^PgM9+O64JGT zPltIwvo)xS6se4Cw!3$sHtH}7lXfei10pbufC33{d0cb`lj?5#2jQC2QSbN%HC57Z zrx&KxZ|DrBj`j}=Py|kXRUxw0QtJPxo;%oXBudjKZ>kw;Xde!$~ghnp(WP-y%-9`CA; zLHaA;jEeWQi_oSS8sg|aEMYT&=c4{Y%tEb?3F;52*WD8L-lJ-;%P$!v}oZf>n1~HgyQ=eRBoBodHY8bU7fvi1Zf!zc2R#J!a~-KoS)cG%!|9 zVDAGC74V9X0uQh(Q|upTgb3LVci(JhFOHPK-2lA&o*X>`rijV9?@!7lU}go{MegN| z#;3TyvSdgv2(dxt3ke7SN^6+z-yTn2?*84MxTMEuNK>&17*HlB-EzvYSz*X$5(0$? z8^fro^!cY0Y+ipBH9@~pR55%{IN987b`wl(9NZuMs{t%9#XC%JCbQ7;K+|tfnA0mX zfSa@1ilMo9wHHRoM_P2zm}qzEN4)l5QJHac9bPTOY&Fa)NpuQM9R{YNmy?M%1Q~f> zMTC*i;1yautF(rf92@PX(pfbAZWy|OH*3oi>@X0%rwydI32kzbq~yFKwwt2+dAFd6 zqD%Hutr~!a^7Lrg!KDKl1iO5G{%8hcpmnbVA5bWd&VtG$sgb`VN*AU8cA#R5iA)0J zB!<#!D1uEGaw-90#AF=SYiwPb0To<>IdVXuI%5zBO{zkY$!{))?LgJVLA2isQjZbX zL+{5>NEp8-s$A(p>k#eClLvUK@BS26CpS&{DFb-nA>k3+JbkK!LyzQP31ZANm^l{7 z$6m)Z_26AZz~xyNJ1|Ypq}tv!lME??#J$wlhEG)1B?HTi#x9PDz8A&-hegs@jlpn- zMTlzLpUH?4ncOxVwxzG}uV#%fRU+(~BCRCNlkc4UF{md)P2{C)9WI_y$;?EidGi=@ zNDCO);W(7)lzX>g`^!1P&M;rhMGjfU%8u2E=(S8FoZF_Ai=bbRp;HdyhChuueLkHQ zghSwYPH*Ea<8SFTou>7R729T9Gw~Y&)kGRFIfti)8}WV-tyXO|r(^K1V!B=A=Pu28WFuplI#>sme_Ibk5*Cu3iNo5e$<3ju>p5u=6&C@>;2+gRpn@EFlDn#1JjX!CHQECv)*+w`P z3TnKtxHxDunQnivO7W*0!+M==dl|hN{c$N2Nz?U}rHc5b`VJy|e;o*oRM2en>EeGE z{7EDk8b`}6tF@Dxz^+nfI2_Sr-s&;(p+KN2A;XKZM1QBn7J|m-gyympxA*8iSrov| zLLV3>(l#5T=k5p6_EqCf;4c$-K(;Yk;_!5MF3Re_S1u+Y58-tUn>gJm#FIBeWN)>( z!7(=tHEF-gw#3dhJ2jR>JpRsfK;i`q&*!W{kG1W=TY4=Dj1I%eJEVS2y~6qr>U z$Gf>#gR}HVMN=NMozS!T&=^~j%o=$e&qhtHi3?oU!ggzd{^I0b5Rb7tBj4kXx2Kgt zVQiFjQhON>NH1#um!GQRmqbz8hF#?NV10I1($hRFAI!Y>=3wxewl~VQd{+Pfrn^=& zQll2`6Pa~4x=uBy4D`#7$n_>pj47j>EyNNiY1369lt+e7xvgia7W8rJlF3uy{Mt$4 z;Nn3GC%m0hf1gz(V6hd>#?_OAi|=R)gVv>bEa}}R@>&9$No@G)eyP%}O~2Y6sSMPi zNAJyS-SH?iisiCjUcfgG`S}34-<|^&#c`{DGXAl8EWNsWV70c*2anixp`Ier8JFLS z^KAy=KLAxziiNl%=RiqYnPr%8=-6M6yVJiS3Mn`}6G84)$1C=C#b(MG2LpNtTsS-}!a4e zayjMAdx&5BH2+~G5mn!Q=Z9mg?booSVc*5OEK!;C&tgI3y>@T90xwkfScG~%W%Cbg zb>})526f`Sos{|CYj374H&JDs^6Kt^L(1feH!(Z$F5!`AymHYCliG#NA9y=`XTN{z z8@Xq(o5(&}A#aJc4tCDST#nbC%^ygO0l;2MU2SFD$5PVN7s$iPIc@4T3s=l|H&UuaImq46RA-LAPt za#cnWDpAIi3K&EjMXVboPwr@=H)88iO#M5v6Jrrp+adEkqFXUO^3eRYJ6iBLO0g`| z{?CKJZ}w<=d&}YJa_VjWM}ZMZix3|zWTB$HQHb2og`(jV@=E~rt^JP(Ueup4l>kMN z``5>(2v@yfk(CeYC%dn?t_`6suJDJ$0uV1JQ6u7grz>Jw9FM^Btluq#QWy(EjOwQn z)S(dBQFtbx)5a;M4`Or0N~!r$W>bTpAxYo@TBg)D-KeM{kz*{y{MGvlqWUsRY6%Hy%;V1x;`>iiq zKHzj0yac4glPf|*i)T`p#Xx`yMoBB?F2r~go{WkAYCGmQ+YD{a?@Bcw@b+uVL-%Uo z^>H8&y~-ednyiUd8nsu}eOpsC8#LMDtBvV$0W#jx9-=ahov_JTVPesZ@Nf8tA7!r7 zsR!X-0BL%yyegjU24jG?J_tY@De|rzvThiB1d6Ps^gw?Q-6I$xHwz=@0$0d9wcFEb zHceuWapEtz!H`ko4*wEk7{gM1rM?)?{qCKZb&<`-EX3OKOELbS><(RzG?tJw?2+5# zF}H&K&yAoY606iqq&bJ+=Bd;O==R0(npia<@G`|vZRJwY3>96{LV5tFj4XXbvn@q8 zEvBvG93IIOjHypperihEsGa;Fu}+sM&7nK;`(k6}>%r#azoqm|lQ?d$DAcUz+dI~} zFPkMF`jv7UTs!B%0ovoPk}%1UTw>YAX8b^K8zZN*GF1mvhFabIeC@5Z0+Yq27jeAR1{Y({JQoT93^C?ohkOzhOTSclc- z+8i^mFfO8q2wr}WWW**Nf;HdM%i%(rXRQA|I$NRD_!>QJ5LH4iI1EP!OJ6fn=qBLK z`+R}qo!|@l@8`*A@IMOZ|4WtdQ|?e0Vut_w0{bN#Z0Lkrb{YU7Wh?a;d7!H+B{J~K zFd|Dr9a6mNV0DUTWF*vqxc3&BoRO*jUA_DWHLvu=IOvTEY}jZRLv@XO?C~{*`AvY%$f>#h^GOKFKEw35ES#|%a-ng}jTQxqzsS4m4RrD%mGFOW{=4wR zlr24rXGU(XXBy+3|c{&#EJO(|%=SXo*ym?^fQk!iJ39$Ng-UtYoi zAnTe^*8hzmw56c>?uD`O0EM|J1VGP${@fIVfTydg1x29_X=xNQrG+;?71&Tjf8IcJ zgV2+Y*E}v7Wohg87qjAG!%Y8^GaP(^4Phc_&7~J~#oinRy^|{n{l#9ae+X1!lP%ZR z_p)DZN5vtD@I2Ia|V1GeEF}H=cY2+7yl}TfvMjHrV=P;kXXD+Xw(t!&@|;Dino_pX zo9;7(=*#=beSJ*$Te!%GI?UGY!f)bXBB{VL?MhcF@O0@Z*f87K1|CEPgt-9ZM4CW! z^~$~L$8v-|8WIG0yKmk~0GQf{%1&?J5%C0+0IcGNGdMtrKRRwys=SeE_> zfyQCb%HP@qslv@?tp|>`gF}+g!f!HLIn}o_P>O373`v-DzTMwCC%B86JCIx?SC8s> z$jmbjtvFF=yaTkM*@X9Z;R>!=@)&Zy z^tyie%sb>9gi@qCZ@ZhVloU;YWe6IT7R3*>)arFl;ZDxmoVAui#v1I&}AFaUfW<_!4`Fly7fEnC*a44F3> z6ok`1-qOpQ5-%f}z<$x=4MGPipF;NTT8DZneel@b?2^syrBF;LQ+}gFFe_#?1d8Gd zAxBdogE3`7q7kQHJsH{f$UtcS?b9FJ^QT&*HoIpP2XnsGD{eld^om+iT&EyV&itn0 z!#GLt=mfB%75VQ0fR(Hmmnm$YjJuVc+|3w_uhm9X{5+aHLsf@I!gJG)N6dn9Ew{8g zKJiZE8`M{#RKA#Wbi|P?LmO7;bwq#vUfHL>p?BG%I9zqtb1#V9ylqm+vz4J9JCRb? z6u=(*`T4Iv@HECG@o)7rOdXXBeneyMmB+dsHx1z5iFzr*qZWy0q;{6?aRuBrR+;)( z!wKuIDn8v3mhzGsM{<(qpZ(y!sA^8LK{xk-y=V92DE2r>-z$%5&wq?wEA$>|c&s|j zxFcT5dA!@4HvgpStMQgK^_ci%^!8na2YL}d8Q1~3=#VfY0IcN%P(otrqJi5cKZ<;& z$IovFq00+Md_@2^s(tlBDnN^Q5= z!$Msh-|U1x!~C{$+Xa3+S=B;6SkzXAm=c_}Kr!{8UH!1Ex&PEsuC^rw`e3XRweWB% zzXnm{Hmcy{yF@5!m9+#f<=&u!wdb|2PDhRpF?A9-`Iqfwkl5_+T#AE`y%P^w0z-g! zJC>gcjbn>VsUb37;>n`yF>qAkJ#4X6qtu9ngFj4{gF+@qtCpoPcpoc;vYk$VC)B9g z+3@E_(dH2b!GZchG-pzP?i|Gwc^c^t?P?`FEx$tPvNG}zv6~qmUhJfhuTPW0Rx9rj z@@MVVzWDk_Bn#X_&bi)FoHN5UFBu6={au6$XH6A~A5%nY$s|cRaWpoZ`2u zi}f+FMq6O*7uf@yt%C|s0ktjV7c4?cWM_9fU!p0JweLAZ{>eMpUFY|1Urm>{Xq`+X0?Dre3DFz_OYMU_v zrPq@TEMx%k6*Sb6hBxchrMn;?0m)H~G_yeLoNh4vSUU?vC-_9z1vXuROCbK7b-|)> zzt^DLFK4)tT0NJN5J$X9ST5|U-bb@*ajt5^?ER03w<-6Nt@prrjXMrZj)g=aeX`4Ofd*`{hgScJNJV^U#MQ4T)=b$KrX>I7a7Co**J7<+| zi;MzA7%1FK;vdDHcW9hRd-nhSvmArJHPcv16tu{dV)Kz)T2yau)kQPLs^~C4WhDx9 zfW!9nisk#e-_6Iw#N%CQD^6AYw1p3k!?4zY^EzU_I;)ot&*w{V6Nk>*z3;WoKc?`W z%^Mt2!SEQO*oMQGUU0|ZKr;WH@nZ1IeFSJ5yS1Ma2f(-TCa(ovUhOl3i9SjHVRhjO zlMDn_n-iX~bOEH5J5dwfbp&6&>gf7-!05q8s0`c;pzFQ)v8zkzky z9vW%fD!n*_DBek z^n+9z^>b_ss1GaX)V}o8=rZQx8B!iL<*~*pO_)JEuKE6u;UrE8&Yx+*v41wu`13k%F$Yx zlau9bn{689ABHJW>>Rqep6onywX;=8_%EF*)G!4#9kSN}oY}X2Ns@1?fU6j0x;zL7 zma7mNGOo?`N@sDATe{qKZ}Y*odb+VSe18>P0FpqBejf*%7IrX3l^haO@iB%KA5?KO zeYsI^k$Q1YqjqXAz0b!fuv8m^UB}Om+nX144CY8}jKjj5e%ZM7SOO!h*+UqV8u-{Z zMZ6F<=&CcET1?!s+TlzFI363%@*@ruF(hA_GcPap5wmADb2ii59Pc)`j9%#W)}?>7 zC8_Lq)Pc^AouBp-E^?Z;(#t(eZFotOh<~z9Auv7|mF+b9q1b8@Fm{N-+*kHP#zVY5 z!pR&S<5tR11@Ic9OT#3&H5eILf38AIP6!V00nk&P$_Fs8pB)s8I&fwLfY zoH3uO2F(Gh2*x3evuFZ0aAY5J2u`v_g&`359zfmG-;t1uhR)cvJIYCJq&BbM$yyI) zt^T|;K<%F-WCGHwPv+U-{mUETdSdOWB1CnkuR({@RS_dDOK~9ACJi=^=v3SK_91nI zChG!!Ij(di6^`lvKnOoJEH*B6c~aeqk1@YBSqjS7CEQxPWBFbU16N z2tF8!=w#VSCsVgB_yDmXuB+mP$X3QpDy~w4-G(m^w-h-DJ9=Zy*mJCQg?pb(_1kuG zWg1aq?12w2$;Ow#h1+VZ5-t{d_)fWkIBXZ1o=JnxBC9R}kXYD;$w%SPYTz1}%4d7i zA2-Dfa_$xd!;TvRDiu{x`xxeyxp9ay#6PtqXxA`9{wNKtMW1(b`o|V_s8yv}46vP0 zZPY@P4%rZun2AbK9zl3*2hI%3rb+Z_`DXf7Z_?-xr+k2V{+ufsU_S+==1wT>R5r1f zOjg6gwOK z=tm}9@itS!VkG65A*BsWBcozq^Nj!(FJ!BVYn+55I=GxBofveNF=bKO+NKA(Sz?NyCqpgP-HYB^RW%@8fk0@i*s60)ks ztebsV&LwNLzr9KshTsXtxAw@d%RMh}Q*(7SrjLBkCR835E^7|x1KJ-%ab78;m5?3| zn}p=yPhi0li&TQkV%lMoMi&>25N;xc#jvMBRSQELVxQjhCSo+L<5BPsRh3!LqPn;E zqjO8{Ea}7Q?V|3-Djx6(7@$Ex!5Hu4bP+a6yBD7BmO=sX@U5Dh=e;q#(qP9>x}7XbsP`f-7ea3z3}= zp!kYoI`ZCdNpvm)I%`ref);(lyC?_|?MGk+Qjs<08FA>Vc20p)niS@8z&9&+g&|s4 zDR_>t6k^U6J@fAF3o8w;(?^M!g4y1)i42afoA>9_OZKkZt{dFXF4x_*c&}?j8=(~= zY<+S0#D%7!p7(nq3lf^U|D29soZP@bM{FvfO)CW=pzB-KxX%gSbwqa$zARPz2hwVh zM3_?8KKPztw7@1y_LaHx-Cv5Kc|VD2sh9kiaW#!Pk(7wYy24?cb^xFOxdSL-yn4T< z`|1|d1Nf`w2|}C4Do|=acxx^fy3>?H#>8=!t(*}t4d-)&?OBtUK9AibcjOXZcPYNJ z@!Kc@WC;WKkn~=>8IuvsSedkt>ljgPZuhrh>aa|M=;|-^xVjI0(!dg7-IjscDQ{ZC z*IQ*XTr3-Pzed-!8B^R$>f_#v9o0HgBQCm!%p8M;@=^9IEH~c-eeAh$2aCsEyN<4_(h22& z%$h9e5JFgOcNjiN{wCVpKjo9y#pUZWQE8wuE3{&`k|}_HaCT(5L?sG?t9RV$C__jU zB2_bqCrLvUMi2%Z8GMSO*J0^c_!4aZmgreG-IUkCT*;i-*6}ab$c~NBpfhMMP&&Qx znGpPnS75m-^>|*=!QfP$e}!{F_&l=kY2%r6xp@<2euC~a4lPboZ5a%4wxbZ`hYY!_ zMj5#-d<1c3*X9_-;p&{4a-7@oQ1=noD*W4;Ua0k$Haoq9sU{Y)8DfXS}wpmSJ(YU=5O;Dy1dx;!SC* z@B5APE1!acaA*VBv4oo(LtBPUmJQzVj}=^e3OUEDZI%`IX6W~eIT|eh6JNjV?8El5^rkc|lHeQP5MP;4NQ2%AIO90|W@MOtV)BEEdt6*_*IE9nj#RSbPxSKUI( zyw6P<#b9{O!2-R-^?Pl>3S{vhrf4JTiug=vYw%2%f@$Sqo*nS%WuFrOj}hFo-vhOC zd^>b6d0KBB+w3qTLHP&yGCY)v-*rMU=kzP-fXizzGMKq5kV(E7g2|CCCF* zcLV&`4ZA5tr!h50`Ma@69Yn`0j4atO?mR!w`gjzlr3K;l@ckj*VUNJ6_(y``2XuMi zQ+t_+vv2%tnZVB`Xqi2)BvH&Adis;U=@5*e!+3E;doF%ZSah1W+ry8`XD;^aUjSCV zZo&OuBL^Ygyw57hsxB4pRwYLR+wp+(Z9<3eNOM9enzSIU;980i)AYfL$6zHkvv+$c zGT#c-OpTt1Zt^ozcG1Z+HjbuUoNDwx&O>Dz z*VIfznjrnh?Gh7mCMY=88C%T1ko*O^vr*WCFLMK)w@7PP3P@S>rHfHhGjgE3n`kY( z-$3@$K4%kY*SHiX->FP6@4-8bJuf9^vC$!_LjP}^xprP@P+4fgHMcUImry*=WL?Uth-98Z?Hngd)yA ziMuYu9q+J{Y9vdC0mEDOkhI(*qqW677FhyhEM=;1g=8fu!QG@F~FhWUFl2n-c#V2tXRF;rk}E6*6-?RRMpP%eE`m5NRXLVs=W=HED{VLi;y4p34hvC_Vn9vI53-zpI2+qRwj>7(oOACO_h~<@ z*FDy#RaM`d6^a85nW<0)6!%$C5JDvmx5ZP9(hfV>&uJY#f=>r|c&Y2U4sHEj+ZjY- z8)O!EP}+U3Z+y0QQi}kdH=RYEPz@%$BhA8VqqcRO_S;2BM=Ml&>g6Wu%dojH9c~VV z3&(gNQ(&DHA)yUcah8J}s;<$h*c6?~=|Xa`P*rV+BpSiI9KHLh&SQ09)ppn7)NwtK zl?Y=ZC?)iv@ybEL6<@qRo~f>mFvr{~S{hm=2j?fwghO54GZMhEe$}lj9YZZvlWa?71vPlbZLj#1h2_k^pbRRiq{Dt|J3sKLbfDC5`_Rhj+b1eCf}f)B+blxIfpS8$vC*J0 zVqRjM@k*A*%qpQ#ZDXZLpu^5^hZUMbu982XZu;oxKF0B(^tNM5?4#i0bF)hEy-lxm zegnm##{zqyr1wV+dZ>Q8S#i~kQwRCgRSSsk3a9apD+2(z*@M_?Iyv}HH%);RKYbZ5 zqk~t(_`w_~S%ej30?=;Cw7fKk!Z9DRt=>W=0_Ag|OU+jzs?az_#qpN&q<%C4QPjzjcpcR&l-6XP#RQth)RZv0|9W!v#*$f5o*%^r}6=j6$3R7L%;cwohAfI^iO^5Y3c(UDBZ{DK=>OVO_D zjCRDOZ;;-akTQV+Kpl3vFo06KEJ<*+1X(l9As@onfHpmyE-cmArJ2y$^@@j_M+(RN zA5;z?s!f;-g)S=i#N_jEzqW1N0U5m&Kkj7_A6F_)@RET~6UEOFJdXKRw}hKy%6@E> z_~Qm9>*?Mg4HQ#xD*mlGF*Ttb>V!(b%3a2S!#~%(PAr%Q{PUY2JwPf=zd-^;M7@|7 zq}%ezf32sVT}s976UCn3N)|%~be#!RnhctA{ZU5zy1C!q19MFloET?SPfkfSZ*Cmi zA%%!+ep|>|9mdfusDTJFF&vqxwg&fR?7?hP28;O%;I&TJ%nmm*80AUD~hvN)| zD^{dLA!CwNnn3`U9B?Hak~`{|<{@7If{Wfj!faHpL6N<5o3yoj?udk=iDY5z~u^;>=9E5beNG8%vf)yuaz|ZQDXg23z-g9D42)!in9^f z@sJ8HtZSIoEP!*^hX;zm28xkufQCxNm5|sLmisU=PA0#(_;A4XYiS?7O0dZ%#NmW@ zY|{O1%55ea-EZV8Q1LGEM4`4@_!fwp5QOfiN|3`51(e#my zB_VJ&YRYTzM(F+Gd2}@E35GS48%+|0Y$UflCBh3sCv=Qd`apT0yS8eOUy*W!WK)*n zP?wPQNN-RTiJyRXz8LIoJX1>a3NyJ-_X&NgZ9hAj`XArF|Jqd-(vB)vV(0M- zKdq=4UGCUaqYknZeogj$_OUM{TnjjYjej;Za+M|5z=_9sbUp_?1@TPUxYJE$w{^m6 zpkX2Y>1Lc;*Gu}X^gU)ujMvH+`?Z&clRb*w9>`VJKj#C4FV8~86*_(Ir8k7Pbv>|M zH@koK_e2lS(uPtN%x45xXG6&cS`NIlp(F*}Zb7o8qz45^i~B(^OyGBUm5o}YI~=6dFy~={A+lJ}(HR`$%kE)I?)U((83JjSN zSL>`%uC%cygt)YxwdfhM0s((5UeDTYh<4gXsE^ceq?E?3%eNzrlVzearY!3GOP^-* z(=>st?ZG$yz=T3c4jz=MOehGbj0=b(L-^=kk1)N{ZhHV_9S;%Sk1sn52=Z_2yi9hIb~%=H{FIlNp9il58w*jk#^IkHM8k zvRhgdSoQG?vkv{!vbx@q`zY~y$1;SNI_m*JDZz*uwynvB9CYC{M6ATSs68*E zu@uR5n)+y#?A7w)(bQ^-U_OUixiI_|V;V+Q*I!&TBYfX@Fc?^j_hkG>VKpI3hK;}v z;c%mH=FoI6khGQ*G%oyvk|kmt+!2_&zUxoa1l`04q1Mo&pfeOruYTW~d*PYa*X(Gc z06IY6l?2?J=P*b*t)_dH%H3rXF{A$QVOX6`_P+rw$O*#%cAXw+ZEr4ZCK?8L?L)Th z9!ov02fNy)JNj$Ey`94ulm2w{<6^B;d`4{ZK$vcowOZ9L5C7H5!g+b`@RH*BvCWv# zr>?DfjA0rH>$X0VeH-}4;&2lg`|WXCm34r}XgA=uNWHA6PM5Q@n z0%(jx?W<}uXcWxxi*fv%4D53&it61;fw)cq1KU%b+R%s+WLC@e7z15-@w0hp^E<#s zis2eU6Rl63g(09^K(Z2;nrcQkK(Nu)&X!nI!Z=jRn5Tg5SVyyJfXW=4N;XaCmVpU8 zb~0SRu*>5>Z@4d|Azw|lQHr&^_RKVnI@*8`&oF->YwJ$Zwvgto%U#9n;mfjQN5a`N zTIzfzw}{i@xA!a(z`U^hs($<<aVzM+OY_<+9sf zZA3@B0H0N99vFwNVIWwSes+7kdFQT)rc0)TQp6eAY#U?sE=_KMcB6d-4e{l2Y8tc5*j3g zPkkc6`}O%TteZ8O)_t`Hf&j`@C1wM*_FOWTe?po{0|VNsS9eQ_JXYjzMo?8+wZJ%0 zr%P73C(3B?CPHDO_g;7$#CnLawRC|u5sCT3L*l2oQfO2 zUEGOz5Oc5wH%7zwwl^is;?9=!`R$3{V($Sw0~&OLW${8p=T*EKllP> zNL3!FL9!*b2XrcFuYPcJorg)zL91yp6UCYKZWGN#v+z=^N{g8swGg`Ks1CEa-PL9{_Ds@tx9A2-!1i0NxalAkR6)zP!`6?)yRzjJ!gU4m-hTx)o=R=0h6JeYX7RARP!UQG~Oe%K}0&>1RH4&}$PccD{?92>7c z=XBCP`}D8`bKpgt9aX1mLGy{w*J#DJi)%!Jc^(weg=g1u*YeOz877v|Yzt@4B>iJMSlSPEc?lR}UYE2Px0xWhK`dZCod4|2?T}NAGNK?D@9P|MLT`#d)T@q-k zCC`BFl&n)V5xf1i&2IW_*BQn#=~*) z!@X6uh)$Qxm%Q*k4bFtPgoBkIc>E=IyX-TC`*YgyCc!!^qpoH#7YO~y09`GpEY0Xe zeLnb!f%T#S6qVJ|&^8=eC5oB>TTodyYc2!It$E4{2o%r<`g_y^EvdmPujIfH)-TRycG*qW91%;o<_Mt{)>(9ICEPWU`||yDTwv zC~eF2^g~P-I&{YIL9B8ofCpWEo97U1>e@9>wA`8?e9Sh^B`BDOKjot`C<%zZvPe>B zdt`ATBJtJ_PAvf0e zWvkMHi#BbzIe=p(cYn#Eo$$>^703BOI9nhrK84$*_ zr0^IydY{I^RWUQw72WGxO~Uittnv4pf;FzhNSE+2dT~b{NJnv!#=7Zkc12KYu$OQ_ z8ky;g5x-OM?*qZr6ix7>Uj!3Q$!Vll4+K zU}oWYz><(34)|^(01h2SPqbD{!op%k>B`%tY|nLz!&;fiRenbiaZEc!QuVrNq6mce zM7=}Egs?zH74bLra!J;EQ(c%Lhe)CC&u+oL4G^jg7Cs;WL8NlKO)HGE2pig$d{9ZC z#fOZDkgXbJqvlB~x!NJUR2BkJL;`^dBCks$=lVy1 zXPg;?Q<=^pZ^S@4QoAB#Myb@^R^!Y0fe`9)(C#*ok6?vJKAK#C1bEkv{dgq$%Y_Vn z6I{_X;D}v)$c~~PgAd4pqjgg-7);XQd$lICwa28cAjEdWUj6S*b{l07i$pmL&6nPe z4gz1QB9gv!0BsxX10}c!k!Ymhac0OVf#rsW3<;`>#7hcWIyqR(tBfrh{#4c0dNZuv z7PpJA6={k&bNe>+l%iS8d6}wdd79vN=@D&7EiE%^$cd1quV&X$_q3i(!QZMGIw6#b zCH$_I{KQTt)i^bkwJE0ezvwxV$E7wr?)aBdveYeFfCUHmIUEHxFd`*-;JK;lx^W?A1 z2_U`D8WYey$N}XW2iOvVK!63HXVw8coI(uqmw!*Yf!+jT?~~pQ-wjG_@fhTO4@-}~ z`Q>p7pyh4jc;R}wrN;v4hhyPNGJdg^^jS$uwr{eR`SNH8q(A~_8egQ{PY@6N0AW_B z#=Lq+i@Tz`7`(mh5S3z1)hKE2`4b|&`*Z4L{0liJalNAA8O1?Quv0|0#k|K1u4L&s zyT2DVO&7E-$2HMkU3TWRWb+xisLy*qL)6+jfY45yq`43PH|R-2rwl5Vvsu*-C@w+& znb$b0>XvokG51?T42g508gon|za6VVHiMJ1nQbCJ%k_AzRARJACG*lv-pwqPd49mi z_`U*`Fy*m1T|F9_gjUNr9ZUBK>}npLHse3eCnIAgGw^bd>sGP2+*+KW-O07OXf~%F z^c)}c+ZJjnwh|wZ9U3HCfRhl)k^lvk;0V3J;H0@34XKVlnd8}k6wf9A*1+tzVg8_W zIAldQgJZb(rR3~7(evV4n-9@Vf0y3t4#5t$y7z-ZFkGusdzlgh{w%J?{yg5DTgXl6 zr=e;QM}t0pIyHf1)de*$VZNUT9&Ah79t%c|>LMLRk|o)mYN9h{^lo$%r(m%WMLy3T zoSrtcZd`7n+_)~4E9l99?kRyc#u|u5cyPX}z`f6Om!H&Vr`AA}8&-wbY%6bslrcu{(s? zlQ4M5i`2~Kga4%1aT+j9BrPyAiU6nNqmQ1KTTj}48>x@I1#~k~y=-il3)brpkPA$v zoCh$6_%A4&D9Y9Y^3vpRYP7!)uzP;-nTOW6oRlUU&9YIcICy?WEQv=@WduETUwpfHW zwCtaaB-E&;$@cr{6>?&DU?7dyGrW72{_OyOKMg#r{jY*#1tz#dP__U=D3_s;_Ykd8 z9pfHPa{hu($fQO8uLRxgqC^1xSp&xhZnoq6dt&JPKdIv>@^4bBQBqhOAq;D<$JFJ2 z2-g5_Hyfn0B0vwjznwzWid1kfmS+B_j|&m8^hC?hzi#*B{?G3x*Y|OyoY(jJ{g;)J zqXFq2oT~g-OP_Xz;oN#w26}5udHw8ZfS`4ZlpQvaRtcxDPGJ3s^sT>A0`rs;VCo

aXB25bMxFx0cLQhiu^?NzmFsQP(f?WZjI^U-3l%-aM7riMB_w4cP~Q8T`W? zJ&_v+87bQlaTzq2s7kuGo7>K#9c3fOM|{ zhINJM;nZO6=r8$o!|V_98kn(h{R#?Q3`t-~TW$#lW6kXZi^>E1!J52O<03;1X>(MF zvc5Jk94Y%fcn!&5D2DPAF->-g8WU57*p&REm{tGpx(9Siarag>GSnrvM)IxUOxR$FQn1wJXM75Qyxv^jZ5 zDVWoU7E$Cl{!Vz9f8)_Mwq6AX7VIBhYN1QiRQibezAoEr7Sk9r{C7{PAL>D#=x@9!E`pp* zVU~I35@bg6`4mRUjb(mietK^cjc9~MIaHmwv9a_ZestL4K3}Js1C;{i<|t^E8ou0PNE?S-zfG?&T@ANLrC^kNwDKGkZZje`pDIUX14kz3po1}vI11@Y^!|FGK zR`zsWNz&TK-AykgOGkYDf4XFSDm`|S!O(;OUAmH!*>HiD$euBVLS8{C4r|;k6lyHj z$g4T1W}Bi0Yj{ZkbVqFTVO3F#m-^?CRNW0ZMui_$8@@$wfI0OVdzB57f82XEFi2l@ z5Uk-AG}&wIAVzy~x|zvRK52PyX3L&R^bg7P31z{@wznZDHVKQ?${%0h+~iQFsEzq8 z=_BVxtL~8+v$PjqFZ=e)od!fjJa_S+Ya%1uLO&YtHG56&s@Ds*d@9JOb&M#$h$YB~ z-0sno;^?oW0bIo8fvz5%u{=>O;Jh4>svx-jhaG-P;>|24%`e*8tyD@qKx`7f-#*MW z>9??tk2Zc(2kOJ2`Yg-`6qV^bP}~w*&4IaMt>ap;%o&n!*!VXQdB*OKX5^IjKBr-s zY^-&m>AYC%m12M8KUVW~^8G?qBrKbl3aH zxb7NyruuW^9y^Si8;Gs8kLoeC*Mo{r-p)$cm;0UtbcrBsss>^fSS)8q7ryU?xF@~K z;TEROUc6*EWR1oEhTj6qmO4I;>_u~`R&Y?Ljie1$tzBfuZ2}r_+RD+ljaLw}6tq(v z8=EX+X< zYDIH(7}bGoWJ*99ch~)R*mSITCIa6(`nYVGavW6ey*T2Cd9Ly#if@j}dIP|pj{7?> z{Sj8sOeq;W%A$0eZnda!$F#1c@ma!iT+6`@?g#SIBtZMI{;ew+Q}1~-v^vF_hNF6A zY<2sezC+JW-8}E4D(<+!#s*IKrMO^o!h7E2_6Yx@ZXsVGj9pczty)wLG}`mXK18(P zsF~2dJNH|TU3t2iOUk8A{CQ_RsPfa|LI4p_%|&yAbq25tVxbkorB*>{Q+agaZ~MAK7h^B;54u0x&cC5F$>J7YC)C{n5Z5_ z^%O&2lve>K-OxXHOr7CTQ%tf3p(-?5xA-`0#RGi)0aY=%2;G`Gt^ebMdmgiA?V?tj z2-lLBLJs}i1*OC|M1?4%H~~ByIRx|&M3~(+{?vOG=Oi2y1ha-`y^`FD%+=+L?!M36 z7O;}ipoZhnCxyAf=0}%rgIF&!GR}}lobDj+;3*%_LOwZr4AXGNanp5Aiuj8+QNFU0Vo9RR~E~#PXzM_&RInU$iC!ZaQMEMYyTAWVwL>UIKRD zE~Ki=*O%;y?gmHEA$|V9{0)x8-VN-lq(g^bW9Ry(<*K5k0A&M;lF$(VIN5kO{(t1{ zm4TkyhE!@`j?qtGSq33Cen5}?l=*}TTZ9*NdSzDGR=K(yWJ3I}G>AqD>ouR%o$j3# z3d+$$G9&MVE}z;Z3ed;1g_HZNg%bRAZ@p15{2aKdTkcb_x85*%_ecBHe%XmIX8qsR z5<0EPt1Oa$+c$h8ilLD~bsC%3++WbNC2Ovs^Rz9dd6mN+n&o1=_-pl-vkew-m`N7! zUKBZip$9ag@~VFEl%tw)4Be7XLLyu8oDz|$mq5tpfNG1IP6Kqdx5exRX&*yV13Hz0}I7DrN61XlvEIhfnPacqjB6dyTy=GpA(? zA=`O-gFUSmT_cE?ynKr&V~1{X)9U-*EQ|5?zyC1g-@nBw4`OO4V$NBei|QiK8d*i9 z34DM6%=$=#hD^p|rh3}R){<{xB=6g}KglW=j$)=6+Jh$Y0O; zaTpXMWYM09JBnGGPx^-&(``y?1`*4h30#BdsM140%I2~A<3Q@X$zxGym!;W+=9V>y zh$g3K(iugC@9AKOxtEc6>eSxqU)gJqrOgWgj;XRM3Z@kdGr`(W=R!g6?DOFZ*s)6y zht0W^38SYrb{^i>N%E42&( zuDS%~dOp^)nWz2u6HEwA=?}lCd>>-pFMAPAd6o$C<17aS@*=i_3)^{rm%-_Dh{9%s z*@}MT22T|PsRzSj;6UeTkh;c}2`Jmi;*q3Tzkf0kr{2?$WYEdUB@bNYr$hg$m@VYu z8#kXU-=|4RkSiNg#3WqmQ$ZpBmQGRvIR6oo7L7JM3YX-1FjqM=U1pU|h?+a3a{9r< zZ8Jro04%_v%#tRsxnh8vlN4a6vP8G7RvjHEyev$EhWI(BTHP&q!=@BeLYo*SHM5}l zV_G=lRn}K}0)}>uZPwdwx=p^8cKw0Q8kdV_9b;H9?`vK^uS#L=E)Bb*Ir0~&bz@e4XW2>li;jYOWSf%9W8{|6wwBTE3J>KB+RL)d!S6?&X!cNR=RkHBzvBte1YcO4Y z*J(GA^U_Vp-=E_x-8nBk- z;qX;Ypyj_EyonbZ%|LI&pyV64%U%B2ow4VaHIf1N+nn89{$Z(aaAy+A$1ayzSR_x2af^l&Q_E0!QeCLwbA#s0MM6h{P7X5zYCo2E&rFynE zuRaFUbiPKve{Ze-b2~ZUy6iMJgUAqDIXL-^M==4tuxJ1I|pQg9LBfCroFCB5ne5uv0y;RX6o_pwhUS`q^Id)V zvJ)Hfg=eFFP;3LQLcog9n#^@l61P%!purSV@e}bAU=DpFNBGTm{;}2Eos~@3A&Av^ zc?f?$mtq#OaNT@~oveh?1FbJy$%^DRJ}b&-C{nNs%Mlr=uOtW4?$D>@ zZj5F<*VgEE3D0&y(t!f?`^+au`$qXk6Yz8@=4I$GrT0?fUZ`L!mkvHv@;i=LEVlSBo#5*qs3QYp#J19gNyeKmLeZeEc=&w$HkRt z1ITH1(Dtf>U{4z84wPkyIPQ1Z7)M6jOqYtp=hF7CV$w9B^+MqJ#a5ygh3(m>e!pMAyyE z9xnqgqT&>(wNlKh9bf7OV9ylUX{OI|z zT2Yl{ubCN=3Ehx&T?D556AtCAu?XU(1cFPw*4NyTbP#b>IZZ(~IV2>e<#h2jZG8ma z82r>%TKiyY>~Z^Dr9EcLnKl=;6DYx;;e90`7x+>Z9C@yygseg0 z5vgD$F~B*MtUk-z`}-JfWdf~}b>NT2YOrQ2z2R`cG|YXI3c{ZB1Y;x+kT7!RKlr(K z%8zhenZ4v7?8_?SDoBX*mg&J~19;3Q@_OxjmOcVFS2mOr25e0E`FCrd(Lg)uNLe_z za!(QvR)dpR$wqp>md+nu)&Sq#h+gURJRqL~f(%wVz&_&ac6rr^{=`>u>xeUD8mAY1 z`9nKqO`UBkOv)0@JY{!8@bcaUdh!D3Z#CpsdG}2D98)VTV1t-Z9X@BhZj>{AB0r*1^Xq5(AG(d$*;a^vGar9#)Yv9o$l)2ojM= z_Q*-nn`zIf8eLH=m}iC{5iy)}T#j1%x*Il$D|%hw4@d5pHToXGzjcv|qm?0HYuQ)%XHkZR7^N7NH#u!V^6)liI)2Z1D1m0;&1g+Gcfhd3 zU!k-Q4e0Zhuink>GWtp2vYuceB+E@Pod=z`O?se1ar+=@I4dM`} zDt!YbXOxS?C;?RL1y^4$$+&2~8-9}DSm9`?i*-jP=@ zb~x-xh0%%*LkB`;jU=stHl7+P^|a@edK>B|JD2U5VsJ%BK%ashU63b_fUAs)9aQo1 z#tbw=7d$-;#jPPxx6!eKYZ|#lWbZ9QE4Z?I=%&EzldTaF0%%KzNqr(Oh$KT1yS|k! zGioLK1h*DUv(#*5a8;*Mn|D&tdatf#G7Xy@ckMH`%~~O9n0BhouPrm3>m9cv<}Fju z^rtyw%>~3hfbz7<}6woTF;{h-8vjtQZSO13UTd*Z*NW{0s z1Z!7=Nps2hM4tkhx;1L{C{2TKeK5fMN^yJn)f4mE5N@gFB^klGHHw^AeCQ?mSFF=;q0oIJh~{g7couw=Hv7TkvK`3`aOrgA!I5@4<32T@? z$1wK=;~hw*_ddY5?Z53eL-*#IN)r4+HWK_SLn6gf_I(MdiVE@A+ zER80cNlWZQ7!qc05fjU&GoB?yPS*wX-YNNV_p~5$a2rs(&!1fs6~qhNCHi7sYj)ZEc=!Nilmb z0#Kt)JgU7!2Hi260~?dK+e$u|<^*#wqq$R&5l34h{8aR-<=m*S2YOK)H((#a#$tF0N5^x)d2@A*eyfs6u?W3;w zVMCP-*Pe%NC zW<&)p8N=T75T52E3TtrBIr|52nw=noF+9HjTf#)uFLB?iljlRHKHL@SeMqh?by~>6 zKguq`yS&-?&x*yj9gkZDe059t0XSNrL04@z+)v9)o+tg!UUfSKPMf3CZUy?E0E5Df#lak!I9SEOMjD6q$hG}DORZx}UsKoAIr~G#I)t`V$ z8qdtVVNJ1U2a_=TMdzB!y|rg$EMxkz5d$?YgaG0`JjbobiDL^l&;tFV6skZlbf(;d zr^8nbPJ`u;)!{>5jGAa=xsX>9fVX|wib`wk*FfU+^lU&jdwT)F=K=Y3H;L!WNrIqt zFfz875x+F06JxEx5~DX3%lW?#iv@u7rhP%5Js_*)JI`NZN_qim)YkJ}vwT}xS=HMP z68Y=sug$y5P2z82^$}-mry!inW}Op*MV5iyCnqA!vG;my?b@i1Xl+!$MZhYs6d~ZK zpcW*DAN8h_&AC@V8}Bmk;M(Z)_rqXw<<-(fVrnDt%-^^qNkM?dOq|^>z`@^a53W|v z*2i3~3wyob9WVX@KdQT+2~hFQk6zY{jh{4ny4Wbv0}}4?!O$rON{4kl^Hw_S^RN#I zp{Or=QH&M4%VO#L;;AEm`eHW+n#UN@R$i}mEoixhsCbO-k2i0H5d<3^y9hTi= zI30X2@fSt%JU&F9;E6(~44FG%57OM4G;O%S)bAjb$1TK#8i<*I!Cf=&%Ce#>Q!jp= zT^ZPJvSB;&ecu6cBlbPS)dx{%JfYc-1RM;jwV>8Wu+e}s(i8lGI1~}aO=t%kUoBc= z&N>N*kphrH!>iZb3uo;gb_E~y4=Oj6xnYog0@MsFhoQk@La)t8*ST7KLd&<`X5(#v z%!C^Qb2~Yas+&N-g|fgxICQTq6LW2UikLMsN{e*@{oLMHqAqELqP zimbMknuuTD^L3Bnxa(JOF!Re>TH+le6hR2PBe)W|6=f}kKVn8C94HJn%o5XdYZpK7 zorV^3?8VAbYfd+Bw?NJNL9wu*x)aujfgb|4?~9tcBMEbpc6hAS}rV zZAZ{+M1Z(a?$spby|C#t2(G~C50+f#Y1On}LsK!%`I2Uvar4d-r{S@o=dc`?oD{{=e@tVw$Ch)t#~_ztSjQW z9wG{OmlHn$QG0D9(;zZwpK|Pd-1hen(WjmyGa-msn-kM733YrqC78FB?x{nw5vR3g z2{^eKjM#ln2|5D@%|7OYM%rkQJD1j-sQ!o++u(Rlfh7HLOZc^a)r-G}R5Xa9--BbKNd63=m% zZqfw&RYEYz^KjiFwr}K~F=dbc%q}s3jeGx+H#JF=42bStOm}^4hc5$?s*GyD(b=z*oF&2 zyehv4XTr8t%C<9&464F+G?KbbQp<4)BMVi{t=&+>;qmK)?Pip1Y73evSUhi#{R9V?VftZobIo(d#|<7550h@$;| zGV2c)LpzZoNHG*Y?B^g# z_R3*NUbqM)!jdTxsvs^hr)}nhClPUY(G?uwtcDK%?8HY-B=7V&sdH=mN;Rc=h7zFd z7?&p;>od>=Fw9|Nf8!H<0QlNOB8r81|3pO*tYII{gJ6^}qc850%(FdxJU%?GDX&qU z@ccl%)_z3W zMKwke)TRbvU(X>I_?}IBCS&U?A0IHIgJp#cKmLn3b*S>iF5K-WDnQM=4Ge;pE<$CH zfbhLuJ}aMR+S0YIIiH}D+4VF}}>LY`7!8VK{r&-0KhYs!DQnSKR2)G7I6^AQZqKG{Y#Xwz@ z)-1R4w)jo>{ALerdo9f5j4I4%!9>B|SN`vgX9FU1E zx?mT2p{ZdLP)ffyqwtYRtT{52h3ks*<) zhS3k^anXk>a7b8ep9rrC^5(OFwwRnx)_~{M!4Z0Q+ zB=Emo43fux6g!n%N_4=%f6auiV3x9ApP6fSdF)ry|3RT=5iPsa1FuQj9-rV*3K_;5 zyCTvR$$sS11irq(pd|aMXyU#%(DA)VxhldBjB=tu?V^=Fvbe*pLC<+7a4}N2*+s(FKOUf_<=dV8&@0*poH2If2VM*b4ps-75HqVBNuFUC zsDIO4gh)xd@lX*e2WS~rJ!2r+4hWwsJy{IKi)^8l8Z`5*t};0H-B0V84^&&4pP3GJ zAw^lG^0;(5da3@#xIO*S{Yl^f*0Y@3tglX*&-GKib`b}Qd0!1ww4%?vKDF_Faex}_ zXFpyopi0&=z6^)<-9+10jH!x)?mT%jj9fr5nMmdqWf(>lC777>*8n5LjU#Dt2&(h% zT_;j?+-g$eCNu=pTdMw*OieJ+QX>2h(b0N~ju=gTTiv=MPFREARHtt%;NMUce_sWx z{lA{WvY8`ytE8L2-TB%pd;JLO$=hULM$eyQ0fIepM2U)^f!DViy$Df&|4ZvE?OouDa%EGB+E4f14YXEl4d zDtbV0B54>VA(ra{-bT8ccif{-2poZLY{8w!V`#7gKmKZ?8-<>55arO}-mKN&=IOA` z#OQh;7`k-~pgHwM4+H_`7Etm6Mr1}^YzTht3?PUIlkJBO!j4zqZj`(KF+3iMK(Zf< zekpa0#MrvM`~%vC{O5V~rP74f$wds-^bI?~X7PN6a_4i7{wIf#uP`i*47c>dz zT1eRra9bO6Svb~X9xW^?=U$TB+SLMj2zPGQp_-%i;C}v%CTvJ9!cY3uCi!XkxYik5 zT85<`AZW8Abjw1{&zz7ykS>v_`Slc1)1#P*lBh`R+}dR?Ux=SF`*A*WXhAy@~uV+@FbD+xp-mfxk^5st8l#-}%HnKBo3jTpLrBy2Wwl(bynBzvp2e zeVb7F2BqjC)cEhc)zbA&sR`d=Q%AWD1^llF%lVAppYTz8!qJQyVe91|v`3R7!B@Zc zHs6|E#7oUw%bhj$N(V7=@|#&MGO^m7SYZ=qtm%oOY(PA6;&i6`^mM0mg?RBp zZ02R@rH1+ZjF-;t(VVKn&~aRMmWR^AS&Ev!3^-vVZPtr-uyD2;lSibA%uJ14Mo8t0 zFtxrw3P5hfN7O(4U`RUkW^>{J5n1b>C<@<+uB#cANN)0G3TAFos353`wBQP%(iIT*tTuk z=(uBa%#NLO+~F77`eJo#+qP}nRwpm#ocCVc`)}8-RcqI-S~cffW6m)~-7)R{Pd8RA zmIXBdv;Z%5QZE-SSu+~2AKk`=1H~*nxQ21LN0wO=Ug@6LspbjG9As_5vyND{3gdIkZX~nAY z(swH|`O7*qKL@8{iv}{&Ru8VE z@aw1JOd^yuYSG|at#EMd=G$Jvtlz-Iwj16V5G?lV$dBrV; zm~{Y1!jv*}EPx$lXbcWVe{8nj1Xy+!;e8FU-*H$z_1M#3HWJp0BRBd(rSn1?gP-=# zlV6(!qSSX4Fa%CvGn-;b=IsW=>NeUz--7K%DoM|tNzcC9_nd^L7u6@O+E|#mr#ITf z@cpzXY^uNF_WCg&A=3i1;wwWKWGYe;GV}(h!jcrMR*yqf@_*lH?^C+XSdVeZH*f6g z82?ew({g#{?~YD##No=(JXr>V2{Rnw50!F^qB{Ou%d&$N>)Z@csskilftENuNr-C>UC`$=v`_}r;|ya9_gBhLm< zl{?dAidTth;W~9Y>(^$nptbpYpG^~P8ifpzPNyvePy60O6zm3$=Hb&Nw9mtW1tc>Q zUeWan&Av^7;jGxSX2gNx4aly+A~20H(O5L{JQ#tkaV&J?<+wu5bHO)s+hqFYG?Bz~De5yn8L&rg-L z-n5MmxitCDTMX@yShv|d?AJeB2J{P?ubvG9us_C(G{w$^YQy@53(aINVrOMIL*`8@ zdMT3!j*uhR?XPf&j#^$)f(=HA;iHy&=$~l23pz9&1%r zL7a+XPMozrY6&#ZLk(SZXUIsDe;1m{?}}#f|cuNad?x+|B>Mr;(x|V$C zK!et=R%70)Yq0v?eSS(k=g(A@7qLab$tpzoW;bl%w)$rplnz%pQXbu2DASL64GDxE zOa>^>;|XQ#)1K_(kF>@Auu9gyeRasBPt*oGl-aw35UDD;G{Czh@vlF|4TKkY=Mo96 zyjw6>y;AbT_;^8BwGb4&Ek5VP-C3aV4$yeoYPtH0v!AgPR{0Ph)w;#1zUpu@@#6F( zHCxs74qtiH{qbMq6-FZnfCJJ}P$2^0x4>M%IM{(ACSWvR+#JAMYaEIuyG=?7aNx~% zDk|U+53j1oy?R1Bh z#@d-}q;x}C3m)%>D!#dMz4S%&rvM)KB2M@kB5t3-u)**3)^6MEXY=3lcHAv}naz8{ zSKhed)B)~2P#~vhsrsGQ12~>6R6kQA-ejIr)&#~z%9W(NaUm@ML$lCD?2j#|bp+@k z0hz zZ+lF~bz|C!ezKk9x%nQ00AC%(lBujq01C!D#tTVrDy8*{Fq|)YD*Fx1Bxd^CE&%d7 zAJ&6H0ybxdnu3_YJQRS#utV*Rar#u=ug4D~{m48N9&wFhIB&f*H$mK$#j zLSahVQH{HK87dwBd>E{9&-jlqxf3>9(;6muKV#As-Z=Hz9g4w|69f|BL%gk5NNepo^?oJ>?L9E?|$ZxlTw`$(f@J)q9igcbg-x!EEA!ka3X$oP? zLGa7YG+(cQacZZorg`~N{WyphFvbbXTBopT`y$mV%yJO*UY%235szR(Yx`qwvi@Cr z+o&9Hv$G4c#IERE9EE5Q_RG%vdE$$i<3xY1I}Dmz#F&&DuaImz;%ZTG@mr&wU2$zIg>bUcVpDZf&bM{{Mt?kdb5JIdHd=(NSRTW~bvF=! z2A>K^B9>7ca6V4);c?(SIR2qV*EF7?TMk?4UV_o)O?pCexKs`|c{ZW~&IBf}wne8~ z%a1f5HvdzXnJ`U(50K!Tar4R}9pZgzr*mSYlFby999c5!MNEs{ZIzHaXL*+<4H~VefiVU%9-GYNCmXHq(lXbMB{U#d?`G>LW|dh z^RrBo`Vx|GlRLpXPVbIT3Oy%oxiRW$Gg?u|`{Rnp*J?5>-kvrj6T>qkfBcmG{^`o= zT{L5V|MGVFwzPCG2dwwy9Kh1l-@*bh_Zk^Psu)p9Ub@R>UgWFh+W*U>DNC+M4%jr# zJJLKhw#0noPwfV9r}4}^DPs%X=GiRs9-U%gEyW3I!c$u(XlMb-!>4ZLREAYbDkb$? z-ZNY#J1U}qAq=kf==;v`vaK-_Nq-k)Lf*Rc0R}={omW&OTPbK@wdta)+Z(m;7Tvo+ zz+>M(K5cpWcLnncp?$O;#n@NITye|<=>{)GCIl1LL7D*lb*P20(||_O-|9_n1SFlL zWsgH1du(<@5{BhOW&xGR_JvU?_rI%)blGT?!<9-gvQH0mIA}zT`WQrOt6TdPuXc~B z6^0IvM76?d2wl(^(adCiMI>tDlt*fNOe54T)#wM!A-5Se?UKCB2ho3?Me;oh9*w#P zd5gFyE5QPy9-IXm2}uU%TpT8B92wLk(UW9@ITm#|tOcw<7Rb)o{~)=`mEo<+zbvH7 z_g2y`8FtY~G(fayu#i&tQHOLAWq*sAvF*4ltAjed z_n&=u7bu+G=9th9)LIn{rP}8VueH~qb+l`IuF(Pr1#^ZIyk>4OqW+rcZx*EQ5!xFY z4olwHY;{GQwx*sxzh1Oo-?x3vNnhPWskf^avoLdveO{}&SDKzrUOqq8QVJ-3ZDymu zx93Rlpu4wPFE9bimv0raQmLeBu~O);I!k!6GdCPqkvur4e6C~xAGvDLJ}%#;dWVQpj)2j|u^fZi z(+mEJELz|t-uG=NS)YOx@GXCI*v^F_5LIG8_f72p)L0f~tcIT|cQ8A@Rhw1}NkIcL zzZE|Jy@`xoMmz6Vv?g*@x0Phq?dF{HYtg$Tho5&+@tY zD-siE2GT@>FxH-)^H>)=S;}_@@-y%q4eib!`r6<~L-WF8#A8cZIMbk})Uv@p9q9xC zalE+M-RAjrhpd93Qwk^zJ5Hu<$lFdi>Pbx@tl!#TztL}Hg4S2+KCza5AdMqB;CW9A z5?YG;D45Vt8c@mAxXt!#Q75fyzBy2r(Y7$k>d#*_$Da(z9rhjQL1|zC%^onVT;i(XKs5gL3 zmI6aeX2dEW-Oq&l_8Gc7w3!HXsZynu> zqvo@6NS?oj_aM3StJH*GC7Lk!51jn1LWKY%pg_e3aIv%g&$03e?f)0LpTYCAOfa#3 zvV?%t_^oG*GY%Va#5;x|KT>vO)5ULCHPXoE7bbMum0-JGjL}=oYe0@(3oG^90{(1v zUN2A!eKbFR+(>vo<6z)q%7HyNs(>gMhg+FPMaRyM?KDvv6X1y5xJv;BuQ6{iiLz|B zowA=<-Z8S=UV;U0qQC)HV`BBUEM3)3lM5Oq?k&9<#@iDqzNUqthk)2ycN#cy*6T%Tx#qE7Wc;a z5p=930+i4HP@`h5Th48pv!(PHa|M*6hVe2{aEy%^VU<5wtr);N5sX&iomacs@j_2w z{L89_g+6Iwywy1jnvmv$e7Bgqv46nz{JjW2K7t%?m%5dX*Dm=T?gl>|-$|R`#jd$D z#*{Ww2Y;-2uVgHFZ`x6L^)kAQfTzOP2D5Ai&hIWRlok^4kxW;oaCiY!LN|N%O-_Pm z3^#j8W7K}|fd*iWuLYqH!lOnQPGiL2Up_%Fi}U?}`={6IHiI}Ye~CyYV;lU#Bcyo_ zqlQ%Ig)UZssU-7m)##PD%?fkVrV<2B24$39<=V5p!!_$cu@g-J9(H*ru+zj+l#5ap zr6}lkyOE3#`av`DQj)LWU_Rp7`}oTOq;JzwNtL%6UM9fplv&+B3|9Wz^kVF59s~A! zVw8sc-;ys~XHUUtyvirtL*H-Yfpp5kKl=ydJ+|P0Y7@18eGobnkd;l~;KeCoO}_+B zDe@OQ(?JI&CHVKKIwLgF0qNz@98Ht(W>rC9+Z1SpMX=bgy(sSqT3Gey#8NV%TWfa< z&Q!y+do_UcW(62g{SD+xi{_0tZ38SndE1^}AM1xz+XYN$b-`PdUO3^b5)>~K)Y(My z%-MY0T^n_`Wn@rJXd}ZeDN#iPsL(kRC!pj>lvt*XAFhl0opj(u3L`C3gL z(g7GpW0n^yUsH_wSw@=~vu^Lrd`l@nL#&fJUH}6Q?1xQQb#U&O5r^m3qdHFs&9a`0 zH6K-l#F3NsDwik_%gw zNY`miZ_Ogs)_+cD(52muDFj7js4lbeIR!8u$ERi1BrDj^`IO+M`&&B;nOSf9Z_0H& z4u2uqyZ)Ee>+R<18`%8iwSK5jzQ}b41U%;5c~QrDUK~jEc|~&z;>t2D{#FV6NaG~O zOFEyCUE{j=#tjMloKO!!6J>IdyFzE5nQfun%q@BZEKjW1uARTD`<##PY&eoqh&w=E zFa~q{sQIv?!zDGofpJdR*IGR+U|L~~Kx3T8s@2jxY%SPjdqtBmf@4_|hL4OfiZjai z4GnzD)5OWN*#hzevln`>7IvV#K7+H>@8!yF6BDDpJQ+2`A#tBZ{ zvzrUFqqXf}*klh#+FBmuFI)!tkpV;+8v9bzNH^Df_TQm&pFM=F6blbn;RyPbszqc8 z&xDSB6S*{}pS0fr=51iZORMYETb+8Kn~VDvh;F8B{+0RfV!!QH|F+y~y}~RO>|}{eR7I^@qP7!~EnnbSzWg-~q!U3LwuZ@NTd1{zU-I ztyAbzE;|ha<+m^ix@fy~u{UJWib?EY?|)|P@u{ep*;Sjz86DYekuq%!$htS`iDlA% z>#LX&en;G>`cVsKYG?8#77XOMq(lVeYU=rm><0(V#?1xX2_x_Zc1KV_0u8sR(ShBO zgjm3D^$1i==ulJ}7{Gtb$^abf|I3B3Ky}2bj|HXUUvS!d2CgS$7Se0oJ_8vp# z<8v05apF)(raDRzZ{l$?a$++F)O}h!9(&w_x()lKlW8$zWL;P);3vBY$J`=GtqX6e zUpLjb*=jp82o9(h9yBruKQ(_7E^RnLtrv+lK?uO{n-1^taBHcIR4D@#I6F6bhrXK~ ztgp52@u^;uRW!FmvQB=J(Oht;Y0?kDy$j`Mvi$fV`#?0k%K@vR6Rfvn%DHFOj)wsWnj{D|Vo0U!fKAdr?(baox4IEdq7lNmLDL=x zyX*i5ht1!xi2iDj<;jciRplcmwbgC~!>K=KRuccZvuJ0xrLfA!A4#M&RTp*i)m$Cd zWueGwVP_WD3@T|nT=Cy^#ag&oHCZC>zA|qro>B-f)jN%+RLJgFDAdP!rYDIP7i!0U zckYM3BVcCFscn)w5zy>sO>+0gqIi-iQKJ+4g{4XEl2|;Eo#*qdz_`G6f4h6)!Ygyo zF@i71v~j^8?Wh2J@dNYILXV93jz-BH+vZoz9a&G_N69;a5&i!;AKbtlU8sN02Lu@R z7d7r*e2g3DmqkO-c^W#R#AL8l};Jkv4Ld~I)R+&g_AYiK{$eaUm= z+^Tt^Q)-0coyW_`04bfNgD;!i*rxfh?KPCCc5$%r%W_zIVindHg_$%8GhY5~Tt`t5-~sN7 zngqOIA;tjZ27-FfPyu~qsn7uYF?(Dnmv{8f(Br?%o*|H!z`oSE+f3R>1};|>66o#H z-~W!s#xuy=)9+ql_GGrBNlbbQAq}Z-VbJt_euLcqlQ|HJ8HUL*D?YB^{N|)uW?Sk+2t(epVj9(vOlPto0^Fse$AS^U3 z?9-P}aH)@vRXTJ@ZOqN8zed|n4oZV_ZqW_LIYuq()Rwb8c+QY z19rs8tI9tm`kLQKcP%Z(7xP}>qhXNd5hE)$&DxtfGPy^M+Gq;$9dAXQK*pvqFAaZR zdv=Q#QO*^*SP<*>aN%bHoh$>ph!i-v8hs)wZ;2;ASF4*7lIv`|D^scEX*=J}hjNQmp9?Y8ib0QjP$^b~vdY7MTLc&h;0$eU96%(ouh$>G@`V{N^p?YEDnzI`BBk zjC_4(>~6QL6CynmyFTg$dZSa^2ncjtht$61P2Z0B7Ww+r2_>JpSSO;mosfi`rgtzq6b z%UheRm1$F&Oe~!$@=3AO!(82vSc*SWBNlI0^99df7t>pl#zT+M4wd{KW#EJS&ce){ zg>Nz|Ye^7}2ROZ+{rkqGBbw+Lz;INfW+MqUt~GZv3I80_tFWBAUF4{oGMxR^pC|wg zHrqk@eG+i4VQ?l!7eo|uwRWUUz{TXsX z#hJI+#XELG=pFghi*|RgkWe;iDDcHw2bD1=*>p_<<|p4%XW{+iQK#U?Z#}QKWL?S! zLrhu{eVk=Lb9z7c@DnC{WD>EY$j6Y7u%L^OlNdGnkX@G7*u3#7bs-GCoaX!$XK#06 z<(mX%`3@3=$AlJ>i+)~v@`Fb#h^8H1%Lst~hj7BfaJC#zM|xH?o-1)^U1k-a++Sim zh>fISbE|XC(M}pVV(l{(6vHu+aV;1n&uW=3eMj%aSi#9~JAA0Rs=J48>2r{*UB~IB zEaWWjNkUv|>D(ORC&$2Gm%z1h_dX(XOO1Wr7Oa#uoV@!J}(gG}dS9%CPnsWKqZj`Yn%Xxb#wEBMe? zpDnp}CHKNeNxVer9swkLe=YFwR6_1+lVu;oOoP4svcKsX_WD1_IUxcBNC>4ArT`! zIv4ZhWk0p5LV!wc_xE?7^(hDTjh|2?QTFu%&%xBIEojq8Xa_3DIuKlH0+ zA9<=mel5pFitC;-ST)~ppcxex&Poe39eRaV77|w4lDy0?KkkRLqEqCnEN~NyX+l5h21`f}xuqkHN zGgg`5S$6}PBk>KdPAf}?C#O$&?+yEne01IxetI|L(>LRgXV-~Ije~Y5DJvKSr@(Tj zRch6gdRhIB%y}(AJ#zPXO!BRAo9kQ~1Eo!?<~f0NCQFhssKpVf(iy;HZYU*#Mbo6= zV4g3d%tW#tDr$p6GuqC2a0S$ksE8)!!%?8nSp-CHj(J`Y} zyKpPbxbHmqLQCm&edHk{sd3#N))fWcmi|JlBv|*4N?nnPaz(4-!S;k5coposj4Lzz zcP5Rz?29z?*LGBXS4e>H33KQi9dUXGg>x_m#SNG(=MC$gg?e7+(*d=CiV>~w#wj~T zF=H#HfxriHHff(1Qzqq=*aWzrhcouOqjx6RfI?ut5L<-<#< zb0n7TWbo^$3z$*>V#W@|hU;l}#qP2=VmUdW-Sf90g0jH}%P2rt&t^OV>S7TQ50|uD zesyiRwArjpwa$5RcWDt+_U+Jo-1c3x>1_Bme#LRD`S%G$)`d>(^y2`<+g3QqZf5NqLll<3J=>FnT`a}T?sInhYwjg zJG!7Scr^U=(Pbq2K@(CsGmJcy{>HIOFtG=Z8*goBG=P~^m2daF5Ea}i?!M6P*6Z~idyIDP+kap!;@THj+s;Uf z56;ET)x_^XWdMa-#$2>Mutnnia%rD&iYEMD1CF<8r-SnAn#9e^0|eay^8>OnQ_%tA znxH6}&?BjMaDd7`p{c;RSU8%T^QpAJ5b-(%h)O&@uHg&&iq-zLzyMl`{!le>=1QHvQ$y9da8yCZ&!j0k z8nag%)MOhhn%f6NiHzkQFi}T8BjE}MDD%nB_GmckUO(wV69Pq2S+uOz63O&+E(dTt zIH_9c&L-t=Bsxh4Bk3k`qU-Vm2z!XP`Xkn5Ssu{2%g7?LgM0Bpnzte&gWL{ z%?}6(XppZP_ljkf;m0q3m1PBC3DT@Do3emJOzPNEd?R-tWq-tc@-vHVZn&^rW$ zCBBr@L)K6hndZXLUS;@@-oU4~2Bt8@*$(t9>+1@tQCI`JU2^qwbl9E<@oFFve$a=X zT4#lF##{}LIm>9Ui0|a~t%$SaELL~%@%<#T-c>h%J?_yJHrCd85P3iDGl@J_MkTI+ z5BgNnhhLs{pBlXqh%V};Yp!Na7o{XH6x}_&5fWC`sUVUtV0F4OdH}OfM85%M7%u z7b(Z(by>Hoh zfZtpYQ~V>-tHTTDc93?4Hv|N|^x%1hJw7=oLV`6U{bhn~0$x0qa6fU=JkxMs0w=4nnDMK4IBUV?NBtq{JkTQM^k1dq2G6YQv=q_Z+BOTSRB#V!s1`KA`TW zCeCcU$rY};J2mQ}6nBQr*x&9%(xutsrm1=u!`Rp=*?Q|W90<@O#EHv~+(RS|WhWv1 zDP-y+06({Zw%z5gjv8q{_`DkaP`72dmi_Ccncdq>=P7}d4V4R>vgc(k54DpIGVW1^ zs$X}uCPYG8oll%}2_DlfBR)rf;tE!>l)rPgA5Xd5A~gs*Y@qCwxQZ=E!+-W3_YSDG z40B9fXAUmfe{~VYn>*M>8c)kt)~WnckzWPGxMNdfr5|}v`KLG` z%fNocV^*&JCH>U!WuUqC9id}NV;;F##iRlPj2P-W*f=Bj7L-%9j*5cQ_s>sK6UJH! zAb)j*NRv$o7E{%*)aYpunCUaJs`v-@>4mV*>)=vM`jxQa>D*Frw*?!-DF-b`86l<1 zw?F8ye2AZ3T!a3sLWIbhI6jVm_x)gU$xh@iU_y(B=oUmlfaUtBK#nhQq3A|{nxdCs)}Fkh0?=N5l+C` zN)cRn@SKYNlJZEgm864dnI|g)P?B4zezOBi3<5Ts?9M#B*Qmv_;T>PTz*AQ|d3}%T z)q!qMc16&BrGoNqa>97ypYT?W(BWQ&zQ$m!MmXJCH8Lby zbhUGF*)*0?@Q`MJ8%KIgR2Q7HRd+oOMk<%<4lHEA=_*StLKY|}?q+nzamn^U7^M6D zH;yAB(M3yZ%V3zT!{Pb;b}tY5Y|#0wExv#&VIs|!A1^sQ{4P29s2#PNXWxoREQ|v@ zh!^rZh4VZVi2o=L+G@4^_NtPW=*TCVcW_~1dZ@c&y@BNf7^kYZ75 zkn8RA*O-V7xq8Z9V_!fEAw%mBZel;i9a$rX#NftJ4Zl1qNt^;P>NTlZ;com$Sd;93wt~gKF|rKEA5-Fp zhnY3eoc4Mk8n@Szsp4|(=)S(hE2ppdX7yr5`GFH6tkVc!OT=U8V<<*xYl!QIyCNRR z9Up3+XIp}hF_rGt+lX=TO%=>kJ2}Ol&5|rmHWW1jrs)O*NE@-XWh6Sm(OuhMNviw; z8oDuZ%p6Mx92O)V#6Po>^$X=zi+zZcaI=Qqxp){gf`hI~x>UpW%RPIZ-_@Fw ztMo1f2>jAKlxbH#{9D1Sz{HxtE6`R;(EJ0UMzT-l_x}0Q@oTK072viD9)#fW8nWeY zRGgg`>~6%?&GSsKzH>#&-_cX%-Vjt7V3XhnXQ0q|S{VVBNpiI5BvI9S>=@X^d>F0< zUrmFyBEPA%HT%-8?S-k+LyK<5*wh1K>)uWsU}Jl*$-9WNHogrnPpeL0llM zG&OD0=pq#v1R`=^I{rlV=PPVNIg{?cE5UeJn^>8k{^|JeuzhK=qk2Pd!?E!IXPz)< zzh1Ed{UjmCn~V;rNO6ENs?>-;0S0usrq&OtXb6;xS*_4tS897_U$bW@>^7SJcSCld zVKE97I0rjhQ!+SpA|z6yL16ROT)WRJ_9pf2*8g9{>PY)VGZjTe0ZyVqzyg076F~w5 z{dx%C>f!GjCF~@SCp-#^h+IEEa}!Ny3(Fy-zlsia1sg3=S|K5on3K1BsxW}nE#BwB z{e^+otN)U4`jtWS+*H?#v^1)z>fDXD3S3~AA)f`UfB2lk$DM?XlFI6}N43gsLJu{2 zmsQLY(=O#rg@@oi)Zb`CcAxA~**}1}vG)LQ5C&oCjj@Cm9hnDt8G9K6CvBLi7b4G- z`7vgDJ$LvMp+v6V1~pUMq+>HYCYQ@oz%5FLyDMy3k**JyckkDSX0?RS!9qp&leveg*rvxBCa8LwOroXRDA|w+FzpagB@a z+NxwOf*dr)Fl1c{-%4+qBW54gS~GXM^Ngkyz4p4*r4TBHZ}p5Do9~MJk|t@z<;m+n z)!;`9(7ZqPB*e(pVLo3yfPpg+MS2QPtk>#I#iM&REs(FP#?YmugG@c*Z5|m5^&z=@ znp9aj>(J|lf0m6RTD*=H90r5*w!F+-_AFs z2~c++35aUXLhS&V??sEef+t|sfa@&aO%lFRDsMe;JZi;I1IQJ!92p_#`kRL(l>CX08h^%z{1=tA z1kz^5$q<1aCSUX27CFxBoL4>Mft0&>W@-sVT9wor_aqLb&3L0IpxZ9c-Kv7^jU<`f zS&_jg2A7R!OGHXuaTTx|@65HwRIesS@;20{lWA-3%wSJBWvPS%&Iwhnd&x(g@7)o8 zZes$slyh_Ns(W3iT~X58{<9;e>mD%bq8=@qVEGO`t~9tKZ{*rkM| zy|^q&jI&QFhso3hu+=(+j`GDFY49N;Lw_9)m9r2gj63;$IMzsiR&r!H^a)XMHeZGh zBdqQDEvWP;hcovtLp_yTN>YFy>C#T}#&)9EWq1}*n(6!lPH!F4*3m=uF!ZD~k({-V z%WiGlr$CXp?%9n)%}1IJ(ttZ{`zBKr?GeXvy>?!>E#z<;08%zAI(1F}Nm3KLD*xre z3PPt}`LMl&FcG!Xw!}r2+UukP3g6Ui4GsyQ4K1gQ1p1(5nK^qTf0o$DogrEJA*m^V zw=a+?GN$x6-s;dszx)_$U!P<$8VV?*!NdV)-oHV+uo;0%e6DK(1JR@Y%`~+`->N;0 zLs@@ItP1}FVCQD6Z=lgZ!J=DSyy zowx<-L_}f%4le^?&V1;W^<1^KmAEEV^u%>&plpjV0)o2gtq3&fBz? zWDjLJASt23=3)P6S?bz) zJUHdmyIm9eCFDjku?d?aGJeu#F2=Le*68pLiiK~b{PCy@z&@yD?6r!xi389kt+;Lv_oD&*qn5^!Ij)Yka##142AB{GNu_y)py%OV7H8Qs4k0UkX-xtYjY$pAdWpx&~pa_TM z>spLS4WGu8VwWO^d9caW^Acs*Fo3XZQ%Gb|Z`=Y{DwIDP&iLH`gH*oQXQd67m|j|` zp#EWwy}|n;j>DcbsLY>aHG`7VAE03bDT}8m^JR`dIYm2_KGXopFs`BuC*L8#P=}o+ z97?c$G5vOyU?@z}(1fNj0FQOcTXEk)NL%%-r~iY2Egd%_*`x)9U#VqixeAcoeDWIpPcGuv@;Jb+V$`gGyo+*%bHDdTVD20%4o z@gfFzm+!?(Xn~{HL$J2HmB1q#o}-`>2DJgEIG(P+2Gozm;K4=>G6~&R5li#gyga?W z6yzg0i3x7OTmHa7qs16ot`AB5e)_T@pHkF)ucn1Q+GxFSJx?coEkoT5|;uw3(HffxH1`mL<-dSYP3WE`%Qp* zme0q8yi7PrKw6dobwNE#k0LTjkcOd0)~8pZ3O((NuwYK&&3HdMyRctGwryxgq}#%r zSSLu;O)tR~^Fg7XGdo~M#9FT_o`~7}Faj8@K+T5xdiL^kvUF6DF3ysouUw>2Rwyil z$m9c<0kPtgRWTSEa`h?!UU-yc4=u7O z2a8i;VKo%{rv+pRkD?&a+bIx~}seANSbCXah$ zxk~}I5sV_Cl_1Vh5M&eXJ^SOR&R?q1LH9&i6j=-%aB!G|bF0O|d%R{SMOC4zLT`~6SD1yS7yCjY-r!a!nQ66ud8<>z zm2ts<_<}pdBqo%x1Wv!0 zoG`RP*fi7fdfOhC^NHq^9Z?AoWnkH=uBQQWlg5A}r%g0t$pDvL-FT_9-67LcTm$8L z$z$q;>Opxb2Zd8J=cI2luCC=+}Nc4 zmEGL9!1d0Vcf)vCrkeF%XqT`Ot_*&~axTUszNnb`ziZKKvKmdf8EHd}@Dlix-*^vE zy~*w9GF$qsIeN9;jI9LJCi@^N48QWpwOQN|sjn#zap4g#!`a!eLchaUyYy_jkUnZ2 zt{%5+#Wh680u8q6FGl@MRv4+2Q1fqp?XL-X}Upjqa zkcvXd(xEB6H)*;lxWHTIw^Fss>}(r;FiU5oB|{K`=a4dN(A8wv2t>277q-$I(ov5|cHi&s2`-fW`b2L>yP?mZu7%aHJsQ4ri-ao=OpMj%U^u79* zpLwK1Cp^;JY59`B7+CL4>g9&E;n!}Zikwkyo<7;E zuG_fJ%K|jwP^QJnxNY}h71Q5lYnLmwLcKpu3_44zfi$}^xQWCV&Bqfr5PdH+`elhz57Da~GG^v~ySGgp{&(isE#Hfw)${H`139@DJ)fv=lqJsIX3No#- zFU-e)l5`G{^oa|G*k=N;P2={;+MC{6p9P(l_J*@7?k|t(o!}*1*&2LXS2bQgge-0q zTu3b)wY08WhRahL468Po0i_zuPYi-kW3UG52%_bO8iH50U3Xqx-jXO-J=I8lYp$Le z%8rNyvG%C`PO!a;-DXu~WBJ9#<71{?dNN!pG%C%`shbxLt0p18y_#Y7d=gjhMR z;ey9%NU*zGWvLo{ga_XLL)BXb#j!)*0>@YEkeX)brA&U@K6q{FdRY|yEDLILJ(^W3-H&BN7r(08w^U)Pew3HQ+T+}l{U02sWITJPZng_L4j@2XF4M2&)RdMtJUbvNn1Fyz}swz zg&Q>UOinG>ZwQQ$%hJ%iEda=}b;4dU>0>SI!5DRn|;SHwL8U?2Nzl*pE$a zQ-Kh-r*8OptSShib(VLyPK{e8+}gQFUD7Wnx!w5 zx~`#Zhf25+G(Z!~gQTm`u(=J%L0{E~dM?XKr>?H83F`(YIfiC-J%D1qgVM5*Eg%CP{hB|s-R@2NccC3xZBpX z9_>)2y38{DkDnqs7O5NdN6f@cwqLl)ODif7^ZcCZ?6lyC=-q?tJTgo;y2Va*fSf|rfPmhtGI*R?(g<&?K*1+;UHtBj8RG8 zt8ip32S)~XIb9uGZxDWxs)AS zs&L9&r5(f!D#|ALepJsXcJy6(=7QC@MjqA{KQ=Ygn^Y4m+lVEfO1JPF=Ct&D;jD@mF!0kH(HpLm61B9vE&W-$Y8twzU3ys#5_7Bop8xICI{hCM+M@M@-rT#}zJ z=G|maNLS<7UBR?|AAGc=PaIju%hE~l1U0Jc0bzxd3{ysLR-Yv za+c?UgsqfQ(l;|=E9Af_QNQ-Y^7v(c$X;i4@!jz%LLhKto^vUmKMuM}Ic=&c1@G|^ zH)Ns&N()axCidfxET$A8V3v0!vtsu5i!p9nV2_Vz6T2a=*5%FEQ-NXO%2LlerJF);{Op%Kfau{Y@36>v=~lAC zW!eNw(tNpJOgzg?H@*WZ9-&?qS)T(AcQw&VA zwD#^on=oWL4J&&A3L(7p%sU4x+7DpFVQ)*X5O#L#_l}E zjoq1EW6PHugV+wCfZ)~BBkuNkp{^p|+b}o*ULA!NkdG6nZv*`T0lC>QueWo~r*W@5X+M;<{Nj5iX@eL&_yYF@FzSryS%albAL=Y=p2=d#GEP5eA@T` z`b~z;Ej%i%6)!?Yt6J?}xVx+tq*?lUdVee23GOmg#`47snCMT4_DRM2Pc8!-<)lFd zo`n%O0VhRhpnPS|EH>9Wo7$6s)+{8ai>)t#EwhVE9fy)Fn~E9@0rbP>PE|{PEiO?qxbTd zg46LS_Erpqc6@8tyo_lCDm-de2uk97#J@gb z99m?hu-MJQB{2VCu!=a6lx3j*lK~G1mP(d-@QCrh{D%Oj+O%l~o~7lmclpiJ;*AaoMJet>s=fk^B)2JzJys(=E5Xy+S6EQv#%|tTdZ;7R!oa}b^P>{ z3I4M4T(~Ueb)Kc2hLGHU)Ug7jPYu>U4v!%dIoQ;i-;EwJmGCe;+S>{UG0)C_e^LCk z-O0(Xr@h9(7%(FJTv*t@2uC2>7H-b?lhV@1sC_5xkFz(JXweok(#~u_cu;{w1IVFy z&LphSFy|aYW{bjecv)W*3EhW={EID8R(PP4mb37WdMJYqXv#`bun^qC-+VRDit=UB zH%t?@S<)GdKY~1imqQl-%9BUazpK!>^4xUwCXm%#*RKuyoWS#So3edrs`Xn*woF}G zL{7BOemAB_PIsOV!|d=);b!5Lkd2F94dFp-di)w|`%4+*csGsm7zqzCKx0Jg+SHW;Cpu^F)I+eZ;+)#+U zR%e2WrQLrDn!{R8m%-{V2uxO_P`adCL(2><08tiaB@r=1w@^O*7;bP(ahrpB0v^sf z9|hyjr!XU&L1(AYL4=cjK%JGj>P)CYobz{wA<9W{^G^hx|R0RpSP9u2z935 z-8O!~Ve`~3uJ&4XMx5GuQeC}V9(pvaH+z>sbm1sjXfc zpyMnKR?x?+dppX~n$tpKd1xiouCKl_=%YOjbMn^})um-$09U1XZJY$=YNcmvXrSBC zhk%o(q$@H2@U60k-rq}c9#UFqw_y5VKt=ogXW%;ia^b_Xtpo<>2^!@{fXIem#a5F) zKiqF)P3bwPq~Ax#i*RHbz+;v5QkR&Re7oubKG#Hb;nbl6 ztNAJ?tnpD_^;f5bXgzy?`QP~%i?{G{au#~t(Yq1z&5?6uefeiE-Pf?gQDR|mujo{@ z|KGI54N^*=3HXPU{EyNL`kzPrTtNTLPw^r5|Ms!ZF2>FFf0`OMJ8(J?0uO@cUo99p zXlaZ3M*Q;{XcTCaklY+Rpj%3sLkJXxuRc5PY04V2{Qe=pT3X+GD9jL`dBMkXxa2J%$M#BpZz$RcO z(bsUu=L`?#O|K9z&UdSWV23gtJQE8zbnUO~S5=IjmI^F&Ys`CY&65ZX>8`gP)`Rorm2h$TrF{WwX~~7;aAj$ zOu$gviOYU}wyGjfLX2{>b!18hP~@jQ8*?#VD*=>&303;$!);UA; zBmD6*PTKF_=1VS;$^Dm8Fn_R*wCyzNV$r-T1&ER)2vyoHX2f$ZpA2WLgVNkbwziqiRVOFZ^PHfFk>~3YWpQ0J>yQ@QyfPP`T++F~`Zs*Rb;?wir^~1->-Xh{% zkpLVTUKd@s3gCf&+5huf2PDMI;^@y5Ayx2!pj1 za#Z~S;=Lsk4;+lJ@4PtMUA+JUNN6t7CL=_&Kb}u~s0t2TmE-`#PDFziGU!z50SlGf z6Sf_vp(5g6{M>lIr>3QET(h*5|MoJwzK_KMg!&(qvYSvZo(#t7_>sp-FRCO1r@Ys#;!j?$|YzD zeE6)n^LR;jorR3*UC*P&k>^$2L(uVR7f~#2(ZDdj>*pTWX{(M~KeALE2ZRwuj!ah` z9lEe6@I}`SQI^X;)(PY?StV1;aBEc_@bk@xnqaoGn*~NmsjdO2tgbbYs~0P>U1Fx8 zglMQ*6~6c9Z1C&tD}UjnkYTG;aub0Td}jlAaYJGcYq3hCO+)a#59MSda+`p4!Dv{p zn?U|58`nkq)=heOH8v~#2chtI*mKv2e!wb88dYd27>BPAl_On^LHV#<_szdO!aOat zfp7~$B!Wa}3`qhYEyOL6;pQe~86^WrKUdAPC7**f=v$3PkOK~?5V>Y}h9c%FQB+H? zG+=2L(U-qViTd^-(v8^NH^X^4<=Cx@U1THv<~D)jq0tDp6MNG!Cu`ZIMF&Ht-)fSN z+dLoaSLBo0QW8p+C=tN=qPCyHha`3#szF2(QlczdQ8xfkT?>AA;hI=ppi1Gl8I06d zJ@!(1QkHF(R6?wHX)fNRkz3UIu!^!vAa>on;eYnlCId`=nP)97jCR*v$oa;&*nnFf z;8R9<9Iy^`D=85EjA$m7qRwGBW-UPn`0H?9S7p6(HFiW6L^yt-bGYcH#7XGbbG|2<{%LJ|K&x@w>?& zwXJiD5FlINvJci#JbMZHiq_GUF-RX@3zyeUo$($p5SJvx+^3CiNZRkYF7u;(td*7( zI7fZqsHgl>o^c;}bl9S4x`W@jbMnsap8xzVUZe`FzP;6YaYqI>NKB2RM7LEn?VyW> zFamR^FG|h@En_ADzYin!B<)z}``>s3;hN3;-4UAd&Iw;Pt+-l;3Ov~9{*66Cf=+Dx zYshVY>*^8%t%8?eOf8A9k^_&3)^>q}R(c&)qI!xf0&OEC`bozm=h%y8^IlQEi3w0bc`P*05 z?`C5And=JeLS?H@a--c|GPC4Lp*E@PvCSeuJ^CTPu{6@;>31_r%eVi$ElnDS)9pke zr0!|q(GDf%SZo@ZHN8zj;i0t}p3<+)B)f1)YidQoaDPl``oKU&!l-u# zFx(~-m5AG9y`+S&m503%fOlgsZ*3R8UoiQxX#z<~=~HeT3*}~7ry(sJyM&hrQ1s!E ztY~t4tH`CK0Xn$yiPik4DdW=3C{|0~XSKt;V5aahk2IF{3b9Ts}-%E=90tWS?zC=|y8vKcFuWwIy%kcg(h zratatU5^wXHL(zSW}E_q@Ht%G%mdiZ!ALQjEMY-}$WNJWgbJc!k9He1`gYd}GM|ur z{#i~uvZ;{Ou6@$mqMiaV?fHG$1$LdvxHFw!Zz#h8vf7jCC2E(Pp?18Q@}015cJuDTjd`7W7sm~^sF0jv zay0oJD(SN3DKU*NH|v{y-%ewJqMWptKqVJQDp0W{O*lLf3V?4l_I(xr#$=^G_TR5M zjWpCiFJ~Gwz<=D6#~)+FI1&_;$`DvWm=<5|uw3jVP+HyAyF#ix6EA%LFGhtH1%{_th6@aELENnh>W~7tYH6t{gfK1);rWi9Ps3Ricbv?ZC$5a65-8MZSPS4&d(O{&Qe@!Ap*>yqG#yNai-`B$fZl z`%IgHiq0jX&vjv#UH@QYCu_dcOoc<*DP+Rd$UxYT9wUU!*ONs~m8j_|fjL`HIrLmR zC9WlksQc7X3!@=VRU8>nZzQ2=6F-9`4=4%K&w)WJ4Ll}!5Usak!ZkQJcZbCw{ON|> zem$({4qS>|t!~EovTkZWW#g)EK~OcA0i7s1)`Y z44#RJ+K*M35v!xKA4oc+@E3A*R}QJR7bcV%&lLL#v$D*=Fmu)j%Kj~lFA;&z4UmA& z0w&h&X!E$>?(f{8dx|7srCrR%@?)iaf0+?SHZ>kBsJEPH@TB%!EP9hxN|bD2`Pp{b z6hS7Q_~1__Hx2>mcp%H5+UOYXPgnTplt|eD@`w6iIE)dO;`n+*wyz$6P&0sx+Mp4_E87B)o3G1drJc1>1jf%itAyrN3Ie* z$i!+Tw@~rLaZ;$sTyRFJ!gJafM;eKGE|!%WgVjpNzD|-PDf}`bDxn}9GPQ!sP@rmR z>P98MEobf;-KzZY%Rdv3{#ZOPX-Z zn-5;lFxv_i9}LtpQc2?DzyV`|35IAIyTtFd-66Iye-NryelkreQ!QRJmPuKKW zjG3^wG=BWo2@TA=+E`Er;=K3KzxT#$Wk&K&Tw8Z*&zsR6Uc zNvvpKkdepVM?q1g$`|_(V`nTr_EqNZ@apTLmXDmJ2TT7jY_aq6bv=&S1^tZ1*v<<>++>Uv(_0RK7;hqR#a*y`i^_-spRIG9!^iYm47 zq@>EymN@xs5Qbp6v@ifa&R39x5k=m7zr%4&O3e;`wj-JhS#GweZ_SqoD$J3GkEfGl z{d9IFX`%|yFu}|UM&M?*3@K8Kxl6PpNT?mX?2oI?`{1zg?pihX?y9resj|{}VfFfB zvZeDIQ>}G7$eoKw=(0`D9bW~*3)l<~$q_J6vYeVDTJF4lh6`AyGqbaBY9i%bt~Ahz zyc>A=B~yD-IdYs<-t=|tD+6&uitr}b-tKoCWvPT5i5Q$z20VA<^f_nrMzZ}qw{d3%IK$gz>j%0g zTxHec=muX2EwcehhhaqD4s&@s6KwFzZ2*kV-adiBK3C%L#$zoT^YFr6aZ z;D(NrZ6UL$7QHqDaKpI|cZLe@mj0MEgEe`{!P`=exRQU7Qq*REsD`s7(B>NMI*V6U zz&@98y_NK*L9H)sRHuW*urbVMw(VfeyRwzsmdiVGSovv3Gv%_*@*5*@G>Uj)F8lz3 z3Tbz0q~QBxxs}b1YA?y*1GVigW{A^!>>sC8F^*O9Atd_2`)a~UPw<%aKNAE4Lf_sk zmLzbkD0~&7>hGx8-{;WU!=Q+7Xx@IGI)e?LN5g(kPcD49o9$GKpo#f!^@(cvG%?}I zqD2LAd(of(G?}xv`@x36>JSRuMX}D^_|uys%5PqI%T;73b>ipU9bmCVr))Ku<`ed| zNokQfQ8+Z;rcrS}+&n&h8+`N}f+$`Oh1{HS=zlB#Y+x>=n{^HIawAV)+ymRR#-en^E1Nim#@oM+9 z#bb$aALIKMwv68?rg}*+)ISPoGV|b(38xm*&)&AaBR8bCJ~!)dQ~yNg&Nzs^akSQX z`NgvH8-V}b6M`E%6r=@>qjqqYl2;gMrrNC#S1MIq8FzTEOU;U)5&rRhi# zf%yK7HCs7K@qvRXwps=^TQSz|lbyc26B5kRjoy=d2P_*>zslAI*FSy14rK{Bl)j0i za$INmz??xW68 zRD_r6q194rQjDBY!=+i$Zx>z%*6Z**2u$2C7Si7j_$Pa*;=Qe65?)CV0zZut1-rXD zX4dZ39#O-tJ^LwU4~^tQ9OYsC$73X)0S@sNHsJx=B>Z-1jE%>|*jT%J8q=?8nzvgD znt4SB%c{aF@Bu!knXyQK-ox7~e;!Q8saQ>nR4!$7l$<`wgg10blUeY@F8|f)F!Yc1 zScA)^Ouh@nB|^eR{`bK3>7FZ>1k}we@LC)r10}N#4Wv!kFJWXo=Hr*OKNB;T> zJ2eWZn~{M=WCI!&)Q{R5dvFs=Wx?NHB@IbKTfiSM7Dc^p z{6SmzD*bbF^%&9h-Jx4yoA56!Pnm{ISO&!+)zO?UbWU^ia< zfxkF#Q*rx3+xy}#0?3vCuJWs0DKOp?;I@qYE;-GqS6mAU#<5lm3lml)PNwIUSL-X# ziG)RtYALAeK+Mq$N}Ew4A_daeZDCUG2}BVl`iiYt(95|~MVsuzmqn2F_jxmL`J#DE zMsq9N`l~zL8G+{PGe%%)LqL#a``m`IhPy|Rw&5Usk)t2xV4w)Vj+l@45q4tnwAARg z80vnPnE1u-N=jdH8VV~^h|crr{3j$4)s*x`4-2AEn{xZ(lLmGh`#!m1yFs$okhXIV zoCo4lX=N#tL(8^5H`%4C77!O&7`pd)>+<6MrFpy6`;kv@I z?SdCQs|<&64yeLJRaimAW-2Z}Yh7NQl)8l6I~CoP-z`ZaYw>t6CpMKZdBx2a>sV(H zSyoahp6M`P7w38h7!LOsIx*$6{CT>1sF|pW^Op2b>670BEau9JFgHVT>Q?MoxSZD- zHzfNv2@s{GJ&cO*;Y`Pc-S)!s%Ou5qQ_@d_l595;(X>KB%oKFhHqlZ|qtj3qppz#l zN3PrRo$OP&+AR_K?y}SQ(Pm(%)m;_bwR*AUCA3J^FY~ovum8cn;6D=598y zCf<`yru?&qj}AlM=s4>#mdtX6%T*V3SAe|MC<8thYXyTXmv8}7USKbdUeYsheW_kv zy9s#(1({UXvoa5bIHx*(<2f}`BTUSCS5|-|e9mb?3^OfkycsV>aT?NnazGUxeelih z3rf);U}x;y(*p@%-Rxb@o8(J1cm?ZXjDCQ@s$PjvY2%6c1SR3(;j`Je+<8fB$t&X} z*bvTv{t4*NP0x0`>1^cFpeh|V*hS%OMxSu2(f{S5TQ8okovVxTra(t&dMr0ZAF1iA z-DfJguk6^-v%pV>(Z=|^Vi69@%k1HPm=$pj9m-NU-`fA<03TlXGzpP65k zQKs&09EswBfQ)xIv>rHqJQmyvx{DjCB7YNx&TjY-*-mFi8SK~ovg|T=MBT* zQSkENN(RNlPNMSriIrFYF-rG}SI9l`WK8VIrRK@tLea%_7m`B-(xI1NV+h<`EI&cp z<4n-lDxr|hslo!4O`}Jm|KwY%Hn6VyCn9?V_dEd)#u25agu(xyq^3g%jX< zrgwK!v6Hz|s2x!?#YonWW!nkPFauijII$7ZQR>Qhk^rft=^_jOq<=JBHO-BYF0>#k z>`zD6tK%06G2)KGwFcG`P|2M#LBWyktX2MK9nGQd0|GI)%4(3g2=&%`#_-oc%-lnk zdE`eJ%&+@IrU4>4Vd69o@5NA7k16xAGF^*#cBMBehlL$N=Q{^t(5psztJbTri>uka z71cBYRGoXu5VjDnUl{+5A)WR zc%cQ-^fFj^-w^w|C3xb#(iTW36m5o=Ii)TW<-w6@(Y*jZvxaaUWovYXM>KV--uC8^ zF6qO&=fb}BV0ia8QQm-L*)a#*30d8v=#rpVt0dd8e?E~5Iws_US_g2VG;ZpBYoqr} z83kq>=dD6ytD9E0(JrfO&neEw$$Lb}hcjPz4!eW4sRhQk^k<@1O53aT%2#~vBiSg5 z#3Z+L$RYsng2^uXd!$&PWgR?hgFY?Ix&U^p6bHM!F4qp{A|dLt{F$}|0{P+IQC9S4 zKIhg~a8TI{)()TyvM^gs>@;8B7{vH9K9(`sqmA*)jjeL*2S9nt$dv3cyY9?{LNLD8 zfyvaz+z{j)q!o{F!73Lx;skvFt{%kXe61o?V+rUdx7{XPqX?IVFuv{GD;!T}+{1Fe z4=A;7O}NqnW!Gf7~&R|F`_ zFP4Y~*1Qq~{4C{!zJoK#^gqYQDO=<8Jul(@C? z@&nE%C7!ezXErpXcX}rZL5>`FX&o~j70d%zL%p)atl)(89Vt@g-%liSex*1S;qxtK z^^x1!wxeUYp6;>>I(ozZ*{*g5FD9!;?$zhJfpXSPl^w*(kciL4LLXn(!nzLbtvhuf z=t~*ZXgM^Eb|=}~EnetGTex>FOB98G%mU~*C{bb?Ge=RFs{K`FtDY@2J~CWn8gI*4 zT=K{Auq3|JnFQMCbSzW&MC5pcopCKwuc(xS_SZ* zO}rSmmMOH{mq-Qi8o{1o*62zP;}wC2uC9Mj_lk?Z|PZ z^zM9Psp(RQW$ZLaKD~KnbUw9QpZj+8WPGbW>P{OssvmYnf41?UDjD?xwuDhSL<|Z> zde%k|bVfOKQu_nfQAdN#7&RXrx(MLhEv_(0^sw?*NS%DtmwAY!6)Ibp;779dQ@TYO zK7KIMB}rTB_ffF8UU%LzRiWc{-trz~ED#zL+-xo;2y@_{{4kCUFm+m)fT0$G+ZY2& z4JJdEN;R6V6%JrlH|cc?e{SomT4!>yz4N9HWeO353A|#pmR$%GE6(Ax-~<5f$_3kF zrT5q6YKDw!G8ueO!86)^XrTyO!p)Ndc`JGK4|nZ!i}1ppo#{O;ETfa%5;1imqH_lE zM&R?@e>Vqh{u)`;u1qK>#`nq(Dv7Ml!8d3hOAUEg>qw~{n0_D$SW?Qwe`o;z&L~7z z*!`pVQpXMJPXW!oF|Ky~v?qXkV4IrK>aQSi9|w2{ZJ6_g+)Xa*fQ}83eL)$UM&h-} zX~=Auv~RPcFSEIzY1s2uFo$;~2NSmL7kFKL2W7S)DFtTTFmmYpx8(lWq~av1>bs5r z7d`CNxkg`a_A|-f%?s}_mPP_;o^;R~!1??( z3$S)B0Fqi`V*nq!KdDgPhlucj2fHXJpnx!%3@8*q4?y$%=qzZ{7vd&}()Hg}51bVk zw+u-IU}O6~zW41~a`vk{sGmBXE0h$J4q^>DyHDV=X{S(SSEF}YfQJ)|KWa{SrFvZ52W0{ zF;BWbsnY( zqQ>4i)Y(vOjpJba0P~_2J)P)#Qu@962y@v#PIeliG1SoGD~qmG!!6I6ny8UcHCq8s z!|#w9D+?#@w|$oozml}aGde$zv#ZUUsz*e$PHp%6l_e?>6kS(%lfZXc<4L}2-1GW7mTeHmt z$Dj$9QEM6$xv* zpFQyc{Clz>@3Oc3@*~^pIAMk|F0B{0t^3+Vj7J_q=&kB3>+{poFdtn-n3X+!C!-D? zoS~zF=tgKKL0{f|-+tYL_f{g7hC>3675n2EF2G|CBIL{7Q1qKfwzn$TvHbI;2p{&3 z_IM$3!VnTdOjmkCP?rPJF$>KfmBBRUz7@_6LCGPda@4VYld2WTQx!dIyV0+u9Y`|N z6G4uZCnk{Vu>p%zI7Elh#)zj`7DA2VjzZ`1;iJ~rs;(h_S);k^AG}4EmUi80V)^T# zBXp*d?`TMkowcVQd~Euyx>@bRIYj&|2cOdRAL?g{>p9R?D&o=%md|3Eww$vJu4;4` z&l}x9oqtz7K-R5@;;#qUw4ORHYUV|=-xYj>kGb`|QC`kxiGwGM9{!u|hjwTXK?qQ^ z9$$bo$25pQ`Wbvz2wpZ|jveMF+v%SV$B^Wp{4APHh|jM-qnjv!07OVsAUy*i5&(s; zt4AUhQX1H$7i;{hKpU#{!ys^u739y;>MzKS7luAOC>3Us6~(RKyCELi$zDY5`AW7} zHGkXN-S$Bc<<8Z5Hok4uCMCz4O30J$!xeHH1A92dKWN!$a<~_@7d7D>I)kjmM4ji` zNl)mI6kR6};~FahI~qtx)<{dI57<1K<^?!0sU#Jc=sfAJkU`UZU9~9AD?V3yz2Z|g zz$;l|wV+v%U|R6BvP<187hn1i@ZtP}Oz)8uB@Zu%Euh1`bk@F{(-RPW9?ETg3J=}l z$F-OJ>B1xI32}Q3dZy~cJrfA}m6A5p0`7M2wUgSye9#MK8uFk?7>Q~FT zDf&CXZRlDk2CF$}d^EGvGhNV<|3GUv0zqaK54nP0?H)QWriU~?;>gj6#$6Dkt;lj; z^CThv;dm$c8VB^J@A4w886RVT*4V3P;@_T8KeKYVdsX_LJa11J3%-GKAwSU_${2wNM zKbRzCwsmmW++ta>N~?$*=>D|PEm->1;*{*DeIlk!jw}OIrv6sWH0j0l<8cO= z*0%XKx)Z>jo>T@`reaU?U>O&+Cj0_vOk%DfZgn1%^8av@c=J?;i9ie##;DhU6y=;-*n;E(!C8B zbvPTer;pq(v<)r>IbMKLo5E3H(ulam+5v-w(Ga!p-?a|bo0@F)Q1k=_5!qQt_{|ML zeeHvN=O;k|I#bS|6M)k>iNm)~e{<_JH_b-!4)L;iQ->9S8S@pg&~H6RJ*K=alM0T` zg?=1@5>s9w5hcey%djyh8-v9S8s(%($yglv2xQyws`?V`7uB%|YEjQj2xg@y5hYeR z4hD?nPl;O7Fo^jH`NrIuJ!*Z|BYAUk3`S`Ob2Q6u3`Ev9vH)EHZi51X&m@ess>Y)+ z^|0m?QUORzriZCrGYzZPQzcMOZ9HCSn~LqhI~q&L59hoACH@{I%IHnv_B6)8^j~h$ zAD-H*Wl*a0KU(ATj#*gNH6+JxQBw7nqd6Iv7*yfctJNf`3>PswvBs2Jaki4G~Ht=y8THtg& zE+we0nx+`~(+c4qcN<6+7IsijBh3LMN=XVD1gox!>&FF(fs;z~e^&!{_(}!5tiwbF z^|sJp!y@F_`M*4jb}A~>|M_o1;sA+?f7-%A@NxjJ4YB^EV1EAVHXkw#1RF2VUjTyw zq%cnN{gXQwAcrs0laDx!j&`oR6GGNwBHMi5r`yX7|0U)t-3q>f)Xr<)P4_Waj(XF(cl zrN#XhH1#l+CaCy%rc=sig`EKPFZC)ojR1VL@D8n)pG6g)Cz9!fZ=9S{A*GNbeRtVB z1TI{S-UT3mjR|ibKd1jvm+hq8x6QJCWZ$M0oMq^(dwW~h2X#%7#&kP&3ke2N42FH% zQMmPaCyYq<6_$hl`8s)_cs+PA^PNq5PZ8?fMf>f(fc@z_IrS1EbIzh)5^@Ap832~+ zG98Lq@W^pU61}sJwLxtupN+BwKXG_GKLlFdc06{7RMA1jH_vx2eDeOoT)#YaCW6g8 zE{>>)I@H71;ie@KTddpr1zz=tNm}kIA|_vsbH*(DcsXdwsR{FqNzRj!)vM-O0j~m> zOowVdM9emY?(;gjB}#7Iku~41i-}X~`bbo6Wa$Asv6^^Z*g|=p-B_!#}i}Mjb*Yo%t>eRmyHfRPIK1V|e z&=l);BsvtFj*1Axs(=b$l!cKJ+o)Na@uyC?lsf^+ZmCU1w$saT=8NcUl(n8J+0rJSK4Zn(DDH?J@rUof9A3M{|Xi)jb94oj2 z@St{TKh)@l>#(+f7JG%+Ca8pFaRnE5OUjT2~V zpGN&rxWm%!5>X`jrOaZAMB?jn>nO~=Cf}>wYOr~8dCn$g1jLl^QMQ>;m}`w00W{Ne ze}PJYEFJec!RRLa^f%ebg^F%i;-Rw*^NT0RMQDwXug z)e?`e&=V=|Kj~P^diYCcW2@JQ5uk?F6CCsXm$v|ziyr>>L$A=jM|1eN973>oVpowd3BB^-nWlxE%BBdue;D?ZiM;SI7JV?pn~1 zp`Q<{cQP8L4^hespjQO8EYJ`EP|BQ`Bv=lY*l7ZyM)4Nar0|!RQ<(fr3q%EOefTGD zX8h{}hGpdHNJ%Lj{m3V7=`5H0DaMR<+R9tYkKy36%@^pthcFKRQV%{Qn^WV>|3=>H z-wHjfLvTI>nTD9pbA+19!HwiWVj$Q)g*t7VZXTa;(ZUej>R8C;QH<%>|De-mn!@j&;A@3e4G9^C(&1f zPLs%bQsOG{k7Htva?YLC1+-W68VobS{WIxL{+~!%{Lu(+gsJJBpDAFx@4sHYz4@*L z%TS#jErS2`Vtjwwu=Hs)+beU>w=(Z1rLy!v-^#cfhC@)@@gWDwh?CGV!F4DdHkwzAL)+qx$c*<^&jt&0*1E||^SPD2@)zspFK8V?AKo>QjA zU%cjdG`Pb8k#woSBIAcSuIt8?1P^PM{y)KRq}M4x1N7IRe8{g@ua|n zytm2k#=U19tqYK-fA!O_vZXfQWu_ud!(J?_apqBkDmF%mbXORHEh@Yw)>6V?$?G>_ zhRi3jthp)2?W0`loYk>;TBFc`F>mCjq)cbNFarxo_8W0}F5dB=dVfvv^q}X|7Ws5; zvW+`<913@_)LW#+g%?KJ&3btX8)?eXnn@J{yH;E2yX&Hgw>*yFptuJht8)NL$K?Q% zi;1$rcvw|SmEu_o!}{TGPnn-hw#QVaMqsMs7&y*sYJgQh)Mfwk!yH%&6F*u?Wg=dQSz7kY3fk)SThpbHgs`dtP|KnDov)`-1F5_g60qi z5EmeD|C}osA9{ioeKZPOKK*2}zd)ys5OR&DatkpsB z=Br*?$&lb>?7Hxhb&F5#xbS+}Hr1I>ReE)Krl0$4`1kNjSNFFZvL+`1psmMTuzO&ZOV_}rTv6WF->r*r%rkaq2c@WHfG#n8wB7dKHa z7~dBh)oqY))!sAXN%NzCbyAmeSvr5aytED<1C-ttYJq0?(*6HKCo3bHTb8v zEq&>Tpz7r(0KL+fR3=uu`7a-7)9ZZAtBaGOyWCct@Yh~9(G=mJv;t2^dS445iF&0{ z7>r^KKrciwo9E~eW;dFM$gQ!^>=3VKab6Oi&Gh7Zw0}f&0#k5GFGhFMUH&oiq2R$z zW#y7Jdp%nEI=h)<#nq^Prr+$B-h`Yh1rC>SA+d?FvN0wVOdLicvb-uW1v@n~yU2S@ zNe;=k%>S#QSHYm+!K`Yk7$5NFCCFv*HEPGhIoz(l=xb)w71e z|Mzt7pzL&J0l&A9Uy(KTvC^FyaUoz1>~YSaa8uRS!k@Shh05gnbD+Vb z`$K}tOP$Kbf%|z0oKTUq7s3;xK~~G#+?DH)?SXHBkY1qaU@oa;(WB3M^tk*cHa!x7 z5Rq^wXz-k6*dlJy;_0mZ>GD_6^>rFIF%)0Pbog-I9o?4z8a*g*Wn+neTNbVOLBQ#Y17wL#z+Hp}WXX}68vuw;c@D_w3}v2GrO zBe{lEvaw*q$UznUOD=gyV}->H{YoSs?6YBp-*7t_KoKtawZw_IIq5oiDlUu6WQ>^V zZ|RV-^C`o42F{;nZ-GlfauM=xr!X$7tZV>ZSJ?oyhPxpCM40L%BGAku$&fSlcqEBC z0+jmyqw1aF!`h;L?bx<$H8vXCw$Y@qxnkS4ZL?`?HI0*|vF+r`-ur#ObI$#|SQqOz z#~gEx|MSodla*unYO^WC*Md~ZpM-GOS&CT{o(+q9-JPBYM6vP|6bqZw|6ukS~IQ|X%fYcYRV7ZLl zI}hx!Dc=ZYKl|>xD~nC>@%*G11V69 zYSQFq0|?W1Sh1BQ$fcfD;dJHQ)e|8qy@-(^EwP)?z6!|uK6R{W^8q%MyPozW zHK#GUF;*Bcg>;FTb9zz4gxW_UM-B@;0XieUOEx6#g}V7>Z_RG+zmog0M}s}BK4saV zEb>APmZ$pGrd6X!hHkC1I*5*%)1FxmLY?Bfv_&+?vx0rHIb_A-a#HYfza~Ug=Gj(k z_BGK6KVVu9R5QxOq&#;g==FCK>G)H%fp$v1@_s$bF%$=r~~EvN47$l*7rn% z{%Pc+{oJ=2^k_aIhV0D$w}as`iyiw<7W;wr7EGB^xtPKze$b>1^8VL9$l8;u;xg`dwcD20lmc+WMS>kEVhPz z?YPdYpt!4(gk;vD`Rl70f|eidvufT_T zVQOnxJCG0Pc&&Nw{J!m}&MQ%$epM|#Kc?df761*ghHEdk>Sc5Y!%mqv{6O3bXcI5y zZ7os1yY93_cPNA_Z0ChaMTBV$&djLg1`iPkQVNe_$w3ZPFQ|`OqNqmH;=&e|X}?(4 zS3vU|CDcHda4Nlo>Jernh!`q`RrEDSB8o5+bsZq4@_Huo1+I@(0)lRITSP}smGRBu zbqbrTM(G$NtOg2{iwTKd-pZQ5z{|3^Vk*n3v_Nui)N-43T{A+O#h1(Cv3Bb(!s4?i zy0CVCCRY5G11U>tMg*vqb>=tcYm6?tpxuN=>T$Ui{ZFCq4Kf0DDTj3n!qvAm{O_G2 zFnOSwv^XHiY5IQa(eNUVLU3gkLBs&`8QqVKS~= zqBHnqqEZjtn8+&TCRiqU5^G?NG@7P=zAtUiQO;T&YNT2%F6@8&-f-#&e$)};g{n5P z{?3*J(F9i2u&A{D&c&7iNZNW(_GQ5QAw>u+<=xbokS-!-UM}(ytKMuwySs5cKpECCHy^G9Md#MDQ3_z;EzsLyWcHobY60~y-dH%Xev{GjJ}~l_ru|gONu*q^#)IN zh&#>l=38@xT6b#&UbJCt55+E&PbgWrT*%J1_Y#fgjd{~x)RfRM2nkX`YRzx84jrkb zDwKw&e(&}yBt88tt_`Y6LigkpN&u(MTBz4hWi6^8tkRWbOu4$LlnkqO8Nk}_RX#1J zVCbxskG-cm;dpExm7pksScWm4?#*nIc4>v#=zEv{_ToiG`M~)#j+o9h_U)2WI5HKR zBw2ux&#CCfYv27L_O8XVAp-hGh3dw8GZI#XL;CnJE}@XF08PN<|-h?wvord zpDpw;>-&otLI4X>uHrNfkv7rFRdm3M;FYBZ=5!f<0J>uII+8gsSIDprPEA%RY37Z) zQa9Y+#4?cD<5nI#vVNdX(w@Fz@hYe3>|8Tl^c!)*t8SdaQZ zY5RggWqval^A%Vxo%hn6G*(3`&L`DWj)I)yc;@e|vP?2{3!;K1J;6Vc=Xo3~;eT`; zZXX-K$s4uo`co&h=BCP>w_P!tr0+)K0-igD;jF4_x%K-n?aryoi>GRgtEHBH#DC1P z{&(yTuv}e50-7kFk)AnGS9`~?LN&gV?{^c^G|55Q*98DeFy>%vipPagePOS?gcB-@ z`>a@6?zj}n#&rQ+kRO8@{$8|)rd+XJ@G>tA}Ci1(|MDa$fOiM-Q^FoQ1<4ubxWjz?x zq01Itz;M-BFg7#W6rP`3U9x?;AT#H0C+n5`VQ(B4$vF%43$w9_ZkdDVj+pLUCSUQYPSf<#q7CsPOT|y#S%ux?b&nFQr}7UuNF!#FM;@3JyxQ6 zXjW3!gq8=G-~`CxP~dCbB{PX*TO!a!QVhwy08O<9+e@TB3GPGsTy`ds^Cl+x!M@L$ zbp}BpcNmp|b7{)2r$Ob`{!$nE1k0 zDIe_mNjG}5%q?Vl3d0;Xan?nzF$3ZdRKg=1J2Amu7ww$aV;ZYxaN`C6GtUXQX|7568ne$&CGo6A zZ9ogx0>c?6mm|W57=a+6FpTLnu`DaqyziQosHtai-F2GbKX#LyP*rJ}CLdT>CW9Yo zMXO)@bu-#}&Dpx5H+tIref;=)oCd}VU@d;dI;{gw_a?95TbVK&rP6s;dYtgd3-rJ6 z!xjz`qhCJ*J1WfT(;Qq*MCz*EaCY>IG5d*)vy|wt`k8p~Etwx5zLv4BIzwbzd)c&M zT{!gNOt>-PJu2~W%4BH$-ssHM^P${u!|A@}O%G@2kIy$?J=?NT>k zFQ)vvi=-K|qf)mmGtz29qnIjUpPiqyXp;B6UK2a7X{Dk1Q(%1dSPi|O?ELL~928(k zN7kPFld1gAm|#6!!XmuZU!{Eg{5D1>dav@`_A(;Qj}Il4x`biVkt?}YE5eyWVHF=A zvZI_{MT_~@ybS)!4==B$w5{IjgS@BQN#Lg1leZX@`=&plFU~XZE7d|MI9V!VBY)rAmQEIS zjlf=u3q!EtQHEwf^|kr0J?-R!_>s%?21R7jvANHQiSFqGUoyK@!(uUy{{g1Ta#ToZ zyz31MD5xTfNb6JAT`ZvWJ5(|fFk zRcX{FjB6&&CIvy=C-0i?w+jOkybPxU_LTTvzrn*dF6oNr*=*jY{{>A!R-)`v3lAhw z`}sO;3E)WBjT85XU;#!u$U&5x-u{k}(Ylw7_Xb~n%f^L{h%k3`_{WT+uV;LoV0A{%6u3St7JtW4Hck2dUd!HkbDQb4~tyvV*m_8vd9f6X#> zvcJEZ@;RnIxIJut%C^d3m(Y>J;ON;POWC$H4N4x8qEm{JS5;ah&#$s$HUI0eS{jhZ z6@hWOwOVq;y9fjKRDvfc4r9`e1_QAXY!=Z7=#7zt$q1?1>Pm@0(@oN0FCg(}6HJ@h-)2}&N*e9r6p7j&@g-$4bz7sf|m`D}9I$tUA7 zv60Mp*!J2h*;q!R9%XpF4E6%Ax9w|qacu8g!G_}-|8DN0F9 zU>!Fpg$pxr!@Y4b;5){CkVRuUQBHlD$IW6j&#NTtlikhjSeHHr z;}j8vJnig2&P1xeJxtVmH3;oob{=3WJ8v;@E;ERQGi8H`P^F@cU82pn-i*bS;xVnW zPIhc1S_6h^sWKWW()luS#~~f{H0Y%TN@5FUlgCcGCrDD6*3w7lu<5qi)UGpl2s86d zx>CoG)oYV~i1NCgT5r|D?BiwyFIE&wTJijm)k#bBq!K;slx>|MxIswn?6#KLH2t3$|XSjW+bJV>h|NLDdlDql*PNd5yt!DNGwc`(r7x5_*{bAM>kFO4qsst4@I0`mc>X^|&%;u#y znEpAc7Splu?`_$*LFy2t3*I#twud%3i-@b449f~*ql>GuFb<>~+w;cbHz}{W`-70u zzZroBLligflvW(vOdadg+SsY3c2kE&_<4HU(veO)1JBSv*^UOi4sRE>N)~UTK!v;3 za{W1%WfxpQ7Y=`)3ri~2eosS!Q;LX11Nqv7_soWK#E{X^(hW%Qb%ae$&SP@v9+kXG@SPQ@1X;4&5un>9ST$ zSr4%gdOdk<_K{A|4H}+ZwzjsWuXviSJB~Ic42y-99t_1C2_c9y^Q6XIVNi4wJl6{H z-$#sES1TQy6Y-bF>$2#ng0rR<^w^?+T(;plhj^&0I-sr3OI?LEr{d=Im~ zFv*jN+7IAu0E%AriP|cW`^L8xqDk-5{c5D&=08G=-66gx_=wo}>%|2-O)uejG>IlK z9<7s1+VQ|)$MLk`&ph*3R`87V)4wT}K7xZbdrp-r^=#nVK(U}0V4?7p(4)dnBTUM) zwCO&FWRuoqS19)V@{4(PC^9}X>_tGt^?&X9F_5SlyV`;+aVB0fEDiU8W7ldVZ z)YEenfmezWWtBpJ_Y<}a`v*Ncw>b)U;QT2&ta9ff_2rhQmwRZ796PY|$L+uXPLfc; z@hikuvDz0E-tA6@NyNN)-|CWz)QOT*S;P%*Kg((OtE1sEKQ&lsuj+$GzGJ&*!H4<7 zGNC*m%g=N32L%|(o46=Ylj-*{@A>2=J9UAsQ-D$m{u$~B8Y6+jzlF#T`FRAKx$-I+ z+9&9HGlrBtgq|=FZ8cU5&M)EwgRv1-WBoe*egqb~v;rZxmYy4@n{S6+@u%m`k8+{E zRKGxgL$p(8B$La&vxbkBx&3IndR7KAgcZ7FCko?O`&B}mg5ptEJ6u=XpXs=TwR+@Q zyv&&0=f5rwYwmo=9+H{WvHFlvnlKpfCgc#CyCTOyZGDNv06KR z2BGTaDwC09S{3-qT_SATEMD7VQoZfwEn*pq8}6^n@r_{SQwYs7CYVtG)w~ri1(7Pc z@rS7vbEsKayGypYkiP&;h_mrV0O)N*Z$``#`)kE3EjUne;s+LRfYUzD(G=#Ck;tOO zBb6pako+0%BtQpum80|eRdne%nHk(uk6YqZfA?ccfEUMlsYdspKS#AATQBp*PF?Bl zvanx$m?g&8#0|0Urwa}6V5$WQ=e6;B#zBd+Yc$mk-cYO$qxcB#6u$_7I@0W&GmE<_ zw_1fE#8t=&{lLF!UUD`1YU_ITJSeDpKI2{_8G(+kiQ~m^Baz!7O!N%9ySzfEr2X^G ziOk3O(HS?elrIneT_)MOlf8f4>i3+1IFWBu@4aqIwW1A@bb$}B<=%$oOkpopNQ9lJ zqyNJpwJ_@HrHFxYHCZqIbwjC?cQEOwRW@&YQKY<7k~|!*(YY`3U8z(H;fV5}niFBIh#_Fu zh5b6OEYq*p+?5D`h-shUsKJuh?UV(V)8%OjNOj5BG0!2cPek$2!O3mfo0uy}Z(nq9 zO2}9;A86#Bd1JJni2UUb*^wE>sZZRJTNN_}TKg?m!%?0{k73=?N(zFOU(%m=hQa_SaK1O&^tBk>*H!WH?Mnp4P7_Kn%Padhd1dw7DqH> zw-&L^jU&QFvCM;SHIofDXy6LvN=cSNWj5aeYa{1?+B3Z^Q518qk;PVU3XcqY)jvvT zP~};$T>*%k3r$NzlEJAmzVspBI7E$daxenvzN9BiZOUFCDzNC|-%z-z+fbiCk1CkO z3DXubpQJ_>gc;q!Ze?rKPxxrurCeZwyz9O~C{=CJyEyFqmSB*WrtEmYM#4?6l;;V! z+8n+HUd4f`z223HH?}kjx=tNnJ~igr|F#)V(p!1(b(|BWQDAz7mZc^LeRw!Pl}$&% z@py%_*1X5zZwk{gZ~5cB6FA*G)Yzwna<^#W?zu9XU;8-OYUtqZSw0Rt1F2Tn{jtyh zO)Kxl$|Gk6qVlw4sRIqn;HmJ?7@=q{`O+E)aA#^Y>-(xzq$h_}&W-KbP-;S>?#vBvE_>^DIh@%Lr@mAe`h@_820``+X2MhAg2XZe}Yz;t?R$MxwL_ExZs&x@O2rJ(mY~F?h8BgRE z*xKo9D-xv@0|mWkI~1eM1V^6GoKASei&!$cCmJ+#bLyA@$ z3W=6Zmmlx=M)3m#Q_1D|e^&|rL$~AL;P@;Cv`A3M**Z(l^UA;L`d*=VunbWCchx_W z^KC!XX+0njYuwg_@7~%zKnLj}%+g2$!7J=@X6!)1KzJDElA&sW1(QzL-E{9P%8D zFdf0SAiARTQXQa9(hT^;pi{Pk@Y)>(w}h5^osxjaCA47PIL}tH<4u2j3DEt%<#j zIoQORAu*Ad3h`0BeG-crFl_Z{4V_Vl5)!ON==FJu&6xSYTfqny3kQoKIIMF-2E$AO zj&pUbEqAIB$5yAnKsq~i32|_9Yy7u_TT#!I=px+6bshr4)TnU@SEJX<9Y6GENC}Jf zk8`&aVjEkBv6)o_8CN;C5$(`F?JLw)(=`b5kLStk#1a~mbDL6ow>0YoKBiY6=>8IObUSWQeF22zX$+T@9GnOO2deiv zG#g}fhUDrOxNKxoL4pE-Mua_6ud;yd1G>SFYg#7B2 z)I?6@r-U^>HE6Eps$-~ofB;=H%zObJgNRnWg`61xY=Ow9DO*nsnP&Z9uL~_&6%v#) zn5eg$V!f304y~YM2sK+6f~rw#PBN@qvEFgkJwtKY(5({1DzCk*5ixf>DewJ`AW_fm zD9H@vR}mN;W7#)smp3h;{^<}rhfm0D8Omj2Z1pu~((>XZSJSI(p^^rB^VULm}@Tb z(R-K|eq3WL-=BNhD{UgK@qt*!TRCz;<2;qz)wKf~zP6n&RS~WQp9M}y=VyAGQA@#W z%5|r>g>LX0ht&!v5XW!>sQ;HHI}>6m6-HuB7J(X}Ol zZf?DB0lC|6ufGTs7l}lq!h;Wux-^Zd%2jyidt=Se>NOfAxHqI_jw z>D$If7nX-!YsvGM{qe56<={R;JW!X4yVa|2^mGBIJf+%jO)S3yEH0p3M{4Y4nCKq_ znF+cF9%O=6k?(0vxOSPTH%2rTh&$RM=A`0Y?l>j=Ueue4GP~59w%!D;R%duZi7`O5 zaM?ZU#bxxh@Kvb(4vu*D4Lv?C^bLc6ao_#7)1lHs(tvStw80tEBETT?W*Hp+$s6-~ zI}+L}$-4M=2`KY_*X$%xeJ} zQbVsCR$t#|#S#JLG$B^6lt#WxG4&mo`3d(rmQ`%(wSGYE@caI6IHoCF-DQb~ zkJxy2P`*?3%U_)}6-Ag-=W##M*yhRC~_iA~j86K!r>;&y(!t93-05hAu89Ug^@cTPL@we|XE z=C7P|A8NPM4|hHFVg`N!#RdG(_}p&Bsxb~;5KnIle5g8h&;R{CtZ4~`4AfxkENwbY zw960(i`2PLssu`Yll46FL7Pd)X@G*fC$ zXTg{t6ZiWp_JhjUmkt@oL@bN-XA9rjpSue!fyC~&b4oc1vw8y zlOi6h0g^UvRV@wKNPscH6(f(2gw2NfFbKEE3u2NFJk5@(;JBPv#aGk*l(vNd!Yr}& z9ipV#R9xSvo1=xNi=CO9)njgM8woz%*3NW-IV%EHe`^=Ia+l#SxhD2P8QHbQovo?M zR4gl5cd%97HS}cD1^;p;JW*74jeT8jGXaJiyJit~e<4B-6+o>e#(}B|)la1fLs!47 zDVX(Bb%<3{{HT1h>E>?NC&cK|r9`$`V4g+iRr`DBz!QqOW75hZ> zMf61wh~o~(m81*G=?#VwARD{*tilX+9!Wy zQi8;WpCCNVoB)o#TWjR3lRd2=_px-lnsG=gEXwPlCFZCCx-=OrML}>8MhfTzYU}cH zWsNL_&RH!-VA5lMVrr7KPbbGZM`o7B7}Rs+{Zo|5EEt`Z#IlT9uyR3GtFD#D&+sNI zKO%Fva`w`ZF-VZ4Y9Lnc#EAZgoz_y}D%~s1M#5EN2EZHD>!^lcvb3AhEHT$d3Z6yz zp)c}q8Bu(2C+*|I%JhRT5MYc*UL(jf{M(k8n`&lgjcvMMDtt1=Cjf7arpd59|5VE% zb-D2~j5zOBD4I(5f#^ds5ro5wgJoZSXgvb{y3{gl^KG%R_3?r@Hbfonnkhd_39Vyq z^qHq41?UcVG_wxaf+=;P)45&>Qd3_4a$zl$qbnPrO%}+D$Tc>)mtZNHOrQssfYnNWY_i<@ruo9>_WD`*JtZ*7HV~i6m%`m~Z|m9l$stAqtVsx z3pRDi$h+|PX?flo)+t?yjjU4Iri65LWJkC`DHI$i*e5QSgB0Uae#Ygo6Q}t4?LuK< zLu8zT=jnFdS=w$i?M}Y~p6mnRi6=ABPX+CXUjJdVtgAt=p?Og2#$-$$rOsrov;s`m zo{2!p)i-pQt877>PH1F|p{97#$P4b=7wDGgj^PF=+(jwHNt7m~mlMy$*iw0#3Htyw z&!3t9cL(}6Ba%kq|Eau7dXW|0FHg*zC_ zphEVP@cMV}DK<;pX}BqfhYiZh8NG;pBSvi=*Qw-+1HNOIHtMHy{;VD@o75 zpbp5c8JhX^eCt%0{iNyOV{Wsd+k<{dILxMZ%x3~C#=nd@qe20=|H)Wp$$G^7!rK&k z_yzEOy1854J6L{TbciAk!uZN?xx)Qp@9zLNJUzI_oGgo2a^r6qq#jTT4IRpDPK4wx zDbv4Ot+*qZC~6DUG+seWuHvA-Gf}4HPw6V%xxW7L4^=+o;x^XGt{5$>)8326eb za1_KeijZK70keaZuB2T<5m3^$UmMZFVh08&!N|~&c#(<*VtQqFqejenP>gmtmP2CRJhbJ(R%GeeN8h)xvk|` z@;n0`6uuO#vcX%_flHR~Sqlo=Yh9#v!h{w!+lrwBq?|8Xf7&Q{PQsJU6jXfjJE$~| zR>9C3$QGl<#QS6fR>mfp$0mNM>NP2UuT43H(AyDRfh`lVn+GU3DY(N0q|UpC^->^{ z%UauTHSSt|S+!WzGGj(p>VSF(6`4d>9_9Ok(q-2VR?#K|>ZNwa6sl~ETNJA5aGWm6 z70Mz5^;aSHZ}$a4??sHD*!K)jbhhkbyOC)EcvXyB#D}FgV?PPRS@C4$ouIro>Pj_E zW~p6r`M5Sp_6in0K}a|)A+562Y}GffZZi^hPyb7~u}dlz z%&w$YD20~b9|U7wpM@;=P!Bc*WhR~es(1#uV!D?@Pu%48V@5`@A`5oIxQEIdj ztULa&&4cd+p!Lf~KaoXGS|hg0bcWb%BIVXLW|y+o|4MdXH$FrYkI8F!mnKwGjkFT%P6u4GvqYc{Prppil8a(}?DbDA_U+L~%4LzL<1C~Q2oYl~|~ zLvw`N3v1r8LRmS?Z4fSxd-y$m^gh4=uOiTZ-9Sj%uVpp6cPEigQ2SAGyQAcu26-pk z-X=p?v{Tj2z&H2>=kZ@ezDX-KUkvxGejMxrk}?jmvZp&=e2S-i>fucfFZLexOu@qp z+i!+&#&OY~nrBkd9|KGq2Ic=YrGBmEckv&h%pjoa7h#>oBJ?qWJaxJErK{=y+AWM) zRKmMVkJ(*So!uCXYRx{M?`Vh6v3^>mD-$+<9scD~er^DIyLgVCk^LjIue)hE86iGP z5a}?1@Y@Br5#J3aNGb)XR!O6uVb%;#DO*|aGdQVuoSwgeZK$`_UtLHu^oR{{f`~@1 z$^Ng$-}zyl^gIWfeU`$U#0Ll(RqnJ{kwUc+y%?mkbytMLwV6DhenC%w2wKCIy5w?w zNFJNcT&WLty_C%L8{8lq!vbBA2jNrlZM!9i!;s@Q9?$*ffafF5CHh(NC1T(aIpzr> zEg^sb{WEq*DndXF!OG0d(k32COALcx_`W$$-1h{Hq=Sh0-$9f!&A1$eDy=$}mH`>p zeM$V~BP#NX0RNcW{$|=iEG^OJSQ1nmEeY^>7}QfR)<02ox@*%psr5lrs++wq-tADL z?0&E$icqK9=2%Q=>*Zba?mLnpnk#EJeD`^BeR|q^L;raNVZ%zg3@*kz9Z0a985g+; z$J>>Owj5;UmIh|YNj!yALS$K23nM-$PcK+t+Ha`fKS*?})J%hfJxXWywD?}bT>}ht z9A-AgQ1ZJdy7!z{p1ckV-O}S>Q}Q02lrLXYito`t^*?_CN`B?c8dD8-XJ>P<&|p~+ z_uB}37io#8h zMP9_cknaWz5}#J*DKmgeyhAVV#19}WZL>p&6>>QozDe4hRdRBBgESC*3GMQ5j)ET! zg9vYH$HV6LTE>I+lxgu|G#wwR>$XSiDq~)ON<((sxR>U@ptZ)y8kSxggO(SCfD|JA z%`c8U6Z5{{B1s%9zkC;e1oKST0^Oc;S&ZtonI`fzJx$Bo0t^nfBX1H^xe|b5Nz+P5 z7dfFt#ms64KlQ3h9daA-P=?2ODNNcKD8kX;A?REunio+`;V0)GupqA%idBIsWo%0Y zMVz_Rs0cooS7trW;XPa=3ca_( zOit29CKQ0+1QlXe@TG!t>`I#v$q*?r_+7E5_bWSyH2Jbun^r*4R!R07EVPBJqY39s zw1kx~1V!(IF1>u79jFdL6qgNC7`L^LNN9rv7aR!#RrbR{?t+@z_$&Y;*OHXlin}Hu zvelS^7T+J-KvBWNy?aA56T9Qupq>@wns8ceVI#HNw8Fqk&#Y0TE_NJ;b`2_*K5?d=P3U z;3y=lQaeFjHRBhW92L<0)n2_nF3`z877S0h&iYJP7v446eKIz0>2eVQz)Nogoom3h=%I2;lK$1i8N%{rd6OXNtWwCZ) zDXB+1IXW0^Mijj<28w_s)|2xOp^Qf4wIrU_TIr|i%(V|nh8y?_XL|x?txRL=p_q<8 z&*^=@-^)LU!myRecO5X_H@QN}<+kUm&$sW<9`n3;gFPX5yIief$g$ZO$s3r^9=a^S zOJT*Kv6{R*9GCqAQ;%)MdVKVz23ycG%CmCok|)#pCzp#|(_gkPl8dUk1rHP{gy)(s z4*7oBCrdycvQQdP5-l@uQDkKB(r0QMGhAjL@PpDv-J8;W8I^9IrUufe}X-rp!g&*%=6vRJrAbwXlqy z(q4mx#da%`($m|VQq#t{lhRJ_BYWc6V%%ks*~9deFGy0Gk2Yeoa)`Lgu++;%J#krY z2XBZd@{Z;_L-BHOG2?$lB|LnKkK2gf!7(cBR{uNVCK!LhzJJA{q5>0*1k?x{pA(e< zq$IGQ>Zu z)D?-@3G5V;{~eMBQnKhbHwYp3-JARLO3umt^3~wh{)J|hxyYdylsvciKfOE=uE`KI zni7QBUs>10e_FOT5B*^r)ffm84sMSN)D(X&hISBU-oM}9H))h?uHCSs?Ug5>k> zAqS2yBmVj}_X3A!6}O%NXvQ83&SIvzwhA1I1~yHKSfry3R=)mYhaeA3D=k;34B`<8 zJhI~Y3r>;Cc)|WZ%b%~_Qfq&v^4q)alt44OSH@?f74F=Rc77$bxfaX4kxuk{s_oS4 zdSZiQ=^HS0!)8RjGoGXM=-@!WPEz&Mf~UbXGxh0B_in_t zL)eiK!2u|O<)=_`cd~{zk)$c$1;2}kXukPVm1Hw56@vEaEn=bhfzKWW4*A=Ic=fQk zFx7B4Z8!BQMcVLx;gF!n|LGrYHgwW6N7toXYIH}o{!^w*p}zDX0l?2vkPkSVI)zBC;g zM~!~jyH*b>nNmM+OwVdh)%j6Rr#TQu$h$?ip|?``uI~MN|FCf}PWP0N-EhTJ&}u{9 zmDB*>&|2F+27XaAkjP5wd=kHfCn()VF_=#IJ*OCv1M^1rv(MRu>tOt3u%HI{@qM_2 zDZm!Jv1{_yOs4YtXi_&N;5}Tuzpix1J1%2Xgb}3i>52;Jl4P=P?Wcn57^wG6ml=!4 zAjnZqS|C=W5%2{cOrHxYOqwjMJ2RHfyt)x}&y<3Mi22Y7kwq}7E}H&L4b`>n?G<{z zNAHG`P5JL6^f`Zxh)$h$OazGp{zF^*M*vh~W#}(K3`X%eg3a1S5>|oh&U7`< z`}bi`JXwolqY1~Ypo$`qj9ByE?c#DK3vauRP0?`Y1fBn5{q1dU;Po|&YhXo1gcDga zsq2n5GwEUMUTt#l#?bO0(VeMng7yx{a0j*5h*E%0lb0W96TDgy@F2E%jCpbF$~LL6 z)a%K9#pU?|2))K0oFm=0{LV!$ACgR*MTCGL`?xc%bK%@vIq%$}&B5R;tQm?Q| zXK?n)ufHL#N0P_t(xWFb#H~MtbFOTV>p%&3 z$H>Nc>?+O70=G%X8~1;ZV^gHwwZ?YZ=@R~oH|2Jo8p}&c&P_aI866nugPVJ`2`3M1 zqujx|sew7SToxsP69?1LHC4e$C5G79jE~0bh0CIYWL(qOtD6((;MUrQ$wgyUk4myN z=XvRd*!qlpD~FPRxrj9!*@SBm;esDwU-tw{elY)Q0#rY$yN4KRjOt;=1Wj+m4GTL` z<9TW}BWcdPc)+$_5p*6KJTebMBDn*50^mq-Akyj5p4zl6w$ku2=LkD0+sV zv^I=@cPqteIu1V4gf)xSBN+w5K>`*o>uhckk@EAECsN5q?wgS z4DQUJwr0?Wv{#1N$?KI{u@T)e{LmQ9z3*zflG z0w8JfvKCU2QbG;4Fb5sm^+LTQ74|@xkW4%`f$g0FzFM8Gz zOzFY)3Jx&XU15RSsGX|})jH3c66!wO^hBfHH+v+~3XUvqHbcbNZl>gx+q$O(A4{Se zS0(t%p(ytLcp!wSvES$t?G?Gj4e8CCBMgFf*>lE#_&!m{b+eU^0+U{Zlj4VVN`7 z0{o`~oguzssWK7*jfd<3>0@M#y$Km=^XRM@i<@Zk8O;fM2$wt~8gqp%3GBbgl7t(x z#XE3**F)l|Q3d~?YdO9Af%AvDU>aAXLb>(N>k|CM6$jSO9oNz*wdpFks>MdGj9;l6 zSBDk%4A^F+w#O#@x`y?0{+-GVJw~A7oN-d5|2G%GG7~HQUXz?@E3k=ly7D4iRO5}8@ z;0c_G&-pIEj3`2@+J_ca&JVoZRm{N${q3i5klSuxxzVk8+xzhU$A z{iiJHn!Ft>&>{lyOCWqT{5iB?JRLix4<4cmy~o5o^C@X55vXT!X0!ijIb1ATJ8_D_ z9y>{-T0gURij^>Q5mPwgDCx2fymCZpBYyweA=v~Z0OKA1GsC$|_&%_GU zS|hL<%%vC%9D=#H4CV71Xc{5q)f$XACUV6`!x`qkN+gR^5$H#Od|t@ zFrEA`ATbEmDrG(g#t?d-S}71hkWX2z6(dti*1{!1RIE{f2LVPBMxnCXvL7!N9=tf* z1X*tYhFhhrAv;b;3J(GfJwDg`a}i!Dh&>SwN1xS#4l^7Au_54TK0VN!6m_0^s4;hm zpoKZ`0}V|c1Jsud1KXcrHi_tK#!x%DSeFJR(3{Ypp{h!b3$Jc&iYm~G^xGvMAtkjH zjpVQe1MtsnjlVA^F(u@MQ!1-wvi5dyT5j2}4^2UcVRb7OyNom+Pj{ zQ}lLd<|*ze>U9Nw2>X!?xxSvh4tN3WsO}gpqZ1KD&GNQrkvrM-k7(n zHeVh;)n#?kWAA;FL{6AFu~TlfP08a}a5opsvF&8dQ=j_Y#IK)xaZ{@^IpM>T!*NF^ z^i3vNIOXWOMs25$0jRKUONYPQX>P5tXorlm4bP5|B7CLSJORGDP#ae%>MhQ>^6 zC>y?c(f(WWv@yOMlhSLRU>|{9#+4o{P}l(Fih%LAR)(2M%;8O`*q5xnU3_m)rB&QL zs~EHZ{7D6E4>*iB- zQHDDEF38k=c^Dl)fj`lZ{r4+)@7==f|BtM<4yxk`+J$kq0Kql5yF+ky2tk6oyW8UK z?u6j(?h;&rySuyFcYbfxeQ(|R{@CaAY<16W&z_N;+3Dwk%9j{b-Zzt^$i?}SI)J;t zo+L?9nEyA4M7ttdKJn)6#{R7weKe81LMpE1{bl~K8o7* z7PYRNi0xACV-Ocq<`vK^M6_hXMHY~?ErHG0;tH155L2nuva3A-_Iexp3Q zED{G`CG#kjrxj9s3j&sioHV5pBJaBvI&LL82pBMFjav&Gy!26HQc~=^Y?Fv^BmPZn zd#-$3A%A*`Q)CM<)ww?Kuh5@Wv( z9X&v<*ZFvYK1ibXMO|ch)Kh6cmGO<%tO?@^!1foFh?js3@0oiozWGh-O?U&Rgd)6I8agWYBJ zU~@h*QT$o9T{Bgl&#KI&x$viKuM7BYw0<9UVa3*>1{}bUi&r}evt2kL2iM0es;JZ_ zmbfeuxivm4`&I7IU>r{N>+YKC`%kIoUMV5L9*zU(cml9gi@J%W>sVS8Mmy}EQbqGM zGR()QOb)WJDp^=t{lYJVt}m5&s^gH~vh`ijFJ)6&6-Q>g>Uc|nmb;hyI_yv3* zbTYp6XTkUK&*M8K84Ls-0KxH8(UjPgY3 zF?!iNYHObb!3{NW<1^p#oLn(uKacr{b_u=b#mcGX${9K!QAEIUnZWs0v|il*ao-QO*bNLkG++3BjyEftfYtPZCi1& zdRaQfcO4$Vs3N8Oic)ZGqlhw#j^EY`o{_~o(sYXcIPzzp{vkju!AA=}yx#gT@AB<1 zvP~CITp4SkOFdV}Dn`VU;ufpk$~%tChnpez=B%aAe)}`Yi6uLHV)ZTeTwG_WaYXNX zW-3)?{pr-IsJnb|fI#GT3IR;$Tj-lAe@?Qc+EA1T7!=RAFEVT>$L)uPrcqcjBgT!D zNxMcHy7+l!V#fOP3`7`lG%v7d-^87F_3&!}&qz&+JiELHeG6^^OTOXez5)T7U$`CQ zp1-(*0-3RKqDmy1FMlPk-A^5P=R(G~scET!No~s+1Eh zLS=q9aD^jMk>SPZPvTc#o~9zhsNVHohwU$sUX)Wmw^*n5dRLaY=gd=FL%YpTOYOmWYR?5Kywp{Rk@&TZwB`BC(9v%_k!0{2L^} z@=3oY9FMMgGm1;yJ8tRS5lCQcFB{>%^i{Vip(m0E?s5yAa;?FMw?0jpb+yWvmG$6w z|6e9^)6MvA>ObifnHi^#KIU3EdvO<_U20{Vq2?TFL%{{}9p0b*hh0BOilOR#99`|w zoYCujFD07of8U&IW=dtHo}%AXn5r!+lzkn}{l=S_+}XsnU*O$cm06{gea)Dlx*7DQ$);-NuM$*;QB3Om99dUN=i`=ab(*tAumE0?=jb zP0cJl9ckEywel_P?sgij@&Qj75S3phE{*M9ZWVzOqq==gyj3LlNz@ka({&gwKMPyt z?V!svId8-h3Pa}}HfFOu6Cu`tAev>o<1+4q zibmhwn*x?+uO5-=%n?GT4}3gTW1-rBGT0e<)LQ2` z+YGlFZ5!Cl-p=q@ai3mpy{|I+dfGb4X!ysP8vw;KFR6!Z zv-5XC@5(RC_Q!*T7KLp&2G90F`ST0K>whsF20Ogf8BaL)Mcgog8h+)@=++E8OhBm! z9yg!3@(9}vC*59!=<4pHP|pz;VM7ANA}iIi2cz3OJP#>n7&)A+y`z!m*dFw9?gd$% zd0V3u4&R3Rf2pN0-{JL+_5efnjePYp{VKu+`j-OQ(I)6CeMI((p5HYW&Xc;|?;y+lN**Kf)h%mP>Q8kdPPted_~HgDu{6nPHL^>m_Ekr$q4a3l?qG z8Onpcfnz~FE8Vec6^d$2mRWaI5Tr57T1Z21*^NrC^m;2DsK$@`@d&8?^ISNfa(Qo> zc*Ga}z=_`_=+b*a*qvGjru=*yK+(NdMx5(5=&=%u-dt3h);|iFH%g(3XRBd^Aw*i# zT~F?0F}Iu3Z+xgMbJo@h&l#}`k3cb8b`x2nU&}h4?2V{HoRNARjx)>8(}w!bitfqG z#-A+PbzT;fizryfmIQbhoXsbebP>x@^qJO3WHG|{wf`vJig&q{6my`AXnaTi>9sJ+zmC4j6 z&`|&PyDT}%%uZ+2RoPEpY2_r7p>*zcaTcSfdv;=CL6wZ-(>+RAL0cK2ZdcD&kxJA% z@2=<9*|ED_CJV;}%wKDFj@jC@MMCK)`tq(Oo~>^V4OrQYq`3e}ua;#mU1JF>6P46l zOfZqG&2JXPOYGxa&Y5<>T$BybOx(5OsZ_n=_M;(GY|m)&B<~tqx1vHNs?WEZE(C)$ z8vov)SyDd-td$Tui_YouK7weM8m*&As^N;eWMUO4{>QFsd?K@8ma$#``MK#L`(J+< zfJ!Zf!DHd`?G!+9Ld;|vPYQF(H?JZ^v=p;rFa{AZXNQp)>Q0>>A!PIn9? zgQH!VS5vY^uCaKv7?e83(CUPdNAZmk-iPa9 zgEqJr1SSneV0dpS>mn8p61a6PRpP)BQCzL2{&k83R^)`y$Ry<+2XAcjfX@g0>%0^c zXVQ3ijvXtrHM3w0T0<{X>d%az^JH7c$s{yC^$=(k=?NjisKI`V$2S1&AbLz--} z;fpG-a6Euzg6Q7$c$!b!A(xB*Q&jklK>By&X)*^^ULKlNPnP(T0#O&L8k0_DD4xp? z?|Eg=D)|N^vK<6+vP4Q+9EYs--Th-V>OP1 zd}8caPvnCp88$DADOG<3Rzl{b^#9Z9c+6!Sa=N);%bb+7!R-@Wp~7MrNX_4Yoo zjMMH>vTgJuLf3R{cP3QwO@@COx9*+ohc3c+Q^hN!?IfMcl)#p^2(o-vuX}e^20Go& zf9v<#gjJ0Z%l0O3>xR20I$1cTjS*UNgct&0C#Q0$YbXI^CG8~N6Uk$rBk%O4DD8JY$BKa7{-@gK+2qXkZ#F=g zqpqg>d%k`6M6o}s*vbxbngJuls_%gxx_pO83_mMuwoO@#V^jKm8EjxkZic#3b^9EG zMam>sagS!Yw_vh6@9dreg^|xx9+>8oR-8k{oNS^MoC3b0|uFyPfLY_y;Ycws-5E*u< z0l44lS%V8C2eHB8kh-V+YDItVYi&3>UZg?3j8C5!4K71Q8Mu`16FD|ed7aqcljKHd zwtJQJMCrq_sXcg+CZ%{fJ(LZ}Dc*6usGdYbhf)E4~m zXHyDSu|(DwobgiJIZ=zJy1YJ{xBIZ`e!81sgNBjh-w4fYDOhR1(4-Z;%vSk~*Dv60 zTkk+9xbS}?;HA}up(QzcTFToC;R0G8O_{rukyhj+MoU)I%SW6%FySNX5P!jQ^I zV`d655!j z&WyCbT)&ijI~N9bIlT1nNb}8^HK5fPmk?o$`!lqvxF@I-X&B=T-uTPy^58cumONP= z5y#Tk5>sljUu1;WopgDI}TMXer#j-0m*909)Rnhv#JpL4pcp7!;siD9A zyROBl5@XE-EPo^rAZbw4y>^G{M*&X!EK1i_y=alXjlh|B1Tf1v|II>3a0~RQ+DqLSow3t|LrngL_w_TA88EUB7|#DI9p%kliu&c}Te(1U)gM^H zDKZHi*v;(^2iE&>BUU#oInMwNeO|8#|Iqv|l$55Nr~;#olI|zH#QeANNVw1h6(bz{ zv(nnX#1iO?7X6Z8V~78k9hsq%{N}Otx}V%2bRT?OTN00>s@76?e&-MJYWj?P<(OGhk4d3G}wZ{EPWQ z5yv;sRM#MV{E10cdt1N3YCqWh!}b`B+n4H-&bc*4eu{oeUjp^9!(>yF;c;JhP-=^f z5)A%0p(6v5IRxzPm?E4!1MtxveZrVOBp>)3?V%O=GD0YBhB01oiFV_uau3A!V27QU zxD8o<@!z6hwxj%X)mJdw>qM+E-1E^V-n;5ahDO295+gu81El&!WBw~WA+)XEW699P zN|3MQLvA@k1i9%6Xti3-IL~3p{)ua$X??Ck@j!Os8xs|-5<5&~FZ>@-q#+gY>3lPd za(8d;1Kh%z8JF>R+!SHM&25K)ncl5Il{w~ph0rln zBvV=yoN!B7a*;p9Fi05`##x63Q4kXcjWisd*&d_Nc;VuE3iL<1D&plLQKoPMFKW4% zu>ggTh5>u4qy>06Yuzq6EhVL%0vGZ>x=1u!p`I*(E_i*ISgO_s~CPu89W)kNA>zpVREH zt8^S3?|ODX51_ZM!x($`>Eh(n_2zoSmHK{em-{l?x=El&d{9+$XhV|cPGt9O2MBV= zjCs#I+zi?8BVJElwCjF%xP5rJc7CI3j>%c$w{;_KCVu(M_Vg&@Go6Pyi7_`q{u8(1 zUj13(+xc@&UKu{zAWPm0W~9$PJGL(q z+cC>6w(s`uHvsC7!8;Q13I*KsfU|^+yUBb0YaQRl!(#ErY}Y4;TV`gPB&{`C*6pwEZC%3&pzf4)#m^8fbzWm&vH%M zwrxvvBWQAzo@S+>Gkd2rfDn_kfK{uKOULZf#vIayWX`6TC**odGKZqWuTEkE=XHql zbYMwhMeKnGqdnSR_jD%&Sd_d7Ss$2uZ_n5d=4ZegY~R!B2wyLmL*6kN|NJQBnku%a zd*9H!ecFECJ?`gY?C8{fneCr&Bj9y?Ulr`sLU_wvPtl2=Z9h-mfq|JdKf>xCL@tVc zJ;>bN{#@Is$d~4~vtcR#bV)q*c0+=&qmU=B^t!PhW z=z33N%R@MlenMIW-Cy#+DG$mJ%rS7+v1-NBTDjGzSlrkAtbwffdI4t@jt^EEB>y|? ztzJpWM9CWw!T(2u$+@|zTjAG&6Le1hA3A-MN(Hh@P!Z1XnL_bRQ%3OUk(~1MBx)$)>7tN zl;gKi$K&zxv+*1fBS}#fQ3<6u{nY6ZtoF8aqdlz*G?0i*#^ZiY<+;Iztdg9y(0}!l zta;p!Bt}vahYE6%YLJI(D6Aounu2V=R+DRx_4)4UQvmB96;{H+g4)NTSp2PyCmO$9 zDJ&7^s>E!zGeMwg1xjJtPf5z0Qef)B|5ED7VIu4e5YY1sfcEMdh>m$eZ-T__3OW}G zVKU&0+m>BIF@Cz@GgX4%o|Lf~boL7wJ)L#_x-X!y~4TaF03N6h#x;AI6VYFU=WZcc;ZL@5xy9bx$#8NxOmxw`hJ}2Go=d{ zp}dCrdX?$-uvlP5CXVzQv#R=84Dil>czRvv-4~-0UPU`POujjIxit%XUOg}Y@3+5< zU-`XWdw%8IUi+J6uID}+eng3oGR+-*$F>x2e~w>&FmQ9@xAwR=TEDK}`U3zWPT#Gk z)>b?|uY~PuA6kl(y%{Mknox;1e7OM|;>(Bj+Y9%%rF>k) z_P<=eo%M(DHQ#8mqd()`2m!-udS@&Iw$t;DXxlQ@ZH*(|eEf$d_V)fIL^H8f8H=Vfa zG16CG#@!sF+nV?Lp!jW>_8eu$)8>GGL%Zw#^>axswrDFAB8d!t&fkHDehZ+LWN<~p zG<%uNVi9{L5>1KQ@~Cu5RNT_lwO!T!s0zmK*BkA3?K;xV%dAHpQ=Oq!R4`o3qzz z{T|$4tLyP(*PP-W>h^$-=i3wb{7b+N+v5$G@7w!>+Aa$Rf{2dLd8Y?s8_|s*HFcw)gtvuf$?Z8ryWp}de$5&mcm3iP;8^syg~dj z_38%u?*K7H@E-No0PgLEF) z3wM99$=7sc%wM1$o6o@2_YzhCSB`+8a&>gM&+FPyY{ zkM+l(Yirl)2O_{@F!|gdptH-vADqR#ABJLu=W4|`qluptss}+j{OTYT?@+d~G}?OE4H{0h@1M=5u1NBfO_YiuVx=yjkq*|%%8_$g_oeU~aHr2TZt zBXsDSwsczgdaY#EwaVk$QvJ7=IWj)1<>HTouS$qVgrNzch}JSoHM$m!B%6e}AtG97 z-+T2749?gy&t(r4;oY(_`_p^vq+449m{O_lsFN`M>A%y8&a$J6B1LSZCvCb}>su*jH{tue;AixfO^{ zBOdIPLd%zSuy7jX2ynx@lGvz*&0cbing%b<0zrUpC3aNkyChBr`&E+}*Hxvc>7hJ9 z6kx(Gp6&(G079x2c3@FiL=pZTh{Z7YPhS>B7CZ^NFX zn-;>|4GtQt!qV zG}kw|#Vu%c0uTnPs9noaOJf7ny9iQivCJ~_$P`}v=}2eDD$Mj{z3>v^9Ms^gWy0_+ zYRD2ol?dH#5rY&R1J_s6&bzh6%Iir_5V_TnYDbOUnW{-f$ZECEyz;oBbHh@KN4$`` zaz#x>+QSR3QHZT8F%A|Rts^q6NSm3_y1k*(1scr(({nmDL*^$i#5jPw&h$0qb+L;L zEdI)zYfWA^TFWLgm)`y7dqXy6FG3qvxaj%m&z?M#MndZ&jn&@4rvng)_0b?UN;=_@ z#Iep@;(28cgUm4!A&@Ypq8wvYZ$f9W&y{aHbtc3m^EjUKFL;IshM1UX)fm?vVs+k? z+n?bG2dpMrmzjcYsUP^kHQPzXw$8_Dn(_9a$*YVS?#WZYbxbf?XlJ3;IrLjoeMRTb z=F1Eb`a9>G>pwe0&T|s_Xu2hWml4-{0^X#ABVDTEl4<1q23(h}8dOFe+V^o3=PLc( z`?+80tE%r^O~o&wHj4K{hyOaI3B2cljSWGf7xq<4b32JY-rInyoy2gCC12Z~i;ZMz zN9j3^lAWyA3Qd}F@0dbe?bn>tZw-EZ1=>R4=-SfsmJ-d9!rlBa2NE3JIM+|q``AXF z+Sn38L{r|_WLGg}U3IzE&P?f6xD5^vit0(@&f+6a7BZoS!y@(>f=lDA;_y}ESnJ|p z5fqwXiY!!g;qCxNDRV$?2_hLzR1ruxc+V{i(;?{?$A_0z|MT2KZ|FRnHu;q^={EDh-%9q=m9U1wCzdRonBe$RMk+l@jR2!hAmSb z%#rfbRjRyg=EOh^Gz5o;9Q??Kru_XaTRpcZQ?01Z6<}T+&5~&!MUqIW9{(*CJc^|7 zqhg#SxQ$6Mo8XX}u-Hn`we7)po?Doq6kF;h*|ONH&$KPWyeRT#%26xJwCGlvVDMmE zL5*qYH{u56zXBTh5iep|fBE^tX?M1ze_W$9|69M+AQ!H_NuwCG7f4#n2}+o6Yk+8G zwC~0nT>)k?M%!i(Vj7q#x1>T3YdY`@7oU#hAEF~F;+l%mB1ARP2Wo2!t8mK3OB<@j zdyM2vU`UMU*w8raW`;$03Kq@)HaRAYGMFt|%AclB5tZMjh zjQ#fiV|f7v9{rRAoDH%W78HJACELRag}4Bw}kAZrMLU>BogS4pl`(3HTaveLs2Mt{1;6hN8QRv;c&M&2sn@ojUKLFX~#uIZ40=u}Rhx%3PkkxAj^=77#>jJX{2as`t>WN-(89?xO30h(b&nDwf={j9mzF)k2_2QwUnOmN%5OW=`2a#7B61@OhkzopM z9$)r`X&Z1#9G*BTQ_xs#$Um_R+8fFoFaM8}kS9p^~1va`rU&+MUkxh90N0txyFHf~{ityD~4dz4oq=T@F{sVlPYi7IWBm8y^#R z^5y0IbcSM?I`}qo09KlE0i!Eq>%-Ls+;N1>BIM0!*RBctuEcZi%;vc)FL3Wwj;&Xh zx2L)$d^ck?A{eW+Of?Ujihluw(FQK;{(&5Zy*Z_~&lKXaE=;w8L?%?&QZ z;WQ$g`BtnYAt2OwZjYv-x4KPI(A8vti05Imf*!?bQ!A>Q*%Ve)l1eXFtIKhW`}BqT z$7*T5xGunlCl=a4Y1g8?pKN31vDfNK6e7Z5kq`9=9f?{SS7u}IRdCcwQKwzmUbHMb zl!emr5O?p`m595L(+k%fk{Q)w{)G@d&!tK;I1Rdl!CkjJl;v)b{XfYiwx=Q<_v?w{4QK+p9eA|&91@|O307aCFU147Dx)%0t-Lbe4A z#F=rY?I8FYIDuV8(6-%*`|KVfur%1*Yy#ul=w|ZN&$ZE^Kf-b!aj-^ff5f!8QNJ8i z1!B!SF-v4L$Fj?C7Uq9?uth>`d^BV<>C`WD;J9eHI8%b_>QwDVKU>9byi-c7Xdqdk z)C4Tn>*VWZW{fk9^S&?c(K5(Q&?zvbeTFBnbQ~$qxUI!kEG>Hm!<+&dT zRyby3H9l-m2b?}EP*cLd)J-FG$v-@^S^G92>+#`t=XPd=# z!mrozDhp=kK32GjCPXjSQA>i-Z_j`PB@!Re+iJq-=UaPK>UQZ;-{a3XNrSn~ zeCPpccxYZ45C9P@APoKK&r0pL+L6qDFjSh`hUY@y1f9?yY@0y9FkB;qj(}1JAx+KQ zg+QKn^dmMXV73T!E=j|D<11~48dEcy2v-hr$gyI1&~a=VROck%pQAJSgAsZj+j$V2 zdjS`IOT&!ZkB31T>^lRGpDB`-BUmYpv-WurXkR=?jR7~xSyO6QzhF#+2Zk(ftA-H= z9$M15SBe@fq}NypY_VeK3tM{pRQzrfqsDPnZOJ?r4-HUN<)ev!L5pz z&fMopVcZ7?C@~xNQG?kgDM4&Wz*B(Pj{gRey?v2Bt~THyhWCwlFo<|?$Uwfv#WKx} zNCp%ga$?dmq+z5Xn)FyO*tn6S($jils9Y0*N(|!3?RTv;QHvdJXv(w^sQg)GS-C$W z(^JBUQjnzmC;}nuWrT#AlffX~G3G6CNPpg`j(*J+BN99{G1-!)#XV68RMzTA{J{!^ zOe`&pxP<{a5_K;R$x|JaG#)U-q-hcrfbaQ9tWb@_g-QNMQ7R*7Ne)Rel-VW{40%HO z|AFS;gY3{g_0SkpU*dL_IZ2L?7pYyjFfBltXQV73$22Ch?4+%3H+b^5=x0Oo$6%z8&3Db10n@B`f`2%>N%q;x*4=C}&C2 z=!`98wf-h6S?UMZ_gw~B4DCT#h9qDxMg`&vyQ?!U`fnFp%-=5PGM1y=J({WACioLA zEHSgh-@|5sO`R~?YzQ{5q*8takS+Lswg@Bv+OaBNU-mrj5+H}~k0@Z{PL&Y|8z!-u zH>Q^Jt@o8dO0*;aHL)t-Af+S(Y95z3C6dK_{!h~3d+J~mJhL%RoZ5QH_Dputa&DkgECG>Yq z{+u9GFk!wJL@?q0GGc8XXEwi=u-nof-K{Fy=br{y8^%M&@~#Br>sNFRXa@201)=2d6$|oIs5W8qyuZld*IJI}Jn8T2WuHe2xnpya8OPdk0EQV8 z0jWvyIM|V!xe$KODp1>!X+enEVkwXiRGOK`?@KzDO!FH|mlYbbN4Cfh!ad%M6VvY} z(TWn-irg{O@4|a-bknKW`QNZt3DW=R!DISSBnp9d7^73;k|)8n+#Cge+ZxTsb`E8D zfZo76Y&SkWM1d6~*2^!-l7J(D`CS$ z{5@$*??+RQCts|4Ql*_UElFd<4wphJ;WmO^0G%ZJHJ?w3QPJ8tG-5v-Im2|!5^Z|D zp?JD%ZH^>1m!ppJAGt}?g;3(eZ$HXR191790SU+m{u<%kBByd;u_+Zmv)nN^3bas- zoBuT|o>hVljm#wKCyB%;P9+$KNdW{o?dH%ejG(8*=)0_b?-)z+u6ww(?}~6|n*rbT zT4#&yQb~5cD>3Vn_CvJXR7mD$svIA&3-_1(nfH89 zJRh^Av`a;hqT(%tm?;%6^=p7(0V!GaB%29nK~~N2nrAb(cIM8~7Rz&-;0;J27jT5d zLX8d;x=03cA#=Ymz#i*AEt0bN_li$WX}s6ZWL6lPt>M(tP5M(;<5 zs^{z}CE`E)leeQs=iOUvAgcS8>+S3&4hNv`ExG4XUzz&8PnR12viqMbIO0O|{}bU{ zDPnEdq1qFMIPn5>Ogv!&bSi=F))`Q1uk?&r&^a1}_CF9|%nKKxGop%*{I_baG&;mk zJ$=L9Q2o@d$~n!aY%Xt@l{Qg0?g0d7XSA~*7&Vas`)i`)$2rS4QbQzV$n{u<=Pc!w zJVNq+A*N zGKwSR`k!d5t}+G^zk;eWF)O`a_s7Pl+^%66KCQ)bs?4C!DqX2@l#B^EIza78ksJl` z?q+UKsFu#d^1lb$EopRsPg}(MRTA_M0L8QRN>BlrsHPf(*GSPr1qMNw$lVJCp#@fBZDweoaQtR9$E-M?F6iJMb~;e%0GM$^!!W3jI>HuCFLTgK71FVq(~HGSi# zHx)dz{fX@?cT(s~X^kT_N*!neHo`{szbM^m{JTYZl!D!MkeJ@;(b4tg1O@p9Nt)1v z1VnF09oU#i-4CI=m;Pmd7o>`Y{6DJZ@9U{R`sF_yRbD8+sP$gV(JWH;o@lOVmCJnaPGKR;9MZ*l)0lms2J-y*!pK zJeMFK}=94#Qc(H$snj@(_P z>1(%@kyGuhcG@yaMM#!4XctP4>vQ#IB@LDb3yy+frke7d8K1mE=LAnWrm%*fu7I6o zZvWvT2g@!!~K^(U+#PkLCYa3B;W1Pkl`ek^y*355@Eaq;{= zOuN}SI(FKUjy{`uEU~U&j<4k}kQ(&*w0EOYabTILbe+{CLa; z4SLyr=$@IXZJzKJm!1CHY|Vh*SPA5TvU~3}oq{w&jX{8UBTjYSn)R325)KQ+WZ@|g z-4=9@LtWq=A_F4$Y11WH2r426^7l|u7;dRo0}CO_(@kjlwOBg-r0tGnIao8Lx!X5g zeeIp;eO6*N#O3Mw23lm)FgQeE{8BxbN}yfal0xN`$Q(P~%lCmAd(-RH$~g$>HI@UD zvy01-A3n3ovs5eqPLrauVV7^Q4 zqE_s=kcBcse<+5XDMh#p)FIKu_a`C{#O5?Y*Zi3ZwPq6yJ9B>kBgFNkWX9x4;UP_l zH%fOh{agZKMOol)pQd)ujax~ONp>|-(rOv?eyZ$opbyn01;rx|qkq^*#mtUF=_{hl z1kuYzt!5z6hmX`O#3AvtR?y+xKrbYuk`^p;BO!)J$rlthLK77XV`TaNqH$1h6k_Hg zqYGzF#jRod`qZ0It#4hmw%=GnhiW_p3tZj!7z^QALGG6uQ0BLT7Rw(1I29kGh$q8 zW5_>n8rd9Yw5T5Wzs5c(p7zj0iEd(CQ|Qke(Yal5X3|h5(~)Q-H(GoAhV9b`Qo%H~ zhWS!Kfyg?o>x)hey|Fg$rgaiOi&7W*v)!;sK~xP})~W z7=OJ9wHufZp0uz9gh%7ul+(ntT5$*sh6fEzQ(Ey@5UQ|SqR1}MS(77anBqIcTX%ph z2a0_L5$nWIX-3(SY7nh+{Gqje&>r^<Y3`FBMD28qt5%2)C8_by+ks-vTTbCD3QS71%jv<6fTqwb_Uyr8| z3%GQT=o+~Ps*%PXN*Mg4^nRa7%P=0$aD zleeDa+0i5Ly4$_x({bsN)scfA*KL~sCw)W#kA6ado3JE{Kz>aArM>laRY=JboE*uI z0(ia6{j6!p-r0H(6zBk+d4LxBa>r055khFlp2!usTALKp8%LnB>W`*K{tyO1(FzMri};ms~s)J)Kw()Q92RBGVssgW z-M0Qd_B#F#)DU}8qjUrjML@3o6Ls*z2c_&qQU8M5{#Gw2ch^-VJ`Bh>s%r38v_W&# z+?tfC-4|IEXo+uH-{tyckvnbV`9dK;2!RFjfyR9D4CymBd-w(B>hhlC@gn;`}Oy_DY9f;=-)apC%j@y;*kr*TQrAG7w&YygXY(I=-1;w z#0}=;K>|L$?+?YC>V-Zaw|vh^q)I!bE1{(Q5)}QrK8 zDirsq?-!bhp%!a}9tNEtTpMPcG6+#-LKq>qqChaHJUcTmlDl=JH&oMR*MUlP8P^*i zhQr$cJBRwhWjY)_U;{AywnQZ4{~OYe&iW955LtcB^{e5eI=oeRv!T(IlRcV=@M2~- z4qO+{Su?em%!X2V{Ym9N*EK6m(rD+5KI}+%168LTOYra2meQZT`4{7C3a5ucCP)oS z63GQVUD$GS(>U&g_md5+ZSoT-$Ophq^#6Cc5ZX~FpU!uNMENpF85rJGJEH&R(ux)A zi3kks1;y`e{aMcsq!nD(h+%?a1CHS%s@fyAIfcnQ-OL6p2l6Nejnw&L7wU`1p&$wx z>D>pU!7#R}@>``ep*G!OZ?hv|z%tD1aC61;3o{vPs1MVPUpLbI*-K!}|1CbSyO zd3gU4z{GRl%rxeP#A;7G>gaDU!W|qbgWQ%c!Hfu$ z?GI80{$Y8F=i8b;#7fshz(1vt^~0r?tbrZHtiLL6vm*XUn+-}N%F>9?=t&()BzFhF z5XjEmcV*R@M&7vh|tPwX>Z-#_1t&!O`5X!84s( zhJ7|tjua)!?XL51<+(*%`3dR92XYeTp)smh>DU|yil*kPTnq_g7WKDICGWK4@UXFb zrYC&8XTg_QP?pAH(`|DtfW&O4LUnT90|gWJ;h4~<%V=DAjI~GlPReWol;C*+==l1L zJbq6i?;H;M_Ku#&3=qqS(W$0RkBRWsGp)sY_Xw#{(E0RN%LW85pkRJCE#xkIMWd%&c z5U|GmQDLfR6m14Xa+Y`Dk(MA)VTxkUPrQOA?uLGI=p$6FzUj{IB6r%2RY80u1FWH)w(hr7R9; z0u80CJQ?{|R5j``r$8EXZUrr;vQm#0f)WCenr9my0`T$?I9y5LT|{9noifkH6u86pg>yz<0=w1#ZTDwW)aVDu5yaa4`+HP3z; za4tn7C!}Jz+HJhRO1sv!t^0kq3E2&ZNsB)nEi0v3E;nu4Z>A8q*ndojL6RU#tS_X0 zg+UYFyV^1nr?lHA_FLa2A%Uf`a>C>|SJcd(Fc4+gzSsAd5<45&GHQoYMQ@SACV-lS zPGI8#rr=tIxC&C1c{5ne5LM;kjJJNf!el}>+A%9ME(+sVl!vj&tE6X8=16d#(siP)-_=+Be`4KPE8=a~*(RxP`(lkN72OLNas6i}*KtqJUJ<*KSdwYi@WJ zZ|xLVy|h|x7)0~tW?5HXS}xdU{%P?xSIC?Ku)h4_n70F)=MafUij}8=MNX`TG$R&a zY00A#liHMH6WKQ}_~{!#OVjd*wZ!27(XW;K!$Uq;|87c6!po6MCuTabofNX$8zv2f zz$Y)_$i$Jhj|#h>ja2Hg>KfPy0~OEVmQ4p{^=rWsKcuPt%#?T*f)hG`Bid5+FW)3U zLkjBPAaosVLMlCepxkpj=Leu5ly3jW^$8vmactx7!_$vnDkw=HU-Fg^oT0Cq zjmt5ba#=Ii)~w`rU)NbsKFX`l7#2NXllLFC!3m_W%z%Q|hsc8Hb@YWgJ=(9Uc>@F1-LnuKm+s`kb|-w=HqBR0St;kEgWR34o3P?Y0Xxl>yL%Z18_>i>%_6 z1*~z%k`*%`aF=QEl+6nC`emJKFUdVIYqQ{0>ej7|NT}Ym*RRpgVpW#FZOyxzYG zG-8_m0vr=sFd0-<&!LK=P6GKGoxG75?Q3a^uh8Sf-YzeyIypX%wMI8Y!CJW$F**Fx zIv2^9d8Yy$TAM7hnfRBrq)M>q8G9;Gs0kYvI#90wKjk%M@}#k7 z@}M@_#O0|Yw(9U5GnZ;9dPj`Hv9k6fdu(hoW|>9wl-rW>L5@d1GnUV7gF|M?kO47N zQ%1MPp{bTSn|6Mqm9=wJ&nsBmmeSJHEah1#b3`&>wI*%V>c5z2psZChlc*Ar0h3P+ zkX|5SBe%f`E?#44W~jn3tWGFFwz<=Nd6p2b z#`S#Hv|P)uo28Logxb{ z147TMBRCC%VS!;gWAGv&Ob4Y_lEAwBG^zyHyU!A*4ihc5NabXg4SpH=3uPP7wYx=| zv-KbdF6cEV`tR$CPo8UiD-qVZ9x3xt%y^MMHGCMlxp= zX58yAqM3dMjXmZyhb_h>w=N$kCcP zO2n|U?b2_4k3kLjU$bmRbTk0E73+>19+fCLxu0+tt1NkQ+dIx2Tu^55s}h`n_vCjj z3bp<*|7K}wC1V$FYktf%K?GY&6)Jm7RT9HqHR0z=Vp~+J#_Q8yf=-B`B3`-ra+RYR zt&Lj-gh%5FTW@Ai3GlXD+U+p-%{FKmPnsQ#r$(jgbcTcvV+I7E8?(@A*SkIgf&i`5 zs@FrAtD;#S@O1n!J-wwGo7IBx>wTp2XBF<+XIpas5*t?U7Efz-Ee9G2GF@nWZwWfv zzD23)TUDkpNn>)9z!LMngFr$QPZrkp?8(+v~~Y4`tg1^_f-Ox6#U8+@aL*1D_mUZd#V%XPa_@beq#UZ(f6 zL&13az2$>o>T)#gbtjkOjKqHBMP|U5)<7n1v?TZnAiip}JW;LLY})HWYa!CLR)bYR zrf#ffr9Sn7$OjJFWWdG9s02t5ms7Zfr`=A+Y+TtNxNWoydKtCb>6-A@Z30^8g<&LJ zW#gBAqAlwu+75q~6_sHRUUlvDPR_@soq~MEy1k^xYH*`)*7AnjbYd z>8ii2WutWS^_#2k-Ip5Nyj<<(ENzBp?Wz^Fb+Wrs8lAbho=|t#d9rX<%mrQJ(h`_; zJTkV09bTRYyjn{Um%4WrRF}f|eXG1wp3rlAEVj*J16w+My{DUGmH$SjjaEP!lh$2U z^yRX5TF+Vlu4;IMuH2TunicG=b2e^aoafJ2BhHfQ-;Doxp)(@8^GTumt}CZ`xo)dZ zESYJ-UuP-U*`H=_sSmWdV2(k19V?;U#G}ThA2e;&Sl{`(ErBpzS0vytl%LOYgidr? zYwH%KuETIBd#4As4%A)6iP_Z$BL;|E<@rAdRWNvi7;S~T*MpVJTdZY#G|PQ-R-)EK!fHakPU z!#FoI6(w=CKn8anE>?O#*Lo>&Kn}!qZ1V(4RQrgjE;(t^+fb@s;WiWB{H&>SLKe^3 z%wZAW*?tm%dqdrH^xDh+Q*phTxOrtu`^tUkHn+bLjc-1Bu;{LmbJFm_tM=1$e%V5hQMJH*zMhpoY5RWk0d zIIPe4pzO4~oVky#)$Efu;oq11rID84zgxDbR?mHY3M9I@2bH54rv7cI?=^YNr&u^FQLn2<-L?J1aLU}d-InncYO6e%gbZb( zl+G^$Lvt?%9bg+q#c|E=6=5s#sR~AP0{K7FdN0FLr53P$zcoML3nzso3MWM|B(?qN zVp#qe_)!_fi;s?T&n%3&oS@C1>RJLUh70LLk0rDNY{j6M+`vwSg7JZQkc=h$6>8)y z@J3*tMx3$@}^>d@GV_Pg&;{b!H~q-pozmBe-A%QJLPJO?6u;G zUi4-BA9LracOmIR@aHpp2DFjz&eQ0bQ~+`ET$9x*;wH|pk6bWJxm6zEovGvpQ;6`P zZGS(OgQAAm|0#w5^+L)W=x_*e+b;z_8z-eyYpIA%(C?C*su z;NkT}yg3h_G_>=5RJH(;Qf)6qacDm0;8{HIK8XSunc+x!RU0FrEq3 zC5i7EZWS;AOcYMD-zs}yi4m_B&P7!$WSMg#2|b9WMTlK&1lR3M^*!{{wYUfs3&)q z7HUpkBKv=gzs@b`vBcjql$r?PfU&9!|=~DWh6-rnjY#`sL6Akt9mCq00N@MP@NS$iRG!P0w2l6q1w} z;w*?ZH2^9C27li_ulMfG-+p!=`jDMIv*Ivvoe~8xNQ-N!?eq1(Nu|4@A#s!B9^=bQ zoT8zCk4M`-55NmlHt!k1wL#7G_sPNo?BN&H&Bw2H131s+g@bp<&FE_Zz0V87T7$3m zYt@jKudlbgi>0vA9Rh)u*GF2901v%3gE0c(EC9vbz`;uC%gxXdU%3DuU$^%^DEV}D zLV~Z0^SwR(i-L4l#U5c>O=jL{m{!m(1#cg(uh;vR$k*0RMn*PP~c! zdI3D$DUB5<-PG9l1`M`yI@OxCcD64QbGfU6+LnTvBwucBA9gBSJwDFf&OW8=Gy6Cc zn!fyAdfaDj>XjEFR2A~yPtv^iV)ebdzP-MooaZCfRlAE&8}%`YQJWo0j;(2el=#Tf zrVvO>S0_%w+`FJ@=-i4Wj{HQHXUNj@djOLIC%+sUbJ2SIJd+n-e^V+b0oQcjr$Sy< zo^;MY*$B)%+zos#rKP>MFyBWc$I&I5+&x{V|9V%b;hlSUh5ZshUKlVIU&|LRxV_uE zoA^;mIx2R)dtr3HSz{mmpuI^=h&_UFK5Ft6f4{%ITL=p?Bs4v9Cb>NGtmHfrTLw^0 zPh+~J#`tyszCIioF%*N16DnsEHwYqkzoU$e1l)hhh?kPvLhFq&H(#>?XrhzLgsrh$#){ zk7dUu_mDHyf9oB56l%&qw>G%o5@E zr{LFvQBeDEZ6k#HRP$wm!!h7}V5Y_w(K>sNo-kt-gup1rd=a5EcaPf81;FW&r3{-k zx%+<0{_=ZsMgJkYc4~IhNcPP#{}V($+vrs&(IduVs`}O`#^*k;leJ7Fd_@nv1^dd| z7J@8&Ms@`ID$T>3QRNInx>TGm*Wfm@VQ(D|-)?6?Up~HlnDO15PeUNR%yU`p&&5B| zMtsaGSdz4OJm}V|_h-re0|5Ju{(AKDOfLq}*QvO7=$stZA1MxC#mu?wL;|@%M|?$N zhdA(O`8E>gSLlQ0$Pg(QLxBx+V)$i#di$FqjqY-<5j3^M1ol{wNR4S6z9H7+;8F!+~i|`KYL1 z?5zJMpG}hHAWB07U}0naZ|0X2ZQ0bT3ivAvGy-5@5frAFCWCto^IHwCbii}V#d=mC zOMA8sp6uy&ag`0;TiyOAm75kicL6^6Ai@~X;;bkTb@8Dn5DPRn8|}52KogkLcs@I7 zk>r>}{4T^P+DoAtzn&LA9d82k%^+}$4wN+@>_jG>(B7HL%ELAAA96b?nj}^{x`;S` z!iBI^)Nk&J0C}M@9bBhFOH8Rahij%gkOeA0 z6@_^`L*UN3G-9&;zJHhp3l3-tM$dJiq@FvmY?gcFta6A4m-==welZFR;htDozs-En zJw!J<<~C5uavt{;+=Rxqe^ItlvD)9c#cE=R!({O88Ncy%(z4NuH!JcgA%q7@z1rt=aUF0S_m3+_dfXh<|r0Zdj)$|2aGxRaTP!IZVymNwS(yOXEMQ~9B+OvYa6Z-PoxP{P+t@iV!-7qXxBJXp%4Oe0h&Q0EuOxv zp8X(vmNmB>IKia+FDoi~)^+LHdQ&2Mr^p8gDt8R{fT0BMK8LosnT9^Ww+dV&PD~B# z!J4CS7MB9k`&~sIw4GoHYJpbmHl`Woc#tzxv5*}3 zM;vzB^*#yrv5h4zrGXR+$*65ETUn%-7th}TiG>s%hIF~Hv7#3zXXX+R5XdlzD3JvF zPzbyhvQGnB&jNZ$7deXP^Gn$*TJ!Wm{LBTX0Li-UFQ!no3O6evXKzqCB%dFz3#?4% zPratu`(zi4Zab@>(agZXBmo*hu#VpK9T1urkuQH^>D}O_3YvN?)g?F%0hMcMMcc+7 zUAhV>D{?fo)&5?1s_Zd9@DA4Bz2c=9FlolA4A{d0Q^Wft52RX z(}Vwtqlu2Xm_=6l$)yNfQU5-MtywSV<2auRvj~1Z=CH(x5`~tI5~<@rZD;(@Os8$< zv{Bw;Umk?KPZVqRQ49FKQe4dEF)}sD z10ffC!;~m@CCSgZ#KhyD?IG=D8gn4%U;I?)rx%_y#0nU{hX-XRUW>`Mgt&3GX8ejJ zrUTs}ug)O)o;t#F*lxEy6k=19qf6vF9t}UgIkrrkBoszI#cf@aP#W`P;VIxw89BwP z+-`Ri%h0Q&CXfb*-%DUN%0rpR(DW#R{-r*mgtCzfOijI%sB6gEg-+UuLR)P9hl}`U zlMu!7Z{yelXbUxq(lRQ{9iw;9c9u;>SJ$Zjb5=YqViNa?OwqF#6U~g+foNO`78VeM zu%?NnbTb0AATzZ_=xE)4TrE&Y{4r+M<*Ot&?A6-$v6a+=P5;$8*QBci!BUY-d zqs&APqeOGjbNrt|#9uOzzz2mCRWLKQN|yqnA$n2)#xzSCSia=u@>eb54oS&a`l@gQ z)U0u%qQqeYogh3fAZNvbDYl00v4SVzLRV2 zu6E><6&gzb!Y)6~VLmX!ogwh!sB({ft2q8nhl-EVneL)d!sT<`T4(q_J|HezdUd0d z=<6!&>M`2Lj~8fHkOY;=;`>_|ST+yN)3by++mR9L;}!yNVlJjePS}tIw_`V29Eq*M z(Nj#SF6pZEls(8gxxZlP>vz^B&t4>$>X5F-%g12>;8jfJe^r3CXIawZU6UJ5#>}+* zR0+(9egEXKk_VIE>UdT~Tv?!y(hVJ`WwQ76vxs?Uu93OaLyGQI`q@*Izg1$zroND6 z#QZ(3#C2V@*=@jPz;rfQz&p-bijJzbwVfg?c8GtV=2<>g2ryW}N^A8J9Zvd|6P zNdj>NFhFgq`q5-AzX(hC7|_<0B`opZVs5Clh+k@@<|EUw8{@3@7GIxR)_JRt-oI;ht5A!&Hqw029I%zH8%CbM_X$a zCk(YqjTw(=ulL$a{4$!A)a~ZDg6r7AwAq*ktj3W19g7XUNFCnX?EfJz)=>`@W+c1F3#YqB&kS8!%?S za3cFuIVWnuo&~R8cpf?k6Ex7vw759$#)cv5aU*)7Jx68v{JfswjEmHNLJq;d4B_$y zu#K4yQ$WCZh()mrk4ZeST6T`sPyJTPIHU@i68_ba7Oh@GM{sj5`2w>R;yGypM{!r= z-p7!-lTPQdE~%gL{ppQ9FbonJ+dnczbugeidX4SOJnc96OvtAr2;1G1d~;hF1qms~ z{!|SK03a@W;6^?Ve_fsG#kGqc0}X!x*teA7C_k9S%-D@QJA#_5`MKa>GU@!aJ`|Thvq#vv+qWPOjrLW>)F!aQ0JeYHT)a|qOw zh{8m(Y3R144HYsPdQkJfy3A=*-RPgW)*yA*Bt)Z+^HYzuUQ08kMW6I^U^PfA`7%En8!o7u>5dx!ggUNK3Wj%mG@A**;cR0jsA^;%IH2i z%Z1C+BXOf4?)y;Hd<~?xaIxoo-dxs_3%d$<^hAnw&@=}H5Pnn8VHAr3;0DyQTql=G z4Nw{o;Mo%6!uIfJiNy7uedCs;{pw255Rv_=nqA5@s|8I+<~ass74aPRDi+2S{Yh(*r2)y(6Z}~wh>+l=c|)}!)D+?H zrUc~0=}o;Q=bw;`@g|m)(Y9SS#V5uVW<`1NN*#~!&SfF0j!vaMlW#D^^&`9eNvj8u zCZ=IYLE*xs-X}ZRP{UXInUl3|i<*L2Z($EAxEX0$Jh^E|6oQ@gl zqlo+FTmZz1d9!pFw-f4=fIynTI5{<%bU`cuajPr@_TGpIIT<)*9-(IMfXcko6ht!< z1bj1`vW%Auf?TP65@hWH`kovH^NGislV6;^6+W;w^Gc-r%89prx+N?m3JyN)+U4nTK zWZ-g!G-?x+)nTB3g8=b}m$nft)Ic`$LH+_Zk~`;CmfhXPfoLZjK6WvZro(Mln71GF z$Hr+v20@)w!rHb$lN@k%t7FCmK}{pS&(tD*Rx4b1x)&}d!SJNoHT*~mW|&v8WC+<(U{g9f@xufR^fY8 zZ0YyM!Oi!_N{_aRLNH~;9`y0|=T0u*3vl89I1EMl>`u58TmIMt+J@(2%a%gy6Axak z#g%G(m!PqDRO3-b@!P7Cx^b2YfyJ!t9qJ)7v-P(hxXO3is^4iJEbijz9qXC;D zGy^tlZLrj^gp|Kp)LjGW?t;+?Z>y~Za-|5$pUkEJMf5%iXv;XNb0+byC%EI~11xhA z05`QMBYWRaH2*O{f^z?7#Iyz_BebdY8$lRoeC-}Tuw8-J(yzriN|}Sh;?5WI*Bz9~ z?@@}!kZw;hpA*!LbXqs(W4Z;#wCmooj3L2VL_)+z#hzn}X+}0$TD6so9GZ90IU;9k8G&WJkxw8ZG~Wr$Jk<(ulP#sCY*5~rscNbn6M#yhMH)es z|3;E&wo0TF!Q|3^tZUijW;Le;jo!22{E4er~sylne1XZhgmX|Xm9!S4OF)b^ohM?GL$W_WaBh5e?|rF z?JIk9l(dvs0{-lfm`pe0_>52jy)Cf<%K|x@0?<&-5oM&*BcZf z$;2gCZIyW(Z+9gTC!agvps?cw^foRjXLv}gr*l&`OUBD=AwGG&$`>1AQVvB~=-|TP z|Irao7i`H<7!va}nn6K5w}@bsfeECqw05v$##Xw~kWdOy2 zr`h{By2_<8QF6q19FS|=k~|f%YnoiBRJXmzt_E#&U=&2rr)m38Y})0-TUD z;l=TmaKKzne??rl#C*mG>xdICY@Yn+mgZQ_K7$o*uVVoIWbx-3Cj#T)k%T#VhF1Ph z)7&hF1V5&VLvbSJU*l9kSV4Bqmsq4!k` zfju?1olYbjFE{^;$|_S~)#2eO^;`2(LOp40!#l+tRiU6Ea$)q+rjD+!^t{KF>}}-c zK=<+vrf8&qKj620o>5-@c9>n*LQ|Ook6O$syzQE6sEc1R7Eam_-*fnV1Jz69v+3+0 zCt>09!qCPlWTLtLH9G6$O#u6V^&R;szwZT;Ej zzqXf!LNh;}_h_E(1QHJaS(Wsj^kQJ)#+h8m0M@vfAk(PY@|gge{BVf_K+mCVX2-Ja z%LuHYPthQfohY&)8ogRc#yj468&KQeGh112n?+>`o3!k;FuF5~> z%#WzG2^yDk3cj=$@6Zy(er^($3#&B=P|OipiOPDjA+j4SA~?BIq0$7i#1qxTQNK2c z*w6yvz!$yU&Lc+HN2}sEi=Vz0^{CAh!J#J|}&KF$cs zzaHb%JWZsUJpxrC>k9i$>Z0RaD3kVK5xk-MGz%+YZ)HmuN=jCh%wI(UjXDIxVFK$B z=uJckO~KV}xt*n~i>oq{U~pk5g+i*(B{l%UAr^;0bm{?!99?iWT+oo}**aZ_zOyP5 zbr85q@ow&W!o(-Vd#xIdA_{BA>1t9<_C@{njQGkd+X&22{x5$I_=0p!oYfz*j{1KQlJ24 z#QCwC1F}AS?4yA*O0e1cAdBadrXjZA z=qQmmq2^L`8QI-XfI{=aRD~&nJ=ri~DI!SzWRyDGK$nX}JSFQ_WW&DIJhjH()_sEQ zEJ;%J4JTcBbWKpK)N-h045Yzx3A2Ezf&oDc<6;0f%&K!d)3Sqc{zz#)5v+hXX}NME z^{41t*-`>6M7Adj9q>v5Jb`nFR_U=!1vZ+R(jD$sdCDXeYqc=_hxKCxX3I<7eA;vV ze(P7h%30X>PB;R-Yq4;}!a~^q1RvD!g`9~5)2q;0tRD0~6i+N4DOGIZUJC&2DC?^d z9Qi7+FqAP9KDx1rHnLomPuXlKA&rb8WD0x1?pVu7(9J=}i+r}86$ zw_6dTKvuUYBX(FONl1Owq|V<$Ty}79gy14bl1uq`f9F+ygY(E!MeWd7NJ#d09?eoc zwmY!}!>u|T9ylz*-3Phs0~O3<8-UBUbMCW}M)K|ZALnh+eb`L`_o4vCJ+)kX>f;NX z3!3I6@6Wt4`0QNM_05fQR%#|`oL@^Wc9D3h-lAvjhM zAr@Uk>OV|?4jl~g{-7v4MuA@aTadbdW_l5fg@OATBkmrSIqWtCZM(BRN`@CQvo>54 zs_t6frS3L|Rjuvf4FGQL)OHa8=@!{?&6`t=A;a`lk0SfsnpMZ z>;lE!%{;Phe=frQ9VXwKdjSbUY~-sq8l;caA3=;wJ=&V7IpWXmpSn`)4ERe0EK-8| zbuDp88OYDPro!Eg4IEvB;$UAU9qCz7t*29eRNdAksgipZsoP;c1;@xRCd6n!>(Lrm zO_Z`UUM%8WjcE&j-D)Hze-b=RL=?3tPdf|I^M{tbH1MBFl4m@Rtur5cLaexOxdmB0 zbC5tw5ECS&gMg>t!B|sE6J2}vm#nSVs^`aN7x!%rM9D@Sd0;*|sssvX^A1@ywd?=A zjl4*b@_by{UbCB;Y3~=vT#~7K#ns48Y4Oluv6-eo14#rJIifo9h!XR>cL*?=k#p51 z)zC|au9YS87L}B35L0otM3MLGkG$H5K1$RvB;l3|O1xx8Q|`^|4h0#09tvo_oS&`U zG5;V&+ayt`65n>KGo&fKF(}ABN!$&4qo-dQngDIdZ!^!MWF&Xi5i+|$p-px6eR|OC zc^B|?>eB_(PmvI&tu{nY`x1(vR?RjCWjdi+)y5WRTXZAn(zzX=p|+pr$Mu(;nZ1er zsw#XyqO`5Ov>ZBX^!XQRsYpyabKVaadoC;57|E_h(X>j4oeUpf|A*xFe{;IKJW@jRx-c{Sv zeklO>$%)_PT(m6ex$p2cQ8=7*2zU{Psl#a|el-Xk(B#@moWJ3mZS#VMw|Uh&g|nNx zb`uQpx;-FU+bHQP4n7^9_@VZ~8Av$qO)Op-AB7GL8Mi>@PPB&H^2X!QjQpzkDU6>r z_NKG*b6jvbi#>ubJn@y7 zMCf{TeiU-qYr1cQ0r425>dPrcS-k}@aAijj;s~7o8*gb@*AyIKu~Z0%R=2Hj`T6WP zAG{q{CX!DYL6P_ylHXc6ObiG9Y?f<3c*b5|y%zmF0Ka&{B7;yH5?k3Xr+!E3IOVqj zD&g||N73^-43fprK3`n@%ZChMn8W=Qwdtvuj_gJk>H3fU4oLz66a!;I**}(8q%n9^ zQ^0{z^vjWiDx$8RwoqxAK1O~J%mAHA`YrXEJ0r}s`$Mt#ixX)JAIb;Nl{7`-X`z2WbX zqQ?IPIsYSN@P9!L8|Qz6oD^;8L^?{8trzNjFt%5qX?8F2<|+rGi|pm{;I(?IeP zc?|ID*cs4#_7hq|gF(jTiQ;$ljpC(qb;rZ@)XH74zekmeZIfQ@WD~{JXXNL>39{BF z$Uu#OcuMLQ#ljt2D%8%{b$p;(j$lScY=CWjN9MXJ>CTV7iZs+pozC-^kcUXpyk7yN zj+-^lMng*kbeDWuPT<^CYqcJAmoS^)yM9l$V6m07!M9Oyx-d!)Sf*zcIX0*2O^D$)XFX+F!zBl3i%vHLeBZK6}tv9 zF4uhkGRQ3W??^0o@P!C}DvjPH5P;WjSY=j|-kx3iw7&B+Enxlt!${#Pjk7q2`X(gI zR1yfyTjNbwxG*OF!nDA$c@Ggv;Pze`7+0V#opuLMM)*<*mH9lBHkQM16=`tqy+g!* zNl>KdvlmCHn2#MhtpV=@UDbj4dVx6o;^~5sLi2bpcBWmM4aiufy&)Mgw}7x~(qdH1 z{_veHrYuL8XDqX#O)H?kPS}6PRUKpFDH!M?Q-a__3TdZ6^Kgneh=>iB2r4>aU=a;O@6cyz%#V~4nEyRPNPZn+OP`u(GMGplexJGk>2u?|# z8@N`0ZCgzy49i*Usbwdyx20=zh^IYct?`7EY>>FHRAMbq;9*fjQ39Y3lC8>jJWof2 z9dR`sMe@+APWAfufoqsQ+to6duRjc_F;2^8VW6ZL}R(wCh}RAxZ|cT!+E z2Lj}ba!Pq1ZPThc>i}yntbu^5inFw4ZX)|SsabQSw z2SKB$fiuE>w8Yx)kN4J{@2Goa6qisjkdg22iy6W1ms&v(BLE?gJvVXO2hi`$4`3s9 zN~{Y=pfSt#LJY;(dql8AcLPf;X)4nmq6)fJwI{Ig9wHfS=_WM;Ao78N+=68(Gjmb| z+g`F7kCO?=@4lFtP>ZeXF%u+NJE+KT9UyaWEd#1Qi@^*Bn7wlZ&Dn=_ z;+oq&Zjs9m754IX`ywQ*HyFPP-?L{pGacTloM$;%Z{25{$>x6G@*N9w##r1YQ9?uQ7kzm9vUUf4dvG?mLm9DF{=&5=EKo`Bn1c<@J1E3#qEo2}4)6t4S< z1Ob;n2UmL+_jCrVSRx#Ae~-%^_sx94S)QX(aIJ~ulBsG0myHR0{

O^ZL$PKpF2q4s^;;y)Qal2H(`o!Q*bO}X?W4J(h z*ELUcK0~?9&@YGeZVf(%vaNf04f7OanG5_sm*zM7uV3nk`uqcU9PPugu)WR3iR|vi zIhk_%9T)&B>QINXa_EGH@-Iuo$sXu_0bd+U9euE~#%}V97l{$yB(;BH`6sR=&|0>U z#{ktN64&aVVX8Y2K=2RJjzsH+w@$)<2flgjLNm zD(bX2Ee`nEPo8WW^=Ho%<+b$T6Q?amL1rgkEam;nDjFvNC4aJq)dUuOWfJMzeQgK@ z%yazCS0^{dd^ugqmZ>FvKd3x#JoWS}+O}Jc5b10!_z-Bz{3u%6u{QdYb=BHEb^=6B z`V84rZhQ`9e9sjg_VSA#<=HGuSIWVuDI1TP%}tUOgWv_Q8RlS6nAIDbiH=)M23x;C zaVs4h(eSsDZ{c6O6)bIZgy(FTA>O626Ht3l7R#X)Q~WE*2=i0LzdfV$-Y(gSQ&b;1 zx|e-Mu`@LcOS1ZEIWv=))jR1Zy#ZqN&5tMLi<>)jsdqHToXRh%+5%mu)`CE*AEA)= zw^7z(s(ALt#y`ZU>@_!EJ?bHNBHE@4gLU9PMMmdgP)11<5Z2oX5-Yzv-PXtZKU!6#?iNMkS(=q!XJt7{- zJm4G370*j{Amt=3p*&Yz(SBXCHZD|ry8bNwu+V${BRaTp0|Rr?$h?K`)0k_WPH3oa z(~@lygUJII)%~b)Qy4rVk&Zxx#lcQr?^gEC#3(W0R_qaisd4{-dX!d z0D&I-{rBbhM`^mA0U$axI0(UKdUY(WT~rnuvHQ&Xt=J4$ISdv&-ym1C}H{sSl^TpUtX_ce@x^_tP#E zNnJWA*G&Mla(R~cE?cN%pfWBk9CNY)w*+e$DPExlqvD{j9w4LjHXe~Hfa7b2;A<6vGWjBOq*0R&sC5*Ojvu=uVjV4y+7jZ`gx-0kT!kI z8DN-M8nnSsD}a97!D3VcE+F?dm=8EWeLuJEE^=?AwuyXDSp~Qas8I;`Ebdx6NaNUA zzr)yCXs`ADZ5>GGBFHI^?1$Tug?jcUT!E3cs%Uo(`;Zy8YK;$mNZ8a`)(d=@7 z`Xxx~_$WBoGR#xzU5poQ>|67Y@LUJGlZJg{46btP-mC4o-FfCin{-ta-_> zQAt}GGh3;g+s(Lc1X=|$X}*`@cW4f6BTnP&l-ckf6c9Gh2-yM8Zhk7hWeky@Nk`k4 zk{dTp2M96F!z0L`WWyz4Q1GgXN;>|L8(*j$6vxt^L2v4miO!An;NFwXg&BtR79~JJ{6)Q!iVQ&kB97l3DE#$l< zMDQ<^vD>UA9n=Drg`|t7^}-L!`t4Q49-5>j3xH@rK_2Mq?}GcniB5-Gt<`4ggyH5J zTUH>D!2)Yrko9R4&g5cYI=;nIvoe*O_u^VZRvrw$)WVgFkrOS=kM%_0=7A5&qaUV& zqDkBwTa5WlqQPZ-$ZmZgYz%H&(`Q5r3nYW8Vbntb2D-{4WvUf$h5H9R1#&i>+X@?dZ zj&q%Ww*dgiCeZn_wdd=T@Y__n9eK#s3GizI@O|=wf}YX@9UG4HLB<`Bw$g%mF8!p@ zItt(3gfc;Cs6dy>Gq$8u7BF8c`KXm$^ByR-gkw z$II^U_w}uepsE$`w4y3^e}GT-nrE>L4Jo2{LA^1Y>3=fZV`bo4 z2Q)HUSwYg%*vvNXED=O#k%Qgd0VF3{f4>Vh@3J^=n3g{+5LDvtc@7M$5d35nHt@O+ z?Y^X=()?OSR8q&|=-P_cVIaJ%jK@4?(Cyp-*yAXlC}mF);G(>KvT{rULwxHhD2|2c zCN-||+6}G`)!6W5@lKEAfYB0q!8aYYUc9H2XO)dH^d@at4fh`QmQc4k0O1Bo`lzHw z+N-VQ6d#fm|J-4Xo9_)LY!D9V7aEieKq+p_lk}GH2kZq*FHKRVPfNOlzaE-bQES5#RXH# zwpuozO`zsk)ZMJ4XV2O#Z(8MMZ4ULFot{#1CH5$WWw{%=wUF0fmR0a6+~=Bi&9i`` zo3)$L3N+or~q&!nYwxq&7U6Sun)c%lI z^q1X`h-pV$L1lCjsSUB*RQkKDHe#22YiSHR#?|zfD6;n%(`WwsXNTbvb=H0%_B0Jx0L#r}ITaPm8AI{o+L2rL4Yl{fkTETDm2WO5{tUpg|yX=%bKw3yI&d zs#=c-a4F4J?H3qw0;6T!w)c)JD)sU8cv(HX+69YK(>))gTl2R(Ht|GI$j5wS0-8eL z(BFiA^TO8I81Viy)gf@&?Km=m7F0m~q**6d43HFU-PF2VKdbD%(S=EyhY?_MDd|0F zJrqD{3AF=;pKi{u7nLX|z@IsLzegD_oCA4GTHWB|t!I5N zE6#=aIf;Ac=m8uhbqxOCCJUgJMU{_@z&F2QT)aC^EXQEWeB2Lr`*6BULj?QzQ8sRK zE(G*#32@*7wiErp2{ZCsd-QXk)bqSp7M4Av|ES{~>EJF3EeSH#dwE4C%{@L(_l2B# zM!z%m_?DIb=eY9C@&r|qbcs+_>U=1gXbZ_zb+85{|IIdF0g9`(52uAz z&Q`R?W=B0ZLJ!PUWtBPKF|sx2AFm{o*jQl+b zWDaI9N$kRXK+X8{qXmxB1d81d>XXS|`RsBLM^_2U3InD34jrQVZV$lxA{9X}vwx06 z^}#UABl1SM9%?(d5t~6Yd%#caTx?p>W{dD_2RbvU@ft}MQhuM#JV5`DL17w5m&dif zRG)eTY^UP^{3*JlG5IR)0nj|6{OO=2@ce!GRF8`3#X@8!279n2s>s}0DY*gcO@aJ& zo}iGoK-@Oy{T|k-;J;pT1&aM3@xp@_0jJ0`by1|<=(nOgUF;O0a0=3XU9Ka&?jnu- zwXD4s>`ApZ{q*yW8zf6?J$APwy>`T$F>}Eq0Yn>t>3^JgG;vw`cv)kauNJxn`CkxP zeN7a`(j2VmNT&EO#b6pz?RR0xk> zXh1@OCn8ej-FH;Z7^;p0izMA8-kO62n{4OrHWeziKYYpWDSwH!Kk!s^Z2j;K5U3l~ z+rOb$^S^7-QFVl}<@b>pCM#kB=OmyMw~zX@bKlB;7_5a17?UARuX>yflDTlQ=FeTw z0kvkbcjqfm@;wjN=T2bFdv-IHYqf*@Z)^kDuy6y5Zx()dacPE}5Kps*8unvf?b+|x z3=YvPk8A{zI~bKSIc6I|{qT>aP@^bgy^pWm!6Q|fLEM4i64KZ!LPJi38P28g4>)ck z7f7}E2#p%4!uV>QU4iD!#tP2Sa?4jD2hPc>AW%D`34khEg?RryE}wy)xR*uQK~`=V|&!96Byu!+-#MNVnb*z)lGU1 z(V1lux`tB__?OQz+xn^*-dl#Gi??||gFA_F4~$0nw(I5P&u+zqJLl|jRZ2d`-RPWd zGiv=OkxAZtNEMcM@CuO>?9)HbKr8@(RR2C~9uB8%FV*iUrOZo`g^PlytiQL);;mAI zYeqg?&Uf9%<^&e&c`yxpp8%)Ae0?rXmYWMh#^jRu^AOev#A6BQsGTf$cwtWKQ-(Ax z8@kxoFJp8ILS-7z;hKgf?GO4&Z9Z4qa$LXN4XsH+)%}rzR8$36LF33f#}6&)tj8rSiWcX|6OnMwh|?({FUQ<2vclFTF@Y%xT$| zDN@-QoI?Aj%WFrmgAs?u!0Vx{BHSpa=hv}8GCwvOpH;ZaW*s4Vqxl0}f{4J&-6aP= zjd?&eH!rCwbCi*{rN!k*?Hv4M@ku2I}XkqSBFy#Ukh7xqz1MdQrAzo(uCd zwM>ADUkw}}vr%ujgg(-we*P0p2_+}-$+rBp#Y>+2f?hyvSPPR2c%{~hWU(#knym>e zxOBSkJPUlhM$eOQ2bS9AHKn{OHr~-cA0Z%KU+-fsr8eqj{DUX5NiX|3aaQxs^fGI$ z4q1swLt(WrOP+xha=}PM*1Gkm$)A`dM*o@krW3?DyXobX1!{R_bS>1eMS;bMwn&gv<*&~#59&^^(#B@w%@3Ik zdvpp~@fs1DkC{7W1fAR>UY$bUiiq$=11!#7%pd1}6GTg+k6XU6liVxN}5L}e1WI${!R_;Luv9(?$|o8)bnm;x*mPiDZS{!IdP_vwX*yE za^!u+M#S($og-;=zsXRXL~*Cu!skPi(AsaCLH^9Ag-)!xgvvk5ih0 zD;x`NUzX z0u~?{Jo;lzf>6D?E6y)NpMk&TLS5xn_O~8~ME6i4?Ff0bleC^zjL_|Z!c*vv>k5hhX?BwV5o{3$b_70D z&}muMEk>ipj{-TYBLf)3{oQQiMA&h-sT=_sM8poL=IU+v; z$|quhtu1!DTwqd?EF&F$Q*2<6$FJy3n5LD--5_;*+FYn<%#I(w)K?Iz}KP zJOYa(dw6R%TDA};26)Gm;ChEH_Ls*Kc4w?R8ZuvoSiw0Ki$RntGgMrq*h$TwD5cQ> zT*83)X)Q$pz#3QfIy7LPQv*^_a6m>Ig#k_(&oVdeh{L>#d^OzRa0Fe)AJi-v?iuRb z2b#g0V8l2X%SzVY;Px3>Wly#I@9p?I6r-OUrv-w61_}G|3hWj9dif;mCC+0CN2h|s}9ST5%quE zQG@6U^}Hts@dtxG#5PF^TlrOEz4d@?DuOEKy1w33FM&O6(#rRkKHtX{S)IPYgjs9z zh4BKZ-!0qIWw|MWojeL1|UabfUj_eyN|b{FPGD8HAVde|)6^Ja@56o|IiQj(5; zVVs#`k2PoQFUoeITW%L#GMYWyDfbC;Rx$g}-*m<(Qt-^KCXd6`V*x-oG@LMPjbBrqGj2aICgJ4qsSeG-cn@Mf0q@cRSw zpN(UZKlqhg76dQoLBL;)$Ko0-hp7`VapInRamqL%gYcQUL6GFTKAC7-u<={$(^Yj! zcotLf+NsHc7tB`*cI>eSq?vR^4$6*C+&=3a$9BFqX%;mK|xx5_@t z0%*152fBg1QxD2&V_}6E-1)&mEE-qNAYG1hQ2|4l)NKBy{S|^8f3f9llR$&ZgdF$kluv zu^vkNS4coR!9b#T_-Gc&|B#L`?nmcodd8)-8mfbFvnC46CWW{T2uv0`om$T>igHiX_wsrOlE%xxpY~O^*UNXNd zDs&_P|I$I`?+;y5-}nVSuNJ~Y$FX`K&lyi_?LAUEmbihZ8Z5WNeg(HkoS9(C4C}Q1 ztF@;QufVn7W^fTBlBeTuTcqhEQn7b)jEH;tEeIV+}ARUvvUJZ5IOv9Wjh02X5GhcUgU&&)*YuAYCtOqe2t~OtXV}+R^)!EEXnh)ZrxQ#cEZkBh*wW@@AI@g&G#MtVx$? zVAFH>;f|oaP_RoapH7b>Wt(!H2q_ip5+f!8e@pDsWLF0*B{VieP2%go{~QK)0Vtc_ z+(YGb?`Ez0x5^sk!>T`)=X9!+yIq_yNu4X|oGkNX-r}kQbON@az5EO?5CEE^5jO+6 z78vj*rYCUjp72}MA7&cF1~fPPUD$l*8tp_q6ZZW!px;LL4TPH|fX!B8ct=xQ3FZP= z9gaCSIUYib6@xa$Hq3BBBuCge(>HPOg9mMwfh)^hD?&GnbOHI`NXm5P7I&U6el%vl zF_4>%74EetOtlkzD4m44gYUtgk( zGpL)fLKZq5;sUKFZWYzfq3DupaMJ|5gP<)@@T;N+r1#696!&1XDF?R;j_v$1PA;AL z%J_!q?1>%6$?z;SB@#Aa@}S@bNw2g`vMHNU%IIZ37A)j1R}l8Nnm+KpxN?c~oyY&8 z6dc2s@k{0%IS3Ohn(LI}f>A+Y38Yo~i*@)bOe;UC;V!8BMir6f9;}9qhp`2|X^h37ylj}!kzVV@9+O~#gNJ;<1AcK6} z9oq{f?OziTgLy*AhPxerk^0Y^oE0-ZIKRykghIJIrWK9ws$7oAzt|uH(*}>|0Qn|M za;br`ln=m5Qi4Pqt@{tdB*Sdrm5Hyz;P0O~L5R**d)l-=<3&Kory4&%sNe~d&_`5i zKP-s6j34*HP&Hm^NhH_g^B12Tm$hD~tp zFk13AAi4%2Z$fY;>p03dF7=xH7nZCWBG~iX2ojxt-|`u18hrz!;ws?03EcjbH`V>O z#F0gRSY?yr1y=PB_($a z!!PuL4~`MbOC@mW&k^tpcbU$GlL#F6nNITRoVzB7Mfz*>8#*BW;t4J!(*=alr;?~_ zsl*UPaU2@R-GhV;gJeRs$&9hATqmo4WMWOgY-5zY4CLbb&Ro}Q*Mxe{Nt^*1 z1%RF99sKJ>4R?vp0rUGmbLxvNY@|t#hs--HYNTlo3kA=I=rB`hExq5TzZ!1dQUp(O zQe~v8Am8lR`CZ2ETOT~i1N40hpvM<(=;%6@F22jMi7sf)R^mk~^DJl-4yY_IyvG;X zD#tK@QP!)s<3oRrq6jR%9;OV{ILe2^-CE#y&sI91=5}4$i=&4KwKy+?D!Cbpt2_U0 zn>69?M|;@ift?rSdJWq?_=UZs#oOV6LM5@DQ3BGT{n}G9O|L5TN6u_d*w5 z5=S_#k&vEUMSG2yT8Tj!{IXHF_gjNJDKQxb&TIRW?%+E(t5=Q9k&61nPHUG8Db*>m zS?Z;`HGZ6FE+cO-Z{=J$3iuK!SCn1yu9|C?;|nbj&G*wxgFqI-H&L~P z7woTOLEcSk7`&&W-Uq-VB}&W9BHuz6+Ti|m_Y$_>&rT%5zt3VQQ5OI}p^K8hhT zSn9j`->k47x-=EHg23(MkLuDQAJtj+d8=rZF{uzT+Z9&i?tY9|iSrl^+Dq!%5~oV> zHz>My4N(v6#W9?bX`s%A&1s##?dO*%``I4CU$fNCGIeUx?$d?h!w;n8wDL4iS2Q#* zcGfhcYHG6oYH4Bq-^7s=P3;D<3WU#R8Yf6BX{m7Am&vE03j?FCE?}Oh>vl0sV^R+a z>!M1*Hbw}P zG^9FVwR9~xuE-KW6C-OUpRJ%e7)%12*nO1e9tMSf;PB#ouVP3}RbNOddQG}PwAGbJ z);bBL5as~Xu$Ia~W@EF>g7IJqZvMnwh`0$#)h`QuB2pV+t0Tk1)%^(?KcaI3t!T1>XT$*m{A~ zMTn60?SUDfBZt2q2sz*hHLdmGCKele;DLmRXp`-R!p%W)(I6*XDHEt8f8Svy%?E*9LnqdPEnEJ>N(%s#g0K^ci6)*=C zLo$!stk6V6Jf80+`S1WUa$O)(cYGR{g8?bGK|Bj*H zW~g^CPcZ8EQ9LVf>HME0V_6y6)N!EZ3R{o=hPQ1MK`U?}$9H zWWnP55DfDAR?lSb=wMBnRO?hVLb?h;q}(1OF<7G06q2s9M1=xUk(%_y!1qO2Q z?rNH4RE^Yel>*%m_(sBdb_ST_;P}-F3w7sXz!?#L<&!F5Nk}Y~^a66+BtaZF^neBf zUoznN#wA$#8@h~VH><>$_hjb5A?%P`xNr~IzHt|sGrQ;MYZV`{BP5pv{i}?X15-D3 zJGXc}17zYY^E!q>Vj57-zi4J%uY&KffeS-5YDCOPjs7fBKZcN~Uf?jG7^YXrDNEm6 z;bbUdru}CM)ATFzN+aJn(l1aVoO+Q_;T~vIEDL$KKH2oXfLi>{oxbJRD{~uk3+;>S zg{*@de0Ke=pP(XD;a0c@_-w`pO)eaaSFq|E1F+jX!$86Y(v00_EGC`MVW2oW^@OTz*+LW^RMH&1B zMMgPs0Om8QMxO&e@3;TGGD^xAmNx^2cCP<@J}&3|djWzMEQAy$7RoaEAOC>tNCZyw zQ89)uAi+KzN}@Dk_-VtymJp5l(ad(|yiyNn(^_x~ifi}+P)<7HAi(8rMMFAL8OegD z-?1w_{k)VCFk!}S=f1(S=Z%OzN5v(Y2O6YlEffW-g-q?MurTr4Lq)CD$PJ3pK48Pv zb=e+Nn1MAY>cNu$jL)Qju9T<4P@+XfbedrW>`kYnth43#iqx+Zj_@1l02sZQgC^^7 zM*0conX*Q(jr)g^kzpl}HO$BabzZA_)*GAHxOk(1$C%b>_vQ|x$N}>76He1?t(A5G zQuXfW`MImd_wvpn=5b5Q?N?MUWtv}SN;JgkvcRGy4Z3E0BPGEo7~AFpkpx`X)0hgKkBS4PkjQNEWn*&-TwEznk{2=X@D_5Qkxj}% zr>CJT8eZ1KsN7HYW<^udL3^wI5-|p?4_@}yiMn#4hvC?kthz^@jD~vEobJ0!!F-MH z%EjYn>;Abk#9}VFE2kSCQAcg+2IMB|_2t6bg(t^?eZewp-oA~RjM&{h+j`@T5)Fny zQ|b^X@`3XMocGRGh)6Ga#CC!iKjU<7^vk#!Hu~H$+U3Zoa(ndU0ZDMZx7(aX#kpRc z{`NO5m}a{D$%8eBWn#}CPxmOm2k+5oJY)5BR+0I+Y) zaJ@Mc!r3;1tD{lmZtY{u>qynUmDPtkF8?JBO^5bAKxV0NF^2Z%E+ea!Ze1On@suC) z9}gdZ1T8`A7xXpFalWBTv^~u8%${xYu7Hj<7Jr9oFsm(!2 z8|V?&w*7<7rQa7~8>{0`ohAlH6qBa+cPO2c<5--dk0X5DgjKC!JC8Xz*0vg)^#k6uNgHq|sQAdIaMxRrAbgBt~xX zM5{H9Qyqmw+?IL&h$-0~DY(5^HfH!c9?3tUI$b1VlDJ)By*eZWYh`opJ3CkvXcMOL0Fj69D`}dz&KgbcB^Rc zfLt8^Ycpq2S2hlh+o|VW{l)@mN9|4y3>@@c2Vsc`aL&B~aItVzT?KIbL;@+U-3PK4Fxo-xVZGG0I?t62&yZAc9-atQidVVo!ZgSXU6TAg^(n6EEP( zE<&%hGE7_0G)k#P#TWu?k%#HlFieSIQX9(4p3#G&$8gcviHl(R-M_kn04}ImjgAY$f-G z!F6UpVgafUIN%;Yg9a`DuBKfw&zinL=9Hk4W(IDzZUNs?!Nk;sI* z>+{79i%Cl25OpK%fg|LF5synmVvo?X+jPS~WM&?W)SibSF!C@JL8N>3gQZWn07D2T zLX_#31I4XSBr+bbMJSh977CrzjKJTgNE+{sNa%Ww6%JJgUOteg*#sNx{=f)L3~5gX z47G+|3U`gm0>n`^$Lx8i-ujE4P1=;*_>c#wO5hH=2U%H$5Vj zzknjZVGYF+>KW{d#}UCsgxnlVCpcBOF=RGBf`c&u_T0sZ)qnX-jH1K-d=_N3c^!F9 z%6||j5%wF5zLgAg?^?c49$f1oUx+;%PfJQK6EV|K8dQXPLC^!MF5(Y7e}Ie?yi-8x zAd^wwxDYGR`Ym~07g0I(7-@a~ZZUBoU0ujq>^)65@)*+%{|x-gi~$zQnEuIyaMF!= zm|WaOA61DF4r-QW5uKYH-4J#6qNR~d0WKS`;uIN75n(XjO)Pt3G#H<-P_8_^qZ|*U zAS8Fnzevfj9}AiSQU(%GI13Gyo+cz%*tZw2bCW}3@xTnF0-Xs8PQ^sAqkt8U?x8ny z?nv~**+3-#;4*4a5U4;CVub=WA|K==TZ6q1*~A1-I)_X@fx1x_88r}wqa8j*eg*=Z z)sBeP8p_lEdIKPm27D2Ix8Jq8|GQB$BwO*KTLFiEgK}wq@aMu`WA3Zi z^jB$R{_ucb*wsXOgr+`OiJ=r78b>b2rLUK5(}Y%3+=QvGlB7^O!$rR186kQ0mzV=L zVIxijVV?o*j_tawR4Ha#Co_oR%r5}O=WN(Gb15b?gMWdowbOATBRa*|_xe8Wzkcl! z=%oG>?e>fL>-Twcv;Mk1`Rb$zu*P(lo7^M$;2tFG6(WH7+qc~g0zA9s5OjBMzjV3U zzjYV)8)arV{Cv1NSKsc>{`Yi-l;`*Pa5f6;65QtZd3m_a!u?dJ)$e_qzf1$(kA`KV zlaT-O`kEA#$8n#{lnwfc(G*G4jjZAoD#GB+^!0G~A;=w3lJE0lLDx_}170&;b16q9 zmf~{84kl;EPFV6hd791rpYQwY?#E#kZb;+D$L{3kpu}YF#+H3k*W2#=wf{~Ydw(JJ zxFKOwX!~OO2SVG=+1z3jn#n#O#$|bCqK3=(ry4?M^7AhV*{h&`OE-iuz${*2c8#n5GE_BH&yeSMxNdvquY*ulYx<3>V^#?)0?psrgscK%B};2EXdd zS;7tNPqW01eIZoF3Yz@a_Gvz4-c;Z_Vy_D6AJo{h1v3^`40GllnnE_9?_nBQFMAK7 zk@wqX>t0&ci#n+w=I!M4yH1hB5e~aj3=T#M`m2T6?=|`K;)sf0)Fy73e$Yot@U%gq8X&q^QMUe%n`KpSxn;&a4upAmDcWTIEA59sLoT{ zT@o26jT&9^egkx};oZnUWOGC==Cj0%j5TpyAN@i%h&kqXL$Eo=SPH~55*V6*9&0C3 zrrdxCG^XJi4JuCUCnlE*Tp~fRA+Q2X3V#ul0^+w*X@I2gX@On{O8J=3G>P;Dt=k<# zrU#5S#_=AA$8G#*Fr&q8qk7|CUWl(|OA-VQrXPHEjl6d7v!x+S4*l93}w z0o*QGKu`6|RzJeWD0JrM#<)^0P%kCK8td#1gDrYrCG>&5Mxf`?E^mS)Q%KN_bQpD3 zA{ugq8>Lp>l@)2EXD}Ern`9OU{dAcc{KOuK`RxJ6l^7jbWZIYzY4mdhh6^b}qbRpk zD+WlxbD1yo;^Jg2+VdInM{~I9*Rc0Y<%f=>BWv@ABJsX(p z_|+7KBocrjkDl5>W!zUSB1F0x%HOLaBGi)EhOd#XKe&{g0qx`NDclIB7`iFvx`ew_ zyLEKCbzdMN-LLst9|RZ^XgtmauW(Y5n#1wlNi?%H^6`+ug~X^ie7}FN*DtZvb5woV zYJO^;Nk+KpwmWUljA#C&AMT}GyBLREM8|E#J!1!6J-1SjJ!_>NV%4M>r`N{cWl4ei?gU;OxY^+NW za*R#d2Rw2$ffY?r{NX9Je57PZ`8S8V_xT`$5HHx+KuIH-za6lV6qJq3TJuGI2sGXf zB2gU3a7;nOuc^8`Hxog*{+4R9u2mSvjxC6>V`vY$PCgJ9ZqPsd3WE|*TPmqqkn1i4 z_F#)?gB4&}X@*H*VEnh+g)**aT(Ya3qs^`BC<&~xAYiefdw8mly^f)~Z>>@zLy7}~ zZuO^Pm)W(wCy(!^nyTpf@j4@t&wSI+S0*zs_%_yalkHHrL%q6=vCh&eEB`{1?9PhC zb=uOhx>~D?_$w6<9kCb9;@r_w0cygoA--iy8^Vxb6*o0t|F?8e&z{)EJOCqJ-Kz>zt>Wt(o&oF)L_du2G0vVhsXW zK;}-9@4gI!OiWG>819cu5jXk+~DlS(plg74R9$e@Y?iEy^BmWkk^j) zW=F1S>^(33`4Vb$FiyB0qTL*vP96eYFpz$PqtKDw84iTk;ZJAavsQU`vNqm`-Cgl( zHmIDAPFt=EBp8a3tvlZ|QW3;uMf}R@)o9)mgC(${B~(Gs`W(-wq6vTU=m@Puy{h!Y zL-{k8RyQ@D=8E<))%}UXqcEHxt%Sr)sQ9b%n~-^Oc`>8KOlIAOL$9>mVbu;Kk8N*6 zVRIY%M7P0qbS~y%towJrCtOVNl6urnK1}23py376V{Do~LkrHG`_{rRhvt5qM$gdH zWpGoVhMqB1y{8){&b5M*pBT zYN$QZ*yLb(Mf|o;O*ge{B%od4yNo=(~jGk|i$82BD-jJpAgQ zvOv;rdQ{XBYTK`@xe_ijJMY&f_*yfqrl#yTTl$w-I!-&G-=mr86e#TRz|}Gi6PCeI>JCIMm=|`)pe0|GHaJR)jp-;J-)FOgw&8gk4}GoPJLRyn{C9K zoyDv7nON8NQ&pI_ELT5)n>M;Ap-o@r3Y{VIPB^4x{wbvx7q)|&UPF^Vz%a90scTESRS!My=r(xG0&bbeM%17AFhc3C`}c}1-M zWxBpiQ?(xA_IJ36F#YP16mJX1r0ii5wQ6pc3cs|KeJt)`RDQzhl(Hwsn3>-U=u8U! z7mgcDt)L%{zM~A7u`-ch!KND4vbV&3aouK^CC-B71s3F&<+wUGiy{2Y83NAkr)4fMf?ljdOETRZ29qn2ojn52dLW?h@{+E7a9h}4U zvcPx?+J+5Ec$-wCD|L2za-Pt=FWZ_Ym?xMk@Nsy=YqSkiO<(PS%OhBKug_1(>6V4d z{C2#o1SETG^alhy=bzt~M(~0F6f@|nc@69JvcQ}5fe#PXbz zVmPquaVy@V)6cNr|Kg%&Nk^g&e1=;k1fHf2yv-5&N&3ROZ{FWZ61?y!ajxBb;%OC zhrF;daXc2iIY!BsgorkAeUTl^Mfnhl5t_TKAE<0cVS1+Xp0#yI_0~0>$+w0&$Ix2h zOF~NV_AZO9lFbx%R;Lndfnp=Mn8Ciuh4wQcsrw0p@QK(!6E@!H-tk?O?#9Q@)A8L! z)b(}j(=+o17i=!v#lfODsHBbM>LMHG?Tn~mYjmC%Lw9e?mFl<=0eVXeN%d5&60l#| zHGeIib-`8nMXfLw(>i?}dKKo%!$NNL7$z?&QVW^xs~G7=Pms zugz`wlYu*vf*imi=I-QD>bI=Z{-;=w?IzgCaipZv#jT3c4{e%>R*tob%W8*3VP5Zf z8h+=#$dJn|RbN_^4(G_}c;DNXl?<2G&aEbi{{H%#<<27qNJ*q?$wa1@7Mv}%-3lOR zAI(@dFQ_`m6O6zqf*|n>$PAtJvK3gLV{fm!iAO%A9YpYI<`Npw!|(oCc2fJ7D-T}k z`>}3slx1n~)e3DKO3`O$Ex6+MMn}|n&K*ODY>ZrQcZ{08eW(q{hE~A1nRE5P<1nVA zzeE?QB-zScTLt6grdD(Aazl=+kOVMnUY+t^Xb4Fvp=C=)%%-9N_Tc7@HE$;2X|>Jx zmGP|!<|cg8P8tPS-Q?TP>xLeTP^(zokk2ADfy5Zk&5**Ue3e&L&h5@Nd&tr(T3EhY z!iP>5C-C)!-jBJqHz*?K$L^>PHUHA_$dhHJ>C;zN)4@~(-FP#I#E_t^VLu?P)ceC{ zab=4r=ZzbP-`ISp`e3H7H}Z{0exAf+zJ7Uzwb{|3U$@awi}g`WFXPc^nu@ufm$MVK zn?u#qUz+T-OWu65+Kemv+GS+i7JVUgFNWuj``54eYyGP~&xOgyexK*ZtUqt{k7K|~ z!CqcKkgm2%BeweA?VWE`57>Y@2d*V!-j$4?o)P+Zq}_IpS?ea zL`1?TfBqvB%r=Oh0%^XZ)(@h(y9^`&M$+Hml8_>M5+q!+qrH|gCR_uDQD0lA60YS? zUkiy7>=#j9&u|j1Lr`8bF%o)n0I#x+3HDRSueq=Z_MynHUyup*T*$AnAPK!an6JDZ z34-*PugF1Tl1yS>TqV2qugT7Fy#e=}Km^%W?ZqeCuRVo>>rJt*WXXeCeK7%D^1EB# zgkEms*O#8LQB^U4Z|(h#+cZJpAkwEt^*}j`B+nK7wJCqh{8mh0hT@K!F(EEB+{aGh z0GyR13-FcaKC#{KQ9ZFOzT-Lnp=+&vMdfU=^+K^>h`Elx*h9kDm~pD~(}_BGOeCD{ z`yO?V9eT&s}7Jp8)SN}j! zCzwt^lEk><3#!i-Mpq*W*d~s;k016P+Y>Ok zC2ZhA#Wqun!X>_eLtZ`y+qR@-p@ z2RW)&d3d{G?^@;7{r3^u>UJ|(IfMSjTzot}Ik92)5S$;a<}bM@D?JsoqD*WI^NPqu z6|cX&RMkj9bJak@G;92W%0%{gQXl&EjJXhWU8&j5-v%AOcU<7wRUy6RG4PcL3FgWZ z@E^+=fGE<~?e?stSrA<7V0G`J8qOZjvL5;@qA9yAT?}b3_&97$T?Fm4n}*31(KIv$ zm*JcB$1PT&+D#r92e2Q^|8zL%9je0|?SRmPh)4-VbD-=_$-E&rhXVrsE1WSaAkg)! z!2*0@DhdS!L;4uca>9(d{7*5Gb6NIBqEfCNKxpbb5m8O_lVLXy7iCOFZIJh0O*LC_ z@C6HB$R%WcCgFHwThlQq4Z>-U{tUNu3urYQYOOfdno9uYY9V*2^EdKZ?YSr0k}YFD z6X<Mq-Yri8#P z3U9Gcm$RFAd4Z4))c1*;g1FW5w~I%5|5)r!2cK|uvJb}lH*Wp^(9Y4o**O1eHvxi~ zo0%<5*c$U&K4<@5n3f#v$(n-}l+9z>haZFL7?mJ{Lh+^?0STKSn8Ga34cI?&Z%Kf8 z%IGC(%2mwO!y7efQDJ4dbV`|19U(C?)wt^KKeeYQk{e3OwMRnmP#K^hTHsu1iPuBg zFm~x>>lt4l#K@BFN8DONtHCI&x5$7J?*%qW!w_3d5If0o6}six@R0t(#QxHtO3@|@ z5K56F(qLrFFf+3&$wMQUB2c#jF;qlUtK{%xkQS-*PFX*;jpUkAj0O->TB%f8M1+tz zOwkho@kConAmlnEQYnto#QwltcyPyegi@IdTdP$i#3xcHGfUPzCE}@YZDpWgW84yb z#_&{N1gT3gGEs)9Vc`%jTdX3k7@3KR~; z>`=E#t=91 zdhCQ`CIrQAs3eOp02kOy!iuF=W8{Leq`J_B^jmc|E7BkV#5jGQT*EQ|mrTh$ycj^Y zLs5YsrX?NPPm7K^xdt0(6iNceP>w`*Q177JvQq2*Z>GlZss)iEFVN zS3tYU7cPSkBjoQ-h88ad0fueDX6g)DsNihT@=I#5O_(Z1TO5dB1G+?31R*iO)J9~~ zJTmf^OhXo=$_PC__IF4vWbdA&GRQD%x*J9bqgZife!ft{hRA@hO}`yAI*KC&NfD7& zOp6Q_>_u(=Rk7OlI~J-EZe~uV@fMMz1B#U#yDJ6CHbr|!Ph3jUW6VZsWbk*;0RL=h zu!@{g6eSBv2{w?U-$KPx8ABX%?~6BH@wlMVF%F<-<+D$qXA&f3gHq4DA%nP{9yyVJ zdAznU$)VF=*bu{skYei=l3G_UZB-+38ckhS@yB*oSdnV#N5x7`pV%W<$4X2E25d{7 zGn}{w9YrJYg%wHjBDgTvtQCl=_8?Zk>)^Md`}Xmewhi?AJU*^fGpmRH_i%ds@BR8% z0r)=Jd-=CEuh(Z?-R%94vDfD{6i#1|&dXu58TWPh-v?Y# zK1WY}gY&w*(F$a=Rz5a+M}MZ^Ha0>3m&U7~x820Rdz&c3iZ>lxzOC8NJusFK#R zprD#=o0Y(;Jk&RH+=qLnh=W6EljGOZzxq8NcbDf|bi0AZkuJipn3$JqEr`~?n_sk! z6Og%)I}nMtoy*FClI@fvf5>_L46{k51=ei3T#WZ zC{`I&+$EqPB)>vS!+JN*lmkrOnJ~vCEvoD25upL;MN1nrd}}D0C4iiHZqpX^Zxi3(OKfFO0KL3f1U))q9}i-#D=xW+X){^-r7}bZIozuBGHw9(aUr%;g(5 z7rp`KVh4Zn%1;{LNnTpu4E#KgpR53~BR?XS=Dua;mGnG`Ef+yuAo53S$^Gp)JuhDy ze(+9X%G4WRS&{#+^3sH(JB-@&DpK3RX{IH1$6ly^lJc@#K0km~Tke0+<>hsJ*+=BX((4@K`pqr;GwFms52@jA#`f2%Yc@b#)PNG6=bJ(viJn zVK>!Yu5~^k6Og|!cb)rmoRabUiqTn|DA#f%GQlsbfrJS;f1-GhC!b2wkDMiEYSKdw z0{^u{d`F7kAz8Q|b`XYz1fk?YWPxAEH%t7aYc_!hDu{e0wbQJj_JA?p223a9aMFsHrs10g*=-3< zg2s-Vh=_cXH~MxP&t;u{C#`u7)Ctv@Y8|@6=`@WNS(05;4cN-xiZz(I7izr%Kz;m(<;u;T;AX%ue$l*|_16!+oh)d5f%+3v2v`-aFX@o&M1 zbzz)@=Fnu$Mb8m#W_Qv~NNW*vb4z%=*6{Om3!M5fZH!5i|nstwy zOC?!P$2xQ{&t;+-Z$z5hQ%ma8f&8?n?Si+PdhpcQQPm-N4J3{!5m(;z?(z~*R?{craCpI1p5K7a18u9mx5Pa$A(3$weI_@?}@BRD%nS6?W z_XMYq0E$Uy9mpYm9-+|0(g0YJhR^-V!62Ck5K1cY(QVnme z4|Pii&B$%+;}{3W-QM58Uk6{qK%p@f8K)s>OfdWlo9-Er@C6JZfjwUjB!ZgbX z;4q~iZmUXKQPnQd*e_lC{VR@9@?)l!Hz%eIk&{2_bNqk{H_7)_>ti#mdD7YGKNt#0 z)*>HPUh>5!cGIm)kR5T>n zDcXGy3O)+a;k{&X2i#0;aH;F>d^#5K!aJD=!MAyB89iqAqE~^v-x{*;LY_d=ds{Qe>M*3tP)e9}gXJKAPn5@j(fbc?rL-`B~t660Tpn z_s_g1S3PXDMF(BHxho1=KEFGCe1<{_5c?TU-5ZY*lYPR@(fxS&FT4hD|CgKcrAabF zk4*&RVg287B>y+I_DO<5f)q_#feJZ8VhJ`wGvh!J*pvJaDp@w!a*zci?o0km$3#8# zF2Bpzw4;-E^tZ0h@HQO2^86PTbq&;Q^Q_4p=-2y%m5cDzhh&c==?P#7G`|1HZ|0Z^sBrP8yD1M8^Sk2 z%aPcXhyul*T9KtLBO=SbYE|Xy6BcVV32D}CbE(wo41vIk%E|Qm@R(5O!%wsN+rowU zZ7an-HzTm!cXo}#lxnjFQ4(fEP;75%;WUhhefFGyX@T^tObo8$bW&h{2&)^|51}X` z!$B-(T$=n+LYmGF3-}hj?hCyfI}Kcgm#x+5b6)697-y)Zm5&NQB*enr62HSWF zMzpGcxMWDI5p#SdVKPoSEzbIq)3VvraKimqQfPW~y{Sf8=8PHQ*sXrUy|{71&S&3I z%Z#W2adS?Ie4+g)e`$Lo2n&p5gRNF+DF>)l$^GE4rQrswccLS|SBkB(GO9wMhgs4F z2l4L5q!?wOEE!|w4#FL3;4MjNZ9DDmm_Y%6ntMqi##+Pl+ibmh_Tp-1R@nS-)W;g8 zp=#<0vOFuFqTkMLeW&(W7{AO!HL6O zsv7GM76}3{tX90X<7Tc1OzNXhr>18$zRqpT!Ds}Vfi#2V+BzAc0wp{V5oXc^vjK$% zAS9$vF{s!>iuG}d+P*T7OT<=K3PAwYB1jbm!KUBC!H97gLs6JOWu*)|NGG`!)j|3K zI!Plph{+PZ9g6Ac!4lU%QnfZqP0FB7lJG*73h{{f#M(?-!28gOE~65|vV3vStrKxV zW3=P-mP9kq*^WWF=4KnL(lc;B{A(@Ep5fln*Mks)Q~d&w)rbaXMWA+2%hrIus+PH& zBDy%WaDOBJr67=xv)6<@4m~1f{0j$-^h%oMRD>)vQ^&+S4QEjG7Xf>5NmP|<+>z}x z1ZT*)&n+bN3kb%MD%;?Tg$K`5s51qW3M<9%u;hzCIThY!5Ut=na1sM5`=JRNK$y6L zO*enytd>YKV95f*dM7~Y;c!55MEM(@&EFT!$i)w|St>jdsDpb(^IypO?s=?b>nkxh z&#?RNKjejv+mfEo%N|3a_j8iZ_`IzizxR*Qx4N73t?q!K{uV<%b`*@BfS22)njZg8 zY(RB?|Cb`$F%kMuPS_db&Jt|DYah4XH7wWF*knWo@O`RBEb&N1C;>=(VER}AmIV(6 zbbv~P`kfnb#n0y!a5R0c0v75fOO;p!rOf{p?2l@MfF89%RGl*r7rW)7CoB+Pu)sz2 z8;3Uvb)aC~vl%PFj3Ji<+RSMldYb=&Fy~xcww~nNk>&Mt=pz$<>dB{lk8Y1s*Klgb z#Y*^4W1;zbslPx0u@cw1KSx%@lznm1P|Ac85((B;fb4 zrNk@mu@@yndA-%~H>LrPDO)66e=5qm4<4m0>volU@9}6*5jJwPj^CmZ;t%g7gwpd8 zG|lkWtfN!DKW6qZ!<)>u7-Zmfw108x&GdF zex4Ef)9}w$l2Z+^DH@X_ccdeAGnTH`B31UfHrj!pQ^AX!?NZ_9#96H>W_GqJ;S-Ot0>%3Ou{{Py2+MwLo)gND7) z6sfKeNj<7DRx`vcplBz8HpvnIf_Y?bZaeDB8l1jCcP$-%R`eG5e9MLEIFd7qsn@O} zWFdC_i2H%Zdcv1?7M?lAReC^Fyn5 z2$_zeku&4c1&PR9*ujUzP#=qU2OJSjNNXIC6ImNC?x9tb*cPtSKU1n9!qKmVFj@1p z*!joxCAGfqJYV8J&Hk9_NkK=@XuJd*_Y*R<<4(Xq8NFG2X@43C3lw@BkryIGuY>bz zHKuRmRo0zM(h8Zp!z_WzOo~=a<_cNxpd|P?rO0tY?;owO#-k!<5RthPd!DY9Md5AZ zLF;3CTn!#+J6O&LzJ-RP>WuvF=&J{v$QvQUBk8o0HD*I+b6kQLl#8FJQvJ-gLy3lPFu^L}Px0qXH32aRE zese&{i?8B?z1JkZtsD|KWt;LD*9Jdn>+mdUw7hRUg-&d^&)6ESR*XN5>L}X3*i2KS zOAER~Bt1`~K5a<9W*e$Q%YKn)F4AcATL(TMl5``bc48B4+Z%+pPq%ekb5n(Bdcs>? zj3P!}DV2_^d4sQn$c%{GK}2RNUUR#S(^K98aytc!S`&90G;SFe*yZmNz6~UIT;CsV zujmULAD8vx>#@6M)Ku<2eb3&X((dKSxJt1d3#Hh>|HJJmmy9m6NB=WKv6(SoSM&luv#vE?H7MDDR?j=k==hyVPZd~V@ zA71$o_j3##PWhpTD0RQAXPH_QDWBXYJ0iY`+9aczJs`2SNl`CZN#%R@6!RlYyZ}b> ztce1%{fmq4Yzp~Ii!Ioah2v+>flN`2j21UTvc8E*kDQrdl(wUsz}eqxy68-Fkp^HO z-K_Bvl`KK)nYZUq2YADVe;8R?3zwqx9R>$J;Qh*n*FSmPgsNwrEu@vV7JB~GP10B2 zHjDhT528M=k(*R^FEN}FS@lNa%^CWzDSQr)r@Bo!oatdI%9_bK%ozla1g_7T9V}iW zU)7;`3ohEzeU}$~gNWRiHS@sES}?u86Y6jNt|AEiwZ4;HVHA7Pc)`jJ?1+0ZO&3jb z@~(~&5Pfrp8km-}6WkX~#~`@huLk2hU#O-U8`Ez|&+WKv9L>0Us%MsJY%43rEt3)L z13Ya`JEW0T2?@J*xJCs#flPm;*0|S;BMfWtj-gfB%t75Av}suE^1`?74LN8mTjh8} zy7a)++M&IiBBg-FtK!0$JKG1OO`aCF4R|U%nJ%!T#*4J{e#pdzs@D$Q#nOZaI4PJU1>Sj{FYr?8sT97__0 zvt~jIPr~D1!TafTm0yK3xj6pA;-&)sKVE2#|8Fm}=Xdb%Akr~A2#StBF{F4Pb0hX)TOJ+d9Nzb(NsNTZn=H^zICxqY_Ed7AT7H;eMs8?6bEo|C_B=fgtQMN zR@UE*ktLb9RJv-k^Kw=(!+5gRSiy&_g&L5Ti&W-F;ZW-4^mB57X8U6N*vFo1Ef6d~ zE*1GE_xuHQp29W8M;0nfaGHwZf0#=TQ!A0QP zrWT4M>eDmGM44oe!PO%nP_b3Q%)TW7r?EgwBIu@U1u{K|opKMHvesVAl(7YwPB_jq z47sEbkpCi7k@FhoFaj#paaD8 z7EH`Urt#_6;C%ncHUJ9QP=J(={~#nG^Q78WK|3in5*9j*i7)zL^PrvE@S|Ozz6>0V zUSC`qZXE@GgiWwX|9D?hr-*QWBKc}+W<-azss(X%s-)}woR(gO zcj{OEfeQ>fG<1Z=U*sxA$6(B*!IwcWO=^^Ca7h~=vxU{6UMtckFA7^>GkJkSSUggQ zHYK}|xDE*Gd)#ogMP|{QiWg&p2m4@EtrtF$ZR)|)w$v%r1RCccR7Eh5fVynz4*=Pp z@Q_}<6l)vLwzO6veA?J53Qg;=vOZpFkX4;7yx&*>I#NNa;8DDK|0gRM=0}qhD<$f{ zs2ozBNdLcSEl?;OrcZY*c0XySWo4D9ZB059$D&A5#PVNU_c~pqERonUb<3!T11~_s zs%OEyOG5AfxYW!GXLJQ{;|H}%M2?)^_#;$7Po7W&hx#i3b57`^O6m}==K=v71%sj>T3pQb(HGGi zj0Luq>vPWL4V7{#WVj@LBA0hj+19lU0bLlf9*6WD45Fa=irBSd%%lFt%QG7V&AT32 z2l($~wz<^`kXe7M7hAyyRlYR(Nm1e=0qFsV8lOv%(-%njhS`V_wL$n~WJ^zYT{*s| zEu_&2h;d+82~RRG$@D7R*I=vC4{1bm2+V*@DiNI?P%3`v;H`8xWYvduSSBuNjSXES zTc(z|yK`0dV{oW>`HtG}5IA1^q{GTh;hf&SGAMhEz0sez_vMg*O)?{uk8>b$;RaY)0;hJ&y-%XMqS%I{t}^t} zDW#VkC$hhytVi)-j%Vr>QGp`v54-X&J<1oV@^uvGv1qD+6%5B9S&u= z>)XJfeoj<$OL5=xVs1mZWiefoE1A|c=q8M)-Jm06w67IFsETK(2}|6iUx^}M?fSG_ zmw4-R=I>s6x)20wbNlNcGigmIiza9(O{uzwDMyCqyzWFDvbZ{gY|N z-44agtTWEW#K3<1!pF2^HA4{6vJISlO&3^0<-Sbq7(pqJ&`G^R60%aql(rkZjEv@A zJhC_u>4`)gaA`Y){oUqHx zW=Jst=2qlJKt_RBrsHcQmn7qL0HXH$p7+$d5P{7ki-fifbN&^E_wj|A+&fo%Yej2f zN=2#9=Hr#vLTB4T0CYkq$@@7_;v z5M8(OokZ`g>h6$o3?uHQ&>aa{s0-^9eJInpjkvH z1!oK6;BE~1OMRcNt-ePn^s{5skRGpm zUEdoNV_F9j^6N9@pMCy3*xNAME2=(;gs^u#FwG9PKQJXMuy=0jaHjzp%iM;%HtKl2 z0-HP_3nvE`PIXn9fHUOY?-kIVrsxS_o1N9eZ;RJR=yM#3&2XHT{$)i+Nj$_SnM+vO z^#r6Z5*RVM)w(Vaef2+2k6Wi22n7>;Ap2wDE4f9?>XE&;r8jSuo7K-g6bGce1+d>s z#c^$$PcL={75JFdH2-6a*as|v7KEXqkZh9pOUogoYr_b@Wvg(Ezz^(R=# zCqsI?Ag45WTW8|JFw3mQ{3vhA_0_DCs8CCk$BApK$OcLFo`Mdrx)Ff@?jauEM$L#{ z2{$}(=KpD_WL`~Mj$Cujbbw2$#^;G$=;1S;?9J#6FL?V+d8^x>6K*KEHtjj)lousdw_K4qYg}RlovGxJB+Vshh2L{m59M9}$Dr7zTf!SDU`W zJR&8HQ7A5UJHM-ji}#|&dXVpA7BqS%s*zaNLsaz;XZrLA8nioRa(A25OO80~=j^5G z1e6}jGEMynF!Y5fYmnDY`>|FT@$0n4oDe;rbR{bEhqz8Ito1R7+I>FpOH93YQP z+}(CBX=WtaY{k)26oayb^aiY6!0E&VZLJU1W^Ut>Mx-(2m< zf-)=SY*pp2iREWecYBScnC<0S?_eByzQ?#Q`d8P#nMO$K1IRWQ(3O$vCdigi6&ztF zkrT>Ka)iVJ*s~`JShO|)5YfNr0#5%loMeS6CuW{P(-)JeH`h5?yOIzZyQjq4s+3=b zC^tq0OW%}}wW2~!U+w~-V)6pLy%x~?f(EGPx@*NMrJyZK!b`zwelm0{_fk8!KEWh# zDYI(!J+_fYpW>}*gPrMw5YAE~go4V*Y+9wxzJkG5oVntP$e@m;gha!%dh#RJ0&Z<6|AxDXpURI%v6a zR;|a1T%4cY%%YvfyocZS%f&84H2qk7B@my#OZn~4qw6`dI4I%BdqI9YyBvxc3m5xe zNRl(scBD*hdxjIth~(RDn{8JRH(?t|})jkLV5 zsljpxANtq>iLbPLh-y#d`=bq^@5_lTVY(JpX_y(~5BiC^TWVT=#oq}QT_J~LQ`$jt zU0m%pA>pluMevD^=ZNb2%PbH#FK}~u!n!Mx&sP|R5pU0JS11upe)o$i5zU)iIuFM< z{6X|XFhzji7m5$#@j7coZaZM@4#pPc@FGx}XJlsvXxtq%>KD3(t38>}1}IZn$x3f; zrp~^QZ-JhLN!xGx@fUuKjoT~8Y@d|UOWLXB@AoZI(=-y{!wBHh&fM0=>**K&<9(<{ z82EZOww-fr~ADND+9Sl1^KU+zQ~x?+szlOZim3<|MdbM zYIq9tW*ltZMvrM1e|x@dsR6z{OigX6c#f^VTqmO1&GYu$&MmR@>_J5K`eUFyP1+~w z^w8+85fybM4bsn^Wuv1fB_(3OD~V)n!dlu(?SvqFo68t^@pd)f2w?uCYF9c5?Tll$w<*wymZ z^n8@bRbivg?a>@DHbGxHD(Juld6~lay7ngw_(_p7=*0dh-Ks}Xn>K9_F9k~Vu1YiSJSe7xq=dX0a9TP*l+F)6|b5{ zdrh#Et1fpbJmW(@H^)5^s#;cO^Iu1M`eFP&8;eh-c2Eswt8 zqfVkoO*v~;KhjDADl2GtB^8v1@y781@Ace!(k5E_88c)KI zfY@>*-X`nywJt@?9xt*R4CuoBcq+7_y5S;huFg_!eQ|j&L9Q-s`zWg8ubjkW|7uwr zDv_n&!w(vspZU6eA8C|vVo8iXw2IX4TF_DK?r1$=NmL*S0Fh1W|A4f+IY<%e3V|!P!L^_ zJEddR6lqsCm2BhZe1n2<8Q-}^M14Tw&CEGo|Eg}%olN$FzT)!5n>yzs?Wv$p+C7}8 zynC`#Zq7-NIS6RE2c6gfvUIN@*qc_w_V(^`DAC9ToTYG|;e2rwDJjTVY?tXAm*bQv z(cPUkYx6{&Jo*9>CB&1yW}HY|iIO-zh-7BT8A*v(h{@$ZONNmXTM!#Nrs~Osp$=}p zspR!QrtR8))VAbytV9_2d~^TkcuG>Y-AgZqsCi8X0_xUArv=h!sn$kQ2hr`vu~DfH z%LjELGbfNwBkF8fl<(cFENX8tYR)72L9S$#u<;ls9F2Z8?$=nnfkXC82CN z?8C{geUca{W%5Fp+vgk&F@75cN$$*amA2#41M< z0>8%tw5)4qjf(!tiEm~=*M)cD-we7%`jS41#Pjv9L7mX*FTKuIEpEvF=-D%T)oA#1 z7%;E%TAV0y_3$s}1;tG8NX_mfgtl#7oAWQ)2nc+(YphfOYBP;~OeozS5GR4rO#(hB45`U+@1oDV!C{LD`q%^J(_>cqG(b|#8i~LI!OtdJj zgTBipgz3|%+Ia7%?v?g;th{JPVW-$IK6Tj>o(o%*^swppHn%CncmY zi(JH~4I0RzGew#eP{~TmYmP?sS9gGpMEBcaL5;9&U_uY1nhw;TZs~?{v`U*$mNrs3 zqrtBRVf`dG3DbMb-$~yy-S}LBrl;qj0w%C>9H(*_*`2QH+gBT3fsAc(J}Iucp{ z5&S>LnkFJT!F+Bx9#z$647I(UTAwr5MwvMzO9j`jjVEAN5Gi8U;od0?fxF3BN>-Dk zKAvKx?!u}m8PhV0M>a3A3*|X7(-HjEcP;quRR)hOI%9~+xYDo$Ehldc%lLC}Oe6hj zbJX*zY_~Rxp*E|b20_F8F!NSo09VP0pVOMklpgj8QW)h+ilv8&M|e;3q0Ofzzq~QL z!F_Ih*Hq1S64-9$Itofn?M;qAFwG7|9H$|6v^VuV3!OdoLxiOzAIJ%cG~){h1ig-c?^QMJcWQ+3I9?>aKokD_gzRA%F9srCICkK5-d&0cx9rpu*l zcJsJg^oG9C^REd>$t4ouZzL~8-^0^E>(H3#@pcSI>Deog`026{5UA-tvgxsbq3#~q zmIjAR)Kv_zvXL*_JzIrS5s(-vJhJXf$0xtTVMfk^D)eQ$x(#dU!Y_ei>Jj=*b@Y9Slyv59i z{?({?j8P?b4xf?TV+k*y#a+_CTokK(D_e|qZ7 zQJNu}Ps5831|O5oql2?B3`Eg1di^vH61HMuK>wZVH5+z}?wSWq2tCpiE5xg{d-4`APUqOC&WT9ZVit@V#U)Z243f@FOC2`yJ*z zdR+uHJ^k1VKRas*%}XNWh%0h4{Ks!@?ryK$c~Jeos=v7xKLDL;=1+V^HWC-+|GeI$ z^b7P!Y6=ZSy@+u_#+b&i`KGz=73QAV|3KyTF}zSJr(TFk>(ZZ7+e$&DyPQwX$S|df zLizVwKxm$GG&;FlLSFN1oW|H$D6gMf^|Qg3%&aB+Q`5%Tb8cnBS&UnI81k841!YYq z`O-!QmK2psoB())WG^~hMWko|!`{wBD>jbV2#GhP?1eun;yX=@hejo0Zj2%ZLqY`I zUHk_ey3`yJK{OKm_vA1nncRNJv}$O)n8slrhuGz}O-A-E3PZDUl$mP*wA-68tF#=S zDoh|P09A`6*C5AyH0LYuJ}Syg|Nah6Khetc-=Y!e>Fdxa=^?HR)R0`MgOm2=nn=Y-E2zjoLjl3+yPO}d2j`O`|xAUJF zT?6m=L|Ep{f}A+2FI$AC4xH7wCl{9fu`5s3g1VE2-Jf1QLPV#{!1S$CCFBTPeiGTBNH6 zno;)ttqqn!86}4uJ~SiCOr4>ir1&P4_Prk0`>RWB`Je8-5!V|OE5WXYjTf~{5d#{S zin-z#jWQhBP|vq4XpPx;&*)x;~{=hW1Ta z3%v!)07}hxc*@uJ&?IbND;w z8S3K_{T?zl{aG z*AI{6LIUOu)js!cE>?U0sFriu^MAa&B6`SW=KjwU=8MjFor^}5ZdyS94LD}g$BHKT z_<_KrD|aoPHZR6XsRR+!U8*~*Sw~YwmKL|mc=Oog9>Hu=yW>UdX;Bz8w&C+{Rkfd_ zyM_UOpw2z6L>_n#h=R<~!70kLTJIoa&h6DU9H7+$bbG3 z+~D5V^+fmFGROMRSTg2Omv+FE)xadvkH$ak&L1q}QTKx1f1;3K)D2!`3|R)% z%mmkDMLkc><{j3i03LKB5-tlpIt>zA!1GZleU}OA8n*UJ*FMVf^5z0%}f1$&s>lbv0>&C|i0(g18)VV zuKlUs&D`?|^a{9GWuChDEbKezBD^p(Y}YMWD24D=22!WDpN z<3+h#+@S@ChUWPPUNx9mTr(^y$K;s`GyP}RLe`VEWV&JKK8@M{JDjlm_sX}F%r{aR z;Txda%}>!A3}eh?(Fjlh3Q7TK?{HnmSC{l4^iK~yp8ciNsNp578iYS%q505JeDh?+f zjyzJ8BF6(+rhsIy3g}g_FpT%hROgYt8Dk!AloF2*ik3xr5oETge)1kyjIrv$UOoxp zO262@aM{1Snce9FeQn;}VY{VmBma*%Xu(y^@Xt!> zP>KA~xMsx}c}KVcDv*Bt_FqTC<(6v|beRBtj!WbQ(~=H5nyjD|Lpe=oNSf=69+mA$M?LxXXa?;%4k7rM+iO`y^!uLH%Yrk%vH*ENQO9w{1rO+_!u~TU zY9q`uso4vIO1##u5#XZ;8Lfx~%x7T{Z&JQmpbw(*&gPH=1uaG!sW|Nb4K93+`z zQ(z4)cGQ>#3<VWspke`IXhIt)IGG&vgqeHMKJUs<9IcY`QY$PyoTXzFQ*> z<+GP0x8)s-mFvH($rL2rUee=l z0)<0)b89D+>gps3soew zD2F6qbhs||S^RpyEezQcV?fN@&i$!YM);|jfzifR>rX@AWCSgE6c%*eB{o@Z_T`xG znsM^!s7MxjpplHa{l5#=H96OTbmz-`O1>i741JHHEjnLY$K_uaq-NTO!Z@n#y)t%8 zI7hA3prRdCb{W*ZVO*Q%J0S$RbDb#Ri@~b_6F8Ezme`ryCUScj`I-Y*>%FFES$&540DPlJdd&ArIkpCZB)deXso2_C)-@IEAVw@cAvCpHVxh zV~qZ1>e7-JkdkAO@gV_UfwIp^dR(AxIJ&S|SrD4cUN}rKhxptdJ0e|K&X~u?)uGbT)U5E?7I&0t6My~F`yziTf+H|y=xON(2ZYZ>+truV8Z*4{Uq%n7DBjF453c=?K?uY|OU z+L>Z_3}Kp`W2BRuV%eEhzsP~pPps1%ubdJBkmm50E|Eu4kw+^Oh4~QdXB>&VArhE>xik}Rs=D5FesdLqVqL=(>NqU$g5lhXVU* zYVCVpb)Ul@)se6v)Og0S_hjySO8rgRo4A+C$u@j3cc{It+k=LnYVUb$pgp@spuYOO z#?V%QpYZ3@DobDTxqv`?10`xBVxjC*(7fv}&VgY}O17j%(L5-!Vrn2+@p@pih^r~7 z*)Y3Gls9SSFXf;_{p3V_p0gg(+kP_;dSUf8!F=&o6@o)qi^h&CF1}_ULxZEr#<*2UjrP~5zD%it`wc(hy zKeWV0k!qDd`hVwGscnG8PSl)wNbt-EmSTMaiHZ6qB%Jl~XT=sCm7)|Ky$&{KRb=_W zNo>Z{nM42%9*nHqVWT72-!ytig0hu(Cnj1P=mN;)X4}?IhsaZ3ZX7Owsum2}=*u)# zVfaVZI1D^yHpf$!oOJ1<2N(d(2|2_;G zQW?JdC9MA|vhJV0W<$vPgdg(1>0TDD8$Sqba<8M`(qB0xO27t{Iv zFkcfpA6)sD%TV^^`}ZWdlT)wsi-(Rmr}w36b6?@S@S%;59iE=73O~UHxy@-jOsR`h%fFAJWajyjU@$sH8Vcqh1b;C;XNWxX(cqu%g?6}1} z^k^t#=@1_A{LNJ8lV?1H)-U}6*qM9yuj74h%*oXiz-TjuSyQr?u#@vu7mV-IquF18 zxxC|j?&?CmlVj+|s9L5a3XA z_%6OQNfqwzzaFqgSk|G{&H{X90)bm6LTV?%@~S{Vt3XJSM{&h*@dlxTc$1Cv(BmjT ztP+#CvRCk&O({IIs#*h|@|=Jdh2-m9hC!F7z8UJBG-jpV4mQk$lLLXfe8SO60z=G(IF@K1 zgm}9O#-Ej?m01AwLN(u9L3zy+Ob~NwiA~fw{#5|7MzM$nihJnG=b4StYaqv0x~?By z8ErsSc^Wlp)8ayskuy%rPVJLT{+ShrW*#A9b&Liw3TaCzxm3j4BZo^PIQoK?vqPRI&X9UG+6_hYynM<07a{z%;k8F zHX`nN4?Vh)fppczZmmrlof(_7UR};AYry%kjn0}4u)S`95xT>wecGmd*`|Horu`wy zRj4T|zy<*62newPgxCQ>YybszfC3u;1(wROoHAlGDQvLCokVUB#40;&@R3<-<0^}F zli@7=Lu0g{`MAjI>I}0XoUi9DDGE9%WN-HaeyIQXaco;`Gt^YQ4#)tc{p}_R&9Irl zh2aK>?9IE|MkcZh9n|^2vqNr!=1uJc@a2<6q(jpvh7bKW5sIgBr}evh$9>R`R3Hf( zkDOi~r@p)B#*AL$A+yB&5!``dzpjxi*k(Y_b zOkqN)jPW?R1Sz@#fDf?>UqAYIE<_z910?J6_n9Aklv2+2S-1_vAk_Xe{Q*R(4L}#M z%}CZZvZ;Wnx~L5v^p3pB9;F?T>mCt~xmc>Qr6>hE<*2}G!Tmrc>Ij1JkuZhQrJ2W{m%^Ugj zWbP z`+V!slE;#F7?IxRjrsloYv>%B{tbxrRc(ehJ;;EP8WO+;NXKZQCkG;jJLqtA_+Bo{ z*=UVPIWylpG`XYD%_sgT0a;91SzuzjYp(@h?>KTdOLN4yI`Ugq?@csGWseuNh-ODt zJ6a}vI!0I^^zJrgqD&Y`Xc0zF_5FLyt8v_$Ugq(s{&!g6m?ykhp%pcmUHAMhga=AI zz47Xqv?x9I#$2-}l>k09KXp%DFz0$~c(HFSHW^lPRJY(<->DM5k6v>r8d|V=V5=tn z+tf#LKVQx~oo^fjJeUOAH~O_LYmTME4tjj9e2+FQaeXauK7H`&u}k>PI4Ovgi%BbM zBrif|S4d<>2WNl@Z!k+#de_M4e*q5t94S2o z+Y2gMK}bCupFCQVoyfdcucFzoqwK(%%yiiU>Ct%NEBfM^%>0PgylgMB1q13f(w6K>dPBv8wQdK`+xW(d*fa z?f=8oI|gSOblt*}WMbR4ZQHiZ$;8Iov8_9{ZQHiZiIa()e0kpIJ5}dBKfAiC`l`Nm zch_FM*4kc6I+rWlrkp3YI|P-sx%L0nhL&`K&G6|Ju}kj{#<=w$U44xRu4TQQ?Xcay zU|vGavR<~+M?}9hv|i(1pP;)d1a1GlKVeh8ai(`JaGdXqlI?%tObLqrd2|@M{u9Ap zoV2@h@joeL5E(st+o8oW^LI*#>pa?0bEWH4n)`2q^Dc7@o0Gm?q>0qI$CXhQM|+`M zXQ2yVC4C{XqQU*A_e>)uWm3~^X}9&X8wWvMa*{vCUEIxM=klrR%-3E!Y6(!4Jh8z1 z#9dJ)d~w5#1WSjh{n8n`h+clGjmI0+CYbo(yQtW_y8IEm{kMTpKhbU}nO?!#T48*I zX|t4+on=NE#q_v z3QkP*<2SrG@d;Qu`C+iG5(0pp1q~t>J!~L2@F$z>vZ`O@#JbWUHVjML!=~SIE}EIX ztr^7Y&puY6C0arqga|ljL^Ixi;Tw1VjNMV)zTg53V{0&xYdi+p`)TFKAJ7@0cHmdy zwv)LRVt?bOG9Go;I<+MmRPOF|#cQI!lgVk8YeJ=aQ!-PiBdMs4HjJEj0`|+7e#~qR1bW))@0n9Uy}+`HR+vEaw=@1p@F4^xJ8sDA z9ub+e%5K0~^!t=VxwIOGTF(M9@hdm`&eY0xHOz|m@fF|Sr}DKQ4=Uu?4i^I#=5tV| z!w+@(6p^O%-r$}JKl1Nr__Z5)uc9ju2<`N)2OQW$5NbP8s;(OwmO1g1b;6{TJ=(}p zO(PBpsYOMP{K#TgXozZ-X`p02uRoBQ+p|AZ4vG_wj34@rwez`Tn!@o{6kben z;FXwLwb4Z~R{v>iXWCr5!p5!tAK+K?>qAcAwbrj6I6>Z~r?qHabtu-)Sm6nadRmBr zA;GVUa0t<*1`-_}=c9A<ond2yt52yyA(0Li3L419t?($!VK1_?J2d611ENu$ZCfpVZn?ge$_tlE zfdcM%)l%TWT@4-;;#e#9fMhnu;*_91F$$)%ZURFj*kH#^pK_#}G`~qLP~cVy z)AY2iT;m%M!Q5D|)L||b1 zVwEdJV58$UjcOnUkZf#&$&}&rm^z364KX$-hvZ9!jiONFI|mO=`iA2fXQgr+oVKBu z>=`2;c$a>rtclkJ5@DEnndNmYfK~K*<+$RXM5$)^Efzsb@fA3Nn^zm(Tdld)>o9po zEpVCfLP-ZoI>ocYN?`ZRxDva%fav2eJqWH$>V`p!kav%)BlS(U{w^{XM0lB}C|NrpFB5CG@r!To>2tNsj=9H`w% zg97-!HkZKgFaog>3d~x%9o;3OgDp8LTeEVe=;wzm=RK1@oYx=4c~up5*Mj80!;Gkt z*}mLHvdk$F(7X|4>y#s+WCvYzLuSW`gz}@uNy?zZcSjq6^JCQwoZs6|f?N!o3UB8} zsa^hqd(&N&7{ohg#aGK~dy94_eL~7ieuEQ>7goVr!s!G#ppW7x(x=F7E9H?=En40K z&`p6!$>z4eEg-7IzHOV(zL%Irp@0lkjDSpt&ga{X+6U1eZt%xnS8LYawV@tEAoXkC z9B45}1o^kgUSVjdqGKDhO#^BE60Qe2sr)w>DrxA*!C1ICfC+sxqyVU2yf$xOCQfet z>1N7=uh+oCLPS_9A7*#%>;3xe6`2^a&*pSarUV5VW8>MxBO#quY4o`ysId|4y(w>t z{8m0DXEXk|XCH2jk*)KUJY$>OF{hI2{l)F0>z@!l%9-#wi-mtA~Uy9Ns z=?hUsT`poSyg_CasQt}Xk;O;~o@6>jHnIi14TB4J zc#eggXzWCX+ia!DDM04kTkv;z^>NSS>#1tJf@*sAarQO?ZnD1$&Iu{BLdUT8t5CM* zzoB*4hB%$)217*}ABbO#H{}kWKeE?7K|cSpDn!6DXIkc#?I9XgJm8x&9Xzm;o*D

qXwpTRm>alWCJ}$J0~Sf3A<8KDH(XHn#xG1hL2X?Obwo>5 zB|C7|g8=<}n@j|MgW>x^Oi616E-(qEQ9mCg?@ZC=>UXiy^s;glGS1Ggzck`VsO14^ zNSHM#3J*_+sfS+E2@tO`qWK(l8dmBVsD;Y6Sk_@RE_F37;UW`F6jCG9hx1n2K58bF zYRI(kz^VirHI^b7oDwyw1hoU-qP-hvnlg>NO}e8$$@OB|NirCuOQWV{GG#ml6#9)O zo~MW;+V=84b6p4W0iY00Lx0f<@$8H$&OhdXA$s^!%dE)rY!`5N2 zEHFqB0Up82e(d(iXQ|A_x>AHX`kRc5f}-BtljxRf94^vEPJ?{FKxm8dH&ni_*o3uC zd$mK0s2K{jPoNjWRJPV!3#%DV*S~6zq|S;CWFxA`#99j?2Q|5aD#~f>JO+SnWa;7T z8M?Xc&@o9kku$(}yyHBBG>MVf4|ap|PJpby72e}b1^EKE&UTV=ET)*DN%a~^HPglq zj-m7Tu)XL-*a}zB;azFQPWx5yTxr3LTs%G<=N|)u1A&~CYd&D?1$cku$1T;)qZK(! ziPF(EFS?Y%TOG!$`dwj@rvS(V${TZ_SY`d$j%q`>-QotQ8ay{P6-|jG#x#k;JC2m5 zJA2!)SPfg>Jon1SBhShIcHqj?-8Rb?|M++6Fxo?z0^EkE+vYEQxpm$}cK@=+^9$ny8he@04H+AORp1ppJ&mxcwDl zqDpfp79-FTA&#v(m{St_!%5KofM?%wVT^$i=b{Mq3I{Jw5Tz+Tp{Y6sMH@_8lhmSx zn-+4G65@8Y-}j&^n|AABB$XIugZEOQ20P1( zcH75^C4+;l^+tc=s}0y^8-{tZ`Dfie7~Uwjco1EjaKPq+8fuEGQ80%dg{~MvBm9Nz z$^NH^i8bZ4hScOCO}J5G+HIc%EzvsooURx2EB~ST+J6mm4E93ogq-6T{m26M_7?6w z>hNhvS#1#uGIK`Dh+jCnG2QQIECSMssUJ+DfY|DJ0Xhz`O9w!#F+dkGFhm6#s_M2~ z<)kE-F*h0nDv@NO*uLS38KN%wccRE0{gI^V3H8nNEw*Je58swbk21udfiN0oBUg=V z!GTm5p`RrNpDjgM$>HcRn?%%+LA2eNh|uh4q5SCA{TSM540uh|cG`H{gpCu-!w;!? z;VTV@CRA&pmQFxxZf<9i!2a{>vV!ZPc;U4fjVTO?845O(YGuh-`Y4xtloJ>_-nWFWuhj8`&}M91FC!e7A+KJjl%K(wY|Ss&eK-6r~aWp>Vz_8f}u~U@fP$g>EXft zRib_yp8H$a0}qnO1ax8nJXcx0bFYIRaVVo@PT09RMly+bVv_CB;*zc{hfWey=C|as zY`+0$Fb`nkaONdZMtWGLOEl8$CW(5Hx@IbN>X#lF)yWsi7dwu^ zS;ppJ7Gn`c-^->6J5L7}bQke5JZHNdgQvZqVDDI~4)j?x931%-Sg4nvuU7YRrqEQB z4o*XITXtPPj*NWV)S?CJFrmZk9BrNHlF=@<9n3H^ za4*9Fmj58zBgEE3$ZDQi7Ne^PyRk`TIsnkzPTJTtesxhO;8d*vWLZKsdgTbGS{P?o zyyc=Tzus%W-KAhgi~R!eB-$&CAH{|DFOZI5YKgP#KdS`|oU)C)LuE)q&$-jyF`gD95ds)) z57uIa=_utEC8|}JN~${LH{&m68NXJ9aec)6;E6w&+=j#{8@~4Mo9=8pE#O$4GVcw; zrMw!zetMxZyBqXHy&{Q_c!GE)7{%E%J3r#8x(0{X@FVZ#dqx0({O~z|KH#N;A;O!= zMFxB7s{aScm5C5Xlz^NElazf+A_|!BUL6ZH%=2+1W-8L0H_f37Z7?eQS^bVQ9YQdh z$gl-27mVVZO$~Uf%)LRrFK4!)_L66DMZD#qFN*)?V=slRu4c>fwUNq{jC)VS7Vgcm z7k4xp7}75|bGEGf;u)gH&!kq&8at9H-k?%tAmI|=G<$bg# z{kpiI6DFJ&gqy7TS4B2Ca*wd%*8ZYL7$I2Dv8Y9044GU13Yad7OH4?aC3Pz~$usTe zHU8(N=r@X4331Nm7TrogB>ruNRc_UgAICR z={|dNf1`$g4}`Siaq)+C#|fY{gv{BYZ3M%4H#?Rbo}KbaID3tAPRtTB$xoyl4o#C; z5Jf$giC<>${D z>pzuwcNI|-MAR&YVEjd3p4M=;dl8BT)S5mvG^hJ0M&+yLbdfkaPIGbGDcKJQqqOx(C zJ;Lx@`-ZCSF6;)KB9Xo3&-)-~TwRI+t$%R&Ry{H%_h?S>rq>@%*Y?tM`Rkqfdof_> zhcBBj1J^&y}{|do4D*_40$<+Tv=H9@3@!QI;PC*`Jg1p7|NC zfA2wiPLb~h1dL|Al1P;5_yRU)f6(%3Pc$^x`MCZ3hK!~ERo=6YMlQgGDm=RORkIk; zBqSaAx!~ycyHW`m4dtZMhZ4mG5ODEq3W~&8fNJ1u_lgr8dFBFA+zTPEE*#e;)o(64 zbshQdFHeYm{cN)J_pzWWfSS^aVj2rd=q(1n?;OafP*8PWSIlu{kvB{y$WEN3#q2@+ zd&8oLwpLp@|a!1sGe=ZCBdGfs@TBPG0>YSo&Xf^K02qb z=6PFRv24UEb&vyKo{&VkGCp}Qb|q9aTRAlQ`Cv{=vEjhOtp#DjL&OQ^2`l*tb}jgH zH%_H0DN3HAx;kwx<||y7}(MxCdK>vE*|q{c96bMAA(up|4WZy1v1;xase5xX`rBm ze+(f1AX@s_@PE2uZE1M{+#LVg<-W@sQcqQL=PP>e@4mbLPdtwuHcy*qp=7r^*JN6|h!=U14g3o>V_H{rbr7sP=U zh~-K&F3DktP9CB+bcVOK>$Idd#KAZa3P3pUliK(B$!_D-vBMkw=!-i-HI7HA|)#}w1Hqx0jr(0!~KA^OuBui0CYj*PHV1R7<093Sd#QWx#$jF;3 zJq*76=jN*TW5sf;ew|C7WyP{D2Lm0;e3i_Wg#$bz!Z%8OpxBhPHf@!16<~Xz zYKy>unGrfQf?)((H&ZLVYGMoBjHVkxKcZnoTc@7N-;ARhST(e4e9jDM3)YOh5yWkh zQAfY3F^TQmr^n1WiGSD2$ILhhxe;^O>%%NKNeJ5uT1P~O1=}Z5$0QdJY>KQ!h7l}o z%AAT8IWTRKV+v#@!=lOs4+Pf^0PyuO1{i`f{_JtZr8``j0=yUrSPbbJBZG=KbY#?K zxVPj46Zf0!3GcyIplh&eTs{-&F`SXhAn}udhVc)o{vte|={Ro}ydu6l-EdZ{S?Zd8 zvbp9jZs~l2&5-B#x=>vmS#&qqS^eYthToWFr>n?trugu536PeHP=&n51MD*I?s}&` z+3c{wZ?amA=IV?mw#!i>5^!>v|5LmU?cN!MGZ)d$j5Y@}IoICRzj=-J6Zariy%^oq z`VT~e#$so4y=Nd^3ZnSBc#F-30ZAcaD+$?6)XuGJ8$Iqz=f>yGn3qjaMl!KCoG*TB zS(?iHlsK_EY!-)-s|Jfw1_X7nH7E>|2%^Ru7g4dAo?r#*rT3FOO%oPyw2knTLcAc) zG{!0IO7t@iDwU}pm$F~{c_u*cKf%I@tWagYRT~H3Lz%oo{T{$H;*5SBuw_mN%SG?> z-*A9Q6Ih3Wy(V1TST+c~(yYcF z)8=qi9RiO$r9!u}C&p{bSHA(=0#v@-erCx3Hh;jkIiI$305qj`lIrp}%UCg?y2v`N zOKn+KR|&#~{3y<6)$DY889x;A@>(r8*txRd`jfO|PycVHp`NVP*t7uH1n(ZzfsXK& ziCpM_8MJAArORyNr>X>&o}btYvkHl$L}-9Hk~@$c$1nXJOP@B4AM8CiPqO*@4&qC` z(OXEl3{e+t7od5lkmyF-Ck>5~l8GCSL>!sI!-Yt;a941XB0AzmkeBf*pY&|)1jp2c zReqXX&En`pd%l{jL`^fv{ByV@|gKtSM?`+K0c?;ifm?bJeCobW)N zj9SSUUvFwYb<9idZ~V=!$FiW+!^J1`DCT3F}a?6oQ9)(hVh54&<)xRhL zucq~GE8TSj_RB+%YOL3AV(wdLlqt709Q1)+MkqG9kT+yQGje+iUH}sk{P9g~fW}CT z)#@E^1fVpjpc&bf^a!F5W!QR*0GWR8bX#o&XI^A3q$?-Png6rYHF$EY7*!knzB|Nd z2BvvlzGFGM-d_R@{gZ`5n;~(zCQAl!RWFnREcY(yXfYEssrG%MOpiPEh zj5S6t!TUU2Av$NQ7x!OfRgdLOAfWEV_eruR7W+tHHMNsWVnM55_t2Ta zs$`Z8LuQDZh*bgN5Sj+UH_nU`4EjXfYJtJyCqXc-dsbjT4D`u>ibgp|gikw?)r3~6 z5SqW7whc{~q6yyd9=t&YLTqt7e|iK3Ddr)9pakk34c8^JSspv%#u5uyrT3~8(uGYZ zE`SiGZLGG0ixPwiCArLroRz^yyA!j^_?CbRU7=&ki|#F8yd&FHb@bz)bay}OYHAsC$|&c=zy(}~nu+(bRL!#{y+9gh3JXD<%XHtc;zZ5_$L0d9wh+Ye z3yOc-&PdA*Yx*TnD0smlZpUd{w_K8cr%47ITkEZ1shB0N9i?KyXB|Z8(ZKfF1X#bl zrL`vIZ;Jqt*l#GD6s3ED6~^c`j~|V-f^sNx$yJWcBaO$3kChaf8}jY2fxl1*$b=oz zP!^(&v=}X>|5QN1Tp#Oja;L)G%;#DXVYiuHzA%k4?>LWHc&MsVkkG({Pf|{bw&u7l zw2XF-cEFi=+C^wx`yq+j2$46205}^YCShYBvlU2}EfB83tGE}qkve{3{^d7BoL|P$ zqdX~=`aVuLM8efF^KZJr{-?&Hgppx*d(?0b-1G`;`G&E{25p7(d?6Xl zk+h6O>Wo;N5O4dnEu85GVn8zl%yPuNj?&}c9`ade5v zcL9L{5Bpw0+TF0Yb*4@WOZ)RMl4#>Yx?kD3gpz1B{R{fOVDr~7UC_+nFaGA$H>T2S zdY_HyMSbzbHrXo88vV^yKLGVPTIBK67MJN+z};oZFUCJ3k@+*WojkXGUo-~agh?e< zycIewYaCiO&;FAAc_|`u9sr6osj!$BG?h^sAPh$4`%iFa-8k3D9Se%p={vvBJtb1@ z@LAqKfauxd&{o6JARr(_toO0G+Vz<(ofYcwNM;xmT4c-y3G#+V1FWHH_Q51tb7BVq zc{h3O+=8%nAtCDH-=a52noq31avsP?meyZ!bHnXCf1trvIzkFpA9b1;C>4?1EIU%uc~)%P;r%iP_R#!*ILKID8&& zLWto=EMB(6R-h@d0b2cm5LEN~Q;>f7Y3w1WcS-FK7=Pf!B^L2@P{&MfZ5BK_ z*lTX(+(j0zUco$2W}p?GcPi|6p1^TY4i>e((L5RNm>EMWDmO1`zXs={VhhH})7FiP4j%EsE3 zTam7@ zX(Uq8Ng}@ww0&4-8I}p`MkM2XqGWqpDAXJ@j1vV#5XFg##U^lwluoLNDViF);%ood zey!E2hLTm|yn|6hOnmNUfct>~y|aW1rjCCZfbRPJ5)UmsMYxKKlUhGz+J(UX#ls>K zh003XB%h91KRajA$*b_{5a3|#6u}ptU`~0~h!dAK;_!E={l4;EuN<~6hqGT_-|>~I zMj8k*thBG%Fx>`|FI>pP%jP`-9F;Qn`;8_^&ML=}x$29_zvl+{=Kt#<9tVU;_)(tz4@$rWH2o54>Ew zi{vSeS9(L2J6uJ8VC1NzJy>-TSCXGq;R`E%oCoWGRM2J9M=C!9ct7Sf6wFz37{ zv4LULgs1c219Um$lXtU#M5lFF8524mdu2z870yK5XiLVrZnXmwMM!3ZDCyF6TAka> zN{06@@~3N4s@Ff8OfcG3e~YnP>3-H3DQ)nxz#OWg(7EjcC&0)Ou72&mZc~D#yh4n9 zZ*Gi!NA}{5;KueJPW5cf{;d%Rz~4*aa`lwK8ilohnU}e%C><}I@9ixO+l{6KQ}p%y z+y@J}u*b1^uuPF72S{zB4a1HR^Zl+7j5OIrbb!tTCc9pYwwwt|h#+6U23TD;33X)E zRHUn88;7gOiHNAM1g_62;~9JivMhrCj3w&mD=LMXk(!K&EP3Y_3Th(*RB-|eIWqHT zslhX%AH+9Se#`$h;{^_>o|A)&@M(+n54Fl9Cgc^(S7%R+nK0m4FC~>#dDesN3lUv* zsT8E#ngL6l%pBE%*tX>!k<0>}jelx?*?D7F8MkmgzGt?2fc6L!y6U5$V`t%5XOA>` z$Vba)4~)QOy5ELD+09n~^x$#f4#}^I!6V>-(w?ggaoNNqlrF>*S%VC5U!7QOGYf2 zvb;+FJ`?hBlCtVco}x6E!;nkG92DS=kC;0F#u5q2J3|7vLaRPjHNuLv=niPe_ta&$dbpTnK7?wl0OD4y}pkH>t~ z#7K-g{mywmJHCtnw{fS>J7P>TR*%^(+0)_KJxk{1L~pdheU8MHNEf6^eq!LJ0tiTI0Spx<;&np7bt$%h=CW;sDtQM zD^-w`O(*mq=^@8w=W7&=wJ~SKLJV70d>fJojM5pmiHe~Exc+6HM%>wtg;&0u6Mae0 zX@1JrExw~qSoo~``={^%4(0(xiQ|TAt9uRH3iZ8CRE)ie`)tNKLw59>f1OfRV2H|4 zO+D9xd3gIn*2uFm@711pL$0(5xv?z9Yvl&c?A>4!5tRp?fb}I7OFpvI9cV(p1sBqN z@f^B;x*;hKu<&3)YJk`KXIg;MwjhI&k6@#ve#CMBvgUXd@3i4>tJCjeHk6Vkb`Kz(b8Uq-vJUE6n zDd&PBS@GpXa}mn|;uX0$$AvfbQo!SXt7J7HQt$ZX(87k3ik%M2YrzE zkRS#D5Ka&FM1^b_U*{0sA$fSEtm1M>Wnxo?JNuDd?&~!RhQY7FPO~e??|KXwSOAv% z>n*&l3BqN`bx%Q;Jyb9jC)sfrZ*#d%Xo)$0`^^DUOJ~{ZH?8wQt@=}sXeq%A*JG*p z!DwRZv-pCP2NlhHrp68ktco+PwdXsF;I{Pv(2Q8W&vODh){h;woNqZ3(J3(n32ykk za)cQ__1=1TzsUO6eqMmr+2_;`K-hvqiFRsV3c=A`mnZOwIj~^Wufb)^LXhGW97A9i zL2O`Z8X5DhJ*jKjETWpRZ!Bq}^fe;aD9hhr|6j+=qU86!-D&;h| z1CM60t=A`8I6|1;r>poryNCn3Rzx!ajM0}R1~R!vWo1s_N-1J>v67i0iSd-de?4we zI~eQD_xJr(gvSp6Lk_Y3LS3Z52D?uxv?w6P6P)B}02J-LZ{N8G7$La6RVcrR zVhLF3*}=o6J`>{-GU+Tacp0G66#>oj4lewYD!w;U-T7PSDdQj&LvYA$5F z>umrq2hO2Q2D(~4As{zmGNU@9RCI{w+oGkw`l$yQIm0|PJgLEsBj)nm1$T3|W1 z-?ACPm}ejETL4O)7sUpc=Cq>a2dG1m8O<=R_p~qZn1cb52t97-@CZC=kNV8FM+s88 zR^Lr7MRVMo=!WJ03Sj2A^~6Y!*dFbh!*P3DJvv#py?B}A(AEG=hZn%B*wFlj2GFj*gdHu}0Wbte#`9&040ur~r!MypxB^j{GVDt?mk z6^BZ8kf3^O?}X4XgZna0|7hpJmXgz8hCLEcCcgh$NGd3`)~c(F$+=R+h<#tWKir19 zs3_$E={uM^vlC%p)|>IX9Z4xlaAU_! zyd%9s)viB90?i4~?xb>|!096*o*tHf_Uw#lg(n>2F~5EzUkp*o7A1m?OehDQGISOR-_~TI zMZ(-a6Xg(dlZiZCiILg){371EpC2b1TrsE!+|Je*&;0~Q_?Y{T+$=0&j?8TN<($m9 zl)y<;Lpb4QLC(u+wNA}1NokbrCt~L`c|`Z z+AyBi?`GojmIlYb7K2Yp3pV;|JL@?rFBxSO$m~ye3Al*WS z$lfZbJ|xq-8@Jqt|G|;SDh2baS9)&<-bEu1i#0_ngAOl)Ik!>dM3N=NogqK>fdQ)^ zv;FPR^e$V*?kS(+#cKi5G&bV<$abx|BhKOpqpkz!rZIhnsVC$ zw&XTp!$(le3nMe2JFfy%Q+e%km<6SII?Yl0SOJZrmc5oNN3fAs;Xcd%!>R_(0- z6e{P{dNm^00uT2cghEklcjthy=*Z1IdeF>5<3im*JAK{zs>J8vo}bwUvb}*M5IB2~68HYty^7Gt zWfspH(Q-{GNQF1NYNR5*f5Plrb$lNHCYp(lG=@M#+ED&K0`^F~j))*%XNv#YQ%SqK z_J<+OCojtv3^xny6a~0n2e==d-A+hqu#Rztg4e6-kV z29;K-OXrQ7@kl3E%H*1TLvd@g?OUxLWH_Bvy=&%nbJ&E<0z;)c^6Wp8A%b23GFg=G zwP-N8Q-P2(beGHLvDE|OJ)gFX{O{)nhJ9eS`Oz6{5U3l)1=b zuFM~44I?=!N^Cb6^}^4cH;K#m5bOD`nRXB*R8ud_X7x%udJAknQOntUTGcJ7|vlXr;#)BnbTEv$M)MQEL%i zSi3qQ=TA@k@!LOfK&y~@sL8Ireu#@lHKUnvs{X@KhJ4hv;k5Wx|pAV^Y32O3l<0N&A(CCHD`k++krvLO9$yau&_VSo!q08m2gYbn-}9UE2XGxiF6Q2u^1k zJ7(DtM=u+3{)f6V3>Fq?-amsu)(EM)GgshoT=^MEo&eLzzy-;9rr zIV#m(MNv?2g2U?N=Y~In!E9}Y1hApRVX~}j)SfN|I&KO$useaA^%IegjW;D-lLrMW zrlw(aeO9{fEJ>U9D%(T(Jvrk!S1O0c<@5OQNqX^S7LIBqxas{vfW2}ya|xcNJGRos z+Sb*{{Af>h?hiHWf79jKze=DL7i~~)PkiJp z2o(3>81SbrCZFvCeQdNxw)zy&ug9$OU#$8kq>bp9U?Sx2f{I=B6B2%wlHGINZNt;} zs{J5`98co1039dj1HjU-YZghDl&1?(D~>?IYzpSeDntj5x8iZ=SKrMJ752Vz|Sa=GRQW-S<|yzA@tA-*iKd) zo4>cODI4q1vRz^sMUioYl;93%AHw$pT@U1v!*;FH&zQ! zNux83gPM{sIq{=yqSm%ntM0anU8j@Id9jd2*rlc=R!Aa)ynO+Hv*e#rfyc(Z+P}qJ zoq4lo*Zv?i$>3=(PaR(_Hb2ASLi6gArh;B6v{6M@>m*wjH@9Xm@ZQpE+$;et_{~s4 zfv!hzZFFc83ZRmg$BLxlvOm7s3ZJU+V#*Kx~M>f_lku^38k|O}pSkA$zg{1Tcdax+!@u*u!ZCEnTzVsHzRt^mw z(P=vn!*H%Yn=!QK|XW;slJiZsnQM_RX6m3JmI!1_&tX2w3Fkz zR!S3v0LVj88&C51D_XcuTuPugrCeO3oE)8dXz24|1pRN1bfi>4c+|$Hi_BrpDZMir z1tNk}+f*l|JFYy64lXio@P)U@i?Dmv=}ZkA4AaT^A8fMZVlW>!(#8HC&Rb7i`a^|2 zmAhoF3^ZOv0P-(bf@bQW2|NPC@AHXl$J*2y)Ie4)7omR3~-6WA7WRL-k$|>zLJ&*3*Mb5mgG= zNWp_Zu=+HOYm8<{8lx;W2(IGfDy2?R5C#^0gGMsz7KR#Y*J8kJ0Ck*8?3g-s=O7D8X0em;G=gg?V5u(b1avwa zr#)2NQPjA`Mw^@s=*i-r)|I|dkUbM}KYV7iNe_Nba&clL_iTkrzR5MNil$-V2unMe zMyO(Sk8kxkKinHEq(!_Y^_FwW>qxn=rOGmLWv)Pa_TQ?F{i=@pO+rwhQvTxsXisY#$S1=YYDwN8%T|qR0 z?!XLMjtLR5$B(^?4@2fcNjG$5EG7vb=d~j3 zh7|e?_VfAr3{FP<_ObUbk02Y;_aD&#&IN1WVy3G3H5*t=z-ZWNG+{UdP(Ti$1C^`M z6S9Ncv@aJFOxf3lqLyn9|ED$_>jz`3fV9y0CQg{Ssy%=40s(@ikB3$$ zUg_>|cw|9Dfr&YbCrzMNUY)qI16*TY18alJ-}7tf6oED0&n3Z=tSOdO>)sxAi#rw! zi&OAj^QeF3aFZzKfY^8>AHaPhoKxA~ZVn55w>v(@RjC_HRv!0t@GTtQ9~vqd4vgteiyx*cc3XO1~?p0~5jM zdH)q~Lwh>DyzrT+uR8p}y94DBgX&%!X!CM*?NZRg)<420mXDjj-UbM&|Dd{CC|#dq zWX!a5>hP+iwx+H>byh-rgDK&E7*bD$+hp1m{EB=ji^rCYVFu>$a~W>0RAg_ z;l{>}(kV~|%Z)Eq=^lgCs5IL@*h#v%-03CwoA`Byxb_eGihbovH)YCO?$m4Ae&{RR z3zq@q<%)A_(|*Ha;0{nZA!_w7dsKN0pFjz1hh*3y*yX{=ddk$@Hr{r`<=Xb}9<1uE zhYy48Y7@Z|i~x;@2u%&ki8VeB7rX2thu5;3IL82fmAs){zezp1F%bWHe~~_sEf-4q zhsvrZ1FUJ)^(dl=p=!hwOI@d(CW}J-Z!Av#gvg|BG!OsjC*n7`^VM3>*4Y7H7Uof% z^Flymia-eALD@qxgk??~89bp=Iuw!zcM}&;)vQNQXIPU+H0^ST$4Rapy_qCgwqhl!j5y< zX3zykzYZrKq5)qaKO=R%^w#skrm+D0zmnutJ-Yu&l0n(nfyd~ylt@NGAfWJ2&3IwE zKYr90!zKQAT%6(exc?|bTI?}s|6qY~vjO8>ev$)muW68hnnD(Fc|7dVx^l6cRK8m#DK$~Cxzs{s(Tah*#9#~6HO#xKW`qp6P>eG^eva1_HS>@DBawR;F)wCnc=;AKcbfF#h?gMn}W>_D-BN3> zY3J^{yBD7s&wvWqrz?i)>go@SmqBnzx|n;wU2M441u7<+Nie|3Csh&dts^$`BgQND|7s;m90tNts|;N$ImzUN8wFFhva%AN1Y(^UcgtM}$9 zdt5i&_WJqn$E>_>)2mijXGhl?2hSz(lUvS}7JbSNhS%fsseh51f4|~$0AhL$nI6#q zfSj#^SB-Ym7buBoClCG88Ov6r{=~1-@-~Bw zK?7DvFZzEs@X>Nn@bCmzO}2$AXQ7YeDVNY}}i>HEODugS+p=RWC)dDnix zd)MD8gSPQsc4lIkEBQu-UtwB+8f4PW?;%|Q`}_G6(KzUsgj_5v6b@=X_{rSVv{snw z3RV{+CiUCRmcqmdr_vkDjxysNr5&^Wyu6IO{0tq6dFM=f!EDh#0c`2DGVlR_1Ponz zULE(2r?RG(r~U4pL*hcFpXsuKz!m*%htum@jOdv3udnAeil01Jm47^Cp=ra9Dw9Ba@Z_CKxQTsYR147VHh#YrVFnKG=f8InZVS zX-E`N(3T{rQWO#47A9$26xqnEWpX%)(`HO4662#-+yzESQ4w=YIuHOX{=~7=RJ`HI zkE}QM7Hm7#IsAKauhE0s*W2xbu9=MCjOmP_jH!%)j0xQ--2vU1jb7NJ;2RQ8oe(Q=aE}O&Xpb0=1dl`yu}88;ibtwPnuo+g<{|gcdgOW(c$9l=_h|NL^Em8r z!sDdJS&wrb7d$R{T=KZ#ahpRMmp1oE*O6=scXyfXI>MlfwD6 zdv5n1m?G{dZob<%w~x^Xw0{BF(FvXl?*m>w?@*6{J;wHs^c>#vaIdw!9KHMX7Q4UY zey-2pK1cfezrGc|Ga%pWc8sqxz5N zZ+vTvaHNok&U#4(^cnEuz$b%_y}j^lJQxQ5Hl*PluXj!jl?#s zgmt9jLvI7}1P7IroKweV%(vEk>!zmFIY5fgDZvTtNWW8}&={ zvD3zc3EwxeoOw**jsEg2j3oD>W zA7c2>@W2?G`D*3`)0V6;S*Nmnb5!P8=B8X>?p=$<^8c)Xwi&ida zl!I5bj}UB+DvXYf5{C$Pc5Gzysd~8;a=~cQ+tE%kT7OU-TNV)!8ygW(7F%6iR#q)^ z$EhnFm^i?JjgGGzp2yDM73Fvm`<>q=Y5%A_LST`ZB|<5v6iUVVdGn)Y!W>v!zN#(B zo{%33Xxi-YghzT`opj^c@q4(t2=ZWGLfgjy2UU&m2^^};%0zly$Lin5FtT(|0DvS{ zmP<`CWPj#Zkki<%WU|Z#BV?gF9k&JiFC^G)*;ljwX;EQEkaMVj+CyB{&RU!JkquA6 zlRvhV96mH-pwPLr;~l|2ej#Mnc==0r67={82Y*Rq0x)WgTEn25bMYp?@1rl===V!_ z)2}xT26}xXm{cYeXhEyf>PWW<1IZ>J)6jS~`hWci*@U}IFzDzPn7~B;Ai6G2rwi}G zegbx-X#?>l((R5`PrpC~D*6XB28}`c>(oo^O7C~B^!{A3Y0y-yR;vLG(94;?00zB5 zkGtJ@!df*Ax#Q$!S0~fVX%E20uE>+UcrTZIC6US4pU7S}_LamevxqSLiOasSn9UX; zrhiAev9Cm(RpE+1a&WM>UT{8Ur(Z~7Ok`AX^md^YY?--cqrsr3xd4L>(qKl=(vT2| zggUQ53X|Gox%DaL3A@(lEUUwRQ8z=5?ZoGHa-7RwREP`|DvcbGpZ~s!(b1*oa;#-w zhHR5D2jQQetzz^B8fXJ@9}@3q@8@vcd4C7z+~GL4;%fr9rMeY#ee?Gd3w&TH%#7YP zGIXwLDolpynPYZM+cW7};sHQM;FFS;@9Hj@Zo+41f>i+1VV-1R>hKleTfh&Nm5aZZ zoPq~%63)T-oFhfJ=M8f?pzUy8Tr@OyB}{`w^wLo4Y^rs|QP(-n@vqi~x{c9Tntw#j z6K-W-h!ZYe_#V)r4s$D}tF%?1j(oR3O~x2uXc)J__!TtMudkp%!!GkFe)8mTt>?if z*!zA=Isb`sHJ&Mm;i|$F-qKWs{3D15MCQZOUl_gVumgRakrAysZ&-!O?ga0~y-o(ca-3gEcWaxh__#0J%<~11XYZgMVGv!sT~J zZa2*vM*7c<@D^=_>Gq(L4XRoP>_ClC#SyWgY2KqBeuQ0x*!}+fpG9nd@f$S2hp%v) zp?IR8_8sR&8qTZ~S|J*cXCQK_BN)PP5y1OQpjI+Nm=MO@Wo(1p^y@I}(xBP|w;5VX zqv$KQ*|h?q0jzQI7}j&#?SBWn$bnzG<9YDMjkP%G9{)EQ_00m@bK+0LMYs{RrUV8d zyws-(3;gHIPZR1 zm*{$|Jg5B31CCSN-cLZ(T;dK|o4N?aKnU4Z4vewDeAZ^o&bkRU8beRT_W0;`Ce0Wr1hHYu?oF1ArkL_%#J{&Z zV%$m?iU#~V|A`PY-`)95#Q$_Q{#gJk{5CEPLZt64W^;|Y9_;A!$Gfixubo>vOT@od z(jgGcn7(%6xPMt^?g-&T-MKIK(L$KYR3+^Thb5h+H9q*F)cH0w@0$e=uwPeNZVRx3 zxLq78Tm>7%Teoc666ZtVg?M~D40ngquxoee2^8u^(g$r`E=-2ihNybP|E(pb+Fl!* zAD!R%~_Bzf74WxiLn9I&P9G zCRq-#c7Hi?vaib}_QqHXrJ>iG@yKRZ%0fSNq5JP#?n~Bb=W;t)hOFuSZ-3|BJ{u^V@DoI@{ztC$!|a$uPRIa`UfgZ^b=CHBB_3+p&BHa{EQ?1{N}AQ{+9eK(WjuB-Ad zO?)=|Hkbb;yC(aNh`9ef6}xj^u-x-g9eAKGdw=2tViY_}CGP)VNdBeUe;+=PuJH05 z_aVes=JaF#xZ?2hoL9bdPNni7TV+yAUv;2Oh>dP=V&mTVB^OHe?}ZbH{@ix-z>RE^ zDVsfJ;OMn8g~aH#eATMy3YAKsFsZU{99^}XeQ)OdwNKdNSnk9qMB>d3QIZZFyU z?|-Y@Ub6LH*+DtK%Z{TbSUawbZX5WIYiwA{UIUiz-+Uoqe!|AhupH5!*RI;|(vBzh z+pe+aoj7{*MwcB!aE`;(sm3`1M~6Dz%^gc9r+@Vn&tU&>UWvl1|AO0b-K+o6d+yFb zlKmU&oV@*^b)Lr@?O!EnwKKPXwQ|F$_kJTo zshOVd4IsS;?=Eq{eMNW>wUWE*FtzW%(yzTRJpg-t{S@~SMZWsZ#M$o)N5Dt7M&j+0EM90O{vS!s$deVxgBr}}_k!pFuF<)}mB76y_5!u8(VqnY>M1pT@PN7d{~-#bfNJnv&3uKdksH~*pY zE?zD0;cAkki&La><#u{;yc=;Ef+V=pu4u}1V=j5$}39t;ghbGpwbE-X$oQgP%TMtK^qV#6LQw4C| z@7VHsw78Mse|mGr!F_NEJsQ&XF6lOA)^H(gas(G97A9n?PXa zo5qcra`Ltit{**qb^EbU1AMj#Riqvae{SQ?KjGO`nE#dM*`K@{an5&CE*V(4#Ekou zR=hW?m3aFjyxi?jdJWYI2=}}BO}<58R8hI42DK(uwkB}~<$sekh6UwPlZKT`=^&wU zX}?=CWE2R^pf}`N_Z&T)(*UQSa-&IJ7?R}=%Yj}$+&d<4YwQL<3t)a@%y~+HJ2XY* zP>J>gH2=&cUbv7mFgCj?)9YGSA-`Ffw`&`D}zIP{iqZs{Kq3Ok1D7=hf7;g zq8rhZKK@IE@iYcewTS;{SEjKZ%&0us5gsm1jF@-a=YNq952DiNO&lT``dC0-oxXOF z&<_G^k$VyUNn8`vv`1+>G*>s5HEb_wgF{dgS`c07W1Is)i1pf8-sp<6Kj%2ZUv2bv zdk1XWMb1NRm0EqIaN(lSx@~|0>1c8uj#is#&llw8WPJ|#G}930$1UB#653M#~GaY8vG~e5E1mSn_aweD6a}}M%M)AdJ=G@XMQXqFd8A-*$4n}3iD5h%tUUsF?9Tz$f)Z76x0yhHkt zP-4aIQ*k#sI6QrbUlZ}4{Owh~6IOsvlwWL6Xwn8+CVtfkEvYr~gS5ULow#v})wAOA z0959$_o4L1nsu3?`|Ct&$LjX4y-Xz^hsZM*cW5*3RjXoQF zl7B)T=Y!RggB?jVwZ)}XLa0tG2{SabT(UGlE1Zpo_rWJ^b97jUf24N3CPquAc^v|& zR+450yXXj)-+uGhYA@1vR={$RFT7{*Il0eZ*-j;IU2JJsWMuNT5x*|My@gox{llNw zs{Rr`dit=@^XyYBe-vC#qh`Ph1i@TQynl3AIt9QF>G+MvBJPui4OOT1(QsWqdFc#% zhj8x!*QxC9JO2Gq>-MN}%c|{-g^Gr?!rChr9sA%XXq!qY;{C;QLjw^}5*bB5s`nz1 zb2OL6q^ccNxwhTM4fi=t8@?(4+%5gH&6mUWE^eMoua*j=V%996(?lvx1zdbpG=JJA zfEh3&eNp1*dGT~Sf+dxSx6@8`Lf|#{B>!m1XXi?GvGaFZNa6B=)%scRJ{4|@G92yW z9Ig+K;)F7eb6~rhzz(OE2`9h|GEo}0k+_Bt9*~~s!N~IUb0o0v?58GX+2=0JM#g%x#I5Fje`@9 z3mU^6Q6Vu=;ej>rmD|fJYlJTj2(02@d6wWz?7qz*vC(0nrO^##_5upTtAC^m=PgvL zsRt^g$WdhFeR&J_q^I@CsA?Zt<%+rIabg|ExzPE$ARn%NL<2CN2vWkmKZu(sS)V$e zPLCTDiWTdm@{}~44wRrUOL72ZLuGk(HrlbB$z8C0{FhJ%jkd;8dv043SRqSclL31> zDm8Vh|K^Y_faU?_6^ZCXW`8gg>2twgwH$53%kcuhGf`-^05V|gIMQd`tW~RH;|hQN z41e+kl!7${0;!lEMo02ZwayKRt_^q;r`^9;V39()a4|r(rW!42XBcfUWF|ujs1-^n zB9A*hXME@TrFm;IbTWV>P?}UZPzklhD%cJU8ai5M*`UZG(4!pD0)A{saz#9n?CFCIgW- zI_epzpH@!wWpdYXg?}R4&gDPGV{s4M;|CF3U4G(S3;MO_$#vRc{D-461@Da;PTYlL z2%N!s#@t{qQl`fO?$;&DyhZ%SE6EMP(6R559zxQen?{qN)JydmJ>;-Au}p>N60XC` zf%(2@##WI#=Em2ykEnG$c;6XcZr{#n*S9Ye7`53lAzR8434faNAtTG%e1nQ7L}E!i z9p_WYMBIb8;t`^+;FIRVdmrAm-=|CGW>BV8f=a8E%Oc`t&s{!u<)Y-ZfW{1H!=puT zyaa#n6Xu=1^6kNU@H3qJ5C{TajSi$BwLm7VkWS;=aU#^VyVkn4`+UV|Z*|TT-~k`t z?&RIhKuRDf!+%WUZ-YXeRacKwV)FI}t;)CCE?tKx}-?%^ASws5KIK4%4e5w|2XDzGXv}d*t5Ev^}5Cf>gz)gIf z;if7Oizr}dRboW?byWO|LCyjyKK1(S0`vffF$R;-%zxg_1WN``BvfjZ3&_xb`D7Y3 zZOC7lb`e+n2+Ws|5F-KwWGKS5DqZJI*-WLGJ;;=qkB;MXCW}sELUu(>M#404+$caJ z;1pI;uk@KMv{nXiv3pI#L=nV-RviUOor1mlYgCx2TGwY8ijezm>h8W;yqCHw`Gc$J z|Cy^+Fn@}0KO-KdVQ;Mzp$2_GHoja`Hddr&!j7EF#P|p3^Z7aA->a5LDZgv)YhEa)`Vb=7Cpoc7l+2r@MkU1T(Yij?3{-h@kL(DMAtM(pyyX!#aU z4PAuk%+L3Sl&-lad$YP|v$)S@pNR_S=%d#{%qB>|WZl{disM!w4Wb3RJ zg=mFdQcPJcTW>O25bp2Xt%tk6yD)|fJq@x2vMi=-m40!Yb*G8b}0$90wj z+MpV3s!oGQ_m1Tx+F8WN3w8Q9>i!$tL|IqNO=m$S>I!m~zet|9tyHSvh}f`y0-K0til->*p68y(V-FJ-<7A zjPsbRGGlI$(X6kdVMkXm2Y-f&_FI0+( zs+5d0v~dL!y>D�y+r;=|$Xt^oB`?Hy=txzeO@lvZJXm5sjHRV%S2$ap1l}{v9YY zmFctenR*HXkgL$MPd>HO5ybydtzJpk8&yh^npORJy)_RVIL_=@elhI?;Ql~m+3SG& z!lmH))V#RT)XcG^Xn%eo6J-vrhQsLdTVH;6=k!+6T?nCSF|b4?WuIm1jhS}jPMOC^ zYF*2!oxikl+E=xY>;j#RHf}6+M3F=}W;UbKs!~`jWm09cCz`Sfj^I%hh3u`no!lx= z%SAwmo$b*#I%-*rmUz)|TS-fhf`_OQstlEYzSQ5*G1X9`t$zZP%f??0(V`fdu4u}> zaw8PbD`ZjjrEpQjWLIToS&e1`oe1GEw5nk$q^kYY(K@v@gN+2so`}+Kjv*ga;+YJM z8y$F%`)!(=*J@oa++=m*AFw5uVoSik$Cfdqoe3sy5V!Z=fqAgH1@2N~>Mbqkk@NLG zQr7>@txAaxEq|Q&_m&V~6p@fhzli(&IZpt4(iCB4JMM?>Va(+2Dy(@4DPmnh`v z5gOoBFuG!G#Wg*$=Tg9x=+$(>_tE%L{j?RWGf9xDC>vZrmMV_%>#7$}E5_v9e;#1M&EJ20ac>*aa$EMu0L7S29rc2kFe zq4ck^QZbj6YceDJx$^>3-cr_h)?}t70!4oi^bcNCNH~OO!XNVLrwR<<6u(ZKsqJ-XN!^RmQjqEnD1 zHOC`5o79m&lE^4kI-OFrVa=wLb(-|9fe=7qgBsXwtc51nscGyQ=W;XjAd>0B3{V9H z`2|)R`Wd@?^TT5zH>EKkPfGSvOLQ_FBqQ2jnL-L`OgWrphrw)C2uVRMny=RylbaC{ z;D0mB#mi4{&$_DWvK?ioj5fWwGYT()VEpHr3wl{|xjIvJwKhQn$#KzY6{2%iG3ka6 zGRnM8tx|RXa`R}0>8wE2s;7o|;eYx||1)Lg7=-(f+l*dgq`d5VxwrFy(0FOR9I*3Fz&!T+Ro$A zRHKiFj$^+w45(8zvTRnI&11!xKC6h5RWwBxV>T5t6nTUb zLj#nS7S!1rZD)a1f_S+A=(MI&p?~#c9itM1HZ|FM)wYyKSPyAODV-jyqeIBv+LNtK z&G0egO#~%!C(}EP#R0or_npF$s~qQhxIu7#&85lgGopy_FmxRsVLCe`4ra=uwQ`+A z2Vz9KFn_;6Ar*o`7OYA@6Uk>x#(H%M1fk)F7hk7z)CUj4ZwqI&2w+(Vaeov0hs@s` z=trR=q!O+}5fl}iMUDqdmIDlC%Ylzu^DCecD#KwRwP}jPf$P6+cDU}kjw2s(oHKtD zWGSd(|3Kf32Am3TYS^P*4+q(NF*N~$&)6ezY( zQdC`8)_h=7(`@o4d7TU*1AoSxnDQ$g^u<%F(0$TN?`gJvui!Xs?bEvOAQgtolBu^! z6{P>eTTS9pB4z%Y!~mOn=*m6%Q}W9U*_3@HIPw3Iwl`^rq8xa#!*%afY~TKGVl)+G zUqBsL^|kq@(P3^iTsIsnxm;s933;f+f7e{XA%A<9%o==h$`4%u*?)+Qfu=Aw%>Tt1;S>qj-V*YkN+C+24iq;9Rrt~* za_K2v@{ zO^M$Nu?JkenSTmlj&m79=XeujqlrrdprZLyqm5)Gql}J=iBC!phlwKq@qb&N+SV+B z{nfZf<)O+0dzyE{dB~dtD&!vXvJ&y#Q~BriRdSqr{(&5zQKhD?37x$PXi?|VIj!7W zW_A?pX{B=Y1b=+&yL&pIMX)g}U^BXjul!H_s!1e+JFYS6&e0a)idB?Op}=a&Lq(rB zzM=h?!`5D2UNiEHc3f+7gzG1;ih&*P@Gl}7Znv9m4B3%TqZ27DXkIle>Zm|{Lwe@ zqL3x)Uiy}mS9%)le8O0(!H`>-Q*6qkY}Fdtw0?v?87!m96@*lR8cYS1-!|9O)6v`x z5DE#31hrHiy@jBZt4)d%etQVR#0X#p>%m0|wcY3wvI{XtC)9(#86eg5yx z0o2B#G=F<+TzFh~VqQwAu(GnEQpEpz0I3oj_i0!^c*TpWnkgUT6qTRed-^DyM+(*8 z192LOIvI`V;4w+lHm+DnW10$Lb4@nwoZ`-6iHS%E^lgscFT4y7510Rl9yq%(rebB6z^_tr$@DV6Lt&t*ryEcQ$XbCK9_HCo;qq4x!RNi7a{!f6FI5TdY zH|>FR3q@ypW@%;tE#gc&?Y><2cv1BSmfFI)y3(@!hxhI|09l|1gU+heLyi&|bf7b6 zH-BnmevpAuEJ>9@+Mqk>*jUrWj@8x9>s@u;e(!&)^P;xhbX+|Cyw0b?I`4orI-90G zvMi<~)D#0_V8g=XIMs2Vnk}#ylKf<1Bo0bn#=2o;9b#GBVZTzmzme8@z8w4^K_f|D ziRi`VJmpo!c90(fnDkj9sKloeia3^nvJj&xep_2YVq*Sg=?$v zGpbM0sXqC3#rbK%^{_E8#7}x;Ykx_=^Q?=5)0h4^>CgSPLmr#;u3lwtA~Et{t->2n z24yKZdy}XVsyiRZ)Uyv{I&X?eA#FVso+7aB#^bZgZ4p&LhuD2I*aHv2?}+{(Y=Y-( z3<;o(m41hI06?bEiVom)Om<~uRbhTZZFROCnxQO+-A6!1{llGRstwmUXMYJYHCYOw z1blsyBjS(v6;R<#dXPS3C>cELhP;frmbpU znIk8=x?&Gy^MVY3a8-OPM0esvWmRb-t*U+!$KkK>(Cd30o^21)kK=cbulbb!)Hwk= z1+80mO(XpR273!(>h;uWB_-)LX`2LAL3G@B(u>N#4i^*SelP%fWY?6WALiV&Qw-Mm&&0dRCWs*FdCB7KHrBdn15Jlu{YQ-st|C zJBu`_lPO@Y-r;}b=YQk0XL9ABX74#`RFbWO*2D(WiAQRqHP|H#ujBpSc4;7ydj!4e zghaE0a_gaUmQ(!Coy~uqD$-Ua&GUJ2zQejNrvX)A7si;MyCXB-RGPbk8dpgDpt*?F z$%D~!a)i;TeJ9U^wIFS!bLX+D&nhliYdV>he}LuM;Q@c<+JEw|b~NpvLsNl{a&4?6 zLYW#cG+{ApfZ>;7jsQ9jjjeWvWm`k^p6B`(J)cZoB13gm+qv9Rc)=cyGsuYqN1_YF zF|pC{LP$3$Es~N%TQmeBpCv?0c=bkZ2P~Z|LVtkN~>Sce~dIrA@(LH zo#F{1E?=kY#eY+d<1gBTZ1imRun*-~&*}$D%JDA`R+dweEpzq~v@OdE7A}XNH5qX+ z=U3-ajW%cn5yY_95aoc;U@+G|Jzri==amK-EQhe<`2oZ$WpR*?H%qaQV53A@ZgP~+ z0;`PANez#Q4&8h(u|-IuaoLz<4QTW`1?ZRKSWwO;OMfH-ty-%H@tPMK3Vx8nK3At8 zOGm(Z{1%f{QTpIAn4k{?o(G zbmve3n_^lKDN0$YRwWNpi&5g_Ep+Tvr*56|5v&7A3r+Q2`4^yuYgT3_H6h`Ks%w{UR9O8He-YDn&@Evh|RRswiuIl7Er;FXGQ#9 z4(FP4Z8T}MQJK=XkdzJUTLR7qe}P}_S78Qy@APCc^XRafO-rM{E1|Y1K%-U3!Z#+Q#L|g4BR|!iRDYUW96}Yq=8*|1qtYy*BfQCwRkZhn zJ_kymNKq`@vW_xouB<%5o=})l z4d}-cm|tm9o8+R-$CHY<1q+ixD9DPl60(DBshJ7%WHHDzM^03iH`XG6Ge;U5zkBG| z4}Y1+9j8F6b94e;)9Ts&!=Avi{D;rpYab%8r$Dms_vM|>ZR82)BeICSg__FVLd}%e zsSeQ_&1F=+SMSIDDXqA0bEqWD)gn-mH#+JVd8kG@5Kuff0dzW*TBV}0LBXC{K*d^} zu?EmX{UaSiUu)>=>>{YLr_xC&o?b5sqJK?ty;2VrT1vDUG+w-N`(|1B7I~`vVTrX!>U$kGH4?w7tq)PZSs6=kyft(IVh!m%6K$^ ze9fp5G%1t=23?=~JsynT!d_S;9J50J0ZAi5mj^Ff8MJ}Qmkky0In?FU<VSZ@g<;MW&K>h>*Pg{<-1!Z!}%E;9|vvisrq*ZZQ|V zh=V6h7WZ*fEC0#=m@kXoV$4NY=xk;9&i^(zDtS0XmQ6HC|5<9$|1Gz7h)=!qNGn#< zyW(C?amQ0m`}}q!IPp=@Mt>pULk#IH+bY|dRhc{jjpin$KxA@0*hOD)lZN?_+QA|0tE!tK>HHKKhTab1Z?rrfPeN?x^P#d=C6 ziUM|RlO?AJl^i*ag$)1qoZ>7S*wOyY&5H)EB(FrJ6@W=-2ffLZ@3^wRWe?4YMM4{1 z4e81xiZSmoie%8H27jy4lxdKR)*c8v_2d|SwOr_)&Ia?7P79lUv+ltwzMS)v|IC?9 z4WyVF6&4mA9$S=DF08Mrs}k`$0!f|V_?qT9r1uQ+W@6`M^C^~?a`*mlv9zA%)euN0 zk~E!KE2pz>4?6oUTEB$8BQeSiWqH{ZU_cJbZ}2mU zFGe%u(W)KuvTAYJM2v3Rei}p!hONCo%KC3V(5AzBB^o;*n>D+{PBR!14^|Om6`ZcYJP=`5{*a+5FxZQmTMkw2hh4BQ8m1xl07*Um zf32=~)PI*d?sA;rFA|wTg^wydWY*%%YpJ4;mQoTc&>QK9as@Zw9)Hz$q#Kmnp_<6r z%6iSRNitQP@+eiZb>Akk6p^0X#8lezdF<9S4lE-Xj4ECp1{r9@Vc*NR_jUYcvCtiB zJ4;NGNc-~Yos2v9msbA1cFmuWG3mqTz~C3iSbtKBd+o%dO!m&QaENV5fP6t7q=-TZ z6T*lGqfS>P=#)Cm>fz()sN>cAsvWyZ7v4}6(#%%b%bHN-&b(vn69sI6M!c%gxjNDH zIDh_t(|)K#ke>l5RJm$%G-c>L=kJWBM4O$&ZZDL{(ohGd;{p@3Iy8EjTB_@OmL)N( zO;i|d&#Z(x*rleL!ITdUTe@B?lIsHvPzlytyUC1h;l6k$l#xk{TB=N0MknMnh*uk> zHc>TP$)sB8q>d@nm1qlT31#QlL?jfe1%D(LZ~(r=xZ`|k=ZPv@+vwRoRoLOeO-hIOGz-~W^;L3v211t#lc0B$B?jrufVS2%&(WA&4LNWnPV-3|fdLz|1cz-ze z=hFH9RO75B*9Aj|j3d2;WE?k4r>B!~*8}EDxDp2e^KIke<+K|k5*yn^jjoq}a+Wq& zc5>RkXrC)EX>z1gfoiofDVq5qBeSmjv~zc!n#f2fNg(6#E2Jl$CprS(TYmZKvkQ)| zXm8juXrHE2gwRN~Q9|?@PkO@uAb&lM10IW@IvbD0ZrJnEr%(2N2N=P{@ig@isZp>` z9Bs7R3fK)N?BmJ1(CEaCuI)R&<2>_lP7>fDL$Dhe&&Dt@gT~MT4p9MQ(ij&1OAO^S zhEoBFGdg44xp5Q6;9$HJM~H@R7eJhp%y@@z{kDu-*y&OKKSc(=<=pc!kbkdGwfOBy z(x1ktFU{=EM!bU>WozKHpKpIlV60Je?!T-3H+fZPq&gKMuXPkNQa_zyYFA#R*(x(F zrt54meX3(BpsMqsC9TH142YvEL_v%p!64OBBK?Xs}LQ*L5$vLw10PQoG?l0KtelPoH#Wi^#effz*(I6(y0+#{Caul1QCR& z6DXj|jj}w*2ff)~r-A>Px_P7#S2nsnTh%^Bkg3T{7e>HLbp(ZSGNQ5tOO_ zzL1v@3HcgM;8ez3Z^-!+klh9jb|KM!xzHc8`G?3|rIE8!gs|(1b${jBBHGCXP?9gD zu}h&sKx~LNQs~O1Yh=@Op2zvrrv=3Ne_x2IS$5}MKW7U1weBb^Q?N(%7+ zX$7JhxRFW0=@PqNsefGK0F>2L7>RU+I7l?avCl}&&z-}sJ1f{An{NOrw?YXmQ_^MB zvp|}>9EC|qjf&R9)0&!}8P$1jp1lsF=j*IGo0gg)4vSBhp^kB6-)HzDT}z*H6Hq}O zl$e!S(tn$<|FHc!J^G6{|G_6ZWU@XPX`FL%o0{-D2v5R1Jb#$fGui2MbX1|ZNR5~U zVbG@)2&?E~RqO{s)Kx41XXoXogH$AjFnw|zBGd3)rIi6XT9y`|$5$BK@8Ox2D_Iu3 zRZnMqcf9a9s!VU>*tz}qPjK*tv$k{Ru(JQ6~Pu3uLx-NmnE{~Sh?#wzU zgA?kqm+U7KEi_PCWRZrIRkWb0_3&HA6UHbu$nxp?Ie(UH3vy0q=je50K*!mC$!-yp z8jAs))iYIag-yy|=k{NFsKnM;ug9O)D+@MRDoQya5TFi*SXiDJ3rIzynr_pXMf-GA z6vcpCN0|i?*N*ul+i7Ryb}c=!a}#J+FiJ!v;Lw$*QRh7bnSXNlR1H$3=@KP5>TJ<= zXv(aA5r2T(TvI__hF&6C^rry4;xyydj_;V9luTW27atWOEOH)Xa(5JLzh$6-)3bJ$ zByMjXQs;W<7w54bIPI66Qw4YoVQ_CUhsa3^i6il39PUZqnT};R1xMgS;jjh)%nTz# zMtaSeJbK$yN{nN!0v-y7^6vhp3VzTr+riLi>iS?wtcH}mjJdUE!q^g zEq`=z%3QjD0M6lDCcDaDbQsY&?nCSbZ?oGWU+-Ae)s|F6Q2tEw4%p@c(U4?;BT$~z zmRX7T2~@+e|LThs>LP2BN}_D>Ik;!l)2na~-5q?93>K18|GUuoXEu0V$LICubX1I& zYfAoSS~-ieaDQO#Hf`M`f^=E1irpxgv45FPM9FB%wXo~L2hBeeirgPlVKu1E^TzGS zhQ_P7_6judAGL3Ip{|r{Yp0_PD;WR7iwc(jp;F0%aDli%s?oP5px(Dhb}_myW>{@_dw7hZjLVvYD~=}f|>+VNRG@HWA-VBPgZA*p=`DY5r=_C|^-clF=sm`YuZwh~YdTewmP6D2{SK1m;J)Mm0aFy>}pz729v&l z=KeHo?s9o+njwPy02iby)*`KhVU-g*(3=efwA1cA$DoN6cC8Ylh6Xmx`mn1 zR3K$&Iyb3N&NS1`p$(Oqnj)1VGM!8vg4Z!xqlVoWm0eU&Z$R03`jSqHc&-H&=oof4 zlUSduPcWoVKue)@X@dgM2{1`>6A|_z)hkzypU4n*(tDfF7tR(SL1G_&3kVh%CCaUP&5rB$bD$1 zxp>ruunfN5!p z_ZPW)ldVcX*Bqgbnk}HF2*3yW3kk`l?WYF7}m)sWZg_hEW+LT4PO(_c{ zK8h&+VDEsf)X>e4ZWL!C{*!WRb{XWMvLst#WJH|*(!082LOcd8+{!zSu&Z-ElgZwB z12kf>fZC>}3asmy8fcRfgM2nd`vc-XS{J*gO@9O}mAHFF%kInjitE`tP6sJ+zxc8u zZ`{Bs*Yr1z()rot4=AEkOX4PbZ}Veuk4_#?YO)o!T5ESbg=18K?GC6$$+n2RO)wMI z_y%l6pWu`KQTKM%b*E@miGlqGno_OF4zNIx$x>p>GB=t^Q0cwSN5t%3&==R$9XNRW zCV#!CaWlp2rCSLn#YYlJ*(({XX$d*>QwtX63*E{3E`J0MJ@++KU#q#c?0Z=Q{~7+Y zoe>mdI3lAWq9c-R36;X?%Bo5c|M!ZHgn#uk5mYq!P?}w2cA&aj2QZ&8<{GV#i}v~M zST%Gr>7SgQ2S#BYu%FMVxZBd$L_=Yg(|J^}JY2NxYHOlBCaRLw zA!Mbq`{*R2;Ed~Ehy#2lmOy{8^iMB;x69S<{Z^}FMk9x5qLGT4zlp-WW;21}l0m@B zWh6IwL7o4SM#Kj1r6Vpq6f6H9{)ndQix7^cFMQW#ONTzLH*s#HADoBW#pwoK)^j*J za8DneUPw<=5tRwmDCp>lC>W3!!s67kaj4QT>;;c)oqw$vM~WV^ zkbl5*Vp;fyhc37NX(Yl#zvLUE>-qp#(-o^WAG>_FKK}W1>vD{HWN|zF9skXG$Tv04 zZAYI?h>d}d*3OsyO2l^uFt^-qm)ompo~IwvKIEyi1(g0F#KRr;?oNs8epQcCN32|P zXbp@0g==KUWK5Gn-c^UJSzdWy^<5*=h3qx^)fz^6OnkAJYIISfDYvn~{V^KQT|>&L z+z~ys`7K|M=@>AlqPF#OfgA}f>r9Wb*=;_vXmpOPT6?~l{;9KsQJdhcJM1Na$!xHV z>bzB5+C4FL<#sR6<#M7#3vrByT`f*}R_$P7S7G&u;*LbX@P5E98OduYJtO?HB2 ze$+yt%IHn$$K6Ot>D=f%xneNz;NQ1*)uOHVV0U3pvuy0bX={13-gWp54{Xf4!8Kkk zykmtdJPHlB?a}qE_$0kYYv#4MXmVlgd%=+s1k#7pg^q8nGeNB2&2CHu(Z|-!E^rbV zKVelY>cvC$if|t3!+9QQ!Nf?zO#E-#S|6|CS7Jd%e`F)~+_TE$+6W);v+I=NH%&c> zzCtP)a@bhDCN6?l9Q5&PX=BH~QWsonwkEJ^^ySfr8=>FH!&};1Ixa_%);WFsLD&=C z<&dj)e7?g>&vI*I9y=lpa(aFh^+z4cl?)M?XL%6=A(Iz0wtk4_5g}4!X9LK`90D`P!r^qVuajq{~Tos*Q@T84h0H`MK(WF}s&W1}CK;pyhj|*}9o~|KPrA zGi_r1&Oh>sZb1!H%#I?_arX#A33?m#*^{MHa2N+@#?>1-81IIE^l-VyG18ntCKh&` z6K`dpz&^q#$T;9nBqM|%IF~H%*6_4wXQ(IomFw6xF-WDHt?z;+!8ftN?( zrVr!b#;;g@eP*)7$M4Zs3a^2mTT%3DTr5tW(+p*Upe_*ZUfNy-{j$HSgSb41<3S0l zT32$@koHMO+X9%Jij2zQMbHCxhc>x84^}}amU=REgKRq`H=depdXAw3fjil1<5>!9 z&93-qjaBykPAQX9&!>GE(V+-%M=!V5=m6;&Nr$-d;{`M|Ehd*yQ%(eNvAAFyR2G!w zA0clAxASu`{yT4Zb!@kva${Wz$;J@C@RUN5rH)Fb{{pt!*kd-F&Z*M_-#Jz1xJE^yXd~mN0p-n%hc4D1kWvklE0 zjq=@jEddsZu(1o3K)Lpq(nrzG?9z+e;RMJ*M{g3^bSGq|I~ofS4oQl;+k|GAt%OC+ z^PEQ%N{SFI>XeEO`>mJEy;v6NUs()$rnr%*9Vj9{w%c8=3v|&Z^X|f2^=9ZKc_`;= zHTwErihd|t+&2f0Ho%Jhik=t$Hfmgk%5kj-3*Tyd-9QA z4x><&=}^hUOQ>~!k5(-<7W~@zZ_m_|v6U>)r8~tXzUI$kZ}kMRQJ{X|#F?ix6=U~5 zD;VB;1r+V`OY%yE$_VZBxY!Jh%=vk>8O1U1Qj7u>T{9T^6Lj5ld(xXzmz09iysDzI zT%fVsv)GMMgHEmHOE-k&^vO7mobk(S;DYgeeBn$z3xa9BUw1u?GEoHT$G+pAhOyW?c&eDRu{p{>u~CBDVmj59b09$?O;T{62$B)vgAo z`^CVAJNmS9)0o9VC=7G9rvy7@QGx5pazJkxM>RU~0*H z(1}NEc1*LIWZ=F3n#sL;le(>iIpw)_voismo5p!G!K9BAA*_e|lQ@spVY+U@8fCRF ztL1};aw@UFPp=vW;P!nv;5sBefKzX?d~1!7sW~{S6n2YgGMmoj7~j*G?OU*S0N^X- zXqqQtHJ{pe^jeHru@XAV2cT7&g!JtaO;$D@ z+zT{s7`ZqZDQE_{4hKt!N7P~4bF78y;2%JyuSrpTc4-N;4u;WCvmqCe_7t@y)79J1sOgz!v*O}gt;8>Vz#hv&>ay)~uc8yugDPc%F}%SnV~)gJ*h~`8T@*~X^-be-a~||ZQ!vF=DDt`w;N)5ys&-ov zW@Q_p%#|hAg(1uwDVMkZEA)Mkr_f-m`FDlv-GMs}^c}{H4Apy9uEWo}!U@YArNm4L zU$V@QOXm8`{M68auj%pxa0B|`kgHya1LK6F+]L*c2p|3V=ilcG4nlgJDml4lu zD)!m_GogYM5hJEWd1h1gfN?cMTqjG`0P{>eh0|4G+NP~Dl&F?QMZ=>w&2GOOCCIL> z)5Sj>5G^^;B`|Oxe&{i=KQZ1rV}0n+6TubTS4x*;ge}~yp_}M&W0+XmT0YFN-!%QE{7HNJSKqW)~PJV=N%=oJ}SW0{^&UxoxqIu zm3c9p`WL+fEu^Fi^8hLW5E-)C1W9SEC`OQ{8X|V5@=^q_h1xQo%3;vG@)B6D^@AVS zH=6DDG+AU*3LYMry5^@p3xpqd7j$=P|E)TB@3^I`_cCkr;H2}Rysoaoe{#_AHvw- zz$@Svnmya{_V3&w4Rhj=l$<~22b^(}zqo}9stMEY#b;9sO6#}p4Ll|rusLCfw9s*W zi;IZD16)vM{>#w>{0<4PHCRVzL*gPo4X6nPcqf5N=qdq;bU#xx9)jo0H+-8SB%Mah zO4s*s^y6JUe4A9WiriB{mB$#3ny=CCA z^zXpo6KCKe(2uP#(!RUc-jF;LLE-ad2)2^|E?d?ea6c_voa3Y5U?c<{1F9p|F^l2X z`}3VFj7?$NDHArXN%-Wx>t$cPw8VL=dUr;5+qs>rKX2`4;z6VNFJ%?Eb^N#-AyW$* zI=C7Bz=!qz7C;tB=lO=lg>QXxc@|xNmIXK(CYw9+MBz0=6Ro;Y_9haoIuz@_ahQsY z2daZ~YWPfM#pM0{5^@}_r@yMfb{1!BI$*vNh`GP)Q*Nyvfm_}Q^+v;7@8c7*`GoxV z)OeCPQNf@xjwFgj4Xe)iGxXJwgJO4;kB0&#c1!Pk0G|X0pw}85{Bbi+6VzKy6A!4M zI@qw1Hh&%b(HrSJ3r&*y=1EA+rD$kvP1l)%@tFVp38wN9R>b`4l5l+ zoh@hlSZ}uM_U8d5__5CCKec>CO$h5cmNmQ*FW^nr-#Ybi`dec7MZ1mAj^A2vobB8e zZf!ED*eQ6DH)LS{VQNTn4k8AV1Hp<3u;fEuyuotzm+3g*#lN956N{j_?zUBI09k@G#@qF>Mda)A9 zFtH{SV$qE28}Zi;(A}6Qq3lwck~>?D@DB4w+WU^;cl-{Hzz1x3Qq)jgVArL+^9IN@ zw2BQ+&~f+w$*1vrgJdtT{1;>K5H-U5Px8E0rPgNDgXPO_%AFvh)ty7hnb-q5)dUP>?ttKxB4H3gI`21h(I-p581ec1!9>U0~fsrcgRQM*B0b zqfvkz_;^Yneqn?lCaik3dfsa)9+hDI5z&J>h-lhL_+D&EiB2hS)tUo(6e&BW1WeI) z+#1CzQ4Vp~?+tz4`HV80JX{gi62EJv7vpS7DOa$m_EpjXc}Kw-U|~>!S@E+5|QM0D}QF7YDae9DI1ljevzWnFxQ7zBL5A*57LsMpk zAW^m4d^B5GGsAGVIpXq)XUqm~xKELG zug^>!$+$HAwgJi?a&xyo!33QXNKM~npm6K_v@ibRnsy8px{zKxO+odP*v`A@_=Y~{ z{qbaUzayrD0Oe;%g0t#bEjn2Gb97(`V#4Fs`H{$r;al&708=G_(rIm8lD)y7BpybR zyJ3L_mdCKb{ZsK-LlaO{WRy4&J}or^9o^qA+%n-gm(vAALcZFSF8{xff zxH2eAUPwg%5#iVe)Y$CeKMgP;pyI!5;(q^8D~4jpy5~6DiNWa(%R#~yGwy<)0>zAI ztkg@FEIX7|(c9u&vk4I=%PS|aqv&oq=0oOwe|)A zv`()B4_89Hlde5moxy)|Ls-||lzj0)Sl9Q+OQPSgYHWKiHo4L^q3R@A`*dQg3Zsl5Leme2O&J#qIbjua_%EI`j~0 z9uO|0Fg(V5egEHs5aOOXT=W}^*I@GdUX-)_xn(go8F0oqv(k>@DRXUNzYtQ-7(qM{ zK|Z>h4|@Nogk&1;6&9dKgi2LP+NVnyF}6MvMP0v`H{i?j`8^L}#1WE4qQu?isB5q( zE&9refOu&}8A;WJ3C)O{&@ybxjO^TmM1Rs8X%#|OP>KxICdoSQw${bnmZK;)gk76d zw!53cLZ-$!liqP|Ewoo`>Q|KADdba@1{OQ33?oFnu4G#A@eqK#S#hi4p7*7iJ|PfR z^wmud)=z7OJ?KOJIO!KnV(TyRy7ooBv}{5)_y+la2tn#vO?-MRb4%KZ-8f9>8_T6x zkIb!j5d=}Z_!<}oSL9R;%5a#sKiv{IHPWdug&ca@7isdU25@EVqHl{%IydlA*ZICkrUzP|ogXrxZr-$%;Ij(sgEe zCmXTW2+;`@p0#xzghcmhey2{sFR$JpwOJ>Yl(9zW-B<8F@1|{ebLERtpGx$ z59T|rH{dc|b zX_-HuTS_z!XFc<elBGxIy-9{f%wxDJFh8q!m|SH| z1DPZ|6ikvh#PSIA${x2j^Cx_o{p>R4S?an!e{R#mZDRP39tWLrScn~Q=IY!#K$1rw zUmzW5g_jHXE=>`J9`(a;5G2`Knv2UzNl3`c2h;7Ak+bEK73bv@6o_ED`um1E?OIcA zk+6tJA40+=K&IJ_v~HWA*^-yR*B5;1Z*?WQ~Fb#G4pi69mt(=Q{#Q zvdfL+m!eNa`*#8X#LlRgx0M&6j}JwH)qDj{RIV9v+~W(xEIE6zm^vN==%XK6aJ$+s zqod79dg$6uXx>)MDrH|Q{RrKTfGJxp(~bmW=RTzfkY2V%iwa~(oaH{A!E!5-K3R#qQ@uP z6GK9c$=5NC9MxXu+BqY}ecNS+2iJv0epO=VF64`UB4n>8`s5q625-(Q_8Qmb4>F_N zW-8w*DwY(>v3th4A25w4ZobnOtllj?7M&Bd9v z4k{?r#cB>HnX78;7#-8rRilxdmMX+C{p!@Cv}N9Mbxa_X`t#yjmRHzJ;w8tM!jbs> z>+0@jS?}nbM)U_5=_`0409_BWov+7D;K4g$Q*?Q#m+mtK0$Bxi+Ir)kHBV_!ap~^M zKO*_@shA{qVn1&QaFu>7b{aI&ot;6G_s5yv|EhSWv|)Ts>X@$UjNDybK&s?IQ8(|Ca)%8%*HC1~ zI5`7aT9Aze?5$+%q{rx0)}TymtXUcYO%X=TJB+5`{s$*Tvvz zxg2x0k<4br!YpB>6Qxz9^m;KxV<~@z zk^n>xwKuJ6Yg|5J*Mj^Zxu5F0S5W2f%!hyV4c}j%)!UV9x{?VGH>tJTVQroARgz^# zaAqsA36q`T`&&WKE&pjF~~SaFiK+8 zqJAE;fKTpOb?sX8ST+7PpJEf*PW|9bv(a_Mm!-c0D*N5|-!eOFVcYdN)PJ-)kmjM` z)EwigPZv+#Uv7}y0NTX#)1HYeMg$ctZaqpOx>|#9s>+G!!EHK%;tpG+4tH{*gSNvyE!XQCc5R){X%A zogM1ud)HQUO{0JG2qD!ZcVmnx6i)wyL9P2(SPgledfW2B-eq*aJ^qsKX;nJBM39m& z*d`1>s(rY`#O>8Y_PC*7@o+z}t9BQ)&Mvl$Nz6^+ihetDRE1BxvZc!pEeof@0qafz z`06Gi(Q)K0EuH!PMZ=xvf)R=omyYd}xh&>JS$ZI5E{QvVY5pp5v_1)M9{-)T07EmD z9+$3zR9J;cbdWoL9>o;2W7sHM2yNm&a%#JKvMm&d}yY#6HtkPtYx2t3c@^@ZJ>jJOFgC*N=>|L(3?H)*az zi8MX!;%XEj>)wj%^vix+Q18#m3Kq}XqX|UqZ1!{kyj=<$TjE^i*W*?en2c{^Fj)PT z*(+sVdqJGFy2%a8)|HOP1jSp>6rmfI&|BroUrkJI{binLZ;K&~Qs-D=OH8z*+R@%^D!$ZL`>j{8602RcVp-ugF|E9|DduWh z#--u>D-bZEw`Uiomf{GV06YfKjhajgS=gD0shP#G!7XAhhMfo7%@#}&Q8hLN)J$E& z$N1Sz*i}_A8lwiHqSj>AWZFiXII^hp^)+-g6jik}wGK)llo25%VrB~+jZ<%aJSk8l zF%Q|=TXqhL5Peyr8wi>C9yUkl;}n5xUOI8KbnmgWa^>*O86;Bb2!KXk$*mUq87HIu z3cCt}NVDf2`%iPpyH)i~E12AGf2eklYjtLLYY^SL9@t4)jaG#}l5t_S=hMOaanUqB zsH64U9c2$^aaoz1wVB_uh)Vc2aV}Lk9X;Q6f~71Sh@*|G30VhG_&Q>ItaL<|jgE%z z`lN3$aD6i-`)5~c320u--j!suR6GT;p=PDW;-s`AIufnr(KB($=_L&9Gkf0I2B_FA zZ7-Kc;@~S;xk%SbXJ3p^57SRpa4z?L{GBL9K|HD*AsO&D!B~ zAe&iHJX1Av0ZmnJ_gh}bOE3?<;r@(53#AnY?CaX)rT*pl)b)iUb2AM#NG{6Gj3B6( z$x2CzvX(cqpQoYHVUvOJ z`z&G|xr&;gsz9xh2USc?wPe*K_ISKWu}TW)-zC%6z+p)V6d!GS-DAl^LIYucdq)UP zQ`3cIH4+Omi$ghyZi{afA%c$g!R3x<5XFb6vT7I?CnGPVT;aUQk&^@Wq^nsw*1W7$ zq(267v3&U0ZkO1Qsf)`MUrldsc%@w!Z&M?CHonf!%y-T4YJ0I#d}xR2jOlFYT;lGp|0^bX zIg55!aY0F2M_XQG;DV47ldng=c-&Q3&5tx8U=GaWOD#K*fR$=xGBk~-db%p(sIoiQ zeM~MmN00inEy)CPZeLHc9>aV{la}t9iJ;7ps3LcM;9FFn5BS7;3aiL#9~4_i7X(GI zBRDAT9l5qk$4*t4iB5(CgQ~_%mD-9^c6kF(K3&DGei+=YP_{bj?^!KF=(ofx| z<>-jTgRu$7lc`%Y9kHC-tHBc_1vN(XHwEi~4d6VVDRPiJ`VE1oz7^#uIcqTd#&5&C z2_7>vBtLJeuB}erPG9r#B1#m{`ysvs{80$h1*sHRD|#$q>|YTuo{JM!63vGTrDpy6 z;zbt$v#UrmX5pR@QX;I?9td!R5P8rvAk;4}ONB)iQ(Hh-7UT94*fB*H_Z=~MZ8sVsss+Ido<*Dj*ab3g(7OKvH6V8AG>tq5N zGDu4V9pf?U0Da-uve6wj$8R}9(q;1|yz3Zah3TaugVqCk;(mZ4$B;zp}l`;ptAl>K}zI=X`qTEF(JnPmsVWKV>zV zc&~Y`x_~V{DtD^Zgf5(aEXybkuom#a#NVKL<&(+Iy)}u^D3BcpjyCqu(0>?i{u!3t zBRKOZYWD;xN|f^vmnPJ0Pu8{69wV?3onO`&n)qJLE1y-30V@czqdfdr)+V}OY9bfq zLG1{|jU%0n*LrKhfsD`?vK&B))a@+p`c0tZ{V3E<&+1H#$SeIZrR9zT=)^n!nIM(Y zXiv_XZT!C00D;_0^u+T&L;Y|h?P?;`O1V({1l zUjt{VRWG%S^WgZYks}V2->9lcx(I^Kl?ME-ta_<;64BFCqcl~+=#@<3{=ED_v)+m>f-?iH#M<-scwB-BrUF3C=@oksXT}KLMo*-aP zjLvrKo`F@P30_PV70E$rhfSCrbQwQ2u9zqfGn?Vsw@zwd<4#2(MiKXAp8OCtql9w~ zJBr1wv7$~l=&ZoBJZ~h(UM;sjFu>h(_M#yZ^(U6cs@BQCY&Dz!MpK8!3z<-oFGExm z4e4uB;``=_Y;)fPij+Mm8-zvmq)@N-SL?p|thKMmT2v7)^@B_F`w!UOHjpUzD4H`c z#nmwT?}MvKbk|wFfap8BDfm>5(6bV5$UIoO{!JBlS-Ibl&LACf9s&)!EUQA)l6h`7 zb0?2oqrpRE{M$*u8vZUKj-2eNSGZ81Ho?g>fXijSSntEs@}_o2e=InS9g zn61`Pv;*CVN2`6S+gsVzLB1%Fh%y0%1gqZY-j2W2a`hvCqnz_gS_|aZ;^b(0sRE~& z5LCrY1$|6)%xaeN7luF3DVAN7SsX*2=0WkVhEBDnUY=&XFNM&>zF^ut77nX;h%sw> z4zXY%SnUl9>ovBd(S2qQ-d>iy!{mjDlno4bReZ>4cyE>a!=mb%fhHld=zR6UrG5F}A=%zEskm>GTKRN;e zzmwEVc@*fj-s1C(a-~Yd8A$1UF7HrWyUSk?ZYu655iiR;xXBjPyn* zT-TUK$%Pkc@`2oAO!YUEroS>hrcG&QCtyCcRsJ<5y|4~1xvgEp1}xu`7LA}h$~OzE zGsPHydacFblL6_%EK2(k2IZS!vn;UY6h;1%d$|DD8Wi$Uatpl@Xl3$i68+X{OL5_h zR1}hq$81!W*Gpm-(v`ac;$82)Jj$#P$kc2Fk-f?Fd5^hsaPn!XP>#fWuL38Hg9cv+N8%Y;TuavE9M@!L&9KhL`@l; zr5A}($pD?P;VKMzwD>)&nu<*1kUPbWeK^LZy!gc_5rK03uAv`YP%2K6w%t_ocRzDr zf+yec@&sJ69q~M|FIv@v2HK-uD`RKUzPNq(4(B?)u0`U=Uk?AU`)oDGyf-?&$Y@%p zeY{O1D~L;-I^iU;QV|h)bt-E`Focy72!8zGVG|%TW$|kaoGiY$Ba;^{K)ma+pQ|8-#HB2>ouB9a~@8tg^y<= zXrgzV2rn4WLAaIr3st^xyy@|PJSFR@SQmYtIrbvKpL=lq<{Yb;ckt}7ju3}J2e1&xfB9Fb2$fSmje={ zcdbG=JeKP>PD_|}z~f>SvbeU4_ot? zM)~=HGz+>3OD|-i%(|D>`OfMx)0T8av+oT@P{T`O-37Hewx+kx`g~VaW=e#swX2^H zGO+XW{akT)Fu&nzk|L5(oiQDt(o0}O(tz$Mc>hqYf9-A9z=%(MxYKLYjO=N~dC)?z zMHw_4dAK;K&unBn3#S1ybAI)e4a2wV{k-ZC5v#E$W!o3rP)TISeHQXK7x{BAPt9$7 z|D`4cg>xiBYNSR<*A^FcHuwc^zwR3Hn-O7nl(Y{|ozTH(smQ^(c?|}TkZ^~J54~%P zxOl@ycpz|c{u6Dx4^9<{eFI-JZ7tuN}!=|I19uDtbP{w1kq#|TW z(U~-)eJ~S{sV3ZP@Ezm{Dk2o)%rm5kmWXKJMf^Co#VYUOj-cgxr;wK+FhbZKaa z3jMBTqE^XHeSYFfMPSBd_wq*Aq)<;-Fgh4fi$H+%cxCgXC`kYijy!c2266Uo_Kf~A zXfZ=?1{Ubrf1|NpKy(IQL$Y4C+QW`GBXj2&F|C7|0)9;zPcvpG@sXRAc@}~oEBp>| zi+v#Wzn`ttU7Pnb+{-BRGTKKSSgyH7K(>ncM)mmXP$Y^Uro#dcNQv&3f+amBQ|=C;dQ>f|V%Gl&g=Niz-*>Mt{ zF%ml;H>_8{2A=fpYuR&sgYp5514U+|FbGuXgnAJVI@q z9`+5>i#))@Wzr4!(pzt!u3@}K0km*+A0jSqadgCxsa1n*}aG)b3%gww=4+HDO+ zD-J}IoEIg@tOI(-;ekWNwe1Etq4QzMzp<;a_u4zsW3RaO;Njq&GfwqtHa+k4^j9;|q%!rBgdeL3rTP6k z>h~jMg+2KT;f_?nG;YH5)E_Np{I&UO*0rB&w$|2y601Gl8r;!65O#rcu^lpGQCJkW z1~3P~cZr15xoS(h&+T3meoo#5R~3Jw=iC#0RCiigAu(eP|pPjOzF zk_8}|_S6NBSH%zZV!G82SO}XyER@Z%-H{XVYo-(^aFFkXSA%DYHya+Wx3pft0b=LD zZn?u+fiLw(e+K!}UAZ!PCK4I)WiFXkzhQz4B7^2nNe-*hlX*Wyts`O02L;>q1}?YB z@XnWgOHBVxVi0~|aMzz{Pqz@XGwU%mA7Vg|J4Fp{oOz0l)n{1JDZJE2eXb9ZQoiH% zQX#nApCCVbZ=@z)xj%Q2n>bZ(2ZYoXTI%1xG9W#dqzx2=3p{fjr7j-Ci1r1aI@BC_mry`$|bv2@Fgh62JLwW=JAJzqCB>xcLD?bX;dm_{@*-Odtml#(;J5j9 zUx;v5t@y{SXI?5K%15Feb@P|1cC5)pu2mDhfJPgEK+p-+#$3kOcs1AGxSI2I{>)XO zZaXULoag(uz#Ak~`9S^KM*t;SDpzhMLl1uqQ`6t`ubzACn+tsc3J1wH)}fXAq}*;2 zgj+RaLSlIN;f1abTy!t5NeGW?^;Scd}wlbeoG=#GP)-Mi@PyGjH#XUEnl!~uu zcnEsggXPZDHBr56&PEB-C9?D6rI^JG(Rx^ouEMTlX|eDRx!Aw_O&JkQyDf?y^$H#p zQD}~mJ7&ptCmPKhpk2PCMs=B5)$m0Fa>Cl9!pDm$EYLtqkdB2wKdA~z3VJOSU|w_|GYP$zJ}WHP0+-mUGhrCzLs-_s;L!MTcuyogc9;$XbK&ju*^Vt-gCDMwup= z$KGvnoLM=?NzCv##}9T#$%MO_zSIXE{BWIH?$-CjjRt2zaRe;MBNFn8q%v`vnI0;S zh6|aX*$8u09P(a`E}>9en}{|9i-`NT#zv=na$*YT6xDJ01Ahn38R}{dE<(5ZgLla- zq+bqKvn8clnxU+wH`d`-=v4f)YUImv3~GZxxD?5rkT7S~W!xMfgI;w zx+~8|qxDFrd1xMOz<}L+@yfdE=1?J&C(q(0{FFNIOYO>n*TzTL zfe##6+B357McvB>G$?}bSDx35&v0mvg%PSg`ipe3s6SvT^;7vIy!A+m%I6PSh<1hi z)Wu`WuBS}&55tvArxpF(qEn0$=LF_0bB?_D3F`6EV0o%#ty?5Vbo!1>qRGsx2M7j) zBV;jN)JzLnMjB9b5BMdh~Kz%h`ooycawQ4ftwNVLAY@11;bXfJ9c`F z8!s|H-edtXyu8L)eSPi+^s0u6%Q>s%0AsP7$4l<%eM@4mBbHjqX7U?;g8CGR?L*M> zZKkqDM!#4sJZ5(t5p-r#%ACO62>8d#oP5D6@=f8D>gc4E8i zqP5A;*SA2)0)!0iaZ=&d^FE1M0n#n6d$@B+XcYh!pICBb8K*gET2YEx&};7jV>#SC z@T2j}PI-8iul4G_gu9+q4eWP&!P`$2Y+d1@%guym)RV)_69ot*iS8!Eve&bP$5LPQ zC)E$Gmn~)U*(Kw|BYd24sLV&5PU$c!Vg<#bx^lj@)o(iROQ?$Js-`X{B_sJmy*e5T z@y$SGNomf?hP8|4)89=;8wbp0-#H>m@ofLaY6e8CdI-araCJtl7FPyYzf}IC=p?N% zJQH!~wMVy$x?2P6=xs}LQi}4KUP(18mZRiJ`P5`qRa_$t=-R9KVD)vQYrJrzi$9S^*Ex4AD!pCS|5eOgcRe6vnd+Ymn%T6 zSxU{MV1(1+B_M&<92D8KGecx~1dmm>TXh4S4Q6c_Nu-dk;NpFQq8G!T zFLxKOGD$Q64`_)Iui5{CyuWfL_#se$adW23 z)6m89_sK$d5>gG1em&s5Vo5cQJ!3$Gf`+ueVwSc46+|6RX7LLFCj+6MDp{s#W&01w zpB~~r%ckr7U|*_RDX9N@K`>6vlx-(kzUBv7x@`Ou5E}|bO1l)DFc=r}|47?h(sVZn zU%CE=3;$$&bABFw!nt{y`!wkOfd8lBKZNcw9XbXuuK$N~qwCUngMH;riPNW30^|NK znVYwn(14B*`m=C{8=WFW!{w71?rug$@>%f72j^{GG^0xbPf;>}rbvmiqGN#IU}F0J z`@dPyQGkJQFr}c-LQs6py&j!TiV2 zuM3CbKcI886bN5B($5CW|AU1$oA}ZRf`6Jbe?C*nlu182rWCtC8VWEbmXw_e8a#lD zi(Nnf&dJ%)1Y`r}zB-|!ZHLF1?3=BxWS3yDW3xF@4+F96;1A2e+5dau?CvhWuo3@j zo$-$wqUXn3pAcjHh)r9QdX2AzhS!en7l*N`XBs-c$I&C)RNxY1X5@CC&nVO3X-ADC za$?u_9SssPy$uKtiw)4ychLhgRel48qi1Nv`zwj(iBa;g#ThWrOe|mWDCEeUCh1b^ zYa}SFWF=G`sJMdypDSG|#;8odFjzIQNVEbnE1Ds|Ds04QbJ)3puqbeDlsWvw7N z6+lp}7(}08z`bCIu8N4j{>)*|`w2sCp!YfU>4_rhpc8l#8Zp>FJWY9%5>0>vEB7Jn zK;8nRGVaxY0gBe~%tcWDAUlmlXi>N+HJ1 zrYS0s(UdfZmQ6PPF^Dzf(L({~ljUM0co8Rp<@Chla1nzhW}0EHZFF^_QOo5g!jY*=apbdpEE3qqUlC< zxft2#B4Vw!ZJFU9VUk9POWgcc>ev+^t6)vP zMQeyN+A)?MfU}0?1d04i6KRA*A6J`K%l#I#8tv=gf7YNcEY%1BJcUj4f5F4T8g_t@ z?r=o-hNjTRoT@BR^!`CbP%qHFu&3Xo zQ>m2Gw~Z|JDCRb_@{LF$8uU~&;ORm19l6&+ecJe#9c7e!m0`)o5tu<7$t%Je!i$E% z@ZrSMF>}?o3`D5!z$#B#tq|fOl&3>(cGCbh=J7>P2Wqs7Uz2cSy}k3oj(-4zcoo#`WF_)UrT*OJVm}0kt6ft!vur45vsPJfo z&Ssi^95Mjt>GRX+g0Z`c*!z7~)X>#=g>9T^)?#YGu)NLw@)~mAw-NGh=@eSc46^CB z9WTOo27NZLwIPt_ui}RdQS0vO<@NZa$cp&00ow%Ax30J^1f1vBCGM+e&d#@-u6mQ` zO5gs)CBs#wN4W6h1T!g6LUr8Wq27^A_#3yN z6e()g%|sMb-%v3gF_LzC$Vq%>`FhW!G3;Nrxq1gcrCz4IO%r}0Q%+N4QYRjX>NsL! zVY(G;{d}@B)VBMNO1?0yW2#n^Mivp8RMG+oIFbuzB11O~ij7*SCG_7*=+tK8_9fIk zzJYGO{q6C*(nVOW2^o@&^HIun`<=qRM@zF%#*-kdf;gx@wy$xQHPD_DTs(##E(2oq zaBw1E=Nr+x7=Zqe(ZrT%65l+NXsuj5;RF{yp%Jr(VtAk^JWBy#x`rp#Wa~HkW=vgY63AMAmC1|WRS$iY?*aGbD%yQEed$@5 zZWf5kLb6IKhJ=l>VLcn)$&X*Mm88b%fo=+@RNzg1!9!H3I8t!3|7UF@6=mzmwk|&r zZP~TjsdTiWbd<&542|X1;ZxNpSug~OMvI{n+$Mw#d^HGc`rTDk|S+Xv>F=-t_9qV0GeXsNW ztg(T}Kq~96j51bL8J+}B-;~Fjc7C$p$$~0Mw^*vds9y!Fzxs<6m1WV~m;=aaBI{Gy z`ah!>UMepc=o1Nho!*_@*`1cJH(UVdZEF&3Jw5C7foc|mm}3)2eIneVq;f0I)nl+C;stf0w0fDgLc?4f{PZ?|)J%O76@-usBQ%-}3{kffy9VqLp zEuticqx7#d#abT(#V^UK)EidP9%=WF)KVS_L*Sb5o;Z zV1MZU5%%6eO?A<`un2;HqJZ=c2}tj~i6{_46Oi7k(tC#^C}8LW3?NMbrFZGQi}ct?$$jL zXCrI)8fLw)4#9*sR?KqQIH1gJT9Vl@y+`Ax&m|=VXY1A%>z;d>OKlwRoLKBIuXlf= zx5EgjKC;Q6rpLuLc-}OZbY{u`(17uULcH}zGVAja3Bmv0OCu|oAmS12U*P#yU@Aq% zN?FkUULwbv@%!;1TLLevN~j~#XN3aXS=Z|%gp4 z^>Ol>{|+`UnzR)^;&1ff<71Q`RAg{fB;MLzWSAoFCt&}_n7;tNHfhQ4LlI`$z(&xFe;yux5Zz|;`Dv|HUHJMLZD7K6jhlxz!Guc zX8#f$NF>%P_XZWdNc@9JO0Sw-Vo1E%MuHcO69iF(%U~K#KyW0iH4jmO z<-vuP7(KBj5zn}I!dHPtv`d0K;K_A)Y5C(2^2O}*xcrmT>^R-U#pntC&$%GRN#XsQ zH=WjEkCnF5?JEDJrAnE_ewbQIKc71P8{K4{(hbNclo^_Qy!nSgpBx|DR*Ub7yC!h7 zDxrE^lW`9ckz8yXie_K`!Ad8^g2iewrt4>^tdrUdZu~HQ)h-n|#R6nfTYAH-W<A&YV+XoujRlL;TX1avzIU7vEuSs^~2yMqrNYcSp)&mL_@0-Ct(3 za3E@>XYKmBsrX6x%w_gX!1>7TrM~MjMhde|9@+fJUH)!;LX-PR`Js!snOvE?|39Yr zXPGrIM7L@EfY|0pww@1g84`SbBPz{byaxDV>b3hrJbi1-Zq6++OObu)yT%W{ela({ zZEp2%uXmMi4m6;BX2yHK&j+V8Gc$Sd8Hje}M|POxx)RzmjeL~~M-Azn>!!%H1vNJ} z1RBea8`#;r80-1sJ3u}3C(l2tlM*fgXOK_WLU!#1bN7#mQU-$ z$DpC#IB`@Mx^=j>tvIMAxF}o}HEBqNQFEV+GP~freg{_?rB53rdO zYg0q?ti*I)b92L@T9xU+9vux7pIY}`Jfvb&Dtv55;8z6dEPbod?r-ojkfy<)_=UA$ zRVcCz<&X0Sq?n*nUJ|{?vek;MJ~{AP7+*tgOyad?4;AqMvmM2K`2oXlHK<sOAeIoR>_b zl+PaT4hkLJ#36E7tBV>HvOcJVye9SMAz;l3OVy4}%jPNxTa9I+JEH#cEG$dEXvD@& zO_k2gQYUf?)ldDFd-}cX6Xp*sge6<=C?IP%oX_K@SjHlXU_6Sq{XJ6Td@jI)(|rdf zfs*J3n)=&4G8!@hAxsgbrx=f+nAO;pdPz^)Vf{Kx z`)wja_SsxcvNa!#aByjSYRS{?1-)9J-^^Sn{ZyQXUoIYamlZj_@h)BF{-u;&r%HIk^ZfgpDtsHiFnj8a+;{R) zK`_+O`6tto%0v#NR!N1*3x)@mow=$JSNIEiIii&u$B(BEWukMw*S1@1J$rT>^GFcE z^7#Pvda&2nJ%DX{IgFyW7T80zZ|eI6J^k$0w5RZqz{Yck>wbLfNs!$*bV<3)@Bsp< zpc#svC8TTKwO%13Hq9sdk6_eGECW2_ImYOFKet%H_gt#uy{=M?M?B8g)`nPZi=fTW zZv2c>@-Og|^8!~Ww-z+7BQSvF7hV=*P{x3cyRMFUy1o72>{V&2CJ+@k1z#yrCK_Vf zX_=Ik)wX>ZOYn!T-XkG0ny0oqiYBHVlRNS!bXix3`XGf7N^GM3EFf9z&!2QYB1SK$ z*>j?h$2~m5#$(Y70qB9{mmo zd8Kl1L28@got2WZ-BW%?(Tmg6LcQmQ=Nj=g+=Z~J`*)JFW9lMV4kD`12uH&UX4|Ez zAEMlJDFh9jcV0L*9^%B7Pc?rI>*SN?hn96bXr#SzqguiFwMq`8;eXTm_Vm^4CW}JvkS#PT=oS$^bp$*0^dCMhOECfxkcURkf6O zW7qA6ZYr|Pw~p7Zo~5GNNpgW4gsV zUTZEb7)8oRAB{f%VprY0hQe_*k4^=gUqlV$7LjP5|4uk_67zmtO*JyHKg#(n>D7cf zBl<^=alwi<(?j0M``-)wRyNs$sfySV|I&6;!0AbNMm0}M1k>)d9Q}@Rpz3Ac4krAq zDMQaAU;M*`YJkah#bCobjkKFBehZ3uH%o!vaoO8&RKhP3575c$uI{z_mE(8ft_fIi zg?xw!pAUU7EOh*>{C%`omci!zI5YMWiNR^p(uo^nS@NgSqeDnrhx`nO%>8MS&Tk5-Gd#hB zNIzkw7s{+`CzC>Uy4nf4U9YGs*s_$?D5!rt&7}8&dTN{aeZW85#HjHxV8rU;-Ab=? z$T6!&R#s0GPMKT95>?wo>+;jSGu^}PkSQ|_6hkoDJ!KEQk^#sa7W zAw;r(O_P_*qs;T~zi%0(Pft?*xM zq_8^KzskWTv|Ag%IGt}D5&I~6HyoQ_ik>{yVFEek;4aMA(h$Wkw2vweJ`lDJB^Km; z*tP$MBTw0&+IncvBK|i;D%3+g`4tmt4J42|S;Ly*PI;s{T>RqiL=x)g{Y@;fX+{Ty zB_?a9{HQ%Be>6ar>0Qn*Rd(hEcCIY9cY%DB_i#pk0dTp=4B=O3;$6dglo`0_7gVwL zH+1TAL*w3c#*k_V5TIK+BR5&R66~DO>l8uEoI^AG{_g_-GXxxmeUU z>N0zLQqLa5fN%L!$C01!xrVWaDI89&>5?nlCVbkQ9mFhLkhxW#DSyuSN?kjYvkp#P zFm9#i$*twiS*0!F&*G}Db^GJd95Rk)>(Via-AtDrzWdJoRpy_7^|gme--+4Y4^8g! z`g^~h-65<3+qk};6^u#unWOZbE@O~2y-RJJClqaqc$H9BfkQcgP%#E=JAB4NXuUaA zGOc@)X3{bxw$|Z1_)XId;Vn$I>DY<$qC2xuO!q`kSp43q@x2tyr>_)N*i5d%aS31e zr@{fUpal}bT3%)kHfQD3x7x*1n+#nkzIE}@`b;4qlj>{bW+!Qn?T*(@EK5txZ!qbu z*>@OZ>+R;$-~ErGBW8yPR2YJTsd?Dxn{eoc=l4AK*6+zC^zG8`Gy^lGeQMMcwfQe-b`6 zq1G^=joreNwjx~(Tsn5TKQqdOkU{4+(Nyv-qk=%epFFlNoNZ8Bn*t#PpSQim(W~Wu z=Wg1{gcL~*3f1JaXe1SFm4q{jh4y8Tt;4_nNu93sV2AI*l_6VSJar{r<88(TIY>H+ zeDUy2hDXtw#rNfBk@ADyc@iTVNL+ZJbrr^x>&!jk0QKgY;$tjhc*w6E^N12QTq0W+ zoBv-m$NqA)av;KL>|!aTrJU46qN4mt?>#)dm_<{@(s>vFK?%YCLu7CHy5KRd@-*V` zl5BBzx{ z%3UC;&&MJJ`e9YtWF0(XU!ULm#hLToLA*OJ7GxP?-1#i)@3*7mwc!|ZRZ@J!8dVk` zY|`ZULgI(tR$=D ztRBe24B>fd1!W@Ef(~=qnTN@i(!`5%M@nzvWP`3on}Y&kzA9Hsyf?eKLDb{g1K)=( z-jV*;^tt}I(B?n0|Jd$H?v<5P6uA=J$L-rKFA>*_m|Tf8kY?=qX7=&roF5rdT)0-_ z*A-)rb#w1|%@r#RnfTRwbB1XTxfA1e`P5uDH@73@zfL5YQU~<{g}KAdyG7wisG+qv zJE^kso(WbMqsCgB-7M2QN3_lD8SqmyD>!;tY-Dr&U7Tl7b=JBu{r0gtt?UZRcLIW) z6_@GLerut0{yR#E7P~E4$d4gM`_L#t*RuDui(koa*wUuZp=of%gwL?^*dZQ3p9^fpT{?0=ZkWl>oeS4dqMX zoXUm#_n&kmnR=>UpM{pmKa?5@BGHT9jb~&nzccxm+b`nr!TO#Xu`gdNnQuwmQhv(P zH!ZWHHvP@;@Y9pyv#YCvbq6U^0=GahhMBNv&b6HF0XIR`kHiz)CZk_F9>h1-t8_nL z`_QY>RZuZi@3x{Q$S-V1EX)WnZ6;Lu+dLzF@w4$x%W9Tv;l7XzeVXQy#^FT}!=+j# zi_$Tf@X71J6}<|}2*U;|CB+Du8N05SRY|*hZ>n9$>*k#gifCzP$*c=fsIqaZ+n>L= zr}W_7It_Cw^#h9T&u&&41YI3-V*zqn+=5!Hy?cske1A4R<0Q~nJ=2M!2A+YL&9kYq zaXq`Y?+c23pdPu`(fxu#P$(mHeR$}2YAQgkR>SH8B@Czai6A1tS}l$m#^ps}t&6^A zX_kb&uDbi)068w}e;2NH>k`t`D8|rS97^RME*?(Hk6B$jEzI?QCdy|w0pSh6&-z+vQqEaS6a;b(WkheZ>SDBeFQ zE^k_IpX=;*)3ZNVEmr*GYJ0ircNFyyca_x6%~!0Rv2`~N4q5C1TsGZZlWz(<9mm1{ ziZ9`9@K&`!0j`EXyZb4MLVW#rXQH`-cYZn5N20dvqDpK@$UALvmzn8el)o+{B&P{6Q?J};Tp!S6a+Lt-kT`WH+wab*cZL6Jm?O}?IfQ-%*ZjD#g?K`Et+_HE-r z1(NHnB8O( zl!bau3wI?8D8sW1Xn=M&+T8{*4wC9T?G}6WG!Xyc@J+)XAT5pI4>4xqpg&)OW@$<%v1Jm3Q-ev6;6F1rHgIb8zcRIQv zK}k3pY6rA~R3?pHWDPk%H!C$Bg$i&F649D8fs zJUI*`?ft*HS8-+m=Knmcj10f7znd+;fwrw3Kjf9MjGd^YjfjY(psg zu&AK5u%wu{t+*seLR{|u(L_Q#g*2Oo@iEqiOYrL(3o;8c3z?>jb-^H4A<=M z$p7LttJ+m=rXeJ7b9w4uZ?8qTm_}Y+zRk7u_%hmm-4|!%`ucV7f@^M@`H(@I7JTdK znYmT?)juE{{qNuPzp0~B^1G-@lYLVMVc4h+tX$OK5^<(SvN&{edLmUtiKjW^D75N{;~rG=x@ zN9Rh0+CGw5QfW*3y)e^CI-fqqS@J+j*S(Lyl}s0XI1*Yn4ixj|f}h*0#Lq40!xY`A zN%}}7$dp&#(SNjdr;qC+lprN`C)4QVl%U98^~wkpcBdTfm6XuG$&ss4mWx+zO$m_W zYY(pn9!C4|hP|1&u`-DP*W;yF6<+!K%v}vo-`yL~Qw+}M>7%G8(_f`EiFI_Bg-&&& zsH4y>Mv-)GY%ZNcYbimUj9rwBT`Z{5`p0#-Wr5P}RH)s0g7dVw$m`>KjIS6@1sF-& z&hVQ0au?U%91jFq^a~yrBL|u?j~$aYoZ#!g+wro6(!L#eK6uTazy8O=Xd0hghz!dK z(%jf1>Q-ls|H)!4w?+Dd^XK|=k*tntKa!F42gl`iS>9$g^!v@9QjUqtx{3`VW{xAS z#BY0*>iZu`o$xlt`W}^C)s;DBUT&W)2R5-I7C9O~x0(EgCm%M17O*L3{yv*O}|f(JE^3FXM|NOKp3#g47FdNro+GH&T6`77?5=Y$Y7 z_o^NvgGP9p%EM20tm#%Cv-xEc9G4Qhg0F5l^#jQjfJf~wj)A){x>c$;z{_83+WvbU|LYlo%s5x0?(?$pu8WN!Z=%T5n0wyNu< zvtQhiqh6g^!10=I+PyrZo)r?b`WbWpl#9rI*I$AUBe45Ln&no8S9Fe89r^qPRu z{oB(oOGYWi+@O_oHR!mC*_(XmH*?_u;os&^i!TcZ8+dbKyU`DXO=9zx_9H5UpS)~t zz8{mOg_AtgL*>3dh%qLmJ^9K0w28~(pTk`N227`50nc)8v2WEyc+*dQ<*`6S37y~; z5H>h1*{sYUycZ-|m~KVx6afrXKB!G@zkjLvz~|rS9RG~cyPk)Qd=wUrg!I&ob+xP0 zZm8N>k_G6B3X*m_H0vQs13N9OsrI6lKyICUzK7MUnbASJFMO3ge?RE(OpSq&8Jv`z zpXG7r-PiZ3%AjPXUErf(zX9chnJ?|i*@i-Jkm7xAS_7ddP;|hf zxZX+$lD>63!k~pevYkwFHMYdyBV=)D)^7<(va2C=D0|{|qqt#M7@v_`cylY>l%I9K zE%Y(iA(I6WXTJ#?M8wQzu|6#lbz8acfAvASkEnG zJ}DnPXY5)hJA2;{m|;#Sad+xWw~EK6mT1vn-w%Nol9|+mgY#8>>ST9J`00fyHkY^J z^*Osuzqi6{ZD+G|>C`&Q;q;uGsH>&;FepHy6+S`k1ijTPeId~ z^#~EVAg8=9ZfdI!ZFk!=+FEs7)*d&5J6wwSI&$MB^6?DsoY7QTNQF$(#V;!~-lbb| zvaiWxke7w%4|%CZTliABexQ!mDT`Od9+`B?#&_1}6fOD072XscK-EkYL!WK=pfzD7 z6A)jNP!2jxOCbv?E1D`d@M*v^=c?Qg?I%Ks8^D(TEr^O+KMDD3r~KBglH^MMbb7UX zHYy;+==EBB7!LJk1!|tRn+$Gj$-N5?-(r1L7fM@Hd}u+ZX6N+;{#h!Z{8Bv z|F|x`w|7Tn#uvpbwN4-%zh+|4-&E_o@0F^)G(HgPL(CEpSJZq8nwyBdKpxIjIfH&VB}_Tf*h_l{ zIz=*62V=LXJ*&mKIt_8d&tH*^;uoEAWau3)@nLh|Zu_RO{QU9_GKm~Lmp#Xm)oaLwtPOBkK24|_pC5d(o#H@&IqHN>Rh%- zYd4X&FBKZsi&eo(2wo=({aq&IJ3&Ia6MJZH5`9X=*gj9%3lHs1_KaUZUc$z+b5O?T zB=@LK>au$WwhB3(?_s<@s((&QPPo$!x2KWSHn;8~{RaGnW)b5wWB#Z)34*OP8A54H zn)h)2Y1k)Iu38(MelTHEqCIRlhz~l;fV`4AZBR9hd0kHpbtB~K(I(^uMr1qn6*CWc zE8V@=J=Hry_UH`lg=PTo-nuekTWu4+#^tqsj?1o>@h{4m)d0fl*ua@c%udZIQ0hdV z8M>G=&D+kt7-Q^4=VD8e1lu9wvv~LK9*IW>j=YlUWX!9U2UwEFd(n zkVex!I9 z{<$I{@>G9-DRFlzvo$P!?7E1-C!2KD-dCcWzWUbwj6+AhkBG2sZowtEqZBQ<9Xxfw zSaCz)?@S0t48UhVJCk3?Zk>Mob^U#QdR*FO{_PTA;1#U7vN@h!p1F*))VrQY<6ULC zr~-WerOaP*-Q|7%tFUoi*iwGZ-|Fa3ae_bj7JPH5&Qq?moZ2Wgop2U@a`n${L|P(hLlO?U8bWyoZyEXDUm|kd@Y{N+!IS+?#6}@%d-z-n7)>e7G}| z#4d5>%V&hSu_mqT5-3N}9y$(bgubftM%W~rC464q${ASIz~mA60;`dUZ)Rd6XCq?@ZQUc}1ryXPHv*H!KA zow4TDTGA$o`B-3VMeGD7y>C?8Zc>gOhuk-|2x>#sXoGsnTDGb;I7GI1NtRk zS2KYKFV-~X#1IbN9X0Lei5;z%x>Rronc?Xn!V8?nlSsP2v!f*Rn$=p|Xgt%V@fG{y ziadh;N3h9U+~quuejeChrWJ%A>rfi?&Xj_CuD`c_Mbkb`{*Axv{PR_<2a<#}@cJP5 z>H6Rg#;}j>&q=ygCGIP$+5qu%faL~ciwB96i*nzDY%J;{V%QB|$Wr#LNYKZVS3KoV z-N;#X8KjVRJ3vRr3d7tfRX0MAO-@4ntT35?Avh-}x-frLHzQ8ijeWRtj?5ngYf35J z&*TqUD3*-TVNLu(iWmeNs>(8LeZMs&b|XZTW#OQD(0%t9M zz@ULb?;Ef|)PR<&X(%`NBw9#(b7uM6Jg0MaUZR-V9(?Wqi;AladfXs>{OgwuZ$B+e z6;lk}Rhd@RMLR;Llbmv}CB9sf3l@*3tJAW0CyhZxt6BqfaMz>)gdoC+ZI16v<^=DY zMwL!Z0Dy!ufSN!KfL0t>8gijBse+t#rRq0B$=1_ds_L#vAIzmLAsf0c=PKiGgUM=| zbHUdT64lAZRs=n>WVc=;>5V4DzlF7POfTg&bc*ejuf*}&loqgKRFvPQWqT3sXYTiUq|xzt9oRjCFQz^f>_25`P|rU_6~>3?H088 z4N(!V?$$qpr4*Yu$L>yp15l6lyI~n{Bf47-6Rn_(P#Jty zC(mUU5_bN{iaNsjnUY0bH;<%K=GbCjLwAWv?JIlpc#z%H7NQ$2^F1ypRlSKPo&#VP zY-+6ng>E!-)3-XpBJ*BaX@tCou=YE`BrmO@UJ-hnf-@mjFyEgHNmkxb-HT}s-dqir zz+6bOJ;WJ)59VLF43`3-Gx9A>)%qR{cJmA(QdNEFxi+s4-n|@T0^YB02xwGv-?Y&~ zJs@XOg^~XMv5ZZogN5J{Kxb=EuT~cqQN&g0*=sbOkQdQSi5Y_{Vbh}d`0GPylRl~J zePu(4un>Nk9ctBY;Dpq7yD(WpgaNn;YO}eI&RP++BsdUYG)m4}Nq{gIhl7-?;{Q!= z>47TA0$m!w53u~fczOsv4Pu0~T>pWKfgqFn6}(uMPG)>t7-(lU zs!O{u>+DN?0@7$X-ee{XXO;;|QDD&?%5T=;z+OqyG=g?eyV2)y$9J+6_c0fS-qME2 zE_YB|`x^oCJwx=asn>97DvQzyjL;( zOzxJ`eIDh${={7wz**bOuDykviRWa6CAk-M^Lka6)Kj=1DC)$f(D`G?PXYKEeQ9KM z%fa`1_r0<|xL-p{07{HH_+a!M)GkRRsh+&G#+?Kb+MOwH*>3`$Ci9)D%S=-q*IRR8 zs$lpfgGl{3V1d;ga8@`U*(ETn4vm5|sxAh~*VqU`p1>v! zd6x4&<>hx{PKcq1gtMP~JwNInr9c<+&ljtY_3OTTzE);1c6b0iPpk*7jj`+`yZgGd z%7y|0z{*d2p?XP=a?GL~-7>o)n}WX|!`!DEaAu%EMXsf@zpFliD4y zi7tXsUnbgKkridtZLmNJL7zmbH%R-1AfF{2`mNy<@Pt&GescI1c)~>`SQDa$1v&O` zt&uwQ;+1J{_-MfoFu%$)^ksA%q8T)&f}u6H`~mvqdpP$g>p(WWV&(gJ+jr!3*_dID zxIZ^%kEY4K`YW>OdYZt_3z}hIy^HtKzL0k^l=_1L+|BOCE{~^j68QmB-K_<>PFuf+ z%RrqhOU5J9bwLX0?24J%LGlqYZ5nESw21`WST%q}AwH^|9P7M=ud9^FZg1qFFI6tI zBQ2jtKs)u957XCW0&N~+WUy; zPN1jI3~2yYg8I5AY)ZlIpuV07j~MVVD8GB+AQnsr%I}%j{|sh?SFi1m+hZ-8D!J)$;VJ302Jhc+ z8F=92c_rg!^wu&(om2RN@0S1REZTcIAiI%Nth;yZU)h3{U&ux+byhr;LEEs#K+mZo z^0cseB64!5lBV|QNdEOwm3gCiZ@}$k==mmma(!{xqoqwIOc47WWYF;~50 znc;d`bv?jPo6-ofL>_3t56Rf81;IR*5TMF4#oa^oJ33VBEWtHo&BM1@)IBM% zmi#gpaKT`90B%^MTuryMbZpvsE$?!`Q(quv&bv#&D#X)-5X50K&YZ(Lb#o5`-8FyF=0ZWW`jQ8phvTxFDe?z1&iwwXYr38q zAmL5O*9(S=6gTbi_yo4Vr$YwNDdS9#mPb(c29UE?+nLJze(eo}W7zPH2%TG?53H)1 z@Ive_8i$2^)nsvC_Z)SuyYqU7fx_!`Ewd z507^R=Z87wb(Mi`;s;+gQ~=)_Dan3}8EeDv>s_QW&(i1cS3*Q#vobHzwB1$b7y!K{3h15)-y7%E)UPU zc7qSX1OW&kH5-f&c?j&ndG{dcEG4;H2_eHw^PIErl!udp2E<7dijV=(@Nk}U7@mB# z!8<1piqSky%M4CT#2J%Qu*(Ty729bf4l+m?nMoA)F5K`2Zn|}{^3^#rsaQ2*0tbV6)~;&UO@@UK8VBR!L(%7 z@DP07J{K&-HqTm!duI({=@)}AOijUIAn5{*RT~I{{IpAEXK542yXvqU$WpC}4EUNi ztX5-UuXhn@0_}KPc;dTW>U8)_9or z{&Lav;Y3!5^ZK^amdLpg011?wKk?qM2bG>=fp;Opka^#r-H73!Vd#8QtG<@K92Iz< z4T=6HoINm^4&K)%;F*~lrhr^8IYYf_b=cnn&#`!1dIr27J%XiH9y;T<7rj_&RafY{ z#<$4(-dw&iOZIH>%h^4om=AxyETmj+f-Li&43?`4LA^FlfduqD#^kdC1)t(!H%3Un znk5#hpT?j+=h>H3n%IkufMtPVuvD=>B-ms;{kF>^v%eXB76!#iMnAR3r8f+7gwyIK z(M6fq$c)B#Q|zzd)0@6u^5+klKc|3Ne0g^p)Z#-lOcT!(juGbIC-AfHZND~XA#Wi} z%RO)*xC3^99y=1g3laqdSGn>wDriTeDVLMaB+2)u7Zz!`c6#0;7Fh`MTcej}-ZdO% z24)+xfrByeSOP@`-Z7>!($>hyeubWw?d*fME{p_ZjV3YgL~rnY$fXf>0yU`Qz4Rrsx-nhJltBv<1VLB%3 zP=2vm1rGzpEv0_&%GiD#M|O*8}M^3}sd+rd9tmt7&=h@t#4 zEPF!OT={P;!{1;+y(3hVe%~3EZc)Btrb$%hC1iUKqRDy*?S#-mmG;FDuM$Ll#B~BH zF^Cv7@uq=y8+N`lOVn^`W7F~ITa2X8&K8$I>f0H|9u*gLd zYS(SMJD4)KXssu1QFwq<U`k%RZ|sL|0OMYj<{;Fld*=^Il^-sS%8F98(oCZrYNs zE)KjEj+QnCa4^9j&z)<;FZLa1>4+tr6GvL{(wmCG(u3y)n_byP01$}2hHh3n{3pr0 zC>=3S-itwJc=foz|BYkvH8(HO66bACn*Dv1sMSgV=##zhmdYm=UwH0*EZbH)+>Rjj zIj|*YExdtV8dgKaBp#XA^eOxgilFB+3^%X8{@OB%U|=y!M^*=b z)?<=O80vUwUIRjURU{cTHX{8J{Zci*;esG?(5@8&v={zNbvpJhB8DvuWO!+BER+!E`%J&)M#8a6NU3icgpBjG^1`+$!C!x$510lr2`Y z0XOXm%*-J%hyE9%HPdZjx8ZQvlWRl?=vXf6C9=37D$k%QKN?&Np@d#6wi#4K*c94O zy)^);5P7;)DY2C{46w_@63#js*?yw_WnHU&eE3^<3nm+jHw<~_2=EQ6U^Wcrc8gKQ zpzB$J>FU_5$CC^01P9%w^#s1qi+;Y^Ni)R!s}`n9$VCIE&n}M3l2Y)~C##k+taB+r z#ud358)QFLqgMKr zf{w6}Uv~Vbeu6t$cOKgYT%(VpY|s4zW4~PCBRz(R4!_I+Y z%ra_T91cihD|b~ID>i3!5c?69uZT8l0HAZ{=8<>Hhx2bJ4#>NUr$4$;$JrG=k71{Y z*Kv~??hKC+OGa~I1Sdzvt{Z_@Ep8*#Gt4DnQ-Ysv4V0)MLb&$pCfJ))Cf`b+-qz#P z35ErJ;$M>Ka1`cgC*h%pCj>23h?BH`m!RbknAb(iPFB0K0ExHW$Elxc1T$}6p`1!0 z)hoc|>zp$2`rDd0t)ae0a&n#dS46%i)Mrzgz0Xc?V}SUrRZ0g89$J*b-i#2{+RFYq;JSY=c$4}k=FG) zw!j#Exsp~mWL=;R@YPNCe5H;eJv;1_mAQ>O+j8H16BK59L($?dBX#oL!Srr7k%z^w ztEKO_Krb=!&6ZGWS>?WAk=&-|u3T26@fG5So=5!7;(V$Nz=C;9ZO@p=P3`>nTmi*= z5X?W4@1jo!2MG@A-6EbT)kCWi19#e|HD}V4Hi9c~tr>GTLIcOz)<~`8*58QQ6!y-3 zx*^GIsxSW+qxBIjGC*Qq7_8*zRZa5bSLGr z%Xo%P_cXr-ASf%!>8>EBFy2aDXiYm}HmaFCzU@Bp=v|Xmb{`Z3JEJ;!m$GiO7}n%2 z&)7kJR`*lx5+(&8Wsy7&`9V2lYw{lzCpQ^^MhS&Q?J-GZYIw zx=PRL@|Qmn96it4FqHk6QW0}YGUHem?V-;3Tp{LLm4!EwxEw&6M%V#bQ1HpvZtIJb@a@blB@u8D%(jn~bC zSC0*|eaDco0sIH{87Ko{Z+xstc-#vw#g$4RS`x|M4IP{Jd1kk)S!;~Oqro6XogS=3=%9|)BZo_p^{Z1=@?+9D| zBVV-6$4cFAuvEICujcGYu01~L#zD&4Q)!gf0axaCRjz@9MBK`kmLX(FM3&ej|IT37 zm$PmABsn|z$$c}POTUD^>8~b@)Qe&U_W+-ZG)s&2WR z2i+$;{MIEnP6`>=C5vx?*E?1&Y>dgsjPI$(7hj=V9L8)`>au9O%B0cQoc>vm-R3{J zbxgF}9(bntefrXa?RNQXJqaMb;^X41ai^PgYD68ENF9l8g}z!+QqP^9%N%Yr)^Y7y z^1B!REu>7nj|OD_Mt(->h;}DX&%C^MHtja;%!^$zjzdeH;mkP8r9W`2Je%~RyVUTH z(|aSZ;nwLy`k#Qz1(j0~%oXPKr4#@UC5? zGOxPDvrvE3XMpy0Op931LY`kA2{;ZvpS+yEkJ6i^PLv@IimEqAGlmO2hyDnq(!!455L{{osbcyccNQgKqbo>6?F zEy}1ZA8Vkn-S^#P|2**60cC8^u{(Y*-2&(u#hG`Q806Z31l zRO_Bz$5-k&!R-!R^o&lvU|fhE>hk`O_^RHdrq5FAz7mGS`(gYVVQ=B^MW5oGk^=@` zm+G8OT@DpfMnm~+SWJA?4(<|DxG>V?_vn0K2s`Nh#OI>Tp>@YNa<&-*5+80$ON6nD zvrso15?M+>Cf%;D<&x@RCqcns)oL>E)in%qf+%}EeK-5#Lku^bB5<#mhlQWjIkdI3`5OvjENRg5IR&K>TK zSbs+!iB2m<66LQv${0#T)3}pkyB7UKOTLE)2pZbmjtn(;;C=X4K`C8X=)w7f8wuab zCERLy?6tc4fL6eMGzN?_sN5 zRuEwF3$E8J=)>3Dh1Nm22eNYNr3(lL>aaJ|k&uGxZ7*bQ$fZm)dMEp%w;LNueAKy~ z{Bjh?GMcHw_OND-9Al>Wj+j;(v5f^IN-kSz_Wr`R5GnJ#gU}Wl^%SW%d#%3aD6}(% z%#6JO=6l2-)Oe8NerA>b@hOg78Zw02jacv2$+ip_| zraH_$5DtpsKjK~gWsy1dFXs034205}6D9X+s-DstNGY3YwD)_0+8vK*P^VdLm%jRN zn?9*|B-#2BqeLFlsI+6&Z463s<3io&UBW0Y{>hyOOpa(_L?%b9GK>2x=-Dfh z(70XHAMH(~5rMmLK zp7ZA~#HPCF*`w6qe}9?O#z%x;9Zvh8Eb1mPd(FE4MNI z_#T2AtWb&!r?bLBAfH*nrtv$tkvtB+&aT{Qt{?r#ivMKwP+R8=Xyyoi`L*f)D(l?; zq0GZRz8$PWNK1sVZ7Mmp(qx#B!-O0Lg=B`TW}`@q!%gm@D2JKSQZ2?|9L90jiVR~C zH7hlP8OE+tp&jngQ0CsL(eTVZuh;X_^9Ou?_`Y7(eSbgKb$#B~#cnx_jLl>uKPhDF zNa`2U(*9JQy<&i2i3bGDZJZW)t7&$`5yi3$>G7IyFzijgK@-=$s?@esn;vIBeJ7)E z*8nyyu6Zpl(ebjzQUPQ6B-v1nJuF!Z@O6@R$NDyhR+rGye8j^>PV(=F%^BGM-`$U( z6t<{ge5g0-nTp^YYBJycildiOg!P%dj+u|ZHx`P)TjJ~*_Z2Um)%(6T?_e)8C%VL);oEJAHtXQ6VxE__L zNbZU;H8bF2>jyRdSh7Q`t30+5eCgJmEh~%qNnyw-%LV%Vq~8|qy+%E}@s~tU!+9wi z|E^?K8&QeK8nd-1aAmn6KxZ_fI_=mhmK@gZH04ulG{~)}19uIo9q+r6 ziLuV;zqQB%53>vxxK+n**7*q;0=)q8&msaQO-2+C??^k3H^|+MC9nioLbe@EH0{y- zJhJ4?o~rV9MaH~%9eFCBfr;O%6LH9rUF7ihnnd*Jb<((ATDT(!P~Lf^d$Bm<@U8|G zXy>>lpNd6+u~}uorbhY|oJ>X}Xh52aSApW6e2|C`8EBPG6=a3jYcf+7dh4SESvy_8 z$gxpf^&{h#o*$8w_$|MZr)(q7*>z_p`#CC?REZZ2bAheDsF7T*)zr3SJ65yoV4L*8 zU+>53ScV&b@}%}#8FKgb9m(%}C`MBUlq(UK;YYd)M;pzVzPJcjVC!&yE~M zP~E|QU+z7&nLP|@ad~uhA>*pZAHt0r<-FJBTe#~(7muk53q`|5Ab&3F+Q5Xr#`C?$ zwAknOf`j1(H-JF5jx9iXstRX*CuFt%{7@fL6ba(ISqMCiToSJg(Y+J#{fbS&C`od) zqAY=F`jK@DmB%A=?I#|D+G#}Jr5u+l#@yx}!9R}!2}_wM9xt*N6{FJM5Uko~tp(cz zDP)1qKhz%kvlX1SSvLSqjTJJXgwPBfPXW0yN%9n6%-<8c! z(*<>Mgub`})ReZch8Awhyo}|bK0MAo&7V0Pq7X z%^{W=i@wQnBX5VKfP6<5r(mD83OphErIZ9L5fO6P+mljFXjreTqx9tu z?!<@9$lhxj6aeX-ilM;fH3=}5#?DmAYBhyQ1B61^+wjq0M2rkZYLw8*XI1%euQT#_JJQ~N7d!fKVryXpO=^GVlS{oI z08_~cRIR_?rhXy(=$H#yF;6rjtS_hn@pgF5{B4_Ul7hq+b)5#^w`;)q_hT)5XYKfr zzsuIz252nX5h|#KTtRRPIeG3C2&*AGC@@++^?NMU=e=8ZFLlJ$xx+>l@>rLcSIL@K z%IWiStVi-3%h*Gi!=%}Z-TBDQ(;eFz5+lSxmWrmQd%!Z>Ft}cyxT+*LJri*N?n!K~}-y4T;_^VvAmlYr!SI ziS5DBIq%&orqlgvy4M*8t8WIKlMXCgx?&DxEPBvb2l;WCUNoxpjVQA(U0dNUoDqLH z7Udh73%EYBYkx%=S13p)19!z2gvesp4oR^lio$CqqXR>>nqlXB(JimyAk6ff9XAm} zcNWO8Af`H0ORjV;qr>8bR`J<8Kzb+m13aF1`Hhpj`6^hzMA}R!JYKy1I*hO;vw!n% zQ=D@?y}T1eo%nOLQxV^cbE>o|dj`p7^p#1Xn^^q@%G*aLYbR)Q+CaDVXadf6Q=kwBASGiK&`m#HQ zFNi`CjSMnnVHZGksN(|q^<-%VI;nn*Eiw6Kf{UM;s95_+@}*2nGeh5-*AReE4Untp)zB*3eRdg88AZe|Y({`Tp?B-zS@e&ta_z=-RFyW^CGG-wGxz6Lz94z^EbK7V7=`3Xr*=Bz zvR9tXAGs>@etqbQ&~0FGX?@MMjtiFcO%lTrUI`L?8WTB23+HAzedUj9M_TLx zeSY-b20_?pW4(LCk#=`xLp@H!NB>8qT)GZu2QoijL_u|A-1|U~ z9{qcP-NU@pU=2~^ah-6NOE(MJwjXt4Zca(KbVI?Tkosd4Eu8cAe2b#>Sk}Iz7o2e= z82Lt4?mg9}{BM8dxc*u=ekn&D|DC!kb3_`>pXnhzk2q!kPd!1f70UlV9L49w_Tbx! zME-wq6vDg2(mb2^|8SINnlK1Wuf}h(e4!nD^X31URr!r6R&3&b*h%!cEE&ESuQdxS&&+NU3j-*0!wCVVocD6R`Dp1dGGx^i<+Q%@G41Ys1j zlp(^G&1RqWcjV3++-Vodi7!o>GMyDTPlR!HxNdEvfjdZ5hM^RXhuKfD^dogaJ2?FS zO`tRuvwpPKa(uI@AAP?-Zz2+Nj-2I3U#}G~Kjr|$_5oTDjwh;L9K8s?{uMw!Jxmki zjEbm>r~4!gbU-_ZY1)XxpQ5|AtHVG&Ky20Gi>e^oQ?N>P(K93D`=gVYz^DcD_ye4D z6*PxVKOt4&sH2Y2}w zBxLI>k?qO(qze&I5`fTwrAO5U4GoFzEfOsye`^9e@^WZF^dU2E#kOmOD~?hZh>u5W zwBqg$c2OqhfrM$}ZH<+b@-y5&^s@oWbLf~B3iqf!T>1ncg)noSb;jJ#W=#|(3jt}X zNKQ2a%w zXjN%yx55u~0{wta@s{a8UmJ}oDD}Ry^2(ku-~f7gNxWTnYGtfa_cmZ@k4A=VI}owe zJ<{O7to56|zaM5lq7kmf-1<7ct>nDd66ta)I_X6$NF&(r5^7;LG;&GvI2%qU14*?5 zG@+$_9$@*0NAOLceN=JIBkU$1wnFnBP&PcdV>JYng)`dh;vvZH*_ld;vlsVi4S_VW zdj6v;dZUQKj7CBsN8qK?zy*%WH;Yev*=s1IT0-ZoV#1uzyFctt&jikRpbu74(EcD- z@FqABYS{w#7>6lOpTzwYWlzOgt3V<7vwmFXA2MyR+#jliKa3=-yHY9K zY6SEsU2@66<6$O{REBz(ok|mq4>+S$y*XIZm} zu#a47)Y%w5|BWBE-&82X+ktZ&uyEBrnb}(EyRgA8OFbmCNfs+G8?MKC3jgcDWc7(s zE0o=ae?-i%&A`_fVxyI3?8*93t8SQm246UNGr1|lqLX6KXyp}~v$=5w5Q)y9Ng&Hr;U2pwY=` z3fG)l+|3L#w|dZ>b+}lVDherf{H?psvDE?pnZ$4Vc5l8cQ1<9Uf$?&p>Y$O=^oR3< zC4fk30nSb}sI9bUrxw|kE;mV6*EWnEoxJ`3nbCyAh^vVySEDYd{A_1qYj@>M8cK7Pq&+3l*+5|mT*9e`+3(c3rM-6g{4(Ynez<>A)`z%l`u2kMU(Q@j3 zzKO*7Es%h5DZ%Bf>3Dj3XTt~5eI^C>t5^Xx9f`iA22m4NUR#KHWi(EYHChRmsnC2^ zP?A}JcU1+;zS-9II$nDTk+5F(iXW#;()3mi`eglja0HiQN7v2%!uBL4RupXIZx*7$2) z^x$XV2$ODPfnF?jL*Pf4Vx&5w#9zx)+OZuVERAh7V*N62zNOv=kQ9^RJ_nf%{|B_c z#B&k@pyN&QH*nP8&z-f}%j?DY+p?(Mgr7gck|~G2p`x*UP$SO~A(lX_{k64ql#r6@ zk~9ONXSkguFzkRxD1>jVANV63h>-;ey}Yom#e5fXmBl9z;vi2AUyV`DeegM(xef5p zA9Nm9JcZM^zO_x9ynXgWG9$%K+|@ertaU z%$vFecJoto+FK{eIu^h9fOt%64#J?rQQJVdXvkWpR-Letc3mCRnwok4oAGMwD_i+k0&b|saD&AU>Ph~U@!Y%meeVtFX}95-%{i$(bN_ja#TUw z#1Kds>wA_Rz-H@L+51I24Oiy_Z;figHE!MQ3k6rmnVtogN)&EYZ4a%HB7YrKZgvzX z`)2A$qVc-D5k3w43vMHB3rQlt|F@xrd>5@_=87wmEo^wYw_VBh+Uac=iYVDLn_qQc z)+*aI=EsfF#i;hmeoX>L`qDhFog3U&N862!1}eF0>m1vIds_j%*`aS3-oZK&K4%6~ zSs`7>%veRgG|=wh|8huZ{R(yZ@V3VTYRhy=CO>c7L{v9*sYV#g;$EIMVl?J*Z&^>} zY+kbJ-D=$GK5b=jI+aOV>JVi!ji-z4D|r~cfU2s7U*-+Ib*~)3Dx}4n8W&n?ajAUe z@L2kg@~kuDI2MMfPJN~&#;H9~Or*6KL84V1r<@siJT=13Oi#hC!zfGSa^YVB@+2QT z9D;#uh7CYA(@}=We6`1XUVc4YqfKuE%f>qOhY$)rs_z45gwy# z)L5LVZS6~N+jz(vk1ZctoVLsclKzMaEN{8Ez^3@FOMcJ|-?|=8T#Tu(gMFp=mH2F_ zmw{=tm{Dp^=+?FhZ$GR$YAAsI9^W^_U&=9E$X;PyIdh871<3wOK_N@MWz?>Um{n^r zXab{}spUTIDis{kto@d9>YcBAv~l4bqU|pv<`8GBHPuDJC%-A^xB3klgfAnZqv0QS1scCB+IwJlPrSB&xmXKv?S{F(xh&KQ;|Is<`i$+sZj*p|V;UovXWRcPD_Keq6vC zkbe_j)AulL4Lew*Ly)DK5bVgl?Ci^YaH5ExK_qif%t^a3wCeV+u0i~B?t8`EU(r7B z-1%&u?c!d5;j~)sEEgwvg3DKXSTgi$*ld!el}v!}Q53eS5lN2C0aU%3il3ISOIpNg zW>d(h-$m7oPeOsA;MQPjbKB{mGP36&X7#2ReCH#2-1FUkqz3Qo=@BJ&5vogxbmo(o zU2oJw?qNgBhP1AbS(B3^f926Qe-Bb@tZ}#Y&OOPK;}X{vrvGb4dY}d+KEU%1p%aHA zeuU*H)jnAOPSN5z5!4{RkRV51Z<#lO5l4ZRHWo~rSE-rpsjpx;UYs*fpPq_E<{;)M z)|}v|+STu?GmqzH;&%1*m{|L%AP#irF%tf{imRnvoRd;7))dL8nJ-~vpKSv|d=~cfv zd`X&pvXOIjll7pEqEpEeYh9QWUE5X_UQ)4zob1gSOo}>beGC$Yn0WOf6sQ-B5~RRt z^GuU{%?qIVe%~|Pc391%qFufaXc~+zM-m8ER9#1-TM;7auKf1a`;*?b09=rXi=ASD zLJ#8N``_Exp8jzB4ljD=0n-g&Ke2xs4qp^F1RP=!-v}k%b@Epc*!|14rL$ewpWZIS zHT$)%Zk{Ts|K5%bFV`|G1GgtEmuK z=@K_fF@hYVenuANo(R%kEsna(=^Fj{5o01_Lcu${y4SONz&UMFObk?uy-cR(@c}jJ z#>RKlgam+;%x`*Fmm>Y#I0QB2;}5&7!c>}e_yg&S)~X2I5Tzlhoi8nW5e$t^Z=^|A zn>CUpV$Vf>Nm!rOx5+(0vN9=>JixGWVO>p8YIx%)ibiz%AXj9NnBbE3v=!Nr9@h@P=*=94I zGtS~v;fUqAv0Rt)9A5VO34pn_BtTzAKSb94p#JN~Gq=$n-TSFx@UCgnAuYj=q{}ay za7J=Dhy#1cAJJ`l4o)>4Bek(XOcR!on&LltjbtZ33uBU|L*X5B2+ z#h6HhD-Sr>EBR8=hbqZ7<8&_3c>!@@bAE7YzKpUG-`ZW2pg9SKn)d@S(5AO3GNgor z1~O9ZNDZ9q%M(F41XhINGj;|Dl6B9773E9}($3wfO?Pd@a?LHW_u2>O2!%qSGX5F) zy!swFmR=>D8yE1>w66*2^P4@0l?*#$d8B3NBCKJmrU ztBbUni5Znq)d~^YV%U%IJl5 zBTUt@m6f82fs|6V;gG@{=TnB5Z8a@0t6 zw+g}U)mzYA_c=lZ_(PZ-%D$}n8tLmZ;m1+QL)mac!gFs>ci|c#VZoTQ11FS zeLSvT;^-GTbt&!Q?Y`(5w3RdUSH1+CTc}$ua}t0OLv6c_f9Ese`9}ZaT3Wk*n-O_u zZ;AZJN?_%L8F*a2uLx)BLHM#qOXLJCX z3X$wUD&z4rssfIUVQZeIf%`IdzTvpc+Px3f>~0o9ZDFpS*mv75f?*c9%snHgPl~0! zlOWDp9ff)ZE^p6-AI%+mn39(c-&qZoxP5S1BcmGkQjxfMp;4o<>M2G2%+~01zg%q(e?Eh#Q!n>N&I`jnq*^#=9R-I}N!og9eQj|zVAODWO;qx2J<$1RY+U_QtA0FN4L z=4LyHwrur^d*604o>I=u@|(w?hY*)WiWKX9`w z0xy$6KP0t}fxQ`0JE#j0X6cm?xH3X6h*Bk-SuEN+eoqEynH4{+&%R?euN>(z?b?72 zI-seVIh|D8aGwJ)LqbYr@g6-09ZP5pKDWg9#b*Z!N8Em|#vpRxTSpu+k`ykBTt6}J zTtnc*z1F%x6;g}+L_x&-q?0>H{lpoomhDr_@Z*P2H36Bt{pYx8g}>@JKTD#qL4){G zc7w%{@w+7yx|yDXkD4lm`v}P6zok$>m?WfZ73c=GZ2fDVXHB<^z+g|*;kP&q~{sAb@OyBCw-zfTTy$|EcFS+RlynEEr3q6Jnrji$10gB)IqU)P3ZU6dH3WrXjy8%Hf?B<-1E9fd;cBrp9(fZ1E0nm?0%mXI@nA@ zZ`zlu&Yy{{o2@HqQ}o~9inx_+Dx$rZ;rcmg5EF>FTW1yl)4bWOwgPRR<6o7g676d; z_F&gM9A?3+2x{Eb#G7{0V#>p?9{9l{-IiUi_^CzhuaSfzM5jK2Bn(#-adO`X!+{Z z7gbnoPyMyQfTFh0w0G*9w(tteeGqQusC z&PRsQSQ5cx7;uL%xAtt&MBqG^w4+8lh>!Md~P>?#21u!MrOs${l zaM6s*otP&5?5oUyG9Pk*(Hc5)8$@tP7YGCGAn@PPZRR;EUi)}l3A}tCeOQzVB3;T4 zy-}XqHf-&;`@(aX$xfAb*pYuc*zgtEmhHsjr`>uedb4vp>wu#id^lTeF)2EuF7=9e zs>ZYzSckWGEsb8SLAq(S#0-65*3Lm`zA^t%-+r*xh5KfO-EVaun}rIFn={YbPqY%` zfC81-*i7D2r4e^{+v0ehbj+Z)aTZhVEsb=KUMzv~`~Zvad4d~iNlh-%FwQ42=lexf zMJoyxa{e=hXYSwKg%U5m!@Kp!Mh)rHw`_EA6Z203ruqmPziv{|8E_|V ze|Zu@r4RQnlcm5qYy;3FR73oMeirzkQ2YY1+o>o{wqJRfpQ~I=0XLRss)r_ceu#!K zhiKf`*x>aTyUT#%ixVk-x@3g=TnK$wV&VBbVqnW z4c?%!p7(8fo0eIz_18JmBcxOPj#*u~^81y_?cf`-SMc|4FhAOmU8z34Z{-wDf} zLM|dOZ#`=AGg-qrpui-p)JhTtpNs zm4tPV<0ANF4d$AyO5|B{gbNxwo#!N0v7;MeM4A{J-RHl-8lFt?gSYZ=vBBy=7&IVWey;y(*U9LNUtvccycdlyA+LC# zP=G-tKx~3-!x_@?h;|2O3*NkfHPTP@+;+aqRtr!^R{y3Tczr7__xLGvSk?9Iy4-ms zH|XfFlC<{Ab(z%t<(G@@tj|;)QSMQ}1BwtSdzilSKQBAO`oj7r-TFc6MWDrcX?uig z{?z)-w}UN%`^P`tbWZ1eLOWH0uAjTjT_xF$smm$A6VD`a3#uemV3!&8r_*?vgzuAP zhK6iL&|fZ3iA;vO+I*v#e&2nC+jf&>C{*WV=}bgB+Gt_l#zC{AfGmf;A$ul zXUgtkagl_+f%3coRJ$gEbpdr4L5XJZKF91o$b5<4$vOKzM9olazd#pFpH_Ok$C@*s z3ai;XG~xjhnmhSrh>Y9te?tb*e1c; zs`uY@X@-8g^5avg=cmmcqQI76SUHDvGS1fyDq<+@PQeMkdBm<55R%(>T+gd60!Fcc zjD?G^)zKo_jTEbtPjmCdG5EB59mb8cTZ>K`X+PB;Z*Pnae*Vf`N;IBZEy;JM8`cux z!<@8VP{N46Z#PTi+yj-4=stt+x^0${vM66Nn`yoFKBY5J0+Qe8;M%pO(71 zJE$>ruCsszTCShl5)nMJYT(IBo0zCk3h6%C2J>4)^ z;BRK=bd3X~I&fe!Cp;WNaqdLv!570b~ZOkdqV2MFO@{}NMq(&dsGC+zlD|#av z=QDH)2`5SlA2$j)FF8B82Aig`nY%qXhXCJyTFO=)W|n3iX73&RU{h9T+QwLJ+CM4G z+(=-@Raio>*c2WbWS1H`4*<;t-m-up`$s;cnjYE-0L|S<&dCQ2)?|U62NN+vBmIAr zaI$m#-%2>yxgqaL!Y9ETp0G3!gg59q05r${$lZm8selHzLc^e^uyGPY+5j*LFyMFq z%>R#Q4vznqXb#T**bgy>gK?(^b8H~dLY`S+;9&o=`XRL3Fn>S%t5rc5<`f1j$wNvD zu2Uw*fH;c5h`@q5g-B^2lhQD>@ZcFGY+4ABGR!I*xR8p77DA#0BMuAUXu%9Y1RH#U zK>-u@!MefnA#(DvgI(k3=%IPRNhIjhkXlQabV~511q>4SYt?(~I)@n1AihyBqA<|h zkdRTL5JYG`FvSr71mNW52b&QA@JadD|Ko+6CMOTydocg?>7N$=dy5mCBnu>f;p78L zToY46IMQI^=)r=i@8S)f(1;*AoiIEA3SQp-E2|kfIui|IysewKlC3~3uiS$R!2&%n zBp^$_6Tu{Kx>#{E^OZ+?qmYmg*W}o#&af=+2sa1M2%rA8?&r9k#@~8nL}`S0%x_Z< z;U*O^BRu+i!{M^ovhq=7E$Xpst+Geq#sNjlZPNwn6MeFBH)mEwOTKd`{;D&)vIQm` z4%~t*)L-%f?U36z5iUZKHGL9{wkg^XCqR6-7jj=Ve8e87^j_r6VHOIQN(f(uH$f=v zO%pu4g_XhgQ_ZRwiPE|mNt$2f4}r5yGwlNfF|qYMsZ|nU4t5-R$sP|yQh1`9B6YOI zQ~Zfars$>n#jsIR(pzM;(=_`>(|rmrEr*Coln9ge!flck$ZP%47Z^r=M1(bb*g%^} z1Jp2WoDUZ4hm^x`#hp9O9b~CaFzX4MNbMi-Eww(!Mv;?f#VT`uj`fT?oC$UEID`rN za=5%xf_>_^*T9_5T76pe+^Bcu4c!MSVo{J)pb87KqT$e`U%%>VT zKnWLBq+#w%ed24(Ej3P)y%uSKJa+cwQR8rFGx7?F?up`vsXHqk+Yd3^Q1R4Ts|sFb zPLALON~lPDI4O@>uYV$Ri(MD+W3=@cQa#nw^wpF&5$3D->7egvOox(g9*#{{l7bX^e0>vK*d9tjVhnbV93!l^I^5*D4paDj7)C#{5(-qY-(_ zr{i;W!rGu##1qMjn`fL7M@bMbg&6I-Mu0>!z%`(QIVV4jund>o5lm8{qL+a145cuK zF0a{nf0S94|g&7Ec8oRR?S%x3u8U;rUgxfF`^3F3v zaahIdjf3!YV(??|bGzRvR0QJb0hOrf>K3Zdeic~wvgj%nzg%tb&9X>Det5w2e&pe7 z8Fm?Muqvhvt0#A={Y;SXF+m&uWrTUI3EM*^3=;~J=Gj7UH}(16GB)NjLh_N5JO_EK&o&MP1G( zQ!K-_@DNji%66SnQ`F$x%{kXaMl&9{P%EWdhJ^8u#k$}mKNv;>j-a&g##GZ=jDFy(HZkaIe2UGTeOi}3U#p9z>bu;y4gs>!tjXJFY;>6Yn|Q4^hDG?9CbMr5aOgBgyBt3(KJe(6cW z-zGiiwMZ!Y$c}xJA#iL6MyqIBZ=v~!tXTqbTeWBZiTlu_&G*t09s^Bo7=G9EZD<$P zA+4!PaIZe#lglSgmPYqd7N~ILg7=QJCKq@ICA5hq*r1OsqFePzP2Fe$h{sU`y&9Rv z`YY+=Sj;%4zU!mOpD~yr-vzf|%wYnek^6rYSy2LKaY_Z(^q_X9vZsFQGxnS&L3@GV zRpyazl=x_wVo)UF;}gvZHT#a?$J4~62*v0S}}F;?k;AeXE+e zZ;C9`khaHjDkCrGa=)wiR<&?r7Z-yBw2awHN?E84mlFzRplDx-)8F5EHMcZ%r@s0J zAlj_kdQ%1;BQ8((9@2g1vNXT>!wof$v)Ky}AAcg4ShIzyVA_iM5N@~C@xe#X6XQ6{ z?{3FZztBbo>!Sm7V)XRma^)$~@si9Bw?C)cFE&#VG(e>q6-e->&`2*-_791mPVqQ= zsFV{;R&iWr7Ocz2X%~`Dfzlao4|YyAn%yP?YrMY@cA6WKK7!B-}hl3ZT%j z0;)1Pg^KiK<>Cx;U6?ne;Bim%D90%^ThwyvMfW6ulD0ipI7;)$b@Aatx3|&E7qzm1vu@E09%+zC1s^s4Cd#?hB5~A3nRc6>d2v>PZp*OWe zi&rGGe0-dW^njnI%epae56S>!-O=M;R-zl&h5n_iTWQoNbc|ZdD4H-WWb|73a($h| z?=QYdQ6)ovZbn~NLGs{ZjBc%p-7}*4p&b@wyV^RwQE*R^P?w_?&wV^>m?|bbah?Hh z6Ue2Ul@9Gh3N838yK4W#Dc)m19Gy5jcvK-~PZ>WNTVlcb&KE&d93=NxK&|tm`Xf)+m5hjBimnjbgOLRH#o9$X(2C8;=v0cVDc)7W#6uUbhnM@Jj!=J#J2W<;)61`?@Py@|2;q0^K8maX0@ydIg z@6~XQ!#3rA%~G$iDjao1Rj9q}e?MpwfONKXFw?G84G-SBU7b+NLq^f)*6^;HWmj<)SU z(y0rf8>>>CqoWEyw_yo`PwG}{lvZh!o_NUlT#36cI3-fe5n^MgEr z(KZ=`LVXnSXT!wg>fj!-a<;ag;3ytz+ig;I3;Xg5g!^Q2n0B?8Om68luGk7Jr$Yrsv7NW+6WdhnKO zj?da!Rr@&H$l)p5Yn6e+M9uT<(rEi*l>um?z}{*7OZ(F8G)!CE(~+oR(e(KF%5}eGqpeAhKZ2I; z-M*8E$y$!>ckQjDA8V|5a@G>okKYw^}xpt9k*`%t-RIJ$}bU);J>eLbE-Y z=;-EOLNjq*byI46!%gz3GT;)xh+-0`z#$|NXpP#&>s_Wr+J`BrpNgWP7`Oz{vZ8)} zD^7?{UoxZ~#tH~V74Dv#;q(*e@S$GV&>plI-JD?O&7176pa@WmQ0zP))7HG>N0~Kd zd8+gh$gEuky&eQLtl!z3oE!0ddhw@P2cJq=@`k`kUO3H}qIA`YtiPvClZ~dvpf=l! zh1Z`PaW7kbU5C76b;f#AsTUw1{#8cDI<+w4(pAippBVWQsN<6USJGsNA!$fVnf0PF zL?leCZr!V~<&@$vv1o}?#OLD?LS`yx5Rh_6zr^N^WQoT>(gGD&T;7$+A|Ay+;sy0u z(mDLpgzn}^cI@cy8}t^?aAe(~@^$>@--sgOd79VLyD-q(S!|VL$|#7YwnE9I)Z3fd zXLQ(O&AAVh-e|6ovY1ccSf8w9$LaGHft)P&M42$z?H;3lwgZ!1HYNGgBqcdGI%I#j ziuGYXen-ni;#I9Yo9PtWJA34Apj|KjhC-{~P15;3)psh3TR13}BdSvBU z_1g<*&s8YD6SP>(XJn@nOxC?1dSc#th^`!2BO05X-7fQUe%qp`K!#l^biRql^vw=3hHq5Wxf5rbM$88de-M3FrV0H$`a2_yQqC^=jkL@ z+?zDOzgy_G0JD+-p1*2K2D8t=V1r_!<0%H8$Uree2hl2L17nRwNsE1)gngVu>oK-3 zc%p~FB?}a~?Uy>FSne2dXA<|7{Q>ha9mn3;&&0}mcyx~b^Y>zLG{I4rG#q7QBl`HJ z_3OeVn0wl_g9_XOWtxQ@hWC0g$2T!JH>!leFVUrfz@I+w!)8j%L?6@ndZFIS2arpebjN!^ysn|_+ocU?`s?EeXonZQ#FbDsJhnXtnC{7DHxitZvHxV?i7j#ozZ$KN2L8{@Yhulpz-j)Po$t(9^O{A5^!qSsKtDXNvYH|iO< z{>kWZi*43BNrv&-*EyxU^HL7>LMzcL!w%D(c$N8HJ&6q&?YTSEa2#Uvv2xWTA!lT% zuYt`UMQGmKc+PD8u##h}Dl^KF&W6T8}M2Hl$o zsJD}VC4}j)A@vDxA&4-X{Qp4LK;SzJT_m|^1`D~_{}6GLzj0L}m~CLfRnJT^g(4rxOM6at{xAwA{D z!H8gebN~vt@{!&Pn)@GsNI>*2)BP_${4dk}uOe`QERYC>Qve*22cUs05&=r|z#D`B zBrq~J3?Zbz10W25U?c$Fq2`MByHsK}B)4}zxY)s4y>Rp}@88hP0BQ(Z7yuRyY#RDL zPIv=}2%;YYhya2M%+UWsPthRQ@c>a+7!HAd4TRx(r?8=b;D4ZQD1ZUXeveHJDb52( zBY>$;$!H)b<$wWb$X4(>N(FGehrlcp0D|G<24C{S(fu>_66QT5)Xjim1ZYmM85|)E zLeJnkkSAj!3akKc_RaYKY%qxsA(bXbU;P8e|wo&ftRpg z^9xiOhy*uq8s=Ym&CdrU1_HPQ{u^2VH~agev4G(RW6AWhZ<`Vdy z*}zZECBXL&KPCcm++$NgCS`%f@ZcpGAQIRx2!jx!p$Z&?dABvB7>^brt^q8EPbOK63*DMljwNxY&kwxfyR&84C7>v= zRszGz!v|KoQX9KJ7U!$AD11u6J|a-DaLn~IciJE(4!;r$Iv3+sRyG-9hbXmFq8n;& zB)e}zxyRmPRN7cq0XhenX+>AQnJQYDpu;7@!Xx-)4kv~r?aM6g2)rHatv!oU7F{yu zZ=DJ$X@QIlEAmbSUr(CKRLDiF`Ok*qD8TR}v=r*wkIk;Dlyg5c9auYUL<}l2uK4jFPR^pE!6PZTehbCc8yr&M9v2NzsK4k6uHqFray`v?zp1~?)-rs z%3+p*)caOke--pQnVndRHq^}HxfxqPebx9-5XA^ zvwXq8r~0$LPkGSh3|V-&tSZ|P1;1%F~X-}il(gL`6c)+hdKr+y0yhF#8)mYNg-{&R%A6Z{t zlMDB^2$m%5Y})mxcQU8d0#Yb#jgj#OL8h2jKe;AN9?q~#K-K4BBAH|$dAJ;wnqXf+ zqUauTR_m|{Yx@18hrxwb9~ai$HCp~b=hO$uuJ{Sxu3j#wA8P~tlO_PbW1xXmbhMv( zSgH{P>J+Fi5!#Dr>?PDj=HsW9)3<=9`Ii@uw8w182&4jZhlyc_!bY=Hh6_%oG`bsw zxuQQ2MSUF_6}!56M~SgZ`_bUyKfW>F8aZHzTzZP4N`KC92YvQqsh}4|^XuzXO1NSm z@lbEk&L#EEXldh#H-DmD+21dcS|l%m;?=r%I-3POJS<~HO&ffyQ}fld^I2(WQA^y| z+~W(yG-U1S`f$}B{+S|i35q&fkzEu>ghc4Z+iz*Cy6+(RGwN=L#ro|MrrU?{p?~CC zA*Zf7J?>DpvI_6M@Q)D*6iWSj+iF@_W@H~LySrtYr0IqRJZft3{;d@L1$mO6`Xu(I ztn&Jxd}}f7mM>}94IzMicAgRHbB|r_(76Zlsc?3F5045M1Zi~q8RukncJtqM!df57 z7)bR`5l>$FF^QIVvaXiM1|}0ykcUc%+mktLw6l|zn{|JJ{e`)QrIFbXA~&QE9T_4K zgmD5(Q`To;ZoZN8DEq=*J1VZ$mIOj{O(b0iEkNi0u>QQDWqCP>m_(*UOw=1DY z?=+amk}5AHI|+kgBY#BNUhgVL3%#3~nSLWuUH!*IgW|zlWF;u%t$rAtk`t=h!-tCm zbOnho3z;g&qSfkqlmzpKLKxC;E_V!kUGf01Z^kU-QJ>_H^hi@k>r?&anD>|yT(Qxn zzJv`5#@-hX?*HAQ7j-Am)0k8*Ejq=B7mxc3APM<4mjjW$SU9xEQy95hm5V7jFu3hN zO1P}$7^jp&xK}0nlxj5dkflw4c`pSI+A!0O3=pmzQMSJH($?{XI``ptOzQXK(dqf| zQ*pJ_NPHZTLr_GIyi|8UG-skHb9q?oW^10<%owBmyOS=gcPnlwYwzhg_UIVU4<+tP zf}(_+RKCd^=Nx|NaZG{c>JaMXFDr&0=QS5vzA+0DT@_cPVuYQH5^SNasdo5TpyEiY z&j(w+!JCB@A}GnR6Qvjt8rd*TovNr`D&fQ?S~L5%vYw0q-xf$N--0A_2TT?MA?~j!|Ll?8lwv6gU3M9h+f%QHKI?@-5r$@Z9YVj? zw2Fd0AHnFq%J}>-O{iw6f!eO-0c2nz$*P*jC6O#6s$m^G!EqApL*m;|gF82yhpuY0 zYj|xLDsU$fVvg4nRR*DNs6luQrSxLJRb+m^3Dr*UTq$)?Hz@Yr5uHNA;L;R$X0E#z zx9*J=2_ad|y%l9a{1w<9WuH=@vUsFfzx3?8D8PK%rg8`?RPQ$2MJdmoYCQxTpAo zh%Uqv#%Id8bvu1+^eA5=iMcofFUsecRiK7)+RO9xn+`iA*a#JoZtRWSRMVyt*Heh@^8Ah-8g#;Ij-Fim9q3`K?p;w!t_qdks!7)LU z&Wd$%n?pCQY)Z=;k|e9pXk1Mt-41%&GHJRfD*$r@0pCx#gk#f!IJtQKcRhGbZ}^|H zmH)Y{P~tL;_l(`K z094rV(HIXZT~+uC@Kne;-MJI~vc5W2`rDJ6vPS+@0oaT3$aOBnL0!4UrRn@#~ecwEly|kD>%* z%zie4$d*znk)2>w&ZSTFJ;EmA;{ib^cOVf`Q~AZ#k$9(kgVZbiMDvDJBcx>SwkV#L zHk2*K9)V^O#kQ{1_{APdxD)mQ^e02mqt_#m>>hA z`9Q73+qP5tnwE!A11a$gU2}2YBdWn^16Q|(hMHU^h>h{SBSGjUi;bUdtP+Q41{K$z z^w9a9!~G~fBn?y4%A~beoJ5`1ftUf7Fv8V_0;Aepzb1>aCvJ46*2nH$ef6ACl;|bS=%}}F+tSSQrRA-# zH`kA`b~!7luDZ(@GzThtP)@qw#Z?!J?)PJtY)IPHIxgPOVek%=au>8s^#w@=Vxlz< z=lVvt9= zyBCkVZRt?9TKRS3zVN!ZG^@wyL;~tnmMu0M!nmX38zD3TTT~KI^|{fc_6fKe8T9vC zZ571LC!u)%n0MRt#&|};4l19#6X0s-sC;P(9tRI4?$u*SY zb8V5g+UH|3?puY%(y?Z0(WU=HOpcTiTYS-f3=j!kMifaByjc`g&*QoRA45P#j+ed24UIkUk@J&`SgZ4wf ziM9E;LK=dFRV%~Dj?ALHT9Y}MaLZT1V*4zYQYfO+sf{tha8|)eF@Yo{_7s!2X6VDp zc+QWrvXiueVs>fiB=G7D#wyXL=5-RZw+rXH&jN<(*N;&k=!R<~`Typ;_t!Q6KQBKd zI1E@04HCZOTRU-^WOOL&5gZHM{jFjOY=Cnw$cbQJ)M%4*jOYB+mMw50Ls+6D?)_xA zPoUz)vvZV8T&po&6PP6HnTObf|C7EDXgAW46MbUf5H9a#kjA~OTBYumCnN7Nu^6mk zu2FGJvk)<{w{`_&QAjT#;IyZx+|uXUOx~L<1LbOe859U%oki8xtW+L@Cvg0rI8wA9 zP~?>8wX>^e&(pc!a#l|5_;%*U#+zVvnpto7;hc!NJn@{lJjD`kWxJ(y7@wDqt1>Z6D< z)yBU$g|bfb#3RHObugWXaNWw|(TrL{SV3yZ(xlMF(xK#Z!2`n$o2QmbC4O@DBum`W z>DMmtEDMYYEwV<_+G{^njwZgRyiOelpj~ZupQoIUK$VbBB9zMh;vM-+z;a|vjeWh& zA;@eS*|qdL(tu8-I$BNIK13n^t0aMbZ1XSa4IY^Bdj>u@+R~98f)d!WxnR$Qr7Of| zODWwT7R+er2ry$5kPeun7Gnq2jsmiQ#Oeq!BnG#PC%--rVOUy?7T3UEqc-Y0M=E$= zuj|mXxCN|e1~?uQZ>yg!7Kv)ZVMJrve`VgdIM!@sxN+3{xXBvGxD) zTK4we)$z|EJAi-yF9h`qkN_I?i^SPl2bd)e$O$^;<{0*)G5wTGYE{M^OI(?qOI%Y*CzK+sJ-pUt znDjcnz=@!0cC3&V8v6)Z*OthxN=qnpE~Bp6Ox_TS(B~tp(m4fAT?=iInIFzMypqDH zVHPNNH+&=~^MSrdgGq7Gl#-JU?xrs$;w9meFGQ`2={(<)&Dqh-aZNI*2d?k9_LPaQ z=-Cy+c7?bey9v#ez|OIvk8lt_*>HGx-r#o6!scr4fPg6<$JY^Ielt;`wMu~1Srqyt zVwtekm~?*DcT-b3 zUhC>!dzi+QvrD@+_0f<<)$=?b@lR)c+liAc8As%`ePo4@P;y(}B%s2{eHjVYW_aY^)9LP~qc0<6L}*4Q|b_9TC6=JM_6azn)`ELmEV)hD*k zkx|8Pv?ZYM0Y%?fTSwv-i_ooTFasB@YnrWP@vB6@3bBI`uUjnzu{I383N9h+@~g4E z#q@PPxlp}ze-&8ba~h3OPK-0P7H((eALmlu?*0;OAnH1|=A5=IfiT<#TI(~aDu*yw z+$N`_qTl^`aH2;pBQJFPpc1NM08z&8T{eys<+4461)NulZHbs^`&za2C@KYkQO%7( z<1U!%KAyuaV6H^A&fT9SH_@2AUJ~Ejgx@sA`Ni1SnU}V%3;LW36gBqwZd~7QO8XEv zV4Ox=@>8UnN1uIR)4#H! zc|O$DzxrN_ZxNI#?7y-dC(@u^=ihYiM;OWfLm)(`hQbGqF{o)e)L4<6@21eY{dr8d zaV^}yr0stf1?;{{6LsCp<8*aR{`qsAAMl5XmX$vp>bOW_GkYj)0Xil&eqsEori$&) zPh1>tf=`GdYMTg8{P-46EQGD!RvasvUKd?yey~)n^;>k6-X^O}p>#%k=3jPXy@vGC zBbCCde|gyhdf%OlulZz;jMg+H#c5(O-r5B0Wxk!Yrx9i`3l%;x&rR?G3MyCL7zo?qu>G$F9`4Tt$ zT7ZNmk|^4kQ)IM|EDZl8yi2O6zuMw!T9`{Q6~}|qSUv5*x!_^ zrF0Rh=Bvj&APz3wD*I%#((5Xr!4v$GtWf`f?Sy7z`GM|*9)rGX{EJ90-LLJ~haoTv zhXJtpH5meFkb6` zmX&^|otB|=j05VVYeKbQUxbiCdfw~{T+n{&uRxSJk!iykCL3p=2zKT2U7xuG_sH>b zhXY~1*we%}&_bz&8rE)X3taq{cg;-jO%$d<;D8>}YJ@p^U0Isz(W_)#0&c6+3L)=! zajca9&~7X&z$%*m9L{eAz01vAi~yeHDuvq+)(jS5>>13sWCouI)-H6MncYdlphAws z>EraUF7)>~LE82gSpT-i4VO8XeG}7fL6i0oY@KvUbivO$;E;W6ohx8~Y<2bDDN-|E zfky>LBzGmM*`sqo`*RV}0*H_bo1UmP8NW(hM5w7J9{SSd+!RjntgKvWCY1Of?Q|;O z6XDy%*^+{$9{gQH>Sj8YeS_uqOAMm2&Fe0gc}nY-?a>sw(*(wnT; z$ebDHd1YMd)m-bc%9*?l$i(#&LOLvs()oMvlde~>jxQJ;>#J+LsNU0t^Fs$1-iW!r z9~$_67rVtl%(tGU$ffPmUd#621P{q~RN>T0uc0OWoc>`^Q6|G$^*{b|Q_1CMz|fz% zpY@2FzS~-*6^>8~;!d z*c~5ZLtkhb|CG7`jJ2v^@qNRN-2mjwOAHVsCa<1%@G}W6UKuz?r%=e=AWrs6*fT9IgbmuG8q5)IbaT3*Z*fVN|-dYssOU9M>rR{=& zgeS`>;vnjwVccEo>hK%&j& zm8b8re3O`@6hY!jdR?d%P9HH~48>ng_3`XayN78qTQdhgXc$`4?a3SA^$dWxn&S+8 zWPe62@S^Y?6V3I@*$8f z>rYV$%k6Ws@B5kO;~feQEnP68olhs?7(Tc#B8BXh7OwF$uv^xahAu`VT3X(3F4kDI zrXgAO;#d;Mv1=wN`MfwoDY&neVMf;JkuzEm&D6j($$88gTmsWd8MJzn*e_B8MDFf3 z<{_S#^TYT$#~Tg(HBmKMr;=R3Dny)}IySq&f2%y;yLNK4!^cYfsD`)wS(&DFN$5R+Z&^J|2`IkBvytICj%hr; zE~;eu9nUpe&MQI9`7!43HkS1fbUJYYCpABjkO|NIJe#Ow2#uUU7@Hy)D7MEyPAl>o}P z_S9xaD6IMs5pxbrm*KLIINSaX5LFA5J5YE=Aumu~7$Q8^f&IZBv8_A5%i(9z9Y1rk z!}(}*^hfdzYy`=)!3`uWN4{dbKA0BKT^?45=h+Ub6DMuQJ}?cy4dvzX{fDK*rm&Fv4HlR!3jyYx zBD=yCLrP@Qu+JBC1r!KyEDTjU6U5XPWDt8R6g#*T$f^~J7D%#P5{%pWW5-+N5b^=J z(e*4S)q4lD^5}v@z5Xe5)R+Z+5rftZk!~fITcKQ4YI*N~2M(K?lEPzZofzXwr5($s z!!iPf_ysqOVoIB}UtkQ$9CUyDvdfD*>t?2qqkK7>ze(+|I^kEI)@Jpis@d~3UGDIG z)pO#38L1KFb65Jsvi``mL_S~RH&_FZz!4+(V;}#n{uU0~N=(Vv0o;G+jdu)lpx98h zwSnfO-XK^Jr5ZyL*$5lIyhB^RYc_%3bX9c6i33zgT+o1l^xB}r!T*4=+MptUr~U!R z*ZjvY5NvcxHlanMzc+$XPWl1%M{jm-w5$SKE$vF)H5=c0S9dj?HD8m#{OCHkqQFw4 zShIoQad7NXiMO*obeRmI6$^qp3+f1I;@F&Ydhh7H4$ZG8!F|yyb$&EQ_dwxgp+m_` z`82Cyxk*_O*ah3-5uUK?(8ete_9>TQVdIMMdAT3jbN$1^E5--EeK;quAE!c~qNO$H z=Jy_Nn(DYdzgzB}u)KrgR>TlvY z;fHR(KxHeogW`__4?K_LztY7#*yAgY{4UK^kQRkp?j+P(4_WpFA>SaiK}<2o*yB&@ zTmx07CS@Gp%418bhs@wB5ZWhDZ?eoARhCSJv=$L?AGke1m-|#y%PH^VQd@Me?>W5i~8`j;D0&qVa2Tcdrhu`9n z$&&??*V^BT12hX&Gribl6|4)Z?7LBjs>VLn0esd_jeW78g5sefuK5} zn3y)HE*2~ON^6z-5NFt7*{Wdn3ZY-0d~Et)eW>^Ge4^E{w-Nn~{0IaU2zd@cCY>KW z^h76yx;iw$LmC24=dfXGlhB2kcbL+YxiRtNSNd_>+}lE(lqv_JG}rYS%x{~4#9TjB zAGytk;qK|0#`8cXUxu2UAuJCl)S8w|83^0H^$+|^b%ofLAlomiXe!#aBQbbqvnH5Z z2J=D3nhk^A>@)9M@l)rDcbLd4k|nI@0OE_r%+hxa$tysTIWt)s^XFiKUIhl9#oK37 z_>rQy(WZCxamFe#ifJd+ja_F*FK&6&OG1+~m^6_aQkJY>XU&UK6V$uW4U4}oicQ*b z{H_-WDXd<#u|J-F)~469UDQg|TWbB8$qHJund0xOFZVWjpy#AxBrR)gy^2P1Ms@%@T8$Sb6cJN-J2}5Je@(Wt&idtP{L;J=*M-BlyZAxZ zn8!H_a(UaJp}QJ(DnbvNq?arEH214(F33Y8xo%cCmS{%_10dRT9-Y0|Iu*5$!iCkV z0P*n4{@633OnVU!iBhT(&IrN7qg>Fkf%)8@da@eEXMf%eZBit(y&cDaOp-4o$4REr z$b&h;e}PZ9Q)YwK48kOlug|*KCE$|e3T6xJ8F?>YLzix5dyD6r%eq6sr(_ZZ8FWJt z!ZmnLCX&nlG};0Mc0-99LL`QzZX!Hk5P#_|wpX$ImwG?Ux3CsQLrDK(T2Eud3&yzqNiStO001 zdIH4AAlWbiBp?=@8cNS)o+v?XOXFt-zuKh}!$b+Uqu(rYLed;L>(!aqqdvp<$Rs4c zxlNF8hu?cBci*Q3fm_ZbkIx?oWA z+V9A_gg}G{mfe%%tb^{$3Cwek%Z(cib8?_li6UB^F)&YU>_f%zG?fpY2j>9x8d%}h zcep*@9O>NL%>Nn-2{Qc>PCKSihuXo1s_)V|myHLqlc1H_6`vQ;N|@!E^$){o`-Eh{ zA30S58Sa*&vKy9*r_De5Yu~H<^Rlw>rsknJ=G0^WP!BWXDS^JK)u(n8#y!w7>S1yL zxw!rd2{4UFvNqHPK+ap6Y>Fe*p8A8F`?%bZ1$;@MB`sR5nd<4lPj2&5bCF8|zdlJbXbW^?U#hw49LTlsPm~;fpKi#>1OPzB*S- zpotd%>|}e6vA0(trN=w>f>69UUV?*3&<4LLt1IcWa_9N2*71n#*EQo-AFHziMRQql zljCl<#EL?%i@J1q(MW{scC=>3=bI*Y;o3;CyW=?H22y?5+W^Rs)J8AllR2c;QKR!u zBWnKla_5}dRBgK6G<(6T4~*KQ5+X!lKzUx=?>h<>uaQwf>+x-IoiqU%xJuj7*(#Fwd5%FQUP#bAE5LluL`;^okXpuE#YRV&VMIS@yuL z3;miUGfL+=82lx({UYQfdG6z!9NDrmp>k}Ns+?`>vSdGX0{@avne0xE>d!`*!1CyY zR$2RD7ejrYv#*^?llrlAvL|~*#9>AGvEoGE`WOzWrK@O^F`z<+{BJ?Oia9D$5v~gm z5T4hzWQ9k^KSAC6`j*}A{GB-W)h;|K^(Kb`z4AapW#B5B+6^|BV z`P1tb!`bbfK~!!%fmr%@@Xfpn8L(f{-!@y5e|ygSo{}U5I8I^>wIZLLX}jg_@_6r*yJ8arFFIZurOtkS$9N@; z-vjqx*nS6_2|2Ka!3cyM)rY(7B1%tD8Iiyv(il7bFVy7W0ofT!%!x@0%F zOlk*2#W6AuUr*|J!p%Crb~I6;sh=@<>#Lu#{zz@ENcw^*?=Vt>8PkTmq-HJkXk3^e zgX`wXV96p(QYCDH1S3LyvsB8E)1tQT*oAw(&#j>!E1dbeZJ={w!H2z;Dh~77b1Xn0 zv~5bGSbO~Uibh&^zoL^_4=^g04ZlEQ)AVvXgcBRw5lcS92Q|ow1;dDP-HKDTi1}rC zKNgKD8Uv7zR|18tLwnRKVx9~MqmeeIXmrM)?QYxOW%0GR;4mfXT)bL|eVLlTVLm3U zw+cgc^cMHml`olGuxa5OmP<;Mb6jUlAw)h{@KTTqv@w~G1l#)@Iq(+V%h;!J*;1C5 zPun@XvAU*9Ptrt-x`|BbPdR#1Yr{{|Bu0+W_BrpRyYjF%P*&>GR=uJqy!p=(AA}AB zkELk{4Wl0@F_sql)wMcbEr}C-)p0E1Pp0JHz50s< z<1mJj-F>*@Q1mBIydxhL*++2=0!n3&5s3|vJ8U1GmkZ(?yPQ*LJXWGzB~OQ(uM z@F5pf`OUiZX|WC;b7|^9B$ud#F}?lDEqfNf8k=-nb^xC^r8QceE+fYL`P*E1WLPO8 zUN*Ut`+zkxRZ!U~X_$fYV2t$~Fbcb@nU>v}v{>g`IjB%oo_UTTzpu&SZgeKoRDb@5 zw6(l3T+fc{;+E`Ke8WwY%je8{FizwZX((w9G#d$p0l~%kuLpBR5&{J{sITBmz=PWL zpmR!sI-b6T!RkRf1AWL;KC=KtJUVAR9T@^*+by4-9+Aro8cs1| zzCUk|FSjQM~_ZP))gOhNIsG=glF{Lt)MaMGskzx?)@;j2KrfxpPa>%g%kR^9y zm)_?BJ!_{R!M{^~UKu+bU1J3=wPB)mmjOtp&E;~oPRaNVrHQQ5y;Mf1tp)l76mKEu z$ccc;8)7QTY${)YO_V?)MW8<}XMpeI$aIn?e5F}eh*?*^^zg(WZ;-l#XJ40&L^-nd(Y(xT5b3(s-d4chW9ntkl&J z=i9O1Db}z+;lP8yMbC5kaIi0-KbwbyrxlVI8M#hvu3{O%TZGcC@=Nt_C{Oi=#Gsy8E_3IH;+?ZQUw85RkaA3DJG#7I9?0 zS1{YGo0RQaO++p#t8eY}c)M{SL89gu#D#@2aY8oTpt=@!#RR@R4!s2I7*xxGp5t@z z9IS2&)4FY~4hGJaHBul`QK)PLUFTSawTI&RY5q`K838$5B$gd#33~@L32w5wHMYC= zm=hFG>QpUtVMxu_z$4j%;JT#3)@H7u;pX*B;0Ad@$*gxcU9gU?SNf=Y@><)EgE_hT zTBnh8wqfCm(`Y&H_iH5XvmmhSN$Zvn;{N48XQZd+Pn~S7jhYiI=M-S*t+nQ+ejS5| z?ARccU6gRlV~X!f*uxJiR_+=Wp@iAhJ8C>&rS`_~-EEaQ|Fjs>^5OdWwPZGXe-m#@ zq9feEtLZXDiap*!WYEP2Zuhf_ew@yR`-+4-ImazN-MMM?rAF!;*3TcZ*kWj_F_zxL z?)~v;T1zZaFXl2#(|-CtJ{)t!PS4qS1=#XJ3G2Bb=4>}Zgcndmr^<9OCgV5jwIOT3 z5jznu0Wj%=S`05v(^YvmJetBpIfL(Q;z9L}xhK>sU9@xKtpt(r`wJtD*&uu7q14Y| zw$oRCjx{oq1*>3@b9bw(&g2ul*Bb4P`sA^{v@m9s6!*D0q$Ha=GbRO5e_M4j?!~H% za#FJ{a{H2AaNgW}+vsIt@O(7i%yHHRY+IT(F?;ml@BS@}5R5 z=}i}zGyp}QPlR?r9M?7oXv=$mfD<)&E7Vu{P)sz%h|W~JPNkv-m>ln#9T=khv8Mg2 zps)*tzqp>u0E3TNPwI(MFa`kxJXmnQ9K)lV)yKhsR4HRX+jVl2K6K?ivmywYPp>~U zxFiailSk#U{*q??8+oyuppPZdUK#XgV@`>j{A($N*Dm23`Q_ zXXTp~6KP?b^3+ymjf}L5HWU?Y*v6(rQ$BtGuSk-QmTB(48!(~Fp1~W_5EGqe)MxSZ zDOk>V7yk89)zt0ElQBQ5Wl%{EOV*e-TCj8~pHKfQ96DMEEt9$-T`*E= zl*iN9_BJN?^wYxUuH+>nCwtKD;XYO;H^X9uD`$Yf)C<0EOVj=Cq8q1k-rDv2u$QKD z|9Fi$`EVtdTY4e~n$=Qjf=8@_lhV!A$Js*4N2WsTfF2Wq^}oc0DF?s-0M7c4x4h+s z7r+bn8)*RLc9WpAm*FTna+P|+KSr@97Qx!lZEQnAA zfB?z~$HoUaeZfI(nbZXk1O5rTw4fOS3;-V|#bRXCG%d*%fFNiPg*_>Ci+~*f?<4E+ zH{jvx3~2p;388#=-L*XdHBkRXIT-u^i2sfO$;bMUkO2bNfRXvcJ9s=iN@|olcyh_K zUC4CndpG9TG4B)T;O{4UcNopWn>WM#FTL%9{?Q-%nW^cM~5L$ zz>bJn|HXsfr>bs`TsUxA%Rb8aCKB`6qjqt-REGR>b*C&^Ac+p0Z7PcRS^Qk)JUBY{ z<`hD^q=s@gu=};+_4c~eHzm8o#QBIPZ4ZP(kZrOd{^WZlhIf%FaSMNE-Kj&?525!& zn99C8n+0b~l1-YyKrU2i zj^A+~kTXdphmo;ke0z!b0D#AAlz}l|@tb8Ooc1mB)8w39LiINEmwAFnuj{%w4nf)r z3VPh^Wv)u}i86+H=B=ic2N3|uP9pmd_akf9hINiY9zsm;ZOu*N#$5GG-vtkp7-LW>~l%Fl2Auyh>xEb>r^fnql>TE%0USD}A6~ zF6J7n6l#zMw(2U_LC6(qEQY6T&hTcDsEx!%eY!k$r&B^Kyf|CuO#nIv;4~^Jt;t?T zkv*q~cT8`ERGM*FmYnwuO82CTC}SxXH&FUqX|*^4nE|db!KMZ!4?I3^x&pS@Hp%`H zIKkyZ7~8vOW?u(aDOecYrk;&pwIVjNi{uCsvnx(M(n!Fi~LfKFxo?b z47)R?lb9(TTy^st4VQ?S&({r^WPtOID}-^n0<*d)E5{cxPvWw8zF2vZFa1)qj(01@ z?Lw4TFR(+74>O{V>z@b0(J)no(AME9fqjRx*94rnauVBV1YZ&ap_O0)M=wt=Zlz9+ zE7#AAm!w)E=$AKb^bS%eOu)Zt&(e>IikjS}a(i23xluFrS8{}!Zz*IUC#&DKogFRS z%K;dUWeTJbskT%}o~dz)&hS;tQC+QseIeS}g4xI?N)ebR8cc4v8J3Og z-L6mc+DGuEE$LcaKN`FKQqS5_2ezI&)D%{Yzd*=av7jl(ALo?k&Pd%~Y7yAaiRr!jrLvkycMV z6$131?QT_^5NGD>Wa0-@#0q~zBmYrHTU6`{E7?W$3&UZM68iqECtJpul z&+Moi6G}qx8EXsSeQ5uF>(pf{lGf{S{*umaRe#c;@pE?d+sNk6Kwau@jb4Q?2ho#! zwg=C=r^&(g!&>$|0Zlq%@-H&{3R{rd6uzcL$ZJRlbFG9VKMJ+j#G6-j-Beny^J*n6 z(3q;!B96L|LL-mq;S>Jc=>xA)&|o5VOWzvYfIn zG7FLZA-nTs&O;visOVU^fEKlGaY7clu`)N<0q91=-3hY}tU%pJ&*2<`yU`bmZ{J;r z(!(QVzU@41yR2o%m;c0)E}A~cub9T7fYrH=J??7fwlhlN$0qXhEo|CFY&ZO@(! z`}wk&R20rqL=&9|HqDfSKcD(O)EHJM-x7nR5?Er~VELAv8#cItQdK{l8rk}R-(jg! zaAz-dGRBTsQhSEWxA0Tcw?_^99A{<@r&gn>zy&MW5Xn~j8QVhefUaZvs7?pnvu|;a zAg=OGwcd~ms}QXeh73q-KBUN2a8l`psSmf(x3bpH`@$gj!*1n*%u&9=r$LUeFom8q zm88w8_c%Il5}b|xl`|M(N2#-rCv4rC z`cd=Q`OgxP)m)O++EB&WUUSzmY=#y`8&Nv90uyfB#;+ytZG$Vp-;s!yMDsJ3_co1Gdz&OOSRRrD#{FNnod2k)%!96c0hk{Z z`brCxvjyQBfB+gagZz>3;N<$hViA+NZBCRtsFQD4uR&XhT7w9v)U2CEJu9nYh%oL> z+en22-52!4>y|3hvIT0UvR|%BUwjDf@+;Y2KWTye;W@rc>h8L_+u43PX?VWoqP6#6 zA1yy}{_x<4q>Bj=7fES8rTh#sN@T|UX<2pSXy`%P@f~+Sf*~LL~ z$fvizd)5;%!S6YjP)p-9;UuL72N40rouAUNy;;lHZe^kGfM6+34&=~MmY8yIfL)b5 zjUMX?+22Dqz5d$Ij>dw)8dxlfj;j1^m!U~Qcb$)(P$+YrrP=sK7rCX^%uK7T)RE9| zA-E!JHJ+O4(Oiyg7nka0%Uq2bbT3UO3<8Ff|zZ7PCY-CAvoJudsv=-7z< zf*o|QLsVT*n6UQE5V++0rTawN-7!AqW(e{R@Xe=Td+W;|%=giGEs-$J7rq5&y&a?G zg|J}i<~GZk>@{g_8J!sFVZ^Q0WZ+=%m;NL9tN0gwHk>YjWC5K9k*+Glu0O37dr@x2 z1~L%bt71$Rt*i?GZZl+ZIP9bLX)WW3JFb9HgHV|RITerE z>X2XOYx#la&%oNf>=)ZHGgl?)tl_4j&LCYSnJFYYbQ{oIt~F76Idz_N>?D#)DLSb2 zn9r;YgJ{H1=~&Li{JZ`l$UMf5WDm+gU9*oSxYgrmiV(uvOrGmv02=_!SWmNZcO3WdL5-JL( zxLy>uXAY~h<}vx=&5_8zY%3k?>7&!gj0Xdxvc@huc+HG@6`aL}48fPcb5kS`(P1Q) z?&Fh^6N!{xi&AA9RpqhN8mV~)p8ZifJ#9X9r2;?46Fj1S>I|wKYtfo+dHnRUPnd+3 zHNR;Qa|H<-wl@#vB+hDB5kVZp>J1S&nt|Mu-T|9da3fZW-kR57hp;M(GS9VU*Orp_ zpsx(qB8e@?`@8-wEI|vJ?GSY?QB3+Ht}hIMM}w5Vh4JZKLADxX1k?Mi(-disRFBpD zTpfr7j_O~IVJ?*vV7jiJ%lDHqS`Eg*2NMO{Lg ze?VA(zocJD@Pl6{f~fR0LLUmvx4XRdmy8u*Dk%r^Qk+!7WvuUsB&NBku?eq^?;Eys z%s)B;Qx$hLSq&7FA)Zk0E?tk#z88S!6LMi=N-&lQXxJAV9h9d)KfQgh{*@;XKg_#! z01VKq;s@-Xhx7j;ln#EFzt;Y_KIai~GG2?3S+oEJ938TaFWn$M$%69;cx}fGd9@|+4dWw1O{hUv=~MAc{^Uc; zqVs9YX!n=HFvn;PGU^kIAXX6b7*k0%Nq|nbupx^vjm)(&?Zrm9h%h2__iy%_O!68g zKF``G1bWIj;h=iN*r38Lptj2K4%1l4o<5#u(C^xbbC@n2hQbYav_>*jAdInuVjVs> zNe$|(vazP5_3T@ZuEz{nVTw&1LJq*cnJs>Ku+ce(X?LYq3~}dMm~THaQ+h8yw1FiW zX}h-2oKl~le;bd`;@Ox1-S_p1nwSN;Bm z-a8P)fR*VqNSRiz`@PX!3CQ{FUb-&1(X$jeIP?YyQW;LU9`!R>R!g~!Sgk6X3%YVB zxzzTk4h6GxSf2(xF|Y2sHA`c$&z3m%&%=QXs|Fc2`a4^in%!jCp_<0klCwH|w|c{| zJ5QS4Gb|0m(LVh8Mj3QSNc^D1fJTL!90+f?XL7Y4TKU36r&q+I_`qPIN~_QHVVf|n zuppz$C|A_5K2~-%x$70yHDhAb?H&xUD60GM2<%owz83jN@#%YoNCl$Lp9W`Pt^V>G!phQ zWeCI%J;YTcK9|DEVL-6ZjjmnGi&=WJ!ddZVkcpxfX2HvX$uOL$s&X{~>zR6Bc1RFS zhic$&&4FTe#&rf@S>53(o~+OoF9L22VUlN)?&+wx~S_mCfk`5hfYG`FU7pgWTn6ZFhsGWrelVK^iqn@zm=fm zS$9#kf7xnrXWPRtsKo#F(d~7gN!OwY1Cq1iP6pIwnR9SBl6B)2>@wkhW12mV6$}aG zi1sO@IfokP8e0`~I)b^nQcCNhCpPj>99$~tE4zn^#Te$W4$Uqh6$s7=O>-8aZ3y|Z~gYnkTd{TWr^X|oDG7b zs+c9PCV>W3EOQIaQ*2C0g)k@2$iAaKN2S4df*L(!mAc3X{w`5UcJijwU9qz1o?YlR zF!J5^1D&6U+r&IR%=yEp8FH2P1`RKm3 zjM;0x;eo1yS@od(A6JIYrn9rtCsvCUpa5w-30Ka;H9J3KALCmO?=O4(h_Q+t1Nao=xljqkiE$x=P0WTgx zYsa6jpcQg{{m>DD3TC^`m(Wb%@qG)Ydpr-D5GN{A5kh`cQSgFEwKpMvL7T1sEF<3( zQNY|$NHrjBSn6is*Gq{?9d<*#0x^Iv?tZ7Pb`mw)P!lk--Bl!}f#{3DCnq6m0GQk{ zV>&MJpW$DuL3L_BCrmYDFjyx$y0iko)kVvERa9fWW-vxx0i9`YNjo{?WASsG$Z4Yx zdxN(VY%J#F4cgyY$s2fP|KK*3qz_u3AEhdC@W>4*R(`jB#otNBwhuMf02(xREV=4d8tN+KpUIj_MrFJ+d%sZwe}0WtV)S z75-MZqI{)seqKW>tanT+EN^lnk}=r(ThIuGN;G*!8^+BLsm)M($&KaXcD{KaR}p%` zKV=V`>tBLlyk%!qLkGM8SX{{LyJz5J~~wP#_30JSvdh3OZ^_OC{j&U!G3O zU>#r-2Ausr)K7HVhfMhod4r4RFHGk@@&*^r|FAZANV$0U{+ADki{vXI1%^3hG%)iskSON?|L2&W?tDlCi z0b-#4iIlep>;Qm(|8O9!hyVYiKG^5~g9G7a{ogncZr1;qA}=X7>wh>9Znl4MARM=V zG+2<(&4Gs4 z4*&7a%ovLnlKTT2^bh?<7Y}*^7DQ%FK-FSE4vh}^kK_u;_95z~QbBV-9E*X*sh~}O zC-i!}8q5Yv^BRZCtBF*{H=|I`=Emb;+=Vhz?}mR+zq8zIS~aE#qs^7fZ%?xzL|w=* z{)XZ&n~hAm*Om^4KrM=rw!xr9qunqWsCe`n@Fi(Zq^^>vbL{F`f*)vxz%6PfRi2VP zP-F@OFM1WEK=;2%punqQXi+Z&Js`FP$KhD*!rEbC(a%k>4?Vgv7 zIAVTp2&eI-vshm6Ckd^sR_UMI=BQl?BRqraC-r61A9JQThrc0gXWdscuSS&)fx!D1 ztW#>6bb|e3&Se&r0BY+FvsjUTi2nW3c<|462~fLZ|pksuS_OkdgWvQ6MV3 zM|PJQ>|eSh7eAM(so^_+8q1dpG?kI(O_IzX9}psVx0T;;Cnj2uPsF2c_$5?*CvZ+H zWj2Rdxv7V8j1^rNG>)?tIE*6eBBJ2@JA?lHj%ll21PMzeT@g=Lf?Xs6qtC&f zS!PR9P33`4T!W|#4&t@+he_*5s*39iF|`Sy`{8!H<7X8}LBm=H)34c^=kgF}`JO=c zW=KkxOc=WYV@Zx-5H#?EUCy-reMW#_d>0mWdnR1JhpZ}iehXf zbkAn3B<7JdbZ4$8rkLhQ)M%_;Ut{Z8uz$^F&7^5b`a;Y)`ZdB6j9F^UZPFf zuiLyL)xcN8U-e31_ZW8$&F!l6yyS(ytr(-OF%3p+S7Q-Z5`J`83yA8E_MW<`%{+1y zk>=`6VE5fTw_jI8q|cCa-MVGWvCQL5drvUqDNRe}He+l&-n_{f%beoz2oLQ7X8Nd| zxjYlbv@7!qK$LnbwY^1jd8NbV;9?A_X5E#Or5zd!nWg~=439^-;u1Ho3%(X5kO(}G zcku=~eD>pqiOCooiWEB?$6US>8S$d>i9e0KFFq>zEZLM zuHW>WaQWDDE87+be(mK21m7+N6G)n7->h4tJkh;gip6hb4zV`fRc8VO|I5AFH!{9~u3h2ZA+mzpKS2W<@ra^{6b04Z@1L!m=KNro^+N+8IR9ao(SBGq|H&GrD?p<`g2v>b5kU^n`1ma|%FuHEQOrO%>L1@$ zrH|nO!OivGR>t+uRz}t0Xat=B3(7M5_`WI%0{j+6Yv?CP(2h10Rg1hG^l#`7WeY6@ zkGe(G6lsYAx1 z(?CaZ))_ShnqhK!sxPY+%Bu(66m@q_yEn?o^N&S%Vq$#@bDUZ~8$azhJDoaxKBYH! zBBUp|qR{eqjL=elO)lRoc^p$1a;}6h!NKekiE}Oobe93=?)h{^3#!!1DQWE?^|xxY z2dQ3%#@c#t%G@?q=y_pCQRBx#F~K%98j%CFncE;pAw_R`U&gFtz|JtmLWr~Z?>B=| za2i9JJ9Hp$<9JcPMi_p;(q;vU!{W+|6NvH7C4+A^4B7@W^m3F6(pwYI z4K;P++BGs4bO}#L?rC7wAl2RDs8oQGp?CqJ&VC%*YU=XxC?Qo~C+G6Id>_1L69c zrfR@B7(zz8N=(`I25eXaRPV(gmtcs%Rqr5FONl@_Qk#^(pHqI^nYuha*C4JQD^bR! zZNxcVgg!9ywzYbay=5X&yBJ6TfZ=-JAe<+ZpscK-93b?`W(p^gO#TU%aw&1GT^q`A>J(*ffCLIFAXfsdJlx~ z3o(W;HyQ~V=9Gfdbdh~U%h5c)+L^8f;v&;i{OYP5t9V|Sodt#Xx*NK>H2eL@2-VqR-J|NNiYwkZ zIvsp6UDllI^5M^BRK2ESdIw$uEIr{cmG77&sVHtAUEgZDyPs4z94fMAnPe|EfFha5 zCY(_^cMm2)RVLidICl*Vy|(U+uTO4IH>Y=Qr~*AFJa^rc+m^gS#7fHcbB=eH)3dvy zmcsf%KrVhhTkA>7_*AED-SlOec+AS7k+}*wS|x^ zfGP!F)rnr4%q?F~NTHX(je6hwf*AE&u5&WY<>mtjo`p0 z4Cmn)6ns2pl(F6se{r{6^>2i2b8%*^tha1L}$K1Yt~;Et{5kEpp45vJ5~#4f7T!QKLAy<9;C)^4BXAMl&F zqyr)2M=n&64gXx==GpI`7D&E~LWwsd26o3#i~KZE{xm#!iZyIyvh;g#`j|q{wDV7U zK(HOlF;EaV1pNNqs+%=U@-u!q;lsIP|0$-QzL}Zs$0oVp9`O-pZunofw)6u+Cnc5iC=%ouJ2pA z6)YGv|9@Q)r1muz|H;M0Jx`oplL^v&+f;|6HxdfS|x7=x#& zkMb3Wu7KugUaw8{b{?;Z_D&;jT@K6;knZ{_p$kMeu?tf}vcA;s8x$)a_#*Ge*dFSV zdxvJ6xx10-?Xjn@3j8T8N4im!N_Q$eATJRbUn4SSF+pm1H^?A!oEQBt{Bxw--d%f` zO100)M|O8kI~JwNJ$Vl)uHJaLG2DHk_nfumVMnIUp6oV*pFV-pkJpOa9Q+Htry32D zO=QK(n_JS%pN#K4{d@M>a3xo4*&;!R2J$R}@V$iK#wo5w2{F6lH8OcGpp``>pgUTj z(H#V|4e`sos>i6y;V|y1<7qE-Z~lO{JzrNX!}II#QqNIJ#kropF{JAhQkdrJWR3EX zYsE1_4LY@5G|N#($Q!~2eYA}03=#nupPL^Gr0RJMo5F%6Mjf!o!F>Q-!w3#!w$zXH z7p$6oA&(#rmbnP@h{|0?-7|78fWu3Bep{d3-lYHqMtOCsp(*;{-2!5?1UZSe#n!;7 zkCm1N39UYr4PNv0J7*T2vqA#zx*D>L2WOV7>=JTZ1}|#E`T5@1)AnS8w)T_sJ$KBE zC{2Pnk>8%~p}*gc2%9^!TtCUH50x2iAYd)U)Tk&&-=QP9gBD>(UXzbh0OSe7lJ{xK zfmYHEs)2gL!odw9J4FZi>w=j~0=6zQx{ruqJ*7OmFB8s>(bMcs7>;zUz0gz+$m{pq z@KObs>>HCoV=ks!XGpVloK9ml&So+AM|QC3ygD@tVa}Ki$OODFFFs*I%BK?L3)Q`t z--)JX-&^<5tGbYf?V~+?3HZ(&ybVrw98q(h9LL{)y_d_?6OWji zrjK)(i0Zt{CuZ}O{TejZPNX|!H#RFSqMEcYDajcl!s95>z;8x*&B9{gt9ax%^?md{ zh<@z?P#fG|Hm4|+T>zOLN?o%rJ)%NYPQ6mJt}G%zY>2b1#M?Y?Sj_a|gMqw(NZCsy zPAtnO$Bh|VQ~_$~TKTA+F+ow4$1v;K9_Hw0wfH@3Z;z1;ji^Qh%+@{Lh<&3z10&iC zX(2M&PhgytfCO}}X!l=TFwE>^_b1WrCZO4;8It8Q8X+p)SpyUoaS&T3g1SPC7en+~ zNryVD-7<&r?GWd@bqL^qTNcDRfEe|j5V#5@SvT(<3d_riV-sYJ+=dTLl82a8S&mrq zzE0Zi%rh<(=w>~}1E`f7pNb{3A`_!^xSa_Yau>>sEXy4P55g~avpdU(Xu3&{P25M` zBX}*>Mv_>}`vX=lgEa~0^kazQ8TtpHr#f@4jAzc2SigKrkb3f}hWh;2&s{5Y@+$<< z;0|$4gnkuK$mdNa%holieDvv)+r-?Qp^)}{CH6<$j{R4{n6A~p3fjo>v$ikBn=goI z7a*(;T_=H2?nlDs0(uEG`9X(KBEN)Xc12#Y9Zjj0;WzH!Dh- zKf)RC?=g^st184Y=LvUhcAyfc9ki9W|XDIw$%Z5g3JVvojJ?D0Nu|CG5z}NW#X~o zdUJ^S?Fkl+`E5^9!e@jRFl@h1hme|m?7&aQsD6;ZLI~{i7lh+w`#0}0FWbL)mwDNK z^DYy?@Us0mL}Gg*;*~$2vizU>dPcDzM=ajI^$Q_KEME3MN30*LsQ57KzmHfDvKki@ z*m7V2Hxe3<$(V!$RJw^o2mgn398yG3w1?Oiju!<|AyD}dgNT&lpJYHtcO3t4;_yMf z{h=F&eEy~zSNMgrU-jqY2oa4F_`?~+51r!=UiW-25Zdo&E^f#eKc*po+CD3)L^-gb z8X4{P;jz{Xh50{FAfq+P?^CBM${+0SxiygDmYx9yl7I%uwEgw-Df2r&sN(0iG{8I70cPaVeJ zGPLm$LS*0p8hwHkT_mkWQ!V=qPSSvqjM3rY|0ZdsSfKw+(&YVDk|yu}Bx&;gPm(6@ zpCnCQUM|q7BYH~HUqm&872~gBc>mGkZ!UR=VjySYXGLxaV0``oL=(V31(p~=_{}5t zF-Ty)&n*Fq_A!V7R90MP)}(|;)Wc{iOI=5=8!V()eoC=$KDG%9efx#Id0c#T*X(sg zA&3GFmbH7@p)cH4T?!6h{jl_S-NO^;jP!QEE}P;jJ|{}{OL45GU1+LyJ1WW@HMIB^ zNk&QPBbw+q9=QoF0ppx;yAF6f-viWcCcDqCz5obR$sFdta zXLy)p8XIVnrm^RQ%JUhVX`neR51 z72X8eq3_Gp0A=bgRk+|YB$D8bJBp>I12yUjNCn%~bB4TzzC%(va^9b&qsj-C)+^pn z7pBpM#8I`?rlal71sf|`4m6Pj>)Q851|(K5#=c6HE0M=Lqd9RbdYdp zUd9|9SAe?SQod=HlircZg<+48O0sCcYdyfED$rABzh#{2}h4M9L)MzY5ahKT;xlxe15+WFvByX~rV>486 zrdc;{XOB6;XZeb0X*{1Psa&9L+bo4zJ@=Vjc z_fnP1cAIx-^r!9nW6l#cie%~FIC-ql-NkpF7u2@h)w=BE*7o>6V-N4x7Kj~GCzX%} z+(iLF*+g$g8+oX;hKqC^>(lE}&DUVTQ$g&i<|ZY5;Y4F-HV8&T(7G+uIH-I@!@((* z+7)A}=I56s#rrl{q<%PA=G&gZ_i9aQXPQ4@ZpOH%cSBx_eazQfFxilSV%wy&zydHfCTOw?6A2#T7ytCM&=2Y9*)O8=vH#aE@CzJjUoH_$y}9dj5Cgk6CN5!QMK(v5r%u`>)Gq_D#? zi1>UD&*bmVbuXIEF%uDhM`xH2SkeWa802z`2@5GH{O1-R3zNe#0RV=N6KG@#^NbCO zp1-64VtvQL0?i{~X(9mc5V25!4?hWsK^mA?Xb?*IzxQ4aS*DWX2%#W_tg|LCzQEBTI=nw}LKYAR`8|LfvL^hS zkvUgg!T!ZtwC3aT6YLLDk-~znycFQ2lSKXBttmT*T4@)=OswRjB3qWs89OUKu#Re?R&s zhmad-p{Spdo+lt9Uk#H7Jp0MpR)chK58Kdiqt%cLPRM-{Ok+J#gRTDRijbyr}cSJPaMGKTXF%&Rpj`^>oX>LeW*<7-$BgJEdeFn63G|3!LjS}0mpG5ZmxTo=RA!r{lIBb2dSkGnJt_{FkgPFo@h+x`mm;aGd8m@ z>%#3S$?v+{I6qJyUM_T1nWjK2JhW#Rd&>^`X<}SxEtnr4oJSZeNn!SGR-T`psbZ2F zOi>L+5=BcsZ7|*u}t4_{->DuV*D!R-u--9mjUZ|RX2Yr2B zZ~d7VAXchz(&Ags6qs&AELy7ZgT=RQ$nV2qk&wTed&ra@vlw4c#8LmKU}!H7U)Kr$ zn5njE8+~P-_aSg>A)}I4FkwU0J?jSuL!;Pi`7yD%W~Q*IeL-Go$6ZC4#$E4fpgRGU zdhi=wbpRXJ>%*3LJGTkg^dDiN-Yh)SqyS9P-7vy$T9(DSqN-`HY`FE(V5ai^6 z@QPTkfKgybDH2;%tN_?QF}rjCzJEU}Ly&~um%M0@gx?*^lGpLy$wYsIz}WgNFW#zO z#6}(JfBDTeQP?xwp-s1(8WmvbDij~Qc1}eTb@Q>6?*@_f`@P%NI-Q3n>&%;xqn5?A zEIv6T*Z8#{wDLop|6`+{uort>W`6+q>kXFG!VqR`T0dm>d>n~ibgktye0G47!feDy4RSFJ_tY>Di_ z{p#GwihkHPoGT)k;&O*++Y*C+F0=wWB)?Rit{M>SATiAwlOn|;azKShuKsFK3yYkX zUfM_J)6nUA_*`;T>;rm*!D;bXgD*^?&G?c_$?wtMiA))$BNl(LVQq`u<%eC^6np#i zGYOz%&}#+mKH5LtV!#f78gB^xe%T+0?jzg((P~c}yi0+}H_MVLC8N(!%1)&=`1Som zqcj1ad)zPnD(LF_S1q}wI7Kxisg?)!+Z@PJOqpH*nh*B$h~e9HW~X}i94ii8FI7LIzcepT zbdSo=I!IsZ9Yoo4<~dg%gC7H>xxJ|fNO8w9is+o4=}prU6k}{!S*|f5&LjDt?y73* z$fauQU|14enxrfhS2-`lI>F28;7=lvQuO7DRhb%(Mhi|6zF$a8O;ku>L=czJhrcEr zP>0Xxt5%|GZkFGkTdJMhbf65{U>iSLc0rYG(}gu+A41Ix# z_7$45P$+voqu70zH+@+@t>fh_%ca}~$W&8w9kp(-C8_MIDJumGqI>v;f`JXpmsWsb!Los z@7`L+*D63pe&g+6pw*yS zv69n)+^Z#g{59To{C-lI2!W?=(Er>vic1HltEB z*5J!S$|Rbq@mV!o=e@OMr2Hcw(V|X#8C^~u^jX7nvYG=LBR>1-j}BXK#g<}yX`k`O zCew;ul#JK~1&$yG!nqgDQWY#Wx$rZf!|k&xDMWQEVCuTepglPMMA1F#nA$F#In3wU z=wuR+|VmJDg^g;4}_oF zZxr$n4s(}B%j&_jP?-*ywu257E;bGHHAp0ydrI-RqyjLEUxq}>jP*N$KdjcC?sQSD zPX3%qs>+CdT`D(jkTXY>mjXy;CA&?7r}r2Rcys>soB+;dmaxjXOB6jDw~{S?l%m*3 zzo&&(-kq1iX)P?@vXkkHA6G_s{l>7YM0~MGd-k#PUZ3k~u>5cY6KQ z#GoustT>pzm;;Ls)}KUCbUwa6AcG_iIUl5c+jEEja116+v$v|O)VJ>6ce16P`IEM#{p9-oF-0fO3hH`jLqEl=B2 z0O7}r_*X4tPhhV;+LP-cxi^{I!k#{4J?n=mF=z4wt68sN>_v7Ftq-+kGvomJ78ftd zU^INmJW!xmU~PXH4>(rjXzt}b)XEIL3XxsUX>6WN zB+1oh)|d6)peB}|rPsdiqu zI&aD*vD_Wrbl2y*CF~FK_13m{T(sZ`P}njsQ|g z$7fBa8^f#`!yfksAvPd4%U73LX*O4GmJpmpzsx6B$=A6lleH#;whxOcWoVO!4FKKt zL^QH!y!dp3H+*$EXrg5?cV!Q_IUZ`3JUoA4+e3qSSZVpxGa^!af1|;$GLlZP`3BI| zxmoQ}Eq{N`daY9VrfZoQD)r1B40u?-GVnQ{X?ZwZ2LU|q_ttw_yeAFUiQY`F6z2Up zFgY>0bq{&tdw1QjewSpaT^w`y^ps(_=OGkhG_ICasF^~m*kue4d-EXFoulEk43cvE z=`6Cq9M>^8APF-i;TKY`@m-o!J3nST9W%6t-XfuQbWc2od=v>&CtQ+29I#Jz?CZlr z01ZYg#+8YjP49_+gRKyHd{J_SsKlBzbG}ClEkwDW%ii4}zzj#aRUpF`tQRW{O3jd> z7htBwHs}jY!3klG79vx>((=2rZF_|lPM8`q@BuLh=4!wfO7`Ulk2euT;|j~FyEHvV z^1g5M${e+|E3vE4^z^4F9Dw+?bC`2|ph?14R)`K8W{5+3$gz+vL8Ed zg|zLkfF{GSNbWSkbc*{VMEy?6tYnbU2pG~>P-(b%+I|4xlLx}oPF|_$(nCE=LRi{_V(g{XeH+Ys>V>^;|>lu zZyN3b5NJuMoKV`yWKx7}Ak7Cn@Vk#Px1kbZNsvMl^`xvFKNy9ZvMGOZy%Iu9Nn8|t zOL-Wl{z@-}a?XFTeSYbj%rM>&7CEf8C*e&3fK5V~L1FpVd`wF9qNq6Kk-pF+be?o= zY!jQ?l^T+~u^l<3ircw{UkW9WJnrIB+{55~d8Ev7gYvmn>?2=ZFX5){TqD(!*1PWc z<^{18{I{5p!GEZnxJe;6OU7$g?PZq;Z+1luaN7`#mKh}tq()&K7VN|Y zFc{|iJc(v1V8LB_D?@quZCuGHJW}N-sY_7(n@PMgB12raLasqOE`wq2&(mo6UUr$f zh-A?X@y*xmxJ232NqvIqMq!DZF+tMClt~0S)t$Hu#5AGSGq49h21O~O}*Ge$L8J&^N=qZBvC%Ahn!{1qmR+zw-7&>t!G z?k(55BGqgL)h5mKCLadg_)ud@=?}%PdDmXc^zH7{@8gsNfY(y`oAAj^JYUym0Q-qXK@a_$c|W6gglC6&=f*=x}5B zD@ArwUY8Ohwq@UD!nLTaE1nd916DxBi@T&gD)B50YIB zBTaHUxm6DpEX_W_P+!^mMCSsSTx#3ZAv#Kot`sEnDQ?dg#s20$0-{{peJSDg<3>F| zFg1G%gJnhb(?Ns&EDTM8Jzm`l{?|u8PfMZPh@~JUYQa-0ifaX+fDX`^V3j+Q3&*v( z5ASreq5jF0y0@TD_AJJ)Wovsn`^ovXC7s>F$tYF96tCi@j5-x7M0D@B_pB(ygNs!n^h~Mte19iwtS#?G1&mKa@MO5vc6Boh@>u zKNs1CfydZow+z=y{f|oU7=G$DAt!1vA-u4^tXd<3FRGsHJ85HElN_%JfYb-^n5C?TNb>RE z`3L%_qYyO23}G;xPg5ST&M!(njLDJ_+!rlp5#EdP`o&9)J83J+$|6%mvml4tFz35X zxPYC*&wFP@;G)rJU;yUvK<%POk1Co;wu@+t#sMZBg}xSmfok_gKK}-J*i#$CM0j%M z)&%Ll?Kd8<*8-@3(~AfBdZSAR$*d*U4K4OI17@tYq%pG-eGB*{!>|3=R>E#(S7P&2 zfW1AzTslGt$V(FdiKs)Q@$|HZ>WGHorHd}4BWL7da>$Ul#vu(-;*+ut1u%g(I835X znowqYC^xgQ<^xuNBn`gJmlzOzkEMn z7Ci%K<59nveFwyt3}su{Juh4VMT-Foq$c0Xaf*vwRcqp!WMN-&{Z;R71dR!;0cCVy zt|wDJc))4~lS%QE9t-K5M$_+6rDd{^@dMcc4vIK74JLQ|2yQGS(d|1o0|bM z2>wZc&pR<0ypriGEfWa1Q5@QSAfpujqumC0lU;2eo*o2$t}XR9hu@E^d3`EyK{vxs z1z5||$>t1tq`Sd~gp|PP)7MyAaw(V(*{@69Yy7qh1|TcPOS2p2e?`rxii~Qh+3aNS zxhx$rT0+VbKtgEurrRr;hZlFx*SzQp&SIZH;&m~vE=_5(bS2-IiVi+e>A)X?*}^dQIV_Z)jRl# zVSiq*=7J1|be^$Ve91c^ng2s6TgD-S-On`uu z>Eu0o(MBN+Hl2jBd@Lg{F8IskTouk93Z8>m^>xkMsKO(H$Su3Y%#>ynFWj3+o5Ned=z+s^!-V~L;yd#;Zpxi@NZFXktIKhR zvt)0XZ^hc{DN?q3TU=W|plcz!gvq}9RAUO6e`!o*-Lnjobz6UDkxzv`mPcpbl?3yY z$qKz&Dq|#y^h}ZCq_5fJ!Nt_=;Ud8Jk9&}-h2wWlF!(+>8?CGTY?8NbRXX6GiD>*I z3-hYNIBQHv9x*I_Lukdb?3dhkBxhKAwKQ4&&JjYn3QMLRu>U=EeJX~;I|CxvwU|X> zzo8!2c1h@~!9pg_vep|V{{lvcK?E3W>iZ`zi%;1Bwb>fl?Im4*<&0R7JLM^3ulX?Y z5~1OwR!4UuSAcxbEx3GoB{oU<`5AS7AMCPOnDziJ>vp}6l}o8{|IcH}JO{gvaVb~r z{@Hq`eZej+Y~~5#jpECv?JaEnKBARUw7ayZhU^e@3-^zZfM+SG-Kz1xtk$O)D&hpo zznu4sDgPRCgJP2Ab&>0LngvOp9a_K)mutA2%6}*9tR(N+=Zy4H<|&O`(Lu|PNoTS& z5U0?;T#_{t_ghZL#N#;;pE+*qnvK@C>T~&z15|y$2`LqW$cYQkG)Nk&E*i*umvWp~ zzWk4r(;Ug~cW5XvKbChR3SmbJUk3QQH*L@FV zNLGb8GgQV6&2y;Yv%Xc>Q0aeM?mogC=Jv`o{+k6}=XF~$h%qN&jKG|LO5T0@Uhx9C zM5+!|Igb9sqaQUR|84s0>aXMNSH4~iLV@4OomN_rn{&Aq`)L3^Lp1C5OY*G$r86wV zg$?&>m#AmkiLJK(x9w&_BV>WOm7p4!Ww~v~U$i3%B~k!8Go(VE&9kXHl1iLCoSRud ztX)5Zi6Nk&HkGRf!84bJ2Xy;;Dcz08aR1g`7-}-6`lOIe+e7#A%!#vjPys|}r`OEjH$M?(qmXY6YJW#N<23BocoB>LD z-%4I2S;|}wIn4_EuR@c%ao&;-ZCR!S^QsS1Kg~EhIkET z#SAdaxXc;fC~A8X;oYwl>%r?fr@4MUO9bCl=iAmAA50Paqrbf^PkV3y{IAH@=|oWr z;XlE*@w^6AuAYm)61}fNxyN4f3A{S&zt&K<&07wBPsl=nLKK4{#VQVrMmc1io3@!X zIjiFGT&fx)GsbXFcz+JHno*T{%2L0gUG_)RU7 zn~g&iK({QXDuX}X`dVr!jrHR<)({S2*7_6drL_oBawUVq`MvK8HK^1ElVV=;=8WC? zK5hTC%kDTpCdpexPNmL5(n-T-8FT{?B!Yu@T-myj^`p#d6pjDC7>mFT`}I+E-;}!R z`1w7Xy?zH>pylm%{P_tUNP|7p|LmQ-iOkL&%F7DcN{MLrCWv^snC*-zo9dEpqT*gM z%wHf&g#&nk7E_v1$|~}y(uvVI`nh=%b|o$&xH+-k2W+cmUz<~Mx_?=5A7=WPc*s4@ z(Wowb*--15;$PSn7V9bfgKuxJg^$k53jIP|$4CTRqC2P&kmj(|uQw?AVJhOr!=;Sg zf&Dzf)y>p*Y%3-;P6L*Gk1NaR``hWdWpl=%asfbS{EeE0n)&1BVjes4me`Cf16zmT zvK%F0e>MYjw(L>_w}LiST9=i44#c|Eoi z`^>Up2g{ygis;8P1<+Yz+iYx-@N6o>VF+65o@u4#k52^c7kzo$9 zKs76Q2>rNShBpW0_Iqih=qWHQpxpVl1ejm>o!{thp0i3%m@)&#=pPZt$}?DTTD)!$k6(xbPnjX4$b9@j6#_UK;MXKVOps6( zRyoXXl78R-5*8+i{QGlw1ca%d9`v;UD;nWus+kS|anIxiXW)ZYPy+zeOXy%h8g1>z-Mz8W}NTg5F?a?I1R7 z`O|*tKi%FT&0mzBB9m+~}kTENf?HLy&||0ZJH}DtqOPI2{6@3aY-I zk5kzZ1m@d@DHieKn9LeYr7Cc4#_? z+~gI?s9BKHCHj>!^MhWJ+E%0*)z2Jm_?EX;?=~A_+X4sxfWRnK67x~1-N+aA z?V2=6>;t(gYmM#)%F>-yUw!kL>+Rsg{JauCFoo{awCHB&kk;9ZkgfVCv&)PE#n$$)Rd(POo>pUNIR6 z5fkzf*}^ra5F)6!I>xfDW&bIcez19U6Il~iDTz!rPvH4kA-3gXEA`W0SNhfa*t?e&eI0;s#x6*Ja?s*K-r+i61Y0bt~{=3XXwv%Wu3&A2e1gzZ8A4 zRjTWwP?*x4v0fKbXQ`~3Pl>p$`BcoC%YL>KHMSyImz0u`nv~i+-Y;)rK4q8!msK}yJ@ED`c3JbXwb}ta0YZQCvi7`(a=jf}9%=Af$4U5`3ANXEE_--yWkQ3G2V$}wVSFU*&>`8V zrcTa|X28BWEYxTEQU@+bO%B#7th~PwzA*gkz_&fb02qEYpo$ympGeo&{C`7+rQUOp z^RxdGB*qK*_V18iNaNKUBI4&xen(nqcVbas{z>@!Hi2aU2h84iO#@<{#fm`y;$V`| zf!3F?4B`Gn#rmPZ@c)Uug5~Gn1sajS5-{>}{Fh^ZoS*YgKp5m6xFO?m{u8*y2l)oc z(U*i2n&tl;tp(~k!g9g{p8bTRh8jI$y@LgIcrwxe?}FiRK#S1W#0Wt46;xW#OC;

$Xt2^sH~DwAX4s&I;q84jv`-ZxhfgGAd`EWWRZ+rLZF>?04eARVq=VL^tQV@#)Z$5{KgE&>E1tGBx*F z_`A0K$rC`o?NN=1I`vE;fkAkSKOD1q;%IlPr1>0f;cdz=kjEW+7!m~+uW3WxW^Zk} zpVIS|WneGt?x*4Q{bl7V)zNwjY%duiJlVZ>E_0;tNd;`JX7{uaYh{;uWbt(P9paVz zUx}KkHYQrUqFlbxkP z9cW)I$w$_myZM$jDLg$?pv8b;JF=-)3J2!j@<2s#`Cgs?; ze-9ZT&8}lM?h|^H6Qdqpn-k-kv*g>+ZJ_r%m+)*NzmF%)0(W-ko22FdGbx^;RcA%-S;IPUD-9xFR>R)h+Od16kQHVZl=Tamy1g2 zgY|x``x8uRnA-sV<*9K()iC!>=}8hgF{FrG1b45@3rF3z9ZLQ|XX?=(Th9ts zL^SiahtA{Q6|YGyR{(HuRdIOYPu>%?)6?ISHf3^bFlfaG8Tr!7kd;~_VX(-=;&5?y z1H}A=6hHV=96_zgXhONl{t&ndDuX^hVqvz-k<5tc%S+#!&F_5TU9vU=6Z5C14z3^w zBUQ|xv>HPD-`Mqj#$yo)d*o;tcv}fg<;jqpgU8^1&~}}(BO=k)--g!SVZvae-tkeW zsevXx_iTC2adAEU*e|Klln7Zfg*u@r3-HdZ)jC0OA-~RYbvd5u@zyDHEix z!|Q*5C7b#SCYTmS%# zYK_CzB>YK`)!is_>2;x-{G}QLjVfub{ffIo*z1_(*FP%*LAX`#^)EamJ=hC^PI*wP zLS>cm!8K}DN9nh}GJT`yu?;~S%RxTOPt+9^Wi)E-%9}nHd?3q%{i$i+tz9nj&(;~2 z&>wV6W3u<`$d~*}_1k(##Ouvhmfs@Q8cuq3+;00nPJ70`kQRn!-F8X5mC+grRrSs_ z^%zVjm`)hV;={kga=EkeK>nWSql=}imwUB%bKCKTq;Cxe=pc=a`-iS2Qvo~WPlPIv zi3JW5WTT4x0S*utzoEe?OJRdJp=OUwM?vWvZ-46DpV&fUA{bq+GhtGU<`e~`CO;OT z_JdXvOW`dEIy9U&Z@r7XVnW%Df?skvq4gsEa*Jn8#e+5#Vm}KntD;W~>dbK-S>vWH z2)q!*;|8OzofEBP?64kPUdbpC$GccyA<5+kP816V8v4C*cv2&C%#evV`dCxt zJwurgUnBr1Be3PaApUYl5*y6X(c>~C=|Lz!hTfAp7cH<=?OiG{--D_ei*m2c@Cfnl zzRf7kVTkDbMX6wjhVOZu0}l)IygrHBM3xVw=)on7Iq!v?*w?2MRF!>Fc3fH&*{6J6 zKmIQCcDYjymZO57$-Yp0{>9~HNDI_{29xCTau0No#>RS%+NK4WX=1m-11D0MXh914 z*#7X(iAG~4*a0ZOQ4?&`Ka4-@Y`~xXune&5Y`=4es6jOL*pdhkI&&IOtP8d{?C$_% z04L}FFzeN5^x19vW!77Z?Rw4PHx>ew3RRE3rV}d;S`Y>f8Y!ONd2~rcFxPm&z`2U! zNKBnsdq|uwxv!sWD^T7Go}ZyBwX9!VE?v%8obNhuEYGcl^N#SY)96sLzu-^vVIP@k z$xM&1*rv{+b-(~9l_))OsdU3GrK1LRMcO)l5kt~MmjM}eMd6JL-!=+t8(c&=F+_u~ z4k(v9{WE~Sm<_&|NM$@J?2DXR9;8nV!wBH^bU9< zYE}zO5q+U}1OWU5Ux+k}P+5X-!RDsjUkMu_6^P!KQ`nm}A$L;sT0 zSYz`*fh)3ft}=_$P<5M99PY6TO-H3O?7g$0=VcC<@fKCQ_~qLN<)>XHn=|zS%?k_)OF&lV7 zbJ+39Dm6Go1w$$)(JVuTQ5TR{nYij+>n83b3h^Z7zsVJRT{e+1KM6PV>Jydd)8w+U zIW-pwMB+gfZI_2RvD&x?RFXXg=7n+`RIk2kYJp&j3 zG9n(1ZzJ*a6!`kUbC2@$1Wf|>_rqT}YCaa`#?pr7{i3&zaz4bDkW{5*4y~w^>2Ih^ zxB&Ff5Pw&=R|&G?Oi-m&PCepkPe%}vs>t(&9?c%xW4!l{pgAF5Z3tLVY0YDw zfh7;cCB9bPh#(JrE>A`p-op@bhaF@W+6>6?wIuT9{F3ksd75|{y)l1G^xGL(mS ztWqGo;NE(%D)nB$e5?_=6`G!)YQ9d!FZe<1O$N;p8s{aw?iNnRr_U6i4Np7tPC;}) zaQQwPy7B(o9k_z?F7nPiBhtKET9%%r{yES*Mb3oDrBPp2+m6(`1=A~Mk!rhMgDSfO zKt7f<)=m5|O*BS~*BHe`5(hz?`EjOypf{n1)|{QvhwAzh?Qy>do$qPRpY5HdAkP0FdOt*sMeHH+Xzgz;kVNGKzCUBl~bxmZgtj z@#e9ucFqx|72!2PVB*U>X`*{7Jff$l+h4FP;GZ|Xmyb6xKDRINh%yvtFP+sl63l;D z8)d&RyL7%?HCRtYi)v$~YuTy$)Q%}aVnP&vJaAp7X~S-v&D0i(vP;Eev%ya! zzG4a_1Ymzqo5>z=CJ!Is`);K5E8L7-4<%HUFil)tWdV0DFVlo~TfxdAK<$Y>d3FQo z5~JdDFU0u9pTcK@^|J9+fYTc}v<7IzL65HAes+Y2tal39x6;7fNW)r%E=c>wbZUOb@vedIN2tPG>k%L1~2DiJvQJP4A%?yx<}mS z9b?ZqpPEcMPxYJSJi}OYfs4Ak#QZYM`3_k19x$6AX9b`K+j)F=iGs@f_~aL@V8dOo zTT?VY!PUl;9da)^FSI}01-*x@Pbp3D+yu|XtX!(|ne&Pqy?j7ZdYx4T8DE@i9Ff=O z7pl3^`yqtW!kq|`+c>t1qLJk;I~883P*kD4;zAAWVQ?C33J%{P91jlcF+q`s!a+J} z1_Vw4C?SBZub3Rh3&vi}^i%e2)HmSHl-k?Hk8HMExfJhMjs6GP%(p-;v;;N8&YTgo;j z<=(3kP`@l zH5XE}v5(A3Mme>9nlN$riTf=II7`tI#MdVjiqCN1@w?TQif7vb2em|L>EcmeXzrpa zBK4R7K7T^B5FB0@^^HN{;WAlD{+yF%L>!B4=gM3ycBH3}Ek;?XcZb^az+{XqkC|R0 zC4csyVt&N2aH{Z2B~M_e9)Er;L!e#!b84y4?ob4#u&rA(gPSe!FxxTDFPFDC*x-x2 z?C_MSOhND=N;T`lPkV#uk(T_uQQ~(Esx#syfE5#m{!OvQ+3%xL+c~p!ur`e^-|h&F z!J~m+oNW`Z9~CU}RM&`8=^FM(oXnbXeQ8wyKp|ykM8$h;c^nSZVxa4DZ{M^> z`3{h@Q@1B>Ynbx}_%MXx*U#=aB6x=k1LV}vXQp6Vg91r7s`Tp^z0*F&^3ENiq-=R) z1Ga2kZD(F>c{EHVDv?XH_QE}NW=-_;so<+26piCmYbhg#^sM0c zT#cuIS#0_eR-OeXW}y8(532t(f~&-+Z1f{ZxN0&!eDqNLJ?Y^(c|U?%-9_OYb4iQZ zrvzpw!LU(h_Ya1jgq!rO1x8ACj?3RXpw_t?lKt2BLCV9@fcyfnonRr^i!bN^oE-m- zZEn`=i>8)9Yd*)jfh7t&)XY^SjWwjUgY^-ASybFm&la-UetiB?&MsprDc~!-uoe-~ za@OG|Gy_CprpIgwjz>_(CF-)s>TwM3$g9lYV?a2pR)THb>aGiU7FyLS$y!{ zj1qJL8y|s~W$h*azfbmgFEZ=BbtxPEi`r8UT7Oz0+|v|7C0MD$V#6HRB^C;KP$ z9!|L``H{#mL80s?h4guqy#c8K_$)U?Jnl2B*l+(2RaY4h=dNvWD9+#x#ogWADef&$ zoZ{|-yHl9rF2#L-A_aaU(Vc`oztc?CJ<9cyDD*K>H8%G30OgGY~n{(^uR*F>F=) zecgHWoO1BUf`exEf-vp{gVNGEb8Z*>Qjs^T-;xGKdTp7`R=T-`fAnG~yOx$eB=zdF zwZD2lCU@JmQIGGbzP3x5N2Dct*_Jyz#J|rH`F>}f$F_o}49W-XhDY(cNV11&`xVdM!)Sfko4`jZ+jb8%{O zH#DAHV|G;b7x4?R5DJn0JSKuHO1?A;7>bIm(UlZt}&Y} zrI8JA7nBM9=92(6-L|3G^5e|tuQHS+%w$JVU8|DgPIGjBxS^BVx}sIwR|H(~D&9ST z$y-q)cc+30yT0rdM>We-`EEcn}DwU6o&*jYIo0$*lJg>GK4W+Cgax< zU57CkXu;T+I*^X(G>r254`-WgOmA#N^SDN~7eP;o^`{Jw6Qf7nmX``u{82b&@z3?5 zIIWDd(`j+l#P$LkB}W^~r_TJNIgn19J)KZoxGH^QxK#KCPFQDX3Q0wEkF|Q%UNKJs zfMAIjxepuo{fka7OUZYm+#JvZSKjC4&^Cf|**DG^WRIESjcy___FcutD5Zh}vdgqP zoO?NP*`jOX&5otx3ZJ|bOF}Y2U6ZGUEnJ6F5E|UZJ(2@V8^VfrXO^RP30eN_X2 z+GU0E1I;>b7$;NkqQm{WK1bBYr{co(ZtUOia`uqX(KMsp zNTv=CHGkk?i2L;gX|?dT4luAv$C8^MR9k4dB%Gv0=A%oQxy?wyp(+c@PE&vVA&?o` zHkj#4MQK{p%>A*&`{yFZVcHJ{=ql)lheBKafk5Acv;#2GybEFu9CM0n(Np3qMz(N~ zDtXbE`m~bFhZUt?;Nq3PdRZ5*0p(%SzP+jU3EiFqlO%tZ6uFO>mIr871+|G^yBVh&4U3vyYK^h+{s+Lisq-)7_>^x;EX4QkDr<1GEnrQ3l$ z6Y0CLmJu}@wJ7_Cp`91<~%<5%xHjlU;SoH zd=6#mY)0WJ))vw60}kZ`%kEXPo8RAnP?ZK&Aj-E8!WBr+gPjq979`%y000liV=+N6 z<*zK2#3@*pui$h@kOTtkK~2YkP@){by1o9r#1#SKE2tfUNT&vWEW#3bWyq{UhX8~6 z%dw&$z@PvuS`c9pHU>Df77O=Z+;&$ZR_))aL7xI30kWc2tY46?LUCw;oc|xIovk|( zf5eNrddGAPtF9331KrJx+=#z_+T6g@c21q*;DZm&dh-WmUk4 zqjtUg^VJO`DRAVWOz#wS1DcO%>08ox{23+; zZ4de1ei!=xabVsH-8Bv&sZ6j|MH-4Oa_q-aG`|$Q1pi+3BlT1b4CeKH=bJ~-ppuU8 z9fV@I_%p{U_v|;geR@{7B>w_{_RH(?qUHw!yJ6_Wwqt+G^#M53-QmvWt zsfPhQQ*X@OXL(r*zOjslP3g9`19Yex1ytNe*yn@UEAfLIPr%2P^uEvl8!M4Lq0n!9 zG=%`+a*3D|eG!E{yz_d=J`Vt;uJ(R5G1g&6Z=S}NQDZpKQIYSz{UY*vLR?WvU4MSQ zLJE_iaG&xe=ks+md^6qliE01+$WQ1J4n>E}w7C}!3~Emdzw>;$XKUyBDDRYXQQ$Zp zj8)jX(+*?DjWrXRG@tz$=Bw*~kGIR`Z`_ zU=6NYztW=$nvR*6O&Qor-Nx~-nOfF3Wm1@dRk3}_o5lC14IBfI3ExbWrP_!Ovre?` zwkfI?)DfJss#~=r7iD+{v7+3?KmqscY~kV6Z5r95Dg~X;ilKJgFelXq%;Y6F-$?Pt zW@?do3nQ%*I+2C35jE+dK)Ci6cX4Fe(~c6FnUvorOHXSY2B&B!it2%Q>O$oJ{9lW4 zlHnDK+{^H$6-7cimItsPJj`=>?`D05?fe(!A9y*x-nfRl;jk2qld1;d7y|S6Wu)|t zVzAAYILy`=MimBWFhcK1af~KGk6A(iW7x z&;MptaN#D^L1i?@7*Iv5^#}y{`>%m<-AihI<%Z&jpc;y44f6`8j2NbH6sC|+ODjfn zmtdmrs|oJ<$e(|AnGu3rE81d_MpLo^dy&nvjyz62Sa`xPgu(}pd^sgN`nvQ+MZxr1 zBA?0-+YF+;XOO!z%EG!PXgGW{c(DuR(rO@mY^#)9;&SMu)N@O$8Pwl61DCL-8} z4RjlQ5v9qzs*-qBE=WT+-yY|8jEy3zS@=Pnsw4%Q4llq_PE_FOE8+AO==|F~RaL6v z0Gj~$@PSo&&%qD#4iFv`?mGt*sT#GF6;(7-nL5XpBL;5Nl-%`z+rz5m6d*a#;-5G3 zNg#fOq`SA=gZT}UMYQNT0+*!eS2q!Vpkmaz%>L3~K`2918L2_ry;$TxF82TS22P9& zU6=cD114&|n=KKt-MZY)DR7yMIB%x&j_I8?a^(pBq^545eUln$x3_lpD4r5XJ?ucO zrc5Hbzz^ejmjzi^p!dv}O-ycBO)QlPEe}1G5ufOd9zB_}kgC5rQQ}W7^w4}z!8$kO zu10$EjJ5>yN?>}BHmYK%AK=%)@0W({!RuFq+7NH_gp=+kn8WYixU=R$qD(^Gf(>`y zCnM>1E@8)cE6BZjHkq#ix$h|x8Q)znLcyQ6-?J3yOwrnu9?De7N1(NBd2czp>&W8yVFntrQVfyW#EfteOa9s(`#hO!zv!8N6cbCgCu$ zH3@2DBySQxGPMBh8crs1920dj+UATOGuXKx5a|m=D0Yhc4@qgW?a0&MuD4ojWS9M+ z{W+Sd)>5m|sEkpormQs=zN01Q{ZgpbKQeFQnc9mD>H`C98M46K)Z4e{(Td{Xcgf;; zzCQwiZz6+`xsa}hYyE;v{X8fP^zuISvBwSC@793UnZK})I7DpP<M-mAkjP8`Yx(EY+97YD5r4lxcHH!tX8Tuoq+Q?dr-6FzMeG~P^r1#&;YF*Ms ztE&g0c~v-Y(kT?3;nNqFm5tmWWC`Bhr3dtHCB5e|!dhA1+#s*OZ!SHPb_My5GQCX*OpgdVqQgNd@!Z$bMuW7^s zD>puWM=A;a9kOYJnw{Q2N3NC_#t$`ndsD=oX}2&BE#ZCg^2MzhZITGU9d!c2;)+iVk~LcQS1SLsLrf%Khvh4v*0UAnz(j6>&gJfQ zC6iV#DH@lSmjC&2+zy1jgoTAPai2PuP=%Yv7Lq3)`t#{rKn1`_alC++L=oiyOeElH z-mAF_o>{X_FjmQhw-728W%0$`v++XWbGWbX27aBrCkHT?@O}h1P<}axA z#V_1}*7ctxR3XvcMo$hHH-(|d2-H8cLs*=yFdZZp-6uOtup45HXo(7ep=ss_A3K9}gTtau zkiNrQChu}XBiy3}6=Nx|7|36Y@$HNlvzA|e>ubqT#^2jXnJiy=xu`kVy!gno`tt1N z6tO02O*_3lJIe0<{HlSO-8? z4f;3vb|no8+T(It79I4)Y)p+3ph+(ymJAn8_>fsQ?Q)q_h5jvD&g?PS5&dyZYtwpWiIJcBAfAzE+FG`MKd#zA_up*we_t zZ8vVq#dVCF)Kh#Q&SxT?`1zkMIJXGWotC>M6An9z9aZ{~VDgS1b}#+v)4!wG;m|{c zu4z9rNveU589-5XWI9?ai2?7V_y~MWtD%p2X?@D~`vA;o=R6W4D_pku?f+cQnhOCw zi*y<3*b28DN~1MZ;?zQUsI?f!wP!{I4)WBSp&*18!63A6vD(hh&% zhfQB0=11UXp0G%I(FqsPGR!IVuZoik*gjRgn zmvMzJe#i(fxw8AVy(b(Ul3LXCQr>N`Bp=Ty@LbS5{r%M2h^SJ%c)NRh=)QcJH+7LT z5ZJt07x3-_#&$(VyF=~6(O067MrpV25r$Cq~j1FkbTqd%E4kMcI1 zWgmT+@gt@Or0Q39p8O-k9;TiPZ)w@l);~k$MV0WXGg~A2^EDP$2<6+~fAF#LiTAHT zzmI%8#%>u-mT!d@vd`=ueUELp3+EdY^>;=+lzIhAy>vdr>M#_@I!CkdMxqTba$~NM zj~})HB^=MuS4*7E6^~HIKU}DnqUhTg4K2}$?SJO;ol@|`MkGejY$4&$)Uw*t#_S9? z)sFp*e(WBU9MJoc%a(JsHt(3R`|$=;@Av1WBSUwuu&?|p-K=ulk+-*cO$I~}lAPzJ z@BpCNh&vvsBYVZ~tkGZEBT(a2wj!vk9-ohi$< z_Iy{`8&%7)hoLod4X#Z1z4hxiRpvWU>kzIb<3E_E&8mFly%yNF*>3m0RG)e)Vd69A z9z6&$(GS^G$qpmK&ih1xkuFubyzUcumEd8i-<$fhbsx8IaSbCCugMsjXX?iFFFMN6 zfS*d$nICG!=30F(Y4tBmQn*^08{`(FIiYS6LELV29+#UJ35R`!F%~K~Wj@{?V3ZwA zm%6Gq{@kfIWc7?V;@SP8?~K_E)=94khmY9gMQ2&}5-=#+!G&Jat>Kfb9R^bxT)a%RvC!N39T`jj1;j2q)ru!KK_HI{tO#dQQfB#Zz^Sm8|LHpu z?j>#H^_{mTXl#dTFPiyfWCiQ-x-fRF*E}M|xEj19y|Ot{M~2dd8H9BNHQCcUPo23T zkohY;tc2zP?dowY0Qdj&W25#X=3e+B1bqT~Cs4YZ{C18p` z?9fjTT)Kc#jmF%Xl%)=#0=8 z63$fAqol=v_8G%rdKA`C!|ya{3#e1ydo193d_!-30}lM^VIsL>>!~KZ*~QO%|vl!NWiY-UX>m%JtYM1Yp#;-_)9LGxtxuq&8rD zX^CxuFAS4A^mtNBpqJmHV!J~odlp!`M18Te`Arf2*lzB>Op2h{rRwX60rc|~`|V6% zBYNcP|18o-?trmc;&3qWBaf?#DvWs?qurdfuK4?smIW28bLZ`)7-OLrpXj1mY?p1b%2(Sb#)QGcJ791FIBT;?;q|uNC(_S4mJ7i9JdLA3)9Po~ z9SeIT1Md3@HCHd-DiuEW)|>Pi1?xT)ZD{XG>F9?rlihtme6NN#LIbpd2eXv^tS-s6 zrta|dP12SF*}opwY%gy6v^l=rUDY~FOyOPE z_1UUD3D;ZKRH93L-E2tTP_usT_=AeY<3j~@Mc7+@Y88w)y^0@n_ixX=TM4U+mRS>2 z29~3A{US2=;$g-3$gRT`a$aWht4v-Hb<=A>riger5W?VBiW-oe1ONv}#fRFl$8?BT z8Cj&0w;>g19=Jk#0J)a4?68+Cs>}*u|4^iv-MpLd{dn3{rsilMRZ zww2?ktE;>f3WQ9Pn(n$AHa-tV6oc5*Q=Z!9VY22ox@uJji^U&-=?1^FvMiOzO464J z@J63t8qD9qkT*DU@C<5%iI)tU4#CLKW5;u}GJ(#m#RhE<3k1qlCHj z5Bb9d=e%t=-s!HF9u^vW*T~Pda~GZ%(&rx_osDUZJ}TtoJHZxvU%AZA-T8TeE%#x| z*f260&g5Y3OS}y}5dF^V?Jpv^qcRG8@~@G7ia2UNc~OPla{SN?yi>?&hT0DM3g+!t ziM8jh^=QH;KNA|=j&%*FQj9SCU0Sy#Dis%3y}s;vY)h?M?MJ8_O%lq^nFTxsT zZ^IsQPX$#t>V+hLRMgQlyCXlaB}ES#%Ew(YacOdHyMlE_3#daznVD_5;anN0IrbpL z7?4(8yzRo)KPkb#oqdNAk(e5_+LN#DHk)64RR0FBhu*Dx)^Dk1w{FXrOF1eqXRGTP zxd8VON@O<##~ITsy-n-nuC;4b{dz%TMjlq~um~mVKAwh3&u^i5yWK*;M!L1@y}{;X zWpMR6`Jy>GNHE97cu?y&sSj^on|7%sNM_ndx#prnej#)?zcKQRz720}jy1hq;oJ$; zv1}!eMu+$^%OzD&7tU85^gNA40UT)gI>f0vhB`P`esJA(m!7M(#3oN!C6ietWVX(6 zevHNCX7LWa3mc9odD>6*2g(?CO~Z$a?~FU@GE3!cepQ@1bq;Kh9ACk9#XDuIkI}~8z3ePwdV`S zl}^WPX6_@YPg34unKPl)9VNl-RuZ4D*w|ISH@@2k82<~XcgG9Hl(|^ZCY7PdAww-v zCQ4SqUdL$uBI$4xZPv2%F{GAliwg^$lZhLSEA=0UMO&d;q8)c9##{hJU*L0MT3NF@ zcrA4#RUH5KzAo2EMB;mc(SfENkc~`Zf%WVe76JCUt{S#&{F! zgUA&7(9Ue0{jelB?8z!Q?9B^+CpC*CE6NHy`hyp_=j@oeJGSbNoF(4Uflu1ZmjV#&7Ab!c1!?eI*YYC$M(Y|_ymF%G+O!|hfB~y zp#}z#459#b%zo1{^YlO!cdB|qZ0F=r(-;Bb+(6GS!!st-phnsSTJ9(ZhpmCK;)QfB zd*7{_Urb>kPy2Da-&xz5#>$T3N`E0<(yrNloy-g0ySuVy8^+z+gd)es+>lTBHp&yZ z``zq!1~Eu0YftLJt93(Z)uc`K?B;0cdPk1U>3Vj}X8|xJP~!=l7$EELpA37R zMmxNOoqG_~5&La#Nq5>TaQp4#PZP#2vA>#A7II~1(uR(Lf^e-o$fzPL-I9C!VvHB* zmjQ40b-b-}UWYZ+bh}Z8wLTkPy?DB&Hx{*d@Fy^K72M=#yY2Yi*$Z@sAxHPWDRc<2 zFEgk=GdgM?rnK;Z(!7+~0SEN%z}f)RlRqIt#f|KM3o z`br5aysx~M_ZYEnlL0i)Ap$toFxP1wjxrcRLf=}sBetiyj5RPuZU-AO$8e&yI8-h! zqSyqc!Eb1pfF{WFz?181?Htjeo1Md#qu%QcvoGH>%(0a**s$-dF`wPUKfNtFc$G*t z2xy!e08V!sGQCsHU3dFVk8%HzB_Fe}cH=-?TCzBgS+XuJc(`!B&%kSnZw|r1QKr_y zyH|mK!lFtDf9UPaS;SiD8kxhlpxWzRI@tJ<5II=9OyZAJ+P*RFv$qXx;SGf@Z+MC- z?|S9Ba7ZQ-F$$U^uRjWi>V&Ytqq}R8Ixid?)&sHONW-=eL^^OF@0sDQ!Ds>o z7Zn)YIcm9FAEPb%h`%1I+@@E^eX67giX!;-&KboE+A9oJfE(Q@g#CiyyzZ=HORq`? z)2-|MPfU$7H@eV)WxJapsn!Zx=mA0`K)87SH@xt^i8d=916#L9??%pq%ZI~c-*gdU z#}b90$c8m9!f0fKj-%wBcL7Z&jiFr_Cw3#zz zi(yL5cYzQqKogY_i+a84Gb7l_Q$PjAp!tGkd!%|&-?w|hFm(Fq7(84v4so|voVE`y8?MDVy z^c-dmrh001JZd;|!;oDIhx2*d7zD7rCJ9-oK!bXR?mbtPRfF~?u4+GfM>E&v*6q5x z7l2Bgo5|qadS&P#S;a{uUO^O|lwhu7wfedgy=X0Y9^&~=MceoY_#Z!DE63)i+|Eam z(M^FqF&_A+a5r;sFB92VEEAWb8Ss)g>Dv?8sM&{K!76564Q7t!Yn`67j>)kW3yv}q z3ptNedh#2c%rx({}q{+mT_g|>LO zB)R_2b?U~sW7um+8gK8syDXoQoT*X_B0 zrs@mL_GeBWDBQru6kGT(feQ4wE5lbt6SVf)l*h$KNB11!gVlY5CD~5cK5GDX z42v}cSbpQDY9WgYR!e9JkTRpS_3tb-Zl;YveV0Yc4YVL*LigFHdHei!dzBivOWpXnYPBm|Ai~ue(Cv+@i^Co^T#A>$xeF; zih>L=n6}TROseX1sH>=&uc@O|lK(ppw@2oO5Y{-$r;fWua^6PlAfdvQTFaCf;C}1% zf^2np=ZwN=LzC7q`n#{iuCqgaeDNe;Cd-B}eIK*KfkOG1Ei781nQxM-<4_|*5r*Gq z9s~njsC=f~*jrVKa9_yde3k9BG{%LsTv|a^BE>!0TD)5u_e*U%kyIvLz~jF6E%tA6 zbW4{j#8-my;C9`E@{eGons#?DG5qIN1+o^OZbE-Hxh|Snp@c_eyVOY}x*`&(hD}ak zpOFxoIZX%GkRr@g1MK%2C+gZ@1VnM;v75yl^Z?Y?6XMBBr?L8d`;~2}EV^%S# z3wPh~SvBd5JAR7%EH~tjmp;%%+Oc4q=R>%YM}B@W_Vjs***DGAV2}cBsO5m@l)2e+_E30PEZsLc_J0*<*mXXVL z1M2?xn>_i$ExD=byCG$wKj{oGFZ0une14C?6ULccVqL1aq60(LsqVbfM+4@58c+d( z5J|l4gPW&;n7Iv=Pr31kz#5)T0UxdbSZco@j4GCOlO78vVZBezGqMK3R0gtvb3a|@ zmfELd=QswLk>{YTB>PiK>*uqh%|Acv9o0;;)tKG*S9DGc^9zv*(--F3p0S8_?w_c! z-@8yGl9s`kUuk@PyR$AO`<8?ftB@}MJV;u?zu zNEi5}P9*EOrZl8(Sg0Frh>B%OJcj#|1U@R$#8_ahHmp#g9v)+d>b9{8Kl7YV5&VlPh zlvAyYK2M_fkd-Qc%jA7KIx+sSGa$HDQTl(FgJ9a{OePtW?6ZfLjY0%dHl3C?sYq1k{hRyLmQ^qFKD z*sBCiqr!l2gXd?petSdu*LaFW$yor>NV!LvrS&{X)_wvjf1v>F0_Al2tw|IwFHmeu z%deLs=Eo6SJI(Joj?_QA=B+6BzbenxXGJvFaIy)7cC?z0wVb&>F~l|~P?6O98bFt? zls%r6?@ZuExb)w>*cJHhwKc3M?7|~Ga$z`raEmSwepk&;yO@u#g>t{fOm5Mm69vcz z9Fp8VWEd_HkhYfeXRs;M4y7wS*#V^G_uD>Hm&FRhI{KpU zc8m}d2jz&n`_##ihax=tv4R^;l)H5qj~3oWd7Zhj)iS9$gYhcpw^ctVk)`n(S9y_g zRu|>#@Y;+5%5{$?L5w$L#J zzK~?wqU?Nkc-cgj9IjF-I|Qe&B^!Htg&}w8DfT1@JjUajSkdX<(QkvxKs|>zRf^Cp zCT~|%T{-TrqAeTVu8)raG|*a<|| zx>r)kQ0E~p3%?~4o%kSU3-B}$MPI~@`jnzvhv^vBB^sth^o9tY>GP$vNhZ{=&v92J z#xT*cOml=#wV=)TYIbDzUWF~jY_7&yYsx}Ms19%p{=IwtbX=n=FkghB&x<)}dxl#z zAJ0hs=P}iTB~Dfq)aPjKIYy_+{3~wbtZu!lk^rRhZ^aHM#1cG(eM=>d2ZrO#v)e8F zL%KQ6GOfE_Z`SG?u6-uD13z)8Y!Gp#>58BRe+&63BICzqI)bZQsb7RYUyco|ofa^c}Mx*rt@Po69JuHi<^UHBb^ zweiw4eVbA@Rjv&YT3t&ZW zG*NwKJEz3(t}8v_B;Qx@h>Q7Nu2PA2*3sz!c_t1ya^!fibU{C!2~jXre#0h}v9qyB z`GSPbWL&jIP2VwDvwy45J~NKsPV)!;k&-uqL5(vGB^GE2k3_)6mDVGSYc4W(AQm~Z zkNX8T8T3_kEzFJiGUdis-V^tL3rN2-oDX-Q2b|Vx5hI3GTaJYA_#IO6Q)(Tm2b1Gg zU)~+P`vbG)AKdltzV@%&y4EAsG(1Gg19HbH2>JD9)2mDrJSQ>-(aNspsKo~se4-KSFBYZd_a1=8D2BJ|P4^bMfV+X`Ql!jli z(sW>R9zgoPm#C-&0n`xKb}<1R*g*n7hyar0A)^JIqQGN-+vNbGaIaDuw4lHTQVej1 zGT;Xs7y@pCbPK2s>DH@MF&v~uN)x&_ywcadZv_dXuZ=LaZ<`>T-!`V|O3e-$5b zhvDG;D?TEQ3c!arWDrO^4VW($;P&PpL^*ge6_Ec5e*b6WK~5Qv{z0TqAg@8t?-1z` zNNbP>ClXrlP%%IV<*yPH=#do$11wMnxPKL4{`)3d^S_q;^9BU94>61b)Gdfk0}k&7 zd_?=l(*vVT09N5ZAI~74V$1+&;6Yq%q%2&c3SB!(dgk$>5#**^k%#g3oa(EpDCVNgPcKQy9^(G_*_h_`!ZMkopH-u z)Ut8RT5kN|fN?NPVTwXt`~VXsIsnJ}5%cDz3? z0t*nE3Zo$bQQDjlfv^W>nqH@0{wOwx&f84+{Dg(gPPpqLN-k%_ND!3jJu8;bRi2wL zV!tn~nuES`An|-_6L#-2GKjy^jvyB+9{I$`=%)H;o+?v8mF&||W_9x$Z?~g`_Y&43 z5X0g=^wNMQxu3{c0XAQ-R!>wzJ93@L8X5Ru3XX0v)Qsi4BGze6-jh_yl2!5}mfy^K zTv*H|B~#i6vp#)h;o4y;Ka_V4_%DB2e@f?8u`Ny9c3%n*4V~e;*rFE7A=pcLV>eQK z>tSS$`s$G`L7`GYidRGVp~xHkA{-##w{&=* zv3bXB1#T#8SOpL#(~3jkS@(x(s|#q<3^LZkuif*!r(zKZUKd}CMjqfW%`WsL+6iEn zDJA|)X^pf;((`Q!zwM}*5uu8O(t6l;FAAUA__V(BxW&kI*`n01YeETjECoOfu%!qwiKud4y92>q8=T06??C)10q6~LerhMGvm>TFrj^(07_Hjr*l>#Xl2RxaeXPhmum$dl9I5#hxVa-5OdNNz6F-&66IXF7Q#Dyz*_(KX z@;v(4?tkub#^xL8WU%;&{5URjqv*`y|F)2@*iLTcw!VC8XL{(7yu1tm?pr#g`=1hg zuh`|k3Kv){7PMlhUc3<*cIDHRuM63w=k$YoV3-7u!Wnu8P(qUzAuk*?10{S&bpC(%#Qw6DAv$Fmm*+FDP*(O znVHVxwnXzW;u}SUY$3tI=ho#KsE;8v=r_v}gG_tUR&Vn8dIf9PV_)lF zhqj;xGfS4tmD(Cw#8Sic!`^DmF6di~rCo-MQUkp~s5OE|8g1c}=)r;@@poHjJQNd7 zed@1Y0!$J1sJ!u+1-r58H9p4-5w5@O zFW-!z5%nR4`Vor9kiep2mSB>Igsv^n|51KE4tH^#C7fM>!7UOFfGmw7@6!0jCQ2d2 z2v(*rgKiD$;Ikq-o|`4L?b4A*7$Y46y6B^ZQ={M@u!3Vg%UoOFGej7cfe|Dd{-fM8 z{n4b__LJt&t`QsmErmLoazl80&_Z|(DQ?8~N=~%3j4Q3arALdLTG9@)m<2%JtU!10 zzz~{&S1ob*8&c{=BW5Skay@?)B3x(}F0IVrM$KoP6iX@&w(s8@?`$cwi&W!Kh`ylC z$5!OK0Fy1z)gd7?j;IGeWJv%$@@dGUL^E7Yx4lfb`Y%e zz-!z(_6Bn*4WE00=F=LSgb6@a`Yeiqx^~+OMbg9dBZC_e7xIp*-wG0`pX^Zh4I-b;w(}@t z#I|uc&I&48sMFx0{xtmjgNhd)1k|RTPHARU~@R7A6oJ)^sB$q_8r!&G(DPcc++#sxxS|(+4 zd683J6tCtlbk#@LK)y$2eSAwaMQBeSv%L$0Z&Z-Ddj zQo`te3(fxVynVK<1l@OTA6+00h$AJtJ+X4A9oQMloqi%Q>74xo)`^Mf6Bs1I!kUO~ z_^j;ltuKB1`4Fxk2ZkgqBmYY6_8ai`v5Ny6T+iLDwoMIHw#FzfDC^<<?yHBD1i`OF<~tu*LcRfr ztfcu*SqG7A+4OfS6eAp$qpztY0%YA`fhRZws-(UP!HYafK9>4?fFAoaY*{h@U z8Y%=AT?05Fsh3wU$M5*yGFq@NDK-z{UpI*sJWq|C z3~2)bC;=xhVfXx>kMNEi`>*!{%fZR@s(t&H*^3QQ`m6o=O6>(H{FUSV%drJ1{)c{x zhad7SH$>2J8k-1)^RK!gcvT3y3iGeBVU04jI7D&?rGSCn(4>bh5^EzQ|ba0qpmsD(#f9Gm86Z;VERc;vKXLjWM+Y2}j zP6&|y)p%ye(|<_QAZ_yhA7|QY7yecFc^!1fD1+A5U`Qad#Q&;HOa)e|#P-C6Fou~T z5Yd45yRlhd|7Q6F`><_awI}P&up#2k?5}Fd5I>a@wBC#GAG-zqduj##|I`ZnXEt6N z<$|!iKt`P8AJs}Q`wX@+?q9Dl{{XuI=2fnf2JC%|%?JChk=1Aa8EP(&dOq?0Hp%sW zfvZ?C1uNbRe7fS0mQ&YA9WqV7b|V37sr`9^7e=R8X#-H%Vk-> z3k&@xH_oB*0V@jzTPO`gcEP10vUk8$!mZrcd@mr7!pv*O+~N!a(;IrCpW@tddtm(~ zFtR;Hf^36S(^EVrX?}>{@x3Sq?fnA-HgAsDMO3cvZkPLja{AYo=lgFDHy0Xc*(5_k z`R%?HFZa#$zkNnh*rMB;w-;c{-6P8qgaghGxX-BH|6o=^9C}E~_$AHQ(*oysJc@#~XR{8V$fwnkvTS313{M@NZ~f{2W(Q z)f=Yu9sS2N4PvCEBJ(CngymlOlEi38YIhyNpauJirS?eIBLV((6l<90B|w42a&eE? z@#pQ*BFdt(OL}PMm4G%dLap@NV zvz}m+g|qc-o?@E!{Py@b$}?HwO0%XlMJDPIiJ}w-C;5XENAT|jw`Bf+>-gmC}cPkcyJZ)DIb4f|3p_)S`Bp4O$_qu z143&et2Vfbj1n!jpQpj}M232R{U@!o?7brWht7(}C^?`KC_H1Ef6B5tv2IJ!*@sY6 zgn}1v@(ok<*jKYTNPtp)hE7Xyd58kCMJA7`VS>e3f6xkZ+LbmY{tZEqs_$m(-oWW zbG6#9rcn;7b~-;iVY^37JL|?NijobhRPAcTHNO_G=JR@lqsTt@GS`8EYtn)zfG7>& zlUAYny(aR*V^sDDrv+&oglDjxk+UKG#|FOm;y4JkF;5V%qUT@RYy!$zkG8o+T08#tQy#=+IzGk_BN-1Q?r8P^uDMLCzp*KQB2gmJ18~i1 zEqdgI+-;rWNLJzr6v(pl6X=wwSJ-uY#q%^Z`7L2iQp?TdFW(A1N;=ngTlr>tIvSHd za)mw-`8X?>jI!6}zE$|(1QWZuX z=A7hB!1i`R`?hljYc4XHa}pEGU{uh1Bq$E9EG{zUB*MoZg%)23$hi(A*yeuG^1Wf_ z#zZ7^w~{oe93FdWMb(t9uIBf&S{(ZIwBl-lU#J?3bwjf7)~Yt7MhLO`KKht~S0S6w z*`aZ4c4E&gDed;#ouQb^@%yb@c!IImJ+I&V?yqH`-6bo*UK%9Z z%dIq?#jlP9{$TQX+8tZ%aa*q5oy8wOG}OgpB7ut zS=9Azj(m=~RBi>Co0*Tj2gYPOnDkq278EvJoa^&WzpZBZ4K5JxF$B{3Fvzq#- zsRDRr#9*&U<^64zercxfZ=N1h8Tqq%xk=m$5;iwJQapurqFsz*8jq}fBU&-iML_`T zocY15dj&>Kn-*oZ!Orh|@U5(8AurGV*kwe_vx&YaAu{AVAyu8~%J8Kh?pMAbbf4gx z3u`CP09=xCI8D0r?b;PEu3ko!<_pl~?Pu4tjd8R#3)|k(N1K&mq8sJ8S+3D%7D@Xr z_@kCd(+BZxl{;vKF-mHhQYDY@`#pwPfwy|JfaM*$&#r7>09v6c-@{I|zl7lwt5L&3 z8Wdc0Dbs}rMe5hnrB5sZHu`mGaKCOO>c~Gs*5TXA>nifo=fq|9Atk<(+?gcb;g!I~ zxkD%RmWL*BgMduxr84yG_FLA`c;DfTDPrSE-}?g~BXrC&2n!1b2Lz2xLI>8=#Nj~% z6;Kh=fU68}-XeiHnqQ9qV;^xK5%3@IkWe!hFZUO~K>-CfJjvfzg8)Y&i)^9L=JBDe*^N6 z6DH)?MGfxX#vy$>EB@{5_FF&fekw92IE5!|!mDUJtGRbPi;oiTe+{8)ESX zT$z7E@Z1m?@K=O)?FZa&OwihU+`rP_AVWvoM`*5pcwE8$PPm8voc!s)@m{#2@G#u} z+6yuWfK>UvgD8XcUk3kg27;UWufgq6xVuuIwMa<){}?bLgC?**7c-5mc#PB-i~` z|JB7l>qb#qpyf7?bd1);vM5^C<0asH9eN>;Id0G2s?r(VM-Brzks=cGC#NUk66cKYcKiDjkC$|-r{7LIPXp(to4JmE9%|N5L0}-h0&*BZfFoP>)5*w0 zqH(~Zh~oSPkS*Y8nH|lMb?Q9(>G9yLO~oG%XWcFQUOtr}js7N7nv<=Za4oR&Dq_;o zo-uvvzGR;~{QNJb2yKauhzKHK zd)s0Skx_pj_6h@coXZhIOfB^KZLZLN5oDFxugDwUIlpo15r5Yj>n%orDi<%)7)A0U zsnB<3uJmmoi54%3V8^K05-hB<$-=F3{FWkWcw4;TK8~rDwc-}Z>kF;%n#VZK+le;y z(&(GtIpVzaBkp7VhpBgt&TEU-ha20r)!4Re+l_7Pq_LeeNn)m^gHRj?opM^Om&clg{LLvK|Ll2XYSYeFnqx=udUO! ziPMBWuT3drKg)NXG{QZp6Qd4ytfiWiIZ#xmgAp*dG7GvOvB#s&$k>5m;bowcqNbwe z#~4qE8qkozteMJlo(aZQSMj4$L0>s&1m`om+kx34W?Bzkn^z@xn%WmT+?3@Xdb26V z4z$I(G}f;6B7kt8ZK$~p`XID4ft7neXkqrxb|XceBV~d#5Q22%Y%pP#Fs)>#CXi71I zW?!msUpX0HKbYq@s=_koZLeh14izE%iCvQJ@IB4eBmlq?e=gjk&kj>dj73Xmpejfn z7H0e*#b6Wemb4<%;G`h$u5WzYZl5nZ18#@6#$IGw(s*aS-VcAmA$&@i`fE&~c92}0 z1w%FK(@TMsPYu`ZUan;pIpxW>Yn%%Tw}DX)ZDE#`c6-vjhK3k>@AQANi_`gK&w&s2 zbVg9r0N{gCBPTyF-|8uh48Cx*8G~{QiQ1<-8w0DkZ)AW8+t9 zf{CskY^~gwhv$~=_Ed)ter!m`!7nu?!1(j%XZb%lkmQGG`s_k<=>^$%EXODwZMO_%bW0o4p17B-o z2B(9vKkkn2&oXli4L1aOWwLmAJ`F#WZ8J9t*Bwf>FGtQUOB#vHf1Kx4Kw)Qpop`THmTaaHGSujh{0FBaAeb_$j(Bg%H67<+O{;tC{*&7@vE0 zjaqk;I2M1~Y)o~N7!m(i8G;|47J!nQbG5xd2s`t`Ofw`r=@Q208ZN|(C3_UX=Qb0C zX#5O8D2d3W!5kop&)sWY&hCf|Fu!jXkhS*FhfR^3XHO$4^6^phC5X-s+acihuBk3> z?FN?=ayf@9b_^_uRN%A9E<;b;C&yX_K#C&wJMPBs;re9v3*!$cMh~fU1CJ<@vH8`z zpK`g)z%=HuEmS}MP-ySy5&MriCbW%(6P~_k;r#iH>RFIq z5{ajQ^b9-EKJ>MwWyp>K@1B4%Dht0&YThnihCphaDoo@*5h(=AF zW+Xj2HnzP)cwPIbe(Ma-T)?RB-(ZBaajfBLmGNz*u+^Y8Oj`99p5M@7 zMU{Yw4=^L%Tu_%6F@p&^mkPTJnn@qzswnsVN$q zD9uX^Go@)G5}%M$YdbWLt!_<$i!*F8n0BmOK-b#GKJZH=+wB8bI8+asV6gcmo}v>W z5t>mU5u>w4UpBkU(Q;&7qwJ7rT7xByZiI$P##~8m11-aGarhz82;@^q72XJO#D)uT z`OPG_Ym5F<1G8!KJ~Lwkm-5W;Roj)Lf9LsG^IzjIeudT1Fw`r*q7RchT{#&+Yd1ps%+mJ}Tpj-Gc^S+$Mfub&!Q%0cQ~byYMo?U>&(vUq3nLT6Wm-_nS~%c0M!EE&iJm4+`*}^;Awp*y|w5 zcDkUMv7`v|>2EK==U!z!=ieLL`sbx2;zP8L;#0YJcE*dHa^5<@#j3->;p)}+n|ti| zKMy;HYya=z|9t^^p*2&}oM`mJW!Gzc6rHXLrs@@*-!D=Z#a(%&0L2FfJOOD&{=GtxzR&0+!r*$T@s?0k8= ze?HbUt_=%2ta&A3ZYdnl#wGN9x*FqZYxZW?Vdi_;J3H}6)9ir~>+3fRfzF|`J?Kiq zY<#&|dbkkeBQhWcetHFw_+0h))z$OhQ2S)S7csJ}n^RNVvQ+X(rj?Rb%}C?Ocnk{i ziAJQ1Xf%vVQpOnTSTgPMnfh#C!$UzXZS;)T!1tzBkYyJh0j5e=u(CqaU@;O@@VCKd zo<>ag+^GkB15>BbV5K$_>a46OD^w#SBo2Q_iB4y_1j5FYi|4fTFzm{n zTPlK?2oTTZVQ=1~-}-B`E}-8$wZyq|||(HZK)51G>!!z9RtEC{;mcAAvTFW&92T@H&wqWf|&JW&HEclmfNS)lfQY4eR zrRa0mX`Ots4Miap!+?Ld0&hD%i1bUES?gAWu?DG+{~~#@?-%2)baqeEa2j!*20)=Y zf}19py|;y5Us{&K&z`b%*?FiXf`J|b){b|L?H|5FMXb&zB-gzSBSlw=oBmhk_jL-5 zwCeYUA(W)xx?_nA=D7?yl+O|rr8r2gXPj1q$rx}>6%~n8?&bcAzyhf8&Qsc46Z9Z3 z6jAoA@!;eNEbCupsT}ZAiGk0e4vz>MCUnl2MQDABvKs1lr5K)1Ig+W!97KzsY?zT( zO^Wf(NetMv=?_lZ-tVs5i$!Vaa6G9c-S_g_Vst9yk`e+_`- zX4z$u0oM_U;xl{1+Jv0%wOy^>VvP@|SbpTKhrNVkWnv$mW4aq`FN|QZEYxasDBX(j zF4THQ;% zc=;9l77i_Ca2RXwoFSLu86U=?9kgKzO_&ScL2(W z+I=yOy#D5UbnR;FYo#(lVE4z*irXde&>(f@rU$1R_laBejOWE_{WI6GPBynRX1%** z2X>VI^i2CiU4Yc6R*kNZXvrgTr{Oe3J1*UutB9dNM@NVE)xkqrwP1(e$9b^tNJ-@C z`kHT!gElh2dbMdYw=+L;O@Hxg6Xlv-yVW+OA-?ZhQx>_sb%4!aH!D8(^!Q|`%O?#v zZ$m`fh#aJDEMSP7V^xzT;XH`8qbzOzLujnH%?cub>b367go`YcC_ zvu>Y$)gnh8W$aeqML@*jrLIp3A8>)o_Ygv0j z5i?mB-rV{iWUPgn4;dc!>aTkV4(BH2Ga$xx*Rfz3Z>c)XVkflP6IH%$H*1e0c0JJ} zb%mQpc3s>4;E?Xgl=AQ3<=IokAxs5sER+Bm|I-*9vTq5SBJvCC5ID)4@TI)L|Ft21rlq zOdCkuag{eMQcR>_S$m+&gfcL@d08`MJ=wZ*8i?-R;lXSZAOQ=$BzDLsm>mp;!YQfp zL0rP_HTs+2P?NoeE#t+bLc^xrcLYh+qsP7=K)~4y9SvV&xZOX0O^q%QI-Qz@UG0r0F98OrMr)0`Fcq0_7w`-5b1>^>(z4nKffLZ`HTq4fTR|(9N2R-OCrFOg z7rURnQRi7UHac@gQ@mWrv=|(?l}AIxMIzDUWIgmz84Pk?M&$hE$jf=Yl{DOQUC;H- zsb#;KQ(N@JDLpiWE(2<_riQ#qaxL&yGC`h+Ns>5Ke8gl_|^X*Isu1TeDBj%~l_y z4i^LUQ;nbk{OP6Ft{wtyWgB*AkN7z@1sbPMda*(_6y=zK9%79f1>M- z)aLs4zE=r6<9#2t*++FmM>pd=;u-^EAncmvBAEdK0%%BZ9bBzLX*jsSbZE7;<1bhB z6_ViE=8vQXjsHgrd*3Tgx4K^v>QE-7(ODzc?ALFt85-F|>3;9C5T7?2l&G$wrPN&; zu9!DwOh>u4s}X*Zbe)?oyimyuQIf-EUe0rQhgAc?ri!RcqVjMtlJDZCRPV zzAfhFB9}Rqt<;HmWJ(Ho6D9+XF?ied5Y%8M#Tk&Y z`MHu~w7R!&xlt8N%$;Jq!v`??D)>~%@z}zi^+P~Ny72p%rG6M0Bzfh*YG@E#xq|#J z<*sBln44PBckG43A3b<$8#{^k4;}>%K1yqAF-dQ^Esc178$ruI*Tx^-tfz2VCYuKB z>=4=4HhOa0t#7M>c+YmnTM^e?3nUMoQOH=t8Tm(MaB}V{qWU+34%-1L3PSX2jiA#v z!;Z3ZpJaMNcFLfg6rKut;v374{7`N-O`_~5H~j4O_lfe2v;C~L6{jY@*_*TjlbFJz z1tR;6&X*p)8B<28;u^o{nYBKb?#DGJBR>8;rz_Wq9uuUlpFSF|+D`*KUsDlO_-H8M zp`r(ap$~e40~v~Wvrz#w$QE0=Z5(D}KB+zXCoU<9doVfQfrQwb5%Y*V2(k7?GC5Nw z7AcQ=GA?5#mhfs0f-R&VL-^ZAu+p_7CS&~C*(?M!$mbe&s-ED$j+Aq~A55`F^I5QH z{md9)e1x!ghy&+#a%brGhmN7O8i4&tYE}jReF)wQ3%j-3bO@!U_ zXr?yFZiQ|)J&d&4Y{lC(7}=`jt=`zB|GU;2NFiHswZ#&Jsn(_QMu~aKZo&k&f)?}N z8`MC2F81L|W3Q{T;b|+pb_YqCLyy#WSgks`1pe8TnsaCEa-DsPX(#wCleD3G1|dC= z&dtqbqvI-a(HAiBPQz{;_|727B$Lh zwZTBp<|BFwM)_lfNBxAYj$D5&NHy8wR5=*xPznB*DOcu}Nv?Oh*VpM-c5W@LumNA| znVWOVOLOj+P;x+6c26MMLIqE<_(9!U>3oIaS~FR+0tWO=e175>7cAeU22%p@ho9Ge3V8LV+@aQpS<^nAUmb|d|)HI>(0iR`XssCre2kD)dFM!#hNI4H`}HVUbS~HJEl$j(x-c95QDGl znRg%3`zr8J5b8v@*sYI({2L~mX(SF9=${8Z{~B+n++je2{&PG;nTG5@h}1a!fMEd+ z%s9Q+J$Ub$a@uEoXvOg#ptcRlJ`FxVSFq{|w`#v}+^Kas*M zDe!xVt0^{P+fh>^=Cw-bEtT8Tz;JNu4KJ*8v zVb?s@DMH+rc)G>p042hCj6`NgczK*hKf|+4ljAFQP!s}=r)nvYg|tZzAVan_ z)9<1vvxL^T__)vAY4U6$BTY8TDPuY~w8~Z{Pn~K%VRzxOhTl^@_UBla0*Zr~5DzNt zn7iI8?L6b2*0B9?jA0eYnu{dR{K)Z~3k7@12Uo#^6ayYzef@nSUPiF;;=7tRiXe6= zT`*GMN!`riv@POub7cs^59-VWV3n`gsma)uxoQ+~Nx1<8lAELF* zy5AH{jKH3oHHFfI-!XoHyKTC4{yTcoKt3ZBHd1|HC_(=hobV?UCJQ7e8)u_2JLYG2 zCy+{_fX{Ox&NRn(Y?{y4|DM|cY@he6{_o9~N?qA%!U3nX4MS#Gt32sWi((%fT&FJ} zFsM-hSfN;u;$Wz*2m^HlyBj6PKUMkPl+kl^E)BB1-R{a;TD+*WP7Gqc7T=j}T# zNgWA&s-l1|SENkO>m#H>r=XH+s;U<`Au{7HLy!{7Bg{);aJ*?Y4hOq%RiN_=H!Tp* zSb>Sx>kc4YbKO0-#=vrYS`lxshldZWsSz4OLBd!>T{Pqs>EyFPKdDd~w5v-aBWN%3 zHv!Hmg8U-Rw6_aF#r*o(AxaAz#cuW7tPc0$FI&LZ$rFQA5Gp-zTUa~D`J4_Ie}%o} zj_aNG)dpWPqG)BVP|m#PQHzzlr)7zixSjy^b#MdWy0dz@^FL{9chE*D`Q*EA)T)eL zRNY^{h%Xg4-AZ^zRaa*l2t5Y>7#nTc?WE>NKA(e-7ww^ZK73&Y{qqL|=o3V1Azc&t zjc^3y&iWPVF1Twq+ks6rEMpq_OMBeu`r(*5Sn%uC9iK)~Q=F|~YRLGoQ_0?opXins z39TDQn>)PiFSKVjGN9P0>Lhm`9Lw_i zhO{tJ)G`WlKTQA8t7-H&TN>4PVF%4?U-p|(c+VA_CYW-mmA6vPfO;#{E| z9AXmPFzK7fMvz-6qcF|XRn$!s2+zF@xQGu2&Rg3PhtAnN z#&<+C51o}Pi3rLUy0A^8**TkUPBH8K4Nw(yCBuT8jS2r z6-#qT*ux}QlMgZITdqM#RNe9g;_tD|X}lx)j^VddWO%vg@2^0QIx<~z zSC{>+FL@lTyQ@!!Xh4joXFt}eOSRoG%-^qK;!TdesuR~(ysBm?U-E5L^}Iye=N5jz zo@n=hj}JIvEZVfJcbSCcxyW!V&paO=g(=8qJ+%PrQhD)b(qZ%IA>d=czH? zVG5t{%5Iq9tly=s-=9@gQP(m?VH_zi?;d4yn}f^y(Mgo>^{gN9n}$B}{|+jhWH_8O zSG!04okTlQncB0>e}}~Y%5?jTc;g`0l>K%w{ygN@Dn)YZ2ttN2BO zMn*)UgQPteTvP+Z)A6^w^B%&ThT)#SmA|}OR1+6{@-~h$L&H7mw(Gs`AfyAh38WdB z%lhkihnzmiVsRZcOhkn1*oL#hideG6N>`fUwEkOc$0FouX2^Bf8bf!4M7h4s_*u(q z_a^7wI{1$_0KF3nqVX99(;NJ^j4~?jGj%(xqB%xDzHQQf4ZVo57N@qNALcBI@oS2TzRLXnA^{Szk7M1 zH)<&AbBj?6fIpoIC^rPYRyiYXB!I&c4-E+G0j;k({bc+gT1C__?yvikrpgi;FrEV< znO#Mkv$}o=5A@pzt0ancySYpbHTpAN1b52yc04-79PXF)l8>H?h)_jF-$b$A zz-O?uM9>;ZB%+rq%id~tydNiZxmPzIz{?Bt;{!ei06e_9(5 z>1r4D=HPYHf$*e&YWug?n1*X_!Js?Ym)4XUu)h^k!8Ys0t?il%boX!affKKrGjIVus+pv}e)ztOU7kbbypIpD-8;IF|h za}Oi?9X{Sy*T$TMt={jtx~3~5f|<7!-LmkgeuJ&&3)fo&O7y;ks#zPbQyeykN?2rLpIL{%n5if9%4Ovye| z2?OgJa+~>IFbkv&SsD#mpNflA2@Ug#4i2pf)E(>4suT~b3KWyaPFE46+pr?3TveG` zGv{2S`B9k$>!T`pAXluE4|0zoB}{B~SaiGUGesW}-DXI|0;1#xSbhhe{3UFf`^>BU z*E#J^G~X7FeX3uoxe<&eh_0O-3h^rj+@+Kmi+N$CFr(dm)K0XkMcA zlh6ofj&!3dSQkf;?9X^ig%bNKYymqkVV?ihCvw~}<`lEz(OtJzDoVBPyIsw>7W!Yu z*+}XDO>GYZ|2tNbW7sZtsi4G5O7gW)npC@d&1-O|pvP<3mhz3`D9x3X{pQRT((XXK zRs!BsN_?uwwSmi|tS@$6`X8`Wdlnob(`W(ek%vT(HC0rn82(NmOVOjd{-u~=OQ1D+8YKj;`LRif+zK~? z$N$UBOP0{bi8MGt+ZT&}(z(Xj-toGf8FQr0Dw0%i(##NoS7W?a5YJv zUHE?$>43WfA%w1Jcqh!Sr{qZNU7BVD7kJUS5r04(e z4`vL{cU89+uOhYC%c^d*#;v!LvMWr~3sbCY0xBZLL{-gSqYr;_b7cTNH?(|_MTHwb zy8oYi{4rRD#Q)XK&lucO9oE-k*BB9~BJsz#L7UPjS+M<;a23wn`v_$e*AQ807`lC% zTTcrjm-?U9mU6gKKiB0jN6Dk;T;XF3KCLF}Q_&h(veU2|(!@grb{PMVl>un+lvodx z#}J=I|E>f;3E<{s(^v6TqW<-3kpAA5w;oiDVvBSkn-jM#Y~hU2NP8i^lSlq>&Wm#juXKacHmj|Aa_%oT55>|fS}DDVcmHg^GC z+T-FVD3lRIN2|7NWvWs`<*&-QMVs{-0T8pQ zm-l}ZUxWIjY`Rbpam-=vZc3p!`LU2Wv3z2SsJQ&d%O?cd+Lyf7jguHHXsNk++3X=z zSeFhfV%57tgPi{|M&4%@C6?Qa*6FTX^bhsZ>->zSxH`bl8N!5%=9e{O=XDFYejfe? zksPd~PD_I{A4bxrVlJWX;sX97d_Cz)$7ujx>JGhYfn zw0NR!;{FN`-sVsg5Q*E&KqKuQVlE6{wfgjI+T@9g$p4+SgA}?uusirRW1;W=l58i(T$uxpiDWnDaAz;# z3Ya1d$sSS8aR`#orz8)lE5>z>BA>o?PIKv~>DQIA(v>zs&QBhsV;9BPS=jnq+3`3) z8UkqI8?aCoy(Ct2xS_3MRhj(SN(c!r!8>P6ic1?Wr3GI}#)RnGDE0A7a9;k0A^*qF zUsSCRoS37wn-jye`ExwJrA(yQO+0)3L{=8kgyo_=tj*3v^*+7-m3Q);H|o&I`||=1 zgRZhf93A)ZVYYJlVX%m|-nab3^B17f(1S)_*DZDWO^tewp=f{xrRbJoI^Xr(CAyte z_9*u5G4?p$d06}NxV%=+gNA?JHhJ35Z)b)oWjY08Or>R_Zh<#Hnec>M=7`EbiFWu9wIHn55EMtm#3IRYtit!6P1P?M>K%E8P}HlR;6d}AnD09bE)$Wx}v z=_lv^$>RejaMKKWa>AN2ZDV=#;UatFfI-pN7@26OBKxptdGH;;*Ho6N=9W3KxE3AG zX4=9vY3)jp1zHg&G{2~0SmLaKy-bW;u0cAyc>#s*_I}mf1sm?htMfTXZ-jB#NCJ_1 z9juX1yQkS7TjgnnK4XCG%kjtiv-itF^+!|ttH#=+BbI>1H@_c`uP9#CffGciX6bKO zVY_`j@xD!HMD%x2ANwyd%W!<{KnL%!;Oi5JtWnRy%1uw>(Zj%Dm%gC9VTU-@Lk!iku^=W4qOioSplTGJ~xG4$@CCD>)njHu6t%-3rGOx@v=n*Om-l1&`a^ zZ?&V2HE}&|fDa+|1x$#yk3)J8`4J8}y!;y?{_V#>IGjm{x!Z^gghms-4j_L&#GyQ% zp^bmi5c4JpY18*f|J^8(acVs4qGM!3c5U@#&g0G9cx!@l<8Gn|^WFDK|3k-mEidQ# z!b#n4+ym9WX7B9UF9PhX^Zow$g~;IT?e1Yku(RPt*7W6AQSfc&F7wXpV>UExzC-)x zX5UEF4pq|dM!Ww_&%?*#jG}{po8=p>sp0CLK8H-vBE+a9)<(dU-|6LU=m${H;8Jmg(7G*<|Bk|QJS!O*7GGrD7s5BzhgWl ztG=_LQu9Dr0TJj8Sk`1TzYW2IR8&%i}?< zfL!>9e1u_xD>`JY21+}q1-uDlYEqK%Me;$R3-m*2@hs!qd~wMN3kGdGv<4;UVj*nV zIRNE`r;G#47~O3(uqSlK1S?o3`c<6>9gSa?I6qetGdJIKE|w@cm(HaPj5n@9xQ2*Ru3x6O`(M z+GXo~0nUXxux8{`GWyWpD^#%Z`LN1WEP%kWZBjy50um`TY6Ek{?8tl(=Ho%Czmw-!ZE)*@=ofhhN9@<-VT#8wGeR!F6jJd89rK|LZWl|P`%RYs!3N;V zn6cMu1s-lG!(f9GC(f1%-4ISiLF9UMIx&199L!b5eFsrU>!)QR|1<(HV@G%bl@Q7g zsqXx|So&OSL&ShN;`VZSY&%vCjA9BlZqR8StR07lTNoQQ2-YbsOERwRZi6(wkn!sS1z!J=68!ek2ozF>$lJwwRVUDp zUC|nPzQCclA~_PZcf6E2RA(dRz-PcPPyNJ2Cg)&JEM*T}W+KYmE82p$%znF^+cg|l zzIUtL=s)%Tc(!xz_29lHkgjOp5y$b-vGnTmX=ba7C`7gwpknX%RQhvG9pGPE8G4QR zI(UYjoCw2&=4ndy+n^T?Y`4b+7ks5P+{_TqbynFvZSoJr6qK3`EJC>m;ouoEru?5# z7J~Oy!3tvkoppKW9{>TVrch1Y({RaipsDI{za_BCHjjPjVGNE zk)5=Xe+vE!+G~09$0%=9{ckNZNhv0T8*{U!-&#zd;gA59oG*3LIUaD~Ip0hb0eT{~ zA8|Wm1RHh4Z${KKZj3<5-4kwNiTdK))HkxBEU-aeJaV(N?e;RZTeD*D>eJxa)b!J? zx-+ZYd#PF{MkoU>dAS&Prb$ZQa0lP*4o})gvVn6(Oip7 zN$uRN_4{$Y&q|dg)&Zc;nd4({i-7LF-fpdV>baaX z!N5Sdk}0T9Z=k55c@s4>*P`EHz|fMjauj@~uhR5FRuJ46c|fr6?!q$QS8X~sAn1zK z>3Xu{T9eXau_jgYG#7P0R3J&`Q&szI-S27X*zaK4JuEr*=v_1|0>$Q6H@42am|Fb>R>22jk82Z3o8>BU!73=~}}B z%aN!|j_u(*JFx|e6KoFWsj&mJ-tUg|gqjRrc+DEaA)*K5u7av5SLrc*Bb}ntrZ0*p zw_~ba25g%=_e=qndFCR?e5IXDe%>WE|gHbbbqcow@U3T_XNX0vf z`0+9QO2px1G?543`G>C{H{n}Jb%bfF0*Ebor*RDo*MVNW37S^^no5#exeGzr-Me3m zud`~~39mRdy}8N#AND&IM2HNl#5`1v9KXhtY8F8$n%n|zw)|GkT=JAhGiEX#GrK;N zUac}uv8o;tKh=2RWi~3U^fawf^I}{C1q@YbSkv(pzY-`E_1%}&J?5!BuglhCe%;Fs zLhYAR5cDv9`I5-J{}{(}`q0`w;_CH#q5eg6@U4`>`pK7Vyz0-Nvz85lSXRFkQ)}17 zXjV780i72>WJf?r5ZJq`ayddnGZa7r=CM6=9J!Sm2IZR;He_w@W(2$!f2fVvP3T<& z9qr!Bc<$Tp78$%wrMfqjs&~Wi^#oeB>TsfZZeQ(}wg9hn-M$~pncYo4D4E0iN`(>?{q40wJ@x@8>aSw zpq7uA{i}t(0ItOypApUtctoww%UGK<1qbQWWo~NR`sKHJa!WHGmQ7+Cpy!mY_2s+U z#C-V_rTQKf{xn9Jag|@J2^s6j{=TE1V3xew=Kzj+Np4}@-)_z!n`1#Xp!rr50`UldB z%5!qYeM#}q-6<1HW=MUI+^7TfmCp5G96&(c97ih`cFFz1;7p!VkTXBXGI`Q1SdOrt zg&>eK);iKDs6S2>;Rqpxj-T%jvwT~ z_;jHoYcLP7&ddp|;MG=%z*slapN#6K!8iO*Te=yerq%lTIN3jLxdhjZAZnc%W`JTY zHX=F^p!d*|yV&4{fDR?tHxf5Kbda@8@RfB=vGmE2vE*+_?+piESO+T^>Mm24X6Gtq zXEM0c=^A{A*&WxrA*38^Atz0|H?~jS2*DoHJ=4Y$kMR{hU4IAbR3aoVn%{_x_M5MT zvtjq}@|0oN`+NVS>a#NtL-RnngW%QZdq3zY(3W9DN1zl^zFcO;fz0AX#T`mm_Zv1DDnJvy2zAP_u)T?jK2t6vJz z_7E~+z&*Yb$qP|i--GUiSpzd8T@+Kh0&B>me*1n8vyrF)FnsraU+E?U1$GOLs@0O- zpRexjCV zgfHsJ2Km*&s@kvBK!xj`55A+hjqRSr>89F(;8SKfrcI};Q0qZRb!K{8ezVx7+;rdikeM~}R)P&|{R>qJ99hKOwzBnC2n%JDIJX)j;Rk^QdAp%ndQ>5at zeKcN*&XeD5?R2nObEVFNmUHY8wTxaXbj^oxzuPx(ME;y|9zM3`b_4rUe}^z!2UpYR z?n1X+=RB2DQ@4ONq5$)(>T8D{W4D>MXbC+-nRVcQEpEdu4W%^FKz`e}L0MQx}K?SLdG18+3&8PTE0F@_apn<|t}f*x4QFy{C~Co3oYc z{;Nep<9?)7`s0iIQnk~V#Be2~3w)LfHLOn$_Rsj+3inYRxtgcxc~*^7A>Lz%D2LUS z66QU4A=(UFlEW*U71e_aF|(14&XstNaX%dQWD8=6ifA~? zeEgdan`q}lhK>;Sr@kHNDkQgAZE2AOJssn4tcv#8G)l(@sjH!Zk{acdf&u^iyhQ~TU*FmX-?2?PmD|l$k~F(Fkl^H1G;1lDJ-Nh6A#ftI zCP8w@^`G9d^Q|2*(`@BV?f-OC|FsGZWGdhIh|G#b{MZ({juA)~lh=-+4a=3|2K%SZ ze>EJNb4%9iAs=AYshTYi_B3?uXvk56zeB6GP+&;V94b#HfDb(x!}B3Zj(#c2?ifmw z%gz2AVk^2qq@`0%!xGr1Ed@SdOO01!3`zQD4S!s-HHS8lLTjYE_Q>2rm4!vakHMnI zZWp*+#vKj^0ds_q^cQS#)G_6fil&+Z#WgY8v5qW` zr0)K4KF#Op-GY8Ycy>HE;NMrBS9(}ur&*O{&_%(}_sCM7d7<1m%Rh}-!yk!9ue39f zmd1wpb2@>`<~FOV(d+glo$MoYMDqGuTOP`Q*(K*4kVo+6=ZQ7Tbn7YX@y^D#u#RZS zOzPT2%UZ@2Zg_Cm9KRA*{_IG^DoPQd4N>=Ay#dgeD|+JeiaZX>4H|W%qhxw-|C00V z0iXN-X=r}&NZj1sK9yp0xQNt0v{?f=qhaBi}5Sp$Q1J7n%+cp<5hUpW#65)#NH%kPvbiB)?SJ z%6uO+%yfpp+o%KmP4mLWP|4ifr@?C2pe__kn$~wB60b{&RMCXX?GW^?R|JBsnl#?( zlC%#&Y57H`y%c%(GUn7d15$lK#?b*X8rag)G5wqr_Ws=zA`Gqm2d*+9WaT*NKk)tC z%%(^6x-Q4RqJkc9nt^{>SdC_usIr{9GGwxqX0!w@E9DrVhA8Z#P}Ac)S9$t_iPZku$p7`jZe?U7sx^}gd7S4C%Vfd* zVXfGPFg2g^&v+rFi!*DvRcovLgo$^@+MDCk%o?3&NjUiCk=voi*T=PxZ!_m9hjfG@ zq0SolF&9POc5*&{6M#+~yO#CTdUw>+`Zk?}Zj^RR1EwrHPlTyfc}}p6mzq7%4&85D zJzTT3H_O1e&1IqOB-@9jfJ;u=X^Yyl!m-_2ay#E@X}pgL>6Z#mq~IvF3hY8juX z+OKEyZFFb!<2A0RaRd{}czOqRxh8CQ$W=3mnLKIS^uab@PC$@bx>mQM)(?f|f--8{ z%1|yEX<8#1B#$FIXr4p5nlzN8rdk$C!|HXrVV+0>sh`QYeK2VVtMJ8{(3O=A2bucG z?SC@0MG{{CWBSWYH**zFLG=Z?DlUvMtRxMz7P8wkEoV0Wes^bW$w~Q>XjJy1pEZ~B zs+`Dfx*PqRt$>_+{Yt+|BBc)dx1-Y*+H+Gr2n1CG1=f9Bn~ z8npR0LJMb5^5V?@#%~BaL*wGHEDEwZI~Rg3Y=PQO5PDH}z1}DVp>1>A@R<~p`k#hM zF>czTlVkG|Lp*V+9HkD~|99qe0O&#DFBJ-BEh>>!&WU>P6z^q$fJ*QK=y=#Ex&~@KfrNUIH{n zbk7rVsj5kl!cSxf($g~`o13#7HjND0pO-_VA7W&;m$|Pr<*)wtTdV)@q5~a;Vv?9c z?6cOnqHECJLzsnx1*9LWyE8@F?KiaN_Y5}BElbPP)N1nDi@a`NPn6L|yZ_3yGfh}q zRXRf?6qAw)4+m;)DCUqIzd>8!wnCrNuMf)iG=o97B$0(5lm!x}RTZ?X3gw&r2a#Cw zP5(gT#^rLs)*xaNO1?ptO3zK)X$svm!h|6B;jf*cp(cW*KmQUY2x0f&UWBA1l+vIA z4Nx}oobeEL%EskmC=wf~*|_z;d^qKf#|1r5gEzxvtuLu*e^Q# z!RqMTW@OEJvwpieAgd%cIsKn-)wpQAe^QA8r#(iIK>VaJ-Wrs@z|=V_)&V+<58J zNMCFnzeAq9g;Y7?$DW@p5}oa8`qpgLgpT*Qz@Dcv&}P@nmu3#?H{757r~cPE2}cia z2$628C1^bT9JoYqjc(05#K8esQo^p_n!p>@4r#~##;LHA>9BKz|$|WfN6?czYQ7&IW`#>lx6269U<+s!c)pDO$s?O45n*aJcWPQMlHIZ=vVV5lK z?7t2_JNOJ0P;U55jh9hk%Tg7hw2V@!hLOEd?My5?46uH6@)s_2{!etoVh{sfT_}qi z)Q5uk|0-0!ICg$uo4O^;5!J%GH+Pn81`o69^hju-nP@x(fu!>@9?OF!9u;wa^Upo; zS)Dgkkc0yxl z|EN0ausCA2Ul%B@EwB`aV#T4jQz*sVy;$+$E&~Nhad&rz;>8w+V#VFvU6)19w(t9W z=bS(G+MUcMlPh`VmuDu){d`CYgOzxCVVQBebgMiSWWsZJk7 zPkg;wJAps%f0+r@Vx1hG1f5aqmTcAHR8BMcte=ay^P{o28K8_(Zd|gl2JW&wydt~M zrsdzM#mTI{8y^*OPrUwm&J<`qfaNHJzOKz`-LH)@8aoy44eD}|=o5h@8AtUp<8{?0 zemsPodH?k4kC;1|H=d^zCGem;;^3v`^dOXAFGS=xJLsN1CFV|KfI^UPiko=Hge(?l zMqF$k8CA9i64X{tm$1)BG$a@gJ}SB1g|Oc)Zr6X0bQlV9&;?e)p}*=$a0K*?!^qZ( z6M@I0lO~O^2J`2~*~8;4B#@P z@xlki^V^@^VXg4XU9Y74uCSstJ2f44kHvNGv~pj~1v^udJ0A=NU}gy*m-belp^M)hFuj;1h~Mt*f$(6z8wwcMsye01vY)lQ zD(lyYHu>v&+*u)6tg#{7*+*P?{hr-uM32(cGwu5|eRSyou>k2l>`Vt}52Z)ZIu*^( znSw~eXiVE^f7ERIDa8Q3dQB%ptoea}j0C}c7rJ*L;;sOkK=_-5*I6GR+|5tOnL#3k zpJt!iYsqS&AZ{&XnHNodOTT)GTq59qgagp?>$1~R!1K`xy4|$o+i1QDhCr^niQbAd zY!)<*f~b;}$?op-3GT~gu~*ygA&WfN#{zA5IY8e>g!92T(3DJR6LsnLtRJR9Q@q z)i~|}QhW)cD*l5Je)0ts!zbk8(k9*M&|^1J`Gf3`laBpBv`Ge7L^zGVe}Gs~VBkWy zEJnIU@)%Guj4SvTJh+?!f&~@$M*$_t27&*EGWf>|JT;Q9aKvi0hW#BR}IfOqL1;KfD#{7Oss@)_n!mts?O8G?^p z-4ytaz|WMgMH;Hl<(}8%kDG=1xMPL$72yTFiKi&`vxrE>0KW9+f-+X;hg!bp3*m={ zG~#%?4@g|ChRE9iN;;UV6hWFs?&Qy&2`U*Y9l#{v#XJRRUc5$u^=qn#B$Y|RN@wAM zc6q)iyR|(&4Cju;)zfzDcJQgybxuRW#0=89=^F#VA2`l4pvN@inR~f~z1;c5u$iS& zX=GVu&|PcMkOoK!Z*N2fls+rOxuT|HQ9Cn{j?0Z$`zgzJ5uePpkD4vfxY=wv_nf6}~|JJ=}fU64Xo97;QyRKTIZ zhxWPtu6wsF>>-o77tZLva7D;cp!6o_@Pyq26cT#WDJy*X@;ZZ?a_d7`piWD@w1Y^W zgZV(dS+~M&C1NtEd5v*aRAAJAjQNC%y#D^v$!`PUx7{DNIEp0-+pJTqStfe)o>&xXL53~vBkNT> zR=m-XP7mc?PEL`&5!nS734t(iGX;0G0!=x7&Ufszw;Vb(HgoGF?ReuN9 zYztc~5slKRLe!gj9p2?m2bQ;YC0HLNtGD#D7#ERIZPot>5mRrlh4)%rHt&9WWagG@ z(ltMlQ0TjpBjw5_9k9eI$_~6~h^J?n#VOj-!(bouT~|Xr9Nbkfk1YL20#69A&0DoF zw8`YKCscuT=he}VJ{}YtS?T62OTK)1ks~byaWxxyChA-B!ToF#H;bEsi-&K`xjm}v zI--$fHTyy9wM*l$wpgCVM)EM~1iGaWbNTS;O~pwfUxpO}n{TCPupEl8mj_L&DlLqQg;g%$9K+G=wX7)oYOXDIQ~rcBcmNQ zVkh-<;c+n2HIWHLfOVyr>9n4{8Y3aWgp>XFZBWWEtr;R)MY5XopW$s;9Y!X%5#Dz4g7A#~ zJ}P9<o<6b&E8vyTJ5IBdoIF;*7S3hVoTqI`yB(A~kCUn_9Zx`(&2}$~J zq%#i@1%g1agHok(E$T3))d3#vjnDb~Cx%AhH(4>CUkfCD%NDTE2wSs9=4^+H&@Uj& zyN_LFV#RerVor$xE|tjcj!JD1M74Ci;;Oc1MQ-Y)Sdqnp6>u;Fl&u<{zT}1%9)aRh04xXVOc7UO_(t1_ck!UR-YcoNYu(YJ=iV zxdP*T3^p!`AEHp0n>ef4L((3^Nof-X<6uP*sg z*NYp$P^i#*GxV!#j=GkH7$_S_H~tnMn-Kafqb*l@N8%0Vt(Nw6S# zIQjrz{40g`WJ9M){YKbKr@c%BM*z7mkZc!hU1Eck?yC-f-H0UPrf-|x;kjSLc{qRNu$g|Jv;9(i2*`04 zzm7d%XCyO;5Vly3ZH_n14Bu=xX7w1^p8>d3P8{WcGiL=3E{aVjNR&y+X*sQj>_)1p7MW~* z;FPld=d`=m^a}LB;%*UdwfkGUN_XG`BU6nUP@GZukgQpL8qJ}-r$bcW7VDiez_6OR zQt=n+Up!n%xHd0YoOW6b$BtwQg9Fi%(;^Eeb|}Y1jVdwd2ft=(atd3f3js7{I%ErX ze%c!)WK9A~nyDex10uc-kFPMEX&|4syM>n%r-G-3j)?Z%mC(9XCR&eSML0gDMFDgPOy z3!IlhMp>KaCx2kOpBA6N`FB(j$H&VNw>Nqn9%q^KF|XUHW8z)KZ}kb94V!`ECzj{t z9C9Rx)L{=`9Qm-jseLQ%Ru4V6Ctn5ct>~S?16)`c&#k_B%ZBZOV~-by?GA@ak6yQ% zipyhd%Rwgs_qRhV@%!M_W#Q{eFC&b?sVG^3#3n;yg2EHpFT&% zT>tlqieBn>Z&Aoj;>@VyGA0SGYP9~dw9K}D68_@FSK;E9b_hd9_#oq{7L&X zSHa;PC%#}7@bDkO{sdu@`0a5Q%0l6oFTm`(Z_SBIbVPy^M+dE#$xyCK+ZP)Xxuw9zGpObn5%ZKr&==)1|iAD@x65*odblX zUJa2Pso3;P1*a&#n2f}g{9x23?;|svV~swbXhF&R_y&at`Z1MA8d*ChcYyu;yYXWa zU6qoK==+Axc|nO6rggF>!M%MTDH{f-JVQSGh3|G+1A>mL3TMA9-!gO8&)uU@0RW9GoMT>{HOSCFKvhhWFecJ+?bE=wMF__&(nn$-)T(d2l*2|b1UH=VJtlk@N*J+EJ?v=E#@JNL4crGLDjT3NFMqhbs zm50eU{Zwx#UV#6*io5P}J!(ZIH{s$wuG8!^Z&ShnWaZa_%HC|jvUa|N8|Y&FfVeKR zXzX|Dj4-c$pzw@7YIG7l^Biel!wHG1g&QbE7urd0A+*ZGxXzlVYnW7t_`rl)^?o}c zGNCEK40F3j;yKmS{FRQV0tm2u!j3?Hi@B>WGmVrQyFu z{budEYhVT)B@n(NPseIqI&3RnthaH<5RWMg{id&SB@tT@0B8~reKdZ{>?KO*AD*R} z$B5<{Tq=teH3*_;hTn27V1CPLL79P}uO1XKj!uSd)XfHZNWx{X2qUxMPa?A!Oe3>l zC=!^XwkH6~`unxtRDh+`u?(a_m&)VFq@IzY2-~*Ph^#Hj#0IdZysHkdwGYnR zg<`wgTWYDA0VVsGmwD33XQk4~afs4yOzZ2)_TVU05+rmxuw&WQ)#H9LgwY!9As2}) zp0%B?y&aWmx>mMS7Ky`?_F>~|C#XuhC-GquP#1!`5Do?16_3q)uB&A4{N(vXIK33$ z@qQlnzKSxPZR;XKoYpJiQ=2m>U@DKdr2z*}9Y@Db0Y+pR2UHH<_pA)yXG7JK#j<>u zl|BcvMU^LoQv77R4k1a>fP{HpK~%EdYPssNeah%TefRFm41A8oieO*U-stR zHR1QfCji4lHs$kvaP^eaMBsZk9Y@rPcL~_lBvY+-1v7|JZ&Qa6-ydc*X;{_y4bFXw z0B!KTvDKMl;%^Yu`L@|B{16OXSzVju5a9!QN7 z$1QGR-1WoC4`sy9YQrH0_NseC28(RsjXxH|^tJ~gJr&45p(DP$FhaV2^~nzu9e&)6 zv5~FzJ;;@$pp?l3eXASe_+O7PCvcUNsZ0rd)YQcPRZ^xv#k!)SnPJX&+WZn;cCr4W zD}YJfGb$e~!h;%kW4=6`tdaA+L6PDIBFmj$B2khltSDTRs{qz9Ztuo{=##+8pqUk$ z&6uGxk6_5liyDjeGc=u`TxKoX9G4a%X698K*d$>q)1D?cuwmWH2v{ z*z-SWI7(LTSUaOzAKL8WyHDe^4}QCngVMOD>WHd?Z2i9mXy`u`4x*{XRvn8Ulur7iOOuRbSVRzi;BgBad-Fv|pt5?2I1saDCJX@7^NA5whS~;hP$m$@`NV zRr(sSo&HWzz2m2*dWU^gDV}(iI{haf4Sd{f&l3mi&$qwmSaP*sqqFKCt6;_Z`D4ojJNGwtdrvGZIac&MxCp zVU7(80MVJ+U;8=Col&t$lVNmGByE|IaDmxf5%AaW&_8L5bZ^0|>ntr;CEkyTkADFD zmQOZ___4N}aqQ2Z$(O{;L52nR+RjG|Wq#?o9c zRlE|@=i%a(kEX5-dwYScGY7NQ7Nf6MjDH2xXSkcUR`6@`$nF7VZ4(>p2XK6V>4b-L zWFRt*#5Ow82IiwaxgLRFi}>=lf>nra$V4pBA7~|R@957_7w6~;=B1M?k}9II@EnDU zm^XN`gA|QycAb)Sp~$y)CEL)a(l2_Bm+{fFH!G@Q4WWQc@z2TKryQ?uLlFYO{E(co zdRZa&gX{0cdyn6Zr=XajF0<^L7|EsIoSchPAsHQ{O>_fw5aLn=I zRl`**F!U14@%$k z{neo>M#I0IM3Kh#!E(JaMgd%5T^OA{Kf2tcYJbGNrHy@t|Gz^dzYEE z$GbYOPn1`2tH6nGyRaAZs_10etwp4Lfp$rQy1h>^r%V6{<`1edW-%(9o!M5sFqxR_ zwcBks;0$d6mo!1mmcwaeW{SmRI1#s>9?!GWmf0tYtSa{o=dE<&SRY5w51B4>q|2M> zV5q#q72ua(3vUb9ccJaRcj-_#r{OKv50qlX>|AkJ5Hbl8Dwd|=J(lYwhA|E5s2@(} z>kE9GW70r^I32uv#~@_!62YoTJvxH7@u}q%g;Kn>ds!AwJ3li$k2+Pp!`4xNbP+MXz`%i2d~?(ZZ4a=m*O~=A6#DVp*L2vZi}M`hG;8NZ@dVxR zbpgCtkhAk6G;Z0kI@(j&$hTiSc-jq0^1Tp|4?XAL^;6$|5Z|)u(22V|jn;2h-+JIM zowd8>eMW;kuf4F|Qki4FAs?LGj;av}5}fo-f0XuN7Xd$31g>Q=@g8c!b&6=)KWYe{ zv4Zs4@v$EQf|zGS`Z$pGltqX~QF5m1I{mvMC3O1TF28D385WEzs--8L-h3Hha6+qW z<cW{1M;&mBD=Ka+ePE#n-G*?qTW=>z9X@vzk%dizIgiCiq8bmtmKNqgBF!7lG=n z?dgWk_xA@6BYE<_&$kY2Z)eLIqe_&AHEH4@%_1%$ts>9IN9PZ;SSZ*OyXGmCq1uI1 z^kE-PLsfbDb7MA6*xVe(R{@u7c{x8x^iNHZ5(B>;mNc8Bn`!Y?-b1%Uo(A_OxhwDx zfX0L37dvBV-w^r-`?3O@`q2;**>9~Kt1GyroMltVuEw^4_4ry)cw*SPt=dwKU-G{I zZRdXI(ij_<4^!4JW^~Hc`~{b>dp&Z}`|8v0Cas&hcQrmej)(KUrv!kDF4fk>r05?M z3mh{?!BS5}RS)CMa5i~w1?$r;g+ga|H7Y5DczS20+VF#LivKB!m#W;~X(2B>8Z>j# zgZ*@91-1yNYR^}W&ZQ*ztV82AmgnG#>`iv#-E z+-5rR?TU`WvO{9shw*3EXN2jo1j!`0UJ(AjAhZB457+~VMV+MyMj$i5;QA8q8L11Q~Zv?|-2fUU#YVh2jT z;P+k1eYTIJ3%?A-<8OI~5D!<=$akPSx$3Nag@Ku9;p=pZN4*ScWlEH7oz&I5*;>OE ze6=hqLV}X-SD#YpAbKhsl>W5Tfi}|dl@vxX`r4urnE0gVo*sD4hxl*zNue&=Zr`^+i-}SBySN>Y^bt53FFj&oTlfWTp_(r_GQ;AwV0W^ zXg~gpV0)HSsECDLZ-!K!?J;e?tD(V~>rG6{dwJP%9qM-Xdc4 zvq~-k^!d?hwY?OgL7qi&rwSR;)ne?f_cs9uVWLBe*bG(FL%_$Med-~rGjkC#<0>9# zHM=gxXiFo>$<3zqB=TH5GL^p;Hr7WLRTn!DKB7;kVDNjSj9gP^(#qtv45qH$KdDZ$7i3N*VhpP4#CCoMkG!L}s- zf3HP?(1AN&kldk40b{za2*BN*j@`C! z{aVxD-oi|8ohT_k<_rHX{&G|!`7!-e1g>&4cB&QDs_T|5oht#o zVheXaDExBhp5X&1HCx(?t1yT^2%zlDMjEYW@rnMv5Ow752AbBmLfd!V^3Ri1!lM^d zq}U!x`ta{nCG=BS7=$zPnO+us$d!V{DrD}zU;e0RLvNM}>3*;RABpB-?-Ft5`UDSG<^4)S*pn7c9!`AMk?MeB`SqLRqR-?IJ_98pC)8;_ zOqXyX{-DrT4!|p`5bpRojQY_B{bDZMx2iYF-e36QgU#HTm?4qMJM8k5n{Q2DjzDf~;n%##!{ZUoxnD1!&+n4TUe4$$kjD3K+#AW+xEoYgO|Z?D`rgs2IZ7yu zu*hDPeZ`>?xn}khsrh=7oV!U6J%8M_RFnta2;Y7hFhDUaT~hw0 z#Q9){l*q+t@$1x# zm&Mm?kutt9gh6UFw$52Q@z3(c-T^zU?x> zT#pQF20F}9*H`!$`tKsY9kdr`^97_gC2ATLq&7XHcbirK$!}=!E@mck+I4Mo7xBFi zH0gRjXt~m~YNh0d{rdEgNn}R~6ExUXz^!7KRKv$qGF^fdh*W}jCNb@&7O>M1^f=A772y>=t+qF{p2U@<-JX%9Y@6} z=Tyri@)kUtH^Xw$T2;>ddD+%|$s&vnd%jC)9G(2r1J5fQsrIUp+b%v`2 zgUQ*ss(pF;9f8qmm9v>AXfBpo83Pm1Rbe6nS@B>h&vjdj7lG~|_b09^B*@%$Bkqpw zKI6~J`^07+Chjlnr%|gBc04Hl_cF#ue(dx4x<8(Vrb>@&uD6TYU#R(vzW+C23(x)j zKk%!Lh#}=2t@=S}tu+4R zD@R{Pgwu?eASD{`4e29WP+>>0SX}wR>gi^~%=<d<_YMFxj+pWPTaC)0!yoX&ZNha-%3Z*=!6DSW>NKfuY+TzBR#D4ss8m zdSEN6mU!QKdP`dv>rV#r?>?_;pTg=hs2q0@jj7M3WnJq`=_ATm!w$bheik>X^*tRmIo$GgYV!&#v|8Q6kAuId)enztnG^{m# z6UDd+#=P$#R5|F4W1aW}zScKbwVL;m2NG6;n6FKQ_1nRhY!;_bZj6Z*V#o$$S?bV` zeV?&ryIwL%7P?@s={*_3p<;ro2$mv-%(!{5vmdurwiqZ3d5(W>Yfb!O0NL#FoL7(5 z=-?v{%qk)-LJS07Uv+u%x6oM{ir5pJ5=YMr9S|rgNdHgvf;kpq9VEbY@>_|>Xr{+X zAH%n+6W8XuCx^!@W3qRSDQTc*iy`Sjr7Fm>k9o*ox$}E%S%40 z)>Cgqsz`Z3$XnYjXeKKz`J8FR*hF zw&ycTzP|!vUI;lF2trC1nps!xnU`dVsKdrC7BuWFSj%^U0!-XKaIaYN7aZKx`kNKu zoBAB?kMJ3?+I}cHTBJB$v(^`cz#j+Lja1LFhZ@lVVLI=9-D_$g*JjABQMEd75Q8|@ zr}{(S^q-Yj2{TuXc1wtyd+eNn;npp~|5h26+b8ME#GMCys)+?3tL<8_3D@ZkF&;%* zOFE11K|uaG&i%~f!<>M?u}AMUjK!8&J|ZI3magD)G<3V%&(Ffz1QGti%<6!kG7u92 z`d(mzA_YzM;n|?H3;EkjKEpa4zz++?8_XO1Q*c*x*$w_?SY6C%%MCi%vjTjB{^e6Q zdtCJ{=xefk^o;PWjjQTJ0nD!IZ_oo}LT#6v4llrPmdCpu=Uef0F?NrMm;*Vae78w3+rO=J+7e}n zq`2D8J)@QTOOVC#fxOR4U$B;{2ipQsd)3oZpI)p^?;WgNS5GDNq`dS|sV;l~+08#S zkByus!mY9E1rc6UaQSYtVVj1})&rKPIk4J%=i?5YJovnB+fR|zez`F~Z$a+8>Lk)e z=B=NqdG55TQ~LNs05}IuEz7<0&KN1|W0%@}(hlu1*?q-Kd8n(Xi+*C2D^F`wVizDB zgG-#|ej%~&`!)eW;EdeTJZ#6jOxt1I%5iNt*8Cog;+RX4g}_&gk%@0m-|1x|M7RA>^9^ENE!WOqE)1Fv)q5cqsE{L>Sant0qB z?q1o|q3#Mp6>gVy=X(B03|D{RzHg*)w6!5K;l-ZtYR#7MjYX2xc*REb^^)G!f9_E&eCq5qG5x^*7&)Wp-a^a|Yi590vDQq~o5EJ4ROj^XeZ$RtzV+7#%YvmBIg|5# zk@e|(uOu=ji$|@O6j2R{9wOY{kbmt46ZqRAudH_k>uGTf#ue44p0jWJD`Pt&{)#L4 zZBlFr7;}?`RR7RIhT|h$iwO?eEy22j2&`wXNKaU4SVO!~8LkuC>;TdArww<*6xsVktlEw=B;ykajdqC@LL)rDOk4M`edDWAc^uEBZ*A9ZLWdn99(mug7#ya5rx++b1E(@z~ ze^2ny*ly`cq9ruXs~cODycT-@@)B`E<)!5!>*9G8c}&qH+TiWRK;p}Bgu1Hd<82>= z*yy;$-nc62m|d81!$ZfF?WEF8hYqb?NK9orzIsdnE`CDr_gf1+&(V`yCtfq8>aWC_ z^=a`EEVlX(Qx{BX5h#LdhUt<{y#yU&D!c?;y`wRWayJ6XK?G-3zJi$^vJXw-pdx%u zy`XZ?yF-aZdrfU)55w)Ih-K%beF&^GnwE$Qq53B_9ge5TPg*AkDjBS|U+AiTqVpr# z;+6n?+m%Sni%UKqum?hQPV{xk188`%!&+B#2Yd1>2khuCtx_dB)el`lPG}WJ8TM4u z1AA7bd09<;L}+C?t$yJaEQ4#U(YgL>HNjJ6UQSUe1h?ig!sY`7)B``1qMHMQ)o64+ z%(z8252LWN+V&d^fT0OIeE+flFiRWXj6Iy@@(H5xnjEU-vUk%L0 ztLgtNx`i00Fhy%>e}r8@ar>a!AwSsh+8gYGpFZ%?YTq^%eMu$yH8y^vMNuR_PgJ!T z*>svk)JnD2s$Z_7`hO&fbIG&0SHZiC8@Zi`xZm}=KIUiD)PCK!N@;0k zRCsKQ{_jdZ0C4|g{uBu-SQNSjm0=*=Jw9M5ab`NxuOuw(if=MyF&Kb7$)DrWky*l& zSf>N?2Vcfb`O-1WvbL0Ndt1(gc8S3OD!CslP-IXa><7b%iBI)3;g>4!_(Ov{&e)5OH~fjm2)bhDoh+9 z6F^*-qF2!%w;8YFmy~g^_8rfw3(Cs#cjo1sDjG1~B#IH~!YmwWV0y2|`V-ck7F|EQMO?c3G47@?t!u4n z4kOFj5%FBQyTor9VdCXBg{f$9Cou$!{O~C{obIj;p)>sJ;k2C1q*lHhNDMDYuBOA+ zgG2ws^P9E!dV}~YW9Bv7TRjCPylWvOy7mL< zoD9ZRt9h+@kcRp&JEf4AL?uW62xb%OB0Jtzt8*~ieoMU1ISX3+)%Vj|_o;Te@n6Yu z0^fXynKd1mjup7>Um`(W``xI>+?w|r&fibp7VVD2b046oYv`}sqTJYqGyfAWXlNhe zWwze{|RUd>pu z?F(iof?eLc?X^|TB-&}Ev+8=L70wP^L}U-P+?R>hgR>f=iPTi9ImgbbA6ET1sYd6z z;#l1pn!HzQYc}L7_sz`;s_1CF);m8?enoX$t#vrR3ZP)l0URq@RXJQwWYHz5uQQg! zrT^<<`)+3GR@uppf7g+@iW#B5AKSUQ8a-~tPjs-b9H7T-nwL)f6Oud9*oMD}wEU!Eq!nI=V}##`V)s0yh&j+|9_1r|3GBeRHmH^tp9~ z0FD{E+X8oc=P)j12R$EW@e}ebdb5Dqhm+bER^RRtkAZ3jn``Eb`HrpJp^>hw++}l( z4<~s%EdNH>$E$GxNk!mpuPrkd8QR5q$Y+4><$JgHN|9V}0*#0zfyt1_R)2x^)D@-` zS7+n6D^;nsZR=12ngZ=#nggxmn!o_$mrMh>9?j4uLkgMZz*Rt*spr3=d0+d4^mB$3 zw^kVgaF%ezu9gmV){K+0%Ppgj&blYfv9Ag3S`tI+DymhxQky~PGFSWl#FyTWN`<${ zA#e4~nUnqw#a#V&W-Vngl`@pwf|8QgoEs!Evqc*)QBwK_gt5!w}yqY zO0X{x&Lh0;=UDNnb?5k8Pm2!sERXjpbf^b8v-^}4clXfB&AReOi-UMx|F%*U@&hL; z<~Z8mxR<-A72%@g=p!{uqN&frJ!iqns}- zlSYm=nhc~4DXCLUtmw7gfoBGP`4Hy|rC8U85B+_9{mNbnjp!{t`OMD1p%rcgn6RUf zfhNlxVd?v@^uo{VXa=v3xOBn?F+h3E0lmdw_0u-S1g*)RCkDfyW&$_ct-7SiA(6RB zOS1enAVW5>a)6`EjyWbIL00~#)UC4mbj@J6+NZM88Fn?z;oYEOR)R|pOQOw%kg|^s zq2`aC?(zF~sMGY8h}+h*BNKD7%CHD20(kOj&F+pcq1BAl?b(J3mG zhDb^Cv22M}dAV$~`qoBwNI;c8`sgS`)$-WY30r(k zFEK_{lji>EYh1%2XhX8idd}kGBE10+SX_S1g#Jbs=7TP^zPDRFwT*mSYRkKZA55T_ zSE2l%sy&lEbEdgmRc^4@+tPo&H~ult(q)8FNPi*!F_Nr%leYCYbmLL=8m7xFAK!)k z*^)I?YbPGgCFHvoCv+xYLp1dKapP*)@^Q~&5`E0v4X=n4qp)n@OlYoB>MQ|RHEx4> z+qdsNfawN&DbWNxqT6)duk_7CI0a>Yv+ff6oVe++Wm*ukChxZUX38vsyNDD$lIiyM z8}?$^|M)?pqKkRa`%$8cR7dLAu0k>?B-4&63hY{mciXu}C@m7J>|?GJ4^B-Mzf?KD zcun&)Ef~`m^91y;l1Uw%qXXylxl&RH>MkpFIoVZ<%_fv zS6h7@H(CceVYemVvm^h#(d2VPmPfrgQ3v%i&wax1#do_Vxes3F3)9XZ}RF)*()~?f16lKKTyUeP|&am|S0Jc)Tt`3~05~aEGNZwq-#`bsL zJW~Heqsdtc60)e|PKQ=nZ8rPWd7P`8GuYnLm)TWRE-YI~ESMycNF21gu$&+d&xz|~TtACfPk)VsJ~mz9$^WA0+SL7;A3Sa#7G>E~ ziYPCCk?&8Gc2{XH)VF8=yDTrn_id|Kv3sR(|6Z`hUSkM(CpAtUs;4O%1=$zU@z)IO zo!IqhFxW#BgiJo#v`v@=Jk-k)!Q&l#NKgehZ5p)iY~D{lcU?0IRT>^TJn9@QR{i~! z0oL!Q$!Dt|zkEj)Z@q>~&V5ajZ%xiTku?Y0aJSFDzDA;El!|$>35rln7mI1bJ(Q}% zx;(mTe^%h=W*~jQIg&xK?q%GP_#KNeIQ3pRST32yIRPWH!*8IY{- zjoaCtx6TS1AiRmF`qIT|op_IHgyw?!*s@pOui1sc?Ui9>_BI99sw)4~mP z-s1TxWmZ2wDjda63 zGw!QALXrjmRdQj^ayuHh8Yk>*qaN_ZKWeeEHAK}U=!fGlG|&-28bxVgM!4KWXA{C> zYX@Ge-UZzx{Cv+&(c*W!ZwX2ohm({ok6oJ)K^yo z=@cbzu-n2rD|E8{R}_LO>d51jrUrMZ?+-w^vq+o0WcHPBL(y!OWD|90IQfd2`2E?s z=IZ0cEcPpkWg@-j^Xs)>L*O|Id;Y7;!1LD8JX#Fh<#m_uBcz*k@DBEF{V8kp@w8po z=ZVJZWkdWDHq|Gg_6UCSA)|Xw#!t&1AF)SOObxGB3D0NlOZU|v%>X&8i3r3qE z%4McwediRKo!({kFpdW2ICY*v!rYT%Gl^y5>ZYt9R1+4tVGVAlSz4Z^%Gg_^SwcSm6o;`iO zYgv67vh#iJZ~x-_=lb@J%*>3Yj-`FuJf04FM{c;EM5N(Q&$~V#n!bCEh3;GA!#5; zOG}rCba!`m=O6+KNOyO~p_@Z@cXxMp_>JCs-{1GwIWxmy&+NVSTF-i(wfF4qqPCv+ zTN5 zPPYfr5A$3bj>}U$xf(bXy2NEFosyUMi z5U*r8DOP7w6;N=rx1!wQ*{d)ly@ZtqC|ystQw-pNQTD95BH!Ea7vp)f?Y)<&SugrU zo!sQ4!q1?Q(Tn%LN}ngJ$i(wi$oWp=8|318unm*A0A(PRcFcUx*sg@5%QV}~2K1Ss z8@P8Zx*r&QXhWIwY(1PSy^Oo5TdGXi>cI1H|E@S3`p~0xJ0qG@l|;Jj!S?>*wDcRE zR;tHw(Gp`?F%i}68ts|*lAxSUCwsxo1n1r_2ER4yVZSxAXu_*B9A^3RF17d~!;z{C z*E3iG5by}zy;PO~7x?TfUE!iRBN6Rt=E`bCu{Im-MhS&JJT_mVT~E;65KIyrpSp(U z8pJ;;Rg5VsE_u1{E&858Zm}KmRa;}_(01E_ zOGx>v>)pp5c8w2(cvZ0j-6j%i2Oexf-FN@vg$YFYR9(u4N;^aofuy8xUr7o_8M}hq zvi6j?u+t9uNcr~%vfmVLYg__%l!V-<;w+B{pC=zu4H{i%>qdP61*F<03oA86sSP{x z9-}}mGnzEWVsaIM9hT2YKmaoVEWcN47Eko5Jy&$BG+``x+Gho%i^N;bmX|>Vjua$0 zmOV@M89@sZp94^}3N8`{`os|{jiP$>4`S`sv}?uNlnTF&Vi8asF4N*R9aRiSDqbwC zqwMP;{N<_Cn%*bSSg)%OFjVQQHEk{EbSflP89W)KQ`_rss!@%ImOiZ(jKZWP6Au$ReK=) zE!gIossbV_q^A67nj`5yp|>z0PnN1CCFtoj+$k$$TdimR2fWs&3^)-!3D z>|MeGz6!9_sa`BFT3X@Wr#e#a%t^Ie+GR4 zJ_&kFzt(9}VOzYFuxp_TIUzpaRp%z{gsjES$bH`OBKJ)o1NrezAt(Wtz4(Q*rrabS~k~R+DO(Q0#ybV9Q+&QVb%UyUh)&6~A;Ljt&^QOt^hx>n@kfq`L;#)t$uuHmt zxT^SM#`){XrZeYJBJT6s&M|WaQp^!Uxxw6jbm+fQZl@I`)Ts?ZSJ#%m!FBH{0cFc$ zG=VDBI3x6ml4xnZE$uBNzCRT&>3MS=lry6nFE>JRRKD}?Guw*Jb_3P=eL-FmS*ae0Ct+Iu81Vbx6XK1+lKBjLDE4JJ5&jR|wO~H(K!(ugwJi<8F`2^j}c< zFBwo`udzSHH4zt)Wi1PZFLSD9qI!odb;w8E4c@geyQlMnNr>CT0pW8P+JDND{hF9f z<7iuM2SDU#n%-5M^_(Mqh(|XdErWviVl{BS6|?BI6vH}gG|i_iSEqdCe2y-TRKn|Xh2`vQwhZ_Uh+Q1)tWQop7K0{PeEBy26bO@9Mn%Lvi1B6vxS!wxFKebH|G0P((IM@>gfi%LgyQs6oCE_Kv)2f155*R! zLZY7jkl|w`xv*(x`{W$1I2_qHs^;e(n|?s9n}0+nGXCd|LG}Y|*phD(Kw_U!D{*Vi z8FmbraytBV7T;^9io7cP6X;;Z_@j`5gS$6R8qh|R zu=OZSvzbWFgfkTBC^^TWyI5hz%0%L}ykAU`MgPP@Z_>H{{DWj*gYoX&rote9|es$&DkOXd4yKlTSKfQ!0nUsYLN?hp~xr3=n2L17L z0H~)m8FcfcIOEBQaoP^OYJ4q!H~(W)_G`?cSQoeLr^oj{A~!3%^UdlfbSa&ZCL>oD zog8nz>S6QhJFx!o8OqVTkPU`PqPznZu@DjbwXE_$#SK#J^S!V}_T-g%UG$(TYBE-~ zm{k?dhlxDnAyqYy*5(Q-^&O&$Fs}ghC$lA^ZpSxv*(;HU*(nhONlZWfyU(#6XX)JTtlc@#*TWBi5M&V zP%blq5t`|oZS&E6!u6x70NqKhLF`ho@ed)Ud@DYfoPF0{sx+F5HBz)0*kF)~He|$U zJtDKBRSx#%s)|avT2>41yd8d8cN(kuLC%GhC8B!RDY6Tn_3J+%bIIUkhXa(b&(Ub4L|#xp)7aZI~KHF*yV(7DSW!naLp~U z4~(Je_}zGc+o{Jow%)Lh%HxUZaC-44qU5r;gAAc=Qo4d98Ot;gPzd99m++M#E% zTvx!K69iU654Eec(22^$<06k=>^#MZh0)Y|htw!BuW`(vY3|0(hJta|f#lN>q7xqGbZP zNNF4C#MvaWOJ3?%RrJX%mLR8P7R)jP5S6oc#TzwztIlOyw7)B>YjH|JG10s~|HXDD z&_R1?+B3bCjaOn-edLB=X1aW3%x@S$;VAmk4OnHm*D>`|Xxv)V3dd$mRu(3m;yd8=?G*QL}n9+n)I>mi4a} ze6(VM;blEpIIaK0!8RNCtVw>{D*p(rwd^0uJ9D^!dC|}IWOY%QzfDJV3^s6>++|z_{v^4CE3~+2 zG_yJ=fwv%2M}Un(+;IK(hD+%$c9Z11+(0mVyM4O?D?^A*C0D(X$Nnv}t=n zS-8&C{;X@3%p07cmM^i3M*aQ@reeH`@*RU0(Lz^jW8AK)j$>l1g)yns`}yfc*J*AU zBk%#PeQBqI*=~qM=i%F&yR-%NTrL`aitb>nFp)Tu`XH-GLL*rl3R3bhyq9K(WB}n3 z5#A7+i0bd`7C~TH{$pTjlUn%`){U2u{m|0D!XWWS{Xceit1S0s`*wO2hMl3VL2CN> ziw5cFdsN;M?9gcGlEyOMTaIkibh?lWitojkdT3Ixc_Y0lwyLQJu?*e|J@d3+vkxTw z=UQ^8sv5ji>wVhS1s76yPj4Bj0O_vE^+4@gXdanxF=>7LgUg>%Ikmm4-OZl;3{(DA z=Ciak{Sk9NDCJjbuL=2Qybjc?vw4IzsL6cdy%9;csAC`so_W5Ft_>;}6~XjNPNaHi z$F=UHdPoB-)^;6(`m$Wunk+NL{id>Xi)e|2MR=c-5cN*sx0tk4>nQ=(C1exQj9-?{ z^wvCQAQ9|oK3RQRs*>SpzMe};cvs|U9-K>>p%8b=aG1x>`^AcMw@XXt!~2jiAO zbYnbZfZ#%}95xcNfpk+$8IfN-oL&~S%(9|bAnrMLkGTReYJSCux$ zS4hYshOoXiYLXV(hX?#YlvVl;tDffwDSCZe!ryjQZIJhgHY82nb&jI<9IF}mj9~2+ z2i2Ue*F2&cabmd(GY??wPYYBw!UQ0hv~Cqzzys3JktnBXS~+9T&v$F zb&ny21)7=PXk22#`kpRzRJL4dyajW1L4!uDBVE%S+=Wme4mN*}G#GOr7TT%zf+5gV zd^9P?A#GDuq}F6+FH0!0@Rp9GFM`{lZsmvN^&j7>GQ;q_O{E8y_sI5G=JUmOXGOYp zo##!Ytd$QX8Xh&YTu0HmA_p{y0dVK#wjVBMk2M&4xQzDHNIOa+2U8e-RlnY7lMx)& zE1x;=?|=fkjT#5GCmoIaUA|mzm(+f}$gwa&JBB4(ekCPzKKYZ&De+d#sy$4b%J6nh z^X_(SdKQqXG3|C43uSozV)((&%jz~BBEu>1fX^}o9*B*H6yaXz#T=R8>2*wL8rTw9q`AWeq5uG@7-9&Pa94By zo`bZN8R?n{;Uxn-y1CnnhRg~noOa$H9?vd-qomY+F|iN(dgd#d>y_Ur$EHr_yUNZF z{jT<#{|v>AtbtXed0sU69FyK}^1>{3)Nu7dA}l{}3nh~>7wWC6%2cMNOYxXV**w>! znQ}d2^VI^ZT7tjxD~}}89cMfo7+BJFnkZq1J#p)9QieShPba${4Pc(lny4!le)r%T z(gbG`Hx>%=CzF0GmW~d8ijQH8{oPguu`kx2U*)mA>hL)H{!B2%y=_b@rNYPiSsQMQ z&Ig5rXKgU(vy4&=zgO(NAKx{F(Xs`aAjSb^9dYxAiXq78YA)~2@QOA8WK0$li926# zAN~z1ZAM-*Ug^!DUc05hqvd`FE5_f7w4u?9#~yYIG}YW5!L&aa+=2!Jf>3XaodtSE zqvrRxS2n9gv)|SPo|sbO{*B=X`CFiQu{Cs1#0yxCr0_;< z52akH0gqf6yudDad{O;)pC|m!@vPOujhz1@a9=9~Jl=oFu|FST;dNLOx`>cy(#U$3 zdIc8&gw$Kv=HO2&i47NE?vQt0AkyJ3(wI&8&!{^a#bVOLs6Cs%f3lPqB~0D>m?@{KnfLyU zrldknxy$J2nixk`lEK)g>!kM~S-ZnEBy^?>rQ#KB?Ti=bUq@miyPokXjNF18_GGen zfyQ*i%&M*1p3Ts~MJ+`J*2aWI18MA-fvd*os>>s7 zsG9M2=#PoTVmV!XO>ZYE7R`j@0<}y>{J zy{Gd@04SIamUeElL%Tux;Z&aG;T5+9*+t>DFV_m{nlDeDP)-_OJ;w3GW zW&V*`nB1Q@34nEPYGx_76{+>s=xV-S>WT~Mr#+=4U_5S(b!fN}nTK!t(pT#O3#a3` zk`(Lwi>RWD>y?vdoU~xM^*`OkB$ERiZI)!JhMnvw*`jB7RnAv$gEz?vDoX9RmH|mh0R~w~`8C;GxFdnjseCjC)TZ=T6{XpGV zDY^uC;N)=k;;D^9=1Toy{fKJ^&qke0U`K>Mu7bwIRncvJsqa5^X@%lH(d%H=rfIxt z(K)_1bvQR`_4Mk#i$AW(3+{;Up2Don)9BR|##3%u(~h>$VmADBt}{Q7gU)rY+Wx`u zhN2v4qk>j5c!YgMa&8gHCELgKL~Q~q2yiS=O}~$rC|kBElc%*I1J@~#ja1RWz_WkS z#Y>g!d{-D+C36Qvevy%>EZLG@HN`@+VGBinpZ{Q2E$mrgwqDTbp$l3+NY;j z=e{q1v(aN&%(Xo*&zC`~Kc>gIy&_jOCyyT*uSvA_AJ1LwWy6#PU9|C^iPL86&a~u-AZ9Z}^c_^H} zJ5Z?=`_=aK4J*@WQ9b@3u*eX)##!;&_OfP3DkPB`+Jtu7o}ktwQ!7l1WsHh0^ynLc$_RV!LRx8DeVfNRt&{NjT_=nor>yUzL~SY?z;bui`{CE?!3~B9V zX`E7~D1l!pEhIX;i+4SQ>y=}yuJZ?Dz|p8vV*Q%4qS=ExH8nx>(6*Z}Pb|j{c_pU$ zJ=q$dbV^;Kjya{CTXd?rTF<;LAu^mq3&{5?*8#>Zx;Ux?3CCj0AEt-IC&l9NSDSGJ>NpHRuVj!Es4 zs<-4(fy?`67n^UpIb>+?_$N&m5B0D{1y~2tX{9cz7lhXg> z_mSr5o;=CUlWEm8H8W2fTegEU=_j$ck z)6K&V;5ugMek{fF>h1`TKHGyr=@oOgIbG@qO%on=rJ5eDSE`qOFYL*=Uw1S;9p?>F2>=suuQ~Z3PzkaeBy|N}aJ6 zUXc1^FtYP7#dFJJClB&Sxf5579{aRb>|dA_er|ZA5PVW)!?g<(NGA#jY0Ob=nl-`< z68@r)A2fN<_ZuE}EDsR0{Q@KSyQhuz7R?BRo+Ia%nm1K1JP&3C#sE?s%1h54T|U%d zuT@OiXxfe?#OCW}J|Z6y2tLWRnVB1L+M2owu8+@LiH!quNXVC0OZEs5o|%lb#K-|F zNLP8hJtSK6L*6&|rjd!2xDQxxT&8+Y(Ja5>Id@ESwf9aeXE&_B$S~uk_$Y)J z>Apj0pLwA(7flD2;8M_XAPiHJ2qB!U;xCA_XpU1u{{H@w3oqnM^zujEi+H>f8Nn~D z>~ho<>HYTfD}-K)V}Uk05>szDAeyir=nn5_@m{_`%Zh%XQXYvG2)0d&vI7rwy}OvN zx|NpHWfAWHE{yIPaV#n5IUuf5^lx(AY7=A=F`A`Wby=K=lLWW&cgM`+sC0v7xI8o* z>zWG|VU&ppLKyBabnZ7Tr6%aEe#r}?NcK}kYT8@2g_IPZjUcWQ^StP2q6Qge*d%?E z)DVxcsn}L;?olMoi_0Qi{e%E7xwdE{VoAk{^46bv zm-*Q>uUB!O&D!}a&UH3JJrM;4o1iE5V8Jw7Am7>gy!o~W<=cQpYXe+$#P+ehgr{Z( zL7$EI&MM|jmE-B@ITXapH50bhH^FurHz<(Ci&6w;{?<*K_7)`law1F{U@?vj*hDu^OhEZRlW^Ic=F#$%S=)^ zd>K7om82w*Jh0JK7h(FLEDz7^PTch(9)DqB*MgF^OEu~32%L3_D+`%2EU4H5Kx&%& z3<)8py8}0=AuFgpa}6nq8k{v=2r2UQ#T54cMmn_pjh`>YMWHJ`BV!x#jD0cx+X`{2 zo;`}Ig;TOlKRNZLs3e|qBj=DtHrT&A%G82QUQ=1Mf&(L@*#X-~H`7Fx0??7j{SE5*6wpVe z5|C2A4Pt;hat|)TbHFDDNTZ7&3BB=cg)%IuL?{07m3`2lCuskrzX{4+*qML6wBvP|7?luy z#zFVBp}6E59O6x(EkIVo(X~=rsiY!1`0WO((WjC+e;cB|q&E|~E_t2KImoTh2!EZa z*TjiCA4+%ZinLibl>4r>*_}X|%~AOnkE{A%`G~YQu*SfOKDhEUIvqi}*gVMZ89ndt z`^;c|s7^%dzoxjPiE9)X(*cXRB#r4PZ8MMwuhqis0xtJn@7Sx1|2XYi#rISp(j2S9 z{u$GeHXm6-6MV9+u%GaDV;?E}YDC&V`&D)i{wE7fF%qxA^a&y}Ni(pq^_grx8kzOs z_i?;ZP^XC1SP_3y3^o;Zi9{s{60!1{=%-u-I)b(p6@i?TO&4Oi@W=ja2{OcHwXa2l zwew1f0D^4U?uKpLqFu13lB}T&F>@W5Y;qWkgL^nLnq4cigFFPm57+{udrxM>Kjsj;z%rZ)O>(uGS3iFk^IqDOYHYPRqp5hbwuWETt|8SsJVp2bU|H z?&JOQTd7p30D<3zK|*R*ZmlcrliXgf&#}=;J>4oh5$vayOVTLUn$zliUlD$L4V z4G4{MLumL4LdN6Gp<2`pJh8PViR`F+2ot-?eI!g=&exDb{9p1lqctS1Ebb5N*H zg2{6}J^$Egtti(BJvbB+K5XFHt^XzrCoJ7BKel1Yh(tjoSPL7QFZQ@~)(4l^tMCab z3z-3)7Ww&6ktUqa4joO+iTTaoUSl>5=iKe3Suf+jwsu*s=OEi{1FRhrQhf0>xKbNw z1P;HrLPs!$dNIu`x5ZmC;Xas!ymZ;m{+m*%RmV1lW`GUzGt{?RrX0ZgbfTzrdyVE; zd1d=t`#}+&$h$*`hRf>s@Ve8qxB^4Km8yr<>VNLk(C&O$<50pBA5^aNll&We_h?dA zSP+J?Wdck368S`gQ~OFq&~bD!Qw#D@H3;Ai;9NLx=jDB?IH2l9=vT0YSj@eRhl}&D|335XfE$SvIh?OF4fQb=f`0KAFnheDZy+8e~w~2f7jUY*uSL! z7W0LYo&qKdCc|aAmp6D{_S^`ufH%9ny0C~QnBAe@6-A(4ekk& zelmXEgsy=4LbG~Y&xLk$9`4C4pN_;D1qWo(Y#0S28x@&&?@8*EeGF>nc^v{ZyTm|bk)JyJ+mTjRw`bh*bN;U2bQ&mtv=r#rn) z5Bm07s4hShR)h)Mne#Dh>GakG=MU+LoG9NP4{1!deZe9AX0yaYP=~c+5P_(8sd+@+ z@o(q*snrfdjT{!ux9hqhVqyn!vg{;zE%g@Y(Zb8w2QrzcXCN8MkxIsF0O{_oEX`IM zeWgKXSs@fqrT#ebq;cv^@i77BCnCbMwetMBtnjW<1)nA>n$i(IMpk`A*YKsr(2$b| zoO!bC!>Pxr5FI-QLWGu|#%5FmFVY@6ACn|{rQeK-Gza}0D2)!{w}+gz{WNA|wDVJp z2vZ<%z#4wRzm&K>PnLu?2o&UNllm7qhRi^?oRLg68EkAC6@->2P%x<(WILLzd8NGu;&UO?3lGbe}Abk?xyL+(9(G1O!qitwp<>;_lP zyJfyBIeZL4X1b5SIQ{5`wER{GD|%jB!!v2>2Xc8ebyk|rhj-4UW`I}tume2*cgn(@ z4?-xZ8k82JyOn-pI9a}FS>{6M*(J-_RD*La6LV5V1^B2W`PFaSbl*he#3nSb!F#$; z2V1-h5p{a4;h~UG)4E>JrszVsTZ!V35H!PmX1eqT7bHlqvR4}{nM)#=>0X}IO6EPE z#~dS1ReIV);HRH;2-rhz7x;&VLuHWcKLoXFq7NHJ1n7Zw4G+CKpty56gFWc;hEWX0 z#ga^jjm=gXY=YZdVsLQ1*B0GZup$*E8FC}>OE!UcVN`Mxqg{f~+Jge+U`V~Y!nxY+ zjKEWN<+5$QrUs88%#sRGeI$y=j6LBq%Io^3CxqdqynN3A{ih4^PrjzQ1yRz}i1fDa zHJG0Ems2>{@!b#+RGn{({p#v>Dt`($@Uzl4DNgkL?$(w*bXJnQVJm$5R@(g<{HK}5 z!ANXlXxHdR7cudW1N_9yMk9o`m(dnB(iHKWyX0O&=6QX-EZo7{5cwta8Ltm&qXuJk zWmEf|D8V8CP0bsPWd*Ax#`KHLT`SgReQuf<)gL{s$~=OQ7TT}MVx#07kOR}$Vd*qS z1dVUA=#8$G#6co|e|E95In7O9LZEC@A^p9&v0c82$G}?YObUWmrVQD$lpm!pKR0`1W$RVX1c;zCpT*{<^?Hq1*kzbx zP{1EjD-fYs=BGP@rZ%ImE<{7v(9n!;gn6id9BhMA`Vn}J*7juQ$)5|U(!hISGpy99 zf}b0)nx)!wIcN=jXp^f`VCQG=5~0uKw<;KG@ONT3>Kte{iEfn66gal&Fs0Mwm_5br zLMqVWZDH`<#SerQQ$VG7TXw$~v6j$yxnF)c-zGd;q4-L}1t&6<=asmzLh(~SIa3eW z{XAY{uKQmnVR}l#1pMkZ6XZvrZj0qSC_!tFgOooH{bu{V3%6eWdvLQo;Zs6nn#|O_ zlF;-iPm2%u<z0>?d;D;E z>s#hz58bBHu=TLSE~5kD*r8K`F5g;KNP7EldCWE?B1{>@S^)|8aBn52!mNE9VlSGk zCIaOp6pD#2CXJ#xpwM?D9z1|0e;F}VZzE}r+Qv3$l7JlX9^=l@_R$Qn!lrn2+M+4a z9#U-djF2k$X9wHo-_V@R6N1}zDi;d!Gr0mF2ps%fx z5l=z*rGBTg3Xt$k_4y?nUuq@{c?AD!R!JWwY2sl@SMquYOd>6g!(o}jyVsE6PWEU$ zS~W0HlD`_z24C(I5&XtvdqVD|sW_%G;Q}~gExkC|59)qB_zWmytBC$KO=d(_LCvOl zC{j_xT#nzEM?imEaCrC5JTK|1o`2G`)`Y_^;2#)r?M9KGHVhtkmCdTKf0OXcv+}Ou!Mx2vaY(Fvh>|(50HUdP@0WMM*NKs7;Qsdw|tYN z@i1a^G4wqz5i3W741D~4U?bOA$%&(nE)D{Cad%nE!9 zCBf~NLCbx5wcsD!tf8X6ZeLE;ya1!UhIn#H8s5%LV@c}LYa`4Gc!_0ki@-^CEFKhv-UG$oaAu z^)2Az4;?;Dj+THuRLB2ya=02#f+cHycNfPi+pQ;<#q#qXzwbRWq)x+n#JN2u*e$YD zCZRjDM?wVu+9&ae88pxyadM(JRfp_wj!TsJ&I*M6G7XVRkF6{Ry6tVP+hi@Cbzmx9c5PwI<8#M~JJN_fD8y-h!nIyb z8@ZUdaUjTgrG5L`E#Bh zrlc#b`!_Bg32NOiEtz|6Qs9)05nZT;#MyuGjrn0v$*wq3n8*eZASc!txR9`qkPNEq z66e_JElZ?xd9}^|T7UFK)u=;hAqDiXDOr3!GcKT{12ALhgW6vTjvZ#V19nzoVl}1; z0RMNO9t~MX%v_Q{%xv&6|0oY1?b9(NzIh2JaAj{JY&r`0YQqJ3%V&t_JmMS#w+Y2^ z9KADlS)@KEIMqzD>p0U)!hbg8hV**95etOhH%_0Rr$(hqpAx9<@>(>MH4m_}3KWf4 zKZSt#zY|Siqx%S)aqs6sf|cB2)mXa zy4K}!%tqULayZI17@S-z&J;NBcG^%$8ZoIfy7IXE7ax;;vL{Hou-8iP>dlsYjZK=# zS7v)+{94~tr)V}(2nEt;3dFtk6nwvEkvy_PhYoKEsI-PRZe;C+U)|C*_{ZOb$0U4w zjxN#RRo(MCLFPQpOLC}!h;t~8i~}-t-sM+V_!@Po!WDYsD*WH*OeGjkN2k8THOE)J zPQsI+bEjFbnOegS)~JHRu%KuxRdT_0Q1jONM9j!qI+ZX4`0HW)O#nS8WM_vsX4`dz zbqZ@K_d;#-Sz;uWzgx!hn7bUNeB&Z-r)ujl#hAC2X0<1Cf+NNxKPL#L{WZhv_JWXm zGGfYFkl`$e(<=k+M0l%8+b?WY#1C?f{vNe{|I23%_%jYKqg&fjI$HPI^;HejYxFEm z$I+NTN7uH|i(70L?naBx2Qa>=XVKBaGHob!)ZKdEcpFFd|gE@i2N z!q-cT&Lg#kMm0U7n@gse=97+RKZPsA>V$YZ8hHahT}3wfmaF8-mnYuHWYD^JWifc- zF6WE$Tq0SAIfg*tsSoj@mdnOcS5Pc9KYe0jZSyPFdBqJIyoZ~%;VssJXIi7SeXDG9 zqAF#LZT=lj5`{+GxVCc%vTxmHsRgH)O{N83@9(y=*UTQbx=sK6Cm~Z7OS7(W!zI0! zG=>!5jor2Ki1p+kHA?FK?WcjBj~h^k&F{R`S0YKfBQVH*Ri7j`*8y(L+|;+p31p>g zEOwp52<>m22DgmU2P-3>FCA6a7)$lQi5C_r&t^+iAXMfV=wrjTS@9#x@G(1`mDd>C+umKs=6A3^aM5MYDlC1XBW zF?r10Jah1&F2GQJU~RSN8hc|7%$ceyqKIw?>6X5TOio7{uFxo*?C!{~`AWlLTbfS` zU{MFD7slYa$P?VK6*T&Kzc&!XBn^z4-+kZOsY;&a>^~d=emMHC=}|^B>97=;syT>M zlT0cp`6on+zYh1jIPJ+X)eEf9;x_eby$R0-#$1)h0zxEk+ittG?qhh}f6py>+>U_@ z$iNj}S1aSrw*yDNH|}^JQ(NU?4Xpqa1B5Hx?YQKR|b z*7IxywPEose)0u6gaaRb4K2l?<3psvo65A64!3ZX`)2`I9~5>j^qZ@Q-IsWl*Mo@` zw=?bGpn6QzcrxwbdZ1$9DIe)9=8~itJEJGT(1Pv@%!4cNNGVqE4!R`n25>?6@9M2` zSP1XZ9tPOP1~YBLf1e*zto@YwaXH2|_SR)k%5A96HsN3>)xg!k7!-mS}?{O&mRtw1wK#7?LPTqipoPpfrQmwN30l#{}ytG!l3T zGmw|8gK34*q&&czrm3hAcyl_TU4D0-RH!=Inp^wgxm4DtDwSxSQMm1Z9z{XUI{uM3 z+AocY8+}u;?c}#4gc{3H`%?oP%!R|5$adsBh|Vj*-j;DxcBu=po;-#25*B6XL6~*HqF?pN~WD4vnf%OL05sUOc8i)<$p;H`XOY zm3wTX(>ghAMP^`8N=OnJRy@$W8EgXvn$_^&pQ@7j?(tOr<@}G+;8_ z(qUo`2|pz+UAah`eYrsCSTjKl(b^dJhZ)yxvdPX8y(E07v#a_R5AL$>N@Q3(&?_x7 zyY9ofuZ#3G17TTZVEXvhY|o}lQBM_wM4F;v!4n}&pjtyNRe5SJ!NNbGO|TBnsmz8M z=575Na^2t7Z`mIIAOuPXK>m;1mV4pPMs)9XE4y2i^{~`bxQG5Q@>_A6PMyx`EXoX6 zb4bhL{tjHoa0gsp-^G;9{93iQUF;t)YWHeudAVRiISn>?#HFTei%{1MDnuRCl?Pq8 z1cOv9)U?rZYvvThd3WWcY7};-&v7?NN8$LOmmdfVBWZUeT{;1fR@@eh+E*?S2Jd$h zrtrz%j<;MguW_{X)-Qq6?Op0ZD5@ZC_P!$rMCVXVkg3Jj-eN^g89KmpYa^}`L^y(^ z*}*ev0-2i+Ccnh}WI3?D$KcRKhjv4@pgX_4|G4c((QnTo_M=#{Kw#uQ z!p+SbxcE#FIh58yBr|wa^we@9=XhDs&1RxB`a#(~NJnmmL`|ZlD82kx;bOO?h#*4Q zTClEpPou8yUQ+fntG-{~_)byR8MTQRUdr)ms3AgcfKb{VQmFJGtA9N$WWNA|b3;na zLWAaxcl@F1`1QYw&p^BVUKS&*Mhs*I_(Fh~M^_hbG2RVC@<>{Y3ThkH!5GG*V!l-x z`yD5Lrm?K05`Vgf$k&NV2V9$l!LxoTR)Ws*j=^of>@l@)EWX*J&a7L!^vLY@WQ3T+knzl$09Veti~El=tFPAZd(=r3;9M z1I=J}!DTqqVV8Wab@Wv8jN5_1a567}4n*?3TnG$)9R?(124%ihB2~A|tyY@_EbGel zU;HQ%bx;JyYLcXf!7bC8I}Dj~%CGe=c1QXMBBliZf(*2V0FN`QSDRrs?9A3-5@@+4 zSb;`Og2?_^wN^s;KM$&CLxa68fLniC8m_u6dk$mRjG2b=x*Mw1hvIK3Lmt;e4uQ$ zypJm_a;MUNdH!cZNnCBBn*#-a z3BIDdm2Mqd!7bZ;S^4IIi@D(Q$wRDkgyD_mB0oQ3M0*9dzMaa&B$R)FVq-+kjMakE zX`-KF)#llof|+IuPLr+ANU1$zp!wy#`%5&&pu$XSRQ*W~@-Enk+GT9%Y3J;OpkBnh$2tq91|F70pRQmOJ$a=)`_lyAC)h{im4r@bsC> zB)Aji7d@_B`I(YKRXh?$IN;O~WCjA2nXZ0XN=KXDXPK99A*D0*dAUk>_S=Z-Dj@ZP zE-M6SINlbTmqwbyG}u<~M(|*5er+Fb(y$t2+>x|%)8d;@cY1A*WT8TN`po~x5mUfN z7x5`72LwXgab!opLalm<3-x+^Cs;^_Z4@q6X~D}cjq@;VPns=t%5wr8{~rfnHasSY zT?$>cBfxchZs%#C_O>?{QC%&ZNX?}@xd(1ofuykbg zA=B`ayK#hOHNO0T{71ym-nN5EV`guG_+M@p!^h zq<%TF94^a*CQMs=YB9)zh_90-^PU)jiK!rnOqeRB{k$=|kLTap%l80mQzFZLpj*pw z`0|;rarIWL2(7WdlROC{+t16Y`YfDU4_+nL4H&$1x=_`a0B35_{3lF}bp^YnU4coU z=z}S%^+u|+{`cMbf@eA~f!}-HZwsSbUnaqAD}>Nde~OCU-fcHXV+<@WPUCnwP98LH7I zycOFbW6N#)WK_bQTmwl4991cpG#n8ABJd58SY&m`{K$>Sm5Mq8-Lpx5CHy(4rQqSVKb`62X-p5J9Y<Rui6=nJ1xF$>7F`W@~K z?nQmdvDhrCZD$Xv(<>llog+Yui$kp;D1l|HH6P zeSrh;5K+<1n^%^QgDM{YJS)b+h^9heVb4B+f z{Du0@w27T$8ngGrKu7Qv&uVR47JzqfuMyx^(K1$T0>y(y0dx{m7Y+^I*WWb@bf^D| z?A96#xSN&F(Xsc)FN-kL+N|Z49L?ZOP0*;BR_w*}(XzRie~ndda{%t*!)6~h-ZN54 zg;Uja?|IyHT+(XQ880_>V+mi<}et{oqEe>7FE>8<5$(H>ZS&tU zP@x{)|M{OjPrsMdNgg#tG7QP$tC8k4s5PgC9Fq-UpV_Y4=GXoGf<5x&-gE`NQeT*L zSb;Q&6pkB75?Ky*>t4170-Vf^Iwe z3P2}l7m2X{!n3`zX;qm0!*s8NaQBJNhZewUWZ=QK*gnrkkD3i-QlpNe>he<0tT{A5 z&+Iy2wG^q4RLzao#iIsWK>FFCkA+@AxS5tp%L$Zg0oA`~+?d6Q;xn`*>3Qqho!L+# zza?4HL!b6=!eJrJHkg%0kjs_FToU=BE-Ndt)3zv|T@!g%yfk%Pi(7rcAo9^+1u38~ zFI;{#Tg;Mu`hQftV{j(nwgwv8nb@{%O>En?jW5o`ndpl%v2EL$*!IMBaguXqYdz@o{7PGGbM{TS!*$EjdVZ>oW;5UWBd*DgX!^$)3ugseEBG(P-yOd| zw5#@2#@fbgjrsbie_fR3!VBM!Km#(rYRTI_jVf;8nOSkCzs%Py%pMmS(A9h@k@DB& zF7(?|ad@a9HYffmuE|w7vqTqYl!NkZ=m5|l{b#hwHW8Vf4uO)Lad^rf?7Wbi1!98o z=pJ0I_`f55%SBn@R<(nd`E0YYU5{QYvSa_1vX>)-3>vKFcj7%4h8O+!OK*aY_5Mcm z)x>GtwW1S%oN+ww>wgS|Y8@H`fCLK>*8Lap$P=QgIKh76Aq>i^MGV&|vNTb&)ShV$nBq-{~l z#M3b^@2&LRLNxIG-2)86)_IYa(2aD6ccq>Qt6C3b4z-n`1!jFq4x+xxHHJ_RzG-R1 ze+Jd4f=*oIDrqvrmq(3y0&o@!7nic9Z^bG!XJ~8wxAQ;|lyuGcV;s0u7Y5@845}qi zfdwQhjBxUuNiTa{UsVu~Kx+6>Ea?ZLxVbHeAiy{^@t*m2T& z^R9Ba^225Z@3Yxkj)-|sm}Um{zY>tVEe2Khwf4sUFPr#tCW+cQ#r?P&XYlM=DTfh& zPU#?c7-i?=LVdHO76JY+zGOwMg_Gid(DY5~jW1y*t^8cAIiRWme%M<+cAh&z@CSWB z9?HWvM|rPquh*si5Oo6?j%61Wi}-=StCzQdTgUiT!Sml4=vDBZ-`zESv=7fk+8S__ zCvAOCbCuFtvePV6*_IGhJ!dJj3^*}@!$3SOZIrA5@w-I+AJMxnyOt>3%JA+d%c4R) zU*4Ew=4EJPU~^JEKA&6w*>_`H+=P{v(Uo;uH1S%c1M#G)jDz(3mO{GYTfV?B_ZaHo zCu^b8@fwR5yg!QS0T^ItY0Dm!hv?sgzkBxiU*^KOh@#Q{g}-O53V`>_7Esq4=>P28 zHIO_~BV58@Z*?~>G16bXGuB^qTP$%u9Q69Wvdp!VqQ5Bv#@kYT{xaNNUvmNZ-#Kq} zI~8fZ$?aJU!{*hz(Xohj2KJNIC%S=%`Z3|sDk%QN$f~%_)_!n?rR7a} zbNa?!Z)yBOu0qo`JiY7pV*}w7H2|qT^ikMtseU4FGbLJ(Rpy zDFcwfNZb^(_9fhcmY?#B1=sE$m6HDi!67HJx^r!J5k(~uD1rso=N`U11KgLL_NVU=|>!7zQ z%$%k2kGN=RO}iGj)G|6wV^R#1rKG7F2H}Ln2syRV>1Nf}bysX3vLpUKdR_A&w}mce8(IUPr-{kP*UD?B z=iyWbSSc6Fw;lQ3Q50!p)0$oR*;l!i@l}X=J>@S+FvkoW8 zewR|sJvsJ|c-&Ow<2eS1y*Y~JI)kTH*%p9-kOKRUXXHReTZvwMBYq&`|MV88_4=ur zh;>ZxB=63 zbW)9|aSWXFPlR_Nu#jv0b&HnV3$G@Pjh%}&{LL$Y`w?#3X)9*}&D`G@2=ML6TE?r1 z4z}Dc9;SoqZ&+C^PU~>UPzPyO1756*(Jj~^6=pt-;!d|Uh-+3|llWE{VE#6Rv)%Z` zc>U^NvIsc({yJ9MZ;>2yg-oHJb6s0+mQ%qO==QjL0(;_(zH|ed0osrWJ-F=NUQ9tQ z*I+PW^9n++jsA<{&5%m_03@E{0E}O?ptFo;<$0E+*Wtq-8Ym8ZhiAgi-ziWbqnk#M zyX0ob$q%n!zjW2m85l_o;m0lDQNqg;yW!4t<{+RU!v6q47j4;b#;Kbx+6-J+(%y^ulK5YBA`fKx|M6Zi?Rb*{h_ z)oC0Ecjx_#zO4uUt|pH1Pl1;3m@1tXw} z$Q4tFllS;@*XW;qoisROt*ndtH|!7Jkvru3)JI)te0ty0^BhXM`{YhOE_#k zM%2j>3WW$IGLh?vZt$1`GdiDbXs8=B?`oygvs8{&mxC=%N>ymEhuZaTCDI6V1;Fc* z|DU`P``dLT)y?jJB9n_&x%^D7#z8Id>BpDm2EiFI47f1}V9P%$t`>!xY=@51v zDkgFkV&VA7r}2=H-kzMf)$7F-<`>~?00sdi9MN9?O55!gYH#tVu{2;OUz~EUmLo7Y z{J20B`fl{VDlo&$YbH3=sM6JyDA#U?pEXKyLq{3iq6NVNhQpX4RRUE7Zj8)yQyyn; z(!yP`0EQ+Eut*R~TKGf5lRYXyMMDgkp>@wlw6BgiU}(8*xc?qQ6AK%DK+`W0%yXD7wT|F2^m3FSL-ifbO55`ZJ`UwWE&({ih-}pQwl`$-$DMZQ@zS!~)OIDUNT; z$F)zn0rC@Lru%jbYJ+Cb7^-bz^y;AE8}@>y5~{D$hy05)ds z|C>{oq9U(2z>Ls!NB0h$@j~W|274H2B(*{L5YGKK#U-F=tw9mrs~&UH_|; z=2(hf4SpGhcS{@+r)wJ6{QQAI*t26a^A$0HKN$?$ZuGG*;@-Nb%Gq6eS}?H5g-DeT z6#0Su1C#^E(hETa;NfEXzprx>cOve9{d!vS0D5>u-D5RX!&MlJ+~H3f2~yIjwF3Um z7jo;n!k*mBoI~he2g=jJL?5Ax!x?b~)_2wDuxmp`M?k2dQ274Sz)J`4aGmHpzwmml z;_$GY`Z!Fqi9hIv!pq^|?HLx$;wu7U7D+CEBW$0vNcq%Ln5-!YZ2+fwx3kz*e;R06 z3mWIgz4Oun%uT&AR498*(3w{~O97FdK$kX#t2)RbV4ZRd!lZW-5F!z6jSd3aAAgBS zB%=&dpl%t0aD01$zOrV>;#|ji&_#ofjvOM0@+W2pf6 zah2}ToStNu8xR%9GbL3reZx>~Lvc@?`hfli4s=R9AH9inCwsGs7FByVqGu!k;;o^| z1d|Yw!{-A>0)R0*l$G}v+X_v-;a_YKLQEB6VaPvEhwbn09HVq?JN-mvAoZ|*uE*ay zg|{n~AslC0`FZF@+wu*7g~Q{fu$Ta89o}(TVq+6#)RhnX{5wJZWj?oI2)CN^LeN;5 z2%da2s}7;xJyY2vqG2MFMvn*vPn7rXX2O=xmixw!Aq5c~7M6i8(-}jJl%5AQb**Vw zt}SU%8p#MZB(7#+5VtjSv?M9w9QLJIQ2n{+b~9o{o~y{;rSFrbwi-oD-#71db3aZ>@s@&e#Dt`z zSX??kBcmIcNtr zkd@DhGqnz&a!?fIW(awFk@lxqR1A*P*zqW1H1uaxG_!KA(qsTY9rKZF+;7X> zTwI?^oR2Cgu>_n02j0Db8zMd;d<8yWGQ2``c(>|Syane%qYsd*E!=fBQ-~&IW~kFF zD+m*og9~aZwLjr9sG6hxaJZe~d>x%3Rh%);2L=Gmrd+Zwsz63B&iAu05<(#X|0;j8 zNL7In)fq-j*{kBhQ_2Gnj`-L^S+UNA!FEKLE9qC&%^gPt+An=P9-Eck-k92MZpTJr zD#j-rW=5Jp>rum>Wt#tDY{F2w%24C4lg>foB7bjMxZ`k-gcoXel4(G%N(BOn4G8!PPlYy!GiiH<33 z_o;b5Z80TsO0GGoQpf`AT;zk<4~p-pib-}_v{Re64> zi$lqgvOx{iS&)4Rc*W&*;UnC;losEuod@0P@fe*PG;wep3RlN^bz0v)1ozC$hg z6aT2zy9_lQ{=@WlIz78uzZSmaRy{{b|HD9r}e{)`d*1M)PbD4uhT}o>kmV zkq-~cU$kEAO5|5O@CPnLx8{8tvLC%62+3#h>qA#&{seLWj*%{_MX#0s)@LQ227m_^uY=sLH`h{V=Y#8H763ASB=?yNBDlI-MEO7c;Ilm z(lk3R5>P6+(*hW4pfa`2h?!$W?CWuI3q9*k8LbI4HyotWmm}uQMb&Y$p>HXIZp6l}rSW7TE{OxGqqR>zdG$jkBuJ?Y{(E zdZCzRjJ!V$NzrGIH;$`X@qqGPvEi@;Nt<4G+yR@>xtG_2`xKL-#g$-e`)idrrW zf+5{)7J;c>uP$aj#I+JuY?qQ=$QWD!oj+#*FZvgqu1M1i4`e>(`+lVjL~ZP1XrV0o zGVKy&O`!*ZRkfccpsSM^8H8sx+F{4#P)iOE4eK&18e6YWzIL8nj21wsLMdwL_+&0G zkzszc5D8G1z`k`9)w-(1){l&%>Hz%jwQ_~HXiFz#Wg5^W3$Y99XV#a=&yrP035d+f zx4+HFd45cvkEEH$*0skHFruBQ{7eorw=vccJA0FXpOt2s4(gy;@Y=bn@LUP- z(d7z+4NKn75ByFeV&E9w=*qd^`FzRj0iDpgE&Jb5=?jArz{Ab+e|vkAmVEpHB}&(^ z<~4MNFvd^>`#-Tlv!V^of4a$H0K4Plf$1-y!g0uz&EW>V4nq0$mDWJbcumNd7n@G! z_hWgmPafBg_-(@stf#t5B*jCgP;I1)bcSSl)S)7vL-idiok6QYA8-u z@zeSZO1@KSmJ1a>>xGSbrdK8AZn+^K%>71NEA{gzbqYwl|EWy~ z2Ni3jA6#&8urOrcAS$gmS|jRo|9}g-YXFYDHBxK@B9Ef{J~WJP%|w;E86uG{Z=-+< z;E$`;-92(!L6YMLcNEB?(`%M6It(_P)Dk+>8NlLs_aYGD*_!YYZi14OA+!MK)Id%7 zy#zW6c3Au%lXv2m_kf|yA51JF-r_|Nr|yNT=SLWAwOE7b0&5rlZ?xWI!}FVLaNW)y zl@7yNq!U5O3w`({)So?Kf_icxG6LsIMs!P-7t15$Swo@~!uipNOrb+- zeGy^-p`3;ykqDb_;IuA=gK`Uy+WXP0deF@(BFXvuTz5};@Efz`WHUlX&iH2)1jx=7 zJJiU8J}r@~=}tFv9&;fJmtv;La)3)fu47UzGKZt3*(7JjbXjGNe#S1NVxe#8>wQ{7 zJoH!nihzEHx|L#?(9qrVD6ALlJi3b_O{Ho*0s>^E+io{OhDnZgf_F2Z+Gc$@L`n~f zi=Vojw{tl*reAbqA~RIhR^4rRZCUXWbS3(x#DBM>KS);W6s6G`OBuQb;&C%Ubyrxw z!;JPo7lSK#@a<{CKL#rnJTl@s>?4}CR43caRDthpxC4gJ?nL*zj~H&iKCDg?y%p(J z&opD~hF^dTeYH9K<3j`>2!dk&?0QL}c2}R!%l&Bk@&fzm%u}A>rd#sy)1phvR%z$lc&mSsr z7CNOu(i^7pav~e~Wh&oYDP1-LZD7J*2FwxRj)t7gOdDkk|4)WzK@Cz=r8Zc@ZE3+(T^vD*pYH3hl|LhcaKB4#7T}MGeiK-P{ok{DO|HUG*rNpI4lCd$V-xp|9`+o?*
XN^xUdUw3tt#%Wxi3Sz}=Zh6}FsG2?Kd3r;%r&UC*nks1rBN2i&+!}nJ5WFL5 zY*Dt&9mmbRdjTLGG{7{%Z=bfkKlXNvYe(E`S{d=FFTr=+o+D&e|A05#I!rP;wf9!_ zJR8RQmp%RLnXi1Jj$6_Kbj7^v>G?=b0Z;NE#wnUL-{cr_W4VlDqWPKrBE!$&Y-(PT z(1pP(9dTh%>5_)q12zd zv!KVF+ZXHw)mhW=>b*7#>5A*u+g~elnIr-`wb_y(ga$_opGCkV)u*^i($b3Vn3<{L z>=v{CApnrq-!6hZr?i28Y0a{~o*NTr!@>@Yr<}Fr7=C%~Y$Faqq_Le@Lw*Eex19Z> z3Q8xrLL9{Mx$Kt#PRu=U`>*;BH6Qmk_)H07)nC$jY&oL>>@AncWRgmCgMI2BB{1!%3AOG>jU7*opu*`3k$9)E{Z^Ga4swwr_?*h+|7H z-t0&@Dyx^#ZrSFD#fLZT@Lq>&$I|PKvdwCC+VOd( z!!&B4!f@SwzL>wZVgle|wMkwVN^0&QV5JlXi2lLBOHZb#cSLWfZ<WLGEd zCmREZ7E#;%+Aitm{)(5xNhSw^k1~R?ry(l7c|?eSM0Z$}@QS$OMDRth zl{XNp>K@u4X4JKlk5YOn2KtbT3?IBZ^r=E<$*ZjvM*DN?tYA&(hq=Tj_5U`mdCKr+ zsK`NYxWU5LMHj53ansU(*I)-Ud29$-HCepx7 zlb9UK=pTODr+y(=iz_XsBG}(?mtn1ajU!u+oJSm3koML}_#3*3qt011P>bGnXB~Eu{#G3B; z=Qu~f;vMK*k;duiAfY_wU%)t+OT;a7ij72;GIxZXdpR3ng5#C?-dT66aJJiO>Q?r8 zP5Z42Yqh?KmQT$5CvJ?()??#{^Q5MkIUiIsZxa8pYRrY#$ z*>a!8GmX1x7Jq9L%MhG)BWbb2u3Bh&)W^BY5LFJqwsG_GzFYM+kp6T7q9kMC0tSaL zP9{$Xyu$ckJ-$sRqMbPs5^AdhUlBJWWZ8TC(7`lBa`5{(rMor8=9We-E}k! z)e}GATyD*#<7pC#o=Gb?G1zNvfTO?HftmkW+f;h(QhEbKjmhuF0MyD!`H zVJgxx?l$-33cfOX=_&raeA`^y7!0DNZZy?Gr$2Itc52<^sz{Vrc#FS&>u9V`I4FV54!P$!=-g` z0(|Q1!%wBZ4Safj?RBTNf}7XhqdalFV=m86(Vf-%*03ZWuUs^g7j9gV;4wJa>D(nr zgzuazL-i*wPxjMJz7|!$gXCvtT z;Iwz3sFWLk(OKp*H8mScjErxajE_jep{bveNoH+v*&Y!`mr2n4j2Kjjha_qFtl|F2 zKVNGif@l8jlGDKKBaq92)X|*^<@p`zn|c0dC)V*P3^%8aEb`8LAu6bljRzUi$p-pQ z1G7U-k>mm`A6~hXYm*-nZ&=F$l$r5D{NUUe@|WfK7Wa|o~3W2oXd z6~l$Znj>Fl>r3xEI3lU?L*P72n(|ta75bTJ<&Z7FH=;(7O9bOi?GR1+m@wsi09A4TEL{(#YHVktUS@ zJIk@U_ahzmlEwXfN~kj$>4xk-4sY-#N>MV%8cPb9s4KOAISml{nhx;qE<1wX=k*%< zG*{7e$olyab4*M9m`;j)N?M-tCnBTwD^}rWiAU?|sIdQ?}E|{5ysKM6kIC1H= z$BZRx^u?7{4@c8U#YQ=owN(K3d`>SKt!mK)rg%PFQCn4JfX;R7_uErEYQwZTJ=`hg zpZv=ww&U0i;LO6<;KZ|%oJqQyGo9Ql(D9B@FqN_g1Eaume&cy>c7q?=k=&>dv^d#H zvCfvusG)LF*eMX_-46BepvMov*(|V$d#ML8>Y?Y&V`K>y3}BkozR>_5WU|a)sgl-* zfHLmaEYKwV!d5|jTU`sO_7nH~5`Xze!OC^q7Vw7Z%$E_4JKWidW#i6h`En+$UVb8| z%oEK`Qe!JO85n=singA$n$_01gI`qbQpk%6t6+oaDoCGPw$I5tXyy~(k@W|mkR=KA z!i3owNXebV$LP=ka9jWl1MT;Y{26VeIU=k8aG`$2wHCGT+aNx2-pN>~ z02;`HwX?N3O{6b>y%Cs8J*_g{9*0X-+3*rnR_Spfv1V=a#~OgyFa17M(Y(HRaK{75 zouLey@$@B2-GmASU$9?cO|^9Hc!8>_X%I9;dNFz{s|Rx~ju+09M9&YDRFX08#EvDt zBNL*F-o6o4(nvZ*d0SAp6s@U8+*VKl;OzPmG$~lI7jUYps8}{%&&<|g!DstMxX(i& z0~=@>{1;bk>sEjPNWvqaO>>l&&3bnDM*S!UDXbdjn?^}utGSwi2h;$!Lm@9xOpswE zso4JNRoz=jgYx3h8*p88u&sGjwRrKuDV;VoARCpod`TylJXjF%>=M2xNpA%_5C0i8 zd8kR2lg7K4@9#zOtC4Idrm2}hh=u0zySKIY3tF>E-2$LEk|}dhoc3W(@Y}3`D^0R5Xq<`2gKHdV9_oTBN00B=Jbcg8k{~2ldjp3 z*;>j?mB=-SRq!zy*V(`yoadpHMpL#E7T>K>i|CQv(3C$oirN<6fn|5i#|#Vk7rocNIvBmQ z9t&TIj&8e%T0(pDu|VCtAJ%TH*J*;!sf(rIn%IEpnOLX*{+;Ebuz#M-H13}wur~j? z9K}97ll2g4fI3U;9JWqxBc5E76ZRcg?+VZL6y}Y>k6+ zT?~dpK@XD&d}pC`q8i>1o3wR0vx=Jj`cW}B=68p}$@=eZ`@$=i*gxFWK3TR1?@?VI z@>4slo^(@3!s~rYIi%%X`DKo1Y9rY|@20HTW}RTeH_)$4qOTPnGg~hOm|B&4G%kt) zhL-k&Qf$kGKIRs}c%QF%00lbS<$v)OC^t}<0F@G)hl>+fnuWzn+}gn~OJBcLk#c)) zpO0SmbyAr2p;$c8^SFui_G?emjS+^ zC5No`04FZta^}wVTTEp(3Y-4PAJ1;}6N$K_Rtk~|TrtoWyj|W56J6DnC@t88m|C3| zQEbCo5fWJ_pm73eIIMM8_NyB2*KbwTZdk$;XO$qF6G~7_L{$T^GWY+`{`uuI>8lWk zO7b+_mgK2Mp5-@$Qg9PEVP1G)ivq?~J67+*+l8VMB&p)|WHs_Y-U6b_^@mMMUn<#s zal=!%BS>18w|zel2jmm9Y33c+caJtYwu>Wsv=8FSP?WJT@F%Xz4Lgwb!LM|(v=jFq zPXsTH!AYTnm*LEU_)WKQ9#+TXi9!+JA>NXphLU%jte3o7jxnk`l z{gHOA5qx%u0%{HU+s=lW0~;`T-Ff}}V1v|CF$~&7V)C1ma>1h>4Jl=OY+(*ifB|9n z4d*E&*X|zBqnG6M>1GN$v+p zP3BJZsand8o(K#kdcF9Jj-<07Y`l_LRqpT|vB=XWrGFY~2XdjDDFBLtS);(oPUh4q z&f;Bf?}iH^IQNcKdedC&Js%a7g}i|-@fOXblSHwJbo3zm1l!+!^$Wn(WKFL^2PyxF z3X_Q^v2(e|hE-+$xX=wMZI)GqC#`k$zJ4k|j(r_RK|#plUqm3Q{nh~)^7v|tILEpv)b@LD>gs^E^8RP2oO!5-~;6L? zZvgQ;3+Q`*_^{13%5el+bt1DEq#2nE@Z`Xc^8Fi#yLA;a7^(t-pESJ)8Ck-5UBwzQB`6)zus<2~ zMr773^YgFw%O0CoK_wD67N@-qYqPB^szO%%v1_e!0x>iTKkH#;~RK|k9KL{T5qkm0KaWoc>j685;oVi-}b*5*Bj*g zqHr;Z9aB%$ivO1h3a{Y z3U+^S0+fVv7YU>dub{OkbdNZsAWtx-Pp2$mj|^hmKT<4_4#j-%ZR7KuCkKkcfW-=X zH}HR&1@(%|tQqCPo7ECYF|4oBE2yY!zh`gB1E zol8_vR zo>24p5j#JyD>9q##%Y7^$2!D70P<(xu2@%SyxPXwL@GbxP=W1*;~*Qwb@m{9W4L-G zQ^u+|SSYp^f8eo7G1}Hd=;by}LyF8b`&)LEm<=gq{>?I2coBi{vmAmi&@03z zu@0<)0;x*=Z@T|XF`T*Ga=D za@<|ID-6_ptr0e80@t4}mi56-j*#6V7q-HTA$K_ea z*7$tYmg9*)vL<&;xty1-YzRv|s>J7?B}^3O_F=aBFf_&U;akr3c)^~go(J;jl~SGj zu_bqKi=rs;m7kfRbIL$4>b17>T_4F%_e|zYK=jgS>0X_|Lc(6%>hZ&~tNmupTO{Ye z@&aZWSeB;j#}S3!v0{H!&7%LusgNJpw$lG_pM4C(lr2StSV1sI(FEowOF2`Q-EZ&_ zxJ*D2Aux0>77idP7X(#`0R$>As0xb-kVt*IUy};>&g_1-Ooe$dWV-q~DA~R{9@%`V zahw3wIJ4+f`EX3E+p{pz;tjZfRV8WzTh0tEtL*32N+!l^vvae?a?c=5J_(lIXJ4w? zvc^F+ZhJWZj`wq*-Sp@ROKZH4V`oVuK6>Of`SGuN{sER-cdnu`y(Ng6yR&kDloE(P zIG~Jxo{zfs$HyDxE`A$`!+c!@!sJ;c#aF`PuuH1qKUuKzgY>wFsoeFw$8FC_Gc4oz zPJUol)8u6?#dPu4u;6NaXxUReXf`28Z-;bgBJPwlM5Y!Q-2E5{=y+$B8IS!edx5PY z3eE@)?yI}C#_EK6x<3-eYWHpd?ldOZND zeJV~Vx^@XUoJJHuvWX_f-1zOCb|jx@vrUtA^0zvZun4EWO#TO8LM5I|5Y&g+ z%~UM9$AMk>XDI-oZ!dzGn$>hsV-@4j9K-T)S=t*W4er|J&W^$C>YVM-$n0(P&7gmu zxz)-HS?^%lt0+QPBpP;ro{m}3zVedT>%7#u+g1VzqN>vUX>`m?84^!VavD}mO8|B4 zskWpyIa^-~LVsRM^|=wyqinQv+|u*Xb&)MIjkJF3bz4?qj+H%&g(pMkHoMl#ev<^E zvN)fshiFMbZqHGu&g|jTwr7Hei9|1(A)bqcOFU)?3(Wmzg5>j#ZH$%v5bO}?e)E%Ue(Y*utO^^`4lf` zPi$HdyKAhK5S#P4$xqI4&*4(zq({`v^O?qC`(6WzHW7jVO*0$!?kCev(q&sPy5u>i zGnh;D#TeT^<23uJu3F{}w)|JFqWR)17gCWazkF9?56MD+oECVyNz?ckQE+BZA#!0I z_2=DEWX8)3ZY8EeqlMwwS-PwvyP| zxu1f!S$O^eJUN^P49Ag-v5O!#>I|>*M1OG40#xWYY44&&@F@kq<1Oh%l{kwGci!ni zv8ECDQgP>-7{$Cz-YB{hh?h2t(A=Y&V?Q*ee(MBxapZ_DJ9v1VP3hJXdejo2P54n%&!_5jhE%rVzSuFM4V*2Xi%Qc zL{7NxKVk687bSJ{1xpJ7`}0+d+T@e;aYN5qtnnXHGjP|Mq&W|a1urQ}*W3+#h9$07 z54>H1-|MM#nz^hYDq7oBs`kz~B{WZoe}y0c2ysCFE~hFY3xi~77?gZfST@mCY%0%` zODDbfF32uHnR$G3goN;ID|J9PG}9-XZ7LUOjYI6mJ0I)X+!jMXJi{j{vd;#syjUVn z`k~s{rGEImZ1(azdWp+8dm$AL3hgQnA5J~m^A>G!-oA>1Lp2{Mb#~&Oadp>ry(dtN z2aZQ?TGomE+|5sRxNYerL!2H$Bpbt4t#PH|SN^WB_v}!{-3n7bdaWdXHzMEkMV6wC zp~nljN;nBDbBZd!cm2-bpx_3)&}M!>|F_(jXSA6Tk;=!L8mC$$;lDtdx_n88@%EzI z_YF%fSn?WC1o{vsX^kbYEvK2ufdO6t=FIxk@6hZ!wZchvwJ!V5!(!|iTE=lCv+NG3^56P~e!aj%B? z!1I%{G_YZ{Q|>-{B5#X7uPe8nkd93@GGH|?Ik2Y+|*Uf5nqIYWbO5!E!YC`L)n@3D1K3$uADQ+%G}K$vtd9 zP473w>KdUvfga_@_qqq1C z-|3si`s2`@V-bLgjT!gZ0!GZBuwNO!92^~$o+{8h+=V(gAhbiGJE=A!Up+J!J}S=9 zzUe^Hz1PG0o|h*#eA2leWK?)8>E9*^@C9t}PyY0Gvx9wgr_Tcqu&X43V zK3GQ0ThTT#sjiYzau~=u$vd{nKft=Qnv87c5(|X;-jE>M?J0h6S^biW?!w^q{AhB=D|nse1p6>r{ny7I#+q?NRCWTZXNTGVEMJl;Rvln=~*@s$z8-fQrRSjNjV z59M4XEo&%A$#ikn-TOV`zRc;9nEcjd9M=w72=$JPxw_b8MYZhK6o9ttQB)}S)?=zr z9Yu8#7D?VkT=1tX%}!g^r+DbW!fokA8Ul#b+9$O!OdEj$rru6MW6`r zi?h`XD$=s14=x(qF4<{@-P#O--(_f>oIy_XPM(gX_fY$TCu<32>xkTvz$G;^M(JFt zv!P5REp)uB#p9+u2Pv!gS(8mz0qVzT_giW&1(i=Dc_HD^#DS#Hnf@?Sm<`_wrO&cH zRoF30NUT;y-xKurs-^;T(J-TKyi7C^YRl_KY*3+u@kM0xwjbq6*ur#7s8MJwD<1=}|2DZ3(gvNS5G@!E zoRgUwSmy>8fXu?l%=Z7)2To?-?f}$xefU1~z2Z=|C~ad+!hns)fNWTE9`Gf*C9T((UlkDve#Oj4n z6zN3aF$3{(x6gd8A8|`m{9m2kU*4R^iem{4Ll~^bnRyBHC03YMcEu*sGloRj`{!8) z^Q6;x7%+gDyD=)ik>C;IWChuaYc4nb{jTP|9rs#X`pFG>Hy=mk%o>G6+q)#bNTZl) zE6eQDrlxY>Y_v9WWViNDz^lin-KQV`pB9Hy_h)A~?U0I5!>^WucSaTN&ikh|Qsg3P zt$SuLGi0T@a9``|fwk>6P`kWbOdmUA`ELU9Rsi6;_PBw5!)v`5wI9jxw{`3)RI3^HgCNUgSra;n zv@k%(14|QRzx~jXYhW9l0z1Cv>CqtN>L|+seLce@WxpG<)1O_pRzmG(wh22CrU({a zI_qdH_JYe5veg5#%(6gz(0u_Jrw1mTtVWQC#Q2!~IZI+c zs3Q?65Y<5%R8Hm!qEK)<=#q*i+v^A~#7VjL-z=o4^prI9x$%70dn>EQ7v*72pDHX= z1DEsAILU8+{(g7OyZ&7{n)xnuT&c02aLl)*Q&YXK-30ViuqFIBQLd6N>Qc6sErkRW z&e~<@9-q=S$;@eq2t4`p^%e1hi!Kx)Fl73>A!f{dd*wg;vOX#Ah~Ti0cX5Br&3Z(| z&JzA~RL@X`=3*B?ylm$X?ktcys5dVe4=tD3upNw~Rb9pK;itV{`llXSbL=8e{tw&9 z#{|_0mX^C5_tW7@)1h&%KAoOXgzN#(o#%4kdsZL0lM{xsQ4rhugl+?cX@}G&Y#1Tj zhco+7A32Su)rZ+n!=1jN?%N{hMjND8w3V23CDMBE9g(tash7l25bBkc^;0I0HZ#sa zckYz=+=}P+%txPm(Tx^!tM+;VX{1$D|2Rj-HKg!tgRi{cchl@!wKp5|Q{jiIka`ow zL)?N=0nzZ$B>98Jx)51&l+6hw$$q$R&jS)9GGqk$ZE#;i$yMvp`$Nr3@OA{&pntb> zr}>66ChY7m^Ps{ZjcDKDCf_ko=o36H*)QQgCE-U(9y%4!+k+4pIMG3a0GP#)76>Aa z2J3=sr(^EOkG?T;(bT{H;-a9KO(ozN+reZDBJxS&<>xPC|KRI0dqFP#_3l^_4|qQH z{QPL`_B-qRw33S`Q^Ka|CqQzE01k1An@YT7w|=p> zh~Fd@%_+V@I6qb1Er+$VtmxqPNFO&vD>SkG6goP#S!!qbZdwkT$ zm+H1{c#!h*cN_>R23UbXYA%IP9&tkwmQ4=U`>=RD3otLS@x7v6^RN>AeQwpdDnqg4 zCQGyWm{Ub)K9`LMli-Tv{SJIY|S94&WS#`J_U zKv@wRNkc}or;p{_896O-HWwvLd8p3S)g$?32n3{)ZyX<&Drzsiq(pgyETbv ztzxX@eS;@FDm!y#Uz=et@osi81ZPY}wUTPgcNU7>Zg+M``S0nb>@NBaFcpc3E*NRv zGwgrl;tSSIHh`vf{v!1!vs6s5bJ@6pgM(qO61#JIzQEM<+*>gEIT*?C-*dR$`4FHw zf*3N&o#5Rg{xUFz-c6l;sn)tT zY;p?~EfO!{aNkb~xu^GNF9hHjEBY=j$>HbH0`c-6*9Nc(Ho#VY6H90@nm}4@Dk=WBDsZo4l_#&~8Bg=PHx`qLS z*<}#G05|}*#D{h$^{_VfK%}+g06|9Uj)!{HYL9cVkJGH~)n4-uVC#)8=5{x_|T2TtWM6JTzAkg6tMtU)e?2ttJBP{UsOafo;a z7YkodgeNVlpE@ccpdn`KE83Q~9|OtxgS2uD{+Lm0k8vHslGxb1{;HSyM)4VUZ!i&i zSGHVLg?+Q+|KaKz!!ujECOhufwr$(CZQI5Z+qP||`M$ItpeJ@k%U@XU({|`yRCjtYIvSB;0i|M_ffd{V~2myb5gH z0u;^c%6WETFV-*#vaN~YLbcFQfM!?KOVa%O(&b#$VE-akA;!|O<~jSQT?{v$T6!XC zr>xPjN>=Q?f@TnG9o;2+yJLl6@97+O_Nk(WnehzI&LARfz6EHqgq6_R)Q%JsbH_GOgC4iU5!n>x`l0;1l zw4z)ygjJ}B`-;T*vsWheZ;&Ht+cLjt5bO8Y@RVf$EkT+Vc7;wW2B#dMh(V}IZoSX=<&!SL$L{(7lFAl)(HGeA&?2W_#W=UzI} z{v%r71uq{bXKB#Q`&|4%$f6*)Fo=i?tHdswdb0Q_ZNjr_LZ@J0B4*_ zoB2j+EK_DmQ*|vV1dAq0VK*7&1rs7nprTI%o1NKU(!e2amiA=pP z7~}v0jKA9%ZF#p3vVLFZxqvhpXbfV2XZ-dY`GyBGu$Xx!=f;U4Nz%0f6}r+D>m? zv0(PkkPs#rGViA`fzBm)mtZ?A&yuI-=ggx2%2a>h7D0gVpCZgB;;Zk)FKcKY!Qp15a?(S)05Ivxnx z=!%nBhikD^h*f27)k`jG>yZGZ*O;4|RbI76%FoQ}_4vD_qhrf>L38C$W;uFMJKW1f_-|YiWOju--b43z|ZN`sGx7n>z8& z`O40UC=w6652VL2V&puJH_Go+2I<+{{ek?ynD7a*LQ&~x+$W4B@vEiTtqE~3_H>(m z+q;UDO7iNznxlKlUa8isl&Q$+N&O)?w95t|8vCEHa5v;^Y9zK3tOfv@$Ku9=TWdcX zf>3n$#?x7TPI3@y%2?QPcx^p)Vmr@NQe)w7Q#2xw5R?lO#P zQ~|o#1F3dk3#zk!0@V-MgI-wssPV67`71mIS>1cOzOeH`BfUPAa8+bY+cky)QqD6O+Z(ciy9E93iAQf#vhm_~!bmLvh?FXLHE8TMHuTHZ3 z4fVL{-^(tVF9_lmqxk!)Dd#aT6?_K-6DHR$ceaoxe%e-_c;Z_Mr;1O$=N{h*2Rdi| zOEuuXdn%$IOlTXkwgW01MticIT6QnbU$ccK0lUfu7gxmif20{kZS^ln`^Cqg+}T+V z@}F+KEA_sf;UCcU(h&6!QPR#9&|%YHV==J-Oq~DvuWK}<@^R5O?t zbVplZ*rXj<+F^a!=Z9aiNbm5L2=S(oGUH(+{qKl}@w>o@Z7a``#Y z^zzbX)77-3YM*OA9A?8w&YaLRq<;7Qx{~CqlO6S!N%ZI%1;A6g0&V&(hnhB^4amR> zup{W&^Shu28JiepV7xO(*xw&}x+5a#^yBN4j`ldxzt%Y*8Cy^-ra&$0ODuOL>3IKm z4|{odSsnW2#)y_xltHBV9n_Id5NF7_Uyov7Xy?jt<3de5rIdAX z=e_%LCl;um8X%veixTn6(M3d4gXHlxwE`kPVvFJu2(cvwO(h}J$5Si2B%zt?!4-9W z-Sw!rqf?X?2FYe3W$IvUINz11OMFb`%tXx#qmM3vL_yBuZk)Qqt@D|z(Z`#cq8KHi zyx{URaX8d0GSyI*$RXoB{HETA+#R=lcSJJ7CnoJo8Nhodbwf}4+YVi?hb}aQTsGrT z9A-UIVR#d#Jxr1At=NsO!xF-h`H7%e;qK=jI!^yU-L@7w;$F)pE8lov$00f}rl&Qf z^QkE6bIX#|0&w)4v)vXvr!gf`ib4zDgIY?jie4zj>waGp2c+JQGO~oAnz0`zQuF&a zOsbT(sDPQ-4>Oyc!9#uF{xzJ!aw2SsO#0Bornv>7*O7NiKAd$(=4$nn_FaDkr-0nTfbNr3T6Ym4+mt z5<7}A-TvB)(8C{jLYJ|p8kVgs`e%lPIlR&|MS!%oG0Ye64wgzKE-#qeYX6+jfsN;c zB%|`E8GYr^at&;wzGE;(G+G&qz5Q}{a%X=ddXr=pnPXNEglkIv6G($YRfTfYk4mud z&^rN_4)hP&zY;pOW811RPtF~UqGnG*5FV31^@mj;1#jF`CO()@LTT1+G(tbwv(^6HM01Vn$;#P8;_g zy)YHDRza=cM$DRPuPKO*JFQV@(Cp z53O<{T4AcyLyYsBge-$aCnk<(l9$XHdLGOd%g~-LmkxbE0x$PD06S`=XRVSM9G0F1 zp70=7Hd0}Z{H$(a%2s;RKd3N`8yGI0O#aH7%qE)8VJ#IRMg- z-a;?CtVTk~3YOKLf)BtIq5C!b~mf_L|LF6WT2Fe%U`n~?A9)6y|Onue@)u%`p zlOg?CJY-K-oY@PxiWMhjPDw9e8aF3nZk05|J%-cKg<}DCid%dQ$#(><&P=k(F;$Gz z2X3^LEeY=p#b-DY4gcyIq8v$sOiiyyDnHup$T>J3gmn&!Fxh3ASf5ik?v@H>p0cvq zR(XE7bp)VC2y?KX)%e+kW9=Oo5~^P=SBj6gmGTCvH)fw#VlDZ=Bt;6?oY9azgo!5yc+$V223V!=h zV0)y-Bz485NR$sc8C-9*5sz=FDZHru>>Qu5!w;O@kzAJKR8$vFnRgG7{tvdg{NnRr z0pQtnMlw9Hnm`{+A-s1)YZMB;}B@0x|nG z1bC&Pd*0Q)7bt&V^zfQ5Rb=A73BszyW+vnqyOdW;0q_K&`Es)iD~fH+EyZ?};q&!D zXA6>xIL?b?8P&pqpbPU@YMTW zEr!ULxo;$}6bEsCjI_x8ARydtIOM6-6k#xglg`C+Lb5b~&12FBPppDUO!GP4mj(u%AVkq1ac{9S1 zUMd&GwVb{?cKE-$#H=dV&B@~r&j40BOj5xIPu&yW8q+2{L_vMJX95o(lYi2QSTN6$ zQTP_!(+_Xa)hkNNbG5Q*z9HFd>fWg}oy+pObD|Qnaeu9nv~hnGZcJS#n8=R_i+1^n z0kVK51thm5M=~r2Pt-XC6RW8PJKv5DCh@n6q43zs0xldxraowpd=tH(+LB5-xk9}! zth!NOEf}ArO;^gRaYSh>bk-sH6M%X#hB?bF#h$R8&cq?|*x~%4VT2POi9^I?QtP)# zVct~C;Tl5jxm4StT)BQAT$Lg=rxsie12$QD(ApaA=t?tww?TUB0$h!#n8w>-ae1_wZhIpxw3M68GaL*1uL{`79ikmDT;xuZ@^PSl z`Qf!JE~_r^${Da*NfnZuCisw8KeNpm+{A^BKHG=U>)$*=_V(K4^7F&v^9=`7kFhOW z`{0g>?;Bx=wUQ~~<&$@CrH}0d)nv?UEG$1}hePA=rIrr5` zrv1m+*3v3n-HItIvV}FbbGaf6;`-OQDv1vl)t&c>5{8mH9YohBGe`Pi`nlUZR13GY ziLjpR(Z54!+N!|M&mACE?$x^Q?E#^95#$UE&UE=U(=|uGP)ivzAFW_-L4fJ%Wnl_YG)?7)vAi-1>WPur?yu&$f zk*o|`pn0XJtJ>9GntobBK@sYJj|*a2Z?vg3lY*WaW$N7E+)AMb$dWzobMf3z#Ge_* zc#V1NoHUaVj+`-TwRElK@=S@{xhOD3611nIzXa}PvB@r?I5A4i8Uig=IWdgLkop2A z>Z4$*O95F6(9M_{-RG=phq1>Sh2J zakA8DiJI8wpWKRNzLrX^n9Pwv-CBn_RU)*pBxP%hkKgJkKdBJck4u)7xK-En`2NT? z!l7i5K6FH!()p^7bovcY1SFot-nk)d&Qe(s0h4a1njiA&F5@5p< zoEKjki}jxmHTl zL~YQ5O5K#WgC$rK zD_!-;I|C3r*36G<5RgUDKETS#yqG^5^?@$kpr*YQgxVSb;1&=Spz>Ov6|KyM8%#g> zwVVq5o{EPAe-63F-95-oR?}X^6lIh@49^Ke_Fh>_pgKlQ`#288h$~%k=B3j=R9`&;psOi9@|k7x%T>eTSCR!B>Bp_T=!OB7vYbl8_a_Qw|n zdqKNSm0QL%*$7EJ2gJ{(D7I=hqj`CTIXfmc3`)8?srKr)2Nu#h#=Mlc-a*B7x?z;Y z_69a$M{rT=ru|@XpP-{)V5W}%`;$I>{KEtRE@Pn z2Z2M3fN@biytq&OLWLMk9f(@M$;e4-I9S z7pO^Sotc1Sc2uF!a^hRHj|wyJIGU*s4}I)M;*R`Qi0dJ{aYE(3$79Z|21x z5YcPAJ90yXQ_2;9p38CPy(}8nsDVmGWJN`^C6<3{M8cUOe~IwD%Mv-RNun^?tYO|< zGg6hPQfzQwX5anp;TOJ&#}%mp(Q zmx~TmRaWSi)S=3|jG@KlB2upSu=t|+U?PL{J9y~fK;ql_;2xFf@9&(ZeI=F#K9fGg zhKvsEB8~J6ieW2o0N>c}uI4szuosr=PFX-y!l%`RsYX|s;{vZ? zAt;krUQ%nvnWA*@)r2NfeX4;P;#VosY~uIRZ`ZZh4bwh%P#f@*^p~udfC>J{(B|f# z?yk)_X;!H5jkk_!uiVq>{+V@4i^kJ1LbowwtguSe*Ce!VDc2s2#-_El#g}yo45gF& zX_c3*9$fGa|1;V}r6!A|=$4%YP^Cm%qEcHS(+yH0Rkxg|;=8zYylv!V+0yPfStl{u zewedt9QnsfKoc2@WnPo&Zkr>Dwm3I?OI-OptPd$N+6uUUbMu4_3NcK=+Km87{!KR} zQ8W+MdNunvXKOtZm8Y%FSyNNyTYFV`s9T4`PdaMYO;*Gi=vc_Tm#U6;EjJ{XznoUEUsJ20ia= zaqk=5Iu7o@hTyfGN$`DWfZvCogVQW}nx#^#bgM6s1?Z3`VpTlpNds&}jXmUt(& zSnZBpml5eKd{0{fW}tyA^)C7L-h{&9=)*?aDq+r@ug|;WyRT+4VVaNaGrZpKAuy#} z3(_2kF}TuT;4x4D8)D!2Gt|!@Htx3FKR|GS|6#?Mz6BL?tNYSE*Oa|^>at2CC8aED z2GB@Z-HW$+-KUs6@GK(lMTE?sBfAgSxqib(XH!pcGXr69p7|J7)hs-{u*IAbas#7` zD3t?uN87nZ$w);h3l@xfl8|{bhXPL*crmMziBeYbKTs0EDkI(ms>jmd+(bSwc6=62)VVZ(P zrWcEYvK0%OXFto0mJm)7$38X8GQot0~{%AA(Mo{vZr9en9?9(s@Q~mSp(0@T}S`$CgLU2KD1jJXAym( zJQd4_!Qno>6YIR1si{2sZH@h?_3%ksLs1QOJNQ1&V!RBxf@dkJ#%%32PBE1dhit1l zKd)A$0O8a~N*kKLg+3gPIQTD^{lmpEFz?=8>=D4ivSZW_vqzl-g%P#`ddSka&5N zo8|bqe0GqCZVd_~ti%y=ObySU2!9GNymQ8vAZ%ioQ#|wfVE^HZXoUMiXIEC&LX8 zp2Xf!S}Y!Rjicr$fseNHOy?+Um^6(r3i1Jbnt4&D7(qI&fg2^^bsxL(+v!rvR9{o= zcO|QzTda}#8zKu72|5+=LlFWQjj0oxd?Gei>s`*_46+J5@_Ah>rjxIh98sMNRp`Qx zRnIPLf=dq0oHmuiphLy(OqRPDFP-Zmg+MWhG#08m>6hhgCFY{mO!vBHSr_AThSvd< z`{k`Ew_CqzS6$sMLX=^BRof?qZ8>QD<+Rz{>g&ar1dmnhV=hFToX+@TP3kB#N(dFqK2#O)+h3y*}-N0ACe zDrwGOB1`><<|A+=qW9Ih2M8L4#%kEz6jWxhq^>Iu8~>bQm9?z3bbqb!4I#5o1cMZ7 zK0_yIu@>tL&F)U7Rfk%bx)_?W3>dxOW89XXELEgGU_$rQXPTPj^ygb&UNQybY%4A6 zrk=J}KW-#UC)P^@m2ltsi;)+Gp(EgodZ|#IDJ5e*+NiB!} zl=D7ni~h5_+t_NcW1`J*2XzGJXZR2Uej5N@%j4#7jVkBPV~2geK~JmfbFzt=Y)Aa3 zS^ynUx+i6SDbmC64u%jsUt#YFyCSRI%wAMBCXj z4d41Iygx*$4+S5J6U~=^coNv-dJO?}7K=Je8kKHXtZq9EIDmDH7&n9_0jGj6ukj%v z&->BstH=0FDbSnj#T9u~qGOQq1;1EfQZ%;p^?pGAYLKJlpR$RX28@jJtxaS5S64iw z-fwrn2GjkIj@3*=v5>@oAq*@NxSQ6^E((t+NrrxNAoua<&0-AC+lU;SCX$E|MZ5TU zig;eZG#q`9o%0KQ?EGkZ@^q_z{!UO`GW3H1nB` zbodT~R4AZz*E~6EM&BXCK&8P>&fIfJ$R7QZ2 zH_VEUr>R4R8gqz)bdOku!s6l@-S{K;;L-s-wjPj+or?Dkti*};{?c)+35po0g#%Hk zlqpZOGKX|Fn4W-NkXXt|5y|R%Z;CBgnyr<|9XQyI93%FvCVnTxf1dpvXm75UOxuu?Su2DupU-oe6@@l$ik-6f+Gq#r(y(Pg&?Fik33@fG|e{dUlPErEUhCD`L9ooMj>f6 zjR>SOHrn9W=Bo9|t{&1bCGmjT+%TMx7;eB1Et;-=A7;q}rM<5p*VWRN0WYM#sMe~9 z{z;%qsfAk__Kv1f@BJ{niqQm4)WZnB4eJ_>fbmJp8kT1U4{LTRYT@=7pEVv!6qK?_ ztCNd+>V!X0ae2a?EW@N;28y@0KHRgJrwwh^)U&;Znsj^J{H}hW$Oppie^GlN4%Gr& z;kRY#Jk1W&eE0dAnK|>^X%%-r({ehg zm4E*Y&J7v&`D1IrZf=KMErQe|X-vQ*myOaEgoYF3>8T-jGZkxwW z`_GcdfGz+Z1U3j77_cND$&8F(i(n)A;y}cerxNpyBn0tE&j(?ZI8wmrEjli~=>)|( z*Q3AymeH(Gcao1 zie^1hkRkT(BsMUb<;bnSn2c)1Fk&N4_n&pPjb0z&;@z)XJC|1TE2F6@-awtKBDh(W zFxB5lLQGU~sd_w2oBrU&>9sgqt1q4~^Z6AFc&=p0G-1CQqnGv6Thc!=(k2=7nt}1q z#C$ICR6bNCTOtBGX+|AqDE6{BeHY%u>(5PVczx8sH1-UOX3cXO__QLQ7RjF>y1x-; zA{@M8K^Xf;o56}^1CZ&4B_`Cwz#(ysw3Hs<4+q#`tt1}hvcGE;d&F6{DY#O4aCbD5 z;rRlW92x=hTeRuonAHI=5y7tp!=YuHVW{Z_E(Q5?J|F~0KEM8R#BGesINy?FMmDxI zM0#kze;)p~4Eg&+|FJ0`12Eu0(}4boY-Ig++nS;}X7}ei-TI$GuO^~I&2U{Hp`73L z!oUdtv1y*Xece#qDJpxhm7{2GLc;48YL`{shX7r=J3(&Xg@2^B3z z7QiJBWiyM?g*AKpQ!?j@Uw&ADWq8QZVfcCqxc3PW1n@Rk2QZ|I7AD&n4Cc;T`Q1!0 zSOHk$SmirN@ z>UyuJ&`MC3f?+&ASICg3w?$NO)O(teN6drAK2;P;*1(>`qHU{tN9uYS*-WCTFtI2t zb_Da;vSGybyG355&Bd9SzA8@zR5W}ju=0h0cc=nt<9oheUL4Ks?kAGA=fz(jQv}_*NN-jjYx{^>Qoc? zR#m8tyk!qwy4N4pjz>HOH^Dk~>nvL-gZU?j=L^!G(~170Y{mv%iuJXN?r$?RnG@Qt z6Ii9XrtdnYsoqsgwl=)gTDyA_Y58YX&1P9wn@C5TP)%xZ$a^c{W>HAzF~w&=b@8GC zV*?YE@|Pk=yqjBYscKil;~6t^?D6wg48)RVT{kSOk52XUk#-4U_1&y4BFo=$xmM{-W($*7?(FOXQ9Qe(odW!ce!4k-=P~C8sH?Rr1TJbC%fFm~(pkg^TGuQ>HgN@b0c>H&jD6Mt zS6z&Y&H^)*_Qc&`GI0fpt5;C{xe*S9j|vbufBPE^!onMa%cS8?eaw(#bMU9Oys?6a zACPC7|8O&;iIr$JldN_St$u{Pxu1@_$*S^G<{$;qwG%&VJoxcNOogu{BG5V4esBETykDLPFa!+LmMO7&d~empZfZw6t>=2#=&p zNt~zOIx&0eG-_yK#kg(Jr`f$w>O7C}MKfEc%V6Df5TZ$(rJn`0D>5#pLzd2PH-h@| zoGUlL-Eqkv2Gm6cXPh!rZe_e1n_H9k`Y>%7#KD8Kx3(IC-)@45pNxCj8xoE$>^!yff6v zsEQcL>poRvYQMy=PbM~UqR*+6EuqRfS8QMQq>8pGp76^#=k~O{@YK_VT)1AU5nKjW z;o2$(2Cck5A{E?kkw1ErTDoHa`Nt}759P1)mKTENXWKewmAkRiQsYlD0Lv{;H7nlOwJ2*d#PUAy}AX9S#?c)#E0$Gil2!!Eg<;hc}IISwjNy7Lyt3%rVX z>6tB((;X4x#Xl)sABhVt0V>E17Y{76nF7e}Xzq#r-h)N7f9(`2YWM5_zNLOyUNo&Q zniX-%GV2z=tXn2q8G(JK4;fv6hqwKg&V7*C+Y$ax_G4-A7Od(S&t`dI&W>jc;T6z? z5i^*2LEUh@2o`1&8PWBFM&rmPygivuDMN0HA3c_=^T<(qMFrkw#NTu8qmp~)oR0D! zrJ{WZEr#i`9$e1&o@qvaYXX4lUzw~}0(UHA&^&RB$?+);X z-Z{r3%9f^v1Y=(1KevyZim~wRvWUFQ1N_@7vQI<14^IHomum&kccc#0=JGLBA3+zN zp871m4qZY&JN45pw=z4VG;Y>e-LEJC5)#~FpX@r8ONvzjbd?5x;|d^)dv4`~;s-2a zHRtJkDBp>MLhKH4h*6kRg%A?Zbnpfy4?`D4AMP3VKrAbQeUU&a@HvK;EDuJk%2BiD z7OMoeBd#@sX_~XX{RW<3AG~mRhxi8h^x+VYh|>fCEkVq|EYQ-Z?~Ws(HIT9!u&!Wk zBY)7E!tWS=Bu+Gd!kwuI&AK!ejPzRMWRx^vNF1V`X8x&U-!|In6e`?aJCJ#)7bOBq zy|%w;wP`#iO0^DVE_a5nM}@~V8~RDy?d_|V#E~WgZ1X+%awJcpm*MWBm&Hh+P)rfY zW8;{$uk_JY0>OC zNZu5wzg8*?)zDBTXC`|TlxvmALw>vAq*L8PtS7el8xkz9sW zWvZKY9>`eaex$h+ROEb6F0vS{O>A8D)Qi;28^T<>``WwLsp_*e4{y;UXG?Y$gy<+7 zH5{h$!0^Fg0OO$~AQ*hHTq%mO9bjL}s0qpGmDy5s6?Xkq{2vZ-ZA0Shv2}95r z6bw78JCl7Tp+N~OP6vHodA}mvm2GgDgTQRg;YbuoI_Y|zBDFp>4HE9*(aMf{b>sjG zW%?&qbyX{Q`f2vto4`t-mL_WgV?U#I< z?zVtW5?|;rR=9F#*zA*s^d6BR{b8`GWiI;NlNaRTm#&B;%bp|%<6~})IrAB2Q~=j4 zooTY!98%RhR23Yc=d<w*>kb4`>$IE;s3#zC7L?B^W@W+re(<#6~E}G}Dp| zxq<|D$u@I9b=q7U|ENB?r0Je0sLK=?VjvB1zh3cP5$UI zO3JwH)~XNZr?lep6+|?zR*KP&l(LK$tYF|b$2)hVLeTtItUF^Ne_$ij&pM`CF^7b$ z-M>8EBvJ)kuUG&He53CnU(v5N)L?y56$Hj;k5I$-j1&$u{Tu;2x(WxKVkmeKjELM&N4rk#p$Yf;4Kt}G+pni*rBrtz+4GB0mRYuSpNsjYLbNnf1q ztdtI9b-Ede-F2(q)VdLsGyHqq>zg-x)7>?q#AqcHBQ6FhqjWVxx))XJC&z9wRgvnf zaFRE<63&3srlLBV#i@=mPVjev6~b2*$EO zc|RJ8Ta8EQRBhjM0L~GuNd6q-Q!AF2x|;>j(mlIH+5Wr&?l;jbA$reQjrXnlQ02Bw z(pLjvU7tv{Txq3K`+|9uBV!-PSQ*UinGU$q(^vrV^6|$^e4~rem8y-Iu~e&mg5s7o16 z;i%d-o}h{{AnMq-)pnF3AQCyb^K~tQ4Pj$uYEhX^BO){#E|&O6_hJ}E=Sbn2L7pG$ z!?yr_{z9`^7MhLh)8*cqWHl&N1jHx5_LjOZa*$PMO0aI2{yN;!#1kY9+}J7}e{?})j(=l(dL*in=tQ#vGOid5%;pp+e&d%p`x%f3ySA%~UM8)GaCSgj%kW#Ar;B4@Zzs$noCZIcXjlk)LVB1Nw^lS4G?hj~5C`nzYMx<87LZz2Ij zR7K;n$upD1ZT(S)TnnhvZ*Xn}El&;9QunZKO9`-U1sR6w*>5bri~KB?Q6`9}hsqcT zESG+|4@liasFb%b-Hw91SS-)WRb(nsU_@z_y$^Oz{S1q6x9=y!T4^!hU1{@vMJjPp zcy(0{$H|f08Pz2P=fsJAALVv{%+&(8E&O!YS}BUBo4hGdCOD#&RUX}0rOKy@DCT*6 z9jztBRF#LgQ3v9p0x| zJ;hz!-$ERS;?5pGMI5~FbYswx2-*;nlj>@WIpFYSMQP5zBc5g~I(#V*;ls~&*>;30`$OB7$2Fsi{0E0+A$^^o zuk~~$(HKl#8KLo(0-bOfzAcIUV8(Aj%gpy0PTBsF!JWpVcue-Ue9Lrhzip-(N#R+r zLp3Q}y-mvj)Zuv=5|s6n1GJv~)1x0EyLL45@4Gr(@DrRuYD+^WqhDT78ylxjd7oeq zR4{3TrUb~}tuRL#BNaF)fRUAj<^PraTxdV;JD$%L~*P?zmo0QHo}<-MKk50#`M3DE2b7lv{=@uol1LT z`Edd`B-xkLAhazHF%IEwt!Wi9pOc#*wK$u5Svt_M;;c5lIGZ% zyuYoMOetDf^*O#ku&z zNm(N2ZI%+GrmGg^T6tW{WrXsmO?JI*W12tR1+HQ`DKSrsiriW6nA9B>0!2+cW{d zk))TZZ9|0a%(Gsx;U6w^~-mI{o5J!Thp)l)-)9^mpkFzImn$)e=w_u*{+ju7h> zhphZED!yiEqt@`DsLhE;CPcP$*fRpcLnGl)D~cKvmOH>C6pnDpB|peGBL0Ca5?Ebj zpa_VeolN?zQ3v{}=9ve(#O|l&Xr~O|ywghfb|%T%1yHrcpV2H7%DU!GTeghnQ==&{ z3DVHfs5qd`HY%W&zZ;RZp8YAOb4MHtu8)y?;96ye&nEn3wbi2;St+M}?%EhgJpE{; z_j~XNk+xzwgW}8po2n&-xE=4-TJzAB&@aFg2G2^UJ-5cu({@^y0<#W|;Z~i;4p2Svg{N*k1 zx`7EZU=6x9N+l6U3kXAhxP7OiDO~G3v~r&cX~+lL+u6c3pf+dVE|lBAIMQKlmx-aT z1`a+AhmP&M>q2uyJf5Wv(BcYM*-tE#tV{s~?#o1o*i7Zzt7go#CkE9g5?MiG6R;#8 zuI@ahFeiy5{h-HvJHH(s@t}Th+~F;>?^4vSe2{H)iS5$DNDbHyM`EB1eG)VJwHa@X zGY=~*69e&@oZ$D)2y`v!RYiV#2oYF4K|m11E*D%oAjHO|Z3qczksE0UL#u1&@e{}Wy|9Rl3hp_erX$eE-+;;woQ#|{>hdL7_yN&{3xTwT?k}Y&_|+W(1ntr#Qxw) z^42@?9iK$<ASd}Q>J+Q^>zvX3A{-t4L-0Db#n?`ySH9hVn1{BhOQiizUo5IWln z@B=`?gw^*R0rUx)NH>ooH-bMH9Mj_DWw**%2>aftbfCW_`*m^!OF6g#aG&t^+WH`99~&}ThSC68z=?L1Iet|YZF#o(%|{%c8Q*1XPN-%7eMWp*7QS+*JA!=z zUyB83Uv`@(K-d7T=2xEM!^=i=s-Zi5Cx@11&-ZXk4@opsww-v%Kn#I{?f-huH6}x9 z|4uULOF6eTm?`Xhmg=aMLNB(QDmct7(Yet=KXbLGT|%*cnzm2~+97(?*2m^U}_s&!hjeoT?=3*nD+PAJ!}%>OALnkL|v} ziS*@)_#tX3y?Dj{4n0cnBdviH1?8IoH@t!)12A%OF#i9y1#vrK*W0&9RD^l#09xa| z-`}>cZRpW|Xt@ z$*E$sa!gX4QEJC~vM0M!3%z+?tREkq=Yb8nq5v z8=?hKlp+w#k^}7~5Z_0cHB7dE$OEx<%^!!={NrZO=$j zFpzUMMi3)dS%XuSZI7JC!5HWOQ&E$g3rh?FCyW+WIh#4aatyFsaWt%d-tAb*GF`MW z9C>B52TK=H+l{*hlFGdR-iw zO^1K_M!FY1lJkS$S=wACQfn}zzOf>&eQ*wkub&BUA~wLob^B@n*Ps-)&n2?CT|>pk z$Igd=uJRZ_x{SxG#UvCd_>Rz*EM#XM?R4W;n-C@d94Mjvrzz2f=6&zipY>@rXLCvJ z^H&$+R2OGRfubGxX}(Kbg5qw9dwoa1mK5zSc5&+SSOwT|q^=j`Hr8IXhws;o8E||= zm=gpiGABRgm9X834=krQw$tTiyf=d52Is(sg!dId&YLn;4J9}sS$6)```aF4(^}hyBwtZZ^S(}*N`dHy zxl|MZ1k9s#M5yD(LKn6c>W7Pd^xZ>h`lJJ1sN9nA&H-+>IE@l;wn4pgQ8OP11=x=& zITB4&V*;&9*M(AO16hS9IcW%NL1?VT*7e#HbgVNE(YCF#_j0+e%L*N_q=LI0+l?7z zM!%&zU>p8c7~i$^sV-n{gQtatM=P(?(?QAryfCo{?nN-iZV~cv-sM!qtTo*fxB{{W zkTI2cJ#Qv{&PvAmVg}qg3k|K_#`4qZkZvg0KYS2vv2w}f$a|1 zz^)R7Jn&YkfJ#3}1l`iWvX>O9&xL0};uenG!&)D2I-P}TROiIV?KpNxZqwy?&|T~U zG{PY!SVNj=9tkhtulobhN2xN46J^y^o}RVJYt{Ky-};5TV1;a8L+?UKG@?lnQWxwt zcRFgCMC%0)lAtsx&T)DWGMoSPxscuiNjthmV2)SubaMcilrlGrD`RVhbQVnfQ-J=y9du;rBN+ zhbmK49EtR!zT8fg+bPPr-(gBei(b~^au1_dCOt{nuOoHLzplE2IVVdq%Wr)T106_2 z%jh$dL0u1UMcvMUk&=f&Kh@KbO@j3={}9O4&{LoxfAw9shiQL0r0g}!zm=;10!&qw zO@8^?vuF8CzSiP2bkiBFnZ^8?&z393#lHz~YjLVQG~uR^aj9dt?s*||To?7dxW~s(*w6eDv?Vl#MgxCvfG^$g! z3Z))8|0$ObP@5(f?5{p!E-5tNE^6vWCrwgI(L9CUC`r8Fn)~CmK?*GH;GDQ2;jo%? z&YwtP!`%wYOc}|9-6vSfHm}6O?6;Kfh9j~@yds)gbZ%s9s3=J|1}+yWbr;MICYP7teA}UfQ0s& z=gF?5H9ky3H!it-nXK-KUxiy{`j`o#9c~`Ox@y^1Hjd;v>lBj(OvT%lWp|ik9a9y> zsge#I*6F?D_Jod(xBr?oVBo%v%$>Ew>H#s#mU8pFnt1X1J<+sQBOr}SBtGEYU;A|4 z?k(;T@zf55Bj?1{xy;^n+;bv@72*~Z#Pt9n=7UD1*9MxJA6nppoy{1sOSq*)#q~E) zQ!kELHTRh;R0nKE%V+tl9kB1(lL?~krIsA_YqS8S{f}O9SM->+{nDWtYPzxGK}o7N zd_a%z4%TXSn)O+G501kT?3VV`VXfm&0x=;tcZ3Q*KBtF0wh8Z1ZQ+miv@ekCrrp&4 zPN+E37`LIx0359UT1|VQC2jw01^H*qgpL7fM4_I)AqrULkM?$kS>gB~_X}5exw+!7 z&yPf}=wi(auL}-~M7A*lah!<%Mb$e7XBM?vyFsU8+eyc^)v;~cw)1ps8&AxRZQDu5 zwrwY0_I~Ts+3&ygch#!7M$LQN;~KvNoLGHCe9*KgU(16bUrPoq!J{{4Tmjc_ca0to ztFVe%BmKoipG1i;=hUk80gMw}k>Z8qrH`j))TwQ_CHqcR;SS1>-osMQT? zQKEqYaAwjxMohS*B5hm+CMPcihYzT*xl&MeSt+2uZ5rY+%7qCsAmuWLH6-;uM9vC7 z;vd!1^q{~so)A0p&xdK5rTZgpO#u-nv={^Rr7sYYP5IvSmE$W~y#1t;IrfUqvmHO( zlqmy}7rkqlsHsxW`gpV^byQ@IO;RG_7Gm6LSCOF8UHac{g?%~tkrb`C*{Q>1E6XU` znj`9XT)mrtW7}fb7IvFJlXy}D&(Orhpgs%wjKzPa*R-?0aJK6WR9)UK>Ad4&0k3mGy%sK7mBi>UkzerHh#KhEFuZ}_q zfVrgNnOMm6x=5&5**(D7T~w4-Q5 zwKXReVqfpTMQ}iP10dRZ5mcZWLOGz_l{KYM0u)F+Z(DS#d!S?d1i*tb{a&9`-5MZl zi)(?!Q}>>dDR!D!UX!jZC?{^}@W`VV;7hpt z5lMiOA38JiOd2=M22P(Ph17da?yA`~%yYMioVs*n@1u0`fGU;UN{^>(KRe4C+_p;! z8LIhjhX8cn;$C@-Tr+g&^!YVhLH)pf_KHR|Q;ufRP=)caySULYAtn=ZiQ8I&5LTGN zxKO|l&j)GuxIXk|<#hINpni*`Pb>dX?2eqb@EFZ9{@M++aPoCL*0!%Ox{NKEqLi4#g3b?4ncXvm&7cE$PYlymNi%C5S4cDjE!AF<|cr> z5thf^t*CBr@!UO`SNVG96@X2D;*Wl#EU}I!FE=f2cR_>fm-<-}voCTND1FWU1p83oTqG%)G?=)KUbF+~seU{N=P4Y87IV<`X#g+;XJID_;ykP#xMx%|c%o#kGbhMSk{fGWz zUaMMig=t7hJC7>d^DlZ)F#Wxxe$~f*zEGFBv!|-_WCA_8Um2(-HJ9{Y35;i3^WWA8 zj7t1o#}GM37Kl*#V?ik;!^@=fO~{Ni%}O;oNw%2wLpFpdY8l|huScSI*elYSimooe zT`VDM@2sZTkgIPwQi@79HE+XDYxo|0JZkuDdab)_nP5xRt=-_@J4&Q#xdZUh`Rj_# z_ucdrnsGn#hCg=`tf$=XMG&-&5#?>u%WpaOn8VRhv%;@qyc-pJW3`ZQ)4y#hB)BY! z@Vff*URPVplK!U7cgD^)76%jF%8j{cNGXb2UuA<30KLLKxwheH5PQpqWfiO6=SxHC=;n6YnRIx`V+RT&+&# zZ89CU*!vVcN#v2S8nB{JELdOP#IEd?xoEmASeL)w)Jlf0TI?SHZ zdzrY^Q=Bjr%FS&H=6ZeGOq#1;{hPcL(&@fr4tXej~XeBdzkz*(dUM!p{09tYL5F||s0ajrOSk97>*JSid2~*n3NM{fjP!GI( zO>A5CDeeqJ7Q#Qq+B3lUqbb`{;d&EvoWf47rRGta!eFLSpMl-F_-!B<(3g+$wvLbs zi&&MU<0bEOW27gB$&Rls0ZE&gPGv<@IcXjaOb;>rz7Qj^!ckI^zmeG*;9qm=)Xq$8 zP4k-$5yv1+HXmrK&_Vje>YDS8`EwB&goH0K@^bcXq0pH`P@l-ZRP8B}$~2UTQ;?Xr zNgjBTwG89bN&MynbA%CD@k(srq1MUPz*|GMCo$#@rshYz?DzFUj-|bCtm}gflrSOA z0kO*&Ss*OM=JK={Qv-$tpaa1f$($|akKi;>txCElnH%M1y9o$+?CHdB^9+rq;`>x~ zjG~!S0(5LP76j%SxixQN)Ov-Mo>5RY7vEVTG!?4w0R~aY7 zCsJ$GheFiA{^~S930S*PoHsTi6Sr`0Y3t3nDO9C?#4Ke zIc7qGwkPCXrlZd3S}P1e*s>NnkIY1^X4MQjnGs=gjOi3tsE%as#mn))-8NhLJ+`^< zXo)*9%hc;D0(c|gF{wtR<2eg{r4Hi57-4?lgS>;*Ev*SPV5 zuDkIr6@uDv`^}cP0(grG`MaZC=zafQ_!of3d!o>Xj6<=yZ=9f@rfaP&v7w9}+Gl3c|S(GVw8$1pka+0rv?AM{J_y##%IsDVye= z#phQLW-NGfOEg68m9pLV!~)Vc+n$OG?p&U8G@Nep3s*%|h{R4qt{P9{lPP z4g~T*5zgjHuvyY#yY7@5?CXM=KN$ttx=TXM)a!MK9-3yPD0;0ktQ!3xTo9DE!a>6@ z=zZBSF*N7~fKS_@WGOdyu9uFzTiOkRT%mzzt8dh>YNdgS7gznNtiorxRdAPdBg$h6 zjmTr3lW0Bjj$CWsPko8$jELtC6;jkJ5Z+q-;IzzO*q60nSgzuu8*dEyXOA7QueCmi zrQmV@f3112vRH)<6|LNFYVVrqKU*_SQrNM%^wEk!0S>f|*+$+Ef`%c6zKQl!xPtJ7 zbeU!K&z->tFTOw2<@kx)019grf1iKwa!D>wFKZRCh0h=7{xTS9vyI89kLL(0y0ufP z(7PmrZgzqiwv7v1FS^^PS90D{`N#Z0kt!dQ#x;teO8jgD{)$DxV( zj|lfGLCQL^`i0CQCDj-Q<66Mqdchth&gkY&YV;QLD=69v&7ad=a}2apk7w4Dq#!^} z&i}<~$S>-0R>~qbdfc$nOhX&m=RnJM1+V~Wup*bGqal4TqAo=Sl>#rJt?c`;PD1SmM9=re~4(;bG686`H!;62(*3Hw$<=xWJ&iE2%9NUT+ zPPRRGs|9I@p@}uh!OqJ!a;h<*;^BnV%lZbe4+U647572J24Hl5!w+D6`uosxj$R9l zKWc5TL?c{MYb4do?D}JSR`p5ldLoBqh%3Vo60-B zvn=9OtP;;19cZ$EU(FH5Oi%yV++7w$@@`KuF`m45q8aCfLRf1~MVNGf$9d^+M(jwm zhS_j(kVn|dEK$}gkq6mo%sq~z%%gyRcqDASV`TTJ{n&&a8utE(zT3;KR1#$ViYU6t z&r-FL)HuHbkf$)iAG8IJiN-lIvo-`XY^Ra;5^aPue=ikObh;!*5|8rCytPCT)J`J$ z+c6LG9e?u8poa1t!zct6XYQRxL*ef~KmKVag=D7YK)IzS4@vkzxvP>>G}QoTJN^gD z$MWlytCk@K<1^mEI``Cz%Db)$OWO@2P|ywgC486R2Ro*AEV#^XQRw~h<(EOiec2id zq{!_mi@glbKO;61pS;nb+W1fuvBLBrwt6|Qf)dnt2nRT9bOkqw`7XY;8rYb|qp>|_ zATk7HaWy-~+rfoRz7bqr)6=~GPH5(L9tEioaD`v7IuDl5pebTwq|LM+Ebm-Cvoo96#OP(gp-l!js%=_;39N;<+)p04 z0&ito2M$#$(I+sK&Us6AMRXI9(W!^4*af<{ki8Ftpo`w9Mjl9jzfDWRAN+YPRv zPZ*=RVU`ENIwm6`G8Tz!!A{H^9w+=Aa|S;-`)sO`%;9!Jkb5XzY7u>$3BEeGkGJ zKa(fnQ(FvPuSqqa6Sg{T?#yib2nPVK84M8~kW1kZo@sD{ufZswKeM=m6hq}>wsS4`wsbAaEQQUB5u5a($ zrk%8u&roX?HrUeKqJwZXSnve(=wY*N)h$Rf^peVW4{{nX!*+ohiSdnk@@Q+*sG@BG zmW|bV9VYjTO=%MA+QgMRolmT0_&0Q=QgbCg^9o?#x|%o3&04FI{a$7`1 zRHQhSW8}^hx%$qhnql#lqvh5+E}hc8zCuad6C;vy0tJELyY7kU39`R{c~gdh@Pz}7vC6N#r_;be3f%5TeK|eW)Gqm= zz_Ac~FVUHrO?bMvWs3Z=S>4FcRu>7pl-EI);rCpvYC>Wqnv8W07DXz)vuG>wJ(oJ~ z_WYYt4JQk-r3Mi$Nz0A8Nc?E*DOCy(n>X=aegQ<}D4>OTT$)$3SJ9S}^pVC-lvD7? z=N3f7bb=IClqsIUOa*Ygyl?iEUCMF!NO4AxVN#8VtVp!Y5T`cu2V{LO?b$$~%_j!4suwetPq7X0&<>m`%&f{f z-2%kAhdT8!@OZOo<+O! zNc#Fj|6D#Ko3P0f=_;gR|BIux&wU^<*$1#9;JxC)yThvTPc1!~@4~b@NI?>k?cs2J zsk$|WmL{6&Y6hw5=qZwSw+?L9Cs;hN(33D>Yt;WNfUetfqHDT$Ma;VIFG?YLWA(;M3~B5o?SvQ3++s2tXw}uKnAIE|gPD$|I*))O_Hh{{ z%7tB#XGDf7LO`$(B09{MfFcwcVSbHbAIckXq29!RlD76Ft;6dGp|@$Z;s79BMIfBC z1BT2GtY}Ur+0iy4WICXuMN`9EdJt;z1u_cHU?piLFvA-1ka>oV}lyon5xYk zlEoJ<->rCUzzoNwTf{tupQr$4VWzO_M(+ATl7gIi#30nD*>FnQ%^wBBcl6;pOXlY z=wX#@^yKrp!p^i+-lFr{K;s|z@Z`nSx(8WT`B>nq@SF6qwG-q}Acn*FrXCGo@uO|A ze(`-60=fjS7ZMO8X#5#!D~R$cG@yf<+gdmtJUZPm^ST6mBAx#U&T?zT|gVMS;s zRCuz9%0KP#fiqbn#SPfSd<7~xox4*@rN*^5Tl3m>PIA^g*4T}ojETegqW*puqhWbI zQR)&E3?F=`x*CLqBzX!eht+TWz$SZJBTW2P)7^Ne5j9z0G$sX3QSdSQ?=Z~pC7ONG zx07I`S3?~MDe@lmDa7<(H5^YT$GzU=V(yfZUN*9WBfGt0?M!|RK}a;7J$lx^?(&lT zvy08gC-Kjn$4fhN{aLeiafdy(=EU}>>5jda8rCI zDOn$$RRVn85`zEns!i?f0YgpIO~ay0#gzp^1OWd}zF;?D5cmJY3ohatp55;cW|a(!Lr(mn)@#}h7w%lbcGG1|Ikx&6F8~o(2V2cd)KX2~qX6DmPNl90`Zdw~yF^=BH`V==xG@ znGr)SQO2nNiP!k2AUnhqlK|=VKz< zo2s{jaVf6*4ggijnXn@xvFi1#!D_mP_gJ^oIA87gX9v|Nyu*U7kNXiKS?Sm}RFFkr zGhAgxP^c`iNCLAC{K~>h@L=^|zaw0*6E-{{m&VStINpDIgW?xNY!_753(!i7b%8&x z`ag@RQpIpW%l)a$HYxl%hrYhA(uCg4C?Wx7hLAUv<(N-N*F8#$9I zF{dJw8}FuB>ReLhMAk$>S9;zsafimA#zMjAq*35Fi95LwepMY`hso7iBWD1?L+2?*NyGcOxYhgClv6=CT?+Sh^6cJ!7NZ1pcwAT7c?9Udeej&X?97TV5~VcdHh(Ht^rSlz z#s)iFq!%vZZOp@rn0n%}(flMR>?tyYu1;fh@63j9oN_^G=+#?=5>=joR-l|Nj0`Vk56XTkU|q z?0%!RM+Kx`loCnOmU-hU6bHP`8?6AmKh#&fi@&wi>`Y%jbyoxh<;;IHAv9d#tR^wG zDtDHA^KganaE(vlEH7kbcn8iIBm_$@r5F{)yBIndup3Z}NtSBC6LlO@&MbrMTx&+D zd_nV?DUMnP)}d1a<pHyWWh^aJx)si95yCP$9%rHes5OgJ1$RsU>*6*}^tw7?2f= ze1j^DsL>Vv28kCVrrCP%$g+I>-P<`#D`@ZTq-ujEGY>C_D*kR%u}#d~p{raf`6H-0>Vf|7Z0?Dl55V|hSF@OTX~Vt){# z`-8h2tiZsq*>(9PfBz9)`2~SHJXC?H6ve$*Gch6Sd$sYvdT6_0aqmCj(e_8-f)BUf zl__yQxa6b@5=^lAJBr5L{!EpN-~Ekti%_C(4@p(OWK9Y!aDMqB;x1F{x1QPh+vJ{k zu+oJFjCL|U%n3@7YseCl!`iKvK|BtE(Y%cE%{YTZjvcFYLKAaR0FsM0dhb#U+ z7S$o-@=4VusDCI(xc@rdF~)umvS^M^&DU3)mRDwQ3U)jUsZ;Tim#VHdW{G`bI_qaT z71-z5$pK9h|IX3);mg|H{TZPnvz94v^4=#sDspUy5&w6&$?d(*=bNN;X2au&$F-L6 zIQDy1EYc01$-4y}+b}r5y$6D4>N(4F1{D4_Ah5BCHt(d!)P&y_rEwzm^_VXv9n*#) z1A0EgGIcew-a!&X6M6f2`YvbgYFfZ-L1w7*oDZp-pJwme)SAQP0pSbIR2W@{P@6eo0O1G1xxe1bV3H56AwzF-_#Q(Ze- ztGZ8#bK%=o)d{eB+i5BIh-+(}KZB%hQrKYu7HuTwW|ISn!h1MqH=!9CFvhrhHi-FD z*_K0%%~rC|PiTYaSTT&_Il?JMWI|Zg{cFx2To~0n)zMoehi<@jZL8=ge_RwzNQ-8= z9yFB-!N}7RXHNnWAk)#IviB5)X%%Tc=BHeNne9o#sAzu;Gq?wE_&tz z69&O35GE4iFI-`Blg57PFE>qHS}j%sv|0ufyDW3x$VXCU26-_^*GkuiXqPbcvzS~< zA9ne`Q>X>ccE~bhX`@SS%e=qnkHKx2S3dN&DIfRCYfk_}{p652OWt}TX=__ml1)DJ zPAkUR3RL%j^EGJ`s?@^bek=VaVxb{Mo`iIVRC)(j;$Hp>Lw|IQfndtAz6aIbP>9r-VH3nl z#J@?^aOVZ2mH0!RYk4SuzF$xt@R*rp|MM1e_23K3m%$XjBaamVZQ zYyd#jt*m8mTTrCBfWu^5Wnb>xR#S70(Pw!PyxCFMePCNgfFf`82*zN$NZXp&kY8@k zzJcB8C_E{isLaQAVS_&&-jt7~ z&s40K%`Ntbxc2S!z3~>eGsfhnlJk$P_P+KE!J|o^YU%NXdyhkFfEma6D(mOc9cI`) z8XdHd1MZ-Ird>q|V51AK4%<8T+uv#5QUG_%b__3N1YY6lhQl00LuZ`X3I1uD8vrg) zzTSzSE9Izl8$q{RNAx*%cHq{{dJArhh4y7y0=8^rZXwwj8FXgEcbW;D#Q>rJnl3@579pi!f!4?`bPFMx~GI}Yp9DUXA?Ry7rYXi--WT^+5^0Pa-h2?cOB zCZ`CWKFNnn?Muqh*D$xL7j!`H`f>vplv_i|LHU&3p@-->qreT(I zZLppczFT7b?fd(9cUD1^7jvR+s|ydzd!)Mo1k|Scn~q+HMU#IOHfMEQ$6#Pb&j<$(#K<$Vtzq6Y%o-DB<;` z%CX1X>h6#c_`;wlP+eS+VK^FXDJ2RyF=&(`muDEy5w9e+yqE)=Y&X)&PbEz|)z!Y^ zJG~s=E@mOP_GFLuD0P{8ozQkwpdx_uC@W;;z>V(xQcU!jr??vDxzox`HaSt&Sgk z_T-elXs7`Wq-oVQ}X>N)q6Phm)74CZ&L1NI#IF4wGR0r0+vb|j? z+})i_Ax%)$Wv=fPN+5tg;W!`^@9A4%HToBA4|O^_(1~5gZrcYsNrgR^BaaC6x>9tU zDB=TGJea%?T&qMRA#;@bQ?+5Yo{R4W^?Q7fje&G!guQ0mr}2(@Uj%yN}w5S`e}5 zbBb>Q2BaTaY7r-mVQW(+Y|9&AG9o#>jmy4?4!Q!#xcL0lZ2aZeJ?Z^$b=(!zV0reA!?2<{7a! zbLzIAM*992GU_iSFB7&NNGoD=Nz{N-^MNI;_g(~N`O`11h@I!$69!y?!bB&DM z8$JGBW42z)EnQcHUi|^tmiwf`k9^+fWY$=np`ZXAZTJJ-Pozc@8nMe>vbDC6O17KI zmF)5{0NVJnazc`dGOsx=MC?6}zuV`+s}lT9J)iyZAkktiATB1vs>sp(l+~mVpvl&& zMc9x-zW37Wmg)+o@9TsrAA#bek!;K&RhYfT!qhewJl)gbibbec7rxi3zvbM0~z6RrI6hbk)$Cm?%d2+ zDWrltN^N34N|U#k@ffu4YT!afGL!m9nv*CSa&ilGX)O@e;QCdAbifV3T)1sfwl&&j z{zm(13N+nHi7%sh*`4iE0|xKaN2lIez-O~*n5%K{(WNnau&}GQLbvB#bhgs&*M|L` zt#CR@Sa&!p8WmWJJ1uBijYW4}Q2XF6@W6auV$1YGSfR0$2UDypj;!>R92ojCjcO{B zyj-fV4W8&fsgEm*x^A|06?#Wqg*sgVRu}a(PtWAPz^Gavbid03QU`j#kWwGZu_#ko z$q)gRTK~V9qDYpIKueS+>~H74i2?j}Q%uZ@|Hm!&{ZPs$m9E3*5uE*rJ)S=R@H26H zWlER41DM_Re4U-Fx%<6F3jnIS0G>d<&)x68|4gq;bxtC2^-TK-nARk@O!XB&uW?Az znx|XmdvQ%9MBs{H`^6sfxd8A|>DgKc@w^}G{@FDu9q`PItb@dqIB@YYI`Ziewp6!u zhH3o*d>NW{UWdLp!H}ma?}(Jdg9;8z?bZY2`1y7+{IwN*$Q_w;sr|kf(4KGz5Hyfy z0e|iN6mns3PNEn)bx}b#(TrycKvMtbjdEFlrYJtL4qkVAC<9kPDGg{Mj?vbogfwv+ zM>TyAY&Z9{Rk3e7O_3Ff-q>BZ5uI(mCP)|T29TOwqAqy1Gw2c7k5eltor!814Px(K z?P{|-O;r$y5$<){ekwR3R{&m!yno5Qn{@LwXfQP*o?;7gm=vTBvS}ZfG@C(Fw%y@g z4N{L*TIg1omBB}N2mxxVDiGue^QoT56Xu4yLUx-Y$vuAafF@O&ag`B1ZurkkM$?=9Q%yRoa_RiZhq86H-k|SPB8XW*dqmvdJ8tX^l<>aDb6bV~m`&h0zcO(K0eR zhNe;ftUIsH6`Pg9hj%rFGdGfd4vvZv2>EBrxp1Nzsb0dwQ3MCS7)*lK z24fg7ozX3&<_+oLlea`H9Y?(_)E@roZDZC#t#VjA0@D#ife9CSY^#X;d*%n(VVx;e zhn}Ue9q;y}aY0)c_SGSn zXkSr{L8?E}Qcb03*+6PwxZ;bN|E_f{JK&M+R1#k?ssWrJT^(ID(-D9qgP*2Jyf&3b znUu9e=)rY3p+~~cAZ4H~$|-;~?2M$p{Wygskf}H)EBmIk!RhOgH9*JwL=wB=IW*4N z-td1>fXFI8BoL$nVOq=qrRO`qX|Fhgx-d#LZijN49r8H0|Yoa$p#8Kc}}EGZ>-L%$#CJYGIf_wAnE-CL@-Bc$1ui@?Qx2+X-=y2V|* z)yW=FTXH2wW^9UTf2NgizTSwg(%GqPkBGvViy2^?3$>A=?zwzRt%={iu(y(bGO0Fo z-vVS&*6|o}`0Z=5e#gn|K_AJjWDxrxi&5TnFo2vr#Iv(Xfz9l~kwB^{QjYY`RZ@j1 z*<_X0pH2FHG*b~E?%qhzRLfBA2oSXuJzCed@m+cw}?lXfnyfukA#k;zuS&SPtL-*b$3lEK+5nLDtYMK{ihVh2c% zPh)p!X`+eLsWZl%*`+X-Hb+x0n@zKzu91`nMrQnSka7EL+kb79DgW1Mz5H)% z;Q>FCBf}d>156Ro>mu$(?&?Lu$6-Zzh;RAb5}c%{mF;i9Oq4h`_)?dJ`XtiS&e5N- zwNNjk6M~1dQR~C4>~XY=E??-SpV)w7GS;jhHO1aT-mV}=sXuq0^Fz2*tFT53glpGh z>9)x3LbTy)@5O^RC+Jo;@3z5_Oo zO&cS$e84ltCwXmdeTzVBEmk$LKksJaQNmDPS97@ex#u$S4b6OHk}sQZZ0GvF0DJ0{_%K6be zc1Jf~tCN)nTH4o`4X#B$?~o0lj?v39!kItGeB!Q}PGgD}vlTSaKWVs zYwje#3|ae26R>WAvK%+FkQO9M4!rTdH2&8*>AXVZ%(DRYw+Lof+-J7EG-<$VshZCo zf6S(5FKQxO?xrK{x1tLZkQOjS=Y>E-E>S9z4=nMR zxEi99Lz9jXWB{|9LeXx^LhVdp9^jag@tXm*l;wOG^R6%H$G-tAYNBqNHDYiX{H)-+ zu!cSM@cWWa7wKKZDoe0Ii|mCvB*!IkMyw;pValPskrs(S)i6Qs_EA8n0y@e@c#2-r zx$p|(A4Bf2ZR1oR(VB|4FdfXbH9`QRs{@^i8v?Hw7ko+j0N#R! z!n+wK&(AZa?I&|K(BsTHZ-Jx`5v`{nkeS~XBH z_KEsX!kd3!eQq*8ZwLXc?SlA`&}^;-;fO}mv%gV*0X+`VZ3SLQy4+1B+D^qk4^xaX zG)l=c`to%?5GH6Jaq8Vr64O``zDfrQnYWqDhJS(gm;^+&UK8!RYKak$GJD5&q(|Fp zD3Xk*iut{ES+c%ckxoWEWRQ5Xck4K3;a02_1&eF3!^>PbIywP3?V+XYY_rb%(M>N3 zxtPoW{i>=V(V*SGI8u#7C3GUI5ARsO6O_iX6K?AxSQ`v=GRwUFUSihWu4tv8%db@x zuEMDI?i_65SSxqtDpC}-XoNs6tEaQj5VTh|wF(E%cC+V%YX9&*qQ<#B;OKFzYFDIBAjY4s=un4?Z0aV|fSY{$FD`(D%tk9d5t z^qVW6NVe+e9JKJxM5G|umCU3-h#7i0>80P|IV54Ay&^OyTbXVN3eU~_Q4g@F46AO( zXL3$|+D-##V>4EPhTFdWORIAm{!f8%Tie%29h@Cr?qNgY2&xe*7VSm8q0JV*s9~At z`ED!FDQ-;{U~prbEkyrvKUkX2skWL+Te5WTMmF)ZLY|*?R`L@JWL75l3y}Nn8AWnLM1vc%NvYFo_gRh!;;ghtJmOv_ghX?WhI`(NQ)0ieK{Y%wqqB? zHeQ{TjB5(4xRDKB1gDE7e=JFu=DY-E;hm9#}SAI0{R+?E3V*Fd4l;#n+ zag)X|pHjjYctw{qK%g)c@5TFb?MC?+xE?N;3yD^Zyoq zBQkL?ar~!fh=b_+IaSdepAwvjgE`eu8i%ww{thb<9F#frJ3{qcHN^a1RYRTXl6JUE zNF7J$?|&@nGAAJzU7%2KM<)I41Q7^E_Y#qpzXS?1$8B&1Blml<<0aTND~#AA%gjxa zcLd78uDccADCjqC?>z2bTuZ9#0_wyl5-V08#@ce3JQ_g@3S_O^pIvR?#EdEJI85MD zvkm}9HNibwzPrN? zJK8)W3cEfO-QV3|%!+AclV!yU&<#lr^U48rT}VB4NuYV*$}WWW0)jVK|041{ESQ<2mxC%( zx(~9M-R|_Vu`}7&>$^^q(mB<>14_tYoRer!rT#z`SpB3V)5ccQP=$PSwcAKo=};k zv+D-u)4#=EnFKSeTuKTgWdJBi7P#wmLH05GoP_YtR5n*xZ81(*wbWy37vzj&v2_eN3r8h-5x$cS^Q# zYPLuLk68x`KWoE)!5jr~v}=lg86zfsj>Az5s&*u`Y|!0=Noj?B)Ju|U|G+oS9%fzP z4gMN(389b~G^2aDi+_No1v+vM80K6Jo7BHKr;E;nGg@ZFia1X-7$x=dpGG_ls@Vb@YCepFXD{e8GYD9aBb4z0dqeJ2sZ3D^3)os<~ z$Zp#k^=#718gNRW?Fox1U=hm)2gWb`?h{NT(2PpDAK@?TbJjIbPeS;qT zqEhMh(BpUU5@+DZ<8xl)`VB+YyYR8P8qhlya4KV(I>F6Y67EAk zTUsIZBq0J_>~f!+b+>Q1@Tgkwm$8$|1=EmZ|?q z4g5cKqpVs*tEMb3U070GN5<{C>T?-F) z*G@%}?=mjVj2byaD0Ih6=l#rY7mN`|#7a{!^hb6DBl>U*yoU*o5n_T{ovRrBhNW13 zsO1+8>0DTxz`(98slzbypV@G%^r+mBB(~F%(i*F4DFUUT1X?j@wXmQDX>XzN0igCf zw<(A`(L>xRp?14`dfW^FKFd*-_Ui@CwZo&&ij_`Kw44AIb~|5nrJaJzoPB#qaSd&W z9PHm)86(x4^aVN;y>v&fqAKT9_+7Ckh+x*X^k8ecL? zp940@p@*^f1Xsxf7V$qro8^sqU_iGo$Eq%D-L2AH7-FnH&uRrBDL0m|oKF_oLN83i z@MGthArl+8rEz0J?}eyPWej+y!Yl5FoCHbE>!EE+74Z58+KNt-l;(6G+4x>N%PGw-maEdHROOu=l6L9KMMe+)d9;=EGboLg&s&O$+R zYuwq7FaoXxl|M)4nd2;aWMIJe^&a_&oAEuO%&m0kXX2AI>G27BS+b=NlFcPnc)OWE z2~FQ=V`(elFro~>d0}2>a*vArX@#DbaR9q zPYCp{*j$}1lBSu?y@nGasdvn4nk+HtKX3HaK(p!R7lY6D6x&EzvBE%R#e?gdV$hLP zp!tOgY9X;!PK36_9(uJDOyVLWUb zf>kTn?rdgjE}P9+AEjoWV`J4YwNZR0{PwrMHGeIc&$It1A=7S+FSDR&(`E=@S=P~JNb^pJitSCk>kZMmb>%+ZGYW1rQCgC zrm@81tTROl{jo>Q+kQ7%v}24u{4B?Rv_q0PK-aYG%_9mCk|Y6qk?hd5k8%^7iyLMo zFQt6pKZ zObbDYTGUehCJh^Swf1#g5`!N99m4J{202^2FjUWx=1wH@9_mtn9B>TJ|EmPWlcOFE zox-*sdx1h;IR4mVfCPQfZjXC|DNw+Wex$tDDR)z|=j+1+t$ScS9tciPes2zRIa+g2 zyVHWfk5osq#TdWvOxMqP%A{^C{7N1xo}se=y3jGB-o>{2o>7=TWGMTv_Gfgh3yjQW z(v*gJLwUXC=cgL!RHxwwBbQ&*TZ~$6_qXol+acKXzq`knT28gXp%dJ4{FDP@7CV_T zA%+pwnz?%mA)gMRZ5EXailbrE(EHha&a*e3Bg-zE7xl!T1*cn-Bi48}a`U znrqV<`FZ-UEa@%ej#PdztUYr$#2IvRi><3DE-R-bXIr?*%*HoLsrs+haijDSW;Q26 zS1}<8hazn>d2Aned;Y+>=l6iD_UnVJu{#j#-Hn|dfM4`Wq^G-D|1*4>GVi1^lOjLg z`<|wAZEg1sRa-A@z-svy+vR@A{4=14qd`v+74L3nlU=iKd^L zRByz+@@j?j0EUlK*M&Qv3;BH_+Xy=5R zTpz1xC`Ogn*wAsAjv`eD3VY2Yz|%)*;&_EydSW;gIBUfZ%!&9(pcg)1bW#l#Po=;+ zPtvRK<=)3QdZ-Zf_u$uNTfFf5_=jpt+Z3q#P948pGUx4>TuEV-)EZW!DS0+2ZK-4H6Ltr!+G|!-M>Lwn_4se~Ce>F+ zCr!TI16|!QfX^fgSV^?`TUR&&LE`-s|i}Z~2jP8-%r`b0x zKl5)MJjdK1i*Ag3u?Gl$*5nQmZqyil9A)=(>e}1bAl$ucQFQ*E#a}2Fbw)f1Kqjtz zhyDxMO>0AF&q*c(7iaZTh9WfiA$R=seBOUz0XXR0_9@^YQps6z1u*8;A1qG&dQ20T z7X0ot`3?E4ZdE(vUCNW-+2o|lZt$$O=R49L=e)~rq@J+n;C=p>0w;li{i{J*7OV3H zyA{|cb&GW93(Ye|-^jl5lBIQnWhMP7&xFG`^%I^?jd+_gFiPNS)r*#ZAg4|e=jJ9& z5Ck@{E8WKbz8UUOtrYu>Y1yDjf3 z1_k}{`1_SO#P&1}!f{AVI^Pee%(^4}J8DpXru=eaT+y$b-|pCotf1L}w{eU3VLiI_ zKjsVR?m6yw_gybFZhJz})3lOe%Urw!#>&90sMTZJlH?I|t}#J}d}bzS6X}`-TZXrr zb%3<&2VV%v#X$`6D)N}Nb&PVIzX41cPDUJ7ef00YdXt0?Xf=TAm@l}C<1X}+X%b6W z$&DKxxElhl+*F8Oh_CrC!W=I0%Ma4oE3mIM`R7XZ4g~}4C-#-KJoanHXZW*9p$WhR zsvaW|KakUa2{*DcPX>%ck`p`A9T&k9xL|5P_J1uP9MP&&c@g|9U8cAs$9D#!`hIT!@Iw_TU~@h-B?=8I~r!@BBIDA ztym^|9(yWD%Pw+MFYkpaOPt#}?4(w>tZK*UWDd7;Gz6b@?!N@knD^KL7h-`3My$#g zPx=d!RH1R#nNDU|(BXsecJpc+%~*b5OzsoTxW+rYM((^sMc~W+(+g5pBM+E|`MM0A zwOOg;Y0jk^ETAiFh?1l4jfr#SB*kNP_NL~wRputD1XFt_tM<#xw7%UTdmPSS=uTJ{w!-BW$8_!o z7_tIK#+Ts)cB_3%T}~P&_4@tUn~LdaPW3{-ja_Xx~vpx5t%r!TXP!5 zqbr_1)Y@%Y#8q_%tJ`s$7Cx$B-=pJ-lf&yDope~K=pK>m9ACLfjeCIca!nKkb(`G~ zQNf$3k!FzRkv@fzgEhK;y0ANvX8LIDHCyQM8cqu(r$g}EAp211huOmpd_H#3vsG6a z!v^G42`j^|%s^OG4=U+eZQsm?)0dCWeL33-XioIZG`72gsu+f?;;~G7J}5M>Ex~$K zwVqoFTx1nf$>9!ejyDm$-Ea6l6K~O6cm8`XfO96XLC^r1{?DaQ_gQx)_+Q?U#Ag#< z5bCEaSzE#4XW7}aElnA9=!ID7*e<{Nw9ZY1LNA&fU-4DKH$Pv~m(eQrR-OUn)5byX zqd6p&M7@EA_7{?shp&EuD@2Aa3Q3TLH2rgW z^yc9*%(FyuSyad(*u|`U;e~Q@iN9SxEJ|oH@z(hhNb1c4janH<9o;|4e<#(!{{Z#w zvaKjZf0rx%HJ|z`;fKe&)6>pVeQBxc98?Y)BP^t_@Qp7mV)&T(RE{c*TMD0)%QH|u3jM^iu@-;rNm_`ME-!#G}?`PtUy?kYw6M$rXA z80v%!mEnBCr(^3qn(G9te{elNF>S zD*d$5RG?t|`nSVtV4?~iY$`;g?u!AEGKX{fc3OVSwga5Vo_H{-mc_QDbC8F@%LGfozmq7uLZi1a4OuN=%KY>04xdiof?C5JAiyiLCkn$*+6|8XC z@!1X&AQxIoBAQ;S9J)-0)@YxPd|Km z_6lbc%NQH4=v+g_O)@p&cS-Pm8?v08u}<{e#g~Al5KiMt>GjrdR#Y5DIMS#GCZYbK z3JjA+Kawtbp#P!gFPSaDm?aDz9H(TJU!y)47A9*@jzkQ&f)UiVQZxu3^iqDBYXo~kYq9DB~faG#_3Ym+9vSI?suybfzztIQO!7H zQcCuQji|Z2(^B<#2yxtS;R!GX307phoF#>lxYk--z|S7y=t690n!m0Mw0ow9iZs8} zTCSzwq1YbwVhjNm5q|b5B47zjRprUI);gym0Znl*N@4d)jzXnwD>y)RDGoYj{|oK# z!wQYB1v?y~<<*lo!OTYITK1yXCH&D#3#GUj3w!Ff;mR=d&SI=#lUn8d%~wUep0`|7 zT$l_zKtJuYitT`f=2kK{rq>0Mk2GC(L4xOkK`y83b+5zpeN0-kaU&Q}8m+_BtH!x;)?4;X_X%Hv z%mXZg$0l-G(GJ_!hmB8kYIStRb%)oA%J&-?fYV!l3$@KkO5aKn_-{Q%D23$?S1Y&r zzJ#I;A&LiY$b^w@wM9XQuSPavQE}led`AziF#S56Mv79I@d8xKG6;hI$?Fcqv7jBq zw%tGe6I3cz5ZbN4q1A{oS0vr~C%Q!)y~LZJFmbpeUzF2owT9Wt{8UK6s5#le`JEf5 z0%$ld35HU8lde$u$b~tx&+xo59T)s#bmtqK8=B-wpBuxPUUb;ym3S-+XG%EzBl>Q$%VH4^ zPEuxt2@5g~0%A01qkVi5Jb%J}4SDBP)j;>U&Kld_4D9{I}qw>EU0m33UE7bP;DSJBTEZ3&XZ_^KbCP zKl;n#nE)L5&_%u4jSgC&9U~l)$)e?Lr$e*LsN<@dn$N`xzu8Wh3Uc&T*M$plynqCu zg(@s{iz}lZMzoL!%08{t-Mw0$x_ZVw)mNK_L(RA>RaAZ3^QM?v8;e5eA~{SE^EU_l zNQy;&7f_E}VL35uk!2`GHWC>vj%1yip4R#N@UVb`_@FL3gT)8FJR^8 z&e#W@XSE8cV&%}%@6C&JvVcevJ1Hfwra(nB6FLM>Bv*yi)C12mH!oe?Xd9SJF$ck^ zw80!$&53NbNhZgzH=NzJJb&xaTs9^{i}9s|{-UEp`rVT&%+2#il~J=Z6JSL5)fJ`D z6900b1hkbkr&a~>YCs!S@_Op9> zb5_)c(y?p$i;%&wd-^eo3oDE#{nyfX=B3K#>d*EViSrdANndQ-^nc3})IIDOu zEhCgkuU-UC9u4LH>Eg)A`j3mF4>TvjKg0j{IDQWP z^>I8Q1mHk{v;D`WlbRHO4wSW9`E+l*_yj98uqhRZ1!H@v>NH~4mUzEBdmQrSTMvA+vY`d9GMv_r zF9$P2AT%=YhB4D%=oQ>5GEkP~d%C<;ihH`8@h&y(}1FLD5spqVAUA4du3VO)*&O7s&<0uf;8 zftDf&`W&u^v8~#z#e1Fdo#^zLTX2cOk@@Bx2h|LQ1m&|{z{4Vm=9YBX`KJ*_qZ~W! zm3vpKydo>EaUYJVk1Ehbvshdc7W1oiGiMVC4~%x`Bqmh2d%R26JTVZ&?)Hw}&pwXb%oJT(%@@t5&itY~@*;u3m&@{2z!dve>jwc;MkFL> z6_;qoVH(~pAgfhMZ9t494gV_XRx&ulJH^%@(l*^Anfx7dX^Y`jkAx(`L~Yy zFmwd1Tzqu@gfVpVW=7rSV0A-C-Ush03i+OOWR$AlD>vsrBv%AU$m}kfYO8K{2XcQ* zsp_89k{(OTjg0n4Iegvb1zfSC+(~bUtgi`WY!)i%z&brtJ33YH@L2}xV{eYW0-oub zu{w51+QqO&#aFn@KO+^}GdrBa`mVP=jWX>S#w8EPct6HN{3|);Nzv>;6Z(>FVqr8& zX;)$5bh)eL3k@)9WcK)eD}47>am{k%YRLjN=!RE zKeed|0KFEbeESZQc)sm5ovqhoHX8#GrxQh3IcVU+O57+Ei8L3mq+|x`_UFXTHF#4L+q8Z%?BB9SXxUq6mlUZe`u~mjv5((rL6{CtZT(&D*yG3|y2$!p@eoJDnVdT>r zX<@1Bx>&$9&s5}ynsT9UQvLH{dd@$Moji+4j+mu4HT|^)yJN%Y?rF_#o~z*Q-xvTQ zf54+|V5S7b!XVk&niuMHe0E(^y%d3RQgE<9kS}=DP%NJwuMNmw0WNR|)(>6<`fsqJ z!(kxO?+}=YegN8rAvS<8G*Z*bGx+3#{yX${>`z!engSDa4-23HUA{u2H5l;#5}{C* z3Hl1MO1$5Wh#gN#{!^g*^y17RC!m2~V{H)m4#r^`<_@Xd#axne>Iwq)#6Auf-G)4$b_PN0N?}E583;RDcP7b#J zPPzV>vV#;A00bcP2n>pb7zMy1B#2p;k_yye@dXXkt^z;-&Y~*pGTAUxX@{%^e@QJo zD#2TR_>5--y-^wULOceGHsTnRzORo(skl3lJHT~{&5v6P;#u8q5$8BU z)fploPCc_8y;Cv{@MtjM%%_~)u2;?k(yJpX8$Z45v+^QJ0s@UqApT2l9c0!lN8QJc90v191%gyRtMFhhq~fK|>2gtQ7i4q9?S;U64+LQQ{bkU4qrU z3GD)@8BM(6Zt^aODf%=J%q5Q|`*o&$4hgd?o4UJrQIU|Oa=C~K@a6B=Mmw#ORX9Qc zVfJh~v+4+yA;v!2>E{wdI4Uf`<`sNH({Az6|*tuB_Hz($V%}fsNRFg=X#0Eu^kzKpR!cM!JprH)2&AtLS z3_DQ*%(qJTu(KJ(X@Zk=gPF!VcF400BtEi!7}K5P$>;q*0DCZ&Z1bmqx91;EdmD0| zlwCA`QeRtoaS*3)OZ9HMV7<_xdAGGilA(9hxLZ!n-K%$#wC!c{RJ|G+O;aVaw~U&# z3-G^SgqqInZ7AosM5-H)=FN~Dwrtab95X%^7Ksb{8D&v&BpV*S{S*P=gzj5`b2yzo z74IW%8~Y;P_kA2Rc8G&;Ch)%G&U&3eK7QE_e6nyK`A|QUSLfVJle|y);DDRzpIpNV zIutLdFAD2f19j~CEP@P;XfYv}IYA16Sk&U|?El9ft4>ooe&rwGAoWYsWK!^7(J5bu zd1g!s8~%Eo+*Z{uG*N`?PIu`0p(-Z)ZMo7)>9r2e72ND002OEef`GVlD0p+IO_opxxN>b=;?1hJfeU_VS!E_tq_U5R&$VST$f{VWa~pm&qu zft#qFw&Sru+rlO`hGo{`LZ3Vi4EF-?cr>tLh~SaDL%2Mo~Uq|e%!WPXVcB2wev zu8p7tbQncyc8wIy*+KT9k3h^7y_Kwhi*V~!JtUSGn#R+r(G*nWKR2gT{Ft<*tC_bp ze>+yt+Bw}Nf7SkqF@{_J8&U-l?>BGM@g@aa;~n#b&^V9LLhzoDeKP?O3s2zRU~2Jw z>$nQAR3$BiGGZ8jSxziurd^=>#a!scp z;J02u4WLyFd-peu+w$@$w?0@wg^%hUZCjRUW(&K#=fW86U@S9f{ke@*zj7~Q0>ZrH z1AL>9arsA;W{G_48c5ZpM>PjWF@PU`Q)Jzegrt4<6^OS}{ZnKSw^?Z5 zEyEiL(|#LMWlk*fWp7rgFjjp>4+0NqR1!ZUdR`7 zKMj=qvCwa{3pMvfNo8n(wGX8;jeaU3$bkUfz(4EN0qih7-d39QzGic+PFIcibgye^ zbqo8IPVuD_(gWs5yuP^0 zKlLqP-2n=EXP%mC`xMiQ0`Rr0x7`TPM@OYC%^)yFpIKk|-E<<}R2SG^Q@B=F8s}s( z9Wm)T&JCxq&N9m!&QP!a#KmyJyi7Q5_dH<5)X~w$YtMt$ULGqAgj5=7N<=BdxdoQ& zvn!uF+dy3<9cfi#z7jSC{e&gJ3)X}jZadbs_TFtaUjQ+kV-3HL+WGiKIJ=sEIN`CI zA91?GQtyGt9Ps{Bw^gQAvA*%ENf(aA(VUO+Ykq3ly7&?t{Vd`K09J`v1uq7Zb>k01}s!nUjn8zp2?jnHm?%f2aRsYFwbJ1PFYn z&jA}~tDb@aq@#q6+7M$8n1KcvT%b@xa&fVMB3%Jgz_vxq2P~|i4`L}Rz(i86-Zoi^ zXo5)C3OWC=sz1vsEFH-QK^<^wid??~XJSIzDwg4tZ{~Xwm|D!d*8-a*aT8 zq!S-3(2Gc1^Eb;fJV6|hgfH_yJG`u zfSV#>*}BMQ?Ge=-g$EdA=5I7Nsf%Tv;Tt{?^waN22i(X|Hg8H>%Ko%jL$cY_R=7)* zf}KYacQW7{ik+!dUG-SMkd}Uc$J|Kr9pK6D)Ch*u#~+U?a_wIWL!Z*yh2M0u>}^`( zC7@Z%+R!VT?S8F+eF%sYs5fvoLhR2m05a9%5&YC=@>?@U7pO2whs7!XIT|%Ekn_&d z2PsTvA%GoQTW>cuL?-raR9~c_5ahHVIj&w{Okv-2QT9m-G;rQ^Md_46bw5SaM$-6! z-^g>byVir)GXmNm43Phbxxta-?X631@Xfs8SSL>7h^~7YQ890_j$kMsYrP$+0oreH ze2HzPY%VXBYw1@IF)6jPpK^yI1hF?!B@aVe&(XW&ki+JpaeR8dnzXw4C6BsU1X{p`uAAqSZv9~d=a}okeV*Vb9K!~hbxV6c>NDG5*3Jd)K|HCdM zA<0^I6BL|~6p*-(6`f$-)fYp*u5ERBlwpQx%_Q}x)Y!O8pskfwGI`>f&H?p>7B=>VcOYOH3aRnZr91)na)uk}qYh$*CdT|c(4VTn=!pQT2C^W)7bsND zB+L=mi--2t+i&0vjPC#a&=d+4H3+d78U?tgIa2Y-j{CGteS|a{+On5`@W+Lo23sq* ztT^m$uCF;Jd-%ZJx+GOfLOLPCn9P+h(cX>89p}CwseEMot8kTtgR%{zTz~)VroVk> zd-b*=`ug00sWp`S3kRfV;XKWSL9H--Lc-Y4AwX-|sx+S^uU6t7!lT!~+W43z+zM1V zojXvr@?+*$-F}GSMQ>z9<^mWGqj7w5<5{_(kTdlv8lUeMc*D8i*M`_Y=99LKRC9n6 zA`;#etbtCx#*6Y#p#3pO`-8EqAm_1v=OHy68*xB zIjoY{EY zQ#GVruXnj#;e5hmc<+(&QH5jGx`C(+pRHKUZ4SIL)xFlS{#1$jp57bsfbY=I(7ziY z`hKEblKikAfi>6_dW;w8;=$Xf2~0gBHz_*>Gen?j(0#aA&X&b$A$u^T{>+;bsMB3f7m%5;~{R^;=^)t zZPo=X?~Wo*VF(~4YKE*k9=J6~H9zhMI>S@;PPReoV(Oh-efKYQn$8ozn9DAJUlF`p zp+sCjB8}u{5Al*zQORQ3xlhBcNZIXj7kNJG3k3{8tW?vqEwo>LFBzaB<*_SU{}`&-C@4Er9e9Jb{smq^47vi(Fuig43Uw(OYe)KC`;-4qNz z!qxtqP}-eBoAsj@4>5S`ynH=((Nk^gUb?p;+FO*zw`SWlrZ-B$FVj59?p1mXepm$V~}GcHH4%dCgl#b+ksQGg+Q`fDoCmjxm8vyI=W)jITbJPX%f+}I1;4C!?vRSR41UPSvo zK1^F5XZ|U#6U+5xt71K$AKZ-oJQ`EuB@B50W*^{7S+_5v7EO@4N{rLs<@nLM5P|Q6;+}NhS<+1dn!fd`Wao2Bq?mOy#&+v%RzK1>Xe zw1vKzJdDL}OHS1keuwelEYS_4@3BdUHc$lHGLB6`ovWlb5IRkov$U@cLAJ z5IQ&p7Q|;xq8Nxp18LkOLk9UePaZzI}l6pR3k_(DMOU;Gf&Rpi?z) zBmyL%kRMe%Z#g6EzP};Lh1r4>8UKlGT+D0@{=VJSKF6RHA{d}f7T+A$>s~Jpu2rg!j&nLMx&`2KK3s{G{jn z$3FTNGA}eg(~mhkSJwZWar4tY+Q$6+IJfbmgSKQKqJN$OMIl=P=|o6zcZ-y^EDIrF z>$?K@(?;wn z*UJMA~Y;8qX;P=B~kbZHcpimX&zq;))dFg(s6%$up!sTEc|Q#@8A zMOQ>x+mu#dyE^@n>%-?=`OR0r`L1Z18KW^m_KRl**sRDl9lRWYE2CvqFO&PUfX9-z z#~XV5^BM77`G5Nd=uFF9PN5BK^u2;tm1cMboVZ6!ic~f<7 zQ)lAAWA}Klzir$4I-iL5w;DVAjgV5T?|C2Gm$qFZNU5umKBS@Iv6cNfQ9J!D0+x3n z$E__W9W4d5F;8ISN{{?Xt^G?DfV|0SsxlYG^W z3JIum$v6h{VIIFYpkbBCc_okV`nXZTF^_P85KOjO5lWy@ zVnV^`ZNYLi??y32i+jAMxxDC)Bw0W@NIjnj6-!V7K{~h_Xt>z>>wdRf!Xq-NHZ1&i zx#JYd95bSEBkhg_ViWjPgP4&J9xy%A-`zsZ2O& z;XR>_r_OK$PyI+&sWgcs&8Pu~F1LCvj#R5sV7*d0T91uR{X(~4(l!ExGxPH%b*5%w zbQi;azC|)zu)NnDdY!r?QumVIx20PQrH``?9eKmLQrc(``~he&uv4d}7B~zhIDEO3 zyJ3)D@Q)@(XAAV9P_uIJ^Zxz$RsfI!#nX3LtxX+>K@7AEe|x%_umzh_1NH>D6}`2Z z*64u*(7leE7I*XwzG*E#EY`Mif+H$wWx)Ix^fjY7v1#DD9~~)d7h0ZjW`)-}N*2gy z=&L5hbo7-Fa9W0UYAb72aqJS6qV1kz!!fm``O=vz$Fq%GTCs6tUfTl+@6mFAkX;4* zaNRS@FA~o;b4V|knhf8b;02v(f5x73ZT)qb2MHQ)lfk_{KB!Kjqzq{|1@dr1HndHz z)#}}3F0Xy;jebO&Ut94GlKCD`drF;Q?G{D+1)o5f21f9|O)NIN4BYuK{N8cAoSmQ* z8Tbyb0p60=hI}?PGBHn*;`TTKce?WJ17e<57ewkq`DsZ18B{*gDJoFJPfD}~rAB}m zEE?u6uFcQ017l*~GqHqaI?I0o9Lv9P5Q3c(WUoO90Db8MPyiPnq;hG9;zAO}#CIZl zzT07Jb+AqlU*4ktfo;$4M^mql(k$ys+hLs1>N}L0a#J$9HursedhhP`QMFE_S%sT~ z>%BV{j=6yc8kYx5C-TZ)vgu(M9|amDNi+UHV6wWQ>#lEjYgeXGEX-58A%Hu*11>bx zVbc%j82yL@K8Uh*Zz5npsvKO~(5qgyL9QUa# zPx8rzD37XIUG#rIg*KC~!iMJKWFSb8>6XJHFQA)0Mj8M8^)L(W-1Ygyp}-y(O~SC7 z8fMkf!Ff?mA+;5b26t*vfI6ub>6ckp zmX~ZVG5HaZc=FVjgiBk`KMe2lFVaMQVoTu~#5@Tb^B=^?S|HT(pJ7#gzZ>lhgUL zlL_Y-^r!y?L_?GPOR<3D*%M(~Oz3Y>_Kgc=tx~r|d96@A_BpcDATre{c^uu`?&Lu) zaL;(m1YGz_&X1@*Ua5Rn0!~M>Yi{j%nUSPn34*o(whd0)OXkU#SiS~MFHgIK>X>y* zVqsDUDfZCmIImQF#>%E%@&REL5Qc>~!eFmc@RBcJd3q?8Q?iE?R6pk~e(+JavGnkr_bO?G?I?97v4U2n#**Vv>7 z?K!wh(m}cQIME;gt}ZNXlvs zDI*fOBz|dgd|_>bNb4^iqjwrK?yioIJ0GvWc73jM0Ae(9RKr(&To|20%K2N^H|#T( zo7Eq~BU4eu1Vq?gng_3@El2gF!0vR-lW*pN`*-4qxvJlB85kK?aPB9w4U9`se&?wL zeud4@7X~wQx9z3c8a>`z1`#8!TI958E(M091*wH#^joT(Q~ja`Rc}q;E;LNz@vlIl(6MsmsQ2N>)|{f1ZxDR*SaOE#lz zSvBPOfxg|D#9t_B!V&d5wJ;&IUe$U^pd@l5L3*cB9_5CVvM#o`{4hqX$BqO!vVc*Z zT3K0WZ@iEtXbxPe06_&)umsD~1#utPUg)R}EzjCd?Ugm}vX5u;N)H7~rY}(yaY)P1 zMQ^t+8a zgkn(8LxRyS~QHH_=;aXOfE0sPl_`0RgET4j1Rxf{(E1_`@f-x*<^i)rO zwa@1Xuod1+0=Q6w=i zPgH=b*$Hd@tM!IWH~de^Wq?<5No|MWin^_&fn}r?ni`$PLt*M^eM7moHLT;zayc^L z6}cm3LGi*brtV9FN{BGvH_w*XnTyL~5~a4`v`jmZCTi*k{o&}d=e#Uy3JvQwJXC)y zP6Tgbj8AVz52rFeWY(8cL@lt0Q#;Nv{pE5HTIVUG!bNFPkKlti{lYS~X=96$=soRq z-J~avJDQdBTpPxf#jMFee)_t|nO?q>C8bZoO>)1PCA--E+n}G~{(Y)DF0Vbs$)W*& zQh_b&M>0O?%K}Ps-L9__)rI-OBVCQA4zis-%Loq;(W3w%&sv6PJRKHW3c zeCeR3AFJKv_2c?nKMy8)Q49airVEs`q%7HEj*kfTOowx2&@TNsevS(GS<^0k?6yiKjJkkW8N#Qn+K?9WB2*l{^My^Pp>v$)4F(5&J8x5e{Yuxsa?>e z=p-uytvC>E#377y5Hmn$f!ypVqf|$zz1zX++a)9LTZQBI6>+h*MI0HCSx~VD5TaI{ znmgGCWdLuFKxen9nDTf=vn`^*h*BD3IV^CXL$0GmUtV7MZQq*~s@iY{NTm?P-94hw-Em@9XX1Q`z-)9sNQEoTy(SAy^p1x&CD952L!Q#mXjuW#Hn$i4O<2 ztd;<`J}CMI+WZ#H>4-UdM#OP>r2%}fz8ancg4W(@fmdnl`_5m>)4SFgxHr>G`wzyG z%MvR+ik-Tu2{}?WM#)e|vS;!0g;?~t$6ELz?f&F6>_CNdsfCkYoBv$`gZ>poEmtgv z9E^seh-8yM1~OBXW!EVy-JhPK!%6wwJ*f<|>gn5_xfqj!j%SmG&}N?8zWGH2cxowl z&gaX-+0DvXzpB>d2qmT^G@HdHFBQm{gs7=x)0oP4KTEXKyWiuJeo}t!+pY}_bi5y3 zY>-44YJ(-1&cXg^6=6xU-As&(sarLYeLrVESv1uLQ)5!TyN7L=he$CI=U$bZt6&f0 z7!go3sv`pzH>Kt$ckSt3vyU(OOEmh^bOFC`i`yuHp->cuL81FX*-+A+GPcdx>Z*E| zn_zK_>N(*^l0(~#V%;J>YL+s1B~u+Ni~bExB3e(e3p`O$jJ`V8udQw}{S7VFXhtqS zh5P1+6}O$WOdR0^j4ER3M_yZR_YN2ERcDykMCUSoxh@!MHVy?RYkx6c$AZ8d7;w;3 zj=^VFHZS84WvGwEyJ(C;#DW?eQM+TjMcrwWP8~;Hv{0f`ejQ)jl$*qZ!hG}AEFO0J zBTQS4qNK18e+E;uM&3|5T0u405qLsx@T2vRn<|#5aH`^JJ-V#5BM2AxQ>*fm$6MJ+ zxyjfwMm7s$iUL-2^yEXO z!Px=;O2%jcexXVdG$k`Jp(Ss0+X`;|Rnz*s@QtT$3a^v?2)6DIR88a*Yt<5Mpyg&jw*v(Z`O^YsjnOFH}V-v9u*-o&E@(P9#! zH0W#tc43fGO|47hKQWgsfhfoS?D*$p1IfiblHJXGs_HGo zGlRO$=>EZGK0)b!u^CWI9=b2|XI<*EvSg@-O$*7z_Q`JiiAB+{{|xX%1WEOO7M0kU z{*U}YhRRUXEE8JW4feagd+D%sJ`F5XK(B57DjIC_53b0`*N-5rQ@NR$DJGigZO5~V z#2r0Co=sR?Qs1tOEY0WclZCR2fj)jdoRCd%yeWpX9u04rC1j}f?Zc$I6(}@1!P1); zFpaQ5>x`01f#_C0U>z5#ryv3GpI81AmN=R@LpV}4TxL6r)HWzugL~-x1dR~$q%w^- z3F_a|@=Ia5EGgoJPcPSVK6)tHJ`U~kev;LeE2rWjoKTkRaB{q^mbZA2Juv|j#yERD zJFLdHM-5)v2Q*{)gN4>6-_WfmWq)vJLvH=;K`U;sX{_y&2ljnr_boKVe9F$Qm^im1 zJ51EM3pcw&4*AJXb*f`DuG1vE#iVKz3&YsI3C{c!O-qMcyIQp=i#5+PbO_v(t62WS zKmHy0w^lHp`kjXMzL&8@k_EQ2t<93?Jfr(msh>Xq6I1pZk25E2QHzCSS(8#Fx%BJAtc0xK!+_n2b>UAv z*M-U4Hcf<%v?YE-GB){9(Li;chuiFmg0WA*quIjJ;+x%Y+Bhf zCD=MNXIP)1r9HzS_5i%-Va+tRx1;D7rhQUiV0y^J6FDxB?@N&9^CfJ(u=u}!v`>QB z1|kiJ1Q`<*NlW@41H(_A$|0%aEiD zYh=4m?gJ=oL7%8^qQeqgiU(GWPp(_6WGWQ4Tv5z<`|5f@h}Jx@X6w<9d79JOLS#yH zh9DYM>?T_P-(`?fM+JdYzB63uSw>y!XL=rBpF7$ee=G5MRjpe@y_ofic4`di5tsx{ zl~DNl_So`xcU5TeP1p!Y>y@01$Fhwo_78}|^GX(P5`(lpr*d2V>PePOI0iu+-_#;s zk*%yQVqUmX6D&dM$JAFoc6JZXG)zgipKUc;-T{Pi6BR{N?>|XYf!za* z#!MkHX_nnb_=WlIkbEngfw4_#e}PH+X}^9!w$Jn8U`D{paee7xb!Y4u#n{76Yz`sQ zrZJ1P@Z%N`Z zF86NmPtn9#>-Eag^zv@RZPXimUeZ>v%3P8Jmu+4OSI7?>&>6a5&Rnh82F&naH-h&U zK$5o?kS7+?3%}}B-MNZ_QzMrZWQOUx0;sinx}6302DuquqqJ0(y=qtmNc+y4DU=%4 zaF2V@1gF{l+Sj=d!r$Wi8u)gm# z@ssW6%f3v*r92yAq{-q!Cb0Fll9|(|>vWC(NWm0tYG__H-n<^fhw z`xxeU+mxHX@G=r?x8XERt+-M0?%JKd?xCt@aIpSL|d-RbX#IS5( zHGwN*A26;FI@6uHwl;^J<3)#cXw4paS>&pA09LZGUzzK_48F8Qy#l4Zv>PzTU7o&g zbotL&8UHG*#o4Je7A@LHX2_)bV{0qnb#&{?FDd+4mc zaK~t!A+ABn?TF;CPgnRMZnKEPomcWT^hJpC()d(K$c2uX1539mBeT9Yy433Wp`a1D zQyDXvQ|Y8}x4x=+7#&!kZumVB_0==+lR53HfN`{c&JxB`elXA7EmX!lIv{8q0Cn>4 z+1$t}I3t>%<#e@J$TYTOkM%MTGGq<7|Dy@xdo;>a=hqiwlWH?5B})BNkX()l=-PKi7Q@gACzSp{z=RL3ci!)awaM}LD z*9Y^+Q2w64rY?*AXZQ3BUf#B96{jr5VM)Mwvr4~+nY%CzoIjEU=NUlJHuEUf1wTYc zdqwPqRkMb&DMP*`TTikxxJr}Z=YZVZoX;6ePosZeHRFgF;)sDhf7?NWs1ANJ_m^3c zsclDCmTUQ^npB{mpM&>vMSvSA&=RpSo-saoLYl=-o9H9cFRa>LaO|Iol?U2JqeuJ>z2^UZ?t{=*9^vCp~~riJay1-cxMFsNn*2Tdmlaj<@3;o^vtvv}zUE+#+ z6V-=;6V8LfcXVkuS0%nSqYB$yZel{$t))4L6)29+zhnit02w#Zto~tKUFm1I@_IH6 zpNm)pid7ydg|4^C**8dy=|g%MlaAQqRrR@lYqozT zf8b&T9R288-yd}9vUSIz{|UCeZ_B}~d806Y6ovSeEczQpuW&M?iF7a9#nV|C>>qXY zR04z`4Uty+@1Yz79L7TeRlX79gN;xCMDU0m*PI=|PkPbubP0%66ax#2hm#9bhw>@S z?fVAc2j;HSGRm*sKFZ8pKbU?~1X_L-`S5P}kaX&rzI$7HI{@#EEY#vwB`R5Z`7rf+ zVNWsATVpHgt`h2QPX_gk}T41qB29xvtl^$(}lR7?eU`a(a!tv2c|j?V1) z*SM%_nQJg;Bfnhr*uH|#OM&6cm-cys>sR;}2rmL5wqg?ZyG<-l9;H0UGiOCCdzXI% zfyD;u0cZ|1rptc-*>C=cT(bJLn1xG=l?OjUoR4B%wZ-c~r3D9(xUx4ODANmG6iq~> z;e_oC?2?l?InOk9!YhfG{v3GvJ|XZFHo4J>YQz7fv!!Qs?l)NY*F7JxDcXFD-$JDQ z`>9{~%2eT!W6HfOfMuT%u}Kr=3YygUX#t6NA;N2M2n(c_YSw03>ZB^1 zIasZK2=kW8C1e{H4iZkXvcEv0--Q1Y=w$(3m$oG(NSBB&-naEMoTA8yrMjKL{aO-q z@)7+-Y3IxNnNk(fy`GvWs;8lKlDWW(TQQ|iA%bRQx6x~NJ?ffd5fdfu0JO9OCS+lD zPh-ZBl;d9hN?Hx#=K1}*k{b%q#Q>_ms)j;6D0J%&0S(>KNUKq|eOPzB>9EQU0kz{R- z?Umb}fpa2FGc>0wHwg4;!g1%W*-cW{oTstcE7a+zOBu%IqpKstpr|s?o>y3vZ{dvp zkvD>CWo!-y6}DN2Td`(Zps_vSsrp1!7xi&LPwpo;F=dHo{JiP|om*FqWM%M&hdDoz zx;mFTotww>pfKa3D7hb+L4`OlT{vS9v4f5yni|Ko`G z6RgJl-&Hgvhn@y3O#pC%M_cAE18X!%9>07xtb=rc6#sn=!Sx^478S_e02USejS^r3 zkAnCdvF>?OHA(yqmAown`cX=Y35vP+)b|Mfg~kUBGXe-9WfMS0i~xBc<@V99b;`k+ zPsUThL(lq8Z{Fa{rh!6oL%m7rb^;bcy8&2AAL82k-Z`H?))n#*GFDSnvH#Td^a4B_ z>L%c+^;UwHsl_l=ieImuM{aLU77+~fx|c+AkNzJ1HDeFlrCdUBG2kd_7MA9W}@bAp{}QFyuq!q}W};PkZ{THQ!eODCra7CcAREbDG4w3XSg9y9#m)X^Io zf*Ecowc_$$^hm?aiVtQ()h{d*bxX`p>@LY0+)VU#{#eAlyi0>df1rv+e z!k{t!^sg6rC<5osBL|)YlwgG-Gh`C^oR1c=n3rbzS;f4LCX1p4rld9}P%isHPr%q% zcZa`+?ENvGp4W=-3t6(4i6~iKwtZ^X@_UHt zTMt{j@1+kmgt7eDT@L?!TUEa7L{X2a4D~WS)o^k_DKI>I{D-X_& z{yI}?lMnE24oO@!efqZLK6hVvQ9u{W04gA>z3nfd&tiL(9b~4_An}0nM>SS>QMzVq zy{Uoh@UJbjSiJ@WX?!8dX8XKFpA7r5jRy(4)(PVEc}K(mi#h$u;YtMPv+iPT!B%f! z=_D;eR#y@AwonBlL;ksoB#?&96xel@9*&eYAk+f{^~*XB!LRn1CD*Y>47x)}Llu<7 z0$>1!XcpK3-b9?gp@f*Us|1=wtSxN$6GD*iyDiRKq4Hl5_a8$vCmPg8iW3nWp_|Vi ztHksDb)JLdvWnQGxTHWS0{zam_c_{DUw756sV&ScH5S|mlMT?VqEO7ul#a>cT^mtI z#tbABI8|7*H;xGyUUegoz-b|>dSUe*T2=unsUa150Z!qukA?nuKhDG6X@fMqL5=G( zdcP41kF$i-oigW$&MG=N4L(xHM&(WQADqYuw*1IN z-Wp^MoGTmk5M2G=8&7|cSi`4!qfhH=_6Osa@3PoflLQ=+J-$u?bG;B#*`=SjVb}`w zUbp{ktsp+IsX+Ss=xCrHYyezfs$P7r^$jiD#0RlzUlyZW8Xj!`;~hta`CP?aUDK=n zEZI?xF2N+Qh2W#O&FS{(huhno#nbg1qg*6Okgg$96q}|e#|VO|Cw2;GCWoK4Dq;HZ ztz0~pKZt|usQj?tQjqnFJi9L+;Hf(oO z{0bky9j^B7{p9y_wkHIbD_|9+i5amKq4^4h`z+GByx=Q%OTze>-GQ8?kou^5r9I%O zpI)T=qEXiqW``(Y|D&1j{QLQIHm>v;6ND>Y8pd2TWAvc1L+|%SA@iwD%(5B58hcYO zVb>{dqfW?sSjdCmP?3FLR5R-|*hWdaG2KeXq@y4njVqPo`vYd%TjQnqg=2nF0FojE zxe@q0>Kp)~w+mtO*D*jd)>pIT%v%}BJUrgcrsqMyavMKR6~)Kue}Sy#zE$wp3puyU zDDb6xI7V!lZz*$q<{vWnj!^$tPe+gR+}^8CTNL~~jWX2oLDh&EW1FeOrQ~Oj=}huFaByL9O79|0Lky3c!6dJq zGJ0J~J_!;}eixz=`|8W)KVu~K1zd5P&?(41D)_bNX60#9WrK)a zYcCzQio8V1c`kj+Xia7I#Nq_AQNFzGaWo_t9clevYBQV2`++9L4F1Hk)kCyGG3whY zi~YEq2}FneKskh>5rIO%Ke8tnAuYF!)m7!Qv}v6WG7DM*WXZ$&eO#x<*yD2s-fycKMkfen9uWhAvb1qdxgVmBZ4kUyhj zGqEba$t>5%Muu3{bNl!7$nLaAaZ*}Pu)-IG9YRi~Rbh;;FEORlRF_e?xVMVq$#PZ* zY$bbI;|*<^=Fhr`XGM`;Jq@5(6f)>7K15QyU{fwWz>jI&%Uy8+p;%Ua!ZXrK!}a|% ztj)?I0se`}njRFCFTtY}oHjTnl00fOJ2#-!7yGU6qkxiqAs1U>7kZB*Iu)pV;048tgDJwDx9+G1p_$ZyAXQeaXcPY;o|y^TI;57v_;Wb zAonklT=;jHZjV7&NokP=pZJaAK}(v?s@<`w7C+8I{MmzD-=D`tprEbC9xJy zOV9_a)*|BieAcd?azTu4Xt+3e71kL~tqm$hC3k8$3tJi?;E>a%87NtNTzp#$X^D=x z1RlGg%bGZ_*etFo?S+U;+-YW$q7*B7D>v<}?Cb8E$yA{ar+uIvk;Em8D`PQ^=EN?d zgDc)}n5q=es(jIk!d!##Em-85OUFw{ZfZFZzcI#Ks=(X+zG5KQc`qeiTaYz@Bm_4h zKoY*Tt#eeoL}n97?bk`c#BU@y6vpFR0&g?5%X#9LIZIu%nZx3K(l19dZr>!=3m6Oc zIfdl!z;zQCH*h>fUtuLq{k4~TrJkSBwAPYSKHmzF+MAgyfc?$q9{N3nbwPv!sBL%5 zhb}GbEG%1zbvO3GS+ZV3)fwm|;A5-L|J)n8f{}v>zX{z1z%LSHN1-FS2v*%o=5+Vk z`M!?lCOs6!MqPksJ_fnft6+AIIVG|HQ5u;zI;VoR3<$ZBCM`BQ(Cgy!``9C9eOmdi zzxPwbm}7!Q^N9jx`Ts|f_34j&qU%3trL?z@CPQ1oXuB%82DxBH7kcmT`5(%H_Uj*$ zc{0O*$R8MXskwIinn_PQK;p37(wPZaMT`%%-*B(gCBz?FV5i4tkB6s~ozJ{Ve^pfp zyt!M?>?AibYyPzWEYZHBtJ{Z;q;WYLU~g|$1bUZFj24AIoo`wgKm5a!eCuI;6703d z&qUR?zsj#_Rh;WZIXBqE*H+JnJUi60{G)2mD`XsRa^e`ZtJf1dpFx#zJ`NHbTpfB@ z>sjgV&+{#h*9rVUC2M#KWB^%U?X>c;?iQJXapt6`GV{cY*Yi92rQ08>j_HeJ;JAkq zb2}DTV*8uTH&zcGIvj-`QM8)SileSp-BfxRS>4dkzB6Bko{$u)Z|l%!t+h(qz<=Cb8qKCD zgNSSx$1XHpXSlB(YiRwCIrJJ-Ha4nLrO;U{7Jwx^PV|F|3g}JqcDlz2%(bFox4j}ym}9>xA6;?8aE+D!&o=` z?l4*F@wbh^-nilcTgSj+dEmaZ(zKT5*QmnU0q2RbKeq5#&vzGacTk4`4d|)!eL51p z251z7ID(*3K|_HQ$hg3(QRv|l40r>@#F9kma;sXb&cu5rhLJj$meh0Q1S(>X zyI|JlKma;EnpDeM_!LK7C(2AzLkohV$Y;h8MBzimv_;wtsx*z}2yo<7VlM+rJdt|K zl;NK|n!v279c}6oPtdQzbQ7a;Q=X8OUK;~cE|q9~QE2hg303YNMzuAPGuv=9FoDe2 z6g!n|H}djo`h1X<3i}?m{b|g7_y#B{zqL9}`HAE=4Vd!q$usXOh~AU)uSI#R%ZA77 z)g^aP^XLLuBFo_iwSndNL}^c@k?=&~8g149MGgM0=n^_xDXDT>*R5PSy2OO?QgorP zax$s{4@M2ay6@Nt!olV6Jv8NHBxYri-n$WT<>8yG>P=C_Q|e7OBcA2?mga@!QaC8( z`DA!yk$^3=QUol^c5b5vZ1L{63zIoy_DK@RLo>Ox<~2QV05F}@7{#VIQzuzLx~`LK z_Ux&hQJZ$Vw&eIL9L&y=b$NphSpaUA`25#u!jGo0enhzI)4Ceb!zLEP4)kD0BAj6JFR!99 zeW>takbjATC4d4O#~&EMV~<@F@Ig4&jAZ||-L#P$ub#x?Wr)!N^qyWJ{v?ls3)}t? z6TZFl)Og6fUBy-=Ae&QF(Xck#LM^H8zK3E)%dpPP9 zze$FVhWsQGSrS%fH>GF9+z!f{!d8Z(H&bZx9~_L%yLlVxf*;+pXjt^}wE1w$T!qB+ zMh?MYK=BFXvzWpjkgD3AG_JPZi|y3P;k0WhzemT)%a+nw-035e!O|EBp;5k#4Lc4O z+G<+p3BR2&<;__GratmKR?q=&C|?+Ny>gA9EU+Oaz7xB?g*nc_n}gi9f5`YR zp`dB5&3x2X9+wQPMbq^n(848)88Kdu-8WmPkFF(;NtVgK4q5yo+(=~{-T2-mR)+Zd zIIx5Fm3)r?eY`cg0-qOad$^cWnH)SVI2OyiGyUC_s>$QXEWoa>qZ#`&fVl{4Lf^qm zNgdM$g^FLymi5rBTA+}Ic1VIJ?^K|%fU;T{{0p#2EjYJCPmLc zEm^>$fF?z4X62)hpQXR%Dny)xB)|hshdaU1a8cRYb%kdo3Rd$TNrlc10Ua-v+~)&? zvT{!g8zO6|SZ=jIbY4R6tHVwF{q=q1!y(OR=D(-0PfyhUy3YSG8T^M`@u|k;25kjG zeRB6dFIXQw+s+~K08VNU5dnZ2$iw^pI^sVi|M;v(?f;SdYf{P;QjlEcS!3pcu{yB@ z|JBW?sZe|XY03tKEU>yA6HbTe?S`h}u?CJ6bu1ny%D=oi&EC)p3try&aQgF>O+1L| z6#SOe%rZ=poSw?#`!zL1<<|Pz&K^368$A%D9Fa451&rRBy55U}3;!f$Qqkh=+U81q_e79(DZ7+5=D;)F+6#`}IXHn4tahVatIv}-Y`8rGpF{1Wx78PY2sH#0sQP9*w zjz89qX*lFAYlexBkZiSbcC1Y6#%$j*XSSgq$KSG<@&LNC0xm{EcibwP65mBgY%Ej~ zbCH%E)2(zY?Wp`iy_!@WY?UA80zd9IEz}Yyt9Ma2;0%sw)_E{9`0A6?d`=dsI*ll- z4NS!>X8XCY?Q!^LA+d2S)Q^!T>^IGw&Xco8E7n zgxJSRvUq0UjV>4P`*T>v?T#V@2c{U0JQoQHk6!d>m5o^V*+H!gdQvacVxPO8anZrC0fE`2f$Buf`m{NmBeLhy?>CEy(pe#u)|Mo2M2TYD-H}Iq8 zdj6#lIp%skUrBHF3{JUN^UpfJ;vxnREN(-c1;EvhMojYg3X5OYD_Z(8_|TfhDj zrNP7VKLpKxZh@TRacLnxzpo&1D8NFo0DM$XJ|lnz9FPUrghtY4^22?4U-@VwmecxQ zWoC#6fCP>j#`8pg;Qg;V`oAg^-v3jf@cy3)Ww8p-5C3VOHrc|U0ny}AqJrm}0evt? zO*q%SzR!EY*Tf2ZpsPv%7O2hTb3TFQPc+Wwd;v5Nq@YPx1S3dRUeNan0xXaS62>=3 z-p^%c4v!LyIS61z_&*2Jf0iDw{WKsC8c9@mL+$P^E~huKUFm<5cDfTIfdt%O0MKkK zoIGId1pq8O$}6>ASV5JL-vhT+IuA66)Cn64B#ieB3ABRz4IeaJ#XtaLXW{sNBr|9F zc24*U=x^&rbt1+jjN5GwZ}8J!{QpG+G{yN>)*DQD{-p@{fnT-)FNoKE~4u z7h=;6ypq_uKdiU>wAvqCU8ue)Q*UJxTA}lLkJI@2YD9;>D^=}VPZC)j7)POiUA6jE z<2E+9#s$bhp|VovEt@A<;JG#iYakO%>u2p$Hr0()V?bt|TNUCb>bgRFxNJ2nMo+l5R8w)~ohuGUR15|=xqRe8>Ql#q&B?{wX%3} zt_x5VU0q`B^CldtNS=PU*p^LVYppTH6Uq1FrddwBq}h--3r4po&t}zy{LFBV*lPktJsWQjIO z?Jn~KJWa+lT}%r*#^j^9<;nDf&{@rN6d-f}vkQ(e9|hNtzcn3z;`o?i^zfn;nk}jn zc2MQZGGWM2^dU#+VzfEbY&_l=QnV_|7raZ1wJ)Qv+=J1bmi5-(WMHAT8^}#-_6%j%D&8^EudtlsJfu_U4LS(FY7lQALxAQz zG0>#|k~ohl>LDVkk$Tf!30VWuM+{zXMK{XyRXs)u@))Z8?cQWT~pF=d8NrRp$5gkdK{69!)mf|QVV zzMrUStX8pQxLL>OKRemNBK4BiiyLe_zDtCUoD^HvZpc2)d0!c6U*8Q%iYd;GM zOL59p9XdgcIi6tuNtBhLnHj^bvi4OHk0jq*g*s0gsO|SG_!#-H&&2yIDk!bW|E$74M6_PFI;k{jWdZDk6 zIq0h6%C+{7KMxNd(3WcK&xS(Ii%J~qP6O?={M$x@`#e%c0iKz*-{N@am@8jt9Ce45 z;@U~hSbD2)>g|M-bniacn+unS>#lSmr*Y@mcsduU{Py_`mQIKuH{i%vx8esszkTfS zSNwDCu%NA4@EvSnTGDt zv~|DfSnr*f_IY1u6u)zFA98yx$Q}hNDeX&LZZSjdo(|Slu=SQx&{fUdo4d=RLN;dF zv*erF+aLeS)lug2yycnafqNZ2;n(Mqg66C|_kzqfcH>8AZ9hjjP273oQUWZvznXd> zNLo+0$s<2Bfbwe`XWtZ8cCj(%^N*5}#p~O=XJpWld7Yk(l!LXOh`e+SK z*Zw*8hro#^B5_@XYE z7*C5MeAw_UmVYpPKVV&2#nL~>IIq8PKE|=)Q7wJ{k!u^Iv6Kn*r{GHR4W9i93{Ab@ zMEnzg1)Q)MALBxiGT-}`g(~$2O?6lUmON(?6w-KL(9+$U;;mbVA;wa*fJ!HRq^-J9h_!)hnx5cB$g5B3$=Pey- zBN=^;vRO9^d}>eTHuU!*QVry%xs<6P&SxElqc$~Me%C}TQn9t2I5er- zy8Sh=qU!vV(5%4h5?W3=7Tv8i+swD85$No|X)-4MXQ<}pzW0oJxcy-b#dqP~xbH%e z-e#LXh3OrmT+hfU{BWdtNZ2Rc02)Ss`9oZT-#`OU^LFBaMy)$wEk}C-8j) zKkiB6*!G8eC)*3o7ZPS1OYwLIKdUd$3dQyea$(xMB^tDQx=}O4NYMB=MfYV@cA4G_ zcuIb!w&*TnlZut*V^2$4lBQ zy`M~$py$O96vytNsu+9B3Nbg6nQ-b-o`$b~6L(js$ z9{6qEy{1EUZnFue^C+8x`04ZSQ(%xsM@0u-m5;GMfJGRI8f?SWuT@!d4eXir*$6pQ z_BP{e@!_+Hpqx{RJy{qNeY2fx&knrXo!gvSSs+Z||1wSkYcb$~wYvhX$2uxwQ!w~vE?0L_#|V#3MlcNsIraNz|y+i}wvp1Tp@k0ieU-kEF6 zpAjK^)aO6F|GiO+DIEt<0NZ3BE-s%3p{AR6;{-{vOdq7Bn4*5Ya)^(D%@e`iY%Xn> zopBSyJ|ga424~kYUN5d&Aw>3_1w|Z@&g^)0xz(?k;E_Eq6R$JCL|H`^~l$t&92 z4GgZ_~7CVKsp?X?T-$R?%N~K2ZU!1it&Gr8`vQ6B|6GaaXt?#IQjsf z28Y%oy>boik0`GZenTFLOqTfHC{{NZDj+xO|I>%~j41g3^&#-yAw^MOmSMbC$iVqw zi*om~z58#dd+`Kvg@=W)Hm7{`G?Bee`@qA!gZyuJA7y=_ugsvEuB&ss*H<2WppT*d zTkro`-q{=9EGjRpQ{duzDryC4fWmS%F-iTxg1|$x?W}GdvK@`SIDhXiAE{2(ld!a$ zyFMLqW#d->Bgua}h(u8iM!5)M zBnnozJP!0^Iqd>`i**JAkdtf^k`Q}*P=9mxWsuUA*$e03Gv} z7`V%>TgYevxo#Io-u_FdH@ToRQZuYkVQY7TcH0}K=Ps_Dw`_IeVC@f6zv$jnkVXZsxn6} zG+>w9KH)-FV(Q7KKAvsnhx#TE-Mzb#{?C{n@A1E8j20=Es3#@-dg9Izxokn%w70|s zQagI5qy#@6))UrD83+pe(d*?k|L9KC?~kEV;H8n}1>_fNZtiJ>1nA@JZ^yl@kOGY2 zk(N@<_9hC_PUv-)gW{-*G zMpJJ|ufU69lPBo%h&>YbEkR#KTEAm$7~2~62j}&Yb0bOKk$C?1RGlT%=&#=FWt5+#%ih_d_CkH#p}&hKWW;B=EJt1ni5RnhI5K{4z|VG9lRL_vNo4v8X~qN4~AsZ zo0K#wDCy5BEF@|(6zbQn4Eo&`M%IwJqbfpROMOwE#AYG?%VaYWqWwmx^W&dX(KgNm zO6zUu7Y{!g9eh^I;ph}YIh(f9a^<#ZA_RPV)quaCP1+?GjE)-TdEmNFGu|!dW~5LtKbw|X>r7`$EIX@F}{hMYqYONr*V;YQki}8Qv;M=aT9v_TIMa(_gpno zdI+o)qWJQGmGzS@a8g`p|25I)cXg1fX1cXqn$I?2Yd+A53W82=KQ(H+AvYQLMeM6X zj*Yr@4PW_a)RX#JeXrTNlU-)YcHEf~6T-#2#1o-fL*4~`8j_ff*oALEbOWLRVhzW| ziXx2RJFQ3Zp`&xZVk z1=LSz)gOzKL%B43n~72eDoP=X)a2`C><(5;ckHSe{*xD0czGWII*ETu%l=cFgJk0X zvx)!$5kSuCI02BnpAoy}ke@aG|6DkK@_pnW@E=h@?dXX!wck~g9nhb4@_p_4y=v`k zUI-}c_wm~7`>g-%Vt&lQ-^+(VXs;=>QU7n%oYTn4TU^CYUS81g83wp&t!PqH|KwKp9cjVkQ-KF{R;Wc4)tUc5?uMf@?_obI?hgVt%^~ZdTxS7hV_>ZBbGyzOZ_Rq2JFr%Qz+4uc{w9TmU)KaJtP?_^LS<8x{UEMF8^ zD_ppjN0h%)>YUwuQdk#|>B6$kB&g-jua-Hg*Vfk-PaJ8Dq_MZ&4{2y{HX^x2vhR<#X~v5KFRlwY%hGzF8m>l?Qn=QbX|55$Ib~ zy=7*deEE%0{ChkSo}`*Hj;=>-P<&It7D=~Qshqlb47(UZqM)?lLKQM@$zjOA;_D~g z-_q2s&4H2ir%OK9ls#cSG6<^w7l}D{47*O2pBhw+o&U{%?lyKR78t1U2k>uMdRjZ% z&gn4{Bk5mt!stbMwz9$xEZA23qU#o3Xu&YbNGj%2;ajG;j$qSRd#3}oriN`sFCQFb z8_5LzUj{?fjo{?OQ4lm4e!oq$oP$i6N3AP)B~%^JqkbGo zGVid~aCTUcPpJvyz?OQ@a+tAprGNIqQjI;d+1R92;ZmbeF&HrGD8Qs_k&$A6IVz|# z>pzs3uk5Q7pW8mg+ZHKPzF#c8M3{LepSifs;w+uJPI3ij@6COd9KNsYMBBR*|D5U% zYZtI16UZHgFxwsdT@csA6Gmy-iTXlwh3d1T*}WSA&x8&X(6HYKYsAm@y6LuKONf9fw?t~Z~Z|}X0P1n z6iU@j?U&eRcN@b}qYuY}#>WpNp>Jp7X)`%ilK;Id+AlZ6Zh!Tz<#-EDaq+dAGTBTj ziy2Rf@L&TrHQ9yYOGsoccnyuq5Dorn%VT~|4f^qX6E0gq(RMa8wMh{(o>?8r7cgAw z`kWi8eLlcBOBuJ5rYY=8Nglx^$fq2>N*RMMquxx%U@FG9>64G}G{3>8w`)y3o|hV@ zpW0!ua;8l1@P6(VoXrkEv+YcGAuAsE7O$ySGOG)0(oS5xu-3-o$?SQZ)%?Rw7>;}5 zE&7Lfsc)xN+6!SXAO#KG4E&A=N)*W~*2=M!MZ+$w*?eQ`7idUTT>o~L+&_a#(4BaY z1~FD4-sjtO}?(>_WjtS^nf_}%e1ba0Tb;$=Rp4A{Q4T3Y0rXI`G4S(qx^h8 z1PjnjB>>|y0{y?HVlGw=5GM}405HEGJYQyfU~5#Fb`7lLmiS&eZu3mvb^ts&#w0Y- zI@ri=HTrPQN+cW1Z7o?)!lM^RJufc0q;pkf1`5mk_w=yN0^Q0cLYX)oiQ?OC^AXSV z=kx6Fy~NHpK~-=jjR@vTIgF8N#LdyD@}U;ri7J$jKNt5fSmY;E-LNoF8R*_6e5O~x zS0uqA)xb#wA2PWX{Y~z87?%(AX>}q73IOgEI451|aZh4L`hh$9eNN38k}!tMLp1qJ zo^4_Zf{D|(cNi9Z^0Efvy{Y`=M6KZRMbFm%#2O>H`@C2m%`g-t8lB5J-5N`7>HGzB z-t_XC^7(shm4*LeSIPtDDiSZe06nW^!yM3Ps%>EQZ6!~Zcvzk`dv_ejwE;rJ3 zaK`BPJcj7+Kh4(deoZTRg4swIncVf>u4RNAt`Q=*U}GTtO^$`joeP=fFLr@-ER zVAq;o4MiSsWLs%%-qt?E zGx=VK9Cx>Fp`r!5g?Xq4N5!6# zXmb=XM#=yysulF=Uc^OwVb4r3AUeVZe5o(=iVv+7nB@%KMX2HY^%Mq^g>A z;FWg#yrvrE9I^YOQx)%9(1>HSK2%4Yqrz)&9_s&02qOrG?x>4m`o6>|C-H#fT3X>?SqgtfmWktR>i2;;0*ZkFeg9%WMC>+HZ zZHz5&hIU4{#7yaBJl>J>P{P@-IB3B2IY&ww4+1|M$|m&SWH`s97qvLGb|^Gjkzatv z{CA3J)R-@mDbSe}Kaqi`mu(h5%*!-||J2|6%2^>?SnDz)>RVoWm#}C!VXEG+QnNUX zlXnfJL^^H{1Sty1&D~rMCA7^x7#^FLFI)(ipwfk%QE_L#jQ{R|p6}o#(xn{En1%@$ z$JmB7MRWXT^?OS&I?p0bV~ zp5LHU!Wd3-nh7JRsrS!O!EHK#$fF~QoPr0d8kRmLUgZ1vIJa!@fB@Z5_(<+aXQG_CT0TBb9QoLwk&*AAhd;DQ5 zkkQcePJAfN!PJ+RbvHyzo5=)g)ixc+T!>j2hcbb>zY_Gh9XA2q?Q`sh5Kty67R>*d|BSHowsrE!2;;#q z(^A^27E8PiOeYP&nVOnOP$} zu>M?C88)S9^3dhwiiGeNmJo#yhLC?(=OucFmyr8ZhoEEo$Jtaw)BKQYCH8nmq!s1w zao0uCKu)CTrF``ml*hbM0<*RYn=--iEptA@uM*`mTWvIl=F+&eS?w%YGebYDexXQ% zsy4n63U9a*H%e>?Y94MvWu3zN@#!U1PDPL&6`xhO(yZ|xRa;eo)~N7pfhT-&)O4H% z4-5p6{IxHNapTgJI?J{u7eV!8Q8|wIcpl?!WbhMTzN?`XTk~Ui8>0#v+_W&3-+bXE zZ@h63JB5eIBVc?E2IRAxJ=#;bo?!%5n~#f`x{Kv?;Gh74O~t%j>sgmFdu=6gsfbq- zBRi3=Sej+#NE**p6)B++fY3Y(RG+9rKDw+K1VijFJrovmasQ~$*_BXpxtXsvTA0-Bj;v!T9D8|18+%r)QXO|r@{`L60&y^uTU ziKH7|Kod0h^0aZlCRdPl z)y-)9Gr^57JeTD=*)Tso@ApvN^prAxq$#1GwWTMBVQO%|f9j*V@`S*>=c8BfgtfdX z(z06v+L)_h_5m16KY>_2ybInR$p~JrMw2%*j^V|XEG%nNurLCwDhNn%vzWZqE{;#w zQH>07dXG!=-<@}**^z3H#gTyhd96j@!79zRKdZtuWeu*ZNd4`FYqJka6lDjmf_gQ# znRP;fUF$MsT~%PF|BtG(jA~}`+}+*X2^4o|f#7b%J$P|1QnXOq z-AZwIbMO7X_F>k{tjwBB)|u?H&z9fgggDiz7E=pzYfz(c6myll<&Qz^stj#Cs!1_) zDnyxC?FGQRF7-!EeALc*1}sFTM%UJ%X@i0F!&zv$VG)~&YW$Qov~@U|xb$3A@|ofK z!bg_#hkdeQ)@yBL{R#uPiECT><`p2v#qj_xW^QQ_Q=_6C*?uS=#caPdDPXz)O85qz)Z<@i&Aq6#m%7&jp8^@j^LB66usHN?e zTN_rJN+4>@Aq~(z%bSdWj~)SK0Cae?Lo@J%`!Ifd)jc&eR>kmQlVq2wB)g)_bnq%u zTacYabK0*HUQi}9^+%h!<~(4MaG@gGvz$d^^;r5g;rADUN{B1~Ty7He{6TzAJVi0l z+OC;$6AWWxNdb7w8O2I08FTXVRW2gT5)}UHC}lPB@CR&pcxW43Ci|rq$Z!`TV%W59yo+ z_vOOjrFjD|!BhUsP=yp;K7MeFAV37bZ9IW11J$Ohw|*4Ml)n+@_S<~(_kW7I=(z-M z3IaGlVeH)DQavdWge|h8cfLPYx~|f|`VM~SLDSF*{i^B^Zj-{PUYEvJ*#P)Py<3(WvsQWrx zwN|#Xfo7G0J-SA|;iD=l{l$_$Ew<9*8#otZSQokTVy65`=Wb)rGM5|aW*7W2<#;hc ze=DZ%oRiuYga#;7U2=KHo4(2}T9y17Pnf4k5L$uXbF#FP-2Ny-QVd(vsf!_z!^{`c zs+za#5v1-kZd*z!9)!5+yj|_SqAi58?3J!FC6p?!Eu#i65E)B?U;pV;(|i1cgZIWg z?_(uhV+`7q-Zw=rnIBm()t5r|=Hb=yAWT6m`30pD5n>$J-2*QzY9y|R<-wf%a1B1j zFXh4&aVOp+5hYlayr{ zzPJWVuICf?^bSpV7Peo?%KN{46`)-G$ub$5T3*XAhe5&RyX+Ri_j)R)Q%MKaUo9Xe zCnnL581Mjw4qus{1qFJ|dIxsHkMwO1QzH6Y$D+RA9Mh?UGRRKSeQDgKon`26QwxGw zjN+_k;bhB6f7U-(H+6JHCFzHaM{$V%ju$X@5Sv#ecB1PQmI~xjh$mR6NVN=At*LdG zs79DOj>|DVMn73iSswOVX&SF10zGP^Yu?&) zIcUQDtL}yUnF8^fVWq`;kJR!)=|)eVy;@2yGC%kqUHOwm1Nww(b_PlYJaSL#x#2h4 zPW8LcfMOtoT!{741KV#MY%ke7XM(|G`9vN0sV|bs9K4j}uZXlovnC0A79jIVEK;1` z4}T=nF@YA=CCk+_Gs=IQP{q+kdNjWuv~dh~Cs+dV{SURfA7C~MzL)Bzeot=@6?Rmmbo3EDU&bj8SV`2fH~AK7GF_d9eSn#?RFkVNKQiFm z$LyKnb=BfTz*Z99XO|g&Y78Q8;OeyRAYD0cfYb3tcih?sXF*c%lQPt&XF???sq1w0 z6A=HVUAAKbd}3IY67GCB0}|TDaY>GqQ3WRtw6lMwO^2G`8GWpqO}7Hy)d9A~yTzBu zb%1aVEha$fh3$-2{|W)wE-m0(e64`2ecX<_Pm_RbM-_B40#-rY1hk}7 zg`qkj-D|{Jh{^jihYT(9W)t|7>^O?ZIrZ*35ngU}JbbdYEG1sy7e#;kLTw|+@Ij~a zt5}DRQsN@*mt@P&AmHw|WK?*a$`06#sK?|l0TVY4=j1w~!GeF5^?W;hbr^b+Xkncx ziXB>n!!cXS74OmwAPRSQ+NUU1=r^}>XQuwEd%a*ek zNKkS+1k1ln@l`D-Ik*zV-G^U7!2a|7UKl`L;Rk&dUla}zXw2*{{VoT{1+z)z(J3I= zUiRPu8EDjJESheVXfr{{^FcIe5==6;0SR50ig;#H=d?o^@Y*)+n+*FHK-5;VcV}4h5zw2H_+%of?R_CU%#bZ zcOn!wcYcF^1FKDw@(4%321^6;leEz&x!<^MZa22-`jL`WO?-zqAh(mIjr(*~6<W#HucMa7I$pEh^$+TSSthUv2brgoL>&ujmO zGZ}}AW^d4yZ*S`17)*lgBj2CCoxWl4b#IuMT|%qKj*P>N>;}*KcOOyLCq72+W!o$> z2N|UF;!W2mJiOP{PL>G^~m)MH$ z#*K%4%qQqWS&l6aX`Fq|Y!##S1b0_D-+;8pfEBBoJQ> zgN?+TA{6%{3SgHzjy|XrQRLROS*1wqDH&pZWE0>VJ81$fvAv5(-KoOEFn;nZpDAQ# z{=y8}O;O`~6e8V#5EQ8bn$X?5R18AB$A{}Z1H`Z=obMB5;p)*phi^FH@s5RZDc583 z<;w11-vyCri_ui|a`4!`*D=#DBlb44>ryymX1Nk$Nzh{Ku)<%P9Z#Ve(Peh1(>MBM zf6)r$P5knaB`@+R5BHivZy0WKzzMC&$pZkAd-pXq5k7$r)x1dKT^8Ty-;@`Nnf)(y z3v;6P05R1!jK_Sqx2WQ1hs#csPy*b(e5-F%1^BQEgRZQ^Vh4`Jf;RbzS^K}IU80_U zQ0-fZhDMMoU4yUb4vRh5)miMPz5|;u^DPOgY!+mw#oZoEe;F#+Z*3L99k|g3J50-g zCNfEDcL4g3_}ZnpZ~7XJd@Tg;+4oyc^&EM&`(#9>wN1uze(_zsbB~w+d^iYEAy)m8 z+%a*j{?U!0mST3&Tk>#^uqt1$v1N3BJokh&i!(1gnPqkVQLQSXBW5P&9B=3n*lHF~ zDf~HZ!gR7doWCk9BY?HY5iVS9p(dXj6zTqHnw0yQF)tFJqQiaAc7p3Ef7LH2P)Q8K z`$Z41O!#X|R(CM+*zuBz{v+}1n07{=RDiJtO%%7epAOU)3t~RCYArn+(>4}T2du;z zn>(HB`{dXy$$MS`=&Tb(4}t`EH|SJEySWdpl~Rlw8gf*Aq<&=xrQk>lH^h_$vB__g zU!OS!i6sHKS8;@-Fzy+pY~jjog2 z3g$D39`<#ZtN7T!w+OsI0%aMF=w~vayHh;}f2E!>j@D{S*Zq06N}mE1do6r(zTC}qi4nxXc1N6Ena~^a$X-88t941fagbr*0KV6+_sZIN zb$r9Dr$lA)4+>W>tV}#3WdS_pOgMm@to@n38Wz#0XO`mrT`thMJ2?2G)7*LhdkWt2 zwZdAKTVBx7NS@wHM^%YlqxBjI5oGLduzGc1WCC0%bNv<$K)mKxTS?ZWal_rw--J@4 z&x=#q1mtM9Wuheaogh%}2Kmj^F*?`L+?jWOs+0N6^^oU@vy+U~wS~z>-u3J!=QK^I zM2vCAKG$b2pC1NF>W{kF*0Z+jyE>h`0$4~+G9|b;)b9lCr}`KD;xkJ}-GJOq69rCv ztNg*aPH`;6@4s}pIPGb%*)s9e(e{hVElAZk^&Dr{v5#|7&MjJ)nvc}>5(?=pc*hx&ZoNBPvAkjj!48p5wt8Nci; zqb0ZEG`}8y8wpC+BVV1NUktfQtorQU@ryA_mw$YYq)XigCl$-uOY(ve(2`#V1F_@U ztu+vTq6gP!{`$-{FCT9(ZnF}Q(`F#QJk-PKS}~AJ%am`s*WNXR)O69X&2^C9uw7)t zWp45!Az^yG&nw1)jIBSr+~GEb{4TCp$IWZ4-Ke=~O@nrp%}18Jr=sHyqR;--l9}hJm-_ z0BRtd?v>DgS}r}_mez@`hwput+f(mZUK2pvaS0_g+(ESP>uM8QUw>kvEP$AZU%@*)9}Nx` z4-df-bA!Z^IovuP$<|XOVwdAw#hUU=$Y3Y-Qk4{()J)!?oh?i420qWa*OD*H`Ok%! z=%fNQmKWPLDP{nBd3-Ml@4Dxw&qNt3y=MU0R(?u_$!EUciyFzq>!AxpMY^9){V~bK zGr_G`^HjV60xihfw9PEurCO&YR?Hx3@noS-#CwLcm^M-)jM=L-zu9hKM@spyDniP_Omt(^uy;jXa9-|e} ziopH*Rnx8~zT@#*8QH4N7)HI&Zf2W7L@t*8-{4(2sl&K=MO~vjZaEkv^mqfS(hTM$V@P6PT~D9$do(SCbfH%opmw1($G26P)wG z^Az572;Tdk&e==6YS6(GW7ZD!HNKXc9$B$Ou1igyiBZiga#7zdP2Hi-g8F85m=rLP zx*=KdtzI@EH^7KW%lfm$R_e8kFT7O3V&Vwz9j*9PaXRimAEX!kycr6F-$#D6X#F5%)!tOa@A5z-NevrqY*PZ6iA62V^?U zN?^pW$SjX*GLJPY@g>dWRV04xM^v97D5=Kit-}n7|Lc`)F)j2RRxZjcSxsGReX24t z7k9jsD<%;%?&(UU8dNncfHLH*G?z{`-Qw9Gp5I(n5T^q7xx!ek)?5jd3skPnb~xU3 zKwa=nFk?~bTNKMIX6rt8yuH$U_9g4P7E`I@u8~r+u|Zu;J4Rqjx;F?s3z%Cu*AYn? zP)=d?In~qIGtmn2&|8}~2kr*K>DE?;a`R}erYS({&Pn4%#mLs11tu;F*y9sATD4~H zrXFg!>v*CDdQMC`R&&ouj+w#-JO&qtg!!hSIK$Ecn%i zLH-(SoceQRZMuPaO!_?qlSC@!otg@o~f&6iI~WNRMF?Co}LHHTUQEa zV~WmMcKJ1Y9h)A`?;fY>MoGz+TrsEY`^SS18sSDH2?g8YobhCVwB2hki0bo;t2itH1r=^%l&01ia7 z_v3dL-=C54HwAzGw}k3jWu}8%IRmH=u@xUn2* zzFY4{;?6&M_fU|I8toV8!p?(XhHYk*p#8n5Bi+|L|7E{7DS1VAmLcU7T}JC`3q4Ai zW4wnHZShpC$hT_L-Z$Cqw*eiKhuga!2kdgUH!lBm_>;1a!`g*ullC6keih1ldp3`! zw=fJ8Rs|^pBJ@(*SVW66Uf-4m9&n0ulVZzT2OVrI^CLftCPPsZ9;4rR-J?uIP_Gnw zk|pvRDcT9l{u<$rs-)O#$&sOOg2vgUTcU)*l)sL%XgZteQK~$g+;=|S`ktWVj*fLo z`Q2&1TzOet-lSxTr{1gxsUw|8&;#&=%7b97YCubrg^$mwgtuondpC^vgd$#Tf`ClDF_KgEW@vlCOkaUK1y-&NG9)1+e9h22%gVL zw?P+T!^-&{km2Mm%RPc7)`?JzU&dc=a~(~nqLy)KPzOJ^xo?&u!}?8@L&D(nN8-JE zgyvE;=HjbsQP6GSm+E4cHsN0aac9nN8AEnZ=AY)1LMaMNel_TPm?6OjOdJWNIVsX! z)BP%2yX5AHfM_of-OJ1j!^Bw=$%4}_6+y(o3z$!A93B9UfZ+&&hWmOgV|V{Nzx4=T!owUM&-7`15z| zjgWxu)OzVt*^w1azpk&z>d?@YS0nAfFLmZJJMLPPiV|JFc+RyXNy0tlT;ZZB4*Gj< zqhg17!wv;MHGzkjQa{`Td0H zEe~|>kOJwn;m>NzZW$@RkjWErJ{oN_WAt}!Y23BVa#t)uv*NOCrY6eh6(!Z$t=I3Q zQTx6jv#gE%WjtJ7Kl)vF>L`9tlI}2zJC5oCd^d)grF{_1Hnwu(xFntwla8h%XB?3A zr0^4iK+5il%)d8-@@gAsU}&L@KL4*b-L0#b zG|z$FbHjX%L`UPD6BYh91fJQ=fQNrD^nB8FyZ7}C&YO%|X%$8r!`A1~b#D2=5#(JN z%v6Q`ruRPNEy4e_&nM~msYmF$cqN29tWlQ!YqgMZDndDizSq0rVx?o>$LlGgi}=EO zS69X>(sv+5JJ6 zm|bJKrs<*&#xi6P2UI8xIeQptXN3u_8rphvX>z)(yObtL`SVdbBq+JSu@u$B^~&ia zKtFgX{`uRegJPltO;xeZ$C4meghg+aNYAT?**&t}Gfl8hMOYy;H@bN6qoh?U} zx++rZn4AtNNg#}@D}0~;b~44OHpf_VHIxa%l!M0iUccurCmYYtZ?^awMfWiZ(YqhA zj@$iOhb1_+`>VWso>h#kO@x;_?WGIkDwjU#!z@^z4h9G}srEdg85-Pv+X6a=)pRr|;7mj0oV7 z+HnOpyf#e5S4f2m@kWyLmG>p`uz7r_OPE4v!<_MR&b@=R6-46-$z5-FS5}a6yM(Gi z%`wQfw{{-U{OPdSjn#m4aKw=BhUEA*m$)0`y~u7o*tV)3BKcvh%Yu@S$GmGrBrShe zpw(XR1qOtnMnJg|$Z#w?mfM0rs`I$yuSZw-LsT+k%@>g+?;;IV24xH#F@2TJXD{<; zu^*XJwX5MIff-UyyOGS(LVQTGdLsS19>y<5+g2i4-nQ?2cn%KBb)qFP0w+wF@`o!( zI%6UCHy!3k-JVgMAu6rB&w~iO2;0X<({JI={uo5oQC*SB*8v^I??xLEJL8TP1bHdL#u1U^ zO8+PS?~9N<5e2C%>xna%s8#h}1@(vpAO*pfKX&mKb)jd1f>Ie;L#>@o0Uy7ACuxzb z)oIv6S74*G$1>B4EK)54=uY8jx5|IY?R&#)yQygzADOB&*E$34BrG~?euIS?vL18;djRfSR-st z_?%haI5B<~I`x=I$K|wRA1ShLJh4ZM}ZgFn{(MFbuR(nP#j`BI4%wjNXP^r z>>ngay(cON>Lfv_B|fB#upCfe$s&Lj0@nxVKmfPL0_ef3do);(n_++>Jm$=}=LJ$) z9q1VihS8k_Tqp{}hx(n6&EN=1i46q!~UXFh(+}RD_7!_JHTxf<(3nwVR*ZKxnfkXAt z3VQe>4mFG(|2`$Sdl*0uCm_fNriKHG!l;AI;DDK!w7+d*Oy46KvQ04+JMn^%;ephk zn%Y2jtB5#VdgYO8CV$;XKRtPu&f8_wUt;p>DM8IWiz$u-WSovA29Q?6oh?>NVwT*} z{n^gZt#<4VbLyflElw)ps*0An?;0Vm)vw-*Z`xA;PZ)z9C^Gklsp!vkSdFx91|z9*XX5J?Qq2ucU|SAM>BT-)k86lB7B6vqkQk zdaUU3$n}K~2JEg@-YuUE5G3pMd9(Cd7_K@J6JcP+t@*ZWMx6;;d|U*J3c>t&32Y7M z#``YDexc`Fny+%6CAaMwb}+4d6w6vc(YNAXT$|aE1=8$9HfF(>cJ!Re(G)EPiHS;l z!QRDFfi3UiHBiYimGm&orpDI8OV>k}7#7Udp|MK7PilR~Z^gpMg}zp;L3!}mq+KHQ#%0reLtu62@G^72-QnYEjA zEuAvHMNbC&3#ChT!N;Ai{az$ipn8LFd>Vns9i=YVk2ZqtiHYf<5oTwzzv{PVw~9UR zG!K8R^5EHPt1&d;zE4Sxm!E+N|DnBoDJeF9Ve`nxR)OpQOCqIF9;=M!0wTn;M$!z` z_e&5rjV)mzR?H}Z_vDLBe(#r;ysVeCQ7D2!?UA*p5iOOta;KJ`ip4H?)a?F8o#k>y ze4lyHtAf$tDaW1LYCZZh*S2%mWPn7~9!TFx^LpmgNG*h#TV6Hc5A1>9inU!sSc$ZupGP%f&>@Vt z0yfMXQxrY%b;eOJy{^90xm3hYiTdY^&$Kyi`J6P3Ck+AoQIo}Wk(#0C`4X^vAP9%X z;`}kny;CO2>-N5J&Et4c;XLer9m)>H*W z6=mCD;Zr*<5kvL8yy)LzctrrCuK)KUx*YezK)2_sg}Txeyt>h*3WY;0JIxwvVI3Q}<*5KFf0vouBf)_Li7h}QFvLQrtbf7*bhw5DQE?MMf(~6Y) zkix$38a;|X?AZzFF1MQ9Zav+Ck^)UQBqwecdw0us1?rYq!zgLiuu&E9-rd4YVY6{M zYz;4IbDw!QI@Jdb0VL5qN7r`mXMJO4ef-VQmTC07M%O4XH9^<&BQ8m6+AuIw2rEn0 z?92hB?w&%-Lm(mM3Wk>GI70!D-Mrh~%;GmFsWKji+h7~_ea7!}|&jD)AC)#Y4 zn?ynt6j|MxT%he1Br^HG28|gTt)8sg!*+)TcVrmH2lGZW%W@kDH<3&}ld+XPA4!Z= z^nPI%cTNRZ&iMwzNwJSA3+1t*#CkS+^fPxBu#J_?+Lb@MRn2$!|6!bxc1V@+rG&}U z@z*##2&WzJnyR6c{g!5)abFvi1T;6VfGP|3N6K3e4Sdow@UT1{p5=_EAyym(X4ya1 zXgH(K#qhJPagm&$NV(uEpOOveo>(z|sImQ4KX@DTXw0IxxK7QNbSdiy>p>c?z5F^W z+|<4raG?WsLIFyHJVzV1@uu@v0gcl+UxzdpK|g?IUmrjBwjF>-!>ppFDnDnAy%eN9 z*@2LP$<9yXqz8G@rPEdF8z)Vk5kt=$AJ_4;iN0k0M%Rpx#n0#hBI1YXu$P_B@ zGYlw6<(>~79T0>jgRbX1onBBIihz90#cS0z0Z*ko=5Mp zz^MQMe|MZ}sQ2W_*IsYFPnLaO0uNBjiM-9;@o*v3A)A5pd*(i)9yJ4N+++7o5l(n9 zIX;!)p>_L?Y-(?@zJvdj>R)M z{>v&%W_?<1J#AZ&=^`}%#YIJ9vyPP|H2s79{Nx|ZJ8FW zAS|T0g<;ib`X4&q?)ZM%06rN;r3;TZUEo&d92B@H=~5mL&WLN63()5P$;lA7^&{{= zJrl~(^O%1Nt+4FWc5?jGIwecLhHQOaq`6r0%PxE(xe?cU6@>9vJ__v2-L#*6_c^K+ zMDiDysLS$EpI=xd!(GoEa^nwTiQ$Y1Mxp+L130Yi=P|GA3soKl)*>w5c(T&Rf|1|U zy0A+(x1+fO_Kbtu&HX`Ew*;abJ7WHz<`7y#n5Q!AE+aP=B`0o%V?c9TxW(_ zo4W;Jt6N(&!WcI@eD)&cg`J$eq=fNIy&T=zVCggON@%w;+3T(XDki7?mYlutjQ$Vs zDueZyOjx>seZ3MA#g|y`>>D?)KC;e$YKKG_k{M;XM7qZ;9r8{yxB;lG%vbLy>el#X{m#&`5vzfBtC>))x{ zX?+o@d~st>8cGA!%|F<;(e!AUKmDQl@xamGRw|7*>nqclq$X#9QBdN+U(bn|M*Sif zlL#K@go+G&;Mbqxhy6{GpE(VJAnHH4I(Pzf-nEq-ntaUTE2KE_2~>rJjE~eM;HABQZ%l2%LbI{(rPQ|QG`19fPUYFI>)`|G0H&J;Wm;u_wMZ5 z%*mMy-?mgAE-}nS5>VjB60$3!v?`gtKo(#b{YZq!Nk5a=IQp2CCMRht@SrbbfD)fq7ZTnx6m_8vCecq4YuF86@FbaHoe8FV5skBAnv!Pv zD?IkiZLsqA?5N?B9}lWQ{bEgP^u`EYaO%O|9p8cmeIoc7Ty;mr(AbLoSEN-b0J&iXz~?wXZ5T(e3@%U;HXt0FjSHk^qdz+SFhX{a zSVTF6b33}>9Dw!GE!jxx=S#S_Su$JvNPdFj=LfyBXOL-1gS*oZ_H6`>3V|^ z#xn(%XfdZw`kr3hH+}bom819oLPmXxbA8)gNk|$=dlu>+@`CA~ug8f;qF4-<_#1t!UUd>>b;g(J9TpwAl$&2jN@zle!3=sDADlKny?13^ zny3xugpe`(L6*IP!Im59-YqmxIO9@=_uSXP%C#OP<7u@Vn=uMb*w|WaGv7r1rcIg6 zXpk<*>yAi6lw5F;tL_k^nUl-H2mxjjE~$j0>wMo@%vXv$O5K8B*U$>?EbXmPIi<`^ z2JD`zP4zRB#}0A&hl4Va%jl2xu z5MN^BSLAGtdz|x(q}qhM4s)QL^GF|r6QpgwtV{u}fk*8z{<>!B z*cVp2#h@^Ud+XJvF+c~TrguwCx;=+vah&GUW^^y4U88b)|9l8Y%tg{yf++5u5INW);XJ~<99qL-QDvMD=S8B7|oOH zel`KcW8K&)`o)qOv;Ag>5+g93Bui#YvSG5yb*r#n&-Ts7dudx$?RibwOJRw!L~Wdx zl>cOoXr4i|#p#%LxLN%y{5PQacQGFSXlbU2t+9>s2?3<2-a5NIrJ)5+T*d&0SXQu_ z87@GS%1(`KP-zn13-uMQB2(BUM1wK$?BldW@65$gRLQ!CTwmzGZeKTNrdH#zC!0>`Od!Y+<-hb!|(9i;O?+T=a z1nU4((O{u@Ew|hEv|u4lAU0Uu0!RYu<_Na308+w;fuk&dq$+p+4dEL43W+sz2+cJ= z)?|?Hb9y$eq5n66e1;rs&=DN{pAo$6P%+Fj@Y(h7Nhc%ig`iejZt#|R9|;46Zn7hs z>A^P^Kxv}^mKsGnybChnF2go8OkM(0Ppk-)KY|#IlTd-;3#G2J2njI1CBBfc>UeG=wtL>7{g{|^GT70^Uv%W=Z#+wYfKx4j zlt`;df8fzyoWWg|KsJ~~@QEdm0-JzP%k@jg+uVTr+unOLFax*`g$y5-gYUl}3@jfv zxQ_-H`fmgV8aHWJdru3Aa0P0jfng|#=^$?bz~3-v2agc)*?}Y-raNvhB_lL&f~f$+ zfW%Dzd{JTf|0ndq_iyM0dSft*3l0rLEe4o_2E+f43>hsr{sa>X)S{!5gvW{AeZ#zu z#gjewkXlKG&4LR_^Oph&ou$vAp1plHrT6}l=^a85i1>~HQ55!mtUIazy9#*>T?k+5ub<%ry0V6!+9Lxn*(V@|k#dcxn=$%EW` zw$Rp9eZ{T?2_p~_n||=4$BoMw?0^wcX(pXq(?b!P`@~?-&?=UBqZR$z-0c3KY8u0V zKTmAy)IQ8;hAg1Xd*yEnujmhVsRA|f3_(#lKDl2GDe6~yYFVKfX9n;NDy&YpQpf5R z>>oVJuYO0A_cD6ccHmz-wAEKN&U$+3S~dQ7-I;x_PUf0i`h&o+6LIWw>#>4-jNrs-`mUVW zNJM=^VSl*0=>CZ3k*6l{Q`v~8-Ra8DNop5_5By1wpBp0kB^}Sw>6e>nIbjV)0fJjEF=99PdO za=e*IgT7EaL7v1G=$-w1j@!34heUY9Q_U`S$aM6`d6vx!B$u-u(Cr|HWtNjY@u? zl0#@drjXNsrul-NSKr(~A0k_)ZzA*!4W=#lcTqb=Vhh>ZKyq2G&oYj1Xq5ls&k+~z zJ$CY77%u)prT@G&7p;Gp23P-mCZ;Ns<{fabtC|IewwKc`&a6j^v;=;SQ`mbihUaVD#PKt%9z z0FWNU$<6iu@$hT(pvX4?^qvciLxiFfhL|rQR8d3c==Bgbe}mJ)Z`pzv1ZPj=>G-t5 zvAM5$wqKVUCsj)BnJWpc(h9|^sAj&aseC^?M+yqA4F-W!H+tl(5~k=3Ze6try7;Cl z;fQh_wXx>JeTED8=}LC`4nUuLpi5rjoueiC4)G-i5|8qoKEdfGvLn)f@Q+KgHw-gc zu77H`=>HU|ee`i32+N4T-r(kZ8hrO$S*&-iCu{!2Bsi=PX9XR^lq{J_-VTL{USABD z98W__tvvsReh=GmX+FLn2ZYt-XFe3c+5@_Tmg9x!HQC@3h*L3Wv_SB;kJVGhuiTse zq|3>CxbC+9wm94L{GLi~xm6~$mB)Ygw-%wm6F@e84 z+H)Xe?}=6IOmX4?w}iPyAcm@z@xs#34FMwF7Xp4sN6SV57bv+lYGLbtHu5%H6ShoM zLk6Um%p&To2XCTuKu)=rZi4kn*|nUd%qy+5Dvk191;cLHrjQmp9Js zL)G0wX}=fk3BQsr2zI%LR>5(eT{oh|nIgf+=xygKL#T>85ilWRfR`qdf^GO||FmrT-t?l=Zw@dITG6$vw?y7mM z>(%@Ch<;w#{2&3Q*A`hWlg1D?Lm0%ETu~jcUjxyvg!wb2_tz@OOuA*j49+h8}wb1ecGmY7Q*< z3H~4|;IFZ4gC*T<48fP1Y@yE|Ssdb{OW<&sk!NYtB~+}A!vTS3XDsUQ%>zd33!-KvNJvX&&w`~MLexW=T%mt)S)(9 z?7h2m?4`){W?(_Ww(^>td=#)b5#@2GZ(ZI!9E$pK{=>!hE^LW0+~I?6S|Ff~Y7AZ* z?_kr5GbHl=j3Qs2T=Z0#r%2G#ld?I4q^6wj32Uf7e%#> zkUxc1{0ydERM%n*ZBUQp<=csGBy!7!lP*6OfKFg@MZVT4_qVUZoqKwN#H5e(rGg)i zcuQBbkbmb^on#*b8|JnPDWp@WU*dPa0CmWRxGt{J4zw{l7#_8@^1A+uA^FeXr zB)Lkh$G%$s*UXOGn9L}JdIUzVdZBJU*` z=2EU*FJ1ZEo?I>B3I*)?cs`R=Kkm$#UY_L%e`iKtDWa#Ao#7MQ!}c02c=wqvV_{Xs zXyG8B_rMN-A#y$r>aLoAbmaJT=Vbh2XFt!8X&5Q_u+rtRNYkN}8=U+``kE_?*UAxG zr|a-+8PZu^XJpu|Bzq=1Y|G|=)FuH(lX}AnOG7Y(_MSPY~+J~-msOeb;5NxV~P?&JynA93~-4Snp?9S)RP8hcV1wYW>FU7dSrU zK}KG_C0qj%oU4LMk8y}=y3vw$xAYBsmep$FG@(9s4K1nvy4%N$`Z=u zw9KB^L2G|&FT~TM8Q{^I`&mwtQCj%D&yt<+#>S1nfL`bd-}&i>a@Q~z72At?Y3#2S zgzGImeEIuxoUVE~t6GQJahGM}zLf-Bkg!J6APH9ZHK}jK`*Hma!$jSpFcAcb%@9~t zZx0oD_g|C;S<0Zv4q+-^MonRnzR@!Vm~}2ip}!#rFXEATyj`xldU3BQq2(G!>i7J5 zmyO>8T_ZdkK*$ZMa32qQ2-%42^l84DT=^j_WbWy?(Md3F35iZsS*?@nqho%eCDwa~ zxK2;1+ctfEV-I(+0)hEK%x;w#_{3$l)+!Lw!uS{yogM{KIq?VkXS!!j$z0cnJ`199 zWy`8X{PT6NPGP)Z_1uKDNndGae?Tas=t#$7;aU5#9Vm?S&!Km~a@WG@Cnfu7EA>)i zcH=C zI-)(}lQg^qn?xnv`fq0;?{hj$ah##K1fyRM2)~=p1o-azkx(5%J2#KI^FIW>9+AUX@cMxJut@P?pgH~jvhJMFH2XhUeemW0;{Wz21^NGv z3;B;nDJbxNPXF;Jp_K&xc$BbQoZtok94!P4^+E}ttJ*7bTzaq|78y2pVF$BI!W9r!~pF2#B zWC4{-+P<199i)C&7C$WT>XkBba6QQbO!SFXZaeo&5S83K*bGN~mL7FTn7ka)jE)k) zE>h7;j+e;@!bWJs&qM=RD?~qlbhM-GvC;-G{wbv_tJfW6dCPs(ddsQx-&Q*!n*F)k zaee63c#49rQqbn+#!Bl%+6Wf0&+qya{CK^ZRq^^-+;er1l{b7d@4KGt9ja?RDDUen z`gn>5Y@9>jmGrW~oCFpyQ$S&|Cq&!Y#3GI|p6Ohc?#`X_YwT*@+$KRNYCCPM*$S>A zmQ#$0JN@m0JQ(z<2j_I`PE~->|Dx)xqTe zxI4k!HE3{xySqF2*?WKAf6lpDb9DC_qi<@?SyfNHFPyvXu)90*oQ}qIUZ}X~j!k`* zw%YBnx^j51Wz@~}6roLt!ZYNuzwYB+Q>zX7AP1DGK8)50!=yLNq}5Sa*;qAJ%UklU z-+{hOACmb!HFrFZPD5BzTlgzFx+*;(n@y;}zM{8XCO;zp!GC@OlM2RH+*j)cSk0iv z+4njS&Fdy7O(o?*mD162^16h4eaw)R5dE4=;lRr19mhybz9Wec`^(z4%jczhYSzN= zr(ca*p~z9Xx8^|UPRsmlCYwz1&t)2Kvg>Sk3Eo?$V=TnVRWl8-W1AR}h(yN5jPdS! zPK+qJ@uzA%IIGFh4XkHQ09M{9kk+$u%ZRFHU(|%;N~3K7 zc`e7Oa~@1tT;}1qAU~f!0j2A~)n1k_U1!$&xWdafu{EHGlyfYy{V>9lx9UKous_GK z8BljvwtnVO#ADmMvpzXQ6;Z9{AGZazx;Uow_D!qR-b3%6MElca{glNCXicSw;?dER zA;~gB@rgMb8P&io{J8R~YspK>;&S1EZ~Z3sHHzLhT4u3{vNI8jA<@}A$>)KYp|i#3 zYhZexKF+oyCjVt733I~xmcQ%9CZ0V}(nXXZ%zLaQb!Gyc{(#vg?;EFyJkL$h5Ltog$qtP5Li7jaj>UUXXj7db~V665dItD?;F#A1_4t+$ebe z?H(-u)U`hCnpjxaKrTY`Bk5L*`k6{!2=(~HRg9v}{lBCo4>)ro6B=KgmT*c5~VA|d_qi3)wbLt=tY z1;NJN@)rg00*$P3=6UQm)&226lyYdq_upS*1+i=*P=dmF@KJ#0pJ*c)2kIx<_y%Kg zcB318@Gsezj=z&AkIr~z{LsHyI<{ZGo_&!4Hx3PV{%zKI>9#UrT;t~$ZOGp$*?-{1 z=inZ}?M))jO(FiuOQ7r+p1yqD$#V(4mwlEx3^VU)K@L+7ATDYnJuw%#8{-W+kPh3F zKj1aC$MGD9yR`Ovyp=^&@%82pmGn~H?4^e5f6u|-rPDtLpU6B`CSB)s zlhKk-lThx9PS*tnmvwoboT{(SA4;itn(F@$qy;{k?Asz(XNciNH<#T9N^Ysdlu@}c zDn@`|RCO z?K5EScy9;WHowsAKa?O0Drb8>GV`O<9I z?g1BV3fTf}2gRkKC4u+LurjcE6kR&o)=o;*lH~?5D_!0a_yJas z9y1E$-+eTBq8^{*eRe7;#p@?2nv=OJU|5o1!ueF}i8G!DU*IM7tIzjDYe%CU<0$nr zHaYxfBXuB2g|Zh$jb&DgVq7P`&VEkVQ3Cy~h$D;^CN6xZEp$Q&lx4u}YmIBu%yL-? zc$hjFI7ACyRj#fxQ2AZozC;s95rqZMnC^KMfA~Q1lvH5U#zsV}AddZ7wvd?n#_fj4 zL@*~JaZ{N?*~EFXapRrsLYC25fw(B=PMjG?Jeh`s8;`aGPIqRMjof`{d1+G`O9ec$ zF>{Prv2v_PFnBYOJ)pZ;Z1hrF<;H4)=s=8;m{UJ^VUk*=SmHBh(}BmWh2b^K_e7s? zkX-!%m-ZsR&M>x0OM^^y*iR*0Va7#8koo61q7SN3JD;9~G{weGM{sdDh<0T$%II7d zCHmCZt_ao&c7#SA+uL?2+hK-BD*-5MZc5fX0#_s35DE6P_bQ~)KHB3s&$u6m_A;ub z<1%7iKhKFCwyt;^&-Zf%8N$QXPz6i{gIrU%e6rc*wiG4xH#omvtzNo|M^p9M@FH1t zcA#w%(;Oui)eAA;n0j=)s?!vyp$iva_a(Vqz{__}_DBBrcKI$w+i<($8$F=5;2sJb z+1R{IX;b1b9i*$hCCOh^g7k$x*!`PHjZ2ecX+XJE4Lb&CEel6PO=i;g1H0^xQvy3Eo{mcLE~#+L_Pg`Ip#FP0E1tb$&a~I z_K?G;bXWY1KAKKvAuwS35dgP8kGXWU44*pMF8++j}uVyfS zoR*wnj%Xv7hJxFgJtLnoGlk;yhH8Qv&!v^2Y%JcXgGR!ydRyPf0$Yk_0r73INE6Pm zdZ@clE2*ydwths?D#wbRhdN8~&VFZU<2G%>gbi5}AAVY(Lek%%E|ct=s*kU& zadqC_>hmxZUUr?d*KS>i-j?0gTzS4rTOFDzftkj`l&-KirAM#&`%x0Fr#ZiVZ@wd$ zafpMI6UaYFSJwYpp8s5Jg-7rLKaU*N|Lu5U|07%bflbk}Mg@876BVp|MJ)mH)Ssn_C-2q(xa{o14ykUKN!jxzMe!Xa9fnai{nzSoQ`R^58H5eCKa!s`RZ=^s~(cGn( z{IF$kjMDb)k|?MZFRdR}P`&E%7|b}?{NIh^}yU9p=RL(+MyPyQ)8Rb^BBuP zzHJskilCIyBQxa{wq zqHHph_q>Xv9vin9PvAx5avV^@*@4elXB0qYXWlilLQNw8ZtkEx zP}@}asNm~tlh_3DJF6O~)7j1`L;QCwxpy~)e8n_)$QtUWJ&bw68U@ssxQv^Tf`=MF zQgobguoo}7y>dsOd1_P2AGOd9!E>#&x3eP&MZ?^LhC&=EAs4@2in{A&Bj?YLt~BU; zr28R-1#xPIgI7Eo---l+AX8-r990($Lp{9lSl)nDF{*t%o>H!21|B)l31oc<}(13D|tDmDdmzqZ? z;;B#5kgzT|%~*e`#T*8Z73R*=5YPV##j>Bzd!#ssB-u;b3D8IFNkzY{#l$fFVroac zLAkirmh`-Nosr6(=mr4W?My- z)}dwHxcAQ(n6wF!ZU>%-JPcx*9b3+7ClVH(A-zZtW`xx@27N2BfjQPfiAkUpZYikh zr^*~1(pk?h_=-qpH5b(=cK`JOZ!GEZlV*lWR;Eqdu*&EoRqPNbfv^+7O@)l`4?CI&&2Zql}12q{diYj!q5 zQ#HeJA!DQ!Z32*L<&X*$+R7u~BD-Lw>WCOH7G1$^*|go`qQ`S+83@fG-{6gAQ3p+n`80=GP?%6(QH?P*`btVb6Z3G zA+RE#Zm=`gx`^X7X)JN}tmt;8bTCfo&`q)=%lr-dP!8DlYn|hwV|0nS38k`Bt;wky zbB@H2#6p?=bR={25U0=og~s~!!^%8E4To?wJ?1y5TTqq&*gdC7JRgwT;^w7BY`jC=ySbtxr7w-IAA4xV!j3CtE92TJ$K2g*?k zGB|5R^dCSPqoGc_(x4XoIrdshaB>Y1>4|` zzU*vv=0(=L!i0Rb#bXpBhxAq+8x#9X?pkUb*NU2NITtY&R)kdAP|KjP9%F55w)}j> zkeU+hQlz`IHz7N@lvMly-*yT0>c5(9F)BAvyXtn&i}J&p4l5Th7+ zw?Qx1W(Fg+CE>zRqHO7V?K9mDf?5hz>z1~cLT?ZYfVhKy^F;`bf2UhMF((#|PsXBx zAQ0pjOZ9Jn{!3Woc>-t=lfUCr0=bzv|8KgfNkhg#mj!YC5u-g26N#JxJRDmh6KuWs zs^*Ba`L+W-dha79so?IGs)c5@KaD~eBVt5^^Y<|R2$7@8)=#!Ws*UyQr@9|Pgp-r@ ztQ*Ta(Oe^aPhg7@jvjr>XE8hm-RIe4PRO^$FvVAlP$haI=bGfNgz`wXjX&t&_iW5+p2|{E+|%$2euy3hs;ZZZ z?o)FjWbD6Q$2|LWMh`aB@kk|Lwl|aO@{^%KM^Q6(i^dH3M8={^$c61)9XyP(t(N8< z=HIiWwgS%>EZbRcuoWBh)C*;DmJ2C3q zIke$x+iAV1a>!tWgBiEv#NWNyy|~R}AmS?9)!IZAQM#+(#7z68Qz)!OclZ5WUb zEBS*Zb(_TPxsJ$6+G(huG15pFl&fz~)5?6CWhL-NL+;`abH+vHFo91~@u~jZcM|?v zUI%O;-gm#-hZcT=aJ$@_JDJwfxD0$*`?ISds52Pu#DKm=n}kOygrHn`A-#+~;bVl| ze>>oI0qjDnB_&ul0H75PI*HVWr|7tRZ6c0HF2Rd%=xq9~*$g(u^g7hDH@Vb-v@^cx zB#2M`C7KSGxORk+)P)P-OSG`D0pTQZ_1Sral&RQ3E;V9Gioc|{bs30Zz7I2oeHe+I z#}+Tmy{*oyj<`ZS`Me~afZnoS7RKg&L7t#-9cYrXh>EgoxM-ZOmm7Lws_SU;5U5*m zyxqm6V6_Q@zZA43|p1qmSy7=$c(+t+miLbyH2kM$R zO&)N_c>T*qfFh5K?AhH5NU`W|NILmSKhiP4{%#Vbom~9kO%pySm2Ic1{(kaLg;VxF zarURs<-a%s=lEZ|l!fD8y!4+t_IFB}&q(6{{R@}IB>`{|KSxymflGlrY#jejuxU;@ z5ODoB%3m2-R7TYMM{I^%*pcQz<8JHP#}^*{^&N#o!rH>ave|hT;}kcJI$DTGM%jZ2 zSuc^OHTDL3ZB8@8Kke{x^67Nc|0x9kWhe&i+0Na21R2Cntq zBLheRzfT~V!h)4y_|h_M#Y-4j;36i)Uwfdu z+y9-YewmeW61UKJv8r#1?v@~aLVwDAw#qXOs!rb(Z~wcK>&jJ<(hraJ3cU)J5@R`F zgQ13#4tiR5rl#&y>l1z1S2ZFzJZMUz=^@b=DA{rVEdK)@E}fgUN^rO@lFfear9^)y zb@25!a;S6sEcq(hw(IVnh<8}GsfXvv_&%#sbmi^gAdwkN6F-`U;ciL%Jh0oxrifad6RT{ z^qH%QvM6*X^Zws-6edO>`RN%De36<`YSueO7hOiwym{>5*Oz|1Sj>7tJdPX!c20rY ze$H9^PHqwD6;j}->BT*H$(&^5k1uD8D|#Ei8sBEDm`-V270w5`FH+K{K zekFwp747~5l7=_#0G8Z%uJ2x~oR)WL`L+XAF_z>?iNZn7!D-R=;JC$+oN3fCmzRVB z2>x&8-8YwMAmt7Kp=g}H!RoD`&KDPZ)Ni(!_yu5`!(J4$kyIZh2tmC}EcaC3vSp({ zVpt;__3g!D(Agnj9OeZ|X5#3UGWb@V{E8RCpt=qK2Sg`3=%@og0VL2_xKCxSq$W6E zb@CYl-RLc?Qb|Y&->G$6@`2_7|~!^?V8;i}z>@{Lc5AYbeY~!E z5mitHgX6T>j};;zRw2U(iUXgBGGDu0g>k{@H0ue+^&~1wRa)C2rRH~}8)=*;WVP&^ zugxrS3PSi0n?Oex8hMzwt&r`NH0&NR^uvY4tlBQz?jb0mrQsvL(~a8o8rc4WY!UV@ zOh+)2@LG>+BGXCi8H{{Wz+a|C1XDKy%8$2SntF#)g5XV@RQxN0D|G=j*=`blVbF*h zdGwzFo6~HD{yfP?mbsJh5SsV{tMP@t0!dc~aqp)cn^3O9hiLy^WkF*h0L1^YO$ZjQ zf5_~>f1dx9pFW@e_~QAD0>}^{xHyyZ3CTeN3jlQBKZt(UBi$WjVdOkAlpuyZ{2i8? zg9J*$!ED~I@*YE#%=0<{k7=XfT8Svq=O<~IPB_%)0Al`G!>BpBxbB%-R&U@&Oav8^ z@Msxns$@ytamU#EjK( zOtsxhS}x$cC+6p?1o=iNqDY9sbgCj187lgZ@6(8;DAjT3v6LxUX^gx%eqKJ%PCMg7 z*YZ6Sd}Mp)sNR>wO`Yb`)|auJ9=PcK6X`(LX*{|gJWO|2(TOgNsE6}}R%A#cT%3`m zs|*%uNYeZ3;;CqlcZ(Fzh(d=L-#ElBR-irjEjc4nG@25nc~plv#+-68IJFjM|5Q$` z)c;QB5UUu&cnjt*QJ85E@sVo`rdDuj>W4-2XJ`Y) zAsRG9=+mI*7)Rk^fcd6@%i~FS!v2OjXq1{$Owx*W;+q)gvb*J3=3~oK@1Jnv^h7Z^ z^(#u3Yw;QXy_kMd)u*wqB1KC!t@aIit$2D(|4Z9|jxxg`ci^BA^{2_$p_rTtwp-ok z$DZ(E^s|0gtVjV;%P=P<>wRG4S0NCPc51y)G@b;j;6N7A;hn;Kq>p5V_d&kN@OAI@ zMJ@ACWF_+=(yr|SMZo78l*qzb1_g8PNi%Du`851l%*q#B-oN8err2@cNR}K~;UibdEl9;7SV@pQ z$?#;D#MGB_K}Qz#y1RxmX%ENIjPBm0ZJkP(@A4~4S-jo#Y}IW%#p0youCWuKfAz&` zpCJ0~iP5YnY~;hH6>i;pM*;tymqWu@V}@}rAk>C80;cPvSr^|%zAw&49dqBHDIlCw zr+se@*CsA`YJOv=gl7o4CSzdtc}@scbY1qpNS)E4p@L-R;sOyWKwyEAmI0K&%Zu1> z(xD})=mtOSiGt(b^x#K^OelY+*QH+kHr_uxdfr}qwPH17s2bLU7`{}^TBSi+VJhfc zFaZHg4;r@Em&lwH?T~rjV;0i_?2BGYT@*~cy7`E8N_b}oTw#K0LiUyO=pxuPZ@<1w zQxBSUZ;Rxzl66~J90WmMsgctH{U*pr4h(bp3Ix>PeX+i0&rkcTaF@9^5Sl$YDC$Y!hkH3t=}`NcRyu# z&nIsVM@F}nmXrdtvoyo8T$sVtA_GJYQxt3e2-BiZ?%p)|`NW+y>qOp#$#02K8pioC zJjhgn)jZVY>6Kw2Cz=K$y~ioOx)D!xLQGWRIe>&$0iR{*Ad;t+3aek0-(EA~IjFRW zEx!&Ttw}du-VZbTMQv1mKW6PMT4tTTv1IC(0tXr!)EwHeNUdt{c~vfh3Bbkc4)-1( zJ-Y%L8i^0r3Xeur==p+_rN$-A6#+2buP)PImA%c7;8m)~q$MmX$E@mlx)03|8!&m( zgoI1m6U)HdlbU%mq^yYY`nY8t;jU3UL1l>Zs_j0kSaUPP@@ffTba7_nSrtdF;8DJ>p6NWF^uCC5V3&xb`|dX%y#j7(&h6721Asqbu=Cu zv1ZVjp)Kcs9wCiX5#f{n<{Eu%&6Dr6w{AbM=F$`P0>6? zBEAQXbyi%6uXu&j^mTj!k`b^K3`@|v$+kpTl;w1FNv2jXWnW7>u{X0i}m>E*5q)1 zIMYj?&k1jNu@c@xa8}cqnTNuDut?cj6Ka)WKiMr3Ofn58Om9<|kE6_+ZHyU4alvD- zq-F}Wz6d-hZ)m-&Gha=Pv;}3J2-jZUl}{#sbkFXW ztqG*|=6JSctXc<&N_kfMsquV0yWE?OccvxA>DB%UuX{qz1E-m>Ur1f^MEBT)jw+1~ zN3&0t_+{weE~67U{SG7jUds?f!vHendpg<_VsLce>2ZQu7&qGjP<-|W?f&_~1ag<_ zgQG{{%hUYX^lwn;27n5f{cccuhT|oWYmvqP?Jl!bDU}X`xk6W^d*;LG1x=&SWhquy zaXIvL^YFdf_a{*W_uSG?jMZc{1Hnbr&Pk<+cO#H$5rvc9f`c)=G&!QIs|1!uB~*fp z1mDjFiVR=4lzLwOxT>g737$>J#g?B62o04)8tQiC7(VK6@_}6>9}~B;2sU7)1ySRD z+CMw1hXT$6y8!qq~2gy>WYfr!H<$ zY4_s&ld>gaOWh`Iz3l)(+X4^)gH-?t&)^9DW02cy$R!3&5N9@dsos+mBnNyCz2#j8 zSP$~52O@Q27;yQcM2bC(LPGZ6QAc^-P7y!uZJy8Pimpxt7<%ZZ5cbbpm}e1=-%PT; z3LZ;zkSEQIFD>o2`*mC1&^BY>jVm~;3Is5m$anD?3z|>5fCc$AN@N}Ye~?gyg0Z52 z;_*X6~hU zFASy)yB+2L1Hq818))rwB?VvX49uPooBUDLf_zalCav;BL9hjICvT|gP)WdAf2sD? z()me6`I^`$C@+tdz0@rTq_>x5BfF($(X*y&f?Fp_@~6(2Dk#R1?BJk8zUn>`6B4nw zMQAk`Kt0BSyQ=wqJ3Elb5`yT;qsfgas(ppCJC+5S>$BF}nLXD*4#F90ez)P5b43eE_bj2aGcDS24}oHwq~&a3mvpC8+E zzk{BuE1bGZ4Q6H*iWpA1$jY>!XNYmPJnR0BOQsfU^Ek~P&le)U&75XOgRqY6rwd3= zTRAZW#eSs2>$p2X@; zx;a1i(q*kng=E9tmiQKomp)@GRfR+=xtPizoA+n3p#2pusA>lg4m1!Eh4)pOm7({s z9*sto@=2-%p|ZUXAPH zO=P_@A3-lLSReEyGjZM4($V_>-{+d~6#8v4wS|l1-sK{7w>fn^^YEf3*NAwcvMnIz zum1a=rItHWsh+wnAl+pK&Ees$ zA6f9bK&!g|I$%O$dxLZnHS}Z_VTwglVgPsaL}P+y2cu}*JxX^6IMiJ~tnL#6_`p&axxa#{(s=eXmzQ-9`q63yK7GR|o>Pur->69-tV zIV=1sqQ~B>@`ZFx6>-93TO}caCygS#XQd1N456<*=bOGCTKRTr)jJ^M=xlaar zZ{Rs0h`#otn%lZ)VC!0^eM+*EsS2UPRc3Zzbd`4&?&9fvOQbrCx9@wm_QY=>xJdQZ z7F02;egxL&-055gU}C$*T^PHr&%hQ+Dp8GxQ{eyJre)PxgV?1VQHx!zHdJ>o*-zsy z#LH3zG~~GY3(Oh5+Oa~*uokj<5>_Uh4jjVFTY4m#Q22KnrLWgj^W9LpW4@=S2q_@N z8z&(0`ELfUdeXAqS3*75xeQF}4G*<=hv1IbKmuPST#0rAnNM>BIgxm>>s9OhF_QXz zcoD3xU|{%*jG>LYL|zTyS)Cd_$LyM(#BZ^lE`CHE%Gn;tD&r=~QtHEw?X>rKs4d4o z|1exam4Q?UrZS=J^;w)?g)7Ms=%VgwD64Qqr;jykaq{M?J4qi+#~oLqX+V4qWf}S4 z0|8x4O4BN5R*L%m;8Vj6l?xC#hqPw*d_n+P zSr;4PQV24nF*DH%*;&UUc2LbO^}U5Hz2d@*ZIpxAiiw_oW(TRMOQ6$UE60oZJz+Fc zzEkb;72OiD9zpt}PEr5tQ(Ar55Ki>2GjQMHGd+?Vn%r;omWaxc3`eYsLEmmevet+~ zme{AS6OzzZ7ur9F`wHE`nuj%8f5$U-jlacxYjj=*YQmUYpJ!WgaLqU;V8e5GMsp0O zLpql1RJcK2W@I{!bK&qd@6sK`h@hRNP+lKKp|$=#m{HZtGM%GK7~<(_fO1WU&uArI zZfh_Yzmj(v>_T1=d-?mS$%B;k&2QXi+y3amru91AA1mcD7x;wFqP~Fi-&ywQaY+Sw ze?~_JHhn7H;{RJ7KY*^1ofk5CQp!V`)?Mks6sTJAU>r4eJw63t41H&3i(k@aLjP%L zh6EJ!FQT5h^!Vn;xHv}ET2x|OXUlp4 zlqbb??8(L3o{5KH%GVkD6F1Y0+-Zl_xG8h3!o#$eq2)(P*HmAOvwo2xkr)1fw1b@c z(r26&-i~ZS`gejmDK8^RiZd#p?mKYiJ--ZHK$IXgyR>IxcGIY&N6;QI;IGTb#L_5? zIe#$tFx@X^?MwAuN7KTw;cuJ2=geRH5^i{e8zJyo_***O4VH6#A6~0s8|E1E4d^OG z&xpUIrWX+_bjGt|v9yHl(h8==t>>ETGuM}|rRQbAA)Ie1pITRgqeqec7Fz%^$J*IM z>O2#CcUz$bsVr>i@0MM~y@~Nw-AwsA;dLUHS(Z=#Tz9@BS#@rU;d<{axq_1QolyHC z6C$2wW(Xj$FoYAFu+K?bsIF$-i=&Gf)VPCOW%Q{wnUG_9i&E`MSMrFR>$sNBdFG)F znG?GXE%Jj`_gKcF$xwHZ7G(!A3H4qZwAg82y~*C!?envmni9RWamO^*yC^;W5*|-q z;E=3$ZjIZSI8a*7av7NE@0bZGQ_(x|k&neamz7<|9s4B{`W5$=*MwgJQb`7E2rsZA zbHluy<&-#F?PR;4&S3MGSV%qa>4P9Xlg-r| z^=x3^7TI9X47!-!{TIxhUEmK%m{f7Lif8G4$g=&nG($mt>Zr+a*2uq!HY6}%3uRU~ zoZvO#vbfrEvYvicD)?@W6ivCKtRCYmz=Qok!BR99Wy|hWAH^&7Jk6%quPSF;Xcz}vgFe)X9%k`| z9%7QFUZhx&ELu50>V*|MvrcQXbJ=XX+O9t6Badlj!bBwJ6Zav#kg?m5*c3d=K(|HbWTA>ilSr1>+a1syhfOPm4;szN+0T)`=?D=+B@H%%IOrq%MC4-Ebr<=4WwiXv$j*- zANQfD9fT0~wbkW<{ac00LcLVS*o;e^UvdqctV7`4Pun(3Fg%O**FQB!>kdI}k37N7 ze=^?T6RR0Ujn1p95T=s{MW{0hffTiV9H{cp`b>B|R5BA*I@Djpno62~6sBQ0FFi7` z6<0b=W_G*)cS1!pUT5HP=bI5y!hAIS7BF6sIoLr5Er7FcQjqww2C`8vCFBHEHRHk; z+*=O`NXEPT#MvkH2NFKjD>J2iG|bA+%$Bk4&%^cHHWK}T@M(@E=M<+&c4X#G1D1#A zlq1yHxmMg+(XUhUUm`k*X>E`5*pzp2PGYDzG&5L$p7;q!9zor_!EEO{5)!7r`(FJ= zh^b;dr&o-P7Z=H~PHn})_nEMq9QIKVwD#oA>3zv7X9^38GU$)_5N5iT)OG578+UV-Ab1}bXRvBdu4w3o>=taQR1$BbRlSc zOd=hlSjH=Rc2l0*GW~_@0Hcuq=XfFpO)?PUfu^9LQ9!#T3^iuF8+@Px*;AOG=ctpQTKjPiLR1VjFKCAME~5M^uIC^E2{_OQT>k zaTdHm8hwMu$2X55i}8)k+t=bOH@IL4dX1DH#l441E)%9+0sJIMYxfhb6J%b359Ect zQdr(KX>@Pf%CJC`XYnuk6QO&0kr_-7#H!yf`$7CWVjrov5a)RtB8N~JQDYSJ1UC$S z`QLfoujiKn^=*560Wcr6MjA5hmZ)p^-+70J(GH_F0>ZE z5Lur^?-ufljf?w5BR=wGd69(f)(pp*)*ykYX2ErXMso?Q%kUdVei@Q?yI|>ixyG?z zB~SmYZLuvz>AOB4rE+A|*TYqWnjZ1inQpu;Zx+n3bh zllIXT3wL-^`H^vci{C2|L!h#BxhK@pJ{yC}as8cSr|d(nHO!*1o*w5Y_7RnQCoQqm4%hF1JV zQy`Nw8f{XlW6aI@#NATq)K$Uk{alJds~@D)mC6w3VU!=EmK!1veoD zOIfRhhgmi|c;A)L_3+!2aYdUOz@axV#h6NL1**K36ka+}=C0}xj1i*U#I!_Ec}c5p zwI3{s#!=n}IahV(AXAy~kTD7{=g;SoAY-X9W*FNLB) zbKQGD988iuvfv=tgBvN<@31fn*9;sGf?}r_ab%>+@xtWSQd_8A9C1Ku|_k?$PgJt=Ni56f#`5W zjp2I)Gh+moQ5V6tn>wCUa+yU)$I_HvaVcC2(0Q1oa6?@g(5p`nJ*jyaNI}e?wCnMtm9nZaRa^bD`kqEyB0kc4*}w0UTVd1_d<5CuPNhhA zHz9G;(^z!9Z5m_6%VlZbMH@EJUCEO)fjO9ZzOmgL8@U{P$?#Lvvzi7EG9^VU87`bN zwo0b_BJJu1gmy;AqwyrVjq$7L7g6MC7iuGmDX`CKt_C| z^4PP7Ih*t^wnsOib~S_ygCy|D{`@eRVfyz~-a~ld_qPmN=@esnnJ=?>z`~VoD%L~s zg)tW^kG(JDmUY(vgfD7a8ngtfRVheegk$M{%4gcXaFe?fsEUjj&J{OqiM3;}l6rAh z$XSmjFnnh?S0iPj2#PzFKZ#dE0J0ackq8qaO1V=qJoni+YWFm*vboQBz1#Wfm5Ltm zWIq@3rl!529fwpYSEc99mN#lexY05UN{2aDkFTyV3_4fCTm4!e)UYS3pg)>c{i9qx z_C{|`Hm(?@9?63Jiu81q7Uri!(0(egvyl9x*;2H57!UUBefwp8t&_T*O5EwN)<$@^ zbt@~VKzV8kA_bIsvMMmZb;ISfI`X~l663K);L4CmJc$1=?a_vwXTR*g>oIFH_eenb zcTX6YMzAqC|gMP}R zBZCrN001<<+WSeHB0LFg3a zuLGC&+o86t>|Hm(=d68XWu2NSZ=P53$43tad-g0vaRcA3F+QhZ>ZKW5x-rb;&eOXn zg4yWf;tea)U+%Jux>si3AVj6AvF^vF?)^;EbR~|==p0wZm=*}e^3W0YyK7-FszD2FoEXp7 zVM{)>h+-yOPG<(~Jf+{>E3~M`v~$3vfc7RocV$ZRaTVBe?1X#a13$X@^=z|$k@|m=`aW1DUM=%d8#9>--dqN0y?cf| z#>|IuU*$zP1bdv7+QdVIA!>PS@R=WtpG*~nPN)adip_nPW+aVQ!y!xOQjlw*j*h2dX19uy0LXGuAOjAh6R=`PJx%YcWv_qQj`WJ9mtBJ}bdhBM#-a=L z5~_pFxWBisafd>-Lqb6*0NpDYzg{^HW6g11oVx&dW$WOdQ+Y>k_Mt))z;a~6rPiU3 zYi(GHCl~okvwWWmZE5V)TlcRuY0Qh-zg#CPKitpeX2qkZ{bwr*jtJ)x;QKl)EAu~= z#CL`)(X8aj1Iw~Mvkfv!N-huW5F#qFm0Z1kxa6g6>MdS#4(;)@F7iy_RFI| zldSrShBe@~8GdS#`m{-;vjx+f3sai7Qm&<*>=N}lhgqMb(6Tuas8C&FRv89{k0&{%v z9R^ek9|kocSX6@2IXPOCl`3Kv*WUfBXQM+o6~n>qh4ir!JZ%aH$0pc#udG`J$_4vv zfc_dbI?dZ9(T zA;zN@zdH5LSp4%PZ2+soulhq1+6jHQ;B9GL`K<1F&t=wWEyuF%aeD+uk+>Y>pJ);g z+rQMzho9rW_wh0(WLtv@nyIG5_|!o9U)YzG`9IkA(+m6`Eqe$So__?@C|b(l39X<$ zXW5lQG5#6u;b`GQA$)^G`Hi+k-O3*+4KiLmIRje#d zs|E1bZ=994_br7ieYm@G$6GEXTwr)@c)Ldz=v|v9Y;oKBZo)t}{!kvJv+}MGIc}BUJrUT7_U; zT0pc1M>2Njum|kAu+F)(W?wlhLnc?3uCb>vjzcPlS%V}(=Ms&H(=`}|pVX-7p zhRW@7h&Ik%8XgcuzC4DfTfy5sE2UnEvvY+NCT*pN=q%}m8UE$7BZl+XpVDwNU3VQ& z9kLq(-Aqk80n>cVQlq7&nCY20G-3mN=6%L5SQn#lSq0Rny;E|tZKJn6921QCWW?>; zT>bO!69Jj zN*akVAu!3{Wb<`a8j9yCcTl+}?H z95d0IT?B3?y%;5rDw7>+nqo`0g4lf(!R=%jFxjOX^FW8T?qjDO7XGXZ;uuQowVwtv2bo5ccNbncVwB?wt9D}A3{~{TYXxM!(wi>ef#z|10B%lP6Te> zp?NLhwm_jRs0ig*EHQ)k&$~Z>A})U~d>_5bojfj z8!RYizaL1cTr5o_qw_mdFS}8sfIQjEOCcL;+Z3v8ui|ZT7(Vib{7B@|B1`4PF}L znM8b%YvvElG|ZUEF&7)3;YC7*6NYncZHQbhO?K;#S)bhEa^5Ce+Aw5vR`kP5s4bv} z=4!W~-48+WKU9G7&%*Q~%eTX7a;wxY=-V*MM3%gUrD#>vy7b8qo*XqQob{}T7wpO_ zV?k1Db*Zub_&U^3M+5&KRc{#-$M;3;Cb+xH;O_1c+}+(JxH}U(L4q?l!QCym1$PDu z?(Xhf^8elY)_p%t^{G=mRb9RNtiASnWalc>%BGr{tH^|$0`pE{SdlWw8@RER7J2GW zmu6x#mLKZyd}a4Ln(E?}c@YNBB(ei8EKYkAYm+O8k!4B7Vr4pBE_gQI$+rHz#jrsv zH^kJSX2$wWu;Q>>YVonl0pqLh5xSWJ$;x{xLE%$WKg5-@IPdB$3DXmY=umc zjI3xr>gR;dt{L6Uq!FIW6Lb-W?;@eIA4GMbaLcjZ<#L3DgVJhwMI?!7obMcouy57H z_wNtKgzs;wLO=nfuD8wq&iRAK7Tt6Xng7RIh zy9D`&Y`1~W`R_4gpv7!lSUTVJ#kQ~MXy zO81hO`_&!W$3x~u7~7LF$dZi!uek}_(O+p%R}R%_B}H*0RUSasU|Di6jxa6EYrMLR zo3#`JILADM45aBOd7VXha>BSS>@q~z)l)K+rReaP>1E8h# z-C?54(&K84__$dO!}UyD(rarxDRH=?`+E;c@&=jlEatV?F%4*0m}}Vwv#ln+zrul2 zHw-6EVkA;ImKQ#l4bz8qdn?DM7@mv$6MVbq^q!p+>|fmq3D78)G?3IyoZS{{m@Ftm za|fmo~eB350!I<)(=?rR5%8KOS#qOkj{}G zio>~aE9)wv2$t}i`=?)n76&9rce$Gl{R17P*UG2zlp28{Wtk0?I`(v-hsoG$*l$K| zj|3C1KQ}uc@tv^4YO;Qv;=yQN@dhJd^VHEFqMSGO9{AkYEY8hN-^=^C6Znck0oD1eJ!p%vcRyjdZfPWqGjv^xT6)!-Dxs z2U$)@C%PrDDi)KG-rA-aChKn5d~f2jK&?F!#CE8tpoxi4MoVrv%@S zU;%hv{H_o5EQ`Uz&nAC^us+>b-d}VRP>iM>)br}zUmSO9$&DW^9_riKpPgeywDV%R zj~9(Rh#g-CN~j|0+o71QROD+j%Dt*dBUOF|JxfYFS+c?i#lzSu9GLHRK_dzM9 zcXFG)0h|17!x9^I-KR|6L9C(lO33fpv9GrPQXKi3DLU+iN|tREvXm7>XpGAW<2UaG z!O4446f>rz^<Y5}{(_;qOEy`HcYgzhxF3Kb( zk^SK=@h>teZoeYz9{L8S3{A~1S(F2biM+S2llHSYCERg;RW0yNLyc#y)yg+BMR!>f zxKx;TtUuN(AI9{4F*B-UUE&w;bb9abd}^g6-)8Zp&2zMt--#8^mvw~jUPAkXk)E^- z^v&q=`MF;2Lvd!+aRZjzn&I$q3R?FH;lLw7huko;;pdf{hGn3)&zl{fdsZ?M7P^{oh&juvk2u9l__piyQB z#Q!DSfo!+{#1KCUKoML3HlWj^GK=#2#WHT^+uAD7MzNB{7Bxt0u91bRa86+H^(uf*uO}Jt@lbOZn8sm9MT*N;L`kDm7x@ zbz-^~RkdWHOSxL)2q_~?c4%}uS7h+S_3Mv{1B8I-U;1o`Uf#ps((@>v$%PJ>LvoU) zH0HmW0s8)4MOTK;g#dADDSh@-xenXPP8(GN<*$}S7%l6~? zsLN#eiq_AOi-@2MZtu#4JvScu;Yq@4hm8P56lY{ zY#LkyN!cr@HA2?B+TLjkJMimj8e6<1vVt+=z)yTNuk0%UAPT}L5+Ojf*T;hjkM(A7 z&lVzv8UgZa&6ff6Py?5UDhuBBg~+`9X$O_=gT0Tpr(kO|UJIalcdA=Sl{u|0sQtS` zkMoJi-(;rP7%5=bcWkmQ-$yl-ZoUkTh1oc6}D8m@$mqJDXMpH1MDAHm=-X?yO;sOk^ljQ`;SFBzz?^(Ie9 zrU>?N?JKK;l`6ic7t?Dqwqho7?*ze7s1InjW2QWyI_QluNM#E z5&vMVgq~9y7w%1>tcz4azXw}PZzM&4VtE0ARJF{dyTmYKbc6PY9={-Xj;J}cgYOZ7 z+w|D2S?Gj-YnI|!#3rB%UI01pw=xtuCp}UFsJkt#xwCL{uHN!hy9CP^SL9sZXd_eF1ip()jyr99<+qd8 zY@ISz?a`L7-9o3b9ab@R4;@{F`$n|ztWOCgEi&I!u^cnKk%v8m^lAu!loO{FzsTde z=}5mYlAhuw`&LE>u&W674yhR5%6Mg<)YEqz4}T*q9%2<C_TY19oLo-BDnE z!?x+wZ}@4<8pDxvx6kMk(8p4!VlaEXzk=6>4#y`Wq8!t&ZTVbG`0Iq6i=|Tm!SL!= z0bC-Kk)DBbDzkWEUOzMA(%;B%Jf~I+bw6?u(W%yunUua}O{TfXS)21UU6n`6$sG#+ z{WPtEU3I!m4B?2h>?9dx2}VF0piQ1c^wu?(TsBwH@Q?YjZIP-$n0ecp)s#SU z7PLeD4~?MpN~SK{`anFNHS0DUR$NWee{$p`hQ~y;K=Yx9!ez!dWup=@3Hyv*zf3K= z*Pe{&@p$)sa{+WJ8$Imvb~m)%g97ybi|-G#+P&|InD*t#Jg`H;gS`nvfyDfD(b3hD{AJr;iXgHkIzXU*;g+wTCJ* zT|GVHRwpu7D0gUoul|~k9}xM`#^g89HO^zaIQ+GZ4_Y`O&Ibv5FSr;DsvuHB(j9vD zu&&ofALNLPzQ7Oi_PkpLE~fHfoGpP!E!nQn=;(gRpp@4BjLBr7K~*|?7y;H}F1Tu9 z;Kqr75{2y6YVDlM%a45bAUk?*TEg`SGKv~^=cPf4TbTXjM)KX_Y|ut?&SUP>m!ye7 zl-}tFu;z`=^Db%ohBjf^^9%?NYp_Po!@?NS0tPK`QosLFL1Rmck+b4Pc}N+qjyR<3Mvaa#q8^-aO3T0c#o$&YrXz1jR;k&%^AUyu)kYB zN@|v$TpHW=>GMMqI``=tuDJ>qN!X}T3X7H{o~MJO%D5xP;z;uul5W@r*K0}(-XNlu z{!|PSq|}l}8(q6&cZrvdOsbEIa^Bt<)QWoN!u8L0cC1srEd*9HONFEU%M zOwvowYh=V9CnM~L%|ypqOGhj0`H=x5P0*lOK;`IJlhS*XD@~0(Gp!hPR`p7cV%L1X zG=gEVwG(%d5>W5CVh(iJ#58q}f1-fSk=HGhcE0{#aJ%bnyM-TTDtu|l8r+C`t~mMn9005aR@c{__*IbY6wD05 zYwTUTt=!aF`WqgDU5rj36MS_>l4C!)lHohZdlr4dn%IYm#V>+0d#@k^`!vH@Y?E9b zw8lu=`2LcR^ijKIQc{uj+!!;NynF4o4ffvl>Y!VJp9>z@ER}&z6hCjg>y1c)~ z50h!?&RszjGJdi@|7$iLnt`utk8B@sL0;^#D;Y1eC%NwxSDrtGC_7^8b{oXCZcD(s zAg#tkKSH2<_Pkv$0wKY4>0f6R_9s28C>bl@{!>KStpQMTU}M1K<%=##C(G#FlC}1N z9xD(=nBYFW$NIRZnWnz~nLyXEy0Fe*Dl;Ra-vMC)d`pbUr%U3SlM61~$?I&h9B0-E zk)m4760BGu{8QkW0l2(llQIpNo=>L#vk@{@so%`=SrQ~x+Z5`vinCOsum;PNPZ<-A zRVJHtedjrP)hvK{&I zso2f$n4E=|MhLsx-O;)m(1acovvR6gb_+%}F_>0P5%P8`MOE~`CuzasKJP1QXLTr- zXV|auU;sPm1>v|xE#=xOenYIs6h?j~*CdeaU;qy4K~Sj=R!*=hP*9cT20U$g7wsdHE~6ACopf0Ikj z3dc+IGDWIthuqXw`+g;NBs%x6T&(={vi|?d#lP^WW>Xn}4h&+w&g0t)xN9j;^yPn7 zK`X?7kFe=Lbi(F$B>)Z#V(iAt^X&&hKxkwF)csHLVWo%pU<`2baW)%k0%oC+yaOnY zCOvk9{~yBd*Bf@+mO}ebeI6i>ZqzzHhogSBf*EpvSPv#r z7#*RDNP8D4D8r4HoSB!QU#g)>sN5^Bw6k-4U`ze7or9m(4-{&DiO^oZxIRC67zAHD zFYw}3)=gM>^CJ%g&rBe}mVcNGz4_l>e|dbW4DbaCicWZ2GW{fKgb@_$JysVOWaAMA zWJ0FjM&GAO6J82J#OMiLqn!WGWH?(C;rk_oOq;Zon)O-?>Od=^e#MUXM=9VCg`C(v z=d(GP?w3QF1>Qe&|NI^PK6-XymKQgt!~w7zFSicn7yDcsKqO(>ZBxP2bX{qOzxRpp3^%4AGtB@`soc@Q0bbZtsx0V@-j= zF^F*fv>Qi3+>mv~lqY$bKnjkj@u+-YXv^L3HV9XKMr(M1CKVWue~zn&OH@Z5;6~Rg!t~l$I%)-qlQ^22so_}rXaF}#qFjM==sN-+9_%jFp& zVhU=?Wqai0s5Gm}$`8ew4_i8{D168)Ic0^ZQlzG+s4wMSv@=~`Llc%UVXd(=Ix1T` zs;C0BYd_$$U!Aq*-;mD;HH_2$RP0czcFhH9b~$Hy>D-hP@-!1Tx(pgY8e?59;bGX< zqr!G}!A4fK03eH2&7Jy@Nh%R0PRzZ-6;ExQDt)#Y>@Pa?Jyjd@+e)EXhbk#y6kt&E zfA_d)P45LDP1LaX`JM+-4Ea7$p*uC9!s6Vx!x$j3%<J#V6!M|((2fTmzhWMro$F>SW!*$4wtVE4V1SoD04q(q#O#Xr82!yz)7heDjcSH$_) zeHbEBd;Scp>T2&xb^HnwVzf)H8Gh(ey?M?t8_~=D9N0M1N&7w*%V4jliD-hhY_Z=> zl~0))<5`^H#*X1j+tnlMcevqR3b*$c?qUSrF9oY9o~OOO8iPHH^6Y4fB#{zp|H*!@`3^dsXu0ZEGt z5R8B}scfe@voKx>@_cz)e(%I^{T~ntg8d^kj1rRugxZaV0($VELu$4+1qi_)E&Ix{ zWDUN(i~u(hpuXHK^R18nqe12G9qCo}hQo@|sd#JGXEA2Cd-0Tl8Ns z;RMy}({cfK2}VCW3wndO% zF8QkYs}~eGC8k?E6;q=gc4ZoM70nmlJk~wFo%%f8qKeSb&8C5tlBq0$ltI_X z%$@{_$R0)~aTB3Z56nWy2wBr9K5>&Z?mr0tZx6wjzZ!dVS!`qYgO$5FdW>YcDwOP~ zeikSngw??txN`nTQserVp0=c@iK#E7nIlJP=-Ft5Aj<6)xUHav~}v^(7GQ_OF$?x z@yv$CUddEZSagf@8}4!NzTGz-aT;ioE@rp3z59{zMK`ciZnP2sf-GCNmS-??Z%l!6 zaV1*^iqu8#^Y8H7@yh3cg1)78FV8j)D6!`=Wonw^zhMR4Q5!sQ_PtwzFu|Z+snB2M z>EdW(?TaQ2dpLE4!noFYdi@NP$-r;(nEb$aT2l+BOazZ1ktFO7dSAW~VI~aUxcBN7 z{AYAARd;OV`D@|q;dLq2jxHf4fCO%zZ@xdRZJlq$H{CXzguOC6Ul@_^Q8UnOo#rIJ zYRMg%VNzpmqcyn1cZ__P4B(zk!Z$Hisg&ZU3w~9}jGlT21#Rhhisp@bngcbM!UV)< zsEmSIqPSt{)LvE^T5PrUSLkoc0`txi-h4NLxQ*qR-T#I>1b0yR+C2q)W&Y{w-c=`> zixWmh_p@B6BZ`_hY`P(mPUhyTc)2hwy-*Bu?g}pN-EzD_6oKF_;hz?jg8Y?ml4G>$ zJ2?cFqhwlxrk~AI5Cymh8v8(KS3ItJjqYrF8f&D8d5WK#Dcacs`j_rpfA~<@wvgr_ z?Ri7IcrZI5Eq_B>v&z`3Sa4#N5LX1s@uuUi%Sfa5Wvog>>Nb1lN~lmet%^FukIiVk zoozCzF*5wxHMvU`&ZvCXJ5-F^H}sC1=P-#?@q@Vt^zDMQYTx1@r4#_hPQAo@kJfsP z(Xk*c_B#}&*%3-wFAZ%3YCnpM@Lu7C%@7&Yjje2thw+f}-jllZd=u(5VEuN_fh%A# zkb$Tqc%5IzIp#mrZ_mIUGA8}Wv~U?SkrA+$_xLbek)A?7ycwM_No$r4w{Ft-*wDSB%RZEet1fl<1BHEG)1G@DYo?Y0!R#dTB zt+!nrvzAlxIAMm_wn-y?0yQN==hof^XKqRpR6RpymXlDIR#hrcsL4r5p(8rRID=5m zrA1v3*;ZKNo0=FeK!b^nHA2}<2LU~5+tB;3m>Tji79e>BbOFv{rg^DJR*#Ec4KXd< zR1H=GeXD%Cf zY>b$(+lPYQ@4+DRfdZ9d9Lgv3zoSsJ_C0VsG-TdD?Fl6x#%@?}@fzD(N1-8~hXj%c-C3?Z;DPub9GyY5AObA4Ui?(+)l=yIsh41PRxie1SYJF{;* zFTsiq#gMHCwW;8@VX2slRf9!2Wj^W_jbq3&Pz_AL8Z3o`Y$_4=8CR!>(b@W*9(0&Z zd;vh%ddSSm2HlpO#7rE+BKxD*-)#ydLFr^oMaK?BYp%M9E8HJSl~>&iM|O^KdHfh= z7cg#~PCW;bH@M*5dHPz1)<@<5$SC9C5Mt1jBfhvUD38ml)jQ|Jn4vAkRAsQ(vkPk+ zO0`*SauJ@UhmF4AS+NHBqtRvS*J|tLJQ9NH0`HU*mquiE&%&nP4~KN_B&Ze%%OxM{ zL|cm#<(3%Pb+~&%4!9wWNuD0oko2u@M9QJI=9XEVMdw+TTKS|5LDI%g@fj@qBqDJz zv>(is0eEXYAs$_m5O_|%!^+!##q+D$YTSPZr709@8b~f~cF?&K=0}i&CjgUWf$ui1 z{XMsUQZ5~zPuGtaYuMN7Mmi8n)}>Rolexy`307Y8sTu_Cy1DuB)_DS&^#qs$we-Xo zwf}`LjKKMgk&ouBSeAuz?&N?(KrdL5#Ylm$g{l!5XSLiM=7^ZV1kWHw8GWF2yRbF^{7-;o^$;`hIUwB5;2yE z%5Hv>O2Z*`W=u2M^3?%u(YEo%?xtWZ`$YEPPltqRq90&Ih_~*D*JP8``bCqqXvOX; z%eL1^vC&T=(9-B%_cPj6pF7W#SP;MS_jLhMx`Y)8x&m5EcNY46pnodZ_0S&onPsXA zZw99vVV$NpIgMIA`bS-8eXn@PcRII@JN|Ou zew9jfBQfO7%lp8-eN`d-t2;s=C}QtJAKIa8z9kOd0;obwvaS&Oj_Ffq5m>?~UnQla zhB;qa0LRS1w?YE6mqz83vZ!@>mC)@eJLveGzM7(<>Bx`;pwFO}Ky>_Gy2o%!l+h8r zLM^|wV1rktx=)e>q))g#(!QGPNLSDL(3jQ%=)!z>4odvt5|U&H+Y&v~J4jbSvO#Ab zWD0cu-jU@?=Qki{vYxh=71bEuuwQH~!Gj9>9Zcf*?g~&TG&ap~C~D#Pv2HpU(>?z+ zBL8!Omdn0+Y$OcdJu-Ip(&*7$LjLB))E-TzTgySB0NvJaF;VrhNzb}$izHdsK`hxU zTapUC zCas9G=-3PC=~;K^>}5;w>XpVt0b-U&-^xj&1~$!NlQ4=QCxT&mZ$1L>+kz8AT<~by z7KDPEL4SDCz%4)Io4vtsc}ew#Z`LM8Rk)zB?*@p)4?y}E6{O+^pn~X31bO)ZHlfeK zaUw+^Lw^7jpslNdEG77Qqe6R4?(V9Za?3&Qe*XC5RRkHHMb!l&(*$6HW)wawi@dBn z&8z+ZSXhjsmg|%UrTw?)T@sO3*w<}mxBr&?n;M1SV*|x;(+~nxQB7DQAWk7V9N3!k zA_S@Zj!f_0N#u?!|7x)(O4vpj#yF&5^v7b6xE7r!rc=JECxUN`l?J;G4-p%kGLBiC zz>{4qva;wFD&S=wwIw+CuS>Rc?FiuI!%1Aa%6N>|JZgH|w6*`Sy( z05S0QWf?Xl-_p;w6?dl&<8g<2mW}a)onsWPyE!1PJAx&96_s-1#v`p23co8Eb(YRd zqOhfOA7I?oFUk6E3Id$_p}@Su@ZUpm*RY=*EL^;x6cXHYwx#s?V-NRVF)oshZq%KU9H-BQU=;8BaskosArt$xu{O8^mlEDrUFS zYnlD>seB{&piOkAqT|KonZ5;|MiPgg-b8{Nwk&M#n({?jf=_;=)DcPRq-o_Ae_kV@ z;&#@9;v1~XO~voB28$MkMOD^r+=%MKPeXFXBnMU1(8}4V+4$KCs z&+VXO=i`dbK{_TGbsuHBX9c)zzrk9&rs`K^aCh++u#4q{``Wr&bXWS0+~FUk*^xI` zG!H4Z>Gm21HS8fMsfsq1i*^&WBnJ-(W#T6Jdk@E6=Pq9*3ParE*+_O1no^}8JrSw9 ztJ!_HhFVhXX0}b%dIl4!M%zLlx08W0p$l2QkEEJIUatn}Th6&FFcU8@b`syV9b70{ z<5$Wp1xBsg^#xjStx3LQM#^qdR-i3#i*;U+Nq%eH#yk*;6RB4u(QA^*b!j}QCF(|G zxkbQpl|oVw3`si`D=rJ0bh1hvqg%GPBSC^ccAaNECNzLnt`}byXW#UCa1{Q!_TU|0EyRm zBg89FJj_N__npo`n<^aeH&ynLMH)Qwj%%c7XT-kiD43TgZge+TKm9iPNp19qP!{j= z9Ix~9b=I#{4<~I>>{svLssauWIgQ{!B3lm>Ela9>ZvU*1;$XbTFMNG^u~|MEf+*_} z_v(I2_7Z|a<_`c0L&qq+#&NUFUN|=cA~#f^)+e7nbwT5~ag_Fx6;(55dc^6KN94VG z&n?5F{3Y_YHIIjt^{BoK*bza>_auZ9>E*#!zZ=nUUK<*psy_)k2_^tW7Nv&DMiCGQ zh%|`a(eRFa4wn5&&WdBp6ozz0KC_?}W53&+Pt@^!vUb>A)oPKP4r`Vr&mdEb@;EP( z({DQCV=(3|Z4K&EC|6Ugdm=}Vun&$0BZ*w3qPQZ4YEydZ!nkVbCB5Q^iL2}J3Hb-c z3!=XE3oVRr#BkpUZ`l{%c~tn*S-s790quU=p<1fF zprr^_Rjy_aMptS>xNCKlT!^=iae$RB>OUs9ooA4)%a+FH+mYYr;Sp9)zrU3 z3AB2&OOg*%64QYwoX=2>*JaW4y5)raW){&nGe{HrEGFs+?vYlwHKjf!>n4e<>Y4f- zayA3n=Cxn24*I&WUJzK3zTj*Suuef!>l)&wrk=&zDWo`dzbmuvG2VPwN@>&&T2sa8 zpzmKhnv7HRWCtQkcTa^-R43OHSAc0JcS!CT(^bd~T#Yzi3%151VH>lf*DG&cuq<_5(AP?vNm99Nb zAp3Kh`yyNW0Mcq`3x)FujTE1>8U6`pXM?Ml$m$I!gU$1UeO0JwB+F#L;YZ%r_3^{y z0_q>{vpb*PM-LxR*8+Mb*R|KX+7(6K_h_gjlT;O*K0Zd!)yi#Q)u6D8o549OYWx(1 z$khUv6l8zZuEA?wr|uZ0HN>B8-24crZOvF9b)7v87Hl@La{G3Ro=!6XJB_EIOC z>3*c|XYi@~7!bai+spwI48l83z9A|CB?4n)xnrV-@yu9TDP3!UIe`IfDWTs7W{k@Z ztJObh6in3m`QJx}Iwe{=neShq9H<>CozbaxMZH&a+_IU$3x3W#UmJ~IWS85L&n1gp zKAyrbcHbp3P3F`*HSsOJjx)xwkrB0sz6x}VJpRtJ+0mEi&@$u>TiM2V1xT;um+2A~ zs!Gbn84QQ;*2gEVCr`g8kX1B578od=t8UekTcIn7-Ei?aJnyQk)tu(%fICh~)DP0a z4py7@x^H^JX79k1FE?W5FNDM0rE7dvZPfC`qMFE3Bv$HV&18_`ZGiNVMyI$q_YKxm zC|fc{|3f()G#PpeLw(O5em&pXg`V6Mz(3S`AWESfR{WDYZANYl^8ZI^y$x-pefuDkE=2IJX%G`Z_@2N11yP*1!pcH1Zju?K3_z(j)qf(6c-4dpI zt`}7pG15W^_0IFk%8?&KE7D)r2P(i~^9bPsWPjApKz5S9bxmg|Cl6dyEltu|0njRf z)<3=&a;sO}iptq*@G!CD5)P|6F(7@_YQ;WLox2r%-uTpS^)Yv`$v$c1YNuO|pqn6! z#AGW^bBS(!&y7TnLOC$UYJ!FT(5+6il)tBMDH5?d<6}?)HBP41GJywkHRuT`AaWDMh7R^v@=IhuRuXdpj@D;fGQlOko~pPdunh;WFw19 z=&l=A9nome;4p(H?Y3J)C?jBKIseeUA9wUqtz~`k)~Y}x&^d6y{6OG`pq!cfv?{8Q z5IZbWQkIh&lwsfxxhBt{EC~Ysa=uYks9FLj{*_XQec+jn7VYma>*y&5Z#E1gdUv^~ z6pl}gHuf>1%Ad6HV&L}>e$%a3qNIpy;&)CFSaL^aSAsLYETcjQ?kXY@5sR77BXx@c zkZ(2~>*!4IZ#e}%SxbAWz@kuJ90AN23kPZFjPtYh4HhUYqBjZT!-4{8Bgo`0XI~;r zODMhxAZd7Xi*O;`+GmaG!X#|__I+KPZjSN6lutX;{32S`C3O6gmmJu9(97 zg;gxXQXJOX96@Ls0kMt5^GO`IgTiA359#~J5g>%El~s>aq$mV>jsr*lWkwJLo8QdQ zaDLsED^CL>LUiAS>?1+XB>0L=+Yq2z-rt$t$5Oo&A!FFX_Sf#(Cxx(+_AF9CaYjrC z9lmCG%=VbA{H7=IY}g(ior{n;n9sb0BAg=?{fDS=JV2xIp1H8@#G?JnL#6O%AMte(4BC_SvM&Kk(MkA7j(rAguf4-@9*W&f|U03?Omad~LkBP3HRy7h9=9@mS>vKm=^Hk7?Wr9n*b9jh!U_@o!J zhpiPG5UGW5z8#(iIqx)MU;&xO{d;X{xvvnhS6N{AQx4{rP+UC$--ugLP#m4=~&WnbEh z4CSO7UWyO3&Udp6L>U>H} znQd^VgPtTa5g*R$_R@dfI?fojo)^GJ z8Es|b3_(KNEeP%{t=j&=2>B~1sf`Lqdu(RN~ePPvrdVcu|Z4 z`A4A<1ZPK;Veg$w!$Es5lA04%EQDfub&d1V435A~cEvreuSju3lOgZDZ|2vI%Xi)N zBI}B)V03QaLDj;%md8Y_WfnGT!6fJLy;1g& zgV=F*mi_>FJszuJC`!7NX|yDmsj$bUHS5Khb2UK#N|A^1rxX~uc6-Ww6wJ!GS{2Be z?np!Ovk3Jf5?c`%sa;|7#9FO0?JmA$!}%JlJ!=C@cV?aIhXa=wFz88BM*A{T_;wVa z(Jbt$)0NC}gOyH=#AoweSZKpswL)B2f*S}|mM^CQ7+~e~0uZnEYP9fL>@~0JX4a}} zB(!~47_qyK5UwJDgI87JOJ=CBmG}Ye({rEG&HpwwWc_J2F*ZsnMjf@!9tL0ArItnpF1ZPzyc2=Cih&O zdd%O;u|@9rTD$ZNvsg;tw=EieOKbRl4W&?h+?$F&1ke3_LYuj`B<}=g-kOGNi^F)b zDpAXoBmUJ6`r_*wF+xA-uiWC7UXvNcgt-soV9ySZ<^IdXX1PE|l_2QA=PA>J!V$!|$pCZ_XQiy4v+pJvX3P4u$FB?LHm zFXiakz}Pd9MT82|_l0FFQ){}PbyV){~6=)M^ zHgvrmZ(Rs}jk~q`BW=q<+!2U8bsYgzBIgN5g`z1%;LJqD^>wLD^hDY0`;|jtrYx2A zk&;(m#)gJCC6=eEiC5C~2mj7P=WjC4PI{eB7vnYhZ!NS^w%@iH$V;TbHw?y@zRe&3 zhz(f~7oS|!Szq_|s2Ys=XTm3ZkwT7_Qp>mOYxdNpKEhSyQ9oBwA2zIUYuRdG&$Oei z)8E>ZbamLQ3w1+htGZo^DbJ4^w^CPap{+5+*0f?osnv zF9fek;{J|@+SZe(%c7eu3egh`{9cKvv!)lmg1yVD=41_z!mFcU0-8)+;i(vd?}tQW zd&kWm@+1jl1Ni^Uk$^`2jgfqo#rtrd@v^cvdx8Nluqe>iQ>IgMAmdI*xM2pB|2zpF z>Gl8Uiaflm&BIH8OBiJD)SKk%{SOn|nwVqZe-%}Agpvl5hmRX%ECPYkOtb|!fkFIP zsNdQ3a>MfM)dFJsg7Lu&X6FU5(ZhUXzVh&}H)|XM_F&K+?k%&7MRzABMP86Ybz8dr z+s^bH<=<`b@ia$V04!mV-+GKcP+AKg|G_0k1C*PFgZY^q)YF4W^RbA72gLXAA^X9( z!J)wpjSsB^6II|dfF3r~14T3`qvXr=zbaxZLYDqztee-4N;!|x<$UFk|Mb!IX?D7~ zL41Anxqbv6Uu_rH;8i9lS^0D@!>HKWrC|OG^fp=tirAg1+Tj{2rD6zuo*HSJm&w69 zeAMd#r+2hxR!FYhhS`iELOlWEfZ9QweDV$H>r*6^VuB!8qnlEqKa>8cKHG??vop-k zjTNCf!fC(G*--hBUxrF3Nz<%!!6>hK!o<-z zieHk|QwH17y@WH{(l_c-Zgwpue2VAx$+a(H@v`x}>f!TUdzgwXl48a~ftOTEZkveq zs!`BvQA4|37JQy(Yrh$IcUddXf}3yQ36s#VQVE%>v*hO?k8SpJPR0#zi!qPul^nQz zJ6{KtZQEHSu=A;`=%a4C{T~|rq85_9&2TCazGXe|FM;^V{@5zJt>a=thVGtI@$b^L zC#X~2H1{VE*eC3FrL3n+0trXTB%~72go);{ACqHS`6)T@*5pmdR(_jUX5x7q7+BBZ z6}!7bme;YfW;CUSiIVq^*n7Slr#Kp_kh%Bq>XVA!L}@nvF+;JNseL#hjc!Y_Uasw~ zS=7&VF5}6L)}*x6q(<6P*kwh9eQ5l0QNEe9xT!{2yD;FA9O3eH1K1#k`zIpT>|3DA z8zXIM{!!=2)U^18I1r80_s#>39gMkLwcYEpjQ#*99$)5iJrL_1J z4(Jt?_Ik3%C{m&>KO81kMUZFEa(r930mBD1q+(?}|%By6Ur>NQXE zl6qc;MRX*OT}@3=3s69ZZ^5vH2CSPx_e1HIp4!pKm+Cp$mm(D8ysMg-%}O}GlWHQf zkdnFq`@a_kSj0R};f5&Rf*#gxftEAKg5ebYmZt6zMfR`qu=A{+8SIl)g`&Bqi(A7e zvCt<>tL%P8Ecx}{j(#pB*bnU*gC;lEM??QS4#2?@*;)~#>kctxWC7wnF z{F{E$E~mDA#`+W4_GBSEDJ_Zf&_kUX`&*zQt|*yg;H+PHbXAa-?IC5c$n@g*hvq8wsj>pr8d7Q3^YAEcO&n57TF(PV3# zF-?khFD)8F5FKzYS?jBCOJ?$%tfy|!XA^6gb}SQ zwI6wP!wvb{-1S%Fu$~XPUWi9L>+@!9t4q7}#K8)=e%mDe`B}5DEj}xPhxY*cEKfKW znYoVj<=+dEuwg|CIT7{A?-0!IQa#G_19@^2K+?joBz?ZZA?94K=Wt7B^}@b>)w#(s zVmgmUiecb=K*u> zD=lSE%Nhv$am!bL$A!}P(uNv3sxS;$Qo-ObuQ$x#Su?ZLu zL^N`kAabovsFGZaV{$VrUMN_NYa@a8nBrUyB2ws3AIoecon@c@sP(re&{V8A{@#Ve=G?1{+DmVk!@?rE#UOFI?D6e5am^7-I0{uW za3U-w2pg9=H6jB4^(wI(C5H4M+83@&k7=|smw19h<&KrB4LMYXJMdqR#ivkw^n7eg{whm!N%@$v;|-z7FT55##S7?%^yy5;7|ssAVkV zvHCatuK_+!Y-zIBIcb6yUD+SSLfiP^q4UF8X!*}sh+moa)5^C+;a}A(`oLf)WEv>} zMQl%1><}hlqvNYTdG8c(UGczlb|$$2>Ie5j8foj_cCE)ayoK*+^SiArtR8ilydE}G z;glc6K2iY@hZ`BKI^jS2%w942O;CKuxjtet0wo+5sWN+#yD3ZpJ9O{uFMO|Wb&_I| zl#i4QITH%NfRC}J4$HmRADQf-;GW+lw2Q+Sbhts&jR~w6~=ESybClgI3n%wNY@4a=-pRVreuC;!2)rv`$` z)Zm1vs{m;T12)h%aDWK?Bh6A8l5#&bi4y_5yBop)W4=;74tH8U#;xnrT=%d;@NMOb zS^GYl@Fx!_8XQ0i^fdbQr~ZxrM0y#C5j!}o(>1yp@okhf1Pn3k9&laB^f&z0bfS-A0;gkv_!_^l^#=)i& z^i1~6+aON$xlr8+u_CDiUXVSg=vm@>Mk`kq%!bd zE^lOXAt;a(uyYF1L$Kn@Ec)fFY=&gjB%y<F6wkX$RRww5Z z+V_3EXrBqF20%VaG<8RyqE8AN-6AHKHGZs)VuTOP1fn;?y@0>>h`aE_ucQ|XHX*4K zg6+=F^G98lmI=zz))jb=DzWFeMmWjnP8Cc-*#GQG)QoBgQipoL?C`IAvrUT>XFJvV z@h1!KIK^`RNr1^)rl#ZvwurJ-jAgB}u8$0-ik`4%zfI_j38B@_p8BSltS7d_XffAv zECYPTDA4?uC|lT(!zb(0Ic#cqNv;7#K93RzXOilZj7=!6lKM%i6|&W+YN=)7r~YG$ ztS^BLRvgxMdg{)Z6A^Wm&aq-@Pg7a1_~Oj06Ns6@UE235#ZpfZ);>D2eyt5*z|>-A zw=#c3?+2pmUEL|tmmU}6PEBJKk^1#ytF!QLIgl=$Z?Wv=bL|h9WfI*`OB=?8J?weT zKoJ7E>5bCU+wAZnWmfK^E zRjZBFlX-RrLzZ&ybZOcRlfc=@PF!@Qhs$&U!}VFR0GPZcx=H+v4uTRr@wHq)xBw2A zC2&O2{f@!^7p1`hq(U%*6!q^Erm?~-D}P9rG7XuV@*?pLCc?=|3Ej|mD0VON0~F}d zIP=sT)c0S*DWdi8HEXXZhn)>eq}12B-D12pH=Rcd-lNW0E8*p}Bmilbu`U z@+#ZFp3;3Mx$1>lXimZ=q5YQ)RQ%q5_t3(aBGefF4PX#oy+%+mE)@hXPn#1oAQ=w1 zW4sQ5r|IQ@*mT=+=NzQAq%$L8|AnZkXTwt%!sU)5m9obB8B9L8Yyrss2XO4Q@wd8iqq@L(55T0SsT+p!6nN(I&gP zELS#R!_WM+8@-fpgJ8bk$Mx(c_~>F$<+lGqZQXKkN+nkExivzsVidIuxE+0n(@r>V|-d3@sFfpdv<5N!8KBw3Q%&2`Hqa@x^!?v$)?t`!@68~7bsku039TZa^Xjs39hMOeN#HY%}@pH-T^%kqBn-}L7H zY1-8Y=6OBROQrnh`x$9v`8744?4{ifM*0U_y5|onE@|&gN(bWYR!Y@-58J5om97kj zQgdi-YVUocJEcw2`8%Z&-+%R?n5xi(1ZwT)AXLauy%M*@&b8npgvp|+*;^cfA8gCRBD4M|$UmSAojqAHDKYgjZ zVx*ETK6%pPvANz^$Ab_vs9m&5_iYEMV}x_z+z{Apf7M)&uK=eW%-*+=Pz%>&O!kHM z;ZO@2d}>&K+L`eZEO4NG3;l=c52eAiZ>cwmry-GU84zV+taDt=^|pY$u0B0zM7z_( z`1$1(^bT+Rg9F~iRZd+)DJyi66w#rFAHq(%#;$fPQ<(9oNOh^gna_og(lP4nsVHZl1E&J(0K_tTU#O~a&JboPhG&Z`w>zsm4SOeuCwaE-J$qQLY%hJGTg^uS_v2;Hvx?V9M}b>6i5s#8p6(|HFN=Lw9V z<=$CQAAb6R;b|xwiqB7$9(tS!5tXFyNT5pJBwG!P-c!R$(gozAWU*!=Bc2!C>-_fK zYhT8m0Rnn1isuG0-5{*#AcuY}3OAbip7(mAwaioEyh}o$P?n z1^z=8{4Wjwl7*GC&4>u_0EvR{a_eVaRd@RjO!nQ4`v3dUf6vI+IXOYu-vGowJRvMA z$j3AfM@iI%oN-FtE2GzE`3u&h5mV1EF&4~ai(pdt7mbuMZn$YqY(5W%Wz|uQ`?s*LW<>x5^G7D z*E_>T2voDCK?qZ3Ad{6uxO;S*QRJ=0Q!v$Z_t2Zj`Kwcq8bfyx6uTJ}9I zgKII=H9W#w<6rS|2y1_p|Bh(pj~l9O`AbF7AW;q#O9m=(88nQ!gnn0iCH2@Jr8fm* zI0$QzFzJinzZ$5su)tqD($hA}3Ed>^1+?l64QfZc5litf^|egkBu|&^?lLL&^!M3p zv$y*1yExx(n*SaSPV7wrLAN?D4AsdSh2JBRL~<>wQ<;LnAlU-Zne&E+ES`K$mVZ)0 z`LK8QzjXWIdDD(yYR8W9lj+2AfDhxPpB#?+Zr2cE;O@kZ^ItJ(zcehtfZnU8^EC#| zT(h55khnLYYC5(y|%1lE#EFS-hc!HbYQy9ex%N)Kf z>l673ucJ69Vq`?YZ%gX-&@Cigxx;25kqPbZgBZ1@7bPma7=S<^@ zcPMre`6!yDgUKs!DBM1gJ#!+s9pDBjJi>&naf)FoJ`cSKJolD=FR!Em8b@t{32+B_ zlefglJ0KEP5vlrM|51PGuhZrwG&z8!Omw(mDk@*}amXPjY9<)$M&;m=sSgmgf(d}+ zFqEj^#ErK{SjL87mj>FVwxFs1!t=sIoPI|y~+|(?S zI+k0!Y8BiAJub_8?U1DEo1LUtU;-+FV`44yOxsW`i^`|}Fh6rAp6E56%0yoqWFV&H z&cI=VY-(f|Ji8IL?F(XpMy>)>P~Pz-Y&JMEmv|P5kGT;1>s!N4OskFLZMawOy{)ld zFk1B*rikg6wQpOB;1*xuJGsaZ85x?|Jv?SDLtGqzYdc^nArjGD`2Azd$9*RMo*rAy z&+A}T!qOS*#m=Ejg@TvE#k40bPckUeJ{jY+A^>A^SEE&g17>#J0Qf^nUWyJT=$=sN97+ja=hyZk^pkPK%q~ zS}LUi9_B@Ha}9~>1x3F8kRvmcvChx}dA|GH+Z9 z(|X979n_0B{oND;UoAoIw0-1UdSsKnM(Ie=V_r4iKOdcTujJ2MtOV!IeLE*(j(s*B zSgvh0f4cH8>pn2d{)&PJrivy*>le?3wUCR11h`zh~8Vw+xkpz*F!F)Y2U}puX z27IAl8K?j_aA-3nLM&_Y!pR@6i$EUqQs@80Ue^CUQ~z@p`S1)L-2wD@Vmc#bGEL~FXUKQlVTxv?donm`HMV}mmT?+Vus3~_qnI-N@Gp=0G(BgrIb(@efEMWJHr?$Vk|)ihXo9MIxTd%cqi$Bp6Tz)h^&i4_L?RKVQCq^SD1 zp=Q|bsO^b3S5@s_iq@dTgjpajGgUr%wajXbPJ;hxpW_h15vReYo)&+H>+2T$bF$)r zB2Fh#-C2zUD`rpz`89{fox!i;aV&=Byga0D)60e5h!GEd*;5%pS}S%+-tsy})^?Rv z@5px2+fkpCHCiH3LY^k1Z;%iOW^5VWVXl4LiyLz{0yPW8< zox*YCkB=ha>)#t?c#d>~Su6-in-SC(rc>m$I$}hiV4opyhYlcp>^&vs@+qh*(C3MY z;jkN2m+Ger;QjVxntj24itqLz{G?67PSUHPn8jDs`O+nN#2DBk{j6`*^%P(7y6Y4X znnSM6jWZ!x(v6+d@G=Hkw{}?&&1#MnYiKB7RnMF=!G@x+?sBl+yz8+E8?y7-AozAz z-*cwQCQF*?WEc=*(6l3}IKy8cfX)0NeG2x$n>Ap9EtXp5;+W|7C9<2iecDO5C1RzY zNu6FONmA`N*eH{`OWThM{PCOqz28=~{8=1kK1z6=vC}|`NR|`0&LSC68ztkd$3J<; zghc;b@A@*e0t+m054&!3m$YHb_~@j-v20Poj?1~w1HUG|vMB4kVrSR0GUC{%r`c=C z$R5d(95~I)Dl7}uOBh*)fa8a=e51dsxy_*qwWRF4M2njNy6@*PM*wa_kIstY6y6*p=RY!gy? z|KtrP(o@dx*%@5Xo6whPS+1lnMaj{e?)k6Sb;mYHS69YGV{`;ohU#5Ik3OxgUKo#1 zl=2Z)|9s!N58&R@0DmA1oR1S@3RKl4+cs1M#3>y^$F>23T@iS)e~BAb?)Jn=EyFw( zVQ2mbks-+wdktBfhkIIgykDn0f&k048zcQ_rX#|!7MRMcGp<$e+5VXKvgv1|=!bmk#r1t9+LiXwXeepO zqN3|w@Zvtyb~v@Y`XanqCVdX?mVv4yQINEIUp0g8>CjSVCk z1qeiD<^Jyok`&js{{|;dVp<4xHqZ}w0?Ia7Apj8O>%ruI?s`LVvvIfGO8`1yP|coC zvMrU2VgjB~-S>|v|GO{*8yBdcm4N!Iy8J5-pazaBHI|WZ-2!Q>bxG81E@%LHsgaV9Ju^@)QU6w;#rffM;KE4Ub%-o|4rskyf9Zl2G621Rxo8!i#&G z7m}{yKO(I$mUT1@sPtSwS=sreZ@;!X>3(zxq8J0HiG6l5^XNKLqQ)<7k+>2&scN#3 zXFKbl{rAt&hV~6ZYw)ki!Drh2RvZXLO=+*{=enjj$WzxGA%%MD=^|`q7EC6PgyVs( zbjK=EW`M$+@;M>XnN-i18Sm~(z_))msJ!8Nnzz|Tj1diZw`Nt~U%_9+u*=iHh zpCc<3dRH%)o`ju}?tp?%sC$FdqxwF5*eUh5p5d*Trh-a{5At`H%uD|3o^arQJYL8c zJbD3c1U;}BXhxW!EtMAuol@ibPh)n!$0 z$GTS!1d20~E&7i?h0a`%>eGWLvsz1W6HFt1WgZ^%fVvq%gQ(TdDZSYDi3dL z6?R+QQ!eWnxW%VCQ4vKuZNT(zMr{=`Miur@l(0+X2p>!D36i{j-c!vn`Y0b3yC$R11)RYLO;t)s)u2tIumF$Z^ zPrds9VxcFDPF9%8Q=T+HcQ*PX<^5G9Gqb-ebWerGpPDp7`Pyxf8v!{>bUAZuYa+^9B-K5V&J zDCWe9gitoF=;a>H^>Id$oHvuXlSkTBABr~!pxt3^p>t3*RgB2YwqkHB9?-xcKaEQy?bW;Yi&o;)2EJr5Kf9KF z_dPcapH)?-Z^hfMeA|#uxmMjj+;7sGBYp<8N|*^47g6ZRW5B*@;T*cU8t#1S-uRR1 zx6OG$I4(JL@zO6MYOE^%ihr@L6q}VBkz8mC9k$tQC!t&BJPRF@p>>H(6U}(;<^n+aPW5{!=Q@LU+e8cjI;j7_JyAn&aJ3EC0puZ(t=AtowUqPzK_L0`zWjF$ z(0^!8P^?_6Y;9Uj04W$WmY%)M%I%4}%P*hTR1vNF|8_cI1Hd3caIk=!W2k9BWI_O{ zHuPvf2r_6)0zeJP%E8*!n+|Y-Lg5a;^MCNA*cEz*fV8s%fjfW00!_;UXdu}*S=#(^ z0DDkK@fPcG#=uup`Lcoa|1Ex@3eZMuTdD!zqJYxv0Mww`0UT6tEf85ZfDXuNC(i*I zeYUF7hMpKhO_6>fbPq`EVs?4&<^>9rM^M-GpIMQW4{8R9bLP*37xEeO3KEE$Aw@WU zH$958mSDEzAv{#z-AvXg*cxrLI3`d&6bUssUzjPm`rCOqJ!a6eHph?*2zT!P#_h$Z zWG}-savM>1@lc>YR<%Hi<^-(mHsT`&UlOUnlcSj$b6WZ?i{M^t=w|(}e-53nRAzjk z8_>f;zvl&=O&U3Rz^>w9H1Aqs!Z%HW)*6M_+UPTd=NYvHKT-|Rr` zQ=0h7b9~z^(yyTzv~;}iWHzm`Vo)1bX|Cs9TH}Q${wFAvQo}#YJXCV&wfV9&yK?37 zr=zMVG&D`ZeFm%OypD(rK^UEU?_^Nb4ieW$Gd*ihDmMN4uR{Y5ChNp4s7!g6{YxGZ zMgjE!jq#--P(lwt7F-*&(F0%xHvl2@0#fD4;^vjDJyhUZ2PJd}e2BX>MN9K+H>#s3 zcIRU#N@3u??Lr+#79-yO!C{B27wHgyQ~HMRkjzgr!IDOM52CTTTLEt@Wrd^-24#UR zdI8!L!Pb(?Y&WlJl4dXOY0R3fN_;&2HN~@?j~7CJ3ez zVZgX@O5=N5`|yHr8%4fw*VexhSyoNSk*cmR+~9OB1*?=IUH$Gaei?6Jl#P{%SI) zj@G%_vb<8=Dkh$#HIO5vrX_J}mnc_)Wfc%vti4l-%U764?9?uAzyn1U+FXsI_&XCI zkoTdDq{9ZRqSlXjFfEsD*Jk*Ghv}`}KvCz?rs0QuUf4%9391Y18d91Gd`jW8Yjve% zGt0)h$pf~22T6mKQrIn4^^7-txSp^7&2C%YKQZWj${3f3F{0wbEKrHe&=JeIw$Gh- zr1CWgkK|HdL>`Hl)5Khw_l9BCZYQ8YCWEdIVSuMm&i+jV)g9;94CSYRZ!fsn2;qZ? zK$P^$wh_D>Mr0*mS>mcf8?zW)d}V14yG&9?dKO3%^5eIW%a}X3lYIw8wCB3!H2)+M zzWGZQn}){lpdML`MBBJP1V$PXl-=2JXJH*voR#QH@J}sPB2KE(AlN<;6=R{g{ zdS3htE2@=|LsEmsp z!k-nYKMytNxO9S7#LEeH5wRK{T~L@N0E;%8?QM#HGwnDidi{kjbW%< z{5J2tNCHsbOPJ!x6p87flG%~m`>ugQY6BbIh^o5gp^(wbl;Y^dUs<>0z}lcji#(^Y z`qyu<{qIK}tTwq;ZhG0JH&LPRM;fnSy<#^&qz>coNb;j36OFxG7*A2uG(rVm8*jer zazSTDrs#q@PYnqIx?ch0Vt#~ttD9yp*#X@%>yh?L>QJCv%}VJ(y>t~MOmQF|UDu-^ zqGA5~9@Ta7G8>Bo+Q0q7?qR2D-By=yD8{Ip!Qz%MtAlUfhRHv$U?ZY-tMb)_$I?>j zi60#rn3&p)IqoG&V=?e(_0kWaXl36zgl-=OnO@XECpRi5BRXq2dpjCN;Ws~!}|GbXluBUz!ow~@dNM#Wp2-QI%pY#uruuDpeBH+pzEHHsyz9SpAdmRmC_ z4-Cb{PZ@v2_&8PbcgQL`kxz6ZT=Tb^5~v-!2bII#3y`k`y2E}UegVgBGRs!qlGEu6h?ZJNfs`1siu81iABf`O z#ohm!0T-(G*8cOcGKEF6glk9ZuI4Tg%IlwL8DAl?0fC!KtVBG}<>OGks-MAm>f^GN z&qs}UU15oa?)-gy!MjT+P5gZT-^K6kul;NMOx$&VIb{>uiaZc%o8j@M-jG1p?+s^O&1V=1d6SOCIoVFvHzdxW?F|o{>x%=^FV)ssza?xK?#nC3+@8G0KLW} z)6lxAT{8CRD0ab_*)Y=ODHFKou#Yc0csd%<{@&9*JR#f$mGJ4&@sHB6Z(_GCVmHtD zE8PqpRLgR896$B)gdan#NPyB-Hv!BmK8}pT50TZWK<;}>xckf6l}5%suSE54w-wa| z0)xkX_asLYmoqh2p`Cl=rt#!P&v1Vor8wl5^l>c= zQY15WI99=b$Mmr#-k`H7z&9WSPG4f={A&Er(~35E<+Y#!uea)?n(4CJb_1I8T-`7F zbtEvA)ry9tr!ZZ8)mCtA6*FU_5lnqFtb~;96JQv^ZO}1&wwkv#`9X~c7B3{zjG47t z{Y2uivN`I_HN`$_b2Mq06x4vhnU;p7BJuG&p)w80LwG&3&b%6hQvlFWHo_g?NO`5j z%P};;Zcg8J+qBeHxd<-Vvfi25QpwK}{@r80grO2GfO_l;RG9%(A#Vy6d>|p?XU8CX z@#8GY%1{*>tZ4w}rX+&tUwup-e%warjONTcN>P7&GF*-9NO^&$h}V(fFRQ?@@e)IR z18J&WS*a?#fZUgj8xdbFY&gaF+1a&s?m%cW02~F>HHfs?2G(hbdMG1b3~}jl5tjZ7+V+2AxUtCsXQrZ?b&z&V^_g_AGT&&iuMa^`DrR6;Gf;o_=bOfQ>Hs)F!-NE ziW_W@%M5@4*e!cS7vVKeX7-Ur1$PptCWyuK<-7qil^O zx^B5%=SVi=Pv5nKAvSZzgjdoW2w$*lUFaPtZ>9E)l@iZmNzNdm24U@9J1DGHB|ha~ z1-*T1yPCQqT>OQ~Qe!i?+u|n%e>{yN4V}bEJ5xs^5KZ{Zg#f%9IV~lj5_5Njs1WJn zSoMIY+#W!1=}~*GZeuu^AeowpVIji$Ma%e0O6~~ujRbl)d4EZT#Q9|OyNKGeQ*GI? zB1HFca9Y=|49KczTgr=^6BVMn1+`-;`6Fyjty}HIk@`gz3$8JT8abA>pev%a@AC1` z0|BO?K#cGEEd9mDW{AA~l}Or|!+tkwc##1!{YGiPTEq{gkgkcZ4!JgY2T58i)jCj>l@cRlWVodz@%z zY(MzDQXy#%zLxvK_fV_8?-KK0p!2ZCz~|`*@PkJ1EX+P8W{1#q(sS7ez{&8L%WTGp z#0|;Np+=X)8Rf+qV*3;5Vt)o&>%mt=AiO)A{&7is=#30~lXCqDb;ybpf5jG!A>@MU zb$GV0z@4)u)f?0Z{w?;n#hm}x(cyK6HQHAN@NJa8ZlSWg$nHvv$7 zih-H4%&6=WNe(sfPqF__rWUS(^(Rjin7%0Up<;@GN(rihgL%$x@Hn*Vx{VjperND4 z%6l$&^P>KmAm#V#nWoR7>=3gt9+f&cw0?XN5R{r)3mm@tvJnvO?k!jl9Jg+6a`0!Z zGr7Vr(E2~={65@ zYIW@STgD?Gs*ih~p4^QzOL-tnaE6qbe$Pfs>btxBs^s>G^c+;@?zs=5Cosnl^;062d?U;K=kw41?b`bqY;Pu{ z9NVXfn23h(o9~aO%f+Bz%p5-`A);7kJ904Ff5Ap^38U|bfJCC7q*yO7A4z2`(G1s= z_+}~MeZ(<9bsTXujZhz98o2}W*NAuz4y=}iktRaknS*l9tH%n3+^xomF0S?7dQKwM zw@fO)7#*Ago8*+Fy_9 zh2r3kZ&yaqYoU~ASTgO9SMe_d1{VtQj+U}0M{GaQa_$+U8Yd>h#KgkV%!X4+GOO0*Tl@Ej zWW|s9a$I3N`6=`t8WdG)pQ)>6hs(Gr{0QyrpOooA zN>dRTqBSpCGv!$G`zNkc3@AEnU%qL2Yp6gapanQ zfNr}+Nr0;){tV2??lxRMJut$6!htz;t5b7oTFSLP`qbRQ!mf~5Zi6x^5cm%?f`i3)m zZ2uf_e4%Ic>48l}B#6>%xXv7H+2#{h=2EqT72Jry`5PhzZ6Z22Wb3FsjJDo8QP|fT zyxq`iYDVF)A{$`o(|Fi5VH%4?Y(o_AD-Y?L*Cu}#7fYv`0uG3x2ja%hws^SB#?hZ8zrpQ^6+=%VNM;hs@ zn@ipqY?lG|apV|J|9-2%T^g({qz#p5=E)3g3N>|kJH|2lsYWI$Ei+&Y7}pLkI2A1T ztlFsE-tn8Jox~0KydRftPyp zyasA#F%n&}h_1?0zC&`}v+2IH((KOI0sZul0zO~kGIqIkl=0Uc*?!Q0brrNsNbY@f zt9I+|^!7P`t{;3;R;76nAbCz7I81)-hm$kG&@WG3J1p8{B_N0M59 zOo?$SC4i zs*1vA&>8a<0)^!wq#VbPj{fmGwXm5`H`=mOrlSQHRc!2Z)Pnhk#!To&3bMap)Y>Ip z#~b`OEt`WD9nyO_aBQ6XUzqWy>=6UqAsxPK;i@2Tmsu$0@1F^+Dd{hVJA5+rVgI$6 z8{tAjc<``M1Gr~80DRP#lC`ME-um^jn*Y?I%%%IM z5~ZMB`xdckRqC^|Rxd;(;`z0;OC`}KnCF!ai{eocPBHp`q*8Z>K;a19@2wrfi~tg& zx>RYob5%{<%s1QMJLlu2N~d05+y)=kZlF4NnmgMNvT~e|A#CUp~l9p8w1}JVKt-%i!RC`%T)f5ZFQan{kZPp~ZEA^yO2$ zvR$Td=q8SVK(vi9xv)xOvub#7792(v$igG}>EiV&S{48J+S?J(j`aC{3X?!K1~z!i z6{tBVE4xpM1iG8_rEN*W_;?9bTR?aM>hgB}N>0%#t?F2ymAp*&gXFKZ`XFm7NzJ&6 zzeo(a<@1)B(uiTE&OrI~QY^r@#E8zBE1TVC^bhc_#||2O;9FnOi6`RVX?*Oov9HoU zqB#T+aUZyE48(Ikf5C9lgg{^u`;a&cmI+RkjkX98P?JpM0nPbCCr}oKnDc(N08xcD ze}%=8g?dD{$+T@)tHaVGtzo;j+gCu!|M)t#^6Qu{t;zoFAW0zY5otHi$_p*#g0N$1 zd)VI6h!yp6Uc52fIL>DklvLa(ipSnSMPehbhZpc8iAJt<%PQ$vPNw*GzAYS6vZbsJ zge8qc%6=fL^l|#s14fyUQhvxB0#MrkYq-OqT;7{%_@W_0yyc-%Fc{m)?uXO#S>kZR zEbaZF(U^k^f3;Z37trn?wjJBfQv$+%A}}6dJkxJCz1rGU#Re2|uQ$h26Aw$yqxkx0 zTUw*CHJl9(8XrLcLB14K(-2$H@}H zVV0`k5rBXgK&OTT!a~}f_=_aSkrR`I2gzUL96HMKh3}>>+5nb{Hdyif#>)`TX#f3Y znW`#(*7W|^>v%QgjxXmfy{O~B@~0PtHo^mtga_01mZ&8uNj+7=)dDA z+vywJm~9{`A5b&K-BVYpoz1+c`F8y3$42TD@DGPtIg{GJ;FpapE;9F_+ESjvYiOC< z{q$E48eNeVZd2(lg6*l$D5D_yn?tb?FS4cumP(hu$D$DhJk7IYAz;zeuQJU0TA^uf zD+_aCt|%bEfw$AF9hmv92JN-|ONMyHBm z^ew4d?u6#x_+>rA>?h4&SY<2!{)fCbmbbx(C28Iv9HF}7J%2grdHZ`&Tu+P<4$_A4 z>G*q%(|2tTFgLrOJTvK`s|HC1pbIurE-4g}l4!jNc&!)@%rM30B*db1v)xz4Kq_=W z$%CtoM@mdcKfX0tI`jPl&Ih8QH6Fx ze1&GQJj&Ba+++*}q;h_mQ1(Tpu#I@Kxz{IF6qb?$GBtMG)Q9#K9VS7|Og`sf2+P4; zLJciyv8Wp#YB95E$8*d^g!;P%&`E}=pdTj?@+B{$k2P^vfR)k45e4#;9mLmllwryY|K zi6cw~wOuiOy$~g(RZ&s5AOaPVnl>mUzqQEIQLXm7&}JQceNig&z2hnfV=_n-@24mG zjZ`W`(!A^nbXAFj9-K`|k~Qv6=H-Q?Z_OIB1S&;KGTz@?HYQw_v*;!$%fmj^jABcr zmhnfz`x=-KR*R{*tdnhXPaQ7VFMCv`om{ zLOBXue{)u8xy3Du#q_*E6gm)1J@F3tSvYsG7XO6Ii=?`?d}vY z<+noB(LqKzGeFP_#6WnvhN#k1hL6F4q9(L>uUrXC_-3S!Nbrz`(GQca!mbhMK`|jI zlc0d=k+>{Z3e^m$vko*3FKBa9j|hx-jYK|#<@1&MUQMcJ-86u0$U(D_I7S6fzV7Rb>GQ+jWVMg5G3;m4xBm~IMv&s$d*P^ON?odGt zYEv{d0n%}ds`C_&Z>LN!QiLJUXk?Nyo-xHL=_e+I$>Kly#ZG_~$>JQ+tI6K2W zQ_V#p9clqpo{t9e4Je0WJV;WAUwF#};bQTF^EB0SQL=b)PDQkV6TGhqOVTpx|FYTRlM~Lz|s$ zUZjrt5X!-3h{RH*-vDo}fLXPRTEB5voMJJdxp+F^;1YvPwQ$>e8Q|0PHhJvOdWrlo zmI-vjy*&1Dec80z$;!tys@3LC@r%5hxnX8W{{tr!8{`q66A6SEMcXn(A&_7;auar3 zd6*1%?tBBjjDohAKQ;}YFFZUJjjul6>pveZR&kkoy(^7w3HayG1mpgg(Ft()ImVS` z?tz2@F1zxy9-fv>+!sGsHvc?-zPmQO2DBJ%eSRJuymszBR(bdN6PtK;>1^AxPPl(| z>EFJZ1A9!#u4-4h%=@;PI|LoiJ8R}kdJh*nNwYRer zWLA+Dg`UZt?9`4R?Ch?*K;5+q)KR?MxfmJs+z9FTQ>HQ{6XXgV^Kkf2yiArVi>u#86uYy; zACMa|+3VP&ymP=ZxsL_inepGhf2zWsWV!)UPh>4`WINA36RGzriQZ(Bp{Z8>c)ACcLWE-eF-V45w%?lQ?Z+sgK zsxwRcE;1THJ&u!gIP|rB!}%m=_~ewio@9i|nE!3#FLC@XTKHdNYl47|kMFy3hn_&9 zfFh(j!a6|C7sRrX^ET8GB zhR2<rQy){%ZW7c?jicUYOmqTZN zs^4@u(*G@T;cE`wD->K;P)Bu1h7rYd$Va@=a%)GLM z<3?#wS5cky;(C#asNXJE@AdAyiCHtf?6Q4$+j7XW%&5HXXTh4Ax)*_gKMo8h?d`1f zk!O5^(~idKk|>YK0WB^{!a#S8jkQk&3qAW_&T+2D#V2y5Z=_!1@fxF$m@pK-|^F3e`zI|ugT$0 zZ!-g|_~V}0UKifpm^|vOoX&LKgG-*L8)kMIf(c!!KZ?)O<3r#7wXmYv2OYc%TKzVt zh~F=-IREkZHrDX?(0yn7Vlx<2xabGif8i8(e<^>^CHyPg=XbUL-xdx03!n2}<_!lo zCunE~z)u`0i1D;H$}RYjJyraYm(hLv>ErVfvD^Fb@O<(BBH9Jepea8Ta-P3O;+8hP zlRV(vdxA7}0n9)k@t85&B4F1OW>-k;#nq)aX7JpMtOCvh;uK4gAAhv}jHRbXsqK7J z8pUxHdiO*2C_1r?EO~8mNYWgw6mwV1W7;I;crP`H1w5DV2=gX^yG^fLTt}C zLeP#bI{hu_-w8RK^b!u}1_ehq1#Ih26a#;KoIyG{a51p75ZKmpbOW))Z8gV zNcx2bDRkMmDGcirGL1*d*9m%tHfuZ?q(r3he;#gRLjf^RSy~+9I&Xkbrl@*WNqD^L z*lqhIaW*;M9`!f;`QQX|VjRw2dpvsA8^)Rnl8i`&AHfDqN9_D%mB|9%o0+ zWJ?Sx<-mi|N;F%!`B8tH0r~FyDX*+l3fc$>18RItVI?BFNg~=HwJKtG&`YnI_RrolX zJ1W`@+ZD1rmQBFLo^+c1z1mUi)6Qjq0qt)eAOn2VG=rZWX_HUFOA`u%X;LT$d)Af8 zGh|rEmZSjrPSTECS!E5Um`OdV(}Yz{4Xxvs-L8$Q1W`#3;pc|BpI%f(^qDuc3Rq?< zC!6G@7dds7IgofTXzf&?S>w_>+K{#O7dabVv0H4KDN4=6X4*6LTcr`i1txl24Ezik z_z9FE?d)>yY)jM~PEJN?x{#r8#Q&;-Hm>SHa!s7c+1i?Q?of=f-6Rz=5f4kfLM*;` zdi4`Q#!GOM#f`6~<4!Ci#a5PclwKtS;4b-cBea@es{7GBYK49}KN4;)U|6C%_rZ`p zi?sUBQebUbg2TpW#}oB}BC2D=ORtS~mw^s((Fhe(z5eCXks>SO1gJ?>tvw2@B`c#h zKhmA+9sJQ_-dyRO$T*P^rw4Y~&=#Y}yk=&Ew?thL*q z+mQo!6SvoZjmb_1Z|LfVQfZs9uW(cp$m$Rh(01;G0voO9pBV`$Owo>=^#d4^X={cU zBS6Z2tve+a1#f(6;zy0K1)}u&lJpq_w4cBdB=r*hy1m{=994A{3>9*+aDePp@jI8qEG$^gh&wX# z7Y_)moHB46(+BfK!EGf^_wLV97&{p!eIV2~kSSnOvFd8L5KX{|`Ac8Ncak<`sx>lQ z99soXKZWP=wY2TA*8Ie+@5yO3RN@UL9X;}=T?unPw}2zh;`fKQ;yWnMU7ZrCUxR#k zXorX9Ig(&Hw^|@zo*W`IY6|!Qfp#8(A-7szC{v9EU=bUS{p zUAxyhXm(=vnnIh#&JvfhSG2B5rP_n(;ChHGd|a)2Os1Tnj|FX`WhxKvuA{qOiqt+K zCrZY9ANfP<)qCvQ-gho@N!YXM|F4?=AyKoka{uqz*24Et+V_+|*Aw+2WQ7cxxU~Pb z8SOvDgt+giG`!*e7!y7aWlzluv1uI>($KWYjHhEH&;;Xiq`Y1^{y)Ja`*Wv!+Q+B! zn_y!2`r!UQ1d|qp5Ca~6_1=M#o!g~f*4B+~J1#&6z+F;3<@LL5b^}FL_sv9sf3Bm8UWs%izgXs9>=oVsrT4Fa?3E zBt@3FoE&J*?rzil=FvD7gc4B)8mRON=Wr4^jxr+A?2@zl1N!`cvq@+ZuxqCn; zj$Lh{CtHFw-L6xikOmRxK>$prY>@a&!BkoTq+!znd{nnB{1D(^*;^w*sJ5}I5gH;* z7AY5nGJ@9_S%LOy4=~_`nUQwcp;a={ei0>O*W*tWTCuTQArCa>YF>h5hzYkd_=gtdgwwN$vp|)bUL>zgtQvUg>je?~vs|b0hBIJ~g#7bZ{-U^1!h_ctdbD2e0 zB3-czR-xz`+ur=91m``;A44D;J!_R)p!4EH;yRZa8<}fSf|cOWdXZ6sv+fYg2^cN) zidA@ajJiUTSQnaGBTD*(;*t9M=yGR-V3^JjX>>uk2e0tM)#3Q=S#e~*S){bCS*5(m z%WrqbIOU~PE$@vU`JSn;1^4}S0+^&>-(R)q*1HyhvA^gw2X_R9HcWt9<;aWqvMq2C zlHsOKw0TGALwE>odbJ0tEPawjeG9?DtOJEf4Fy(B4GwMLZUd#dFIKSAjBT*I)}qPQ z{~Q_fY^3Yti)>ZU@qTBo&d0qHuyoWQRdW=wK=+P;j;Ar zB4$N6mAuBs{FJ(mvid-Kz4X-A7xUw@6%nI9_ibI9o0D|O1wPL?9FMzQnz<6Dw$G(J z-eI{?TW8Y-9YmXyu-a#j3s#`1fR#~s>i!*{gnD!SGLm40*xvf$fD7Mp< zNU7Z$H8^GK{kOKwy)`=10pL^WoQj&6XWpT47Todc=(;nmGt6OW+>B7A_xH(mEZU^2 zbAGZU@mq>t?c41*qDLLncdHZv^*heQ#nv1!jvMfeT^=NaPvPsqbp>PPO1aS?q)9Pw zz$0&Ve;`~32WREtNI_1*rbx-$#6Z2by&?+=RY*QC)G2Mii(no(n7>0M0IPwtcpG`gQ$P)Gw%$Fi)s# z(@BEQRWNX=)6z}uo*LpZk5v4I6pQL_$|Idv5=OyDWOL0iQK(C*b<(SV2hg)UOafSi2gzA1XEL(F@N~Jh<^CBvWuDD`#eQo^_B^C<0Iv4)!#|K zMrzqi@BS|G3qrdxW)WFI*s9bCB?aLR;5%XCgw;H zgDMN;hwX?=@Fn8}1wR8`V=xy4Bst|DUwcw5i_BXxdYp~pBCihasKc!*MMEO5epg+| zygy9AMd%QgwR+M?gO{AjKfaz6MpjKV#2xmN??(vFk-ZS9FA9^;0E<3`;4AWYgmO#H(qz4$^ff3%og@?@5k^dMM4$&nkBat>BCkYiA8$>D*wl8|o_4Nru~B#W)2 z^+uDc2f@z<*#n&(;)PMaQ#uAg?8|r?z0zOATvDz)hry z`&M_D*XHib-WZyQmi?{0CC~VQ%XWrDvO@l8xq#)ZYk~lDRN==hlBU+|2RN9hB4aag z5;g#Mxt;YwbIJ~oX+n`D&3{mDDZ!{XC1q?2&45cn)O2b%%Ga{Wy3``{aD;dXp9#1s z0-)KVb5egxhyr#7*#tC5k}ibfv8HK3G=&E^zBM15qC&-Ga!8>P7!y;axhphubdC9p z<@r8CH+R7HOc<)GgLa&(vVWQha4fjK_Dmg+ypU1JG-&yAz0F7v(jk3WM_^4oj!e(V z`21=*!2`ZwzmsLReGj_fHxAH8Uu9G;n~GZA7YDt)rBH?sif}~I z<-Z9<7>9_GLY^2OTrvf%&^TgmX5_pDOXxPd&_uxULeLSJ6;Nu*ty88Q=01kRCPhE+ zD1SqOL*eG>GDj0_;=J5(g--1dPHv=tV(3@HAnZn%QkrKheL?9J zQK~D&5VE2&#B8&3Y~sp=Jd3Uo?|**SxN9G)Gurxc5!(a|Rk1 zGe`3c6cITrg3|gaM(6$2*5|#T1QqW80Abl!{{z<`hhX94Ze zZq{Z4Y9b*Bgi6|OJ2l^rhfp90F{wq0@I1};y2r-Bk&s6~2IOMd{+LMy^apShANua8#GuR7M8?l?mT)arKbY|h`YOuu>~kUIKKbn%`XP$Y-@UN&tj8nJm6 z7k2gX_6sqm+>XObvUO_hyAwOt*9fmvVBr|J4lrQipZJ@NTkNqR@kWbG6%==X$K1$^-4ry9mOSkIID=kSK*{546`wT>AKmqqOdp+Dj4Vv*a#7KW^h@5Z(v$R^) zIlS*Nz1rH3ANV!sMAI?MH5)Yo{CAAz0A!UAx-Xg?S=tpDvyZCAri%>Q~1RP zPP2~3!a)rS6vONJ;6mvf4yeKp`xJi|IDGr>S}zDCq^`6mmzC2;jw|XFJb1nuD2VXP zrSB9Ov!{gp@IN$ar_2qoNZJOnc33B&j7SY&0!RA9DjqD2HG-n}3N(8dTuF(35x-qN zc|DZf&D+YbKkMA-nKHr2xGW{LW6qIw0BW5(c0ORkT>aufzn; zA05{`?R8PJv%~yku@Uo{B(|P_H}CCyWWC{evamcPh|$f4USozB)EXeV-p6FBx^1e6 z#p-#xt`XUXc$V28_ySy>VY@^qsVFiGDB-!a#cK6>k$Ik0}f^bRVcb5cbXOIw~ABM8rgx zcPsF9R1=KX{t~}S)w~a80=%VaVv!>{MJaTc#fQ`XQqB7rWBXTO6P}B9@jYW10>XZ? zftK_+zoqVa>79+SxhHV4H1bD)nE^+T)q=1b4^e#bq&R0;*?W&w60B8$&I$u^<13hX ziI}cGk_OTOsy?bmhDA~eL14vInODRPjblU4FsV`)s(=X5=Ee~#mfqbCvtx7gc-nPp z<4j>!!{7s97zdoKpZ&<*_=eNN?TH}W!CLiyziGaDmr%l?qHhIc-tg0B6JYDU-5Ayv7T7~TU6td zXig!^>;?N}WpAhYXls7>X!sOa;)B7mrVt|(2TuJ%z)c?Ed4;VqG?=6c;}$o=)$e&< z0+`opO{irYceo5+F)J3oj62c$Qc{U1*Z)j*qzU^6kwt%1mD%9hcYN4}F96F`Bw7)|c2r~0Xteha2M@b#Vc_Gw?V%_>Gj&O4wJ<-v zt{@kMkah#!m)~qly(8B1+d+-N50v7R37~8tvzNMPZ5o*MY&Ugn>^x%dqD6E#KxDpG z>|qS8demiX>lE>!=(WAp%yiNZ6W>O5v3Ixv^MYfwxKnF+YCVMbcsrjYiw`ZC6jIb& z5b*;o4Mc(R>28MX^(&Y9y_aRdiO5f#nIxF+mm;uEI?HV^@^C%NHnN4~~30nJxpDiF)%LIQ;Oq8(XmHhP~d z&y7erV4uA$z@?ec)hvPs$%Q|nM1E~08LS^orrgQ?{yc8n%Dx}UV;ey>p4diNIFDQ5 z+D`PcOjI9ZNV?S#b11g_!m&2)aVW*8e8}Y^!EZV>YA6bM$ilhakGJo*704yOF44k8 zFsFJGgwcQzqsUXK()UZk8o^gq_$0@@w<#_?*8EpTQabEpats+~ia}K7$KN2h`k@oWNTbH`1g=`qFMl@W-U$PRfc_5g9Lz#$zt_QM)h8AK>Y=f|EAKQ!C`$eo&Y+vgAil_RMyXJAzuwh

grr76b(30V| z_V%fit}>dbC^9(7@+*ab64UO!b#_Suv_Z1_#)^^0=(hRy&^`aVx=|Z{B2igGCDU`x^H!Rc4n#GOfxBvCp?f z;<4*>!W?b5RyB_c;#B3UPf(~vw58D4+h$vgIbt6PFk$VN0J2Bnc>Z(Xr5Wi1yvepD zVqMGhX;5aLi@AActl3gH!J3Y%pszDnwo@f1$o-k>R54ML*Kns~E{cm`iD??qvC-Wc zPVAh6#60rOUikAw(O2A6P~@?w@TC0cIR z$YSh%2XDy-1O1N5d~b}t+XBQ!xD*5&%uN5gz%{5PAG5~+*ZK5qp%FtDPub!nVg*8d zot#|YX8R3aoqbDaZdpFwGjgQL|B}ixru@lQBbI|MP|M}&%>4A4O^*i1dI*Fqdel{G zdd{tiSH1-1^sYMU)q8MwxE;P+r3e=5>knDMKY77Jn!=$$S5iIab7i_>I9`uwAr>UY zWa=ZgHXnhbQl3qDCJ>90p~lU|CU8ycg`$ zC@*Ht`0jZSJN^7pc*)KGYS90RJ8&WVJ*fI;HB(mR6;=60b+)#sND1)m>u{I1ewXV^ zyPu5Nx5{D$s)D zIP=zMo7sjwVA!DCaIyesrY<&>pg&&x*{m{h@p{T++^=r$WT0K2!7rD~avM=`z3)q1 z>2P7m8Uyv;xm4u>?;S~#UOa?2b-rs-FiW_|0G~){7^B^A9aK$e=l{OBY){<2-;rui zClJ&$Y=vZg2|r4W-hTu`D;Z^i&}%#r>JR6-pFoIB=Dajry^QLw(G`BB7=CnZaa@-K;BHxSIa-e@Y|kg4}J%r-=?qku=WJ1 zsO9C4>z(A|=f4ygE#qtfl#C16oU){A5~8NGVsd|(kX7i(o<>nK;~TWDTBH4hwM~@` zkOC-vHx61(moW zlOu*C)~-LOVwQM8U7Ue$xf4WUhapmvmbRQ=n<4TX+Q8(gZ^RD=7BQs3dt|jlMIxJaqCc;X%(s;9{Lpyna^N4K0xBUtKM-Lms zFCcVYIxT}d#YAxVT*3Ki5}I@3V%uA{)fru)CFl()>`A{!dR>D}OEkfEiL`mBHmdwA z-Ez7={m&GQj|&7A@F}KrI=g*(5!xP|Co5!Cl2-Rx2IX`m*RsA6DD?qgaE(Yt+9|@Z zAk^;GwBVh`Jy|k5*7A&8YsZnqe4Aq4dvVT~%LP-o=NZDpIqBg$^vE^7-q?LBw1H#$ zh;WKACLl7Cw217#w>5G|W_Q$kHGg$}t)n$1O^3c9NYxJp8l|*fa%JiVfH$Y>Gm?8s z-X)@!UFc<-0C1s?M(66dWmU91+PL>6qI&qb4vfI&>8$OS!Lo0p7C0M30xQDF|2dPx zj49=}ExK;lj}%Tn2D?(JZO%T3*v``{$i_CsFaP!pzPEI9AZ)HHk181~{jf4a<3#L) z#b0qT=F+f`lA9R&(L5>5#cZ9e=OtFo-Ba$F8~x8Sm8?;ycHEhSBeh>xePx=q9eL=kOtTSdu43LNu! zh9@XwIDmvYzYSNA5j`AlvBqtgbb6HGf#_+}MwGWB$nE5a|2%w*H3djco!U>{ODCyN&>!wga^c@k#9m=l%S+0O-mfEfJ|`1|F#tpQG%vsZUIuq`V^YZCOg zgwVQ8TH(%u+NMy*L1~fiA?G2B90%SkD3JGMAZ*l3(pd_UPnQopxu?B@0z-=&wtAuH zP0tx-`f^V%;qGgfos8*-vC%3&Oyllwwcxr?fgX9n`QO&fUrvsHKS#JYVsOk4i?j*o z%}EWX?qj?gP^!ahJm#IhYwqPkzrXe8_ffri5G2emt?*!vL zv;>Cqx5TSP+@DK`hja;&+Rom7V<4FJ>m$}{!dPQ3gBR-u64s-KBwic|wI7;zMm1Dq zf}jD(n7(;-_sFrkr@+>ClEp&6ClV@ik|D^m17~Ej*o4A`Lzp8brJEo#sNOkK0hO1M z^ouOf{7A$ty6QF;I5P!1IgVwDcYXh~M|jvgym9b$rD5!=V92SU<)s#sok>@NXbfWFKwa@D*|vajjcWN%At_qTBC|lGG<5zK95-U!q{R! z>Y$G9!uymOsb;3*Z~W=+Uqlz_zt6ohp`I;L1r6uPXKC&RzNm7)7s=2o>wJ|ls44uy zE{L{F>(r~BK*k9*8(8E=>g^i~cWIYiC~7zq_KZ1Iap)~RhGi5Q%hKSC1sjFRk65g? z!35Ey*bq+CG{VGC-stziQRPO-|YV{H!7{{@nkTGQKg|*5@z)URmkH~PRgP# z3IZ0@{D#UHcuqhiPDLva?$^L3J$Y-ug&brugWB_0rcm4h(t*H=ItYWQV< zYJoaHG+q!llc=e{$y||v$Ck?1oNLHcYaMVP`gQ8<@WM1b$E4+)4Dyqn>#SoOMP$?R zIk{TgPuTVH$Eo#ptKR~VYMSX{QP-LMjE}>=m76>$pxZsHhH#<&*}|O+{Ha1zUZwX* z`Xje|KYH_X!Q{U6cnD`f-BTBqNOXI9j?t+ZO-l&a zmVG|9j8(1&x#4kXU}`1%g1TJzGw$t8X(M1swH&*~Fz1XFp42AaXPDN~*CWp*v@ePR zEEq)6KoS4-=ZDxjJbM@hR&!tVd%?m++~3pU+O{d(H&zur=HNP0{!NWrt}J)C(eDUp z@w2-$9k;V;If%5WdKo=zG{TPXsh}r^zeV8^GBRW{=vK@Rzn4E@IbqLvVW}bwh2ps5 zjm5s+w|ip(u@8EPG$GGF)dPo8RTU2=fK{5vTXcn2hDA3}xB;8dNp5nicL?ev=zrhE z#=an_-x*XkBhe}`i;xmo=BEcU2r=y0=r%1hJO0&pc$Yp=|BCn>5;!?uU0azvujiku zRZt?ZXG*vUgcm>y$v48*;v`A>4!J;aE0m^L>yJD|zq zJo}3qXkt4Rq0ST`3|u^z;I6@!20}?*zvc0DMix{CH61U1(XrRKX>dxq9d*RD{Sfb8 zcMTC{9_w)nVoP--!FiYV1L7E0u+eYQ$U;_D!!+qxu7~yHoYWKFXq!OZ*`hS=2EzK) zp94rv`AG$y^#!t4R31Nl?SvaaOQ7}X#O6!u8Iju5BD3;~N9Eb3Tf)<7T5po|_1bHi zLdOYNme-`n=i7%|E8S`1Mi9tkk{?B((@UoG)`_{BSz;N{d#qnE8vHH@-LLv@s8A+3 z-lA^O-5i(TALrOoH?Fz7K|9_|1glvhVNA06iOrufynrni@p_OLbdMFNX2Uh~%F6o- zi%XYBDIHEf8GWV-z}3-I^U22o#rp#RwhtP%D50cnB_n>lD1GLE(9T<(#mRO@?Z5J*e&)S2hgW=C6NHpnkdv>+6Y#gd$1S7p;BM@HS3Ultrb=;;B0>R< zSAFl)H=bzU!PUi;3(1H^@`ZSX+~+oR|A}YHwVluvXMFmVmQ+S&y$La+4ycR8@$Ki0 z@cL#L)V(57#Jp}PELFcgN(%ygpFZZs@Anw}z^wD5m^#-f!=`>SO*Z3s2)B6RmEiB*hBT4cYO_j(Z=~TgUVjp|kd0Wx`VLX={=vLXnehcgF$7YS$b5 zSd#~?G+RK~qj^k1MEwvJARrnDIcpx}LP`HzNQ4<8#{$pD?bBbtWs02D_{{dp5m@>W z>Cf?x3I`OBG$HazG|1-glS+QGW&0Fk1?wUzw#6kA3qvsOkMfKrL&q5|cCFP$8*{J| zhBiVr43#(y@wb`7;=9?hk4z7AgyO;<3o((!D?@gKw~zWQU{CUoWk8F^_X(q{F!R@) za6z(PFHP2T(t`~kef>K(8_0ghPkWyB!ZxeE!~_R;PKCD!67HS_RsHcGCee+VDF#dP zk9wu>@rEGzSAlMz%9BHgQDh1sN#%w+OU7=R$wvQ-)d9{Jx|a+$xpb_d+P=7dkyIAngY zsO!m!*S#LFq95uTweyac#(Mk-m45=B&<#V&6$c3#mEK8rmFVjSSL^&#Z!(GuNbU@% zX}YKxAL-~Hd>XMBr;)sXW!^tZB`bN-jmwsPw3NM_erw^#g0P@(sZO|#Oci=U{`6yL z96C|HXbR-()!+>}K@(R${ES8_Yt|JXd68%C@!8nNI-)}@y@g=~{G24-k+IcCw&1O9 zG}!QdzcSrQ{pR%x_kZD&*R^4sfd9fFFU1)1xd{#jv%_wQQoSStJ~Ju5CDWkJnZAR{ zLQ4;zf9TcedKPDEi26{ek#-$cPi@(NmU7?zD17seP)c zA858d)ymkDH%7&1x?*d(R%&%bY8(S@>{Qqo*f>HC+BpvA2VDpq2IO)Vce)-iR^Mh*qLXW@zb+yhN+$a8WJ;9Vh!bJ0`qj z^EQVYnwL(|Dm>#zTF3YyEZgIPu;Udy>oJvrrnKYou2kTT!YV&JdjCEH|D-ZgTpx`h3?1(i!qGZ;iI$of zUMkZPNKa7#Ec)ixM!n$Vt?R$lkZaMijyL7epGh4w6HEjdHJw?`vpe!$clE0TW4?`i zeMfe8S7qQXDL4`Cm~G<&eqHtMF{{DiH^I;}&L4&})FEG4!^UGjhVbL5L#)rHz3nSv z4-X>z3N=vrS);`cNxUaS2Ic4u_Dv<&*k-O;dqReE%gmP>|IptdOo9p=<%FJ>DifeTkD5 zFPcv8H%9np!?n zXg6EWwk7AngwnI*HB7SS>M>LC?*=5h>X;>@;+J2(^3zNn4h=k0DD;mQ{uPrSBQgCA zXazry!&f{i{3s>0CWf?r57150!{sgGMHG5W;anFuq|+;8Tff-A=VW03eKoOtK7jAw ztopxQm9^3Ez)`3)BO7PMkqm^On06l$QkN?)&GoW0MRF5%V5W{v`bVrCvs+I2Hj#Tz z3)$aue^d33Ej2QcG0;VgqPXdQ)6N(Fhju<};+|>x&1sWc6=hQ8UoM3o< z;FNkzry^St-1{JY1J7CR7(Z+`6g?`(b9|to)vKdm(xcZ86<&b2~Ml?4r>$k74e(HMfr2K+Dq*=53NIRl@hJVb6=#KHW8WsR51oVa&e!T z-AZ$LlJRiE>6aB_fZDr~YV3n=${SGIwbT=V^E?c}^foq5Vkc_L)BE7voBQWse+UzU zUG5yP)v^|s7PqAEyx$mRQcU>fzpJ zvkk3aB8XR9YK3XhFZNTcngGws>b$>oo)%AIAr=qaHvA?nyw%o;EO5tNw?09=i2SJohmEAL2Q*cH#Vgi04KE>vxS?Mn3NcyhsadssCLU{uZ-+ce_)_ zRfv#N1Skk$fd_A(5Zq`Mn8&se>)`}tBbWc>XiKan=0?e?sH|;XcD0d33%&a^lTzHG z5U9P5QB?o^W#je6>GOu7_jSGr^vv@6oK(o1%=Q%M%%;5jmqxYa5I8CA|{1>w%R>OBSm+RWm!>~imQb7k&>*6W+rWP zxYdO`pYD;ToDys4SY~D=DxwND38q@IiP{8L7;9W}u!{~t7H&lE&pL*MJM**UHjD}& zLPKTX-Ho}|g$M6A(X6B;bR4dgc>s|*UG@g?j8U;R67SzU0kPt3t?VcQ%4zWi*iHn` zmc#YE#ITbh7i@jt6}eO~_oSKiNAyDS))akek^8TSVbY>yr~$yTY8#|xrr?t&0}FOe zhymULwi<3Q{2>kIvs{H)p4mgodgusHoP6mXjG>kd8~m!U_1~C(=z6kaA|9)gr8Gm& zF~bG>z#OlGm)Yc5h{LSywQe4i|xl=V#Kld#p*8epW+eqEUpLam-v!V_;Gec zFx9ANb1icKL6DA(hqS3I!C;Q|xt&3CPP0)-)+xK>N{?|QS#kie%P}o>1~~^1e$pI2 zL~w!)iC>4rggQ`6DvKXYFg*>wePj*QMpyVB@3Pk~_K$qiQX8v%qzk_Yy1&u1yCS*c<=~xlEP4n zB>qMSb?3%Z<-?|en$MuAQyS)`KGt+rQFB^*Q!^w;<&T@fe3-<{3@t}i5*~*x+F;1a z*2)^Afp$^TcEg>HC>?aqXM%YVw4c%jnlMkb(r)hemYCx@XZI9%&X?x$Q7oI6g)%#Q zVEgbwp?^iv5yYjCpg4ev>K3HtX5cTH@=MIv2nN_ zCRbaItpxRyC_vgH|0Hb;PwLPt59;|n-_rkcwHVbUO?l?Gre67#KO#|RMWa^;Z7BcH zpEOJ4XC$AdO@XnR-cu$m<^E)rb~=h$PMf;aAeet3(u~f7j78Z+EcnGii|{U&%1y4O ztl94EOn;fqBdvhVJOr(((zc$iAHgwmoL1WCUM5= zPZHqJgzwNS9g8kyQ6x_8PXf!bJtoqfh<#Tf^$6|dMfSXyWd4x8^U4i!;;?$)QO4o^ z8&GB7)%8`3auSVt+eMGdJGq4|G}0ibY?!e7xU!Iz59hucU#u5YvUYv5Vn58Cr9(^q z&1)+8ZMPan%05_XRQLI@+;gM565=xoqu3gA2>BONRyb8KVk1SwlGQYhMA6$?zP%T_ zi0^|5Un&C$WpR-(Xz4{<4ies@8&T!57++d){)8et@7x=B_I7DT4tT4~2FvA1xP6Wa z*K2?LoSP#Ps!rzhxK$a-auBKu$s1Wd@i2y2M?>b1m$Tk!O^fd#2URu%MP5_Bj#&A- z>ZkTGCA*Yr^i)^-QMR$89S#qARwlw~>3#9$6+;Vw2gs_ai3SeOL!yY9;1q^b%+8m~HND1j(+uXX7r zfMEmO#DNDj8omiY5fcO+r0#Mgz-!^Ko>-(hs1XZU!L}_z!(YSbW%CObsREP-sOr>o zn}-1WL$x_f+8tCn+(M@JqgHWuRM0_&6oB|6H^~iih;W)%cn+LB){|h4bf>J%-gEgN zccTWGi5+5&Bl7X9x>BR#Z>UX|-M&!!M>u7-5%?oTw$7tAepB9k=28r_;(cb0!fxL=k_{i=y?eKAKUMc+>iX%LM#z--KpcPO6p@I7lg^U%JCF=bkVXQW)}SZ$=OZ~~reu9W>)75(mc4$@K9O~89Ma|W3o znV{Wn3P|2F;&0JUjosUXoX_p8r;M}V`seFW7$ug!AiF;3NP!UZyZ$m>KX&=PJXL@G zqTW-4#s?F`Rvx1Pc7XwRyj%9m57kzW%Hb(pIu=*v^pB=@pYD9&h=gQkF-W2Mk=XtO z3B&y4{qcU5r&I62e-~~YQdlwT2X#YaRY0k8w_>vCC$!b!> z8yr7_m?P)i27S_LzVf1JjPo>&{gR&(P`EXky7y`-D`*_?R}ZzC%&UIvwg5f;5ua}$ z_8NY*zkwPgc4=9>C!1u2p(3oPJ=|t>Tqej4Ij^2G!gl%UV5$tC0e8JNPhEN))YgDj zJW3izH^>bH=td-SbS=?$))jIoJ+fG&&^G)WB8>PXiUET(l{C!L`z7{p+A}ek_W@c_x-Z z^&TCQesv|?xcHUhAN&=7A|az6yOLm}Q$&Y({wbp)+f zk~7Z(w&efT(Fe;m2B!)sIrq31EoP)9e~Tt~WiX8cV_9`LQ1Z^VtI%2K+a>MbQy?6nfzC)FyUqly zNFg}E2Y2DUSv8visI2lNwuNk{y;)uT*0baQ>d!A0kcD1ZtX)hHR6_8RGdj#lF9Bp( zipmf75SnX^8^JDlzFwU58swN*h&qhZ?97u0`MdhyVqG z{_dA3X}a%K#yML901^~*1qLXFp4cjG2oJ=D+Ko9S`80I?)Hku%+S1!|$ebNwNr94G zO#F>>J3Z{_UUEt{;)HWP{Sy4Lyq;~l?t2g2WDj4qtRIB;eX@|)aQgi7nuqXZ`{^8A z57Wu@WeF2j@aTP~-=Q12vTBSbF0&0(Z|~szYCVo}VEr;(8+bvCYGeI6sE)DKTs5U| zxI|fVYgO>Iw(nVoy}$3kAegcS9qtmGQQzwBkmtv#gcJ-GJ$~));9%Quw@A?5bx45Q zgGfakPsO0=nq4btKGD%Rk|_Vlu(6W9BnOR zN%k7D8bzVaiA-;n8pc9iBGRSvW4(O>FnrunC1tuGsZb~as~SA-(BnO(J|}WV{USCP zwkGF3OxS;y#}RaJVNH#xx37wX-rjjj`o3J~r&+rWr0mFneIv$2h$vGuwqOx~S(@$9 z`y5CUAL#D^d83E8np8{%gxlxmlW@=_X>;V8+nLW#8+6ZXYxNlh$HnG zcp!XOWq#0JGu&YMBrmxvJtsW^Pwe`^5V~F6Ufw?3AJ5*5afKcwuo{GE-I#ld{B45z zRx*cp3s(#$SwS1=F%R+p;g!}69_hSOrcfPYPI%_&<2yQ5vLi^N;?xhxTVmPtO*8BJ zke!c}Cd67YTXT#Ol-*+EXBzX0t+x^ue+M_O*R*eS)6WM3h+He+I!d&tC}plr;uShpd$PzA z=4B>mK%MN>4oEr$7> zP>z%0bYw{6tcwA@_Edb|IlZN54qMdJ6GG86FB{1)VHko&8CZbVeY?)lyoP!((=#e5 znNIX_tlTbnt54_i>y$d-xa#TY7k?;$M94w=2KO<<=qQKTZr1G7YP|$n((O9r*U~68 z7i1+0acAj|MRsCSUO4Uc`VWQ(I zcE_g0QDDvG!@YrKUP^ev*j1fZ<;Iq))G_U+keU0+@IPq+EME&dFiq9i5IjXjMHFI3 z|4JdAvG_Sv1Dr{OWJ-=_$4C${Ke~p~~MoWe!Uz<=2>)ZWF&i_OnIK}|%nx9VI8LW%{HzM+qG8|s@ zE<$Cs0?@wk*VeC?UsMMkB@tgdHCj+hy)IH8=s};qz$x)kmy}J1=SEq=NXFe>s}?@i ziSE{4&4SytyXhuAYR>VM^4hr|XZKqX*W&A5M)>3;G`5i61_`pjG}bIsHUGWSuA+DM zL)9TtnHK?eBQ`&}F3293yJ4{(T5b?r4dXbblZEWg}IcI9Texhs=;_4k9n zGjZ@WO2DSmn4Qpt1tqvby(+TqMpKlUQ%JPk5&ou?Bj7D|kNHq-2j<trau zcnhV2uBk3$h4NuWf!em*w~L{|+@ZUK4Otj_vGwlQ3By}B&0*uvgV{Nrai9>;YVlHO zEx)3MH_6Koxo~cF3dq>L>E&DPZs{$bFPt>xN3S-pY08P|`%+V6^G7Ot!_>uTr#R3G zZn%I&77ZhVr5^e$vyOV2`twQNU292E4h*Z>q-n~z%t`2zLf zDw^kPY^7=E(1lx40-v8Xm8Hf|h2IlZ&dI>kULzP*O(>V#rmPEg{7z;1C`8wo%T!4c zX>XSZ8i@g7FlZ`O=^0~;-{($0QG}aMXbi)uwAxw0wtf_}R5lFmEjM~kL*v|6vEZY^ z4sbiX75j8a1rce+^|Mkdo`jOuDiwAP=>(OpP znfZFj`ZV!aIx~Q19C@9ls`p!Mn*1Hm?5^kQ?BXCQ$M2~7iZiEMz&1zVZPEhWm2GYA z%*;p?>bxoFJ70To@_d%h?!Smu)eek`%lXmhmM#eY)weYn;R9%@6Bf|z2sGEessajr z)P6iRM9Ul7?9N~`X9;1$le0M?*>k6MUalC2pDOwCWTLkDnI-}|kM=D+;O4o0 ztt5X&0;0EgSg2PYJTnc~@}vmcw+o9mEuhO16r`FCzr(@!|49&cyFOt}RT)*{eWd-w z@qkVNwHk}{+y22o4w5Y!<;-4f;WSn@{VFS>L!UrM7dkc4uTz`%NG}rY*??Y!+h@vF zhaO@hAG$Sed4#vfwLlsY&I-(8+9f?Sd*~!i4{I z4B>i$Rn-dyfmgW@ci{#FAjmcWQ#?d9hO9O;XZKVeTH4 zB?Jjs8|xJ9eC-U0=!LYze`V(8{otRipOOQl5U--SIL&(dYJ;p94a@@PDfjf%e|Nvm z&=^IND>krf{7r$lAtfJmkVuj_u;evbaU7eLhXJJUsRs5P55m3HQsZ)`2yz-{k>u3l zpbyq`+WwHx3iCb5xd2XIjPrHd%`+h~?PWT>t01q~L!Mdk$)iuplN%>j?v;TM_vUSu zsD>1DHO0+wZ7A!Gs;J1?RqhFMV@~5Rnby zHLQ}Ft>BRdAK+tqu|@n3Zk!S}_bFZo57px`gz6Q&OL)?~diH;}6;P@8*M#6WYIr}y zsyc{9Ou3~7yy#K5`^Ix$8OKL>9Ywg9{{~7r`ufPfY+EzIq`mOOXY6j541kO{^HjdY z_SU%;bqIG!a=CCg`y->K{Ln!?6bYD(ej~@PiT)lI2CPDWu8e0?FoM2+x&cwED z1>mNv={pXUQzSVSLe0hf=l#MdK&dV7TK z;Rg)!jEIwXb5f1p20nq%5b9t`o;J3c(aKYHjL_ zlfJ(vUnf5Hp#(_zeE{pw`TT$~zURfcnitla!TB}h>rz~j;V-JXb5OYZ@;Tbt0j_z^ z;K0HpI)CRsbn)GaA++f-O(oFBc`wxif;m3PI3ws?p5=+HBGHzm)YiVzCnwQr?g(Th z^B^6^w4prb#<<-LT&I=xXay6VzR$qdMTQFUd79l_P1NMtT!5JPb$FssH@@MEKtoZ? zSOcq6XcfSJk@r%Afl_Iu7^58cui2<=0e=~DU^+QD&5x&T<}VkU5UoTOuFRl4^ldVp zI~B)+pj|~)KXoaM{`En;b7+Ft>9JW8&GBO%UC&TAqRacFo*!bZp8e)-@*ez3WDVxR8*u83(9*E{w99Rxvb~{9OQm$EX?x` z0_^zi0N9D1TbTZ$1}Vezn>m>Luz(Z-*gk|EzDQdjV669Un{Sjpm2_5P2D^c8FD-m& ztla0=Xx_0LE~Jx&b!ypqrP&akZTmD|DEI>Or!e0c<`Uoot(`E^HUZ8ol{Mrp7oa`v0-$q$kz? zoC(XIC$RP(&$2XHyFcL^p%XY(M!je7W1)Y0F{&yGKWY)WU4~=@XI>vQ$w5TZ%4hxc z$*Mm!AZ8e0dfP}xhhQVMscBkGE2XnktR^+4eaiL4{^*` zFW+VDVyCD6vS_5;diYuVWe{5{u#EKEV`%-y`c=z>`}&2?;QE`+FJUjMe2Z$)lm4N< zAXtrDn5D|(k4jYFSQsGpRH-2z{9JWOpfh!nL4U|Gs~M(F*`=p@%9r8*FcOB1 zJZ3N4@-8DE7r;!~4dD*u{4EBek%=*)!GYb;3LOD~)A;2MH>){EkH)y>m4H64r+I1F zz`$8n*=q3iL5CYH6FUgd5I5AniYYD%nXRm?ds*r9#Gxbf`d&LHu+3u%vFwQ4v|6YG zolMSdVN$JlO!M}3Ool=oNWEED$8al7U3$1 zE>u&m!~dLYB^k42Zt+AM6ca&VjzE1k(Hz2MRCjuIO46^#rK~ix#i(Ulih)nU;4{|H zOY^n#HQYWCJb19?w1TUg+w9g7Dt+3wb|BpT1YMZ&Q2w8v3hWzl(l(wL=bPbqtLSPD#}{061qGEu}5 z23X9^kZ|}R;a~;eLT(jyZ$ev;EdX1*fXxth0iYmF^CI=dbbwaWATE2BQ8A|5h=87w zk^I=1TVeI?6nSyh4Y`j{F4AXtT5*$r^M+I3W?~EA$`A3{U4K|GfSR4f4FL+~r=c-E z4d50I4B;9$1FJL~o;Byuk)Q(=uPyb9-~hzJX5f9!+_c5(sdfXgE1E^ieM-Gm=5=+% zMelWxVD=Z6nL!d^=+A`o>R=_ZV<XSG&Hv(`RV33*^f7@(@ErfK<@{d3p`=e zuvG!~&8n3O8ay4`Gme2&VZcnp@J9?QGnn$)ejgkA_`h5U@ykUgV?`PB3YI|y99%Pb zZwb84f0qNr@7Jw=evj5;ly^6!i5nu5XhXz0T66o*Z?Rk|YBk-gMTBx$GGW2n3jq=b zOL&n#3H+e9(9pq?=QZPTt)H4QjH_LsBcqbMSzRarWe|0#_46^*-bCVbV(5z&gEBtU zimVIrxMUh!&uUIojz6^l?HV35$RszOVF?z|7?=H|9xdvP&d9(C;afhWtyqJc*SF7> zJ1)vGB}0}Mns^Q=T$w*(O`Fa_PXMwH)(Xwq=9D)+Fvkv@WU7qyM>C%!tmo9`QBif7 zQ@S1CoJRRhLiBpPP%bzLu!<9Vs7)o4idR_Ctq*!91jZ}=d*L2Say}?N* zd`;_)LrGnzt}lVMyJFxLHQV(d0#&}A?^icJAAn)p<&q#@5dIt?Z##x*0$`;W@E`+9 zRXsRt93N+HlcLq&vc5<9+mODiK)q9wYPD=b1VxqEpE zv(ul4T$*URWrMD*(9I8^<}G8SQDiL)EW=OB7vNN|H{ z>aO)le{!bqb_4e}HNkvrqt^7W`eoRB@=|7ICfS&Eh(~$LJ7JvKx@j!B`Bx-OJkX)L z*l%C192CqDv24>AC3Tj^f*ZFV9!3{Oh`zv|#G{7(yJ&usG6thl0=LpJkpW#=GS2@y zP6-C|DPSa8B5ay9{gl4iKAX^n_NthR9QgHlg$g11yN)2jfihn*;D*8Nc>^o&bmM@M z_TMJD;Md0KX{FCQ`HBG6v;K7{GSR@ne`tqJzdW62aG+TUdNWSuT>x+A(^??bT!hHU zi9W`S%i3)`o@6su0Gb^sGsQ{w+*lM7yPJ`o>u)c6$MyYDsJkTPDk}jPPHYIrzU=OR zMDOE)0ZfQ|j&YLdyVx?;XSOedXCTToT~HNHfxL%CXjSDef^1mm{kf!hQ+w1mSh+g} zWkB!W&4qp5wfczVb8c!yzibqGDsI98er5N1XhuOhZcgSwK-RyjG2yr#DHM|eG=6wM zY}G`wi7~Jho-z@8x)uAV$AKZ3(9)iBu*pQYP2+fj{Oy7BlSAkxw5p0^6xZZv1=fg> z-I3tc{W~ir>vE+ALYQ&v^%SLV)gK-W7z-U{6-?@2?TQyYsTd^wll?f5OK3i5lO+-f zhIs{Ecoxrv!I5oa!X~SBA5^g|e@1dp!qa;^T&&E3mDhWWDEDmtnSpZ1B-T9Y#J~by z7^VaW6-7=A@TArjp+-BWD)fs?F&k?RBHfRh`6!wGs}UIR(gpe#Ha$jxk%V%eLfYpa zGoSuQXSfydIP@6=(cObt5jI&h+gPCE?OPE1ax2&#u9E?*3~ubhHauUyn0kw=WR~x`-B-$!47Fn7wxPfaORag-1TbpBT6& z@VHeNKzagg%FBe3T_gIZABx9Gfc1@E}9gM<_3` zXd?H$#3A;<1?;~$Q=9Q&rF@zVWt}ADQ&WEGHFmx8cy)lbzE&x`rFg_gcSqx2IE!zH z_)W4|)^Duei7_s?W_(y~(qU#xCQ{4bwUs|b2a4xfURVcnh20NdN96AEl4cza$cpA&1MG%YCu#VKK<0t%~a9XJGzx;#f3dqgucvSiP;OkPRU zHAV+oJ@4lq!EG6quLvj5GIBmNy@)(BEloP6E6uw7-T)UI(v+N9^h?(+!!&Vivo3~x zOhxHDDv4nwOG=CrPI4S9fYoW-+7UG|CEtWh_ZrsU`VBm7%)&bxjDRdozX%S`u%luY ze>~~opW*{%vV1x--dcOMLbBIO@|flT<%Y_ZD4^|0>Wx7q3r?dhh%|6l+y1HJo% z-36g824GAAT=X&7GUAN?c3(7pTAk=o1Ic=gmNjE%o|QEW)!jZ*pYWM1Gon??a2axzsqpU3 z#R%Sb$aO|t)aZ|QS16PojM!IFn|*GJt?JXvOX20;`8Gmq|HUjjQ&EuAIz2!2q7|R# zrF)^i{QC6@{0B-=%vb%NxgDd$e*!NM4xH_qe|Ihq4}i?Z%=Uk{+S!;nfQESB*d%Ps zod5GsLYbM3gP56(nd|?EoZlh~BQQZ60tbwl?LVx&Y-~V`bBhi;8aD&n=xdW6ZV)=kd6^^Tqlt zw^zUViIGG77J){AD9sp4fo}4T39&H1=SRz7*kNvqJ^#Pk%gn>l84mb=mY84Ppu<#w zJ>KphJ?~fUFFl^G&zCa*&B?o!Ox^A<0V4ZmwdajYy+>P57F_I$v;4`6OjVRhZ$vHbTfI1c>?ZR{ z(*vefYb#3L z>Hxe(*5|gr`jf{QW>5^(v3QLxY@>`mf5zy?v^s^7CI+<=y-fzrQ19D{+aQy1!2VcR zn%z!qxHB9bUc2g-PMCn^sQhY}^ zhA%|mv&e;$#%~H>x0H?$GiBArF#Bez8BfC>>mw-oDTI&EO-4j5uS8krAkJa&ppK;j z>_DD<*;Zw^-9gUDzy5~OTLcouT8V7SUYjvy#@ZR)#tz^H+l#CK7JvFJr=ZlF58=y8 z8oQQmc;&EJ!zLA!4w~04?HjR1};RXkk!{3TY!-5Rf9tT6Y%? z#*RDJJ5GwLAtefm7xt}0L99Y3@Q)GvR*o=9J{TIZi2{B~6H>%46fhK`RD=Xa2Avt$ zvELfu=9p7!xPZmwbP?^c9M z(yMqt@KHNlaKo*!B^X+Vuf_4aAc<8Qyo5xT_OOMNB7d_6z65;{-R}m%SYgh_^4&6) zW;u9BMC(!R3?~1D-v;K^F6h#3+;9}Twkn6+yPC0FeG(u`4A_`6~IC=K9vW^KWYtzT}zsaU{6*)BMimEyvMoRFH| zK+Gh9sXQ4ES&q|?W>s=O9p1x3KlReFfP{lW%M>)sJ&>1_SYlCj-ClG`pOF}v zA)67J!OJ$~P!W}}yNJSOB2*DdS5k4B%(8hEJ&3!7ZI10CY-GpLk7MV~Zv+)%9|{mE zEi^XW=U8NbeF)*p%jIh?B%qRHOh8c@@Yb0w7Wl3}mmb}$V zjQy=`Il_fNH_9C7jILz% z7E0mM9D93#4&j+`h%QN(Z;IZ4cHb$lR5hRFtrni(&IXR4fjIwrU{4Ts03EY9-N@ep zxyz^#904>>&M{bZahv(9V!~GU18a-_YYyM{lx7zIK3w!$fmXOQH?i#}Ococv2p%<4 zOi-)Ah7?8=m8);SU(a}i4;{W!k~H`kZ)}B-em&@z4I=fk<#EGRx8WZqyOY47F>hPm9SXEo*VI_Hg(~uG zhM(A>GFMx{T^)K5|J%(@yV_%0mX4yQM%Ww1Qfwr{Z*Fr6U3pPJk&6XOj&vBEoORT=ctw@W=Tjzq7lmS$tTSnI zPPSwu&G>nesB#zXV+5Renh4J&YIBbzoCqA&VH~LJ_%tE1EW_E?6OB{!@LG}=I?jpa zhU4!~ZJ&q&z-xU`7$9rE9T4OBJ(0vhsjYKC@tjLKNN|7iwmDDV9!izsd!D0G?87jk zOL2m2Mjqgi(3(w)a|l<YB6F2bJk<&p^nBrrQlFoI=O+kQCtl&_qMS&fpf ziRpbq4oR5Vx@t!TI)LUROkg@1&gegFUeuA3139iWHS3TNuHf!luJC&TrtCcbfx7VU z#a9ZjX`VT@h4ckk+p)#$N)vx#-U#yZh*?8@^8PsNViZVT4v?-2|_;;3x&GqKwL9%z+jX3?Tqd82tHqzPx?|M(8? z+Fses==p_&3!zvy&xAQ@o4*imh-i-E?2FFAvL5EVCxibTf9x7(9^#MEpOU_GkNEx= zmQ#~x;qfws+9O4prB8PoRTLZLP2m?O%Gsmlm9pD1W(@K^__D7W?XDmP(wPqfI4psf^$4v_;Ngyg_lCBX8^Jh$#|+dR6d!I|Hdki^*8^gv$E3NW$i$nrLFS#GHCC~5w1Z~``*wwO`f$*Z~xNYIh`MD@43)D z@JmzE&v+)8e{9BfeY}iQcQ3paU`xqg<1jeFj!+7Ze_M^HulcW3^Y@wQt8-GXk>JxN zd0pKj?)`U_Zzo_7c`D99sp0k*;edB%ZT0ApsCC>>1Qjhf9Q&mk|s8OFmdG97^V zAFjZq&W*{8vq#0%vTX$`wX))6yr;+E3S7qfIDKEwN@MYmu(p3i>eZ(5IB_gY_bvK* zEEjGYlwnVfr2(V96Ce94GfI1X7hGSxOX5-cXy>j~l~(Lp-01&q4uWOP|LhD0m$Lp= zmvqw0V%77U2ePZEZnpsJJJ-!UUTE;U`{lFX5d(vu{96%#q3iZ}Adz2|0&`n4RkCGdLV_hs>VQ8-?avsa{@ zi#PDRE=uP3in(4Fy=0w{P}Sm%m0aZFj{Sj7nH(zwru^cB{ei4@;j|KC;(S-0z}q2n zh&R($d?q5_&6=n%ggF8Y{TNXC3)^igm%c~Z6h-C5$6d?YR`sQ^LG%ddeOXbWUb_%1yJZ7pB%u%@qdSUUS`O|ZHl6dT;J2YrQy#%ygSN4B#;L9>%x-%MTb#p zj1qP7zaGFUt{}Q{YPy`1ZGi44T<+*`eRgqe`#Nm+j!vRz^q~FX^;HK1CrU2`O@RV% z>~B^&b_S96;uf&3zo8j)I{g6iHwqLdx1Z+#zqg^O;nPg4oxgy>m-B~(U&0ak3R<0k zxh+(>sqb%%Jr7d6`UoyUS`-Z_G;rrxtl}2fSRW<@i8%7}WEmc;|H!v}Ea0WRc$)K8 zG0(!Rvx}bgzD!sUII^$hIebCr(oX!xO#~z7d6@I=unnRUhGRiv9Q~K&&$vFwp*^)Q1Y5}7A9i>ut#}A#etaB-V{Jd| z(PPbsRqQ+Yvvmg3CKmdl)8)*+3phsT(81b)AB6DgFC@K=?*P^F>dXFfk8SOkvQ(E{ ziqgIJCM*K_q9OXsAG~asz#(c=SHAsVTX$NEyJJSpGQA(vdQ|1rU%PqD)EdB)e)Z?i z%Lu2R6OCjGH-!T|KQe;OwhDm6cvOY`z{V0Fzq5q}BSdbFJIFOS## z%rth37sfPYVZBjIfXn>DhOGb)UCkoc6UPP6^Vn2?)twUuuzfQ0FESx0@`P#v1 z7s;1^5hiuHk#-R|!NAI|1S$Ud%`W02NG@!?O8ZKA5itkyO#wI)MQR>viQqt<_vbz}UWPW!xQ!)E?5?myB&MFU{4ACCqTd^e>D zzeS1e<$p8Z>2m#xyS-t<8!0dXCOf~TmNlb+3-^QVyODZ#n9M(FWnm-_5z2V_A$;{q z^QeXj7k?E=kqs3PzM4f>(L{K~S%UeP&QuY4YZ&V$Z$et45TR=l|%LuMn(pt@m5{Rhd;-R#eKBOo8Z^s0j^N;g{PT2Q(_L6_0 zx9h?Cf_F5uIR1DdbkDbE#CXEwA-zCk_}0`>EwkOU*KxGM{eks1a!8=;&skM7bjw%3 zzv=oQy-0WV{k0y`j%QW#6M} z92kz@{~g;Mrx`r8_TX{ae-!;0Df>MJRT0(jnSW@!{-a$wUkjPSLA5TQ{T_Qawj3-& zXQU=!?cgb{Wvau>ZT9w)<5&74XmBhrW(Z3v%@8Rge3_ARS{QZ5ckzQ_Z&jo=0Hw(T z`>+ja%kv&=j^|Iiot*AY`Y0cdni}Lw*M?gx`Ov!Ye7PsA8XIC2;avP*Iyk?=A59x5 zy|0kOuaS1TTS0d+?r8QoTi{FeGKZjs5{uMz%jQulj=fhbmx4);y%#K(f^d(4ISUn# zV$;v53l-q5QU|`M=8aFO!_c+w0M$QHZY}Gl-xYhy`m1Vf)Kl|!RT*XXm;^f_vbzVl zDXkmz={$g(>x-COK7;)J_ck!L{OF>b-Na=m&8jrMhjOQ^SyG^8v*d9-ejMt`B~Pod z)au#ZZd5fY0V5|NBp-LoSMsv>H%>W@i@moNkZPTjL@SOR5?}QeN3@q?|FM<5TL2&tf6%qGB_O|zn?s#<7DkF1x%htPhg2~Y=`OsfW7{=6k~vYe zW2Kp6+BN-B)uEw(%YBZhBj+LA+W)NWn`V3-)BHl&{7%@T4C?(4dxzt^_U3bW;_y$^ zb+`R8Ao-fW1kO9=x@9}fx7VvI{jXWm3n5`Fv8qq*Y_i=WatTd(HwukPAq`Jxwk{$%s1~h_pXJcna75R6n|SZc$X$!8O9Ncr2|Nv}4YbvS zUe)#Vg*9DW3Ie47P~CUCtpBxK{ue78jFk&mjR1}d6znD^0y~!k8g`RoL9EP(y#sx^ z$*BP?y$Y?!?!`?XsWHWmmT>_)h<^V*Z!~?m>0D>WxL;k#dk7bSnZtkYDeU=aj@dZX zhyv%>#l@yAbAQ*%Wpt{}Jf8_|>5=;U#v=O{-}zU>vkTYr>aVOaCqbd5)TIVJk!_e+ z+z&TSIKTPkIwO(-1Pn;37CFZYUUD9^<18j~7dqe{vCh_Ms%{gTrq%6nNp8`LAqLUv z=GaCSKg!UHb<1=b2FNBEA+(-_W&WZNY&pZbBv{25){ububWIk^n6(|@mTmOE_1N!g zf9~s7joPlSU;B;J3H1?4h%uoS1GBX=Ob=0kkv-)9%-Y!N1Ejn8Tk>Vpr#Dt9utSIZ@SHtBEkZ`jo=|$*Zf4q!>-8s^;(%5=-K*v6E zc0l*Y_PmLv5eF-wQGB)p@h;4pY_$HZU0T8r zlqVj9JNiwTU(#`()&|ZG59

c5c!>+2}5KGu{vevxO3&sab zx7y%=c5!vkf%9yZhc~|5_bQE}GcDE_5d|gRrcs*O3L~R47{0!Eca|RLLJb7YDmX~( z*uC0`*>KR;+QfaG74Er8uYMfr0C0FFa(;}2%cfVU%ov-Dc(o;&(n8{lZTqB~Wv+7r zQaX6B!hIS(r2EP`ZWuM?#B!q#De5%Le5U-T6;Os09S6~|l&gNZh|1DHvs|wSTGPyc zxFAe9Qj8Ut+lBaU?a&C8Mij0@7nE~gvfX&oh-MWv=%7?T%^U_T40kl+MPbl3D847l z@T-5kz2TCn@On=D3G=UY2S0w@AS;IeT*Y2-7!BHKa5?5O&WR!6{2@k3 zV%IT0Ca$5GOqPVcl7(~5K7+sKV!;Re75!Q_$lngd<&<(3x;x9fydBUlT;2O`a>chH zV`xB31;)q*+#Mq4RWbn^U-Z4rnV2AJpNY*L5pa{bIo`TO^ZShWN2DL!L$Fy3ARozz z{B?me6Dvc4=^W%SuCuv&nw$Mhx*gU@RE7Qlcjo(m{cS`{j_~6a(LFN(?T5*!K%arY z;cthS;Q_bfI&va&&Wp>O0y>+Ps(P_XfpI=HFD}jZX>E{F{6%Qn#oR=qYT|F=(d18R zY-zE-2UEvl`&p8jn<I3$&d zb({>fQEH3nwFD=bNbPFQvxi**3>3uXN>Uqug^X^dYOm<)G&L0-%e_=}nR82BDI_a~ za}8%FiK#K<1bmrfWzU4nkZ`W}mYY9EhRx4@sk|x_5S3ZG63+J2lQaykalyFiKX3PZ z=d6iEtZ|PLZDgPlifx>ukXM6zd^mHdatYGKUG?L~gkekjiScO$MyZ0crC4=JzMKJo z4&?oEw`@rIA~w2d2I!G(0?KMHGa zB4?;y6RBcJXX1m(9~N;Gj}4tugNF+Mk2cjk74Kg%3!}S)9X`I=uewW>_o-A}e_z+~ zm|{t$Z3pMB*QO`0jSfXGvU;&1mnyM*>Ej=sFei@qZV2(MZIQ!&_d<*wKGWW`*7w>f z2aqYx8P7-}B^zC96R(iymn_5kC@};`b1xjl4Dpsxjj=y9-WX@84Qtu&Ib{f;#MK`k6 z4vyMvID%Hu?&SxZ`w#0t8jeXet2wKNEw43&q9H1{VoYDkIpiMabvp$SR($9h=Lervia34AY1PWw zVy$<5UJhvi8x>Ul-2kz%0|Rz&DFN&p|6fSoOU)^J9X6Dnd-a#-#u~n_)B+6Qf)p=! z(Y@b~@mo`&B7qiM4?E_=`!iVfxW9j3%s!k}e_p)i)PMeYA#VKrQYr@WQ9F41L)-qQ z4RH7MCEn>p5Uj>rUNkhNd6HZNMeCMlvM9BgwXI9@4Tcl-o(+(L)t;t4#OP-8>)Ux7 zwT~*aIcQPvhT&v?`Fzi8*$c}&Hk}o=PR{~Q?8}E)4$lTJ$B-o@-WBoOi6uQ9*rvvH z{Tn8FPlbLcT7W)x)53M(KJ1Ne2^O=bsn?{3k45KKzY4A%g2Ko&zt*dkOV@*Et8s`d zwT=??p@ycA3Y&68@OgMu5?@YDoLkzc#7tlYvWV!RWLi)VxC3u{o{4H9*l&AxN&teDfo3cXZBpm#r+Q^|0D0k`#!X+8Htyp)x@1;Z8ei1KsedUd#kzjFz+XI+T6*d8 zuCxy`4L)uqsP;o0&oA7&2OKY(zrxQ95;Ra-&oseZm&^#b%O~!!gmr;E1v}~$%}GM= zQGo7$*Ou8JO|kkq*2@m1U45JKFTbW^BuE(iywiGY`7d)`pWwCAPjnv?il&f(OTpelf?tlr8^#bLwL z`gI5Z+&h;z|9w6GvwdgY*wcbyD4tVlqBY8m_^Iak8*;O@#+#$Snd)s^xjnIQj&l9% zuixS+qXJT(J#ww5|ZwbHhxhsG- zB4G2K7>eTkz%FOp;3`A-Z@H&p%6$vlO?llC$}z}4j`pj~dtNF}r9+GYf+T!!uZF&! zz9rR1IfD1&6}<{V(t=e3;NNg^top)Pg}o6Dg?4_mRnqF|Pu2BK^QEJw`|yCc`H|N2 zbdn&Sqs&;ONMsln&XePE8R7}xnlQjOn{Y5GU|8g{KL}oua$K+!cGJyModk#I-4PX- z1SD8K`|X7A+KWHTLL66RelK&(>@W|(Axsgq;1cg*gF^y8x!_mD5PS^IIeq#fiOEaU zflQEToM#-70CB1#(3Qjh!Cu$=rU77TSIa|ga`zKd2p{wCU|)Vp0yJsk&jL6tz;@Ml z`f?3zpd?hdAV$JNsBGl>j%F45F_Z$pxf$0gW9ethV8w%Qe8x0L$sFB-Lcv=_dWA+n zB4yBJTSengkMx*OBrzUHWE?8nk0?%cM->g`8Xb6;jUh*wxK3hSgozMmF3dDse&Smh z&jHt~Mp|+br=(S^B8#eB=>UU2NWcQIuq|xpF}F_;^;DK7TNNvkGn}kaJ^CFl%eCtQ z`zEU(-ceT;HJD`wknmXdR%Rsw!D1XPthe$KY{i(FpHzlUXj{qNNbC%A0`~`9i; z{mR3?UD(6k@Fg&gqN!RMZ!S3MRVFw==dQDa6~5=;hz6=-VEYF5X#g6D4{S(NwFt1U zCsLKH#|3N3%9l_PImY6d98^^kH4nm^$>a=c))}6?>Lukk4k3x zkj#gw!R!ID)ug7n5ryR_23gW*EXEev%e0wJ-1K1D@o)PNN|Pa~74YCX^uECPn99S< zVHNrjvjJsP12fXl3V;-$^k%s9d$HCX%DI3$ zyRno&*>_m$g|Ns}!`7`jWwNz1KI^7riOlpxN9ct z+46JfB8arMY3PDY(UF2GE(^!rr7q#5q5S+urouF$CxZAewz$0$^uIrf5-x$oK+DOG&xvTy=@|>A^QpYC<3l ze;mM<-7~gTd-wdjb*w(nx+Z=y}j7Jz3$f|F@lyEAczx0m-VtvL19?vloR9S z-cg02qO6>B+ADn|BJL@7$6eRecI;NCg?N@) z_;tpaZOCl!T{^5~WXZC2WyUCfqmeQIsNMK8VO-E0MZ-!^avCHGVXBS}F@R>f`BgqMdOm3B;dR)eg1e`2l@-Ay`!`lHtX%0mEA zsUs*PFmSZM@aYZQh34tV=AyeHlg2rzg9b|sI&HKV`n~00kIF1Jxg0>O2Dy^O<}j%5 zwrLEr?DeCYsy$lHnXYSzs_DEIlY{EIKi4#g^rBEEw$Ue-6MbMSW@b5xqhbn16{47@ z=@{L$C@43~(cCD3&Y>-pp$9R*g;I*zJlZ2Fc~?uka7i^FD?X9)u%ZMBs4^3w)8qPP zk$B@A^q7dw{|dNZfo;_G$Ee1(perTq0e(j8oRu6_JAxfHKT$^@(0aCk3May7*bDjfV+l?dak8#zRJ5zwR|lxj zvgCwiOv%@DeRB~8l0LJJ1wcrr(gDfcb0{lkg%QPJJ0KiSU?^D4GTu4J>-VJ@$A3&5 zk*^QhgZPv^-o6*5(a8b+$%j)vqJ&U`{pVI5tJ6IHNIVuRRkIN;vi0FMtclUm;`h5$LL^Du?4!ZNACAJS zpNV_TH8%jCR}DS7`PL>VN;zn_tc*F#RYbeq`!&MiJ_B7o8kj8W7$K zId-{ZPheW>cgz5uJ1kqs3T)H)a*VUI8@XODQIKA^S&GPgWVx6oQBy%WFdET6mB=}V zw<{&*T-}Hic_2Mu3XqSvmIrS5yL>p1OFEEqXi$y<#*e-AfAG5AQ+ud2C-teEfH$J! zD;X9Cgoj|Wc z{&HR&*LJ-+p6{vf%1jsZ#HsOmEPAGB{be4NpFOs&RkEJGpNf=cVHARA7dgG1j&i?p z+J%J)h$K)Y;GxX7P#s#cO>?U0gl7%C(2F$K2Lct!7vf{BPP51-9I)*}Sx6cJU8!)S zP~L)7LHucT{nornm;N|_voP8tjTBZLk%xf-lRH%%;N0o)8ztt@Ay103A~s9DIyd%xX4)#?Ud9NIKV+sjr_whd=D znyFV9Um=f&s#kuY)e-I+)a=`;07G}*H z7{`M+d+RU)FRXZC`l17vytO~S1^~Hlwu1j%SpUP=_f7H4`TsSSht%cbzJZUv8E__v zu*Jy5e7}9faIBzSG94`iVY=R1GR~5}KHn)GnaI{Mw&d{gB%|w_P+uP;`JGa0;px=A z`cQv=Z5)1x`S~W!5V_9~5dpt*GQgI}GYvdD8R8Q`T_z%zMI|Tp4_lzEe^eiO0JL^#6y^0j?7RF~--^=YX`<{ih82IuGwfW110LvLW zr!J;_w67SlN9pnDoYS`hXV?izS+C2=|hsXFl6MzIXcd2Of`EA6cQRP1XBg>Bi* zq?Xw!=QuY7Myfd+5)HgdQ;`Q6MqTwocf$d7I-KnmKL`9CB5co{A! zq*_gfW+&YGA8F)cEUUeFYh=OvTxo}RlAi8}v6eaQ!@D)0)s3(lOLr7QD~iQ3Ex>4q zVtQOl(*eWU&wR+;=sth=YIQxC!N(+)Un5F6-9GGV z(HZA#@V--|D|g;l0LLx$hqA@M^;SOMrSSROzRK){6tQjHLdhoLujdx>3E}RZE=rnla z=++pQ25u}p`@rk@SZ^@4-0hrdwY|j^?h)QfdA4)faw6Cp`-mQ zV(uSi;QMR1*zvQ~X;QnnXLN(ie8B+I6d3azC)~2*(cmX}+CpXHG)59srk!~@5AFa# z46_lN64EJ8wGeVFelv|VI~|5ZL7S(Guc<~wvsOw~VAIMl-PWmNZ*m{0Yu_LX-d+o+d+%|lCneh9Paft5E2ZQ+s; zCW07XpE(eRL8H>;7H=22s#D?12;EL(fqQ-*q2S1N0-_*1pkW_u@g-w8fm|RX1kh=a zLlu!izAfB>loGaZI~2ToGWn(+A&Ay9ms1SJeJh%9CUxFIZ}u7v1BvCRhK$6Xq+%v% zdmB1UcnGcK!(0=SksmjRSlt3?32P#fcv)5$?yfxCixat{1jVDI?$g2vKdHo$vas4V zfSlvrim0k>cr)?np4%v-M=Wo{*iXg#EPGU~j9KL}&*mo4ws^SB&8!CAVObsMvT)tN z`)1Y_M*(uuhUk?7S~~Ghet7F&i<%1ruD}_A4{*Sf^tTh>KY&X!pH$QU*8dxp`XV?%+bRwvq*rO`Tq{*s6nnDlC0IEDzo3kSh^u4m4>n zx=J8@Sf<*k5u`S`mF=n9PK!AgRrH(U8Du)E5(B6tJEAATeH`XvMRcAl zTJN)!l<6qMxj8<&f?d{JKig^~`I=g^-&j&ami5U>#6mbL$=)#=*nn*DpswT`yGj6! zxsNHIHhD}a;dv4mQo(g6+V(7a%vw);C;A`LF4p9_DE?*8WCE@wCLzcnS?rc=llclN zGv25wQndn8jnhMO;QHiJI`B(PDV@R)>`LO?R_^dM$L;^vp&A#eK-=)`=Li`oYY+d#h_&0oFeyu z+V@Vg;b7U>AieY&g9oG{lgPxWBmftLwDGNT+By5}2Z%b!5a?tXiPG}2Q7Y)NxZ20c zbHK;HnCtJCvd_@_$F0RE3CU{=Fps@x)K8$YPMT zuX$aotL%MOqS(=~p<#HQnwFySyd;O$i-n1|^C<0hXPD#rh2@y^G{CQ~ z8OitXAx)c;H5}-a$|h~tl>l%GIbk_WlCLf6h83Y`N>;L#&F8F-o1y$wwIn-w+|ndw z(J5w;JWgHKlse|4gVVT!zTVtmKH3#qT!OT1B`Zo8*11lCQ`FAfajfr-TD7n@9IyEB z+;t5x@l=)Mu8dUds9b8StRH8o5%y74+hhfDSq-agWS9>yEpmH~W&?O*v-NZ+?%Ufg zH8om!R4XC~;<8uVi^(Q%jXI;bH=i3;x{=|?c#ni&*a%&Vs{gPThY(78CCYTN?mMY@ zxg=9{D<5Lq7A3{>Y&WJD;>sLn07$4k!3<8LrWw<) zfhl@p0JFGe&mOE-#_)ZjPZ!rJeA*=MkOo*F>vfYjyvnJ~QfkXH(3r(-6tC;4pZr`Y z)KpJ%Nr*l74E7Xl%D?wUF>S5Y`a33uXsEk!HVwtIwisop9R!)va2aj!JO%|H}=?(HM^<`KkSme>VOl2@(;BK!agGEWl1UL#>2ib`0&s z2+kAN2o)t#s%q_*g6>5&Xrg?Mp2b?93Tjwi_0&M$*sfo@_JEt6UiaA@`LoH^{HpnJ z(n`7CrpgQG*_l7lDv3+?iw_gjAUbYzyd(|poD>J}Q1<5K6%A~IFu(#4W_6ce9T57@ z3bx_M!4M|Rtb_+Vq7#?mdNVrpTV#)S@}PQ$e`NoV*3#(LU3P}5%v=3>|nrX)Hl?_#U+kQL?gM55F*y5FG!@p z7kN0X^_)}-aK{cp>v-EF>SHdLwd)Pqs4y3t%}=|}kpQxqTY69#Cxo2=%VngHldX|M zICO@>ya&mZ9Nnj_UG3La9i;uK#G4kx1#cikKlRR1g(5Th_r0)?dX2M4%DGg%vPPsf zK9n=?0!aspg;jF3j9mD z7(X>LHEk^3U$79x!&^G zdswKk=9_b*(>ai`v9 zqEmyeHw8pRV~NQHz!}4%uZr0H_E=zoUTIH)^VD8;e;;k1aue)kgX63Yi=!L!{V#_D zfIR#{gNi?Yf4C6TiJqZ|+d?Rk<6rbbR0l04;;uvHF;zlO*}R8Yyls*}OHc;6&3xtj zOV0$UzN3QiW~Hn!B&*8%9EjNF=#4C~#p-o3$9sYM9@v77Ns$&LQBdCW*2xVd@F||t zk_N}=q^$9hDa`$LRJhiFTnsDxiDW@RKxz%QFvGj=BpP8;Bu=S?U~SPB6xa^?p;6r= zCKfCjBXi$n0~A*ctXGQYO|0ldm$RqzGGiPT40*h}y(a{CdWleimco8BJWIu{n+1Vw zmi)@ozejNDUA+R~!rWi$3yUiLLn5q!}sVl^Rq& z53O1a3|kE%bGHVbR>a>Tw&L-S?mrpt?#Ombu4UUOC?^_H|@~xceo`#9qy0oz)y#JgAgt~bAzJsqCofqo6r9dHvR2%WSAx@`}*u6 z5{+n}+K3`#DlQ4VAI^9VJqv4?*v(T-xY;RxzJ57J`1tDf{PI&_uvgS9Y8+R?W0*Lq zqT^&sm>)ND{djp_#w0fO;gX>@{{S4Wr5oHdy#%_y>*c{K(Jz~iK}N>M{JWXGm47_+ z*nw>5M#1OfP)nk)g`4JUvw)2XasFI;9vs3&zrHClIzOC#o)DU|A(l~P+aBbEx))u- zBcC9poc8(0B(sIy> zmQ|EZZFaA2$+Rv{j_AG!==!~d(V@b7wMnY*>p77-Y$R)dU9B@)%VOJywO*D{^F2B3 z<+K}06D++5EMNKH=~AUT(hOjM@F^@3MV=HjJ}$jA76tdOS)c3Qi&0{EFC3n;V%C+( zz#-x)F`jrfTL>?LoII|LwXig_#;%sE18>1P&?Oakhc*LFwb~hJxR!add8g#@LI5`v z+{hM$Now-QR`SYk_x?hPcXm7JiyGDU9q`x7t3Xb@R z0my-(URn#+6=Lm;fBy7l<_@*xP+a6_jMIUp1D2Mi-|APMu90ISl`iSXDqIgYY_aPv3c~Fp9HmTUs^<1b}QANd0eNas>v6is+R1?r@`T+bQe7E?p zg+XdvN9+YZ9*}F**gTwu<82@@zx)h0X)5g8vQ)zck2_acL7Ze!Tx48A&BCpwc&ev? z0}eJ2C!(}@C-7a%18Y1CI>&0Parbjon{us+gx47`Pa8lHPgDV^VKJzcceSEZ$G`$& zzdh$%%X)o)5WaKMieruqk#?az=+DXnLJb?SB=3Rxrr)=!Lc6o>1lRFP`+1^kn=#Xj z7$qOw%f~sWZw@&DY-f<(4d&ro=(#}a>M!7urMMIt@}<|iS3ArOLsnz33+&5Sg6!XP znlZO{#J(Ya*g3!cqrEiiK-B>qFDe5r@CiAH|@k2&IGADom31FCFwMf-vlx3TKig* zUzp-7rdt1B@#uENZzO%}T8=h*GQS-$=_4ef=gV=S<{loaZsU?_fDY5zWKtr@3CV=U z60IniVvk_roS|q%r1E*a`$5#Q6eaG`5NqV7>za<=^_)#)Nsz|D0TF>JjW%HUBdj>X zo7Tr321irG^53^jqGci^@-%haO&3Wv!3NtVc5obHneFrzQt zZka(?FGLa5ApKpT%)?+>gEFqRp*Sh@IoQ>k5e;ESzpVG;l z!*mPWHVJ$5x7~LPkz58xqA2JCeN1*SA3a;bS*)ZKTYm_~&RGup@ge|3w7%%EPLQov zV+`kXbE6>)ICJHy6){Oh3vqd7H43IP2^36#-(ROAyEG@&Mpd-$<3t0+%N15pk-(RR z%fEdzEPlMHO!L?W2)E*+PkXR$ z_3U+5VWI)W(-P$G*zvUV&u;}it2>-wJR<9FPHHvYqYCMnV+}WgH0$5q7S~49qwHx| za*ocDe)8hZMMdAoTyn9nQHe3Vi@qzkaZcPu7C2E&^<@RdXq#NN_?+X0(Fi^hyFIX#1kdptv zBiNb#?-KJ8doq^vXHZZ($0;yLEZXhgPY4xHySqUSdSLKUx7FRvIfbox9KVB5pu z8Jxsfu$Z{S+3DL>5ECGLr0vC{F!^O%)41y&%?(aZm~=aGT%kq{AFt7FeLuh7_e1sD z;vy5=i5M~NqJUZst`(z(C1oWaSG>1{y0OhzldamghPnjGS+HXe>I_fDguH~gll+R7 z-~Q|P_Dh&4mZ8Sg>1NsjJ&DwR;A=S(RB$KZsCKio_b9n2=;v|TF2ttfuZ_7orc$qq&R zZsTm{yoL>#8v1}e?^NHq9=73^U*43Z5yPl-^ra+U^r7kYrDo|}W&l3$rQn`DbWn`< zguFI?12Od6=STHRX|VNCm09~9irk&tarGj;xR&u%YdrNLVK+*B-^|+R(yD%SW?b{l zL1d{0@>$n_`@nJ}21YL=pdLzFWtTJkNZ4ctCC%?HfiA$}RFRh&K=t}J3$3AF9R3|_ zea0M7CyNJMmGu%9+MScwQfZI9it1S8AKNw)*kocx2*Rg@z9W#(zjnAqbr;CNmcZ4H z$qF!y3X@Oe%1zTLeCRMRtHfWWlcn6q+9KEk=}Aa-W*76;Af1?BDjPh^H; z4IY(8jI;n6bV7Q6X#CW%pBW@ZQ5QziIg)?97V9$WS%Zzo{m%g5@kG zVz!yXY7Xb!WLRuypY;(C(fvkfN_De07iHRZ3Z?S#EXZHt_ ze+nJSBtSLf4yIsPAFe_K_^GTklz0*G>srS;Dop@GDh%Kc(ram#a&XAWMfrm@I#YW2 z-D3aoZkb=_n16I-U@&?TNTU8SBCEqTA+?nqps!Cz?9gOVMKC#?c*-93r3}PtMRxy? ze>Li7w{hAjp@*5vmpz5#)m*IF&7?i4;%|E12E{LLWQm8R@r8AKm@B)KW~vW!dU?&_ zsEPqo&6rJC)F4R>=^S}S4Ud_Yh%2MWV+AI82;GE#9G+?>tLS%)X6k7)b3Pn3`Pc`L)*+Dz>}5o|CFHbG$V7}JoXKX)zRql zhnHhLvx#B-g1QnyHneD+H`;_R5Ny z)V6zaSKNeep%Y{mYZ6z^MY-^<>4$JuMZKQIPy#nY;9)w?iD>v1tknDFttsFeL#hDm z;AyE_rPRs1z-a*#@CI`r_}kXXlSj*f;ycImaweNGRHDL8ezpU zISId!Z6f}NCX3b`471yBif_&fmN$kPj2JRoSnqc6Uvt8su`sM*Jd}&42I!hExV{P42UlAIDlEJW=!`iOmWl%^? z3^uu#Q@d+q+v z;u-AL)$r~yU7^$uqz^k@4FAPaiy?+#5Ba;fCW?#DRIX&Um1fwz+p$p2JKuVLJ5q^Xksf*Q zD-VKC<;k{OYCY?`esww=zkYeP3`7lV0!2|*S@*WG{WmZeXa)ERE`NUfQH#NtZaCs) zW`#_B)J9vI4|DW#t%eB0ccTLoDZVgP5%N;jeV@DhT0LF4Jf5G44Qr|hHBKiE#b>!` zccnzd4$Kp+;*$#h#S`)}UbEW2lEyAa;5jHxC@rl3T?cbNXy)r^iV11ugZx6=4+I3T z{-U=6ZW+#n)F`qLWB_9z9Yfi-P(Ea0Q8gPkex;kWJt31mwwL;3)F{DExJ;Y}?uWK> zN_bA;ZvgkXkCSiZ*Wm*qd3l)K2~KkbCSwKRg-NRfCZhmo!tu~2brQaTfLa&>F@#J; zZ~E&L43bQ+C|$NtpfPxr4AIL=fgPo zt&V{ySNgdAh`WI1<1N>hQ_xk3S<=fDxcMM#Z~-^}i<$B=yg0UrH9Lg>@Y7Gf(koSi|7#4!OW7 zEb5s2+1q7yZxCpVaN|z;8hLDM;!HLCc*N#{?2kBk8~JGjv86HEPmAdxBNDTCl0-Lg zAtjSQh4b>A0_r#`>p6o1gtkmLus%l&1)iAcQ=kao68b0o?X?{YV-wfX!y<q&_hvVnjQ4K0o9gK!I1`8SW zi#3+3%gR=SS>Ggdl0&*jO!mZy3v)E7hy z#65x@Mu2R`Z$t|%+i|Tgqs+A7i8I#BtKvOEax`gjy=!1dbYvY~io`?Ig!bzT_XFow z>zy&y^t(?VA#mZ?|9LPw$c$N} z#~LhZ#g(Qzqtk^;-0G0xLg{FwdW_O^9a4bXJHki62!e)@QBN@ED9woswL|O`{`);= zCWw_wJo*a++YdoX#AQF4%khZ)crZV^OfFwjXA0voRuLd2F>2&{r|pAGl2|T4`A+mo zTFsf+cGN_}lBPK_<-lfc9pSH0@VCM}wB>P03%EZ>U#w+NF-i8~@x-z_aF;9I5MMRP z%mY7~De{8)^Uwp;SVvbx$w7>S6l~9%#{HP0QCQkBLh(XMP_lh%3126QYU1=3gG;^Q zf`=kTvjX6UidK~h7Q$c&91T(z^Z<=~#Uo8lq)nuxTJt^1>=f5pa1 z0N==ZHzkBk_uM9RyIP9xub8*y){oKuOD}X10<`vn1&$2n13e>K5@lgkqV@?QUaZ^J zKnd33;)@8Sy4}uW#Ra=gFAFb~K>qzpvKqjE`S?<7$HLTLVk7N0WxMvKnV}pbO=qx6 zp%EpW!(|+--f3o%9m;%t(|kj!qrRo){X1_@`I`Grx0kijRQ;^=>-djVGmU?Olr}Zc zRxC{WGLH(VGPuMPpb`WO%>>Cicvetc8N3`+zE?F*I_X{7TTnHV4d+vr7QwxGQVq~Z zj2BqE{0SqhyHLg+m73zHYZA;b^Nz0yLM4!$Bv9a$$cZ=Dtzr+h-(Kon0pGRUcpN|8 zJ41+(hwtsr$J7BA&mzGY*vvu}{JE6#au8T8%A(it2a7obTu&9N4uoztfq=p-UW{K~ zPgGW4E58w^Y*DQWlJ=*vj<)juYYxz-;E6jV85g84GUJ?%PN9er%Hmx6)AyuH;=fby z8<*{wjYZ?FpA2@p=!MSynJo@NLh~P)>OBYFnH@e{{X){MuJ`A<`gBne$DW(>u2Pua zju}ApUU|0R40YmZBSwyhK%z@{gX$3~W@p)LWSWwM&8E4n{&LD|*_MJ!zZsD8x*@ia z(dv?cDtgo?0YGRfB(29Vc<$M2bvE&j?(|Y%K%3%sGuyq1y-LC5+3YTaK=beQlgW4G zBc~)=q{aho@0;2yr%svh{PSst<%m9{IoI zl)3hkoF>(?2qn|0Jj%G@@u^vIyarVSrmeH`;Xd-@%#UwaKTs#s4HI?gryl zH*QMCbZFE`WB{KZX-Rr5MD!v*Bhuqe#xcX&Lz&-~FXne!dh2x&u=y}_`sB2KI5;Uw zek1gdPEDTN3=!ApDNlSjU%fj$2cF>0iMvP5&j$cVxxzY)lv^8feEYsmc6IvfKm>0? zso{)e1kEvD(b=D?zrUL#qdrg=X=j0umL<(39Z?8}@a zDtMAKFBtDsQgsIAffRN|jB_cmltUC?D~sEatKxg=t(1f1jl5#wbZ^Dvn$z%v(E(3+ zIKbO;!B?A-qVQ*UyG2-hedZ4ztXkrQHMfjU-6i36P+Ejj`XrgFUyb3g=pgkY1nW4* zdlrnGew;Vb3#b=Mnf{fb|9Ih4qp$saBBP8t0>iSBU}t1RIinb zINvqk_Yi$~GV)BZS^BZ9qPNT5B9xdPb(yi%ZVN1Zqqf4qul(e#90%^Y{2l+{iQ9aK z)pMkTfjg5694D=ejR71215jA888V>eU7r;BuDSWbp1g z>h*Nao49vwTBMwRLnNTfqODba4C84i_J(0teDQ?A4y`!|co{|F{9EA~hFi1-G{7#I z>HM}lFY7xuFn_+$qsfckp-2M={1A@UYX*sFCCTeQ;<1Z(yE($~y>J80|8GD5=1gPS zfuTs_*$0PD)37FlZ@q^n69k7dN|=p{eY>0dhQSdY`TtKU;vtc>dZUtkL&CLieIcC^ z^uA)O5JD>cFSOL-gOh_Xv$Fqg9mXZgf<_j=GnQ7@T5(}M%ewwTs4B*XOk)ZIK?P<^ z17-yw2W4huZml6F>xF`)k~pVRLeT#N&&{V!>ks{rnKHBg53B{s_M4@(m4S>90$~m0(_~mo<|6Y~W^Y*i18Tx~S_!G^z;||ziukL9cAgfR$c>{(~ft?_WJ54$X zhi7KwGIbm+@1BLvm>PKRJh~-OF0fm~k@eqR5*prW1hBq9(c-^jygoHdALb6L+1r%&NqKe~5d-;*wC?@(`a&y>TB+UJUT9fF*PF@_)TEOSlZCiJ? zAK**#^Wj6|HziO`w($IAB80S+Q+fZc5F3pCrhL+mLk3+h68dA66EQ( z0_LS`Mud9C;V>MJtb+J~)0~-IMy{+_`e@}EZej}&d)7{5jRR7pl!97+2Ibx+cb2Q) z+r`lUiN!HpCB0D&4u_1#G2muGv#{)L1+Us&KZRa*@2_=BcV*1E#{mZ|ttcdRpzd&g zqq)m;0zQ?{5_$)I!2CdS+qo8QCwn9r;~Z4I_b>}p6OdX?gB`I8mjeWlrMWhQ2^mhh zKBcHu-=H-_mJl8>s^smR+LA{MKIg2RFc7eKDtB(Wo!h?Xf zPBRu8+-}55t|*o381Pvfr6<0vsE5TSq#a>Of^0?L*%4)&Z1#i(Ml*U-O8-C72vG#MJQrx^tT+4{B)kz zMWos!?Kc$Ykta2bGL)7f{qPm_7B*seewhFg?stSgUk8LOOZ%w^JY+%OrPD>%2#+SX z#|IUQAqaVHaG@$V$Mkkdoj%xfOkl{N0Ns8ybM9^0jX$mj-R^_Mq4&#L)s|FWE1nal zwX}Hm7I8kU1kmjhCwdJ*JNxVCK*zabhO+1d9*=}W^$GmS7WozUbHFppFQ`QX^3*+O zKp6jLu_f^AEB-R+=>H z8bKk4?o*3xv6tzWGi`( z-FPj->gD{ted0pSAh%8;F8>zYOw^G1EaP9UJv;X< zpJ&D>=q^iwPxLY1t>p)_6?h94?%^x!;l|u6>yEe(gdn(LCa!S~GL&uV9R7eAN%?Xo zj-gr3X=*kuN%NLa)kWAVM3%0Ey&c?>l7E!9*(2#^JxC!=i89RzUKL zhV>kHiS8DquLO{|1!s%~ElN=FiXI`FD9s&>>LwtigL=MI`n0^j%QymwJR+b`S_Uxv4#m$Gh~YfjK3rVk?*ElkZf?pc5&mdY{^&8(>5%@I36eX`-X)t*waDdHb3 z>TRbsqIq+nL>?qHMx-;$I@PhUW2^7Qq+HIrx}rL z#K+qp|E&U??k`h26K5AEQ$ySTJlUrSgn@vkd4iHrq|I}a2||poYdq?uq+#-qsRHcW zqz~yW8ww#tGhyR8as(PUxhC=|x(6c_Y}PHPl+=Z&L~`=YZxo%2kC4>0qqcO4`>-|f zO;!egl_nz&5atx+xa+x}QloLq89)Bzx!J!R*Pc$dJ5BcZY-MI*^@x~ zAr8RFa`%L9~Xk-SDaPamb|zyP*?P)YJm z$XqHdy-U>fj+-g5*`P>1+t9{mXQT_N{`9Ztj`ClR{HB`v}$xhh@;?q zs%)){O<)nVQqqxfzRD{KA=pmvzzAoPM&l4eic9=w@{g9zVzkF_NUIcwGILC!o~K_} zCxS2P<|8E=EQ(nz1#2s*YJe77A~a?jkRe~tI*&_`WuDz+Qz%d{j%jIYEVS4P$kFJg z*b6(S@=%VQEL8M9I8By%@Z4;#3ao5&M>w?@(6Ya)oNxlTpcH9n^IX7Lh1rGKJ|x7- z`pe0uk`$iKkt=05Hw5ZCtH&3Vrwv^0yd&AAlcY7dOI@@rFQG@3PylD3$x>FxqFHm_ zR1+k)O@g>cezU5KJwke1Gj1uSc8~PRLY<5XpG66sk;I2hYN$Tva%;9o*~ptubc3e+ zNj>0A@g~q0F{*PQgJWD4zSeYCBT+d4ZB5$0I~%Ekod51zVIDJfERmIV&CcQhv`33U zZM=#64jgjXh~^R6L4bbPDMz=f0(LSn@7cd~lN#F5x-K+bXKG!c_ef`dINCdEMEx-? zaE@X|vO8yv;)aqMDT@(Hh0Z7xs8jjp*YHI|7v$8S*o4_XfIjU_1)NlwTg{m1j3Q{OisGE9IrpXSiQfOaWuA!%xP)4a+{Q;d?Kk zupK5U#;BQL+R{6mTg;xSb1mRl@;b4MQLd0Nhy-HlW-??Qa^OcUtGc{Fg*KNr#*-%K z1L0Clf4k<_Rj-D4MSFZy(Yq)s&|nM|KGq?;FnUxfKY?(hE4>)-Ux{s|tUWUo!%W7{ zk^~WHBA6_zr~@E^yT=vz`VNQllbO&mO+=F_(+8ms8VPY)j)3Cr6qlOkTWDRf+ z@fbsQF5KbAxH;~gO6kHqS7qJzlsd!oG}!wB66h)Re$=g)PbdqKEfRYa6ea|qEAHdv zP5!c2S3VZTdAt}MREtVu3Z9mPT7(}RxbJ2bdIRp~=YRuN#p$L>mn`BiI*Cb;;zm*} zmpSk=;nLjBzMP+Xh-?OlhH?mm&y4Qi+;i^{vfDpCKdrVXbQ`6^AGh67zGfRLz@E!< zZq)r5iEaGF$lK6I-zb@0eh(4K;;Fw?;bfoYvuh|QMd1IWm;ZBLYSBXqpxTik+M+)zazb~N%b*`-(fSx}1;eJeG2vPGW5PB%i z7UjP|EK&kJ|68l3+5RG1-Qx&GW%6Hv6eyfsTM6OvtL>v5+}B^5 z-&TIx{CwIU4-R>B+-x}*lcb+(di@!0xq!*^u;0bus-?qJDd*9aYL(P5r8UguLx@7= z=;5g(IQ2}Aor|x|TWjDnz}Yp@Q;J^XjVvf)Af9i7k<})vg0NEq?ONhS^_4BlR=izk zaXL5Iqg!7)`QU#NmFK90HyoQaH2q*5jm|2!^mE1mB*=@`s z*NTwux+^jY{PFC5I8IIj*^uDqnwf-RMlJ$YGLb)Pi><~Zm3??>tZu=G02n+U;ji;@ zI;m7P!>-|`h`mpgLY_Kc23v)=9MH90y)=4BG7JD*L94;M(JUuTNnb^4u8V|X9YP8D zjn}4U<%iJbmNS6kakMVeA_zkL(2b)nOYHCDX4zM_mg)GUgGv#l+|r2|aN?|}!BMc2 z@U%buditT==C&ke;h=~|26P<4$hczOf*;eaDtX zvx}RoQLra-m`2l^Hf*EQl6~qMHA@WWZH5;U{~Dy5|K?KnXdJ=@%y*om=nc|zn>Cl3 z)eF_Hs1Pgyd5Lkqwc~-mGFkME=AfhgQ;Gwi{F=!RMJWxz6o9rCuvePPa)*+A+yz%vf1{bmnPpgV7nD*8L101WyWmRW5et7lTQ6*quBqc^51@IGA}gMd zdYS7(%frTvYD!`)!ZEOeNvzDEc&M*damIy&7U~#i=~w`Pebtx)$AJQcY?G2y^;Bh-pwt2OtNUsOeUJF8ahQGo3U4U0M52k zl(Xv+;UY+dL%=L1+z2FB!>MVdM@0o3yl$vPs1_O?zh{zlaqpgkXgOr>P?5UGhPFTxOciXSzNKcQqOg7;$PM;=V8?}u;5!_8Ef z4sC55p#0Ke24w9_mw|_HQB4+H#Y&9)Eq#9G3K;Wi>HT(*PNHpwQ;!IhM~UE0+ZSnff`i`k-8J}Pw z-{@^XmU1RB|A(+`p8Jm>HH5MnoPMykmI!39dQCcSM}KM`i^Ad83sp3T6DxT95X?DZ ztjxucpk@{YK9m$$RiQNz}q4i0PK8S5klgmhDzm` zlF!TH)~g_FOo0}!U54UX(dB)`Z^B48xkFo~f}{IdKwfPv;Mz9PdDuhhwcW$Xr(^Y6 z6$3GXjVTdL*53R80-3qfp#(dxXoCbiOFW`H zV(R6Ql%$SdRkxwefqC5}MRTiDfjPA2J(Z4kcXmu3#6gbYJ46iv_iD2jB1d#YT;Ovc zY8-?CQ0y4!zG#nZrEpc}gsAn69hyA6wl&i@PA?HneF!zmXAQmDvlqr60UdM3I9OvP z&6-n^wb*x9aWHd#LajRKGd9;{QM%)vgrTfoGG$yDOB*ZCEKx%eI6i^HhBNt!B~GEy z6gyz6Kegc|h59}GJ4MJv)344#GBuMVOXNfk0M+K>8#|^f>zMX8-5Y$&M3l4k=!Ih_ zJC)6^cILUgLUHT7w$$6vexJ<-i+?SEjVLRk4cLr>Cakjk@qFI{ib`VMseVrSen>FH z6K7e9JtML&6NR=jBPnJ&Qf$UF(rn|2EM0&lo5&%Xr%n>zI`1j53~@?NaqP_@Q@I=o z@VYb!h*785=-1AMye|-=dl<94veQ&<4#bqLVsk)~+Gt402ltonLBox;gU?W77XiiR zrr|Z0aQ?2lnifhifSnj5CTn@E;u!~(1<_+$;oR}tL|YorF{VR3?*l24l+1}S>BS7F1JC(Z;be79TiWeUYvg=xi zHmjJLFrD{NmuiXp(l|zhK#YoNvCzuxoS}A3PE5rI!Ao_=Td!;HumHnXBZ{RKm<-(w z4e#%fBcZ?hvEB-IDA65Kyi*0PS5k-UNHuniCC=}LUUL1Uet}omR9pEolo{;>aHaEv zS7)4IaV+9L-nOnR-gEI~ovOLibGBBfrJr`ju5t28j}V%P#&3#{x=I#Y?%%{MyZk|W z6eDpY`Hyl~=!4U%XCz`7Ft#|-o!7t87I*AUK)~ag5L>ArLEd?J`tH*y!zJSa z6rl~j@Znj!NqUt#`;=L9>ok%107=2bMQ8$r;yQGt+g-jvRi@{q$hCPm2#-}RC0twe zT^rgLv#QKH33A~w=c7^I+)h)fgL0X_T*g=DenY@!vfS@q#K*g7_1#JjD1$$mCIQO( zrgq}^oh@y(ww)WkF{UB9HwOiaR!|c5l<1v(({moMT(8(`)seHxv0xg0^+IrVwIe{A zz_T=uhpF!z)aeBQ@Nd@s-p%=1Ydz!RwQCKKdL?3zs^c0Pf%JIZ>g!C{&40AlNVyvM zlQsH!ow?p7cbNmTWS`Uz5c>EkSU{AO2==guieQ)1r;sN`k|KDsezSdZnmwc;UPg>F z4sjB;of76YEHUwps@z!RH7^wjq3XImVhat*j?ZWt5A?IZT&=kmX^=2`Wn3MQ6`$#@ zmlfvstL3>7?&#{_AE#L=E=w2kaS+X2 zZ;O&t2tla8;6Y5)@o*VET_nQfT9_KPbJhD*_c!W-65J!6+V2dVEeb1|b?}bfU|rX8 zT^Ww)oH|haE<39?Iq;)8NpBlyf}F75^h`VEWbUSZC$sRa{n}^6?|eX21IFsggp0S_ z7Lf$&aYf%BTIx7X=B32UkRZ-q3 zROhzeU_{)0r+I;N>4wY`$S)AU$=BAh7lj;+?PL}1IJka}O{N`B2qJZD89*mZbRUg- zF74~qteR$n{H8~RWl8Qrt!?aKLD^el)I^mI+P}?RJ z6P`&xF*Wc3z<&nhJH!ii*pRx2yc))ow=KxXf)V3P#XMC9 zpSrrI#11B^+4O7|A`$PgU5?jpvC0cEr!zfwq_<#z8bn46-pPDVJFe=tL)R+U0sB5F z8jTX8YL7T=vT$TyRny>f-O%hT4$fdzkv|Swtyxe=?$+kb@_YN5`vtQ;Y}sh)WJwbT z9*UhR*muf<`7<-7CceuJ7z@)($?d#QfRg36D}`A}Mf}i93JR9&CEo`(;mO77G6DCX@!9C6Co&c4@^u zPX_|Rdo<7Bk~01lfE2SnMj6ItlHPx%11J)Jk9_P2V-y1k4<}|PKiL^h^^^m~$4&e%#?BzYJh zW*G@SpISZidpHnI&Wohjct9hU$bzhd%1JwEEkf;DBeES2jGw)_)Q^+(-h++2HJv2Z zzi{ZN@S{QIVyD^*;ZVy}Hb~a3EeE{2b?N5hFN#UTN-Bwi0UYfNv)h^NAMlmPLkhEH zdD_$A@r+=4wE(rtitsKq^hGrY{wEgz8>RU9E4B{$#u0`aQlID8r8au_Fr`ebwAVi| z0y{`8-DPiKIQe}XU*kP{LGOdIi02F%_+YQYH#gspk4EeuS~s1>4D-H*G2776F2Yz& z#G&;+^d_(sMu!8YdMZscel7epr%~8lNPUvu=WDA(;g1 zn1#P0^>$uyv$GHY!0h4Nn*UqRu%!KG&65VDPKE@SlpA7%?Yc+%3V`U{V^vxPMJ99< zK7(`od)bi9ar2F_S3LhGuyDoc!pw|^-Uk#oHH^^F6KSRP=OXP3&lCd8CO;A*1WRn4 z4$+YSH6xW}!%Z9RDVm+)eon5W z!1g&HWw+ObZpWo)CUDUf;#(w@+V^#0##+VUwng62QP0uSC(5jx@U2LN)y*S<*^s{yWM#bcTj=^R*^2fbh<`avxK+MtNR^z zY%KZde**$WS8&Q!dkwN&FvPmAKZu*wvo{2QSNJ{^tD65E5M;yu*@`hTakgsflI=jk z)AMeMXz}rX-yp2ZOIZBx3={W%&M>nwriGi5@d9tAjhK?*13sUhPs{SQii@F`%TGV~ zs6vDw`Evw*)eb!Pea>bjmlv~s`7kRjFv#{kJi^At+UCaSYhoRc{`TcXfvU8BoKuVz*E|#DK*-_1Jx5O%*UWYv{*04pA?Z0*FK>^X z&|&DT9c?eG{V69|MNle3hN*I3gr>OLtZhB6GthElyYcbkr!6@!O$WTTp=_-xIfTyd(SO-{hz1CTY(NGvthfw<0pGxMuI%tM#&;7 zwA$DPqG*Dsn(SumSiLOfGKbhWwW8vel}=;ZWD|K0neAn^Yo$SRLw!Pe-+qjOW9MYuf zG{VPf+EnMyNzXwXjE9OM0)9z;w}KV`W#yrRrMtRixcTMFHOuLDE6$4&2Ch+G`N{1R zHDmaU!=zd-q~^tVjPn}-v!hjoZ~Nu7vJkw-@qr*0EhC~01l&OF2Ce+u>OXs0_wI!@ z*6;3kq-FZP*f+f+JSmQ8&qbI*vFX@Jzccq7Ibv25udckg$Dw14+N0XNjdgQvi(dk- zQp>V5;2(I<(^ga>+%$@ARY*Oh8b_V9Kf+fr0VooBJJ0-%Ou1>m+lQ(J82=iyp5HZ! zLJvz3%hncH9@QPOuglVt?9iCrX>k-sxvt!Mu9Dh>YFHUwpV@zoHem|o9C>SbQ z+MMa@dLPCtuK!_`uFvu4Vj2IrIPhnl~woH zQ{LeI9LNU6njga-ozc;L@NNPe0aR680N9gLRWy(1Zlil(&2}DCUdOgEevFXyQl1md z6oAfwL{7)J>g{xOmH5Q6ALq2$z=?lkU*^1}A-LF^3Vl&b3zZhZHK*oQEz8)w)p}VM z9@^EM2qDQ8khmnh*B*|_-mhAuV4t0w5Y2O|PeAgKvFvnA0vAIGKPH^hO@`i5X)ViJ zfSkCir5K$;hU0*AN%jg| z8hs_Ftn@9jdK0Abm*&}5QrdUvp*Ws$N6SN&J-QT5EQ5X#MytR^&5jQKo9f4XK1w9z zZhwC!4O8|uD|`@+(@jauXINHbry|FVtCeB%Tf~5~k^)N!&=F{nPJ{m{Q(!%?pnFJP;ghYji3=FHxs` z<2n&Qvh{XEGbonrD6n0ZkRXv=-I(dJk6dROvI9t>^e8JD^mhbSD!*l`@MROe*<6US zImH=@?#UK>M&1UHopCuUyEw6v5eJzDB+_rw(pt% zM{C{`j;WPq14bamkqRBrE~o9Y4+>50cf>HwVfU@isi&E?EVbmGYw$ftSps&9rUU5f zfR(T_d({vj;3|Vj@`-yr*!C=au=g`Us~0#roqT@bPnE;_1G;1HZOu+RDGvVOZzT zZ5^dhlg-zk_w)5fE2rN3L%@yRKJ)kf%~O1Gq3>~|@y$oC1CTC1LokC#E$6`%?;^um z+Z>7x?O zv6P)86Xg+8=-4;n2{Q@3k&jz4K57+0Z|-rcjUgVKEF`@w1hU~ZyRl-!d`eQnMldXc zvDzs1s)6VeJUt8$(?2NxgiMR2gt7BK<=F)O6l$cQ)?T)BBrVtfn3j-SopHeTV4p&S zZjtX-HW3Cw@Q=easq;~$k;RS>{tX!Q$e6Z)^vVCydr~Zht~X=x#MNa;#cxfbrqUY| zYdeVw)>&IMU6Ct|4aj+t_XHc|Y}gfoF8Zx@BM)41|uF zEp-^cuFURDDdYPQ~9BdLyq) zU{VKcQMiSDOQq=E(|YphWmbAWb8I|mj%c`Awa#K^J^*qj>%&w-9mxA$XZTYjd+np0Dh6uQYDrV$+!zX+dJH%K;r@G z4zl+|J|GtY z6_~$-QRH9cvKc_|WYDbf@}V*#ms(#hptR<2+~CDWs{QY5d^eHdqEeG`Q$`&+tVnvY z5<+%4WOwNkq*cqSd=*VUv4?=E(Nx z$u=jDs!^G5!0a{dpEgRJW;opq@b(_*0p0yMz>ujKx0nW}D)|uXOc<=1+4(jr4BQ~y z0AZH|y2sIhOh%rGAUy233Y+d_V&n~RRvwz~8bT5Cl_oDFq3ht}ht1>BNKN1egE*Yb zDv`FV$IL#a(VQAu)XBAy)~PmY;+S>^ap#|KiHO!CsW)pOur&MZy7{oH`Solx=F3RV zWC+&#B0V`o@j|~V>ra+OvOrP30b3}Azg1HbV>dZ-Gdjc36~07907!}{ih@DkOVAso zu1OP^axOeNgr``2(23lCA)$?pnpM?_$~KadIbo;Int-RrwD53fZxxFZWK-}3g8k$Z ze2UH8UZHk78@a2?U7k@QMQ+P$1)oBKb?ZNZIZZ^Q^emRWTN%@XsGU$R1Ud%H#4CZ< zVda&e6AghaEFsK^I%kemSaLmYk!CBJ|7Ko6oi~@*yfd+d^%I=aH`S%_{HtmD3p9(c z7bm1S)j)4ekm6aAa<~#+nib0LW+wX27Q!6Qxv)vq*5G8XAvO{SL3&|nTrX%vmWa*8 zWzGVBt7V!x{LAX$&?vaUL>`|1+#84TNE~{so4+5WId}NGT6|{X7Uu-^$WWv>>yK(2 zSK3u5G%@bU^-nSu>)P&lzag!u*$rA(JE(1^GS9KT_RptAxK%=sGiW#r0APxITyinZ z#}SiJ=I6ft%!@8M;dMuC{b@)61*VkA{|za>xeE?l1EH7qHbeWTAqYPlKnETVk_ZRz zg6o2U!T}^i)x&tAj6UJ{Hi%Umk>TG^_}_;pS0nI) z>1bN>O!y47J4YbQ2!N%+%DWBH^bj3_3=-#98W~r+fn{IcrHz*F)sxgr(d@waL>A}Y z+mDyCD}mnp-g|&M_|DBcCAR=`D0Q40B zzyMAqZ2n(+=wF0eLTwQh?V?CT{T~9ypWbgZYi+8O_h4~_xsp`>ZuOKQ38x!!0|TIT zFp}6Z#SJ+;Mw%IQcRl%7E$~U#&+NTYP%!mfc`mql&5~ut878=9W{ly)A=Dw?85rP^ zFu<#%jL1)|Y?S|T3171Lok5to`KBce2p*6cl4HQ^IbWib0gZ^>3ZOG8_=t6P@nm|V zJ7;#>*YCuo)u>#x63+wlDtpFl!#o~RVe@MtOLmVAbtz3Tp68^8D+7i8S_SzEd7;i9 z6vQpNa><(z;#C1Zs%a*Q<-*DK79fmBjmG;(g}}3HAff9C$#j&rp<=;vyq7G2c4$Lw zCgo~a#WX}(1NNy0vS^IbtUcou{)@LByxZxHNDXrLOIt?FgYXr(B2-2*J@->IY6BmR z1F&;QR%32T_^);{iP65quM;0mLf0P%CA_(eK5WG+x*o*dFM5KQ&YT7WSArFIpD`*~ zhZHlEO=I6L8w}7jw3ACsD5|Evrhxo6}MH8(LgGVNg3){C!%flE(*}HFcY&z2pP&R$0ti4_2 zos{%o#*z451jKjP^@tsK)jZa+w!=PHw0B&Nc*FWzIRQ`wCQnj%DqfA=f=w zwW$i-GvB*|F>|4M6w(MUz`b9|b}apHZ<@3=Y2^8cD1UCiyoGagY^19|zjZ{IgT1QK zp!GtJe+HagYC4n-)+5sWMDJx`i6)+zw(bBdG%+>H4BP|(r=_E#t7{kF@i zi!cr1pL2cbU`7!{UIOMJOvumL#kxQq{{Dr${WIW4{a}&`!O-TasgXEIHQ0#8vP4dJ z#7faUXN4f1qW${pXSRhQ?n&EY(O4U7N8;)Ro-1X)&;twbT@?dQa3IiaHRPR!^ofW; zQ1}a0Q214V3+=FS-UvwNZwA^{$9S)b=({H$_^CGf_lcb480Dzuxfz#M0Q;(j1k0WL z5;-p5nZzaYL=t(iTO8SR|`l?O;68q1ox$-y>9F?A3T6tiQ^0p@CA1jPMpuA4(bS2~Q zga=RXTPA|kw+KeKFou$grCn2LYGxoEJQuGHKVPf9Y526A0+`5(Fh2tp` z$@%ldp5u;*;Cn*S5yIf0VnqR)spsnz#bjTNY(o}RtT-tc&T4mqTF8)UJ#BU zse4933kGS4BN29R!KQskHcU+fYoNlOgD6!Wp0M+COH$owIW}F0@C(lQ8+01yeF!!x zSDrUbzAU|ffq`S12@}YVUOS~y<$GFhs&X^m`$_+@^b2ltVNPr+sWCu1!JJo~ z=0*zRdYZ=on2aM#xqMPfPqvgghK}EanDSL;@1r__v$?Bsp%BQ@c`BL$PVU$_d(gT{ zS04cyl4x?!K~pmg8GQ_ocbd##*+$C0axd*-WVA!{xgLzy2B4zCps#wA0|gwO25kR=DK+B4NHdexH<0? z4P^9z2jss|CS-n2qAh*gNLSTuSmZmT1mLNa(KL*2uS#euo8PLql(#$BBo16Ik zVk9z{DgFwv{K&Dc@_a_kOOn=s z={zvJmcxe8Gpt&wJPe37;g)XeY@3HXFMl!rR8vYZHQB=M$f$6RsNbN=i{zUtC&6c>z36C2V(C{|5a4hmg^yI8x!2UF+=iB#ic-wAO#J7~1@^1cPa0SIi zsSoLC$m&o{m+zy+CW_csDFf~7z-Evd^DNg(qCx$R=gm@8_KP~(w7L01Xly_NH+hc9 z2uAa`Tt=9UO}7nZDSQjzI;QLJB)KhhTfMn&o4wI>CL{)6Ijc|S_|EM`s?As8Wy|i{ zXL4Xrofhn;0b|Vrm&BU#n&czx?7Y3?H_%mu?fIu;`;Xp0#6s^{aD9hsART@V;;wZD z65h1#t-*6g(v{Kv3o>K0a4mpUL)-=GB!evSiP9rGmwGlne=!suhufLUr@BbJ(*9i+Tk_x>+x5V)My7SNl ziz~*fK}BV&)~DylzW=Eqq`n{Cl3p4RSp?rv*}`CEEV7 zi=$Py@ChomuHBWiSN3Jd8~=6eF;k)<^?J8-STA)Y4h*tp8hkpXqU2pivGpc7z865} zo?=!b5cqn1n7CV5cxM4OFDY)NVOgsPo@~<7D0CHz{>x&VH&vk;SFAExeCJi|Dl0h& z(J(3HG8HYy|Bknixm4+3#4X~-bboPXlJXSY8zl@ztZ|g5P6CN|Sbr@ig##qmqkqUkU+V5qBJ~=*HPo@uN(Zsh zbqQQNICyKbkK4A_1Qs5l?&xBZ`T8(5TWKH_cmPvHpbVoW98^dD4KsXi)Y53dP?%pE z3254?KTkWOvpwLYuwkN@M@p7yA&1Gxx{Qx#Tr?Yz)SC8UTb1{8U|@x+?!L2=g-GPI z`Qds@{)bjRoVl26%Gz)?Hw3(z?02MsS64|ySwNpMx$fV(ea`ZY;OpEbBIq-mi+g{q zI2K^1RWw;}g@QX+z|`4m6EMO$u6X(7+bYj`DoqkZiy?V}1d3hDX>#PIW5nwjT~jKI z5KBXQTK*5Ql62U0IzfqlJAbwUZSx4sS`dK}mDIq*n0?l>LX`3+gqax=k)27dcmbi3 z6qo!kehh_+&HOh9q7bDVjx6&89UnHS^+X_yX!0e?d8QON8|ya$pw~pr@Lk8$tsZ1}=Khq*Qdp-u?O0DU%Fx7#N%8C&9pae!1`Xdef>cR|vbN78eMR8=TG;1gQJa2mxXO_p#}9Q(fX zRy{U?nAfxlZ#yJm5ea4i69`l-}2_aQHVYnzV z&{RL#J6Enwv?En!w3Sb7ygjOv$cxAAha&V|I(K~NIz5eS>lt;I`;Z{MGUdrc#MWU8 z!muIZSXe1DsF;$D*WGm z7ZNqw^a;|HxH8hu8z~HNEy^XtMSa#AHJysX4s1ly#>XUtW4SQ%V-4Drz6*kPr+r9B z^IzQBe54#+LOW?I&viHjtxiOY{a%uE-ZfUgtyA8K*~YPW+TsDn(p87b9~q~m+#c&~ z*^yl8By*j{M=kuD%z-l8vz?^Je%I`~i3jv_gx7WN)|=O7+pA=4zrfe|`v)oE9$d;e zH>kCO*KXl%W-XXKTYDmk&_M;D`V4?9#OpBVEd#&@UJ2p^0ltCvwQGX_^x!~kaepX= z3Bq3Q%2CTK#{<_8jX39^q%q77a>g$;Z1><5Td^IppD2Q0MZxm}N%lcPF?kNM_*sOG zgGu*0#HE`RaA^W)X0u;?hY&g|GJVu9Z zxxJ{TH6U-C-QRg}LK1@?2f3Kot+B@3-7>Ise*X0N*f_Ev|NZK=);~Z^D8lsNM_k!i zo{duU?}{~p?F`gb53%!HhQp5YUl< zvOKQ+p3arx-1BkZX?~%%FK0pXb#906P zp{ch~T;nGUbvL~^1Y+bx^%4>SZg(4=8gKKkX4iF8g&I;UDPAaSIpp423f<{d`$FdL ze*EAW7tOBI)S0O2@=?`PLmE2yE8xw+gK+*Pt(%jeFP#>8u??-fRr4V>sg;t{Fymy+ z>7y1UWU4Y^c8&z|s9ye}r{#zkP6~9F;wrB!V!h1f8DU>@;B}H09n{~W;8`KEMyMZr zaBJJ{u4=5|MalFd!Mh%p+1vzqY4NL@RFah#_RCva(%6O$myE7WWr>LO3_z1o6Y(uh z135Q>baAZ2Ow^mGKmHcd7~?whOz_S4+EkXqskC+>0(VX-;pyaVODkFa{mA2u)BP|I z5t6Yzqe`8-=O(SVmxo{fgJ;T{9ub2bS(b)RNgdceN^1?XiUl?jaagK{nn8JOt1}Ww;gmR8#pF0a05yVY8Mh)PvXb)&mf_SE=Db!_s<9ob(i;*` z31#V~!o7X$=<+7Fq743Q0OU>M#KJQOiKz11M4bKbB7Yy%%EZps0mYv_#i3FZ5ysCV z!g4S%8&Sy-5`cQ0$?e8G_w#anzoO7RgD2HioSuz5M6(MCs;zbwdhVS*Yo$`XQ}ZZ%Yf&Io{Fg^ip~)q&Ut*y-bidyK}=alrh5@6UjDZEB4?`$t)dv z>vyP`_Q#n=_7smv_&+?ydSV)<(`Cb2`kh8i&SUqyJHhQPa2SM|B{e5(LQwj$$feoC zbdij@5{_u}lbvG1xfK)NNy_Ss+@o6vBk_;_paGEArZ@gw9ND zYB~JMH0Y7@BliEuy?*UrrP4MV2txZ4akg9Ox8~u`KF-3vXu>3!dxVpfbEHDCYiGtG zZabA!X-yIX3=_3pU2n(7yk@>ERXNg+*+P$ESz~y2bo6Mv%01e}M&B1B%1GXoL_P0- zgaGL9u!VCfqlPFH(yItB7>np48|7%4H$b> zHf{latfVWexqvE&(+X4=3@i|~W87{~s~BP=_BAc=XOQ1%${aLyw0|9g`Q@3M?NB*8 z1$?|Oj{|&?T-KdGlAn2^Y8A67QPt(k>pZN{fK3uWW_tQy43<2Fs@+J?g=50-y4zst zjnb9Gl}rSC(0}P+QtKo+=Tl4gvSQ41Wb$4zvgWb{G*w=p0c7@nVrG;#jb2%ws3Br> z@RSGES!37~zT$DVH$V9(!Mu>`c#5;0Zxhx-MZ9$rDiVJMBog=p6a^bh2z^jbCXrae zOv*`%jLQ)DXY#Nx)?jAwi)1Q$y^mFJwT-O;!7I>LW@}{D^iAEqXUP9tVbDq%|-~{(&^KX{w0~uxmwD4b< zhmgesv{MxV7NJpohMP=WCcpht5Mvl5@c-8yrt$(%fyBxHGC=Bl{-g`cRE3=a3!`1& zPbJdZClVlOUC`f`U)zDlSy%!wG;0$PvX!0DA(v@8qEb(8U#86A8Dgt9EzM#(Q#(_+ z1!*JAu`ie}bOm0OqK30B!~eL~95F&=;QY0o_+nf4IlOS+l*N2f-?PoLUUKv2E*m?6ph2bIDK3i_56xyYw!-k32 z__WO&8Guvw*9AgTLtE$v1;`jo z7ifp93!d6B1IFk;ohV3GdoY(`iWo0zXx|y8=UEZvO?M7Vu-uTL8YZTyhv?kJ>Oc;e z9p>|Qc1IAw{2_c(_z%2JazFe1YeZl*T@&&!yaeXd-a&j>)~h~ZU zQ_+;84yWm5ohSh#GsbuqDkI*XQBm}Pzf_Fp%gPwO$0b<+4EjUzR~Mqv*V-2>a6l?; zz`kC;5WlT))f0&dvMr^Z18YaCm3$$;2WE%>ii>ey_hIMO9zqU*Qr)Ku$zAIKk zX6SeL{;WhadU$H-apQ=Om56i-b@MUEaIe8CY$TCPi)HUxzJV(9wzF?HN)RB) zLqnM`aGF$w;;1gz?XAOEc6?~sWuVfSVivO_*a5o5iDe&e)U;`v;ddwubZHOc%2ZzR z*{H-HWsW7CtsA|Lzm}gAH)nKZ0Bf;M&tpvsIwgKpY2kEMGs1elEAiRt;8 z&aL(LTI&_S^X3@T-*%5u*R>Ut_lifZbX48D#rFjV3{4V>gGC!A+;)7Oy})cI{fc3m zdGs52S@OFpWrkfH2)3P~geZQX*<$WrT!Xady9a~5i@P6()Kd?eWVip^yV3|xg73T1 zAGxeAf?q-mROuu?+vB0YgevreMg<-!of3`F9u2;*zk-S!AiqM5hG1$o zFm-8HMzq3&>TBxZU@nceLWVw$K2?fMf0pqUDZ5)Z<+n|9d85zYe&&X!jyBbc4{On@ zN?^UF34CcrnBu-zy+{3DM&0=-7GLA5f4U`M=*epW_yL=(u5W_eV!}*kNfpRc1a_=3YJZZyHpSdT zBJqDXDLPBUJnGbPYR;cc>YrKX6I4Q~m#ly1qBPQKJ1i8DpdCn;Q?p;C6K?No3>gvX zfG=ib;Z%fiVKiWIdj$q^dWP29Ew26eON#A%%Fpk3PBWf}YPGq{axD8l#${ccv&;GM zbA32bTouVUld>5PEloAN-nj4m=HlHkk0u+}Vp)gg+2H=i8uS%d+`WvcLxNAQ{RncI zMIY@^{@$HFEY%+>l{d>X6*;C}{ZkiL1uPzHniiJLC9zVMA|SQZaD?8S0^3Zbg4_?Y z8EZw^3IhW4?`+aRCC%)7_zP|qC5anY0v`YK5D`dl@CJyG^e=fKYL!JHA8rS>WFYTwvo@L&(!pR)Tl+iXPm6`S+X z2~#xloLJVLGY<2exApiYT2jkM2)ea?bG5M}i}LVE97rXcw%!%6V#(q2PthPeU2ke> zk>GFL_j`D9eb|W?xlS`S@15iNDUVVKICU*(suuJ=RW-PiAHc@uTQN>oX%k<*bL z;|&Y8;><+Z_sGTrff~ja2nWm9ljUqf=8TMjfSVG`Q59zds&QA&-G9dIHq5H#y?o?{3~HfIP+qoE2*}e^3r_YE1g+2pufYp7ZC5& zIEJ&0BZ>SuTR)98{NqMzuCUzM)6w`hJty+FK~aK3J89aD&Ff3Z5K%5Z+b99N&; z5)W9&%WUW@e(1UqrRoyQNDiUc-k{_+_*v+j5SEPf*li07A%W%!=KT4^_U zORa?p$hL!+7bg?m%7`(Ty-Z!_$X%ysX}c*GG8A@m3B}2ul!&4DSW^kiTb)pYB3ULv zyp`IdZE2u!&$qOQrnh6tNu~SbOsU|n9g~+;7F8*UnrUqU*){%d^@Crd+!y_Kf8+}M zH^{%+09b-WHPs@*$$ydoew_-B-DQ6NzjbgP&>RXC74RSI@BatD59y9M5pn-d_4o#x zZKdf74Mhy`8^+DOSU+iyfxvh#%zf;-JjOq9wItbOFo|Gcipt)cF>z_49U5oqe-GaO zc!7O)3)FpmJujb+wy!sH%!QhZ=o#e`5F+Eh8)_;vgF6KB{`$>ki`WyAXjgLrh4F*f zj-?+0uE~wF|NPp|hPn9#Y5gU51cEuV)N8;{)g@oJPvx~irmpQBbDwHN6Ds%5k6@bs zwKMetI#GS&m>}OhFjI))#rLM~1B|Hm${r=mO9uyqT9J+G>8;Fq|!tT6u!&HB#HTfEj>LJbljBqB3VJq&}k$Ldc z`Ii+qzJtQ0^J`RU(^0P&t3S!IU2KKv*0cc5PqLl+{b8ZxM{%Y%+~(}alv`M5_*Po& z%4hM_^u38>0ws31SbYT|Tgmq?g7L;{XVV|4azS-0TirFw+R8dQd-|aZAipf#(Y1LW z(Z+CBz%K3F>kYasCiHp*o-aEs4eYm6F3_>i8ol)Ns6h#(URo@datqqWQlgFEUx6Ysnkh7LQx?kX6eC*G{WMxM-UtD3?ryS~`F*jxKysTZA4uZ(G=BRzsGBbXjr)DzV5 zWU58N#umjo$Cqvf#E?cww>IME?C7BHZVCb^_e^fbNaE+!9CfF!5~6*!SrIW?Ww(pC zt{+r9v`j^0gY1KFuN17bI?;6eTAsS8*}IXM#(2b;QfsqV_I{0;GNv!MpP1+C5B;&g zDd!cW;;_Nn;!$FlrfZWXTrEqVE@s5KCEH}8iYpDJxw5fHA~515z#;!Spw!H1e}lJrgovj7<7#_@821Kt+Bh?)S0C7EuTt zHS(V$+!Qbu=q)MSStDo0s~$0$qjdY9&wCC`J%;%|cy7@O9SRQ#3rg3J=?@xwv>oT4 zdNh+$YnU;BMX2QHiMqbB?-E8V^rQzpn2V@ZK1jJViIUswj+=#YK_lp~3NOL$Ez z{?leFF+OedxQNhc{P%Ah7Iy}#BZn1B>Su@_i}rTFv)VPU@3sn`k^H{X^b7@(ZD6tS zFIPH;x!9*(*a_ZQJ71X43cS8U(tlR4adkae{&2=Td;i+%d~X|5e_5#h;O#*Q_kaC! z3QsP=kh+GN35D2E%#-(bZRCy7YhRzx$OIWAmsoA{u7l=VGu3prX(d-uI*o-yZX<3r zTr=#m(^uE= ztFay~28~^p)?_w~aCy{9h!?r`Dh)q9O}=gFxl7_a_xwv=a4{EH?4jkvO8lHO*srrCCY2RF(4nY|x^&1tl`YZ8{y|8 z&Jg!`R{vQy^jo=7Nd59DWuCljm1OGMa5~1OW`uk5uir=BPRqU7p%!pTuVf=?C-E~b zOqU=et*lB^A4XyW`D5;R?Eba$20RjcD^f~1%(q6oa+5GslCZL5$nU6O;Co=gKz6&N z6Q5bEWEduY{C2H+dk>TPd<3~*<9-M z&CReI8}W zPB{DK9SXoJ&0DHbu4?U?9b<|#LtObtX$|;(rnzCdBRse!E*=|y!J;hpMSx6W|FsW_ zOwp)75X%4t)P$K=&EF!pt*#ut9}oSD`ob z*+anl;g~m2VrQD)|^_LC8rJrr;!4Bn5Lk`Q0i(ieY;i6 zbW|m;A#)*{j~1*+=6EqYivf;k*SglCsktPJ>8Q+RcF$zl5vHgCk{s#@4S{Qzloz1% zG^HA`lY_%-vs>>X`6h|EOuX?s8Kea87_k@j5X3oNU8o9~7%GM90j6yKBh_y>$>`S$ z5VA#|WHw?E33q8|g@dqT3u`R;j@zBQbwJ;mrrW}z0{_dTxNdxlhj7QP4vZvp6v!?s zj|oa3^L|GO;08Grq{N<6ibSKGm?vZDcRJt%jDK*cr$?Kg>0pk~9rj`ljRfhc(b zohsu{&MEnkd>HKY#>*JR5<~+nsGf=U3fH9(mIv2I6m#q`YMK&1$2I**)iJL&MiW9`cQ_Xego{iNic5Z3&L#n>&^Guns)US84S6?^S37-nda50LZ@l z4Jwk}^mtoTB?E%Or}X#7LnSisiwD6R=P(p^Qh>McXX^8nmAM#t90tr--zuCxln-LO zPKL|H&uXMu3%D>ll|8jcjiakLsAwo`O?{Bd5>%3Z4hp%rT*|0c=%eCs%L(ZbOk8d> z6?a6lncK9p%#h{y^$vGc4xN}hE2ckWewv|WS;D~%Q>}2uNo?$2n-rj_syZ=BE_9ZY0OpFtV4o111^5*R53-CHW8l>++5Yk zc?D|pHJ$TIl+82)U6yLGBsX?Ppb+3Oq3)-cA`0eS4z_AxoA&V_s6L;(xRXitp5M$c z&4iN%Z_E&@d%c2k3_$@b8+C(*bJM^miQ?sZu*~9{v~sgKdD!1`z^vKqO`L`b8F*7 z%$@=7sFzyjYU%|INip)x&1P1WCgHPpLvg>^VZD%4I)MX|73@`b zQ(@c8bZsxidz%Z@$MZZ52SG{Rn0|LkGzx7fCed6Trii&V8M|oS^7_-6f4oIz)u@~Q zDpu1!jxHn*D{H&L1^^8f8QW{q{P7j^7ktelm_Pj+)&BsxszK<~pt8Mx0dNXxw7z3n zA8_=-oc=0CVzqP!O{bifjPajM7rhp!-JqVJE?Ycg3d%Jcr8Np$yvTZ>P?xRBpLEU0 zubP;IuXw*VDer>QH@~OPiLkfV_KKRhHH&HzqqNpSR_a!FDe9c1!P|P};b6|;^3Q2P zac>!KpUrNWe(|!2S@rHe=|GrgF=XjCp;2*2+Q-U-)V}N~+Qc>;jw&hksJFd%O20>0y4av{bH zoNLk6610p$Z3|C1g$0bJFc!~(pvs#@wm1NVr=bY z9c1#tBq6k28GS99bin-WCi=5>qfPM(I=rV-49!0JyyDn1W6QwV6C0F~ACOhf2sKOj z#iEWc(w~)mad;RN`Vg%XTCjvU&`dhpzOfFgOK}W_aUCnBx04vu2`iUM2+0s6y~gxO zB}zLh1dAE5bP|hHNeCGPgL{$zOk_5knF`A(TKRr23gjv}kia(1F%&jz3Q1ukdF9d4 zbScTalns~gk?46yc#>au-{8e=D8gMjB6hYI!`)aRP|!aZ!|4V&p=z{3zd>wE`1IHU z(8A9e8%e_%^xHOUT1(2X_4QI`BWyzRg#~Y{8_p7E!iGtW|IFTZllz>jUV`N%Fwx%_ zeZP=l!hmRcy9L%5ZNqF+wNcf^!CavgdtB=UEwU7JE2Onb?tD0UKE(g!^m8GwLyzdU zy~~%xgfKM~fil=a*>x*B?g+WR7!5N3h%Vk3LlCs*4Q`iLKdv8s{H5L4ZEVXO&MwP+ zkYnp2be@|5WW!Vf-p`{SC!5f;Nr##YC(t^>XVRt%*Tfn}c&B4~kfOsy?qS@-2gIj< zoqSA*xHiu0KR9))R$wOI-8GY#Gd4nPnw&aJtDRiD=D2A6j(KBtx877{Z>f49K=+3L zUZ5xCK?g^|z_lq%Au0N;_#V{ZQk&ZpL^VOq4G z`iFNoZ*VdNd60z8`8OC!uMt|lLzYF_$%U~sf%$06wnd3172Bm9qF#d=f?QI?Y%MDG zjuCqBs7$@5WCXKM!36M@^^B;M<|`+zFi`ao03W;=G;{>$0$w*o@0U%r8zsrgYdTlO zcKxhpIydUwY(%#}@5lf6iX(1LD*`@S(TEYYP3-&=2_V3a}LE8_Tf$6~3?CJlcB(c8P{o~-8;ESA4O zx@A`pb zNRC4uhO$e8y6+Y5=qOpB{KA5k!Uu^jx9ZX$v6Y0GcrEDlRG9IGxa_~e)xH~y5rP0B zC#>;Ebo704KY7!@@220#E_q3R?{ zoI&FmVL8H_IK^DVFby{fR*NRT{*{zfoln0ii6*4zY|E$g^!a~Oy<>DH(Ym%9+qP}n z>DV?pwyif#$LiR&ZQHh;bZnojwa*@7fB$OKsDD*8tLAg#lDzfu%9t!Xo009C@5$B& zC|<+z?`Z7wbjvEt{AST6&zgL2%7_9Ep_YfNP-C<7YWr|q#EDvF$VQO2J|}*>ajFkk z7nm!sT+T%B?A^B571=RQ`vsUt^c(;N8pqIQ;QuIY@?7G{tsHVj_8GI)HuY4aYS1?e z*iahYT`rr6PQA3isdv-HG$H)K7Gcu%WqdGusm`u6=g+gN; zV7sUM6()k>r^?||5a9o2;*jh4Wc4lT;pY$1(Y;QlU=guHYk3Lm)dJikB&tmgT0X4) z>&#-UcEvVMYWS(2>ShqLu_fm%Ft8h1Iab(%LbDI&9W}I%6+wk+;$)4?7C~^sOawR9 z8zSwS;6&|LGjA{n?PmqY!%&Zc=}JPzIP=avUYl%bbC37r2$wTne)PWA{GIa8XsFnj zwMHaMcyS?MfAV*9jTb*xV$tlLo6c@POBY-DR2_hd8zu4r;6Tr>0)W#Y0R~p=60xgdD;gxGX2@C+)0iG4h`V=nA{z&)5%r0$E@$I zn*N8PilTGGWmr&=+v^Q6{fr7q#ssE6G1KoaF2L#};O#g~!?S~7SQqN8`D0M@3a_g? zoi4z|N?s#3JD|FN_KPcg-{Q8eMChKRxch@gmx8scs?`YY3H z8u)2f1I)<`Agzkpf<9M$u~L5t{X=x2d{IT_gYo`9Izsb%B(huWaBJJZSMYN2&I%Sh zjHVUAT1+Jtkct_}GNAhI^Na@}ct%0-9~S6K;Jj!2)<7SGj@EsTOCs0uaewR*@{F`k zoZ``}Cz}9DEjpCTfx=S1-%nDOKibq7G^3 zGP0Ya+?bu?Lvx`bI7W~gwBj&2w*ikVQ=t3K)=3|LJpx3bnhZfrtZbq~@Jt~uShEnl zV=7SHfnKPsMF6R_;aWktu-t)&@?B|HL;9`v!Wj7*Jnwy!0)aFm9lpsoigpQ4Ii(2( zR|_L&0~38%U1{o2Ks481lt_ygfJLui*mnGNz98$ zyN?<$TP#sQp@a})4KQCJ#FKuju-7_KD3BsofU>lVa*pLL&tr04XB=v{42I@%(I^Mwg}sb}mx6^$g5aQGI5F_e2ubet_!_A+pOL`nB?U z&Uoow$`AAH17X`pK+=tKYtWA7%&#rAKUgEJO&xaPoXVyB`O|(mG%Fnq3YQ><8mf^ zb@v!`+bnIj{pow3ShB0OAlOX=XzCn|}x!L_-(Se<)rR72=pIH>Qe3_*#(wF8)`hT+6dW}08&8QUJG<;WNLNRQ?`vWF4?3QCYJ2dX$*7BET+I&7T42I6cBGj zz^IwP;S-QaRfd+~hz6Zi1}vJ?nDz@&DNZYbt`LqT@vZ@Q2r6Gmm5M?-FC>$yh^_5p zwt7BWY&1$a(**6d(kVvv=2YZW(u%KLkr|Ny{jap=Ln>X7sTqlxxMkJ`{9kp^vt~sw zD7#|1T+U0@t~h!{p^)168H%xC5 zo)E>~@OXUDer5vs?x0oLicVwXB_fQrKQZ(rh+-}QX8e(-{SXMFQq6IttOz1inTM-* zhw9uz+c%hEa%E0&zmKR0sq)jE+c>AJGKQIKj!=@Ogq4$0C;%6w{dggw2Y_+htO_v< zQ0kyY8hi4bkk)*Q7rL)p$tUgs3?Zh-%42vPCL6kT-Dvtk*>+P{BnFH*k+=jse=#aE zC!#c}_77Xb_=>n7sPZ^WU14&*;_)X_!1aL=D6o$tJ(Fas$ z^Bl6p_$uyLa!jR6m!2YEnMb0H_S0pz9#qM0f)RzJ*+ToQR1vZ$0lm(uR40%(3ufTY znIn}~RQt|mDNkrHS(rRCo{RDGCu{lfg)`2k91(v#1WaA7q92TVeK>ST#?d3#Fth1y z88(>8v)$MB9pIlU{qyR!D*HU?@5$EJKWx=!Wy7BrcjF{vF@!bN7}DyrPP<~YOjj8M zgTP|wE20wHQi~{90qoYla=UJ|m=cYeTGJ?ENbFX}dgjc`YPBbg<=P|>4(n{ph!dIw zp0g#xODw>WD(XaLi2<-)qRj=_$|$8RJSG!oz6^H?hB*PhB+>u{y}eGqFi<1gSSZPk zU0LG3EF|S~Tg9tcsp>;=?;C6amUm|W3_V^;fX~jFw{$#kK)Z)Jf$P29>qmb2a>$gy zN0YTT->U|eYTGNw@U*=&Q$Yp@8oA)-5a!YIgxy=`6@aei`>y5)@v)-Yr@eIgykH8T z!12xhc^1j|bp!qIJ#Z1({!yOg)=5_x+Qd^s&Y-g`A!jW?J+)-zO`wbx8oHe^;~mfXLot#RIK=`oa_ z)mu*_nns%|7NyHyG&7pR^JubHC^zZ}Rwzu6^JXtMmnwCr<+w~}b$!G) zj^>QpkCz-F3m7tgm-$3l%}fCJyvG3mp6mC>rJkgtxrULQaP!1SQ;GIpEqt`hotUTR zjHmX1wTI6;1EEdUj~CKbA~rNaaUCu!a@8Y`<>_Q)nY%eqJWPJoQobu2EO`Uj{n6nSkZ`WjfQ`qX`Uq zK)$^E`H@x^ok}l>HQjAb%n^Jx=tzIloJjjWG-yzB;9?;zQvuJn05q^HaxA;O->KEB zHGhGMu`@o7z+lgYJX!TjKRb#^ECT>8IAVdsVH4CKLb1@wz3iKin2Z^opFH=qc9a(Y z^iwV!r?TsH35|sJ)5FJt8hy3MNY76R--pqsli2Qbc7B31UD;8E7Y-Dvl_A{yT>nvj zrQor0b0#3KQ7JG&ft&!KK0~57So~jL4h6bonsCO^Ob3h<&Wk7&u-cNJ1vROsCUXBkyk(q<3uq$51 zxYmlvCyCaLo+O5@DP#?dGrwULCUqFVaM9@xuu66is?usMK`2!sn!5jATg=Y^+BQ%N zOy!Da$RG8Nd^cgBKc5gSsxt_$EWC+Ej?AZCs@3#h?*q2o9^wumi*C0Lsx&=3Q= zmY_SSz9{60)C%c#O3$XM{XhbMHtYJvp>!}4TCqlI6?CFUuxRnnF6Ab4XIADor=&_Z zQCBdVdID$6A|MrDT_$%+*perZw(#d;*CrccH7#O$dUzm@eijf=D67s13O;;@U;No! zl|X{#u`%VZF8l^H1bQ4mxUq~3$3UfEcohBCpevVbQzE5mA;{H|#cv5mStv1k%ibOQo zR$G~XiQtoBv`!znVN|5o2WH`_88n+x!^go*kv|%SqQ5!X^7*({J%Z%nBg=d{fjRuE zpM%-Avt+NUatb$A;bWZuw8Q<&I1U=T@d-PC(%gKWm4-2=6Jq)Ds<1!(HuH}sk52WP zGw;WyO*Z9;p8Nsq0@r30;T4pO$F2+6suyCR2(uPvf1|#df!F(J>6RH!Y_PKm@k*DMw&K;eWUExs({VRHjo7XfDgXdgSFt>fw2~> zO|73QU%xvaq(d)0yt|bRhxtQK{>vLr>)7${LrqLI-q&KCrx%~PIVFTmuj~A#u`SJG z3kQ54ZqC0|GD1ld5`eD7o}&Q!d^O(MYtUuaF2>q#OL#ts@gUTMjA@-wQ&e>`OF#!` z%k;6sb<&I!K4%}`YU1Ru_kHN-4t_*~y3Yk8Qft?)W{!Y?`dN^&NLolVX2nIz9c?g@dRC*m1%7T{Ih&>^k&hx|VuN`_|T3)4@<)iOxx)oa; z#tA!tjA>fChTaWbYBh$7hzy^KJDcv^&Yd=5myqu0zREB_E#m_}!)=rhZ@VaU#4o)q z@i-@ot&PvOkM_;bAvI{-vu73JeBjPKmt z==Ogzn@>Ukp!fNVB{}%ul+<}N53D)QB9z{56Cv2JZAqdA7=3+NFk#_Uhzg;PL-&-U z2<>kL2jYLSYu=7Pc2+$!fNG2+#qc=rWyx`>qB?iE<0QQ!@fa9C1GmSnGggZJogt8; z-@FU1On=tU$J#`}+GmyZ=n1##B)rUj$uQ@z_a0vWHvD&K_ABU*^{<)tdB3pOERL?c z0s~fybq_t`pha=E6bv38&nC+GwQ5paX|>JhvN$5OJQ;`cLr%m;vzeA_$Utmaio2`c zOj)Zmp7*J$5)8jyvmF-SQA<&|hCYVz)j@uP`GoaKcf_S=xaCK&qIzaHKQJ;CF!ik; z!a3~$mQH`N$X%IqL!Rsf{f#|;<#;O$!tec<2_0w*$4OXIeutAZU7F zsw+wwcJbNtn6QAHNT!j@^21&MQ>_zoBD!QXED}=?#6kZpHzDvRDV{${WZIw)v^9A> zM(DEuqo=7%dbY(h5G$)Tq-T{zOKT$3e6MH(=!PJNY9{{<{xsGSVmceo=~#kcxhNp~ zSBx7N+b`yiZ^#x$n%aF;OE!!)GGo%=;n>{HTkVMc%|S#Rbn!XZlj7ElBYDj}3DP+} zR*rL=nQ^!qJZ4^a+E5;*zc0Yz9_DwIjFaU|fskCbI z?2+r2Vuf*5L2>2*Lj3bg&B07;bMct~0H1+IqQP`W6PNYd{bRUAd!FwMw_?a}eU(Q# zoZHq-Fq#L_)+vW8zp0(a0<$jf9M&hhl(v<#_SDIdm6!g^^1YXa2Wqt~wK|_cZ$W2* zFew3b(3q<+^o_5!@5LfC44;VSqp84CEB$?KfnaA-I}eHTZjdUZp0xmM1J~>)Ai$G^ z4NTryXns;_MK#hhY1GYn_1B zBI}&I0?yntX1?w8kk)fO+w_p3G0nBQMJQq;nt*|rkOK4Nis8=eR+b2%cKG#RySveJ z2AW_dzh0GsdTM8}HL-~{97z%b;0jMXQNadxFQETM;n&ggLRZ%ozpnWhs`C6XtH3r> zW{rfF)9@3lxUSiL^e1<=&`2)$3<&GxL|Ufp{^Y4}^vYJdL1be4hr}~sO}5XY!ORy& z;`jEqnBD}qsQ%b{=4IX`1+)nETezlQzox}SBexEtHFFh1y-g|GXi%g8fRSm4dNZC{t-enOzK?&?hz&Q zmjUad^^1XHW$v-z(YvDV{X6g_FQUbL?&Pumlg>}Xj-DUT#dUTpI;=0};Q7$1=>El2 z1rrc*(!H~YYd)AYcaVb&=#g0SkmcJ^GV)8Qyd|3$oFj)taPqP*>mb*1Lu^6p97vF- zo=90~4U3xQ$L?i=XCwl#9(WlW1oegUJWQOiJ9&(4b=kQYar@wrRkfOZ+#1v)Js)VV zepVbXE=8Pab{FqJ+>7r#0xE2^(PzWdd@k=)>sK)B2S4o2#_y>F9AErE8B#M9_xMy) zguRhE>!!rW7a87tWEJfG_73WcP!!CZW(SVu5I8>D0^zyodA^H0@5zjMP*82J6SZ%< zhfzubj0E4W;J6LwIBex(f02hF|+ zzu&mmL8Mk%X4p~zL_-2VXFhed=Y~E?H8pD^PfSwh&V0H47Q(^LQ`P}}EQfoXj6Q*e zrp@m@U?|jxNMus_o7k0a7n>9gU_JHZRGuGAczNm$^rb&N|3f|NKTSnN<9Po?`g^m( zc8)*s#sBvaacSpB`L@_C=x|EQ+*X0GctFHv*=WkY!MK_pz+}ByA?h(H=hJl%CTYd4 zh2)2Pk0IRy^R~!u$T<;nPqQIf{kpyk3u6QY@2LzE0<>j;QlsuzcP|IR8)t3mFLWZy zTGe1G7ggTV;&}>2d)-rx)AjB1buBuX`Kxv}{fHakl#MRu6}WROV@}Mqkk;^X4}D$G z1c6hAWP^b_fCQ)8XX@n4l&Sxc&rgi?&`=6aAXI_fkCnlV@Q;CV;4g36Uz-H0k!TX2 zPd>9DKK5syl5h!;HvR@;z=v(;aY0^l5>UAqS3wA!ofT+Ixa!9l4|`N+Q{mtP1wz2u zSX<`kovV?7I24(;*%d-5m@qJ}Hzt}O>hMo0k6(fm0Q|G(#S&0mz0WqPA>TTLAzsVW zjKUNyglsV7TqqSH1YORCuhj6xx0fYdR;u#25Jj_UvDpWo#(L` zUmj{*0DXM-OJ>B#4CCo`GK($Ywnk;o*+CTe=_fX+}QND+<*rXjn*ydC<}ee+DjQU&)m1 z;Db)7S0_;F*>zuQyz5mcvfstkOG!eQR}ORs0B1*-d1a&V9GKnGp&E=L^jVt=lqlXH z>M*2{V`mp>i{Q}HfhgX*?$rv1fcVJLd;2kK=K+E=e;`}T$lpp_zL+3hYv3Z^^9aYF z6&c)s+N={fRD#kol=*x>D44K(#qg8RRTJOd_xzppfLJ3V<fSL=4`F=d7iKHME=|@a}8mKoobqfR}i)PUf=R9nxv-gSQ9B$FCoV7xxG~Fa!g;s`R{D3`T$t)tLJ9N(ep*x2ZhO+_iI?sm}>znKis960)NkAiPvjC zrt!bNRDV;3E80C{yL&py1`+&6Q?x>SfDB>g^y-QDq?0Tji+eWaI1e&sO^tHk##hI? z%x7B%A4OK&p%jsV{nE}3MAmi7q>svB6S-=J5Kn5MzvTPjUzv20vS$rf<(Zb+>|ob; zLLyWjs)dg1=kjZp>T5%`qFfHTzpKody0YdFKOSnyb+!$<;Hh(JdBHCNG!Dz5v$-Gg}* z2OCY|!nVqGf!cip>JH;z;Ltf=1UZ$vDqmw=Vvx*-CCt&i^0 zg4SyctX>RJa`F6~6DrrCG(;@%+36x~QTNnDEP7KdR6ROdEG9XDe#8}J(aX&$X+@{PQv<^#RCc^lraxe!2J-*!`lj*_`i8`IOI zI5q2dtaN#1i_`Y)y^)wgW{m~=C;pb#^&Rl8goK$wWNZm{O7;!Cz~#0q53KQ;p9c=@ z>E@rHCFJ*fD;b?vz^8IVWvX&j6qe{SbXyla8)ktNJLezkG@S{CKb&JeLOpBZ%SF;N zHtV}a*(Qs#QyoR?agp-Br;x&eRD%W@t{O@i_*N)3HQ$O+?JF)cM5Q3dE*A@)vk$p> z$Ki_uGW@5q4%?zgDc^Q9ZI)u`d*4D?pbEKA`I0H?w^8!Tg%hj*f17tMN^hClUogS(sWzP$}FYQDtgUwa>p`<9SIQ zUrPYME9odx{}p@cC$T6~B5^5@0c|m)oJdoj=%1kb^%0y*iiW+`y=(o6*a$9@T(=Oo zug`jrvFedHQpU#Oiiva>k*=LyRYxNrkwt=xXK~gcbV@e2HlFs^t|*8u)_dSz__@7|hS%(Q% zKQ#`3run_EnU$Sn1ARd^)HwSeBH5Z;9@dTB8aSKbZNH35uTqbmQq8OKxz*qv8elQ< znK@$=GiIvBhnXeD>_vnQz-SkAZu%&^fy7s_!Ha;j6Q}lW+~tVP8Jo|fj@Tf)62`e8 zF6+g&s=|==mr9IEEkfb(jvfb%xb8Owv6kl6?+f=^XU!7hd*{5$!POX^a13Zx@>Vfv zdN_4)dVULtwF}Lf{EaEza$%7L3HXeH$jXm zeJQ1UD%pfX#+r;tWEiPP3B8G;2C)jcBd5*!&r4dMu3o}tUVa2B77poV^!;?U#J^DQ zaKzSHs?fMObv{<<0E7cLVhEqpgvn5?7Dk)dNrpMMriZ^K?CkYApiY}mt=v2=IPLB@ zeCFkB?V+?e*NNF!xg|d?HN2=StYmE59_UJiReg1_6QVhBWcks(*sqjXfafXn2-&GM z5_KD`C-u;0*Bvm&^-#|`E)K9$*8kLIWMg46Myk-ybIiI)0Rj#r3r(JhJ157@V5B7V zCPG$kC=AnoE3=*Qk}(fj*&`X?KNiFg2(h*Q(R=p9E=m`uKj8xjCeBdI7pG$5;R zlWE5V4_GJ;@Gn*@P|iXwSGj}3x3AdFwrLM?MpDQeClo4 z{T0~qhUR|`3gFUjUNu~60J)=yJ0Es1ld$EyKrZ}ALP*#ehh@uJPQ{aXMptL|(v!s> zG(Qr}NMLq_t__9Ycy19!WE{&fWov)hkwf_vGhk(GN$>QL`!D3RJ&hQ3M%ula3xlCj z+nM+heMnEZkIPv1?xntYzxuv%z=HDR{xcavl9ex_1h7yZpuR*cPVp5(-mXFCbNE#M zy8`w>SS-JLVuG;X1hzQpVD(>4x)2aw+6ibQmM=hTFCmQ{oe764I-Cfmev;>Tc`r=B zl@YW{KPnktUK44{_|jR^5A9X9ZoHLt{Sjpu!JW@%V~kM2P8rQcs^8(1{9VRT_|-&P zB~aVc0ly9JEX%DVYU4oP=aej4i{rG61K1H<2kXNqrH7Gore2lARsOXb-4&oG!hxGR zFINTTJqPMUiK{bUMN?GQP>&O%F(?M{p5?g8z?ym|&1&JR^%qFg@H(ntSOm6QQTc+s z4_6rirhfgFJww(mRmKN5ZIp(6s>@Ow^lrlA)n%QrMH+vc-5wtN)d#^`@pUu1voTx| zap^?MXOsqfwE~~}Mkf$nLlD`gDG*)L0-G|vM5#cD)CY%s4qf8XbLh-Qu@E&&I z0&pQ}sphVxWwb<4X`~A-^E50c^(?lV90!qDU{`h%?z=K5?I01~XUn-A^g6hYX+``s z#T{67{nlJMe~$nj^0NLCpYN#gx^%Xe@ffbzEoBa`Onxc$`wUIPbt%il?2&)Z;f!@Y@4DSCQKpU(brD5>T6ZIbyvXei?IAp?+Y8!-nPuNjFPf>3W z`@t^BNA=p3VY*#T&{`EUqROU!_Z`B2uPjWMcfXB}7-;MW^2-T+?NiRuoI@=vc!Jcz z7^k|4R{%MB@qFD1Tf=IrtX@l6cZ+oQA8dOFxW^;@=x4usWH=|&?D1aT;|TNP!_Gpo znwmRFChpM%tl=58y(g`26`=?hxNBJI$5Toe1e=@)?)bg+YZWMo$C#ZZH$AgvuESf; zK1qt$-vx90vi$to?I}cMc$HNB-PYrka^;v4gYvCM?^@m{QLDL3$D42ciI4n?vqX!C zP3A{X0kGq+y}ZmTekas^vwMZlXlnu{nw+0>97v?SQq!w2g_b>_XeDQ<9^O@S6V_|~d*JPSjS2j0| z*N3O|ME<2-#dOzdtBup>J80BwH8k~!hkN^ee!<_0DRBc3GLKrATXf*l=(A~Jc5e*Y?9qx?6FYR zp1F&hK59bs%8fDB{_zi4A1?}#Npz)Xy32w$6Q}dRv~S)j&IuyF65NYeb2cM^3JE@I zBSAU44CF(Zh+^$Oz!E#&brG(?PK*T5<8chsm&@op>gx&`c+O(yy6-6gwIw1<0cGZqf}KO z3bw;@uG+}-|6H6W>7eLX;{{FqJ0t&$EEv%|RhCN8 zjUq56A<~OjOK3Lmt25iHRcxJ|0b}HpAG3W*BQvE@> z$*yP`Wj2n&;?*1d$7k-(O)CurO4zS2t7J}oHWM)*x((8J!Npeq=S`-A(zD_tay#7R z0CVFex_v`q;!^)cHg)_F1a63JZ<7YkRtxYm^nS?U`UoR+?P;8?z7Ko5ZE&>4%4BGE zGe73_2bXrip4K?O1sS|?&z#mg%xZ2?j47dukhJyWsW<%>pg|A#P}C?4EWg2OjHLbp5@V;o4S8#q@S zD9{KK8Z~5*P&f2E@I$w?u1qa8G$g3@RqRzH-G0P27)&~wf2 zL!Q0C!ULwiT*$f%THtD3V{tXs3)E(Us&qrBwRyKA6f8ee_c?8XuC6)T0Q8@K_@Y)h zngEFp1k1Ng6jBxhMWH<{=g9iL?HSyMvcvx8Ytv$WO0Evu!pBOng_iPzGot{ov9kZ) zAx4qvh!q$!+)oJl1N5M@wVx#{4y28KlKwExmYbgV8xVe&VA~K}JBfukMsqF2u>%1= z8b*=uVYuwQ);0RlnMz3E{EY`6I2AW1%NsPhd}IOvlEIW=dEX3V2zFzM$LIeq^WUaf zA=O2kslTKn-Z%jG^3agtX3B*wM|dyvE7*vs1@Q*^?AD*YbUk!9LZ9I98URP z*Q|5w>zK_HF&f7YFRE=Z#$|6DySANt6P%qAje9n|kh6`|zgWI~P4q!if6NR+!qE>v zuLN{l=#U_qi6POq1+U}h`25m}d{#a(XZIB>h#LulR%HRYQJnfBL56C;6=jcuwAM~< zN~;|ShfxiuHsfEL*i|!fle%&!Ct|5BwIxjhb=MX;3V+C}BFB|Ej7uBVpR-;KBpZ2} z)*B%lKQXT*iUU9CnZ0y5)V_#4h{iH>?<^?&pE6?S}-VQ$}S3 zVN|!ladrQ7o{BauIZiF!T|rhZVyDbeQlO{&pywz-Il0(c1f(e*AP|bDw%TS!1V0}b zchPxVe{MZ`N;?b%?El*TIDa~>|7X6%_P_Hjw*Q%LRp?SUVyFDj#V7#mY#jgh(Wp}E zv)f>T>$;|W09BHb&L<H%bWhg1l zjId2{T}kqsx4&w4FrX|OX7(=KKGId~K(TAGSK`6(i`tn?al|avFjjHGqN%nW=O9fF zqGf6eyoG;`qxYgjs&B|_vk~Cy$|b#j8R45~I02Z8$!IR@)1!`MjV(>!GHw!aQ5&YO zgQeF~7+3$hBwKSFw!HW=t#cov^%slVMh;d^42WEO&!hMfP+IvsXerk70Lwl0A#WD4 zKFTA{tcpGBvtK?>8#s9HO`=I2GcicnjUWFfK%JemB`29~R7P7y;DqG9P-~^M6()zx zObW1*WR<~fDp3B%+VVl>pFN(6;3*KsLj9}^xxA}#A1Qn}M0|2TP1#^|E6@3j1-8RQ ztpgV~Z43!q(tSpROem|!x{z6La)kSJK?7G&^F(svQ{D0~n2@#prwg^qZBqH@JQ$na zFovuZcn8c4VLVtf@XOWt!yFg&?K{@cvLkEje*G`I0Sl-R+;rdMl_cNm3(|JUn&`^` zS+v6RB2#ouSg4%97Sf{)(_DgwXu zDB0({o{<^=s=mG+^8G%@shD`uz|M~Qi0(+U)d;OK|u;nW#BGNon?sqj|@wq4#Kl6<4_% z5_oc%Cc8V#<@cm@u6p92nLlV8sOXT*m?OJ{SLu{x`v3t1Vh;Rs?<+#2$e!FLZw?k+ z?(d9f&S%JE5wmuE_-89u7YFpma`8NJKAEo!fW}obmbdPSF;DrZ6`+7KZ+d9|*zvZw z=&g$r7=z3p>qa2>rlbpgTD6@stc#G}dfLoWjdP_Zxs+sRH+{#BUn{WGZxakv} z-ft!yb&6{ut{9!=$jav5sZ1vDu&Ai~+3bdjplX%?R)nn?Ttmb-Zze~iMq&*VO1}7? z&sbk{XTWy2XcnqOa-BD-jMq$xMGyp{vq3&*di0GyBV(lf8;Xsa{wzmKv&AtR_9Zv_ zbp#%%&f2sX1t{L+6LNgXkV06FZ|qIb3GlI}Prw(Ds0J{E-28F~MK7JFS26O^rs~dk zHg6ivkw?A_=C40a$=)4;QY6g>VFr4=inc;|67l_j5xq13E*516tY?nMyMi zi}N6vr~-#wq*#6@wt}UNNWr7ayf6U`dCQa8*%SF-K^o+eZz@~Tv5+HWPSM={fVFH+ z{X!zh?P!yd{hHUgp9vt_i9K#U&y~G-z4$N#gr_K~1N=saGT|ucm<{y#+sg5VRcHVx zxh@d=U~!CNjz_%kKiE5A>H^*}LSkF%>GG^yi;5ob&HNN%xs`WP|TAHb2C4sDC1qOwb#`m(l9#ik$@rIK=N#y#g#-J=V1OmA1g?lZEe6y(D>%s z!AhTenI#2gQ^;H_{7&V1%*?G+CT5$X<}GnY5`#k;8HFZFH?~Md+8qa$h&GFBHCXbm z9@ApUq9MAOROzxKAEJ3l?z!QD-4WY?-}(vu?~(`HK{8Vu^Mt5zQ*Z*P|+}kCHtsKhFITNI~q`$wLZ_EyVl;JddquW1$nd2oeaNoi}AUQ~QYF z+7S#Bx?*v;hNZ347r~{%YQnsTPetD5?tGn)3}2=#@`lY0Kv&EhO+NtE4r_8*LhCY& zMtyFqg+L3m!rG_;Zm?f}*-~hYZ^8tGd6ZkIz(*gF&hm7X>!WwCRBHUIJf(V{VAWMR zI}GD_a3d2CD5j&?lTiXIO57Pa|G+pb1vdI$yxPK~nhjTlBqxf0N=H&-TdQ9fHR!Z~ zsXl$C?_JWbj(j8rPyPn9+M}i*Y-{6k3x%jMw6xiX$Mhv%_?|>q3wOJNaL=C(vuf6+ z?1|Z#g3#Dz3de4C;Mslokn~5YXd+5F0meM}XW1Y*48#2p|Z%wQqTi#+=XIW98*z;wU!}mzi#PGs-2`wMXg|NRs(c`|O*L!Zx<7)&fPFAYgy`f;Dw>$=&0mLvi_gOwv%BFWS5BHWbc$M|DyC4(X&OSqlPr{e^mW=a;4O=Vv%$ z=6cL`Q{xbX<4@Q}RiV6c1D6R9^;U*iK7}}!coCZYfo_+0W^^#C`HKLPHFRVp+%Q<= z>8e#LBnGr#H6?)bX#)aJaHEMYUQvOKaQL9UPhDWdjG>83fx*Xb>0kaow3GE z!B-$x)m`11jEK3UC<=gaRvVR&HO7qm+}ptKj-34XZlOv*G-y3v=VoZ&`v#k3@?<{k zetU@zsZ_$fk8x#%TKV5ENtmYJb!exTL*aeymFMUuOQ+g7HPRy%eMdH>HTsl5?5n-l z^7FPM2%9u9a*Mq@cOxBPn8Qeqmy87;3q!+v*0XkNx$(&T>xF=>=&A_oW*K&w6FNUz z{Mtr)zv0bcMwgBlI>t2olzxXElR0i2O*w^$0)i1bT-Uz{j9c8#AMWOmT5GfF9&~5{ z9zE-{x?tdk)E39PQD(Lhwy-3yPnaeC**Uq8l^kTYa;flglfD{VImH)KLe$|BMtvKV zNiz*ob@^&tgRp?MH2ighzO&*MkN6k5!{JXmo4N|NG|L*~qM~nwy@YZSt)V}t3wYU6 zuUw>1jhwY;e@2v2pv|iQ8W%$#Vwwic zpx>kjYtQN?p$MtsOCQVY?_D@6+PZ%UH z=5DXaL!~7$w_Jw(sS<%IUVOrr7E%DS`UejG{U;6RMy3SiVC8HvDWNccK#DAa>~}fi zlr-pm$IbqOBKMzbKsdNt0w!<+U_d#40;>Pn9sP%Gu@?wR_48tLq%c3Dk+tx(QE+0V z^li{mfO0Ugw`9&yXn`Q0A;Evwk_!S}z<(U?%qhZ3KbtLP8VGU#Gb{K16RKL$oQff% zg!@m1KY(O4RnT%VOj4?FQ$0=R@4&-PW69b;_T5_@ysFZc8bAA5^k0h>c5p1vC-ZmE z`yqeF4@6m!uj|PRbGy&U9>J@xuN#~0Z)$9Z=2np7S1X{-qJ*j7X)~(h*Sn2GXM#-F zR{$IMNvqgq{sc5CV5DDgq`)D)5wvF0aj)luN0KUt=l9)q3pI(p&ci-lCr?W0_dBa!tKUY^$inqZPby&!VFvVoMTsI^ z9H)v9EJ8*aNn^ut`}gDPQZOg2+LYf>03gBE&9L~;=Ao_(fP|r%=d&= zt0u~QRqnE>_Oj!i^g{gJ>j#vfoQj{9tjT*|20gRxx$iL>#t|?e9sn>*vbRPf$r$7g zQsRK?KaEmF$Y%|Bgo}!p7W#eW1%S-Pwz-kz!R7va3yupF=B zYxC&JBtRd+Q58E=}eB|Xr!EM2MJ-yH|1H>&xoJXe@)VQif&ZjNlDe|+YX4s+JC|7&G!mxhcz<6|{8T8B;C187SR11;Gp zowg7aMbO1=SXGX@up?zJtH#=zL}QR9`YXxg?DW!pIUmIlR>~mkkN6Kl918s+a0m2x0dEYj&OdP2YmVZ8BWU;wGO65OQ+4O(vaFatD8FDm z{28a&#PrOhL}js#d+KCY!-( zPFV=7sJd0J+mIBeQ?klH?B-{sCg>b&v)kh`TWh z&LpE~uFuq0NhdQ@GvN(c-|Q!bxceKJI{TND97(oJ?!-!y~2q zde$M!RuXowaLB#OUg9k)ui9NNH9q3#tWC#|l63xMA2J)L;d#JjalKftlAi0<6_7`O zf@>IWl8c2x-J1x2n*q$0JSFq3s_n?+kr4VJC;x)jW2C3$*H=NHzX`yR?EHQH#HR>)+YB)eX$8pLys*cJf)&+H_{Tqx z;ErPI>o73Zyg8HVBt#$W_bxj@JV|zVfpWRd5fcP75o*>BC~X6ktJjQKxgQvN-I<Gm8s#f$Kxk=T~*+111@A=~M zzP(Z^dnLR={tn10XdeC}1g9|Zz7w_$w#3q#0?l!demm+aM2O!)$jJGMz@lx2skc21 z`@BKynOzfY3D+J@Q_&UncBrSB)zPE-6rV<7RS}ku`Nv4?YxtrvBas3Y2OeZ zL)d*iHGjSN%%N{^y#V%}buVyVC!}=H<|!XTcRl-CVF{|_`U~Q39GubrEXnw86yz!I z;Z#U~Ce4ZJ4KBE?8I4oO{D?(ds(P$kdZrG9dfZ8pw&sp>vFmR}>4*el-f{W_4~Lp8 zO+y0SO*KYyU}@+5(;))MupeJ3#JwrF<~qKe^hw52hVt^Fg`5~yvin5SjH4ecMgc{ zsBrn^b{TZOzt@d0o@$j1!e;aU1s1cCkheQ>bY3%fG2W`k`q(M@_lhKp*#D2IZwikr zXt$1S+t$S9#I~JDCbrp`iS2Z3+nLz5ZJQJ0&wSrG=lSpU?%rMdruwa_^)7s7eW(~J z_%rctP-@?HmK}ISX&M>`8oVgY_2orvH<%=p}5b(G# z$?;Du1~Dm7(bzU4j3+mO_KoY}GHs5chBSqt z@y-0qWGMp=`s41&`2+t;VKwh>$ui7p3pnpZhX^=bWsXNk1BJrfj1D=j-#%c2y_Nc9 zF)0vOF}HY#OXibKu4;bte95>4UeeX&3bh5`uemM06$x-ZjZKiaAN8shm4Fn%$De;K zq5Audy5RhR6UA?5cCmZYL8X34sV+gNd9m;+RPvuRW=9Nyv9t={AXDOPuO)tSe@GElk&%o}{-W4IJjz z!{O8j4IqPzSLuNXPD}_!D0weC3P4hL2ZqU_R>8z{7hJ+5UXi2~EKewh8Dtl|oA2pWKvF>>zHvEes9L1vix!I@e#nTdI5! zzFZi(bj<`|Up4TV8cedAC!;XdWSW1+5EYV{o}^L?)#O$szWcqL;0|Jq4$v(f)CrF6 z)&@Up@RhOJjgj-yt!%()LH)1TXV(Il=q%@2i{7-y@MVzG4aN;;1&VTh_H%wPh_fU- zqoupSL3xJdrtM!$tSky2ZLazo!cMO`n!GUxvG&sN0&|RwN`b)UCHg2-1q1qxat$z% zrJK?LwrpI(S2f?98ipj#O2GK5t|5V;4Y#A0qZyAwF^x%7aMHEZ%GJzYQt$bXeE>EH z_xTRI3Ln9b&Kt^_Z+=62lK5UTjV2HD3Xi&nmyw7R-$Em-!}_PS+L2dDa;RrU*n$k`W2T%8vQ9RQX`{xydayVS^7 zdi2V^JyE(V^G8)nY|)9UBrgreBY_>|&tt+8?2xt$%)@nf2xFbDv1cthS-~M)Om7y3 zj@d_rZP8%gdFc4{09u%Vi+$*%0wkrkERy#VNlfr%AI&GZc}D2gQ-TBeZ&iZ>)#~eB zQPsbX^iH1}hxm@J07S}S_q?E)8SZLC8*=sQa<}&7mzyyOTc1ym$Yi;M|MsHI%uQ&& z;lRF5ktqF;eo+6;libYzF;4;I0vh+AQ8xcQp&G;m zh8`Wcd7hp+8UmTtZ+G{sLo=#c=p7!5!UpJALW>T>n5UuzXJ=z+u3@H5ghX(AgsSNh zdb|I&Il2o}_P|63j;#E9fSnT<%Snv~DB)sG5&h-%YqM#%@;Fy}>VCfO@>3`=o?##{ zi6ksF)nqV?k)C2;Nb;1$H+!DqMp2&V+E8KZW1#q($9w(r#{u{ITY7dPhOz_);TCma z12c;pbSzm3H{p?xVZpqN488%fhKvvElj))6wZ|2i0oqpClBk`(yG_c?tC|5GK}X5NjE*`h7Y^E>%rCw8P%zK6R5 zcj+&qN^u#)Y5*Z1+fTr5fg-Q=WbX9-Wd42#D6$vh?d6wUfj*jcVq}5=;x@Yohi%NN z0Z&;ww{|b++Y#c4t_vr1(R#1XCGeqTL%7t`q)d}v3=X&dTU##E##p{3+&IE^9p6BS zJ$W@8t2wPr5u&iMX2zY>qCUN<_Pfq8aEpr?Q%VGgB0c3#YTVPANaSTH|2=bSxu$j9 z0JVI;_p}%r)mTi1v&3B4O&;nEYD7H=RJ264Jt?(P=O2RbHLvXf%qdiM)iOetn(j5wTCh<`kXc?RsG`Or@!X_N)E}{+z3Vx&) zpwvCG0iL%Dt)2WHOPrFTi~(_$^&os!Z8>&$Sn^V~sBrhr)E11iDsA}DlQ@(%0Pw&`_N3`-vjvt^6Xu-NAshPm^p z%Gm6oATM{yK)BwBRwIHkZ2-inipC?L@|7PnZe|>H+cQ+|n2nq@_uWOTh&=V%T2)1H zRx#lxdP9|JwH?Wu#RUhQngDbq?1gzQhjDKO0Rln`Qu8@fF@clj{rxmUe$^04mg}=% z^{1GigTbAV&Rr=wFzW4yM_^AU<|~kJY2ArtQg-LBo2NWaaZk|#nz{|W@FpWbOU7k9 zGtB|S!(BS>GV`qFNh zIr|ViC$+Ez6CoLpLCxlmU^Z2O-`w`w7Wr91SGp+jsX1Kb7t8f`qHmz)vKl%4*&UcU zGp@gnZV5W`$|0ka!4f}nbW)rE_0Gj%3km?~nTMcgfG%mh+MkJ@QV*N*k5#;#%pX~U zT;oOaEq873+=8#t&za0epuah5a>N`SO#F_*K3m`ATYO!-?0-aKVOlTG@oA(%>caXO zc;k+{&sfH9dfH&*P|RkD_U!Vm?DlMM;(-`rt|vCwXP!4XDy_zqd*r(SQvc>=#wsA* z#Tt)^a-1pK0X0YFESp`D8Hr2MTV{W;D03Gs&qX@wl$e|0%4G12q_C?eIbwRcw)A8y z=cQlc7|)TDThxk_6whnbWZFJAV|PJ>xgWIIy&eW6{E*se7L{GGZutyFNbFyxwX2ep zhJRWF&jG@1g&eZU7}jY6cveO=6#b$nKmth|0OgX@ z=}f?O@Gmni9uA;`8#N9o|F3uM8+J_7G0S1k)DEG_v*~O|MOAzZ2GaTmp+08 zcT3prBgvdCgcN%9=+K#p!U(}i?_hzRdqcXcrF4v1=P8ty;MpSih|Bo%m&~E`BSveYhPK23stE4RfNY0J%l4bQC-8<<7Z1tyd{k z30)XVSlcSPgHLnYnUQxVZhC!)()*%8J|oCaag%I{OvlsY4T7vt(4~puBh78G_dTJi zp>JI2$Kn7sL~{67DXd!RdV5D&PilRISLG|0RjbrJE#1qgNta4^5L;m_y1sXn{$rZG zaYs+~yhEA4ihZHtyk#!4tJ(JVo(Er)E#Dx?LMfJL&2}>JTlFjfDxHlJf=d4gre$|4 z#vAC12dxriiaIZnJ7Fd00L#vl{Sp^~E%oukKe7Pl#^O7I`-_MzJaRjJ9%0XUu)Cyk zLF`zHU$921oYjNmTD?w1Z`L2XCWnS5ghdZ@G;K+` zZh`{NkePfO+6?idJ<0R!GDCCy={Ea%m>P9)bvJt8Nw)Y3qH+CywOQZBk3GO4($~V( z2PzyAn=4v13UAen_ie*BbE0ZF=-AQ7;zQ1m z6fHH++S@Ph=?{?IUQ=RPyjgx2E$A1bF(#X!TcwOVaiGO?6NtsGamC|2Y$#b4D z;J7!7b@)6HYoHVm0Y&(!zl2kqKoL?ZDxjJJF$xgLn;MzODDMCEf28#aUZ=*7pTuQA zj-rZGI~!hFAfGoizB&&Pz}UX=}n_<$Ph1@Uwmj>?0d{QT$*SZwv96fl?^uLqWUQ?qiu zot-?MEEQL#i!rAdC>Lv%7YPX>Gx>eF{B2P+e9uiKl7j&Qp^l=l@gK>-k{Jv!C|Wuh z(*>gYP_u$I10{UE66j0$bI%q`7ycr>EI2N2$u8@ADQKb_(`)!Es-Ue`&~KA#Uc!Cp z^^nz{c>ciZZVRCriSW&UOUFI;yG66t$OV;V zFsE?AmnS)nM-OVo^bEZCpRXDNOA?e8!#mqH3zhd}8;I#Fb`P*MB0*+GfD2=ueu?gm z^)mt=&bI}}gd*yYPm!yv)sjK_dwjFV&F61GOk0&=Q3&->M8K2yFs_@K=+Ohkq7>gYNNLzA$?%`T==FEU#9g;EyeMH zb@TYhn`RFziNV%8n}n=$H;y*(`}&OFx(_M0N#Frwk|%}KTZI`E7a;_HQ^}-IStQra zHbE}ca_yM}!()Pq=~r1fU-)*c8(@wt)bKPFV6C}Ku$IrZq_(X~E+#t^ubMZhewj#O zfiyPgo*gn?vq*v2YB6q7yk;7*v4Q&}`{bWCG0|5Q{Jh3?tBh2#<$?eh7vFlq^Cev% zn8yO>)=R=WcqUZ|SHG(-*?EVoxfzpl7T$}N<~bkEtYX~ZN`V$jF!6bJw8^vGb%#_x zF0fL&X;l8bnx`yUb-3iOU2RZ1W%tXw*m6tMZf!+8nCEZOr&*-|9c76*#&=Xb8K*SJ zN1a@aDZNqSK}K%~)+R>mP8ZJ#0ZG>9R9gdhFFh^(tPX4*HrNBI+tX$97=V(~Ae7$l zv*>6ndm{!#07bBoub3)XY6GFm70cIU(@U}vu)3373P)$ll&{1(!4?Tp=_-C3gRUO_|uC%+SXr6B260j!VHz_i7}0r z@0?>$9uL01)XLX|gjU=jW{(M~`arm^ku|@8H87%M;g2U1a}hKVxe`(Oz?e4n>-2k& zu5mJdkeDhi%2bBwoR zmyX)jxoxak1fk2q2PGAZ>ZI=(haurjK@~RJN{#NpZaRojI3d}!|1_K5cDG;Fgsvtd z%?T5;TOA}dOddSHtK16peLgX4U##i+PXz~N(NiNdXBvMsv>{lzS=oTf6V(3yOj_Lu zX~DQzfwf;jpUvHo)P#)xq-az?_y`DOK&9r09X`*$?3^cX`TB4^qhscj11Ztl60&eQM?_y7r5EPTvI|1r#rNC zti0)RR$KIB<@yR`Kl0Jd8ifGf?1S+vf)~8@2%7|(>z+fXd$BhxT7~+WRDXs5Ujg?& z^j#Pt%tXyAZFR-kJ6i%+Tv(}E>CU3%Z(1Tr2goqjtV+r?21_Sb{M>wS3rvPQzVmz~ z1z(~&kA3_sJlJ@AH#|N2;FRO#`?j??>Q3_a@osegRUqDe6k2|>l!-!~iTOR=(s9o}IC9;ZXHAfYo8g0pHZ!1zThdbFeGS`s{^%RJ^q^+%xBQB_@ew ztL1aozbP25k)EEB)soU=kYtduz>^K4VhX9_-|^KeK~A#r#92e zu#0kXczLF<5A_uS{2lS~r&FJ?QP-d!GHqpIM&9oRzi=p}#0;MV~K_Y>;Uk^n@7K!{o8 z6&0fJ^_%U9p2u=L@?MBf^I0f*3L5s1roA*)1?mzm@G*#X?eC#r#UN@^=P?uMh^rnk~sik+UD|$J=4G8^SM+SdKHA( z&p-*Dhj2$wgDjvXhfk-!Aqbb>I{!gv_MF+l%ajPbudg8rxp>@dNUi-nSEd;KSZRX% zD(J5|DXqIFh%n#g0PupJJA~37WS+)@v6&C^L<&gL3$YV_={?&YBqhR^o1eMXFX5}C zlObXnu|1jLohd+4XV=I!#THe+wOTYOaMnL*cVo#b9YABOY=LvH{Ry|NQLv-cf?6Ez z5c?XD%7qRK=ar33X|CP^8P!|2jxmCOW&eWhmk&V7T%QdTwYt07E{SsDw)2dzTO4q? zxbU+5eZskQW&1XrmwKQ#iB6-a7=PX%P{ zq(%eSt?{C4JbwN0fAZ`j5DUi*K-$5(EG@R>MXW}*Sz?bIeti5Rc{ZqX)l!Ma4kt@l zO}29*ukzzCM}KxxOnpwC18(M^JN@*0KI=K`x2VA-OgUYfjwKkYkusXcHb6E z;p2T&Vy9pZ??QrlhK?$Hm@ybp(&QC54^6@1q6Y9GWLZ*%yq(#zv%m#dE-HXGfa%3a zB4TJ+U`t`CR<{u+LbeJKg8twBR_VOr*Po_wxRUU{b+SxZO|H3>t|Y3$ z(>o?;5&MIDQMDh8?>-i=oVDJo0Yjv%>Wy!9^UBrkej?xo(j8fSKV%LfTg7suv9|J5 zlAdccrn12H+P`x^Z`SSa;+i{josY0AC8}8>KaQ#Ka5DW_C~VtAA$+}pCbvWy2N3w= z751lq3{XiO0%3_5UYzh=EIawXQEkN{#kR{k%0T}Tn25mtxbOkdqPx!V2H13}i-zpK zZ0G=)a(NVD(3Kb|^s$XbQtjaOavQjvp)_5`-e2ktw6T z^9Ea>?(%TY6k5;#he30tIf?%;rI?oCnB&SoNVWVdM)Xv33|G;qx|m^7UsPLh?h(1q zu^HF10mTbA@I#o;;ZRUC1S}bBI{rX$%*j-mk{~#)h>gWpDFq9RA9S~x=*J_{kAF-@El9;s~WOwt9E9pWmYJ5(IiEw4+# zQlpBBJSRWENt&U;i>Vq^&GQtrq{1`lS0*n~3_h({!X886#z=G-^t=5@WYLuQG8Nix7B`u*={@c5EmBSdMCiOOAAyB|~BXkS|OW&&}tw!?C-)T|z zw!qkyy=cWUSo@nu=?5gq{W4$p$z9g0+os!Rq81Ig2RWKHWY4NQ3#^hpi|)KFum_9k z{v;Dq-6;--kpPo>LQykh?^or#R$i6bnM|+ol`HlkY==;!3xMl=`Y&DL9M!I8F+_eI zU4^E(9za=-rLE< zrxj7z>_1!!D9%rf+MJh)`$gPgKStI< zl@|CVjwGHA>9w}loEPG1b5$r3r}y$Gd&*tmb@j{=fl93B5?EFpHe|YSm|9I>-Z%5QWU?LrFZnh(L;s6J60zxL+ z-q}yAZx}?#+WwkY8PBh3L^_Efo;|-pPtj5hBp%9Hu5ILM%&G*`2abHE>Xm*5z03oP zDIRNwk9k?L?M*g^j7W8lJaa1&E)M^?0s~{ddKs!+M4El~WiF8rOhb*EUYQ{CzbND= zScvv6ouj8}zw&?qcaU*MLArevqDqWk~KocSD!en37a* z6ZALS+Hdj#6e9C?7f0w+GaXiP-oj?@g-Q(N>hGW?MT%bu`;_M1kQ`FirI9oZ93Hf2 zL}nB3dNXJ~&sd3nfcOA(WASrUl8vS&rm& zaOL4sTWH$b0zCkeYH<*GFYorc`0bxCa{^Y1Ee^A4f+r3r7s3fW6aHbrGW|oAs39KH z2+~G;nPNAnUi83~1(k~^E4D}j%+jeq$vb91jNkBfJYbF!0&40yH1}ANQpEdK!^K11 zAnx#G6t1)Ntd3Sb`EL{eJzzqQ6ba-mHEzR+^VbPtAXAR^*{+E)-!}*)FjjFHv&K<6 zQ5;jH-svJ!?tNCTN*6-E5saGB-#gkhG5jh%hL3-F87?&NFgE^v7%`cDAI(@#?ZQ`SYQ3YQdg{<;2t#r6#^bnCD z?Sl1|#>;j0vVle$rpEm`lanW9_bzSqx&UuyF_6N3d%e3c=C=G+8p|Uq$&D(yiywlO zKf(X{;X`EF@hAqXF}ZVvg0?p?v(-5}5D-fuD$p_SZ6}rk9LSZ3OT9o~t=c(OH??HO zwxVjh$zSIMyDBYqvAVWF^@jqYMB9+9L)1{G)A8xLm>W~3B&$_;TL`F&acgz)>lUP@8-P$GEPVODD3n4<~~Qs#Gcp*K;ad?P(tu6n> zytVf~VZ_sb(^S^J>-a}-9p7TWk;c{ulG_vpM};eupw7wo!p|Qka0wl&|0NQ;OXOLh>1kYME4~i&ta7S#t+qu^#-`S&|*q){-;V(i$`;Fes3=>T>KKbR&;jAJATe zN)rEt`Zzcfa)~H_Egkg8z;HtvHt?;;i{@@a8XiypcrzC}v?$|$*n6&F3T zsIc2O6T3$=y&Geems6wyo(m-BjVi~SQeC$nKeY%GiZ*uSAO&sGeVm{2AQ()H&tGLB zi^UAzHBVjrL!UmgWDV%ERbG#NeRbHJyvR)r$Y|G7>kmadu|xG@dguTJ0evjkB!+4_ zQTt2)n3eQi>NBsIT*6Xe7AOy_E3EX{EhHiKEEWk1?Lm|D_CpQlNmC4_6z=w7ux`~> z{Go`qG+#*S-5gk#_V(rhx6bNSdVdd^5T1C`g}hL%(x3*`5)8u_g(4EDuK^ctNB|p} z#h$kIM3c@QVlZ-PPL-0Z+~G({*xDaojv*`n%cScPffpmRokQ8YfjoZ$3Kvve#yQ3Y0`g8Y#-K8JlycLHaB#`)^ihh`n^PX(joq2Q2C@4zuD_x z&L|dpOilZi@RTO{QF)#AqXF##{7$b)7kf0xj(+HX!m75cIlL&?n&dtdVM7@V3Z+5VwF~bLfey61dXW`;({tTl@fUxKcfD5Ae?_2+|Yk{lLH0Xfnb+)u(N0XvBCGbk}*6M8~RjIeg>;-1>~k@VPbSPBUMHJ)AD}Az+BwzLo+_@ec!n zrP4oU?-Z16#X{MDGe1we^r4%GX(3~Q~XD&zX> z8AU5u!Oz|HnW#wX?|=AFDN&uZPkQ35axTVx0;XMk1ez+v5qE@RFr9Y5_(9_ z*CR{L`J^y}Q4~TGs`O=mC$qG!we@ryqexaBc=UlYUetKUSk@^Kk)_&H+g|(5mfREy z<}F^9h;GwKb*g%ajB@#(BO7VsJm=y`0|b30Jwi>(?RB;_l>h^W2vf|k^YgC6^t8X5 zC}_~hFm|i=R{GAW9-!zW6tZ_&FaWPcA4FR&vArGWQEoB?ur-^Gh>3UOZi-=J^g2T% z3p;|y#?o@CGW2l1ZA*&Cjs_$LQ!?kiHC<>=^NOccQCv@kuVoD;?4y0$9#uj`eC3!6(^W2LfYi=yU&j4bKM0cPMtyqbNENR`)1EzCf zrQGx0#pV1mxxp0D5?G^9B{@TegNj!Y+hjcSMN;HC!b4X)7>PR)2q4SdaJCXQIrfdI z^d>ai`%qK-fA4FJ(vmaykabx!%Ef+P|I+B6W)8|(DKH7M+#DMqUT*U!O5wGK>fJ4jQ?T54l_WmB-pfCAOZOxwUQ~jE}HL^8__8g&65-q~v+CJli$2;$&oi4&RyrdH^ zxU9}>-=Cina~&M0WZUoyi!u{nn+9&JgttI-v#|&=4J^^;+NT}3HIsmAChf%qVRSF6 z$^gjS*akliS|KA)J*^->3qF)Q<_6o8v$oTqH;)P{_SFy-xC;V?7X<>U;^cxtWFYdPk~TYr}{*?`A*uQ%$fdf(`W<9mgi3ewhBu} z?ukcHPbASW7<}M@lvPzl)3W6B zEn?_Bv;r%nS^jEEa*xIqK)t81cPe6R3FCLy`}(o)#Gv9bM-=^Y`OWSd?;Xr7RDi+j z;7@7C*)z{X$md_b`#?wGzHyA|WOC$J^r~4&)e^-jJ^E(#`iO)gqo@y)gyeNfEHtt@ zvo}^%3~t0VLKyjjjcubqJb|5q3R8`49p>_x+8RU_bvrtfRI7kPh);4nSU8Uj5sX;5 z$~M+0&?@E{#RTeOFZF&bpCLYO83OF}8uEUnueTifQ}zeVEfL(@a10@J_RL0e8GvLt zK1ZVaYY1GC9lm~J&XYv>qq5IBhxFT97}^gVMsK(u{Hr? ze~gd><2A}Q+j3a(pV2;}yCh_8S}SQy!@5keOP91iZSLsqk12mX@sSYG=iLDedkMw4 zVm3spDIu&CVQ=T4J?K;0#+m>wY+>9AS(F9zlv~FF+1b_^a7)K-p=APO16V{Wnq0qc z8z0kq=MW zMxGSLeP@Hc22a|Bi8N;u?8h7cgh|<8?0>)i4}6%J zLxTz!iQfC4RepEA7t`Vig#?|XS>y$4f7&+2S(^ATachdabfSr3ti!a({I^{nnz}fa zwPyug%k!**=+hn*%tz^p(9Wf%&qwRi$8+cNH4D2OmGbW4$1-zyEiGqdY*Zqi!~b3@r`t?8|oIdQ0mB8E+2 zW6VZ>h!Y~+h+3}q>6z-pQf>5!W1UY+sCcw-P#y2__k*!rtPcg5q>b#yE{?ACsdCAC zF`@lP3R@j}d5X#x#|pFX?*x&W_H31G(zf|j&oV`lT=DXU{c>1r(SZ+lwb&;B*&h{N zwjY)%%)j`t6b8L4v+$BF64#k;-S52bEENv3*urOw_!3m;Oq%oD$Bl)kg}nECd!d$3 z1_==o#gLs zYFdurH%#rPZCnj32x5NM);h-(3=O>3k-}UfEGZ-(zW1scWPF7_t9@^MtWN;T3p5&q zn4Bfo`G(;$cJ}*2uBbEbfgOYVLIN7WctyK5@8~VDp|+nHhlq0)Ou*JTNM~N$3iHU8}aWo)=2;1y5c4{bd{J-5*N7gTxwAlL@|PRH#K>N z7#;ibd&-Y8%s7I2W7z0G`RPc>U5^A*s>Bl|N=rynksZ`ic_YFbIBFGcM2DaW+ndQ6 ztgUW3>^c+J9k_l8e`wZaz%X|M!7g_Sotbi@kgHM?B;*Yycr~a6iiZq8DruZDcRv&= z)L|G5Ven|VNr_EFU1dm(uUldzsd||dC7TpxQ73bZS{jNeF9(DI^`7mzQD~g!BKEeK z!%}%C2`A313)%NczYIH6W1|mapB*qq`)=LM$Yv+D%~7tP=JcHh0D&!}U{tRut}T2f z$nW)FwNV~X&oP?;vDiboIMOTbIt1r!#z3S}N|~Yv8yWj42oGnvZu~pimiuu;8V)UI zdAnnrg?RvpyCzan=qx_@slFNWjVEg1w{asUw;hmtj-q|CA`SiSfSpSCUz9^hVBK@y zb7DRTR8Kj-6h@)@fO?FRcG=Q>p2a|;q1+@ZI=4iY)Zrr#e>xMi&t{2v>vC15`lQdj z6WiUBK1ugH!P=Sx@s4O0xnTt_t6y%DTMJNHcIF2~nw^u3b?bR$@(e9!l1E%{fPoza zeJjlG*iF7;`xR^^vQ|N5g*uo>SIaPp!5UuV0&Mg1=09sN0EwQk{;;cP4y1uh@7JS*z9z+&sv;NgBX6v%;t^bW=VU4qQ*=8 zmT_z>{<0G40yqPeW@XO|xR3fWkak*2d342a)JhwqJbbt#8UEcj)BB8hVvwC&<>I$d z?&_xvvR&g$j|9?Nh~wUUc{1%Zjx=5}S{rirQ0-gzP`$DGu`v75sJYg)Q}N2TPu8}` z)0*$`)b7l=VJjv7q<=^SHhoX3Fu??dXp(vMbLv=w7T_$Z`i3|%;`Xk>GK+uqNI5dv zMptZIXQJt#S?hx^@b-)-EI6r#;>wS!a~~Rq3u#w(OSZkCQ+YJ{U8YeX`29@mjtgyk z<}V|_RBY)7uAO!rY$BYFq8tI>IY?Bf4sEmwtw@c5pLpalDDJ##buB}7<0od5_HKC| zIU75+85 zXXT?nO0I`9Q#4KC&Y2tH7F)%bQ`0FZ?>H*`NOsnakBY=I}H;`D0Z{1eKZP6wDxZfMH=jy%#cDzmF#1aLz3uLQ!*ZRDR4$HtarieD6VtwEY*pok$2=06oS6>toW02!!L zOoI%_g1|F?NWnF7>$ztd&fBn?qH>Q@_Y(?HrzN1wPb^KHSgb%WJ!y>RbNvHBDD!Yq1GA zDC8#Aa3xnS)7N=VpCy-|{Q@n%rRp4@Lcko~rr%o@x#`_0d(-%%8kH{%HBi#8mdkxj z1vaksR$YQ>vr7J0zM+--ri2$}p!M+&FKq^-E=-et|K^sHAR zGW*{ZDW)I%6(`J9CnPn`Gc?2ih4{z`OJ;)i==7fvw!Ei71Kcg@_kx&<{D06Fk4rrt z=40G?Nr=U$P4_-`?mVA_3Bo}whIJECIF;j(a{J8^`p_tU%z-9$|62PK7Jsct+O_G( z=enL#V;_*pcv+){nO_2ZN)kC8wbyvnk+hN$Kt*GTydJw zjjXl)RuUI%vaRG%RjLF_j0uhQ@xbBP5D(hcmX8Y$Ds@E|?R`YMj5Ancca`PZfm{Gb zhwU4Dt|*gcE|_2;;h4>LOH$|))@I<-_0S6_EvSt%t4P{13SOId}s~4 z^tyS+@8w9)kGCR;kozdwkSM)ek}LUoaX2an9hG%bs6EcQnb1P3fYY_f2hA3tbIHl% z;xf5i4Q6Wr6n9)m!m60Wa$Cw=E1}rEyU}(uTQuH!2RQeM2M*a$N{2Vo#G%R z5t}L!xhzX}B1rQapug0B7-{Jsj5fWfB8Q!p4r~A8;v7*WYG5@l`81|N0I^fI&A)Ds zT>%a~?={{ewLZ`mZF>g;4D1uOrIs0_rJ~`t;?`+%f{y23GPtE?9k~TFQ2F8oEk<)I z+=lCWy;=U2lJkpiY}S(Sb6%w#35FXxnO46tb20`|RS3|*0D#x&krtsEz3TE{SU8bH zaQK@KremF5u3z8dp-8XSK;^@?VAuy*EF(e=YsUwJldBB)`j7^piObh&hd)T|`G|u1 zhIm!xXZk$TP>T3VPBGH_y%!-g-!0tHm2*yyxoxyj3`esu---MydyD$NOO^HZ+aR~w zGq~NcH^3}20jPq{#7cC}yrf=DGITh>BRowxqq7R?@ha~fg92M|l~D6m5vCQy^J1Vg zMhoN7ts{#O(sUMJNcgh*gS4-%Ps?0F{uZdV(g<+Ii((;dMo`+7MHswU%~x_v`m<{$ zP$MxWN2twoh}4)GGm}xOA)^y-3NAi#I8MPRhW|LQUA4 zO*5!m0Wb{I#@!dZ5$tO-vXoxNhLJ)j%cx(CI?o-J9@gR(kzHstBc@ol>al|8e22FL zWwoLNL3Yl08|vL9T`6;`?Qys15zedPXq!>HlN218fH2%VMA30dh_s{YLFYq0x(&Ji1r6}ogT39z@U3ADlN^x5+3FHo_xRE*u}q-T>s zhqVtEONBivk@E;D^zIZ5FR)yjcNB@diyRJiqzYY~%Zf$4s421#6edz(8O=W*EV7;L zb)ENffVtgoi5Bz;?3MAt{^_Pe30E0Kf8$T%G{yt3Y(d3&WW_Hi9$>kKYkEz9Nsy69ye0Xe=k7GD-!Hn)Rs z4>3Qgbb&XYSy>N;(SI3G+5N=1m|bH{SYxvRxz=$K&ph=I2D1{nZv@!}4Jx&+>ihME{SbzS@_#o9xyC3| zKsw7WbKXjAdFL_1+K2qv+>Mgdrx^&P}O9piz8?qmMv9bP_C$&qp z*6u~cBK{uySr7)DjCQquvvtwtKiznIEA6vSkH#kMfW-$#TeG_rv`v2wPFlH-5R=;p zy3@`_Z(TmldUUQT5T9>QDk|-@wyxh`NlK23|674pkAH#CIV&+d(2buudWx|PLSElJO3?EIg@=aR&~B&*#@8_C^UIy_Ex zZmx>AfQH!y!L;Mdl*}m(JP^#2zjIt<)}sHAKDC%dL+R@^_m3s%*4eVoNK&Y>qt5Nh zhXJZq2($ZY(qAGQrFD=J3SF_m0#O|8mdZCyrqOrD=3vuTw4l?2tC)-rgD%H_`1=jh zs11W-UMlem1J0UEh^Nl(o;-mR2gZ{b^C^anm|_SY_S+%WC0H z&k$ZaQmOgt5aqREm0&Fr2X=*M1W9E{{{hffuHH?-V6V$~xLHQ3XR4c6D*z)O2zz(u zCT=LqAr5{F0GS`W&}0b;K4B^VHET-{>SqY#+BwAv8TXhMU;)EibIMJt}h|E{5zG&cT#BaSknGE*#g*8fL6d_(5v;I7v}nkE3d zeToK36q6d3cL%LW!WuwSS$XObxA{AOEjG%1(^h9+kAceH2Tp?#SHB$ZA4D zi-Y2jdMP1Y&#qmFWP4{*QbGe)3=H&!^yU034>A*i(2jA_4Vv4$#zoMD$--i}WFjdK zCM(z$nzr1rx3swek%?n^W1-)Tcm^PdgOB^iFW93+c)cSo_tPJ}3N#be6Em^=?F0gG z)ojge#14G)jHDmU{6?#ZG8TmMW1F@KsT8IWRJaFQM1&(Q6aik*( z7&6dtw{Vv)42+Zee|wLk<<@2V@)TCj9m{B+H?YyUk&^ub&lN@%@4x)U++qp1`w839 zum7Gyx3;?CSL8;IixOSl`H}-HUs$D%s$yyWzCe$F&c$SUxMCJ1y z`@kg=PYkDRip8QRO;vcyxPq;w6188JrwFeZ`x+OCkJ_K^`g4iaI;yS8qKxDI)jrnX`LKe$E}7?NFl+Z(1*JHS?w@^bZsMUc;yeg)+m0% zp)Z1gMa_cirKEc_H}Ft(G%LYiUmUqbrhjLMsk)^y9)0SJEm}$q++_mf8_T#N(oNGP zk3(AT2Djh{Gh+wMof9>{hC<2s_g>S(a%) z7Fbl0!>L3cr}TNGZEnn=bZCjyx&#t(PNJqeNnyks#SA7Q#`U){>$96mq4fm7_u@d@L&nFmkT>U z&+*VSqk2Ru{ZZ4*T-%NH6fLlAQ<$L|7xDvHAZbuIR3w~b9nm_8cGAxoN;QMzKyn}c&E9H!S)?EjVC~^6rZqS z7|_=!rgX!1Lqg#TN00etvF-n!gE0xJQEPz%_Ha>TqU@ZhYWF{Q zrA!*q!t>c)uk7DfJn}SlG%8xM?d%Eh!1m8uV-eI&cEvWhmOBxro9CHl}@CTkaXye z{ctHH1O74E%d^S`E->DBhySYmRr7Tv71M}Pk4j~bXS6NK?vH&C9U+%Us_A|wBLOxP zIsY1&7Q8#_Kp&RhhSXFGE3-h-)_r@omqXpqa|xDXS#@@TnA)kR@)%_S7HHMk3StCV zn<^h&gjJvGEkED&8#hDkwWKEA%E9t7(opGMsg806*Bmz~Q2L^A!XS~=3A=|3fi3-S zJXRo}wJ>dBMZR)MetU}gCa4zjLA*PAC0$K#GaZVOuworHys5-VK&)*cp`w`%JorQn7ILSprMD@!x9iC=Mfng<)rg`;n_8p<+SCzHdA184h+VFxm}JUdh!=~C={Csxfb+uW~lW1 z<|EF7EX+fFtk!kzzl}X(pde5X&3+JCVdd==8T(tEG$mqCu_0=qprvvxnO4PzAYLv5 zVOM*85T=C`)=rj*Z-S^FcY%M}(K>zCdm|kaw8&6+j67&WXtQzp5Kvt+cxFiIW=@Np zr%8XLDAKoIpL_PS6h0qdw1H{i2QeFcML$YpQJ`pHK~}Hzt)Z=!`>R9u0bl2i(SzoS z&)GTfrRm0Y(G@TBeq31jy791hVxlOO^g@kr!xQECt>^>nSBt?N$iRjg3!J^_Q{oly z1)Licmxty9&GIP`|kvcC+;J}B)KN!BT9G}H48WX`T@=>b4EWsmUCVzO(AD3C`iR{W8KB| z}D|t3AG6iU*vo~BFxB$P%$}L!WIBEN_r%P z+px_k&bgNQxMvnKMyZ_QvSFT);hgZXH;vh;K_13d*{R!kgCfTF(&7Hm^V>`T+L(V ze=l_@aEYEP{lKE(I&+)yn@|0cImm-83L3zUW|*gFkOx=BMpaB8oZ9ef7cIv=wk%eQ z&Z~)P2GGxWUMmwv=*`^{OW4&Dd*C%g(7}b-nBFVvf8PjiWfd4@U8H*1*O=hJ$6uZR zj%TA%-T%Jem(~f#Qq^HD4>M-1*}%K|+U5PyHvQxnvsbsR?=R&oO_#YrQg=B{aE%Q} z2Sxm$S$@}j5b`o>zc)(CZ0lgNzQML&mQ;G2lJc@X{WG@IEM4>B{FiR`6H!<%zDA`Z zo{3n~!gsQ)O_WchwBiU2d)>JJEmWTY+*N{i8b>m5+2oQjeQeaxIWE+6D3?dBVmA%d zaZD!T)beb^@rsr`C^%yqY>GaD8yXAcM4+ij8q;O?7!XFP$)6SpgSmU}s(c&Z`h(SJ z#-C2_87X)=^g8h3u8GG?ApTj(-r_m(W6rbcK2-bYc~ zh*$SqHNYJ&SI22-Nv?VQSgX{9Tk_<0D`QwhhTv3j5VVq=MILqS1DQ9Zjb(Gh+@>}j z_LFYI7}OHBm=!g1D+{G%k(qaI8(Q+{-Gg6(lZaO|7$TL_*XMxKhX%>Wd0^eO^oqzS zvG2FiC6=IKE6H4j8#z4QNA~NlOn5Dgz$Vy#Xy%4>H(x4<q@c?j z0{zebxndb1X0iwoHU#%4JEsAjylHNox)>VdnnO(m$;8CcRJcpM4~cBW+&fF5`f%|M zW^AF<{_o{L6h+h&P4frTRImsqcK*-zqn+|M^#vdY#82_1T_ZJOQ^Y8N+ZPCKW)SHS zBoLD2b75c%0r=+&1A9X9CWmKg8R&n!&^5>uR6wr(?W@K$#%=%Ak^^ob)X3wWA-@oZ zb0FL%_k3!}xr`p_scSEQ)PShdI6A88ie(-0`!RFlci&uUr8b0rJ1e9&+N=Adtd6OJ z&4?2_-mBZwU^SM~;{J2$dYCZg&?rTgLu%LA%}yFL+9a%0^c{)w;J5|Mbd>&H3h=j6Qasy`H@jvtE#DEH=7{{kUpzwFsKnYSJ?8Ksd>7 zq~^dcN1Xmrt=3`=6bqg4N^?S$xN=0eNT{cr!nuSxxVg35TRpvOc5aSR`W70+I>W8} z+CE7fu{?Gvgu^&4hNzA@)IhMN=^^X(UY?*@`hqTI{`A9KSYt)L+1+3@)%{ z{wg2kJD8CN6!8MtQe-P_#zJ+5f19c1=-;hb$ZdWmW^7|~10_SOmXM@NPxc3bT#uu7 zs1yH6SQ83RIXHk6*ccSP%QxYbOMnAEoeO28m53M})MoUj08*Z5GiHUB2Ae-|^BXX- zkC0%8OTy80(2rV{O#KuJ8HZ5pYteEbc5)1iJ452E|IKj3V;)hOG z-+Lf^U$H1ha3rE%+N(JfYPe!BO7wDDkDOZOvrC3n0!MbP!MNAdG=5IeQpqX%UogEd zDuvXMCD)E`#g3ceKOMU@Q)&R0+{o(-Yafd_oIcjjIL>8JwUtlxG(`y zk(8DSU_c&A`*62Qa<~rdzEK%iWRLg+$vRR}3J1Tu%mdY#YDlS+{yq;4H;q{|bfL*|)f8l{_?J?| z#qY%>j*=nbzaZTZ;+wcu;$YeEBps$m#Vl;`FNNN3Z)<;rVt-RDv!0Izcl0!vAcD+K z5&@39=R||^@Eq^B9pS2!s~zFa5yBj>7^9YmzFyG>YQ}c+2a1ofr^76&SFEs`M>WZ< z=IkpaD@mom+@VU-8zS+g!0~$_U63V;RhqI^M}gIZoT$FQQG~rj{&lk^cjph;!l%jm zM(#f#s@{;KaD%%pQ(RIt_rqNE5xxaJN>U?l6`uXc|1D^8`cgskw|{SFw8*!s=4270 zT{QmS?b_t^nnK=|vMF^#XRY6qg3VP-WE_!pblzXT+6vU)et~P$*%h7*uNjhRXS5(o z-)V>$@b-E73oMBF0kTJg#BPc=fb#zWvg@Ko29-U1N|FD+DfyFY_Ma&k6%YmeZ$2i7 z*Af~9*#B8+Kea_24}eDqQ%Pi?e=y2Ft{s_et?6DKM^8=6;TK|_UQ!c9Lx?3q{L_(m zNz3;~hy8Egbc3~LqU!J&Jjot^TTF0wM--t=RhikjC98+AP{xGKGoF*m zDD3P2d{$bV7}z4r4h`?R*=Z>6dw9m+_Gh5`5YlH{FJ)WypIQ9lF=9fn9B+}{r}1|M zX+c^nx|oIoGWU^5u92x?1yBA52!09MKv3}WD{384-LG<@LFo7BvGGkD+HS%Rfj3fL zL7QIk1eeoz-41F3n*hAM+_P~Ibcw^`>i4$LA}y84fiz&K zpb(_@*0$`ZR_aB4#zjuPj4DK6ifWt?&)=Uk8LOd5 zY57Y+xl6AmqIzt^o2<)UTCmV&6jus@#I7#KTj=V@Ph9rt(ud=~Y#rxHV>T?;b z`GsL7@{iMW%P$HDI;fYqH0Y@dTdYdjDG@(&v-p6MdPWiS zJWgK-K=EoddnM(7_}B6<_7~r6RUr-qzC$_Mo*&=#!6J{wgd4gCVs^Z}EWv(&GU0yw z9En|gIhPc5CaUtZdQ(Hbq%n@n(V_JFi{>+Ph#>|)#1f0B3!f_^$qn}MBXNS_*xUV8 zif*q77#GNQ_mnFhA9{=yeK-nw#|2;jJwwL+M!)9Jrrz{j+_K{Q{jssXU~=9#O70W_ zlN+{_(b_)ZbbT3m^T&SWkc2*f)2qzIogpu62&%+|C}9zDm?D4Hdl_R=Y zWClI*g!Jj_{>WmAn6(jISTnngGnp&QFig3e-H63XvE}^XVMUb}UvcY|TFa!0mz!p0 z+1ALdmpyYa)1r>ARlH(gQyA@4tFS&>Vtx%g#msZmnZQ1hcw-CSLq8di|L8|&dnB!` z4M`zUW57l3@Fnu#nZQU2tqCnqpQB}AM6LhOdM|Fo>oMLbN9_R@8&x(;v&*=k^PWU< zwnE!11;fwHU`qR)QD;gBFS1a5z7{13d z4^@Y;u@IG4QI+e`QQ1PrDHguVZj4^lAWTKBBB7n!bj4%+hkKJ3;mJZIjioVQV&;!# z@%I#^2b8vni?@=OBhUw!&(6r@zx^o$E7N}%bCAyrHPU~Dk_BXs3ZVIPZG+pPQGh)7 z02obolmHiK@K3r!5GLg(sQmvVJO|KgK0N0q+T`f`AnZSJ z`)~S3coDoHzJl8aB@IK=fAxA4r6f)pyv+pst>kQWG?9g}b+q!G2a|t31i;?K&z^Dg zkVve#6>=2#IsFsZUcAYC%T0VQO>BD7@uCTsJWAVu@E!dph?3o#$T9toUWq&o>2i&^ z_fjaWXR;;=SK`6}u+0N22a`15{u^ z1PO^WB6SwSj_#UHo+mRlL?&YAmbY)ar3cM>v=z{cg4vTfPLW}0=X@_B_6@?6mxnwB ziD|ib-sb0bHuNMb6%yM%>2alUGsWds7g0TD^7%$AS>NyJiU%abkr+&We(qhscRLEI zo_}j%*+A!+Q8tcz>doK8_cY2 z8fSLZp1(qQoad&Z?b-V0NcXEl&F3;&4II_T3Z$G|);77VJh6cY2zVwslhMBhBX*nr zxXRJy!DBySk%PhF;_!~a!7XU~m1RL|6#062*9vQs`S>81o8P+G7r`MWh2ah)6_3)* zz3)u_%o3{>ripPP=lctZ@SV~zG!IPoM1*hjK)b2D)W&o=x>Zxt;)HQ}y0y_Csc?tHNCk8)|?IA5xgHj+$Z6KCbIx~bZ15t=(#*M^@BYmh@1Sd|y9 z@kf`3WcFtSC18Bx0PLNN8aII3j9*J<3?IO{8f9sedn<6Sz%OdU@N++ixxgPpxUmeE zWeON~TGy~I5Jpg)k@Wf`h_?slSsn#iY|!L>pIS~DH+v`T@ zU!G6wb~k6ec(uKbawyj(8=9~p#@dK4+1zO3b9`CrI!>T2;ruP3950S1B$(jg*w8sO z_owsR>2DBh_Rh}=FY8*M1?lxvWlCepqzW^mS@)VwdTE>oxRFANF79$bWFSC!S^Gt; z_Jhu-^mMjCc=r)~#MvqYU4A*?#cG&>b{!Fr2P2a<9$|nCQ^lx?U$N5dwSo0q^<15O zj?GZI7j4LsMyNk}oELWHnPI^PatV6YG)y}Z=kc6dwM zRMJ^Ic3*ejAdsZ>+Ex38|2?lbJl~XUaYsTztwn)n&Dkzzf!WofDeg1z4w;P~ubqD? zlo%;bsKfQWkN~P7x|^xgB>RM-tS@dGrwMTl)loybb)_2o1!mpG&^jSfNFjAfY1+u_ z@2{c}90A|@0?!BNV_=}HJ!l#k7vu9$nzacn=CjZHXZ3HI3iPL$`*XS73-cMo@VWRW zPX)9^3BYQK@e&&zbV@K76fO|k`0xQo-KEp21E(+WVao`3%Y8%KoY3Iw=+GQf`jc40%pj>JH zvl91-J5l^1pBZQm;rATo%xL!>!F)fQvL&M@IOjj8y{{|h8N4E0fR#@uL!^zf<3zge z@dLfq`5b4&jb;7SCzGQ2=3rFt_+k_$3#Y&cDgtj(lRUFrl?v5es5oA7nnQ^69l!ER_i4i9h(?UM2=Q?^9X$I{}pqF<6A@#ou6X8H4j zQPK5XTo&UODXrV%J$lGrQs88}e^o??040lNE?B@epx(VPUS8&$=uxY?PsP3TsJ+EK zgnU|L**&@n6jDvn7G+1qnH#;j(u(Jrkz)nL8U6Yfm`*Q!9B0II2T`OUU;T?DJT6_s zHmq=UXj^D=Mv!`(5!0%(#xzd6q|q0CWfOF~@DeV2xx?z10$0U3RA$WZHC5T4)i;%9 zG-$xFxIY*?AydpC5)f86D^5g7n%<0)QCKQ>?4IR_oBpyNxPil{ez|4KP4HGLxagoh z5~<4;s)>EEN)zvGn*&df^Q6`li7KTj>AgigJ!*&}JLQDhdW8~1)Gu3;FmZmH_rCMw zQHs7rvKeN5Xl0}HRPq!o^{9ehJNF-~2_C??Uq7$Y!$`jN=$n`BRy1U=J;OWkmrC>< z`_L+O>Mlm#;2s#+eF^dUfw;0ApAeGv$@rtC;2h83W|K%Iq5=)#hZ#*2AZsCmoOp*q zQbt|XiKcCtXy-_ne>)hEY{@=_jnJUSY@&HCnqOVr&T ztfyVuO3ciE-Cr(@P-W7Z1HPMZ29cl)(Lm&{3&Y6n@D0gsZX&?!s^nq7Fh zTT$asQ#>a4t6M@0(^Qv0iz?cYYF&1h2DAfJaGLLjIvxup;lg-4&Dk?`xJILF| z-%1BdD0Ue6<{sc8%gVLiIC;$IJBR*kwquOQ1K+?XaDIb?4`}`=GHgvXF);rY8Mc3j z5&w+vK8?~B2pIp(3)w)^{{SJX6afoRAQ3bIDp0xFXEXl~;%f5eC9GIoX*0wx_9VHUVvV3U9}XDZNchInh68E$A)k%lTG}~PJvFK4nz3mvqikO0(P?hu z^ESprCo)?By#jK+cem$Ufy~M+4^`NzLy7Y++bBL@|Y``z=@ATMWpu?NT!YtY7 zVWc#|pmMu>x4&B`2iIFSK@JIl%mT5KuKk;Fjc0}Sd|gJrsaj9}Od+|GE04+AWcnBt z=q-%ed?qh)_B!ubXG&%~L=&9iEH= zlG5S2miKv0Len0Aly7h~VXt>h{R)?k_>CgEm zgx1k}VA3@FJ?oYy%W=gqWXEFGiiFSpc*wpoHLUE@c4`hNa?Vczg- z?$0<~4+^u%?7`Z8F#4-oNNR!LJ3jY^wr6F8igM376Nx8#iTtaglep1}KD!=YQe&UL zXlqpJJ@Y1bs_>Z|g01y^E|!B-4(V`Hb|wy@{Sp=)qV-L(fD9!Ng(#A&M&bT9uv&A> znie9!c+F5;*>Yvv1LsFZ`n64&iDT#vW*V1Vs+#73o5V6i`V76o1Vb(FOb5&?Rxf{? zTpHI?Wy&kw%%Z1q%A0XJ4r@Bul};DSYJ;TtJ6~Izx62Cju)+z2*B=~l=X|4PbPv7G z-IXCKEsG{vYONz}dIxM`XRl{{AW9$fjl!sa-TA$snKPWl_!bcTNWik5=t`6KplDu! zw$DH&`JsHvyLW9)+LXBtDSi+i4Z%N@!q3SgXxJ!FKN~D)uWTCU^mOTV#206!7;B-x zHsc~yeBIWBS^!sv2W{R_kBxd zK%>LPGfV>FzOKG0>q+ke<{7#!YA)fw*8pcIfKQZyFB(D9qb5KD7Ht>zik5JHr7TX* z_X)+>PCf9yZQvM$RG>FcDijdU3obHH@)(+KUm-^)r-^=F?Y3Hq((BmZ;DcED*ksg| zC3T7QdwN&}tkl(2n6c|4cZ%>0(DbtF<7E4mvD4@8WK92q-DGbS@Uhz*%Z07?#)Jt5 ztDlKbs7!z7();}-V!^z=ar;QWVV`q{lSk11zzpXp&trj)=u=AJzBRTv$R`CPNwDYz zM;pb~$l5$?UD(fWC~8ZN4!-2(zoCg$?HFs}i?}Ad#?_@fofVb*WZ{SLR^51Hho;}- z0MN4DJ>H!j-#khvv4%(VBCZ!xx2vjX1FJ4Ho}8-X@MLr1{T66&3_{gB!h26f z?eRL=L);RQ_rBf0+#DZuSuq3MPRA+$aop7k3<}I{^Ra=3Aqt2{rx5zzKkDaF)ku^K zlAW(xCYHe&bGQ#u+WXsoD>KZ9)7w5=T2zKC!?leb-i zI%dnDpT`pP1E)P)K)2}S98SLNl!j3ta*;iJh%+-aV$>nsfz3<*x+fsIgQQr$I^vtS zAki3zPgDUg6q#e*6O@jdUGBz^oPYJFC_(LL;3ng5pz`co$PS~}z;`4hV3c@pH8hYI zzS&ZEXf2{ndjPEZ?l}O6jylCK(hgC*OAp?RuKne0Po77c)A7ZA4A6}KrLU;BPMace zu`mTfrE62N*_KTmPYfSA(r|g!0_C{dS4@qhj-Ybc#j3pp)3BqK(gKIXU{y4?Dr+1+kW%-rYgGq zGK4owVNwi+>jEFCM9Kv_BjJ#v>4<}>nPD`}Rg&{<+X(dE?oCY>rj_Fps7O+i;r4zi zrqD}z?+E#;nTt|dP@Vr#>PBrhA;EAmGS$33|-B|d6Nu%3bRVwkG(nz9tFHF1_ zEPe$M9Q!pR!6Og!N#4c+A(X{SmB!aP!L%m!AZa2hmy3L`eZ2IbxsnVC^QUbQ4J{~o@$9!ztsBY!J$%bL-D`j-#U2+-2N(Js+CR7F$VYfD+dN=SiNzqhDynN^ghIk9yMewRyyrdMnF%rD{Na+(1Csu=0Bp zlILjwHU!FQyEjqRt31FjRn=(9du;+K^(C~qXB+nS(eZ6FG&Fwtd`mt%y*LGnwEJ^3lH?Crk}z(dVg7LVWp3}D|cyo#WQj;e>r_8`Z#-6*P1a_OkH?! zN3Hx?IQujLxNWXLkagIi4%i$#VR5R>IXfucJU9Cm7 z!nz9YW`#YA;Wj0q_B4D8^A(R9f}+lNVb*_D5N2Y+g~2AK^}JpaWuM>GNe%Xt#lT>R zs5=59dkUXq@!RhVrv{jfQw3ugo<;aNt>~V9qlvTUI^Qu3OSzdV=}szNGCz*0BdpRU z2`{5@5}uwL2*V<03d8QyXpNG4SDDUO*1aTF+1aWFz1)p;bM=>>j5?w)Bp-$L)q9C~ zu4iE}z97n*1|aG6+2^EB@YHwfzq94{Hv%dkC)5AQ7(CM)j^5+=)Tz_HLKc|+<{&u~ z^)vQcqde4#?VU?jMxOluhMFtYnvBltn5goE=nv>LQbg?RVo1^VJ_sYRyeS7R9(5AR z0gH+lkDjgWUT#h5wC``0b~$Zh#*9{z4lz`T?+iV9Bj+NDREd;{CU zwf1rG+?G#{+ddD5;6_jl@%J8T{`s3*B3HN9EH8`O(d?>Dq|UZV19UXH_Xd~`9`@Jw zf~)JZth7zolb~8ALLdp$Z$88U&F$Q;VD+)C?yZQ6+b8_BGF1grj~fc>%ew^WJQK1u zc?$Z!0%v=;$CD?vxW*~rtc|<{D*apJ^Q9jcf`WfQmbnHaFCiWu^I7P&TQr^*R8OP8 zUIeMp(Do6|{bEolHo4-(ieu{08?AM%fZGagSNnCF(rMmE6bpp$kZd#4(C7I)r?w{+M-sk zr<0*JcZD`wHp)PdK}pG)ES#vE{q%XHAEqK@nSq8`4>eUl6zf3FDKi5R)v~;POj6HF z^QjQ*Gx_F^fl~Z;mG?dW&M6l`e-Z^m?Zc7NZf#04L^;=%ZE^87_Ga}1%SO1&ERmspL4bTQf#0uZu2$Q0CVIR!!}MT@>2&2 zt&ngT!3!QTO>IQ^5y#E<#|UBks)-KfC$m_CZ2}~(NVD&=(&m%)n(VKep+yaqM39yh zR3q^@OOInyMp>LQV@U3YF}Qk^Zhj{4i)Uhw=a&a~0j0dz1n-WCr7d&a zYYVY??P0(+B=%>X@_9!CZ6{o;otMVeq~vcN6f?)Zq$LX!u4W~70AFBYfn<6HLT=~D zh>D##i;mloa%vj9>RmCc;y2#U;^1atNvaZc?jWeF1DQvKI$!3zYdT7DhuHBAt$`}a zGAw&o6i<`HnIxBm@1)d4r#!05@JqPZne{qYj}$Qd%}iPX%mDXGl1g|^u1Wyak9Es4Y+}K8>Qyb=l#AuePp@BUXaWl91%28$Rq8>}@ zVLpGSd-7+63)x=vra9co-QFWheyY#DNnqpZuu|55YASvhX9`Fs++0!-Er6=7XLiv%j2u=yV=jBC` zRF~=&*8(z~h)2+3LtKB<;%o~=)>*Tc+OtwbeK6Lp1aCS}59p*k{Z4I%7L_%M?YFk! zdZU}x2;k9Z7?Y1N4r1nyRrc(9$!!mCrU$k?RN~iiOlaHRYwrHKptyiYka2CvR${G* zf*#;aAFok+p$3y~t&3_XA5rton_PcJZ3tz4rzNOb4i)DyAho`ECpC*@FV$KESf@GZ zp;HD0MUIv*TppKKx_aK*sqs2GG)yhfJnTwkGh3je*w%=(Y#g1{ijCaVYnpC)gaN@B zRp^GDQf3+)0xD~#ZO^m?MNm!1`sZ38sok>(jCNu%V5rmKTm7S=k2I|8yn>QNe5it9 z55Ly_kcNXy@gY4SZHn^(Q-a61u|RE(w*7VmIZ!l)>5?IDRrrmF5te- zbAqdJB2|7-KNn9Z`aVvh|ImGNtumRW1Y@KOWRY=w;!a|nsLCkx_B5@{B2V$HYb$t? zxzTjNMlweHDAIEwVHO>`bbaoP=UL&4e2b*>wtABWVeG3p8+=*#!Mm62s*@Q6RfVeHtVl`B1|gwX5(u*84ft`wanDQ#CvSkDQH z$m7rdJo&0?(OQSfR#U|+3RHd9-}R{Y=zhmtVpvbPl+%Z3N9HzqRDp8Oyfl^v=}>IQ zAE4jVv{=sZxnS9U!9AoL&?OYCOE;$qX+@Rw$VKqQm`2BG`WZzDy2?n(Ta7K>ZvIHI z-9>EFVJO>qDh=GF>H$giB(jd|D zNH(Q%Ru>LN?LH}FfuuiW|NBM%1qQP)HJ!Qu6k(8bN(FI`Z{$C~ux?zy{@nq=!2vSx z22g>sHHCQtkYSLsG~3-V?@t&%z`0p<(f+#%vknDi(^de$0~$$bi(lyOt?2{27cI;P z=3`(d- zXCG}4MH%u~ygpv+X74-adB# zev!a8G0#^l&uxfY5V6AoOOzI^8L#Pn6kMyhT#f&$rD%7K9wz_d-H0(Hj zW^^o*GalzcvA$Zd7j+A?01Xn;AY@QTmNg61-lBnKxFWQ3zcruQg^u>bfJRUs-8ens z?VEKzph%&G9n;P1R^-*A4>oP;t-g4 zn>RW}>-^hT8HNm;GYen$6Q2*R2Ver@XXYR;nR+H0ct386wac%hstuhGQU?QzAIa6N zAXj-3R@%gv5e#fb?yTd34oYw0<*0$PrHmu&_b}7n{?+)y>9{7YA;tOgp4IRj$DlcR z5*55Q%P1t#$*072Z0V+y$cb7L~Z)0O*K=C7+o zYMIzOhp$o6tpEd7rf!pqkLHOqhvWpIXx5*RqmMX(#_tp6GzdGsQ%JA4tttwc($Pr$ z*r!EB^jCSMX*)h8wvd-|n5M#(M4%pQ4i4_zTbfg|YkxgEN7ueSlo62@kLJiyxf83C zjP0CxT;RS>PK|KD-HR~mB|**+i*&^wcWdR8{ds$pmxGXDE4=%14H#dGNv4LN{#fgl zrJSU2*J~MeEqZUuG9r;mFDsWJi20-r)nYnZqWOcUZn$L1bGU&nM%CDwtJB4$v)Sch z%bT|w8`7D&#wDl1{>G{?Xc>94pm3Rnh0ma_st6ur)bd*n;Ujb6e1jE7iAUk; zh)v?NzHAV-k+rUjDJRI0zbV`sUaLZVKRW5S%uQzprSOi(ITy!NQ$1^EWrP0$X{6P_ z3swjTo&J0u>|1C3JJv&0Yn7}UkiCXs&N>WBIs*3wyPN~FMM<}5h;F!^c2~=43n>Sj z3K(|nJB9eFWZhDObW3TqAu^5~(~C?i%6eXV>Z~WY@AIH#p8Lb*xm};|5vlC&?XQAS zk#Rh6oM$LCGQ@$~d(S)W3IAHTG2YbQr+BLCdAK50`D(m9yq9GavAzU4v~%MTzk^F> zHHpja4U``8PS_7l-@j_XI?M62>XljUaZ=b3Id3n|gReremGV@)02d)*MjKT=`n5eC zX45X4WWM<^H0bhxmaw6Semv@0D7;L3HF+~7+|T#gw0vfL;9$l-a_HRHAF}JTbX9R` zvb+!Jq|$xi9=r^M0HY10L}`>PL9h}XsYcCU%d&mL-rZ%~1Rvq$Ci<^dZ72W`KuA)! z_)siN92`yL(Evm^)D{xDMMk~Zi_d^a*nO$=yZ^TSF2JRN;O1)bNd|DkpfLEO)m$A* z9iyQNn}ZokWTE5b*6HG z+dk~4}FGClUuT@lk+DFX5vn)I`V1!`aX;h%P$U{|exUC8Hkry8MF*(!BF&+pwd^|8l7Gxmn_kO_U zLH6j+8xN16<6k;om!GVsYf||%pe*+YZ>hUT*7AZgR@ihr$KrqDRwmWe65vXa)!s2| zQk}!$7@DKn+-Hd!N)C%pa@G#R99(Hkk$=GW<+;Q{wPylU(ZVPYN<*I`!w)I6iB9nO zqrZM16mY&pDTqB-`c-D_=u>hxqKv6AhzkDlbf93B9CqpgZ$JR@){&Q8N ziAp-B&{(PJq0y?=J7>vb$DeC8&!w}vnACQ;G=%z#Avdk}P3J*P4uuz3f>T^~+GFFt zZw}bRIy_n0WM~YKaT-`?i2K+?i>I`YZ2z*M*~IQr-_w^F<}bgx+?Gxy{TA*=dGCQy z1efHs^37sE*TpB*|wYWWUQ~Yms`1@W*2Ttv zEaJTFHVA;iEoDntv~jeW;6`rQ)5efF1~&WSEYNhMkv5US6~}_Unr24P?k%yQh!r6F^t1)xH!9G9txc@Y zh(`x7le$V=WN3=i)ZizG0~R=XP*fV*j{Za#Z6q`oLc1~$y4X%opInW2>^l_+K#2v? zN|8Q5x9XiXLGv>Xcg!(#n?^xbnO&UHnM-4wvBHWu2>G;MdSFIcaz0(lVF%xyVkbjpuj>g>?InqkN0+0IV0-7<#?o=xF z(qaGncJFLUfAhAbhc-2Ua>F;6Q5?w|Gn^sR{t}1PVG$+W7Ln`BBK$Bz)2`bo9+!P# ztdCnP8lGaX&i*|{jC##kHf^-sEBp!btwli2&0+cMi7SA42K@f_>85nyp9h5YFSWtR zvmV?l^c;MJ&HSZ*Fo18nPA^w?8}I%G|gzh*=uuG_~se%psBK@cUSdrc@Td6;;Ifvb8@mYP)J$17?bd^|_ z5r!nz9&)ie%*)ZR4+jlw`;}-s2uj4va5XCqHA(NL4K=)2v;pPK+HR2}ACejw)j@Es z5r7U@lBS#QoeR6H(fkgumIFp4$P2+jztO;S;T=mDgx61=;B9&Kc*wFGNxI*uHf9K>(LGOo5> zhl^b$ZGrYI-<5^CHxE5Ay*mh26D$QI=^2yPpzdf?taP*x zO>HR7VCs;&^DZVALm$v!Nt_|N6Pa2g`}IpL$vWDLt{<}Bp)EmE;2{52048Y09gPaq z1t35H4Lv|20u?EgI)!3I{m&uVZFoQ39#_UQG7r`5w|AgKF{yW{0YG&M^XU*7MLhAa zd{&37>CCNJA=qtIQB&3J39Am!?!2?@ham7v!Zgj1aUp2cn2#FPmB(LgI{)bJ^MQty z_u@+b=y0J}XWMUD3!9CRb%^!fg1y=s8u3DXPIwOFK$9n1i~WYl#@oocF}iQpqw5U7 z_E(O#=j$a1R=lz)PkjV!rGXu1$DGJt!Ql0W8At{N0o21KCeHqBiu3uXPPp!d5H9GT#z?@*>vZ zLRj3;Di5(Vq*^K1a<6KYHW!Bt*K}SWw%as1Cm7U|^eAATa8}3I0Y=S+$rpd*biA&O zbfxyRC?fdr`6#_;X7YRy&wkF%I4HPw^z}6BH7B8!)d>P%PDxZMf8#ZR{XH|(cc@fv z1HxCC7;7xLv#HW6{EnE%Q{e1HC2g+0F=f`SCt}VY8xxLeaDi9w_(ocCQ>jGmCFC)# zYEkl{`$qz2bE*D>@SH}0Gm2eL!^IWVnQf~A7vq&;|9qZYV{!@XbPXwBq2U(~t zEgua(tI_?6Lt<;*-e;EDUG*Ha0*C#oI8X&#q~U|!`_tNC23S^$KZP7-?{Hi+jjhJ& z&=zA@Nje#p(;bl2UC1&ljk0zsF{aA-a&aR^{pOJH&R;{?BYY~%c0jQoPDdg*-yT&> zQ&k`y@!cpGppQ8Z(RCLYK#@ifhzLV%-vd)s8ie4ed%X}L?J=4TFK({dq|7or0i^F5 zFR>2NIRSN(*^g)=w=QO6?~{zm(HP-q9#=Lm%6G)f`XZ%seR;Fbn1V1ljnW zYVBr74=KXei(yWuJr(T@-=s)!0|VT%!cwN<2!p@0#}^LDz$k%WFDDZbi^vpflJ;P^ zlF+{xk&iO}oG3N+=&@adFf6Y2_G5{FF7k!RlLY+O@(OWel*;0gfN6E(J6# zc+8^FB{rMBti(TYUq{6K2tVmXDvW#ODZd@JMP>?-!%enKw@YQpU@C1F#Fm8y$FZe& z@#`T*Db72Cb#a{=J{DWotwlmnAnYq9BZ~bwp{uYq(0Gm|UQ&$Okn681r4x(9A7C%6 zwaSTPVA-<(x7F`eaueip0W^7hf_Ya7L;$TUirKz88XoxaSR^((N^Gm~w?O<|pbLp) ziP)a7V4Y>{SvdDeShix^d^8t1*#Gd9R*;F<+pcoXmvgSZ@j1*siaC;j4oNTmlv3T` zVI0-VCoRoD_8W$zUz*YXQuj3nLr_*3#_@Y9j-22*?E12FcxpsL3;fe;tY4s1-70F$ z=A!K6N>5UmPmuZ*(2s!~loP5*RPQ&K>|A`R3wAqqo~H_UMgn?NFXCdUvw9Q8e&bzf zNAbHG1A(U`^!1P>{e4++f5*`Ie^k9=a3;a}KAdcljcsm>jcsg7Jgx`o5rz$W56@E~dL_fv;?R!lJ(CRPaq;Cic{? zhy6J?MuO5dBj54=3md8r4luV5+!=tT)+l@~U=YyFNv&hmGl><)!!owYAdFAvd3w zM%;g3W9oUj$ES|2f*x9Fh``lASZy@K0H>8vb4E|ge9`W)UH!by6JCyP?nZCFQ?9i8 z#RMN(*{?3EVp=;Nm*NNCnIyhEd56x|r|XmJn~@c&&>h%$W8q5ZQ2h)j?k@IknC)23 zuIv<*&_kyTP~+ADX@t`JY(LcP2+Fa336Akpz z0?$R=_MzZ7l3J`v3+0sMc zWo=a`!A=zXF<#|$nJnQ)I9l75VLRcVbZHZpzaNg=AJqzzrqcT-MSQsCVs;-$wW=Ks zA`mOu@3}Vmq&j1fP-(L!1L!1OMf|YisfjZKd>XkX?UJYlTA_?l-t|HRmKWy}s@2@-FwRvu|C=Y|%c-mtcexsN^&;7eGz1q@uTBZHNl& zFrlR&_JcK&QgX8IKTymf>^(6(s3U{ns%>YRo>?mnMYJvrlA|7aock7PO&7*JR;_xB zB(Qcu+qNy`d^k9Z6-OPm$|K#IxYM&#Ozcs@<`%Pz|h>rfk^XG#`OEo{_%|K)?w*CytW#7* zAG zCoRkCXsV(vxPxe$Ol#&6;|{bKy|1xuesyj+vCW0bJKNUovNB4{Dr@CFkS7tItG(Fg z_-35U0ollcAcig)Ccy5GzV1t>kwH{{(S(oz#_KpyhfVmm0N)Q%&X4uCdqu>M@GcKv zb%=PMX}-OqmCh44@@f;LcZFt+rw)IW^vNGX-ie|G)@7GlPzv2Cv8#%uX{7@F%T)ag^{u7QnRlj5z z9oeb!Hka3w0msjw#=AXPz)-OoC&jIcwaFqnA-hGeYsx?bea?ffq8!yXF8rPQaO&$c zLEF8M3MU_hk^XocuFAqeytJa`=yxuQOPgZOgOj4GCuLRy*}BM|chP}0!0F;C%Oa$u z9!kb~tmL}HNyK`V^aOk&OmBJ?8QzMeQ>n+bYPwGi%#UcX6NsPU(2Fg`jr|hU7!)kK zbeJx(BQ)!lC|}V291l!*wV-KTdso0S@|!m+2kj=JAT~pIHc4}jg~70OR|A*h@nWLNxT{rVGQYGk zsdAJ;!Kz)6x}wENleOx1Wtmy@Qt5Ao-k_RpkMw~gg>msV1_8rOZEx|vTTONdyAKh8 zv1VEZE;xyvD>xet5MWbSU>r9Fyw4|@;P|j==Y2gP0XsS18e>&+Ky{0UEz*65`M9KsfEht=s@tZ2<66Jw$V5=Zjk)gn?u{i?b|Mea zi&oVz+caavy)c+2;I@Em*8la1=Eus$Gu*uLU+fo}80CqamKzuMHzq76xc%(7ObmZn z=9G*618c%dmb=EMHSeP^!k^XL;#fIwcX_k6+m7%F8`SG=&8rg1U3;nu+)4K=5kw84 zubK>c?CQ(fE<_>CVOAv+2xX3#uZy`i71Lu$6~}t@AvVzrfXrLdz`F2F690a{{F(~( zwn~7@n)cg78ab9Rja1pMYd-VlU8K~WpiC;e=Di=6=t~(h;^?=*n?;}2n4=NhZs?+< zLhWu-&mKDExVPBE4$a_26ZThD(TJ^8?pD0h86r zw3h%`{CTzHhsqu1c`@R2tZH?DDG9bCde8#eDr+`&zw}@1Z4#bE8V%R&VcudOK~H1D zeqe2uqF@kNM)do9hTM^v*CZ44=J#Bu+%xLNU5fx$#B3tC5ef{|o|P|Y-TAYBF}yD^ z6oiks&ieFbEr|`f?C^sSjj6!C(pj$D2+JUJ>8l=29 zH!&*!n_o8z0k_*^RyUpvCw#<~{htjcQq7)#+=5SYxKRNeJU_d?*1~Sims-9(OyR{q zEZ0k6?yP@^J7gFA{+kmo)V*_;V8*)qUp?}t{t!FCBe0T~R+&Ko+3QnZtfMY4P=W)UG^-M7UkJvAx@ zO0f280UQ%B+z+qOerW5s+GCb)Anpyh1Xri};gQlBUqbg{7}475-ol&FdF;m6xB$m) zJkIzy_+l6@z(QCQ%Ha_8S5&O93raRLaZjYqc8E~j*zBxpc|%iboO+KB`O7>vNVL;t z7!S95TEb$@k)qH2xXh>Yx?O!_CDx=l7f!mZ%&b*0Oyw~O;YVgIeu2K~w1%BnVI8Rj z4syLXu>l`-tM3%Qfa5W{UB~TiBUB-Iirojkh-CR3kgp1=f{$*SKWM(axIVaUo?x_) zDol!>3gAu&MvA0Qwd@VRU+O*ar*j`~m;l+B0|vaPDzurSWDJY5L>t5m>Z(quc={eDl$n7qRE2sN3_2qJW1<)30vNH+yQ&49{1+ zLAqqH6yM5MGA(FkhXgy@s)TXer1hD$oMH4cf*Q88H0_*QnIwz|%duK+U|DE=_Cheg zC)({^g9kJWMz7uVKPz7}tEvtodS$8+4xS2LO?!YctD;8J*Z3cUYvPaMtQM|$RI1Qn zW0KMu?FvZkVPHNEFx%OaqNW$&v7uuD@M2xrNOMShsdwZRr8nr-Rs;M;q*>aw6i$o5 zhI5w8X_$tX0VaY?#b`^0gUW;^?W{IUjU}D34`iAzUqxE7)B48^AL*&d2(8ktS>TLy| z4w^UWHMOuFQR7Br4%vbuzU*jzh!i)a2k8h1_@gmokTy)+1xb_!UIpnHtQ3%&Nx3)@ z;DG)7l(hCPX8czDTNYH9y7UCAvD-qsXcUlQ8sph|dzh*1ASl5_9qfPDOzy`}sWz`3 z7%W^4?u51Fb$#hm?0K}zH>)J^PmS>I2y2sn@{)2=VP+5wy~Z>wqT^kcYj!FeG}5-A zuZsSC6!+{*ENOFenw2Rl5l)E+-OT4%v8W; zYzdNajToe8p^aBzigTGLtD|dz!!9ep0KvFy7PU!`f&y`oO>I#_(Vb*q#B&lUw z58e>Dbc`x)@!~YYGVphO*E!KacL3Qcew%9o*+bq{(ye=H8hu4gxEAEGrr4RA>eEcC zoy4N<7PZr2e(=WmL&MBQOxfj+gfb9XSl+f+SLTQ@cGF(803{cODP{8>U;Q|hRZpR5 z9)V8dUwPiH=sdYexm$MuU8B*|0b-bPj~sE+OgTd0hz4?T43l?q zPb#PVyZ%U7n6=c-%3aq>wg>x_oA^`jcrDe;TIudV7p;S>dsq!-()N}8Q53p-o*Zhe zP2oi0)-s);aX{dWPmyu<)vqRw`^`sw9e9TT9v`hhz4-Km4mH1B1s)E6T;!X$9x@KH z7#W;HHjh?ea>o(m09y7plLH=1nQ7=gzq zfpbF%&+w9Iav2cGfMl-%Kjy!!MR=FC?fz&w2kyGG#{D zN)j$^;sXt?YY+a>uHw{j-G&aRP||`t1KTK}#I>M5ku}kCMOO%f9>BLcrys%o4^tdvNMKr-iavzC>?X_cj+7Q%DIyyzm*fszAq-= z3y3o&8Y=B3C9bwnHU_zU;J2(UpOeQ z{>YdMbsV(H(|#ZZ)v+Jr83{1w2WFj8VF7O&l?_lL77!*EjYz0Uzr{cx9%~ zB_mk)dZN(mx2F!IhUnCEHC6`M)ST~+QA=D}4=@;mmz{cJ)(bbX^hf{pn;fFOg-3A0 zs7~8|m(s=OdL+L@edit^OPH+&>#}iKZt+WtsXp1E$T zE~U&4HiVqLn+LG_#y7-VSMFF7WT9{5Gw!F4Ec#p@=$p@plXwchXCMaFU=O-Bc=E6A zr;^THVdk`+9JI7oF3A^b6*E3Z#a{)sB+_;5wTId&S&g3@TZ6_gn(cgUH?S^Z;bEK| zhn>F*8D1{lXc}EKhA_UpJ@$5Pr3QKY|G%pwTFOtaHzv>&A{GUxWQK+iU}OFt_;99U zW49vS@ZQnsFQlmdux&Z$kxk(7I8IhF+_k`@tcjQ^QQNoiO71`9&`pp6eCk% z@aM;vFnuoK)TJJ2VV+uP%0UxVC%D|uRQ7IkxYRo+bu?pe>PrC&7JRs9QXkVlJAfc}McMYRy!oXt~kfRgnom|66UgAIM zV=xWW!-VF+#B#HR?%<~WSk8xPbf=}k5NT&V5|BY8MLP6r48wwfil^XU>QRmZ+X_RO zX3zH1YePmyP(rPW!aXDzLxEy)OjZEj+(MUwxXuU5H@J01{Bv6e#(hqVbSMsEAwC&3 zd4t@7YO+nEj)01a4~bVV8#|FFwfg(^PeL2OIE_(U1b$3N#!jcNSwlVDiy|mA&M!QV zlSUe?0H%S130rFXBQ1xlc)GogQsRgB5I(isZ=4@kzgl4M;~ryT44wlYar%%$8}P1v zCvxx?KBhzsRT{)i>Pes^N`2$u|GQ$aHbw7t*AD904r%swe_%J*gR9IBEiI zQ2;_=ku>-B*vL8?S-FU2raB^G?EK^@KnBTJQ6MYcgkoVK1@^9V1(9^s6`_#AJ|Zq9z)G~c$wMoEL&JkowB3K^%d(eMcg=zlMrjAPSZF3q|7 zV(gvsbZq?9{reg`4F=nHoyi-?XL9X-O-jwqnA1URQsisFr_CZh;;SSkiQHktp$=CB zr~wf6mRSMJ{WN4@DYk^~Sr3K8d%#R2u5ElLw5jCCLC)v31m&Ht$&KbloE zXV(yxC{=!?IrMU&3r$fRi`4;Ru8fnSLqPtT0&AGoPmXtZ8!1bdE5XS?iL!{`!y}Z# z6d98Cs)~j86J#p$4v zqw>+8EtfX!$My$}q5s4Hz%Q;a#Qcaq5M~tu12F|2C-L=UVCMsZ+1s1OVnSEf_fA=P zLN|Hs}_NoF-!U#uVdn=%|u8UpMFwuRd2^0a$Y z8cEWF%o5hx8Tp#=sT~FV(QEBod6rt)%xk)ZmhRhC=iKp7X+`Bb;H#OLkto}omUL!i zbYoJ#TsMe!t;gY_#xR@^Jw=_pu$E`N@?FrT@M74TXT{k>pe$|4)T4%a<3OiA1@z>| zV|A?JyPDVp9rM$y)^Tp{1`cMqbPOsIWj~Qql#ljc&XBpi#l1lzQ!ahXk$KJ8!$-4f zxbew)_)62!nTxdsxEoIK5Zf3032Hi@(VkhTDm7V>)14hTIu1woafp3<0xdk<{2^QC zKbY&=%a&jYsvxjSF)NjQ4X|2f&_qt-=qSW(m6`E;ipsTE3AIn>Y_0SyDR1vQygd2N z`D-%ZIjX{U{!B>_|GdyQTTWI$9#wgRTp*P6Jh}#2Y_*6K;OUe>)gchvUdOtzH7DlP z?Qj>3OR2A1OZu^Dh9yXDV|CCf)he^@&6KqAlVVV(5bgGmrnhTErxBrHK7d=&{e)xZnM6Yl9jdio(zaK;o3ex( z!qoR?0n%wD1(*!)M3va7qq`K~AKq6PA0Kz+C-Y}&fQN2npT}K;X777Zo~@kIds1hb zuFzEHuMVG?%p@0O2IypEA&JE_ME?`7Wnpsb;bURZq50*Jr^jevKgMsEzfWRBA8eCwE)vTfQYe>@{gZy z%a)QK&yGl!8hJ5mV{VYYFHVHui8{L2hTy3~yN$Nhl7mn@uGmc_cIw=weM`9@U+N_h zIihN32=roZH_VCUY3BuIJIH2(!->54-SumAzy}UDauled?*wn&>FK}=Wyi&4C)&*d zKt>}{?%{2XbZBGPu}iS`~cuMUcl49Mc%|VFVLm-i|e1@@4*!XrP zxoewb=}ALNl+UA!XXbjQaR9HsGw5ul;igk~w8#AcUHXV*e$hmKD$jc+U-l;Q^W{&T zyB;}TN0?w@TZqr-8e_?t!?#Bqtz@|};N04Y&h(C@vv{0Cr9=GnD6P$MMRsZ5v>G)0 zX(u06TZxjz7^2yGW|Vp-H&|9*J_W-oD2RR6TBDITlORg;+cb%h81(Q|TUe6L0chGq zWACNA)-t5K&i^{Gm8nSf_W|FDf;n>eMf+$*7nmFqrEU^%SxhYp(}RJOEuCTxuxOd1 zX5cofbU)-o5#_2dkFQj2Ah=20XZ-dNvh*%dj|XR%!ASqRW2dreYd9AKMIvO9Wbaq? zA>Q3fUpMo`adD*WEy}}c5kv1VSxz)-0JXWFNx-Jz|MO?(3Db~fP^-;;vfnj99=cI}A@(C}L-)w{t& z$@VkVXN@_e&O4om!%QOVvGYB8fGb`8fi5e1IG7y|Wj&NO`nbo5*&nMPxKv1`F8_-x z4w}bOp@yTO5$MW4v!P4LY5r1H&Psv;~u1zk6!rig{?W^DhYhTP6LF|&%_AcpMLS0wIyCU?NVM z7`h^h#UC!T654RHnV(20sJ+$x6*QK4CmJbNSFV(bjMW5y`I^E-PKF=s2)%kDw{b2g z+h;Ww=I$I_5>pc|oW!NN6Fv|Kq=?J5n6_BTADb?{3^ZiO#>&dhhj#JmEyo=N@~tHd zjVh)ow!pMn)(s>8pL}T1HPyT<)j;c^+*rk8tJtK=-}KmU#*q4VJkxHGakWnMHW)a>k$GRewri zqs+dFppF@@&7N*NlvsFVh_r49mn;*M&ix|9mn!pkdjB&B_*e+Z!4kRmAFtn18NpqM zKiKD7pIM|!W`Iu6Zp%$omgGt?2eV0e)05ikIrs9tJ1f&GH8am$2L}B~%P3OY9H?)7 zYF#>XwY}4dUU#`o*5PftrEFJHpzkw5d#59Km`6`bQ16*ku|bx~lu8Uoau`E(7TWmf$9Mq4NAc11>-niQhUu5c^b|iQ~vW?%Jq{*J2h3& zjERR#a}jw4+_fongx|C|B6Rs!v5W>Xw$WNnKuFsv7K01TS}4BTmef_H8@;I%7Kl>JpZu|=%`x+etrqLuPW6O_ z&+W{)%nX!87(q6 znrae>MrN4sMXtkPgAaix@r6O? zWzkV1SWdsTbb$?T(Ki()IsQUn9VjD2*>9bRk0ucD#~qLrW;VXs3wA5sjp(~uAJOc9 z_r@dK&cb2EG3yeG>Qa+o8J;_G~eg`y^j$!agqu8o%0(lz3MF=_+n58 z=6bs`V`k_3dOtQ5Bgpr5Fh%<}k7y~!t6 zB}o29uRG{hL{RQeW9q=abvl}cJ{qTjUFe8v6gsr~2gJBJr!?=pYH@u$TU_S`h{q3EpV$j0Z&9WiXq=kg zKC|>%=sJT4KnW&>8v|z}^Mb~VkQhLaeW@Y2ww^*8@*9LzyuGu!fq58n{)C;Bqlq4| z%y5p$3`Rp}(#9j!6&t8m@8zUtQs8%o7am^6zH&!Q6hFCR0)G;lhiwc3Ih6knpWrNU zLCx&N;ZnVl#S(Y$3QpofPEyD&dl`$vlJ&=hE7!)f%X7MXB!rDVLNz_%)%uQ3ZN*7O zIVyGYG3bU?_7piXN6@yn!TZuD(uNN|TsPYI-L7)q6g9_f2iTwqX+YWO$(T(|kxOHS zf(ubE8!Zm5UqdD6u-8UgM!uqvQg*|BzXK15X%{^vXV5j2=hSmEAOnFr5Tiq~GI4!6 zk0D}_e_>?)8p;MSAaF z#nQsry^`}|t+{FQ*Aq@;n0Qz;y1PdM@p4F*U2aKoBq3FHw>Y=8@$;Y9ZpOXi>a{xz zQ_(!je~(%SivlB>Zk7yR8C;35m6}f!#N~j>_*u45UJ=;2d|V^+<7QhkZ`DI|y%qutSP=h~B=;qVVwHr{NDoAG-AsTa6 zl0DUoH8B(tHCyZ<8M{*tY;G7vf>8z@rg4%p!%t`A#e(s@vL+ewK9&&$@=x+?ZR>76 zoYoPw*rnN!KHXLhMZ65$b`<8e?7$}n(J@g5+W^y_91jv-%VAIwv8O;C(eKkND~%j& zQZ2SWl1%*%n<*p@LxMIXiaCWP0xq;&{G(9dWi1+gun-C_u5@l1R0r#Hx+p|>;?C&4 z%u$pRyc_{DOU-t4?R2I752z9o$mSe-r4f5kK5krXBh*(GZz4rx4xQM3asgm6MKtd( zk>ZY0v`HXL3Kky=^r8#_-qG~75}p%-l#yT#Fe(* z%P#(%_5m9-2o^nZ!$lcZ%9P(NXmO5ysMoryutY{%?I@VSwsexMf6-Uzn5jUCeR_-r z7I`AG&yZHe7HYzZ3<*EK!hQorr2_i>oh_8Ue%sU#=5>U%a%_?fH@=tRbF603pwR8h zB#u%JLEYMn z7#QDDsOh=mbAo2hT3@JO*jG>bCL|OAk;=FzUnTlzOM#z8qjX!L`^qe+YJg` zQi4<|zo^PP|Li3VQwc?wXMvC=m;U=x`XTwcWgiBUiB|SLk}1GMz_qFGODciwh*jjS zXmg)vyt+hCtQt!gpw}Fz60FSdH`p+A7pp3H-p|hgNNf{4Q?1@3RFjo~2*1p7iJifmzfCS&pOg^T~RHn{+ zpWoM>oI766Jb*(n+pf!jo0*8&*FWW*y=GDh&ATDrIzCQ-J?}@YkL!nvkLM6U-w)uW zigDxPvFT&B6aU?V_w{B+(D!i*kc6Me77)-A@QEFM0fFAHZ{NN>GY*J+%w(^RW4ipPjyfP8BykXs*Xn|4jl>c+LS2 z+J!Z`6v@btLGz({xq!W^#h=hXXG^Y{!2v>Fvxib4aaxwz_&aqjl-M!TbYGr}e^Rn) zunTNDUAfHSuD(tWCGrVcgFEHCJ-*DWdP=%F=`x@Z`~|iouOCZQh*@TFwYw#7EN76; zfR&m>W-(*M1(ABpBHrQkV(0Dd!o!Zl4bdyY5p^W!inH0EY^9Fg5+}eo`9~iPc`bP) zvt%79LVzf3zYuo?4#ZxaF#t&u-5Hy{XHhLi1c^pvuR&Cr^Gm5 z$B?I|Mp85a#cc{@>xlb9__#vh8!u9vub!ecK;yc?t^^>o2A=&0mhCk7YVy0cywBA& zC17-~C(UuoHetWnlC@s)1_!N?e2h$B4Txup@pF`!=6iIYofc}<`ulZxEu4Mwd|Q@o zt99e;aayp!3I6$d#3P{c)p0q8N-$?^%%F{LBAZ!heLTB6+U>^da$BpJ2{hc(4)~sD zpU3EJv}F>~n>db-eI&#Z2&Z_Q_B^g$JBBqrh1B#tmV3W6cscad6}yn=rF&l zTxSvy67p7iIQ2oZBdFV{2;cHO`D^f2whgL?BF2uf*d|6h*UEK|-tG3HtSyTQ<*HWV z_Gx6wXu|NT*mveL6t&}aFA@nN6{H1hO*v$f~_ zggN(`w>BBNXatEwB!k0vJ9{?P36aFtg3C2g-oA=c-Vfm1<2>Fl+m z*CTfyZX$)4#*;YP3EPF*o8knkU&^AAh(N?*wxFP-P9A9IttxzCpw|L$=h|}>{#e|s zZBg{p$e+s=>;(8oV0hSZ&6#=SU-TGq)YFbUb0t>A*>xiaciw0A9-ipPZKgPxoW_cz?wJ5W8i*QtvwH>6Lc}vB5Lyg0{2A`;#*5t!ks> zw}{avZ(lB0MALk5hyeqQgTP|eeWQyo5u-?iH_Dy^g$-P6Ta%aLnWIWJy5EFy(mt3iKvwBp_ONIvAo zC}!wIEK!P4CzDZ_)W4wf<@I)pI<2JsywWx?3ybv_wDZ|*{MWyfxa&@bC!>D$?SNW$ zW=Lfca8RcWBGU+tce8tBi75a;4>8uEn%c zYHc3PUW*^JH}=Vq4o`Pu7qs2&<%7Q(Y^k4WI#+XforBTvWTcf56lG2DIn&ql8{ls) zplh{KVNE+(SVwcCDt~!GgWEF(+%!I5QmW9|I@w;S&Uz@5Q*_~sZ!$Ut;@+{wH-VcG<<=gA5%-N_LP5Avf4Kc^s03ysISG1F2oT2LmLxGe2{> zI*IhUEYmDb7(uKx&S_yv@ZQ^q8zDT5K@lOkz6rkUwZFW;9GY>$=tu+8tw?S@Ej_S(kVbbL0lHt>_9A0NZSc z!>w2Mj`vlw6FxWTdJkRsmW#GuQppx>C zQ4@Y+-f^>mkKpn3!;n>XfBgzdhn+z~ zrbfn!w|}at|KGv0FFQl$w^L_)!n)%3*9OmY1I4(d6%$Uo5L@luX!qL=#n=m&DF0P4 zYYgIFK9(57sv>UqJ1ehQA|{hnJaksuDj;$B&}$9UvM&f;=2!j>05ZKH(`D`tgw2qz zjP4(PBClA|Ebxg25ajCtn~Ur`{?Jq9@Lhm)^_OR(0E}uJ{EXjyi#d=4;vXxN+rO*G z(exTd2u9r%iDvB)Hb@y%&pKvS{)zFoz0}IJ1nzG5jYyDBIA^hP_miz2#B7 zowBBws^Y2zJBM~!d+CPME<(8KR7fq*(*(LDZ=Tjm92;~Gq!_IxFW6v#iSoKsrNq-N znv@pR1g=y{LRk$T+aBRNi^JAG)s~NHdea|ES;6xJ)$y4dFSt(1+uA_C?SfphkBX}6 z27U_ut0%lwZV4JUvETxHL73}!YYH(oiuVaR^99{6MMlZHD6K9Y0 z{Eg_gxn3YZ#P$7E0DhOf#f_rQ1J&aKo@b@v>~c7*o={gqb7iVyub$Az>})zKsI9(& zd<|F=6v%$gfGflN%3?aP)046$m*jvGmv>}FX3OaB%dvfbojh(0x$DSR z{)X|#XDqTT2XSW65p^?pgs5xT!LU`!m;_Vyn>Hq}T^h`WhILM=+}y-Oir-A3k@DI> zNn7T4GS&n0m7hLRfAR(qh9Si9=~AxKJl{%^%yx!U|vq*UT~#l#R>B@`AWfDKDtTXZ#R*S zXPO$}t1Z>r6yNXQ+J6hDvTmEa!&PfxJs+ja=h7G)coQw_gAheBl$2k9`9jQ4u?THv zAtqohLwoMjN_&hdZSjw9oAlp`dES?s200C&6sfgRt07BYM^s0Zr1DQelD^KSFYj#q zCkQ$D1P^l?J=d<1I(suO_r^mn!VC2K+b`Wobv46v_JvxhiYqBexLNp`saq{uNx0EC zUhq>dJoD?F79_(-`4pYUUA+XV`(QU|U7*n#nL6wKoy8TV)C}Z{mse%iFvn~%|b~2o~PcSNwfBzsky7h>aNQTFj z@mGv{c)}2r0ls)+QKO0<<$QjF!6+$`E4CuMfN%H2sv=7o*Y|79--m?>L=L zIhyp{T*dshH9Oo3i>hTkyxBUxf|-eQcemZPUKIL$-FnjdbnW=~`UM5V`z-DDwAZFK^|^X|vvBv0-GFwm-QSuH03Zg26|y>3 zeIB7GRFgJ6hV%);ib*8>fPbQz+eG_CJ2eVCD^b`ch%S|5M+JO{owO&fF6QllSC<3_ za$l7dTRX%w<*ZS3n{20{N(0=-H3Inm1-`ua>(Hl}K98GZpoWlLh<{VjK= z_%(@}-O2RO`FGySzEr~e+;@0u)^C>#(43FMvVElpS!w|&Go{{9k!!)x>w|EOT;FjA zv4hTqm(ZKI_Ver50UV=Rn1=yf)4oNW!m_+h#U!0=Ow~5dH9g&EZk>D&oXgqQbEA)9 zGhN4%ZHN8b#f5)6nQk#J${!z>P(q;3x&?&_x@EOAOn%)D@p^aTka zA|qQzx>GkhvKA&<#~&33-@6_+R-iY709jvw!^w?5yW=(rz+?4U0FAuwo$t}%zDO~| zh5K;MsDa1DS76dCc=^6Qu3ZQa3Ho&0+9AChv}v&El*6W2N?VC^Rh`Gq9*vyqtB6yx zp0SAI){oE)H|bz0n68+hnpFHVQ(>+6oACVI;E%vdO_X}F0kAuwYp9aEWWgFj7*WLG zwAkQo$r{oQ{NH)kf6hZfvQF&=QDuXJ`E~~`=pV1V;MWsJcZYnuUY!0|NEn$q{b|7K zq~A)vSS-5`Uo}r2ee9ZQzKZRQ91B+KLkMzt$!IVNzUHbQAnKkt%N^is<8KTh+Q_(H zCGzy9T6Xd}yc#o~IFkyvknr*y%l~Wj`kdYeoE)Dv^P8YNt!6PlTK+xYuzK|W+i0_V z$!=t~Qpeq7xKg)8JJ9i@G+A1xxAVa1__ZVObi~zKCAjtKyN9e0(+cD!{J-^jGBiEf`%1#NN4&poHrto=1{ceHe##5` z0R3-*1xf~E$LY>ga29Y1s%S>3rz;8?!H$JppNH^!h>De%mDjJ48FnEqU=JN*KL6Kr zIbYhGL-hZ%vq!%6N%uxbjj8JThL20RHpql3B+Oe*mVtQYjk0BJj*h)$V~!pYhP&KW za4MbN2q_l;K!ICi8V;^XGSdWDhX5|a>l`=W>uT43t+4lMDDB+oha@bq_gHK}By#DD zM^%=UN#JX-CW+Ybhb!&=={U96^GE0$*?}2T)_v@D!d7JAiUOs{Pp@EC@$5~22&ZT`_AehJ5=9nxz zZFEP%Sy*D@>%_@mtt&dOnORyY*vs4`JG$T4INSf@>K&jX3BEVb*tU(0ZQI<~Ha2!9 zwr$(CZF7@sHnukAzS-aV=G6~N&@YVsvzrs9ec@Nj-nfCN&pcEjhI}&PX@OCe>rr-=-K*Y1 z)aY2fQ~8zAxMN1hlL2BBMN7NQYZ-t_8+7C6drO3J0hKl?ziM*Lwn1`rh?CbWR5{0A zHcByXSbeWhHXJsClo0e&%n<5HgYvJt>wHV!X5?{pZpt&KkyaTW(aZK{8Q7Ngb{VZ# z(M`%iDc{NS3(XDBCd6F;{jM;axvlHeiH2bqH2(Pb$?~1)7najErKGm)bT~lmD&eY& zuF_|D%%_uK|Gm2UZ)JD!&9{~G;pehVe&$R zfYu(&URNN1ES!;KwDoN;k41LK$j87c?{4`PLg zg#tqD(Rmgr=S- zJUBBQtG;Z*sdA8g%v|m_IF)#fH7l8TEPqrQidaYoDn!ca_L9QiKj1M~G66a<`Vyi6r6#09 zs*MRojoJQ+P7XUu3ekLz%wj2Hic<6~R+sE((hD2b6v}yvRum{XKzKnMwrcy{{8*el zSF;VlBpJ_^V#&^HcGn%gsHQa#y{Od$j|Zn_!;S}sglT#Y2z^!+EH!M$b0y%FTndJ) z#Fs(FLLw%&{>JSbQ&K1lDYc~hLl~zr2&_ZR7*tQT9%lXW73HmwE>j?@$v~V|M(7VG z{Ib@oy7ZvO8o_T0)}~{SllVjqXl}Qd8lC}bW3yS%IT&(Vq}%4;#Dli<z(Y{n&dM}1WLl%lU zx-p5BTPY?rWiTFUOm=EOnFjZA(`12wf*HFl`HUWInYN@MIx00q=645>*#D1MX^6uK1J25{eusF&iDDb*2X#Yt2XiMOdt_Evz=AVhOh@@VMvBY$CcK zLI8&{)blaOl!qq^+UfrKIvsEooe7i?{}tIVk|)!uf`AI3**{7eL1dSd3!+Woc9GTw z@6cY1njG^M!YG~w4CZfjWagfJO7 zlAr{c+%jZazjN9*etJy6UiU}1CFds~hZ(*8Bc_AvY|U&S2}>m5myB(J@3)+oupkiy zNip2(C1sM0k2hvHJ$qKYd&MbcpjH(`l*@wY;e!90y*LHrk(aWyk*=WXlR=%h^c zdgqW{C9erXSm(FE09hpxC?XBix+0)@x=ZCs_SI>Ol17wLp-aK98Ow)L z0yIjOsTrV71M;n_Yh{+o)TK*r4i#quzrBBySEP&%6af=*F=EXIp1L(!A&J*VOSq8a zZq;qgm0BavTx%3*OxbDD;Ho^CERxbq8PH>56)dYl8Q72xgH+GkEwpNJHp6&WI6Kn- zcg=s6+`)@j5)I?)C%v2IyY4iiQ! z$%cVSz~gd~NCKgvI1~YYz#MTDq)yN$kk4e#ag26;7kn0AZU^({PxIm{Qw$=uU4L!1 zn(nJoX=&>Uf_F5KUXc2M0dOw$GfQWUnLY zh(){zm$W6kh`q8j;T+2*!K*!jp|_53wp^X_+l4s`Gz+3&xqtsY&44;(R}P7y zt6cMcU|_Laz-}-{@CsrBWR#VOcXwpVoa3o%ha%a;TS*~kjbU43@ln8T=rEwc^U@&cy15Co_%hM{tpza zf<*`{oR=%n!)@VxKEPgUEoW+mR6o0%hO;z|J0;?<@7zj}a`9w{($zVv*5f z!oyLOf(#D?y7ngWm{Iz$X%XUZTj zelARm0S-*80gkOqGuhkfWG^%R?=l522DGpkgL0ICWS*52$`CrA+fn2T=VJJ-4v6+A ziD&#t%Qg$-o|Wv%zzG8tHK1z!uLWWXA|4z?+hTk^4%*gfGIodQETRCblx>##7@+MV zwr|fd8wvZ!W3P749&HIj)f!V3<*7`S^?xDZ0(c07Bp{4w&jh8u=Tjr;t1 zB6q@_ilHeFmYPj}D~s6<{H7K_l-DIzOq$Aqfn@c!=$)WNXh|#|kYeN*`lId#6eDD# z79G)(H9H};=4FtP!b|dvv`Y|{P6V+Q#oo4|b9I0EM@m7KA9>M^Iqi=+5v5W)w|y`) zTIjmVUdy!_L34ZOH0qN8^=gA(Q73>IH={)Z`X4MTmI4?aXLh&kMc3qXsiI^iWo;3V zQlg$R>K+Ijf71p;f*|Yv;+ov)4qB$YP&q~m?~N3Y{ZC+t+ke<`Qy=H(9r(Ns4Wl_^Ua^b2HVjDf7h^iiq+fG;GZ7VT(=0?2>HF_WoLoOiPl z{7)wDKbfvTh1AZzow_g0*VDW5ogLuA?Q+0c$q^@{!5>TrA z?~IrdJOOPSGwdJO66dr5nehJ-MaPV>g&TvwURdnkc_dSG37?B+lCW64jF))FjQfRk z#<`O(tiJsZ{Y3C|d+F&y$U${GF3mKKRSrnF#MXkx4gUo5z)XRW3#A+^YD7W6gL7rM z7{>1~?YyrCz-X|#{2pgnEeC#BF+JZ2^R&6t?cENx8%=eOo?Yl2h1gu!N2zP~(WmlS zA)J+;YA6$en=Bau2_AT}qXZFxD_@3zQ4c~0!%wDcTmoxO)yb|Y+G}_d=3H(R!kf)$ z!bsk^kBN!F29|zihXw1}a)ho9UhkEe2Q-3L&g6h#)@dDZo^L+D79yK$>dL|hzzeY^ zF|Np6;~MYj_May?{<*Bl*-~fGO!L}6f)oK;#KVG1ZCet{W@J3L7Uqj!VrbNfx8Kmc zy1)FRr6kH#W%&h%5AJXcUcrT(joaB83ArTZ?%>#@*Jvk+WHd?-uef_N>G9622@rS?wE9r_6pLSBTW(mXy>gfg>;L5xG$U(3R;|-K zV6%ZbW0W%-L6VuNeneP0?0m~O5)7M%&q9#XYBdr({{cup6-G_EL|V)YevalTN$E6B z3)Tksicb^7v?A5cFzB5!Y(0o?JCCdxC;atbrV%?nGm6c)-!rNeiRN!-jXw$&&|>=B zcW!VBJjy`gWCE@A{SgNJEGXe1BlI=iIb(q8;SQ>q&D*Q_G40*-UGY;cI!2 zh^K>Uy@^TCEFSBYDFIY;&KDQbgCzNf1Uodq8P>GqNcbgOmtHQqg}xnaY@%isRP)dk zhN>ZTKnzOCP7ntGBaX$u8*+-?o-vX@pbIOns7GIzioB>Z(INK$#X8UGdKaiL3KKxO zKzat%WS~PIeM!;2L<$c` zPCVhFX2$UHcZoX_877gpNO&??d!!I@3kG$#fhM|ftoqH_2dLKU9N5;71? z;5aryqLB7;bciwDssIFp1YS}WS6NsmA)F`6ZU!ojjuq;WoQIu9x5jjR!K~60 z-Aa<3jnU=wH(C}!n1>_jBMV9BI5qs9 zgTPG`E|&2TSqBSv8aPVJlOU@10U22MnVQ%NmTj{U)YUY$p@K=@KZl}#DbCKblF1H2 zY)5un_~+1_fiIru&6q-06dGO>DGX{D-V8`^DfcKo>0}xs8ed^BUNt|5qTs~9Mlfz> zBU4G}fnzG?ykvq|`Y%>KnJUhD2CJgrgUe&8d8&0Xc0?)K=UFRONTL-NbV7m{%IJo8 z$*jTj)ZlEbVgykh(zRYdGARMC^4I{Q9Bjyn+`hQhtvQS+x|k7Z3uSW-LQKUInjb93 zu0+C=`bg0?qu(eaYzPF2r%-J9Wb-T@!iFmn*C6l}ZhG>ikyEpDbXlhf3D`0=kzzQd z^rZr_$=C|vj}hx~t`Qn(iq`|mgjuNI&C8soc^hE7IM5?FWaN(k{xnMiVBSP*)j5PV zka<>Uw5Cw6-&vt(Ok)JWpVNk4A50$kH+lK~UwhNDj_p!pf2-P-s{21*4IKq{+h~6g z;QR{uXpx0M+mZ#Ns7n=>_9ahbT!AT(vVwpOf*IWXdRrG#5IjCNxh;;)WIB}n(G*fB zdf=o*Vnu)i6*RUBFe0_uMnno4+X2B7-MD8|eq_uV>;`EQwV{vn=|l~P+;~H#GJywy zF$EW{v-*e^#=-wfjw1P!a=CnM7tr_q^1znNB>013GVZ>->4ZMEBbxu`>JknwYRMRs z7er;F2$6`5O@dTHD&8TgSt%AzK{*!hgslI1FNfU{4ku~}po|J+RN3wesx-IXCiX8ZO!Lk?W36#=`d~K%l`~s0to$Jr8G6PcSzUh-js#{LqJSbfZ+2Ce;t5b48-+IK`e z7v~6RrbDc`1(X^;CDyClUpa`+5je;0`gRTPBHr?$zG#pnLA~y9!QdVK@c{qG)=N~o zA#(Kh>3RM0E=1sE@45PUWqM(|9`6BZo5JZVpUBZnaBp-)@tom$VbQs9*GzzJXPsuM zW8V=lcY;KyO_($8yTOi#CXq+YZU(u&m_eE>+9{|_6!)DGW@wn6w6Df72cEY zIldq40(c=wTRNuxRhqXL`Fuidan;hg-#_TOqZO;zD0Ff!T>S@j@7 z7fy@7$%iC{++oOU)RV^)ikYK++P!}p7wBU(v94((bvCnxGP$;uzSc1mH0IVNhMv85&TF-AR{zjQ#g$c1xc^)M-py@v-7KPD!M9E8G&@;G!I1G zQAkYCfHBf#0uxfhWdh@mK_unIeo8*0M-%4(T0-aw2-VBYu83~da-kw95H8CJ#JeCq zy2CJnK>-wJaJB6x5-wpx6PJOgpE3>uQP~KGb7^9Ne;fg~sP16_*ai6)G`hJ+Jp<{>698~ zDLB@3QiZd9<%We+yyq!fUK&v9NL14B^M*wmrehF6bO6zEipXO#&G9lN9XB-9^_nY# z9>V(bD=9RiiFsdQA`F%3xN%o6EtWTwA8t^d|NHC0c+0or7CL?YM_oDTLG%9B5Dc>? zUAZ(_O}vmLHU!ZHq5~3$XeV(5EK`5$A`B~zM=Sl`LtO)-9JtGW_5}d;mdoQD(X%$o z^=COVo48gz4?2w8k+JNou^ZClixIK@OjDdJel!T8@-k7uDBqVHIY%j#&JY&2OD7?C z=X{*c2B`(vw8k)=e3Y@k?D`?iNe7OJ=wa*Ri&0p19a%@Im3Z<7g{9U_CfK0R+}~!Y z;WKj=ZUnTYQL;pENLm2F%%Z1I#z8;Cvq|}zR|v#hDul)keBD!s>`L+!I1*k*dODqzGDjI`PBx8N7IWZ78EL{XhRO^%oL^oB_v6-G2#tzyzc&W@g zff6VX`b?1C6{z7^!avKBLo>wKR6}`M$kj8%w%Afb)O;LDWdK*sUbRP>XkG96CwFd* z^1;g9VImQcXYIN45Dab5KKgdYA~4z4+q^D2W$U_#L#;0hj(qWsW*z=plcKnD$fBJ+ z(C_g_e~2!($YO$(?eaEFUDBb3_!xSBMInE-B?I$#?s^abFo@s$sNwg-`ftn%H!cVJ z=+c)-Ql^JVQUKEja_EQp$!D zfaWSulr9PNKru@-OlemQ^+1Ue4E4g1SGj?m5TE*%^gcVbnPC~wct#t%!5sEjVU38S zC8EzFYvwqvET{udA6O;@&tXNQZXK;&v>&An-b?KJ;X^7k@q$%ZkX0pBhgCI|zrh)H z^QR!4XwaSf&M4}ba>e`8h*;A%5Qc|90W!agzhAeBJL92=gLx?gZ%{9>!}zIsNrIB5 zTGAJmEaenVrr(ayc$;`|d0k$ZDx0)!D?|<2(8}BV$bx!+thW|6BvAl=6J200U>cbY zH~`_kNrUc`!Vp`N1iy1yWG4}%rASp5q$NmoBjHs5e=1sMH)1l-`rBJW(Q8)E4|wT1 zpD8CYbU$+ve0XV+i@(ntPuKU(iRbT28#c30pi!Qj%Tl#VT4ui`dA(7v-%XEIzEK(Z%VJD)?1|iJYY^S=oh^;H?d^YvL zE}>Xu$`qmXG-m$MMuEKm)bfZ%2{;hZ1n3A-8>Y0EnX6j95y%Xbj_M8Jm%%D_dx|xl z9WRRB4cp>DBU62!fI2i#A1XNqb9fmwlkJf_T zAJeiW@uv2ooox|H6Xg#tM83Az;hDz{fL(1F^s zpjZHVJCr>Yv%M78BQ9stoYq9OD~GQmsJ7;hD$6jxN~|Fq*VqT-qRT)HRJmz6(l4Ja zo~Fbr@g~;!Yq^iJl`VZdscYB;s$C7<{is;pky|{x{o1(GY)L~Kz6M_3akJ;?9BEDO zy^a*j?ffC`%jyE|$uqdzAZJ`*>+ylvFD79K9kuyR?x(W5+~-bGfxqMcTTI)Xy!Mb~ zLDCji(z9zUa|5gx>FFIQYkekvxwkx+XO{r4W)KSK29wzA-?Cs7me|iyeW7EDCTm#W zWYBy!GvqwSuTFJoRCx_xxA=**ex)_c-UlAp!*1DO#Od8JTjAkS+W?C-9Pmg^inDWOSgzDlc3qJ zut$u%icG|FR9%LO?Zkgq>rLNWyZzECwh?UTsirjghhBof&ef4mz^A+MpySwMwX(Ur z4NX_{wXlB4jYOGw&h&!6`61pNudwzYlN@kLrK`kNXWvg(NanDIXQ;#)-8o3<?@Q6s_dS*25P*ffRG#;#_^gq`t6;=T{?yJm-7Mh4Qlh+k;F^O9$ z-&NkR)8S*=RO6efp|dW}d1&k7L)dzO(Jt;nj-Et(jJNmd{NmezIB)=KO@@yneGXB! z)8u4ZBZ%hev5mp&Di-%2*poC$ZkF!c0M58+|I<9i0}<)F!t>GbhI(x3gS^(BlHv zZNpNha-r0mw?tekkMGg?73zkMwQjGaLuWF@BuI9RoUo*$dBqD-3+euR)U~+H4yS&n z2vY+zlzY1LjH-LLjkxF9amLy+rgNEoYYd^Vrm%cUn0pg83ryBa*^y-U7 zmlzf00};Dzf_Sg1z*pW7Lh<@If%a|Gbzi;R&cseYZ}YJjM!fob`A6>5M-KSqrQWN- zDb;NgSpK~mOAz>qyrvtl_dB5Ro6>sLmo3#+s;yLzdnyfPZMusYQxybmu{b_7k$WT< zOqc8M?vFWa0QFq!`x4G|7bmJvcUy1Q??^ls>ii*CKON8E<6A1Ae>pR?p3e3W9j}r* zt_Bl7&gedpMD$d(yXjN>RG&WGi%%gvO2x1MLmS-sI?_hbz_U5B?2ys19yDR715AzQSD4M5aP#JP*D2r*l5K+EB!M;toV zpOBo#GI3O^DKnr7J~4o5zW{xp5Q|vBhEih1=&|y_wefX5;g8QgS)e zgrFUdVq}865EQWi-akqeJLybl|ZfzcIN5b8&5#@6u5GkU0Z;M=BYT9<2PDWm?_iZ5%L zfxmnP1CzUgln(Z&o#wRhx=O!xw}a-0g4|f!%v9dU#&+bwbnDF2n^n%4_|mjHnS7)z zAhVYd`TP*z<`KC}A%zNKb5de~cPnsUkW zDsHh{LF+=l+%HU*gXPNxwQtjh0VEKB&hqnE<O<>H0${o2c9S)!FisYGmYHk{IeeruO(} zWJ4jpuI@Kq9~Wf(pRU<1^y|}mKtliS_Ku-||EH@iiC>Rj&%68M*+pL6BQMtqcR5nqqLS9=FiFYON2T*%kgLj1mAVUn}u z-GBSKy5C{+aojGsw9!2V@_2Uyuv;$IhnLsKbtmfb1h<)cklcMhw`PZbJR`^F=YP#* zxxxD`scE^Jo*yh@5&&KR5?}B;l1o?1_h(VD9X*!EAL63XRNY}ra zU>z>TH4mkdY>LZzT74k?y5B#Zom~TW*?c;?Cck%iRy%+LCxPSjUcI*SKX~=fd%2-^ z!5{A5{n(v7kTR>>Iz3YE^7HM&#M@l>ylUU_xjp1eYwvKvpHyH6bjBX7>S8S+sky%X zdAV&II6#HZY$x`KD0i@-jHf5eZh4uF8IMMnG#Q9TF`huNq8%eeB;eO|HototJsFLLCeLXuqo@?Ni&Qb)~ zyDO+>cVE3l$s@lX;M?{7SclMibTbh>{blqgL*&r>7W#}ke|Ictk!8UE~5ppi#Jnu(P|u-YN*5B7(o9- z+h^;aT@St85uhs>>LjgSmj^%2Kc4*f`XK)MY6vYjN_2N&@r%d{+;=|uVfX8yxz_Nn zwl}xSNc=j_HXw!Xv0^u9kxS2hPqd z{)rAOBGah-4rxEI-Pu%v3bM4~UNTk15V5atu2OPfxB!pSEj~lTiS4beQlA-v5F@!g z72S_ECV`PwWVb6skF6tf;=}a>?evhw1;^sM^igN=(d*sU=y_9GQO;!Cq7>_WU#6GHdGx>$5BQ z3E6`rD=oF`>16!NUh5;&tJ;w-|K6m^ZgA-?WSHJ1vMe;t6>oUOaPdN(8T(j`HAdqY z-BM(@gCo5ufYGeFvY%xm9fDupPVx?03U=4f!xN`=V`zJ2T$_*(VQu-?YRaMtlS z;kH#es0}1KI4dw)J*XnB7=YvdY?Pa-Et5uHiMoA(;RFUDxThypo%VJH_1UugX)gIy zMUq?r^Qq7)?K{FkTp-^{^mu#hR6)4bN|+cPeX>}Uun=D+5=Bs}w8meeXdobdzku~} z>Rb_Aw>pS^wSYZ|bhU!+j3d3)O#~GRTwSK}CuG0@x(VxYg-8}Fi=N3zAoI9Ip}js} zelDdHYjRU9#XEdgB2p_P^D?_STqLhegr@U5#~rT-rr?8`2?$9=0)Qo2wW_F`q| zZ1`QdygRi#CAs=4s6bS=rqjPbH2prnHpk~&2vJj*psgGtslug1F}jk0_0_gb0a=w^ zC3qnNsG}SnBjO{0=Wjhgs@*)84=j_Ye?u*Sn?o%e5DcFfk(ykKFEy14hfJ{4$H_W*Cu9Vrbw`d zE%qrd6?kZ@pk(yd^QD!Z~(949^Hr z$2&Actk*pktzj(~Z6#e@CbVzG8a(fK<^b;8h;057DHkn)umVaLB1MCuM&SUnDn`Zx zlVl|Ez_L2x{?-u57!j=&T`cv7xB(s;;8%v1)-bWi*#O?ik0N@j@0IAI>~q_2ScKV| z!7)<%dl*pQP&}%IzcK}ajh!t(P;CX-0?a8hhgq6M3k|w8Nn*ZgDxG?!|Co2e-*ydO54Y#RS=qy#ngZN^9vCVqu1f0Vy_Q zSa3bPmryCHX^@^(&?PW+*qB*vQ**pAmw}{K#)E8SmAd2!DDGVA*f=O@B)&%Jnb5Ew znVI7e-N3|hK}16+&0TEwJ^STswJ{DaGyE7HzMZ`TM{E&e#{)CjGC|^06;7UWGsAck zP?ce_;Cg>15{v|;%@aWd%j}xs0nCF*hLe5;RS?UNXyAsI0g5(0Dn~G=Yjgn|I8<_+ zQdl~t!&$7WB~2_mbZBqTI%>u9TEl%EP_Q6j3kN?lFkuB|8*!D5gA2h^ZA~?}J(=a8 zE$mU~BX_hR!9K_UG&EAp?{9ss4e0*o6B?I?!X`Vq*7Pp@wcw2m(pyYOMt939 zvnIO;(qH<)*dWhi@Yk*Hxria#N|+HhM1Q=K?4zj~Gy|^dJ&T*{6H#dDxC9HLu+2`a z&G?=czP%zM#1L&YZfyzHZ37l8qKh>hBGUX>D;zt7a}5)~$-D8-r!(QG`*maZ{@6x` zrDl~Uw&7IjSn$k|ofz=^@XwW~tl0r0h3kaSmpp%0Y`xx1UBu+M;ZVVUgDakXq)CMdC)UrWyL)&|) zX@V5rU4lFn!Ap$==LTd4<{U5CPKFxV?W-LOn>(7;F{_k{ey{j8sMZKvLqhn%mzhiDp7oB%$C09(~`EC7} z$$SQOqPCX2o;d@^t^m}m%84FG+H{gD;YGulwsNB?AK9eiztk7e#yvRWIk2G6J4kTx z47wKsWZDmFp>7!%?wcy>4E`|Qb|Sj&oXdR|h%Ep~MQtuT!&R8>>qOPq=U3ahi|%x< zgcds&W4$-Hzk&*YZ!rmAIBR#{*7=o5q2YD`e1fS{bNE?l_yUN8pJY8@M>z0Ft+%y( zYV~6BXEc?*42AEdx^fjGwt*X8hmK2;d S@=1F6_E=+w_8ctla^@q2p7q8`_GiU| zsloJgC#jv!7%yj&UMIiiFz;K)dPiP57M=HIt`lYsL8jbmGAgpV&dbUjb2z<5%8f$? zsV}Y@RtT#;YA@i{Y|S5-#(q+(C?IZB0noAiJFUBzptX<*KXN?q{A@$=(6obS>wX!9 z&KK8n$vB?(Lq!U(a@Vqz_;{w*Bvc~c_^PC_|6Ge>IiXj>FLC+jEpVnh--%{6wTIB?4*(dpOAlNUI4 zaj9*~uLm14uY(F7ar;aty!oV+K*lc|&>P;vGk>u9Vh@Y#A`L%kY9#Z7%at}Vd zpU&iKoLkS|2W$EuKFM-SV7OK-)jwqHYy;9m!b%OkuQH>YYPCVxpG>ljJi3B#Cd zEb$#V&cAa%K6^w3+WAG|HJ(I>N0ySDE@xgnyJ7;g2dp)23b7y07=8~aJnNimjqQX7 z7z!AhH1RUU?$qycKhD8Rj5e-DhriATL+?IAzf@DdAqU*FbF7s-njev2Io3lKb@r~&4z#C@`Nu}LYU}Gg zN@*874%;iFM^+0d=*bC7_+wl1ekyP z1^H!D{^P$FK3xB`@Zk^?gmZCqHV3A=@%)*ZDU(EBjVf`XBT+*lexTTl7`u|;eyhNC zWq2almo9?wF~D9)f!=duFkVQn%Qs}a`IZ=~6fb4{CNG6>HnDmY(RrHgJF@f`O-yr0 zUXBu9QmL_(Sk=E6r2DV$|Ul|U$E_}{m9$`ZZSoQ8GgM$+=qTebp`Pn<&e(t;B_UdZ~1-y$k4nbg*LS@!NUw!2Gm`f z8d5tmO1)_{!79m~&@Z;$%D9bVlnR*_uBL2YqQz9dpJloW2`b}JnU%ayDq93Di2_72 zr6zF%L#SzHOfHR3{*2r}xM z+}cEC<9nr)Gm3dJIHr=F^La?>XdZzyEE+fN#^GhGP#{XiY7&K2l-}ZKxowEIg|=wa z2uq(0z~@B)Kc3bu!u-sHB&!fYXQX1A3D(G>@{Fz@SLEcIaKmdHQdcVm_BJMO1&Q zCR|s=Fe|ZA?YtHQn}1^56@PPPiFebwaL1&v=vJl|QzJP-#{Z%JjT3XhUHiKi$f%J> zDc~sUC|=5#Kgc~iL}#2{O@*qmQwE2r?z~!CWZn&|0co~VhQ^`8T0^)9VRE@-H)B+2 z%}b38#pQWAeeBc(SjWfJwmt#9uR!RQhX$F0x1&Q>bd+N@k)^b}*YR z60a2=x?_!_`t4Hx64eg0aR9_lu7JPb6~HT1#g1R>uioL^5U81I!g;QTwi&%WidQ^B z&$&<(6fQ`i+W$ZqSL}M`A}LW2$y+2yVJ!t3urySY8f`w2<+&+Brrl)&d!g4;6VTA% zX-!h}t#P6#zL4Sp-|%lLxHbGZFh=Sb@R58#o)ZuO++1t;@5ghz(AOt+ZNm;62%t@S z@Vc+A0>!hq=u+*{PWf)Dm+TPzn^$Y{&TH?`8;(p0(jTuTF+;9%DvidEo!C%R*;DKG zsJ7-scg`WxQS)GZp-+66@G=EDXFk%ydQ7BCK$rFbtOJ0-${0NN7Zp15%>z5PN^ zh*vJ+XUM1_{^yS519Sir`ND4kJHQA&_U%oN^jIB0VI&roecMTSbFSu|KksTRRwpcf zvgR`+w?DSz;V%v;rcnUZ;fx2ZyL@SK#eLl7=FcUir25&B+sr=68u<>I+4(=Ch&?pR za0}C@cW%Q|bBo510_&B{j3I0fTTu%BKMeBP6SanE*LXV`YoQOKAZAPlC{_Wz*I3w=IQa7}++& zwPOvY(S(I40?j;oWx~arB-IWRIda~bh5j#=1j-bE9eQ}i=F-QoP@UJ}>zy4l!=x{Ik)o}}6Lp#Yg>{aoj@SO8Le21PD@!4T5Z3e_7t|^pwG5U5a zzV8UNJS%sq&vjpmgnqPRv){W=e9nluDYR{^wiPzb(s<0V_1h}q+QiLeT=4eTD#mtk zmTY4a>f#{Ztc?GhU_p88NSw>MIq+koNemmi+0Q8RJHq0uH&-bg>(z)|ZdjgaN!$0Hxa{EST9l_a43`rpJJ>U4UcbxAhE4FdgNVk&Yc+A1V zysPeATg8w%Qvc}Ckhi0M9uFNaVoXaXghlGW!xUBrO8C2yT{3Yh)ZKNcp9+8;31@gp zkMiv8#&u;hap;P&M3ZX@=6f%#Vy!gabT3`sZ!l@($5|z~xdQ;&>M^fOuhQ3f#gA>n z>{x0jztxoS@ye#InImXhY=3@PvHV~^Rn{=(U0wWH2QTmpYW#^NxKTdh&(?AoKdULt z&+PD~#-aJ-O``+#`hV_zg`8$B^_R! zz}7aUnTGdT_@@DlNquo`SFsLzl2cFL7~B?_HdyT2kkIJ9bz}K~yf*);C$R7KC`*OY#Qc<8a#wJhu?}Ny4}Lf3 zWG!-7b`aIwfM~jiD1P>m^Tx-^C$7)vf6J=iO1XI);4%R4xA{G0U@m=RV1}JzPn$q` zT>h?~k5+oHC$`ck)VX+jA(Yuosk_duRwc-v>4OYBFtd`dv|6q3$a%b&mV(TERsQHI zO-+2y`*U#QwRd`sr5K6`?mBc0SNM0CK{4nu;Z===k9>`0Z_ z!)wu3&v}jQ(ou&~zBT3h`@ye$hf0_GvUgft3%#Tp_YK|c!s-2UNK0R-^X~HQzJq&O z{B4_Xe+x}_tQ$O`JkjjO9pk1S-)o3;0yd+@nV%|49Tm|(ZNL0Zs3-K z<};D*b=|+9k<=>FL5B#?Avjn$x&JMFDAPHNXbAzV>|Fof1yHWGOcDhbQqKkET@Z>0 zJw;z(GS)J(nM?NHc)n)dU~Mz0jI!CTEKIFakj6xNjz8bRGhYhbt&*L^33Pk}Sdmlh z!mR}8qlv(xRyE>uzL|KdO<6@2OOhj}V35ZDZYE|lKpI8T0q31s04L;q_{{}49ZGw= zHBs9@S}%l#PZ&6mO2BwQ`zdoSrQFoUjpvs6SgcKojHNJ{ECnr-3y<&pb5VvhLX|J$ zUK)HQWH8cx#g?Z8<0k@vsu5uytOm+hyFbhq2n{_ZOLzsoM(uZoobNK26-hQ?hND%8 zez3$*s#rQJ0bSVs;FxF&maOi8;F`dy{RBv4%7GIwY}X2GX!gr6zux$r2DrjvP%$uk z5jmsPRGok-;M1bt@+9asfyZmHXban=-@#yb+d?279u-TtMPw#K!E~0qez!1$+gT#? znDJ>WAZU+Q@tI$MS}t$~)UZopzErsq$<7vQaO0yzWJfWO1}aw(=GhSf)Izr!@hi?- z5F52HA=IyJ-8R-5{utvwjb@5r2~`Ed!JfJ(lY&CzffJ*M6TaZo=cRyfpuNzVprhiZ zg!W-Q2q;29b6F1ut?0izv)Y`o&7AoZoVD(u%K+wTqO3 zd8zczs1hNgIVv|+rFy{v)O2JdHjGnEkvqPhAlA7@ zsA;f=s8Xn{C>VyU2%uYTqKrND{!iociu!RaHhAH2yNkYmMi7|Oy#qT%D zMIdC}ITeVEHkP)K_=JQnJ=%_nK$zWqu@PHMLJ|U(!?_U5BRP+=E4(TU`V?S+4_S|> z9VYB!9Tqg_zMMfps3tAkhD^K6W0=LKu|i-+{rZz@K>#NN5Z8q-5l$GX9-}oZ3pb2^ z7vBHnYzgz8N?uol)rJ6JtY&UNh7@##>{}4WY+3<<76%<*P-^Fk_zRJ)#uny_xs5$I zdKm8=n$|eRe;fpsIBRd&XdE2t|KaMK+B1s+WF6bKI_cQ9(XnmY))(7J$F^9b>8}~U z_v`Vs9^h-fv&3m8Qg9S$Q!Z!(QxEYF4LY}>rw4rFZo`J7+@f~T;6`3ft)s%@Ev%j0D%sJLsU9_u0rr<*9>1N~dR`~g} z#@)2Kbhp{dW#w%=xR#Q-AiWd;h&sav9iHM5M)yFOjcfqCtm>O(3rAX{9YTu?U`{~e z)J?#FI~_m5Yko+9f#BIn1e79i`bq!0R`a2*OSLa_gA-qkCc%>>^+Plb!u=BAv z^IFW#>UvD&;hzDnxFTt0fF$44Xy=&k%Iv%ImZCTFgABfLccQmw)g)zlEU05V zIw&0|t)0)O0_5A(JW5H6kG7q{;#6&jlvEFPoz;;=N>Orba&r^x)I#PB-KP(#)x#Mg zT83>nu<2b3|J07j0<2dCZnd;bX^3P0p1M6aKOsr7!*zqS^qb%yp z&z6zSm5PLn2gl1>`~_~z8MQp0)MsyPnjIhG4L>V^YuwxHyj1h0O1@mj!2(^Z+tp*T zg~SmTyn+k6!nmBG{;};gfY))51vmEii!99v2UlMLz+ikY>-hJ0O2ALyc+HYQ($I!SrN~hcBBul4NE?ht5DFz8(_7ZaptmJ}1xf6+ce#J%1=< zP5d;`G$xfoo2w8)V^ERX5y&0ZNFkr@q_N>eHZui{$Q-d8J-3OY`det>mhW!{llQmk z8xQlGxi+aoQ>%3Ufs%8xHu{?OwrgtBRQ9kb6>a`(D*m5c2xL>4d^->G3|yL=L^@%1 zeCFSF--tQe1u1h(g#RggIRBUMVfmlJ=dXrV0u4FB=QEWfI42RQfAellnu9we!nema zU+9_bXaL2Y?@PKQY2L^j=$c|7wa!_d8l_s9LCU)d&pNsTdWEBjwR(MPy_(`08D(Ol zj$%^dBZ{pkD0#EAfOf>LRM~3mgd?cX=CC3F*6dYimqx~rC{QW8`gLZ_I?^l-diN2T?Txt_`m3}RKn&Oo)ivL`AZ<2ZHJ z%C14M1|WAry$`w^0wMTZs&~?wp%hJoG~>4~XsF7XZtZ#a9a7JQq=y0)#i*3MW;Nxg zznzMO)^52Ff9SU3L|h8e=teHm2~p9~_(Cm=2!!)0JeCfV?@=j~Vn24T-|Sr!y4x>g z%)kDjsvwy0?6r!c6Zz__VmRqAd{8@(m~G|$3I&2fv?~Z{bZ~kO z`w&O=fth@n6aKcrQLUZdj2C+>qYaq!g&ZE}{6lpW2zFtCD^SK|*uK+?MI=CRAnj{V zzB@o?oR>qkN^dMqOXg%AzZN7d(T5L^?7>`#MN`paDT)3ZxDY|^BA<~s)9fpp7-nZ= zZ3A#n6^R9i{$c$BVvc7Id!$P%?soO+CL7;}XfnLf7ks8eQ!@|d*V1Hq4|=7(Ujc~h2gE8w?;!V6>0Q zBs{UuE_dR_gcd1_8mGGT%uxd}n@?>^^iS=g$PQyikrZobkyAdRRw50`Hu6*yvSdJ? zRoiV2U0PWNC1=u5ffPgrw3`+rs7FURkZa>GuSAHx*|eyt)B04qP*8i|3eJV!-jjo3;ZbH zybWS%h`_UX#xozB@S}~h-~iAHa1KjG6wei)3)uruB1WhSg&@58scJfj*kXsUeO7{> zojV4#Xidb~+y52SAxqKyivg5n<7MAhn|frI zYicabc8tsaS`JI%UN=71)aKpXP0W9c`*neE%@nbf2qo2nKqtOR3*qbxO?{Nn(X!OpeEDUlyLa1rY#O(^V?6QRNL1JFuUZNaj#)%nPpe+2MQPt~%Fom`GL$^$Xrm z=HyO5>=ty??Q?Rmxc9mdNCzK5?>y%4-!7H|CPcAw&pPixitXyIOrR*#*q(4^ZDL6`__F0-%xDdomlz#xrvcN&HF-`ZP_v_xN z?afo^zwK?MhdwW#kROy?@DZIYBkYGQrt8pqU@oFv8<@fV+Duw;;v2SGfS#y%u*m$e zLc#dDHv7=o{p1mzmsIesj@mm{4}afaDZYR+xm;vCsWh3HU+iEHL5s;!N~n^#w-^VoH$f4rX zog}imS*G)O=hfljx{UAFOA%vFmwV(P<GDO5PX!E^$s@ZCnBbP7ENTj()iNb!^~!tMp!Q z%9O<3wJYs=&;sxiXthv_9kf+u7GDTcB{!K; zM2weWZ_NX$jivDu5&!1wE3hm5(i}4vE8WXDSIMB0GxW5+B$q-2vrKH+1?3|?W;xtF z;?uS#%nsQm|8lF|*>2|JhdOM2a*eqim~FDSQ>?0U8?tTQ90YCIM2?**(pvivn)?oU znn=c}W--xbE-KtCWszabsGyptka3!Z_GjI94V>e7%(CjGCDPY}T0%ACw1+m=C&dsEL;*$rGngiI;JlIf-=qXX1N z_@X>TbZO$_Zr8!2r?N~(@vxrQ7ur?8pME2PjSk$Sv_*>c4{FNMPQDHV7ma}VOCG{5 zyd%ry9nJ<$%6cmiJ)IrtG9W@PTJH{~MDZ^*PPj@0!e`%hL@rO#zW0ql zLPOlS2$7inBt+IGjy*pfa~bi<^#crIXB~*GaX1%k&rlvWp$Oz}oT2*AL#L5w7rKy2 zSqha(pl)--l6=1~5P(Vo0`fpZnw}U@od~j<)0ZSZLPhm1U|<9cr7>8R-av1*+%^~X z!V|LYH(Rg2-5&rX1Iz&oFk;2a2o6e3^p|U3=kVsmY+r34rZdZcn1C)J4VWM1@QjXf zKh&~_(8x((!YV#rupa3MH_fjyEZFhFp`ZqhD4Ngk;Iq|Fcm$-6T3 zmn!&%P^OlN$FEvJ%t{|)18=|I>PUVZbEMKI`h7FSAbC5v7GpUOlt#5$wYemQ0S-njx?t${4DrH)*!kldWqofAmjSpu=!hs7y~@(q$+jj%J0>D@#0 zZcnYPw*>&KYp-vvoQ9|UdeG}v(O~uqmh$2saBc}vG|+c%IkVOY949xImSBBBAm~CE z{wCV#*uOc@E8*WA1d8#_=y>X!uq1JQ#`_TT9GRa23LMxC)W3ko#z7%ZOb=DgOb$8W zXQIN*>}&77kbWi+KKHM`KUR7e`7DtU`c#o}zP|w1GyLE8E&O1V+7v-(r7s{Oz6!M} zzQh9cuyEg^v;HCUU^m6N9-qs=>%O+Z#b`a09C|(SxqMPu6zSHk5=nKbyO7M<7b1C~ zepJ+-iTOC7hiBl#FDxwVW{eClxt>-QkhJw?;E)LcFz-pXDDyoO105Jz7qz|-p*f1{ zdftH7SrQHT@SaQgb)R_M^zECQtbFk?IXm=ELt)DN>>O7P%LD4^rW6O%2Qu9%bY-<- z^lF;bq3~jk_^xn~TKyJx&pQcQIkrjgr-=mZ1Xy9f_Ob+IyvF z4`XE-p2Sw(ub$KA8Q1LfldXt~X_1&i7%5^4#hAZJ9B4Pm($=H`wf7J384e4{~V#pBl3 zl@ly&P7HSuH)(JbC*Bw5eJty|lRv1-85FYru$joaQ`YH@b;k3=SbfFfCV6wL@~G|4 zuQ4lJ;e06@=;r?T0$Ea@mS}ZachEie<+z=H!<7?iTztW`;N1o*lab}8BnQd5{%%HOX4G~uejD{oT0l=L z=+wi&U7Q90y(K5}5@)zAf>_ktB=<*uc2mVlTC}@)RR?oO^|16(bf0ZUF30vV1Z}zV z9^N)uUi0nk9s272TTvta5W5v3*1(gl#*SyEgJQCm-)p#hce^!>3tWdI8zP4dQkUgI#-F)|N2`Rr^eGwFV*u~jU zZDzkQW)|Roy0^k>VFM;Q5)S5KzwT4E=wp{1yxSwNqCzPtj6&xIER{xIk&>rU@ropAPMl(ffLJ=D7Efo%rp5v%Do=tg zrT3d()c(N)(5-y!_+#)|Z;T9w!fT9v^F>ca&X$Ooje9k-4Bo)#sxICxKuA@g68PGo zjD7!jxkldFa3_oUFX2oT`JeaIuYZ1{UaSBsOd3r4$qc;_0Z31R@!YUq?tT&_JhNv1 z#6J@97!APZ!5|%AG4LAt7D86(JFvt4mG}7p^>HVwi(ViWu}UECj|Y@xw2v%gHzx8R z81d2)EJLfaN+9PD2+KOSda2}Stubj5cm;Bg1^W(DsE~@ z{VF79a2Zn10OpxPsk^p}UhSBfcbQG`+L)nSF%d4Qj~LpJ_oO0FsDCgzQNce6s^ta*rW*)93V( zj0#2P+ay>d^fAd96Y71L0>R)Fe`Q78Ci*&yb3{W<+E!(wI7>6-DmJ@70NEoe6W|pL zI8bZ<1l#+mMUI?gci^D!4pDsBeNxG&eeOE3IWJ;N^0R~JaJ^h!z(SowETipUfKJma z!{~-MKpg3|ge>|o&F>Ra*;xB2C+II0&gVcH(7*Rv`WVC9>Qi<6yvcM!qlKjTiCWd2 zFuS*q^bvkLRWCwt4%VPJaUSplyX5ytb&->>;0~R?DD*K)%#deq>CBGAAZat397$dM2E>!A<>6j z00ImWnRBVkCyLq|vPaNJjpJynxt)J_UG$|d7Uyn7pIAgDi={cBZCRU?AWe~RS`o(P zsIKt_1u60nthb{+h;$fap{>_8P9^&3kNk`c;f}`Vs$}t16Sw zr#jH`75BH7O^U}>K%gVBgS*tjk^m_6?%KyhsT zHM)eulQryR-5v||ZOE?6F=s)In@iEhfJg{M?;O-l&WTry=_<+ z#}WqSwf!yoYy;RE42xyiC3J{alJ^1_r#@ss6?r^On89`Fg6j3ThGU4q40Rll8^f}d zFtEZI_&^3fwcwgYpxCN3>GdTWpmogUu^1QAWUgWLBM>UP0(MzJQ&*y81*M&nHbPtH zQ=ETemEBo*!3p)k>h#MQ!`c1AC5x;FfRVH$`i6R$5u-5yuZU)dx+|hOFLtT)^14Up z=D%#bKWa|ky8Ch8*rHiq-PxSaST%Y)Sm=OyWGwwO+x>PL;G8J5bWExRs3Mih*1V$> z@o`yL@|VZJ=wjm3N`#NXa|^=pwP+iY%|Vt}9#m|22v2MtqZtp4+NPex$5_te8!6So zDp&F!=Cg%%3Uuw#zo0u5gN}GTt!x(KR9-ETi=RJ#mO`jd*qRR1HJ?*x>OH2z=k}_n z(Dh!G>`C~biAYnFt!)}jn=T%mVBtkV8PfRo~WT#3Z)+w zU{>2|**XgVe#rb#TRYor9b&q>6%vu^nsz`H7EEZh4f;GpxokLT61B=eqqc$+Lc5gA zy>KTSK+vN}jsk(vuB+M(g3~@z>A&5yDnsdtqO7yQ&-{ErF-&v=cwHKFAQad|m?GP) z^Rg8w^pv6Q`fyT)>#)Xm_(~OC#v~Y}@R~7oTg>vMH|w@&vSq<-YuQdZkjYW}Lnke; zHLSeW)aDbX^Umro7_D|nB6fi^bgQbjde0qnlXSIdyx~Z9ucLK( zOC5VAVmgg$q_>w5@>}(+V|8>xv1F`A&QR@bVMskF@%d=Wv2+|6xs~8JC|U34DoIZ0 zkacw^Ev^1_sY?#g%T8Fdt)?k9gMO9XX?fD_Fvn%86KSsj;1f#5S1795xOgS2z*2QI zhOQLOrdF#s)1uDKCbMl`JZ(yMSWC^KQy7gD8K>;!8NW}uFH8XVvWBXm1Zq0EABc7r zQ|+yBLp|?Xmm{RV61fA*YHARwX1Xd&H%*h8w41+f6B56C@IquK%<$G{<9sI8WVE1Z zxrc{Jw^srzPPkt~&)DX+i?U|0SZ%XuHX~!d1yl55uUtH3lsA__%Dy2HR`^ERR=%~| zw~VIZ1T59qdn#^r0zY53759p#mSYi~8=L_xNVnZBz6+#oZP{|&i-#@r&cC`4dp_5$TJZ0blh-F21 zm=<&O=s%whJ|BHoKv}B^pj_Be)E$M;s}_ea!vnVZtmeX4%F6b_=-vx1dbKE7oxd6Z z=%^A(L+lM>I-^a0EIy7vmX>;lc4=LdDt{M>!f}Xl(MmpZY@*DT%YkElD22dX2@Tud zEI_~y2dz+fQzUjQ_u9SP!M;qLrm$0x61T4V4Uysf#>A2}oL5!x^M|l#p9Pu-l&wo| z&FBqd2#ISj0AE_nlTXAh9B6@vmvw3eKrFGiH+Nlf2|PBh*OKH1kh5U$U)+rZIZmbc z;#cJQGC15fzxYoJf^ga2`n6~x6-ASe78!w>L8|WZz+!_A_i4=DGQ~kmgZ_rVw9mE& zpWa&s^U8#;>_s!{qi?*W=>|vZhYl+Yw*eZ}RLg`K0KNE|R}diK5BH(uoaL7W2*Ry} z_NB7n!T?K_ImUgkPqsa%7KkgS^F^wDsYA~nZVmG{XVzi^3TI>r;E!P#XaOh9Jc;5E z2O~nlj_yY-JdXl`$a?A{%>4t&xP@&Kh;<#bNEE@HFHRl>6(6OqMUHhXz}Ojx3d~Ho zTU7_fiLOZz(oqF6w5mfHN?|(*zyyLPi5<>6{cUS2#M+JuBEWcpwZt-g@VM)XXLRP5 z*g7$5PW>(2pP|5wWtn(tKqCSD>OVcof&*&EB+Q`qq8OctFEL1`1RQ@dO0j%e3ca8~ zjzUcn6Se$e(F4>Z_73s1C9`wJz88KcJ?Q+bS&OGoP!KUN1u#` zMez>{C3~lw{#l^f0Fzwcc>DuWx}6yWkIf#D3i{Z?%v(UO@~wTuIO3SM^i==S!oG@` z6jQ`!*#wgzwGvbIGu1H~fJ+cXkc@!{67)KR?YoxiR8vVVK&?8S0ZP?Xy&7OIkcs4{ z)`5f(6SQIyj1%N0MnDoweZjThX$M#9SBwul`2vJ#f(6zn1jdNt0m4RHO0612ivgL$ zF7~S*Xs+Hc5`B5AZ`;F10Gqs>Ms6Q0lHN7X$;=x16aw#&+$c{M@cr^m`2B%NEvYfx z5J2_%BaT12S|b_hmo)kMZHYt%h3Z(K!W$ZCWN*;Wq~JX z3dZ@=n%nPMu_76S;^@Ni+zIabZlH&kPije;lN8lCybObCaxDfjE**TJpzqO7PU0^1v_u zg=ROcFyA(!bd3G#vJx_22H!~;yrURIg^8TBYFM{`r|gCW+)9TP3)M3S#Pe-(jVEbI zgwVx~H0HJF{j2I!9w2c#2Zc?#p0|T?Svvtv7Mb9gN<#WNt>qUN-dR`ZtX-ed(s=@NtTKO|oM^W!+*f0uP7& za>*0hND8I|pjVZ0#lP6yGJ)dPg5$fa=cf(uySdjH(dZw^?tHK&Q_dYSy@T_UTejy| z28=FvJbIs_?WlE8GMM9|0ncntiD3RY7X^tq;*)EcQsjrnAP0W?r1!NkYs{lA*Lr`7 z6G4BvyQF&hDS^OdY;iJK{o*ty_nG^*V*o~tQBxfNxb>3K3lJo(Yb%x^sz3OFaA+AX z>!KXC0o?%<@! z67=G7^*H+%fAEJdjSwi2cC8z|_XGXFLVC2lz;5%oAda$UW@ydX3+1k|!Nan4_V`qe zj0M2?GD)LVp8b@e*8W}N!Q?+~rj znP+}YwsA=uKk?+bs}V|`fA9Lml^ z%ccvhP_YjB^NejvoY+;FRGj};OO(UU(cjqi9QR>Y3x>n&ArhaB!79T$^Sv|UUO1!3 ze7Rv$$TL5^xj<=LoG7iSbB?_LQL+8vpY(GTJbVOmQfxmI@DHM(fEL<90AhwMgp}%x&ljy1p zz>CSLNVAGtsV-?JWN0vgw-|UMykQa&XC$G53XM7W%Ku~SQK}Ct$fp>BIu>YckGDV zt9BCEhQPZsr%8BZZV+Wz25aHL6u1j0d0@*)xON7hMF4@`ac1;X2iTy>$YV#eKTngz zF?JYbIiPlMB_gEXUk+#40`!c=1CwG(Q%O>*-jhPTpBN7XVSa&8y@bel}zLb!a z3Be{Tir_a+4xFrU+DH_!^Drd(@iEzpJQ3-m4QBqBf z9aB*GcLJn+!JVpil$67vo6=OXcQ7lG4N#=kATbmZQ?GMAK9AZg%=>k4|QHo*AnLra@ znk1`lLYj9i&`n|(AXJF}6ou$Jbw&Hk)&NQJd{*mhA|fs;%%zs*B~$xL z0)Pi_c!SiPZfN9LCOwnL4l=38Y-hqf)R5%aY%WN6uE}V)hurYNQ&yBxj z;dDb7Ng1A2QYM!4E>yk?5J_gjKZ5>n&BYUR!3s2nUUQ?Ryd8${RQFy)LEIHWyxPaN zb-nMeSb$@G(y*y9`0dM2oA&b>0QfwN9cBRR3vj_M`ZyNS;QhtxdYtDofuerng&bKT z7hhsBLr!Ya!;5+FWggH(Tl}yIA)GoPXEwB+PM=HH(<~o#Lr|j^Sg{%5_~-A*yXued zvWXBR%y-$#vT+%wAg0xL;zhe`J<%mqrxm(<4c99ToNXIJt2?LZ(8Fm>4amXL1v+Fe zi=B(uOvAs*fNOD#G`EE$(`ok0?@F@1PSSr#j?$7E^`cEBd{V}X#IITjEUJUt4XhNiJR7M2*jvQVhBByBN9#F`n?QDOv}H%G5-h8nNYh>V5>L z!8D=S9mSVQma>XpyD&ci21q4%{dyd|!>;ibkaRyas@q%4YHty4^{$X-rhUZdLw_$k zz>50XvD8afdb_g1C&SP?RQL1ZVYE=g=0z|HbxV7eEN@P%aR^HxbV_j3bfBcu?z60v zNvimu+zY)M5PFymGaBn8T+o#9O?ug88JP97X55!QP={^#3UO$S0_a;SJ(`;n)MGrF z4+oNWvnf<+%i%45fz8$6#Hbrf5Plk$X2WfoAv}$`nCx!u&X$=F*5->2+lXaOp1dC| z&U)@;p==CF_Hf$&pl_h#_OA}Hg2)swTjG(Fl82UHLtB z_&StYlOyp%O4ss zeJo^qDnx0Mcc0;5V>LGbjj-NHs}wGM2M!f=FZ_+8aq}2tPX!$hcJv9FYi6GZwa;1V zl`T03m-{Ayaqk`IQg~O!=Ad3?wRLpZyX>$4dRuh4^|`V0Uyf#)IX_1XB_{49vMdM)&~H23_#XFeGT zo|+OOpUw+c*dLgsou^#m2XjkN!QJx!x3Fzd`7t|gL&^_t_dyPE2GOGwN?-(1?`;3U^l~D`K zlMB=i&15(Z~(i z(7Y$PL;u&jXsxIB^n&*eoCe}MTj1V=I@!k1XPSrYL$ZZKg9^K$6qQxk=$Vul60Fp} z--MjY(BHL7+*hX)Rkf=8m&k2_Py&m3nqQFWHszB4ZCJ4UUv%jeRW<)pu=3XW`Q3coh9X0iY_WCuC|=5RTc_+ zzg{I2&ah;D^NU{Z7dk}j4J5&YB$w<2qq2d^WX4k(^Oq@S6ozZ1iNKo7lWH&=-WPU5 z1E`O9P0k8A6@Tv+*uwxs)1+^ZodTrq5?>|Lm^74SSH>KR?Xwl35^<7>&EuebC9xez z9L5DHl#20COZt-{kJ(+QfGsNv%S1?m^eIJ3J<9!|>f~678u5xX(-~wCWHcG;P2~qm zSzZ}}iPUpfslg)sc3$z54Q$c^By#ag0Ygy@tD-O$&l}j~lxmFiU|zumk^sX6B!g(l zkeX8!D^DZz>Y?f10s@VFJ8~~*p05VFw>l^TYrV*((Z55KPYs6YjA&i`o8kD4Fe|72 zsuQ8WxY3DdYNDYv6wR}JV3)_iMCe#rzLP~!J%ifkIbM)s6*cD={wQmQgj^ebfHx+J zwN$N)(2#H1b~ub1gdJ(qCx}?nzmTQ~jf(*E^b=|ZrCx-q0Ca^veCm|(%8!e%fIaR( z2{`*Y498&&NAPAA8}wfkBQO^!ibpV&Q>&aL<5VP&AyrW1cpOF~HKZxf7cu@X2|yX}Z*;Mj|43p8ax?@?z?+rfv6n9D=h<|~VgcI@ zr~^t5EGbkx$X}|4Fll8I2)1Ji#aVA=^x2=$mAN|O7$#(Uej_TeaSgCg2@_*MVIc4D zhG360hDda&8x}Ng<0A`W*W+e32bP*((co8l`LbXusUx>G;-R&1jp9hvX@J;rT!h9i z!6Oi4&9^Dfw7FSaGoxHgN4z>~ibDbOX}Yl}jTm`8mRaSosqxO%7-)z+7MqWl*(6(X zi`syK(MprHur`hG_+Si`6V@cGN-|LmBa*S4lT3(TO(xE=hH2r_6>tU7WXz`17-Mkk zfzsx|5Mmg$h9WtqwfRW{bO2T)-ugN+8dd#3&C!cwRbV=?--gChx-mQI!pjB~Z3qgS zR;ensu{aPV9?LQqyg0vx0|+^&Xqli&9c{qj3ghEtQdO22@^t65G+LsML6?P0jNygx z(NuxaJCTF~+8G~HjQJdQB@$xR7b{SpgpX4*4SJ+RQDBykOb zo68|<$Uvo{k|d)zyHPWRF5&!Y6v>GEznP?f#Vp3rY-6URWuxpR1>*|14mBwtSI{jS zgg>cyA{hJsn8+Xyk^!jedS!|Pu10{wcU!+E77zjN+%d5`P`|~%)QngRV3r@BN#XGoRk!xGTb z%bNrwbSvoQ_^qI#4#)8BEUp)$1_#l~uJO@*7H9gaL{uKAe}!qA;GSx0BWWg`1X?Vy zj}ni(Lh`;^^{E#=p)965Y9+!ET+Tw2U3FvQPMjP^YXh}s4Rs!oo*+Pz#WwflF}eKl zrIrT&oJs%V?gFTOxdkE{gBi&Qp+GIUPX((G8AdMSKE?C;`5O(su48b>xY3C6pGuA> z)^NvaIwq*)deL$KW&NE_YG)=hQ|nKoMCSAY9q;Ik8QL0}UhJgT7torP7R5ai;$&t8 zmgbx|HJ$_KZ9r?`CwDcaJaE*d-OR!6c14DEmEU1w6b6X9%9|~nO77YV?BcbD;&G$N$@Ie2)LSgNVm}s^${w*97P`>?$ecQ2~Zy!x;egb>~PRSacfBt zuGqA1k=T`dwJ*%)_?mB|3Z0a1mNBP-=>+qXN)vNNn>ACZxM26hLgR>H-j`MN&K*0s z71xH{7Xx6PlI%@kG<=;PY6x2J8#!ESN`D5VQG4XflV+W@g*F6ZQVT>+ z5%uHm^9QV6WO8ef%tbM0|Ds`|--4oNSRZSR$^e;3m}AVhR!L-O?a^0Pk zD$uHmjTC>~-9>tVf;WaOh%Y_XVs8UbZZfY+U)gje+&SRNsB?t#GLC zbj71JS+t*MYf-F^$A7mX!wsrtNZuXlyXb~xOrqyzR&H=TmY^Jv@{fU|9e{oK$~6!@ zfdc4;{85DLme}{|9DNP0>(a}nru=%8Gz=JMvVybOnLPt=ItA$n+9Cp5*cf$Q-NzNR z^0+^xD)Y(lS!OIkwl3GT3WFHTb2} zEOSFVJFV&pI;>640%+`Y2uq$=khkWT^?_#H6TA=E>DsQ)ah=G99 z@w`qz+4)7R#A_)P>bw|>*G&)Uf)!IUgM*&(R+-0ljoY_xoA>K5bkoP~ zeo75}1ueky*`?|5^f?Cr5wL9;N@gRCFrtpuepvs3sO?}NXB0HaC;`h|Ep0*PnSE#r z=cT*MEascMyB&c@0FD!@12~Cuz{R9{4y3lm@6|OoQgb_^4Yq}z>ysf=ZCFcxjh<;)(gX$g#Rf>6l@CS%cJb?dw5tNKClzIsj_iQ1CxZS$?qIZ~w?5 ze37~uu)tmN$bG|^CVQ#Jaym#wEr^BxdEZrq&^hL4qv68F1ZZ8jpK+;qa?@~T;YG|U zG?QIRXhq0GYr#(CBGHrbI+GJ-5@}~9|Jr7z%I36k+EU@SPj(sRb0ebD>YY-UX<%M= zHxT#5Q{V>GU?&;?(lTE2Z1j*%k$6CM*G`{@PCfMBgAs$!Pwrg9J9M}tkcEARp~wMV z!wXXR>7JnUuii4d>1ZQL%6X_v3yeW5o{*NshHsWfx~lZ+9=3TxD6$jPeBONny+CXz z{g=|^WKYQ}q9O(1WJqDGM8yNJv2gxRKW$0pPb@yCWB0q-jXAr%3R5d+G=wKUt2G?N zem68%Qn~Iw5V${aEWXdOwV(nJ6IRu{O>}YL$XZ2Es2gNos*E)=PFI)o=oe3Z_;%1BS>f!NC_%oAW`A z;hGWxc7A|IJ15E63!2!y-#ae~*h*J8CLcm*<`vSlZHGzWFHp^$^=lTE;3nb7)}kgh z9(0uFnC%d-Oc*Dev*W*Wwna%&;=*jSLIyil`?nYS5xlRkYXeigLUMU%UNx1s#P(3+ z75&ZGOcekIc?eN+R05B>I@b-Opm^@Hc3;I(p>6CrrMmzX?m{Vs3NoK5ZYZ+ zp<;4mU8LmlLaS;8T9{{GzihZV1IA;W-wdV#aiq&Dm8CJIj%MssKQEQM)#V>)Hp9e_ zf%wu>7S?#2s(5+J{3`$6`$8VOgZ zFj3DUXhKOeGbv1LL0TN)4M%!-41s`blMV>4-$Ox_M*if!)iUrO;M0|5avXTCMK+U( zdkV-BVz-b2&Uz>Dqr$9TRr>;~4;lb-H1oE!5WfNs3DR3XUUxf3M2=c|41D`WzfA>H zaah3b3Bs|3J`+LkLK^q1n!R3P%Y2$Wb7GCNpRdChOz)gaP^F)F{fvB1sd#j9Tn?Gs zUHqt^$2k@&a(GCA(fGK~*jeF(xrA|mwSYvAESnVXuKAc*6Dc12WpGf${Ct^xCQW;( z?p^OmEG(J=uC*qbzcAuZv3N&`R5r~-K7eolWj0eGp?1*vC|q~C*|LtgmmpE70DKTy zX6434<|*I~I4P&V3MV7G&~&b&?oT>NuD}(I&R~4FVLdoFxCBi~a>DIt5 z&^#zz=|xfq1r?we^_E3SG%Se+MS^gSPyvvJLC83JgE3m+gS-}C(mU;n)43o|0YEp@ zh_o;CyLe}Qp1-Csbh0mrHj>9;7BNTP_dI{2XYE7#6pG*mh%g&yvMo0nzIyx7A9@TI z81urH<^lqc1G-y_#v*C_N3?Kpak<~l^aA(8$WQ&5nmmzTxxFWB@~H68 z@`@5bZ!EwZ>Ljps3!;&1f1selhyh{EgVm2O>jxct4N@Eb^zXSBy#`mH-)sNg;{FjX zCG$iUn&Uu*gLZ{tMjD@s?zNDc2Wp1`>wwx_6fuOBAQ~Zb^cj^6Xrc5~SH=|tHMaW= z*NdSjGL0~879js;Ct&(|_7kZAb5;OZkElibp9ap)7~52!A&f@HOx|e1awp(-gpn=s zP`s^hF_sM&kEs6zdv<1wHe9DmA-}L(dnIhWZmd!H1vo)RN#sLl`{cIV>m!tX}Z%z24G1Z~z^} z?a=-)s# z$VA5snV{yP-u2hr?VVl{)9T0hOiB-cP6O@hZ8sE<`bVmvk?JtHt(!-j%c%S@%91@V z(cH`2+;RQI8BxBS?S^$3>9eBIq>TJ3l=a|JWFGO`;d}S~a37W^0O0k0t5nP`b$6wA z&2Qt__5S*~9hU}JZU^j2jq@YCFlBr&>r84j!>yW=`bu2oods3vK`^n=7luvjNWjn2(st? zr48FZ1-x6`*G@icn7l)9tC1hinv{c!a%w6PKr~N)begjt13$|TpK85b1`O7mtGo`< ze&oArCXL(I$gR(1y^2Nkf4F+b=vsnqYdFSrYe5UR|EIWh2RA z;CaG&CR{UEo?d%SeRpKQ;Tlv|hAa_p7Ymb_w0oLwX-r^f+5ttNTE1; zbDzIL^#=0#tyib^gBY7+I|kCHwB@OicBxQu*7<3O#`uax31*kM za2`@jkno^IQzLny=ZOV;>LMn~?%Y^e)_lGaNMw zD|X~F>>A^Bn>I3lYBe?5juBeuZqzZ5)}Mr@)}|C zzDQ`K4FLj1q(AsPxV*9uIb#<~?rcE$W`or017*Md;g$;wl>L;CD8P=bBw}TK(ae(M zU<>w2%bl_`C^^$2xZ?MvcQB%}U{pLZ8_L-6% zcM9cGFY$48}r%*_@VI>ed_&N6!b`z0j z*iLoUCz68A(&ssIX;lss&Kv4>`VRxc*vH3O8M+T^{Xab_d)eyC zu<7pVUGVLF=*ex*Q=op?Fp)X7`PK+F~!`>;1IB`1IfF4Eu#c)U(1g|thlJLw+K6a{S ztnVkCHtUKS@wm@4`<_?}>rjYJJ9d-@WW6jXt)pgey=R6wbJYjt-<%enJDk(_XuiRTk6wi@W?ZX=4`D}!W%vFk`k(S> zl+6ri7FA<&bokU-8I{vgrk;q34m~mej_%RIt}!+Z?rANUPW~6YOFb zEfN)s`DIp_ZTX)aMneNiYAE;;9uzIBhY?GydYHvnbkZpcOC1gq-vlNyR>~s)5_V7m zYjiwll_ugPJ}V6V94vZ*Q-^~prN1=iTp@uX9v$Mu;Dgm7j1qyi#t_ii(I=vm> zn1(4A8gbQ}K0P4XcE)J!I!{l4W-j{k^~yV3f#lcetCPn`?Jmf77q=vfjwR>yD>JLa zTB!?l)(Wd;X%VLa)o$z!HLd7MIt_OvA(aXplHYI+}zyq8BUfh0#eiHDA8uX(Tv(gaP+6q z@rvxPK7!cUY*+WSx!I&lY#V%vG_7{Kw$iRE6I&E^{g|k;K;olz`yOR*h3x_F_Ig9T z{sN08qG=NwQ;~4@>pkGOCYtXRTfnz0uJto>rPKf;(`MAqZ<;sxwCmMeA->u%(-S+` zCg8>1#x;Wa}&B^cW{1FjJZp;@qqLHG8x@SX~ltxFIKG5MCb z&dwa1P{Mb1uV*v+U9z<-(sOTkcfIS!H7|p*E^lr;u(jUPsfPK&j~bZX?wD$#F}Z`Q8hkc1FIK1pfA}fXKX@c1m=p*LMGPJQdb)V|NXJ7Y}+ZQ+<54mP45I z&n`f#2^lrWJq5W=R9P`v+`sX!1Nxb`)l?A|%~OT??=b$zGP>m+oNX z{iReUEEyp|bDje5{o3NVTv)HYwN!UtY0zB87*^h5UECe;FDq3hcpINx>#6Rv3G{1;Gq`J2*HNENDapdq9!c9j*+z0If&TW+N31%oGU;1>YG3-ej4v!o3r{QoZBM9w z4;T16!2)CTN-|kqa2`H(5&2rl^s|55jTF&nKTq1Htlu*Bcq`k^|D;GU4*^RB?Fm4o8n1kB&1DaQlJ&MOg-rKXc zXTk9vveN?``y@ix5wt`5Z^3$M1HZ^%7X1SXw5KjVH$3~-fqbyE`&nTla+q`QAQ!o< zF+o{$8vgZUZ}k3?nClgQcJarDk@w=#lKRJ~SLUp)Z5S)0}p3&S|^(-0QcB^|SDLH-cNHYkhoM93weY9$on5cMI$H(HDNB-QG zj^hPTF=XxZ_Un#eT^?1`7j^&Zwe2@*XqF?BjO=>jYuxHs@*WIDo`z^M3e8I=475UE zU?IYYpY6KJ#aA6NV6>Scw{_kF3gJPZs0_+cSIZuvlR-S>BZJvMEP^j`b z6TtpWW`3@qC1UIX(d2Y4PDqlsgB>7A~%!4gVK&`RX$c za1Qnyf!TcSwibt6-{fnA%f*rH$&p0|J^EULGDfSH6M56M?n&XGW$HisAy&>En&tHM z$4k%rfeKe})tI2IO0;shqohU>xPwaay$aV!?ijR$$`ojsqoHily(;-zMy;gJlWH=%j-XR8I}@pw^LB#mPOtA*rPqJw#W!zX z6zGQaL4WzZ?-=X|Y7>Zo)DM-LG|K7#9`Z?aZe`Y*N+wdN)bC}=tG0z>@Q^A^cK_<^ zgwf#2^TkvmMUs+~RM68^G@4XQfK`(6o2kpi$|_V!>nsZ;*;JDZ+o%t{RKicoCLUEv z&&!xc6^kr$B?bQ_Ff1ch9a>?~9cqoyReG1Nc2TnksDPAGM;A-ds*)k7k>RKU$S73E zNR-L`D3R?ekWI^zS(fkdl(n=`BUb+kEd%*e#@R)^?W=s45Kf(>8?LCrgj^Isx1%=+ z@c*vs8xQH#efB+^{`DsX!KQJJX}ae3Qp)Crvq6e>D$-=6xv2;X$zsm9n$$_a@<$3@ zho`%X!;{0LY}M*GTYGEp8T1ALz^lzvZTaFnJxiy)*~-;z@~difm(8ogG-Y}4*vtRE zHk!|WU3MoDJ*wv%4Dy(g)Kqs?>qK@;Pia6rES>$cK zQiwrXx3|v_BN98^K$ykW90GoFBoB+5)hOf%?fKOs7-|wT50rm;YpZq&ppwA1Bs}a1 zoSgjFaz?T6uYZ8W-dqfRawZRphczI?^kD{;ApKUD#qUJDAM<$_GapODc}-X#Yr>*< z4h^E%>?EPzkG|&B^TySB3x0i_?WU5jVQo|L=KQxHP;faOx(lSSd@M5#7A@{_>w4F` zbJzUJsEoJ06)nejsZ1OWV4sgx%N=5fN52E~e;Z2o<$55a*3{@AkVHBdwxD6JOw`4S zf5oC~3}s;olaZLTy%)PMn4B_+r?;Zs1?Pp@{zkt9NYsWbb~a#P>kVCHdLw0epGo!7 zgp_p6+ZycK#zC&D?GDx!q+M5^v3{r3{1Lc-u6fttbZUbEERSTP2-|x>Gqt#P&HpA_ zVrgLp66-n_kiQ6Zm|bPTE@LzBl-0p|eC z-E%a*zO17TXoESQ!Va@4R4PX#zeL#?Qe7+h>;2oP1jefi=KjY8`V_{$(*tm3*l`+t&4K)t5Z)k~#C*ad7M#n9!5ZHRaX= z92JE1zsjeiAk1tj3g85|0M7p_iIJr>UbWeRv~f)H0C`kT(4+51IBpFg=891dg-kLs zgg@~}d-tp)qrlD0dx4{gL!cW*t%}i}L8n+%bc5ccXcA#iUbG-n{~1iDxb>@uZdWs} z?J(88AegRRlfU#(%_4SmyaKuL5~T%!ql4&CYBQpBubO`l%v$_}vUf{(qGzgE;NEpV&)jC_-q zpP|q*7^MUzIj}(bZs3*VNj6Zfb^1;dQcVN211xIkJW7^sPO(gOBL(xAA0 zq%t5}XO3=>oRM3F9XU`}IbC0CPrvCG_J;UPGMJKlo{1u+_D{oXp|1qL+9te?Yb|gR zTX2d{%!MWld7EkA&?uW$$rCtM1cXmwR*#ahmt5|kFU`OPuRX(zEYF|Nr0b{8UfeTk zXteK%&J6IQ(=ZTHvC`kNzLKg5qZXiZ0ANVW8n$aRfdI3Iw?I}c!8|hqQS~KEa8Ls0 zkt<21TjhHRQT$~n7$0z1wJ7C?Mpdwu(10Ct1e0TQ(F3iGR4~UGLo8WTquf}~ zH$stMVc`dM2#GNN2&+A$m}axvLiGW0{{o=g?9Jff&X4w5Q-w1T_bDOLWg?pV{lkf) z3bzE3tl!m&i5hI?)uM?>yfKT{1sD&cM48~>V4@99+pPpST=k1W962Mukx-RFDQ})qN(>`|(OGdLrqZi6`vsERqVNcHv~5ptBzN>^bS~O-Lz%M@9YBgQZg08A zLGU-|WgaRHTrg@$2$9lTf{OzTmZ-KjpsEM3cq3q4-%&Wm4myk69E6iyr>aEXB$6(J zN}7eKXnuuMX+e~wRm{e()^tp#Wk}mVi?WoAA*_;sabcKisjV6DBZ6d~K(?A|sEpG_ zD5hLlpjm9;fhLWuW#tgi04S~n-PD(f=>NrLB%K^dy+`m&hmVxBl(@896V7LF?^n!P zX5;hk2~!aiqyrk+2C9x!InN|=!#!Oi4yV>ySlkj1cG(*O?}F(^i#DD!eTW;=_E+BH z4?~h3_9oTP25%&NArY)I(eiu-y@K4NwyU+(Y6#SRqc}^a5z(_A4M1i6lY=@g$M5s@ zarn7T(EWWr{%*>Jt;YYk59s!JeHiEeHv0bfIy`^&No(Q(ygxni(06pNVw(Wve7!xM zH(y^b^(R06=xSKUQuOd-zkmY0{$0TTczFK)!l7)0YgxT(|CSVXk$>=y-v=$y)XV@0>`2$-1t?iz%1pw8RSVDjaV?7A_EdmGT361S59ZMNB1aiMQw#$|OE%cE z^pxHJSDa%m9MD=Cwap3)aZxl~f^Jp56EBKhN@{g!gQs${Z@vG=aE)n+jThPm zuYe1s5wa6wJQ59y?TXbfp65){^X$j%bDde7a1vpm3g=#Y3#hk9Mmk0`!6RnimMALc zZo@%}7w(y6WJb>A5`jHO^z4VA330_4Ad1xi;YJLNhNYqxF0>yGUg@Mp5Ai#PLKOp9 z_1|#`b)w#`SaX*NWg9lB;jNl~$Nv8Af04*-s1{Mxz3hHoI_0yL-R7aVA-yV2@f0%c zMDC~AteqjC0_5YyKIR)uDdBCxu8jvoM4K$sPNAch&m|Li%&I+u6l!^6W@h;@blJ@a z#Ty_O!T^M^xxlB{8biCPDuNyU62J(sEQB;1@Y+ zz%-c6=q9MrDV5pY+{$CC;puUwa;t1)oC*+C1azPD)CYwK=>`>+INldv??^~qjv4}x z%-5@|0Bk)@b2~;^M+J$;Kc@$k+-yu#-d8~?9+Yl~x{uoScA;ClIY7;PeL@LjG|K^+ z1lWbp7>oE84`)v|Ng=)4K3>mtEVh6W5;DI+_<)D~0^Di6DF>PI>TH&S7auH~BtTEI zLx@vJ!vrh8s>_Xkv_`GzGBE#hDWlgD)zT3lQi-cTQ_^GCP@RZ#c~0kRCWZT|Wy_p6 zB(jf8F>jgiLD!--vRIQW6(sWc88`xM<*FuuC26uZOf505!+Ym;tJ^!I!@JwKcsttG z1^(wl9Z#Zo;p3ATOHv^o!;(9T2LO2iuDGAodj4CAds_5@p^y7WDQlSNk4DfA=Qh+2 zqXh2(oH%7r`G!=O!O2~(dR<{BOPTObEyK?_EY-2)?Zz)T~S|Ip!~hkG2h!q#*q@5&gD zC18%0MLbqT9NK%h?W*-|<;5pK_Xz-}{2S`V07uZ%Pp=}O)aA?e2|{TirKBO*~R2J8lc0*miLF{zyCuDD#2pZ%g}G9;Z*!(ij) z`97)FvKv2%&33np%0JtRAtHbk9K47|h`Kg(j?D>V(i!fz`J-7KAQFt8Wwn{M!EVfa zJ8|}lEpG0DQh8H2YPt7cB#XM;g#Pz|6u~gBz!4Q2hsglbb$sN)QEBEp^MR3pn3tYs zgPn3r?oY);5;+a-BtUWvLA%AaqFPsqadb67n_iBRFY@;-$NPTh;YVMQ+3-9F0&}u` zZ-t!M(D16^?QxA#93 zYSaaQqEj>bG6OutYxQNfDCJDv%B~J!veL6ciRWBf5QXcN8HBEd*HGC_yx1?Y>7*W# z)xjAlS60*Y!xn8-hs%HqhrZ>f07$7u2AF$n?D51_f@Uk+SW76jqfb$nd}ER0-LXA7Ec1Sc;Y=R&kWvug$B zbs4P)iDTY`Z~p#gobtL41r(xtyW&(js1hN>7FFU;XjCM#ANk@wl+2%NFe&E>L*MTE>hO=QBzvz;nJsB)zkN1U}+&xS?Vw!$w2V;(#Pd}Fx^@a8wYKU=7cWQ z_efwE=Zg$a&3$382aS9Q98&u13}#ZDjE8<7^Mn6|3MrdgIMzNd1J>*{Q4QmIqQDLT z+jCNVSNS%=oPeg6@4+Zj_dzXFT>!VdbpNde(AqeT1hpT5oT7!;P5Qep-@(l!fQ}tT zJA+Xs%PUT+tV4nbbKfG6i!Ap-H)Bz8MmhOrX#(2KNAe6!kj9hR9;Wxmbw+86kYCeP-y%PAs^&rjE$ojX zIA^HS3_|55;Zp_PKGhVXDSnn2AGAv}K#7>FKvClCy7&zyY^$q>%emwdg=uxO>&bzxcN+Wy~IHe{Iz#b@5x}ZOsb`5T;#~x@CtOy#;7nY#%iS{-| z@~fm(EP4-~_WxrZ<%bG;K1|SS>w_UfS#gc76IfdT5+*#H$xnm0(M~1e_0S@akL|yo zO^Mx>7m^bq)O|)NMpO@3pNu?$G)ZP|=%!l9r@DFbi!9rvfD#PyS%bVUdxHmW0L#&oWOqPCty=+%r}f?4UQ7Ft0%Yvi*#enKoIX7P3E~lTLGy*m zueohGhmV6Y||fEnNl6U+<#iYr2zaBqm%MQ&>>N9eHlt!@^Yi9vE6 z|K=0-i<*mJ35)o6aGviYwIff+|o+O~FU$%~Lq#YkNCsUap6D{^Uu zEb-(Uw=Eo?XEpKy^EFq$rXOi5h!U(SZs5Jq{)G~cuSBsLmdFVpO`-#MkUodzM-+OP zqa3K(aB>^b*@uYGKi-)}Q67ol6Lj0iemW0dN3p#W5?cx!A(LJ~sg$b-^3PWfgDfi< z&))BUO5#D_Ba=KPa+Fx?3G+S?b~{?LN?{Rl5T-Ri!nd-i35^+njRO;|Q}uF%*~pGQ z3tz97KW;7&3AIAP&h`NqzOu2ot44Tn-N~gA<&T8KIrjDPUhA9VR)JsxFS9|oQ2fi% zI{{bvtB26ggvQ8t$t;qI;WnnX$$jARb#KT2`Eg$|t=9#3-+u;pzv7D}q<%d#e}5g1 zmvn!9>fIhcGw1;-@C3A9@0+Xnz4yEX>_c82N~-m`KVR^hMXmuiuPJ);xlbVG=eaZ^ zUjuI4hX?==_?YCc6TPp`=`YNo>PCar>}QSAX31a0cQYFJ{`K)4R9F}uS}Mk{53Ztg z3>D_bXopct9%6;CaVI?|Jb8}T544GW{;G#wWRKvyTr{iMl%+08il>x0n`6tC)Hzv) zR)?enDIE129m9ZQjGNO)J%pDwi^a7|Ayr-VlM5MG0>mh)S({KWBSHf3vQFS$U~`d= ztCx1Ci#|K{hT7<;k*4=Z6N{leDf3k>qg$fX%Vg{77=|6ak)PZpHXpb;8~4UjpA+u) zQu$+fr}fU+vu@j@3dR_1>XSKbdUaF|J#vD#XF*eX$3<2}H zR!y9Y-giK;1bPp=_9HH z<;fzU9e8n4ZB|%#m7PHOF|1gXqMt1V<{`(Ym>yc!d>zIV9x1nCbW%Dp45MSrf0u)e zk-;chXN}fXmalC1e53-!b!==_x1oui31go*IS2ty;wbxh661m5P9seU9w;Ecj0x{R zp!jFO#P*R((!&rf;1$}S;%4KTjn!f`SrC1J1IZ)q!lEnF{56MwC?f9OIhPa!)pFKl znqa(2^wP7H>EFmESr2@U(7;U3qw$@zab;~b)X7D%r5}jFObOpWLV4%Fn%Y2n!Vo>4 z%Ps-LB4Utxyik2CGC!TEqH!r*CiG+62z?rVlkY%6Cx>o%xR-t^jr}sl^Y%tf z8NU5D%zaiH?OBo5$|mD_sVynU;zZRA#JmpO>^3SZcC}0k#x^MqM=xZIMa93<`j^$K zFbtliguRv(Y`rMa^b#698>07af_%RLEE4cD%o#JHp#$VlCisQ;vUT?BZ+bW8_;yk+ zb{RKAP9g5sseN^;xZ_Kz#0!6jw!}(p3zVA`%5eDB`R)Fk7PPO-&sPm(Nz5&*tp)Xw zHX7q{2I*CBNrGn^2WWGcQ=u10IoDcqps>NRX z3%vtP#))11`V<*%%IbA64TMM-{Pe+H|JTlr?ST{J?dmFgx*BDj-hKLKbrr6N0-uA> zg?)H6Z~TPd)7h4ir#%VHe~{-*Cwo%PqkMS;`%e5sT{AJ&?=_}!dgjqxPQFZ;M3 z;i~}!Jryu=uo{(UR9B!7LsdRZ>H#$-3Npt*gBmhMP>4snm!T0 z>RUMaZ}>qq22k1Ik%w@G*#p4b!JNU|@KqlmlM^~V8$En5h^z40gdx!$hsl*t+zr1c zL_50c4O_ZpLQJ7!vag)J1CBXKVVYqwpJu`DtfzgbRClnGv7ID54ZsRxrN6sby?xlaozVrF{7DFh%o~N+A3%+6hzMY&c7hf? zyQN8|%XW3!sBDGtDj-lQ+kVBQ{10ylBwbvD+oFHCn&ZKue4babHhRG^-3!Lo#< zba2OlTFFcIsuvJ}X2KtMO6#*8c#w~e-?-z)M8C(lA}0r4rex;o7Uy`OQjE9jc+D9R z4C~QAqodHSqf}fiS=i6rgfbIuo7UTaN8cxK5WNaVUqm$Ps0+|W-<3I=zZF>!{X7ue zjT0&rE5B37kcj2lFNp{8AUBOaE=#_Fw-^UgdM~L_LD^Xt{|lgje*^`7;w#B&WWNBc z?EfzZ`X@#meb@r`1EF6KG#4UB88Hb*m@{(YHucd3=b-9N@umM0q~`k5RCe9S0Mo>Q zK`X_*myvi8pZy-6yc9vZgnnAY5RZ*-tTn(De;)7EE1y)PJY``~s@VFEc9C;oY_2T+ zL@H$}uk8VNk7Y&gWpH1iZG}& z5K(H<2j-BXsDOYgE71L1=TaSrl0tKiHfa?~Sn__&gkGv_xOOaQg^*xcqj6Gung9UX z8r*$u{G#oLf2%pi2kO}t#NkZKEM=ovJ)d z&{WMZi(lT=EDG5Wr*3WNRfpO^kC?Mt@=*~^V%mC&b(Bhky_%X2L`;Akt=a!aZ@#s;83IsIYC&EDi$@e z$N=B*5?RHxx=KBU^oq{ffC zDQQVjP5QIo&{6?l=VUD3lq!m`2d@nYfq*~$0BiqrZ7zQ~EmI%EUSXX%lGr?GfF8F!T0sBL@y*x0L7u={jy|J%s%ZN=hc?P{k{!JU>j+x25=xp zm$8Y_?PY7UPjq$Xs$!N`VBamPny`Kw%H~&*gt&W8N2$OAD4P^03b7 zvaBIoYkx}tvIZNcin}~X^)Sz6;O|6_EM0*`9f?ILVHm=o)O*@(d)E}Hpyq~>mQV0bhZfVdE%{q2oG69i{`hs@sk>wlFuhS zdPFWhJ@tuid{Ouih(DuAlg|=KZ+ypVWiEO|j1#n{0uHp;nbO!t<76DIQTQ2=Rtp#I z35!GsJ%JCLarsLDBy#<>YKHr86P29VCM}c98%J?%J}VT-Pe7$|$38jWKG~z|);C&( z&o9|^#{px+92Ktkh1qlzI{1&e#W+hNa9ZlJZ(YS2&aY;bxT(zYAIYSZG7_|g#1nEpfT{W~d&b(|d0qe)##&ndhM$WYqXtv8&qTl%>Ma?TgFi!;8SQz>pLl+eb$RTW97IN00| znoS6Lm%s!3z8=$_BRw1K>x|gfD1N7H<}R-Yz8g%ZhkPZL8Gcsz6YJe%vpB4VK(8dh zB~FgN?PkHph{UDqt>*$p^_ooTagNa;!cJ8?-3W?82Xg!0m+bOz@@3?J4TTN9_j7cj z;AzyV9Y~P`u^q_q>2jr>`zWbsnK{gtCfX(00FY&(evFm|A(J%BS9~Q^`iHN0nC}QC zw*FB)Cw}vSiSLYw?}}*=L0aT2)N2CcKVH3R6t2hArJ0V2tRo&*ym|-3KE(VwQuG!p;*9@%YVhU&zb$GZpPQ75hHVjSNPsxbbfCQ zsH*pfv1QpbDg5zi&)Dv& zDXyZL;?*i#16w$O!c53GZ>jjpEhld>EJh@rVEok31*C2lzQ38i=WmpwFNID?A`b^d zt9M2Rs}+OnR=4lXgvD{{wdJpZ72>@B2fcTY18XW4uZ77cd^hhtY(}KE^b$T4GDt#| zselFNpIhTyzAUlp6VsZ|Ly{A_4DgL16+UXkTW|A3%9-l1%=Y8%c}$DM{21lp{cCQ# z@-n&oGkzflW-bkBp-aBzpFnTg3R{D>6@$O6e&`uzao*?|?N^8Ol+pV%`2Y+;v;CDE z$Bi|R3IcCP>476#uOB1gWhH{7Nm}tQkwyr(YJ1f_-g+M*LO(N@??xKeaHtC1^)wp4 z-_XL~i@f2h-^1VswncQSRYo#$+N?Z%rhc8V1i(}ei?gBUV5!W6v@mO@2S~dD>N*v%zwvL=!|-1xK6dW>e?Fz%%e=r1n@KISmdW@e$;*gP z-W92_OG$Xqx?8fS4>NbS?zq(`-^Ll9Ymbn`CU}y#I`Ss4mc{8|i3WQr*YC_dB3MyRQ9zatk>a zx&B{doucnT3k_go`ak)FKiGQeunBJKnCb(9Bn%@?05SKZE`#`_DphnAKHQdElw9NC zQflnz)rZ!}(2Hf(Zal~RQ+%GHQbl8IPO}`Q{2L?XSDidVUBjG@zf?kP5kt=;x;%QI zWpml5(g%8vP-NFm&}WS9`rPAk#7|?P)){I)j_b)LnT>0e{;id1r~x74WQOYv8f{ba>u>GcrCX8Oq!#aDSXLJ1S}Y`>#he{* z#E(@m7D~27jSX%Xn zKM_HoOTVpWFsx6^YIH!=U}#wp0Sjb|{)nwr5W<$xW>&q_U z0x-YcQI6;qj@a3V6gCG4$%n`zsu$#EvS9n?i^-zsHbDZlLC(lYk=}ksfEqe<7#QBS zw$3Kb8kjl#I*kQ#*flgTjgx{=OTm{Rv^}D1hiN)HTOO#>AAr&PoqH%G3}E3YAlRb2 zNTX%EOy4BC&8;0ywa8tmC)trtuN<+l)YZqzPg~XCgHrG=iq6lry!x~SO4jjR-kTQC zCaG(mya%0>J~A4vr)8mGLr~C`F2Aj){1;tw*@T@Yso%P;O>L;9QK9h{JG+Fj)x0z2 zrio4`{B2C$_+^gP*cOL<1~51`Ic?q{UilUHNo8aFuT?1Bj56(L&RCm93{4i>cn-#M zC}9^GJ}NRG@W22Jftdd|= zXB>5?e?=YF=S|4V{qgF2L>E;$0atgca5@E}u}Q&&LpW!*)-+y!0U>bGf_Qn$QML>F zt#Pk1MbSySr!~QYom`9ZD}0-0oO9`PgJ1J~fZ;_zU9~ zH;&d6Mv}#J(nrIy!4;?L`2?uyrT-D96)#hP=AV2P!YefA(&#N%z8m9Ub;4?8s&Lo* z_i+h9eOLy3tbe~gjxTR7q4!*WyrxuluLjux zn$4BE?_Ns)Ili2Kdt4C91E8U{f%5Q1&cp1Q4&A&!Tx0g!9~i!0m*w?=DnF;1dai*_ z;h}!}T~s@C=^d#*sEZfpn7%D?pQiW=w8MiudbKrf7MR!-E^(|2j0WZ^hq6QaV}))2 zoyM>NL& zDyEVkr=Jz@>LwhaIWeSk2J+1_9F~qH_$K|#l2t90Ueo}&&U0vDZ z6*m7#w_jyFWkVr;9#!V?JW8nI5XgQl43YCZLK%hDjS&(zh0ntw)X0qZc__8}mq}dY z=p=oB<*u0ru1Sj+)|R9XlvjRE@y2$sVj0#m%@$DW*ym-`1!;>O%hht?`?|6u+paI= zAw=l!Igx-S6=tFzTH3IpC7(S+ABVt682MK?8>|1{G(@U2*37_>359i+|HO0Kfd69L zzvxF-ngnVZ0>|97i1OJg#Aq$-U%Q?4Fo*+m+XvOkqXogp&}TcE@A$;MaC{8@Ub#nL zvODfpG9yWiXc0OHkEiXa>*N*@enLR$!CiJeABq(j*}Kz=Y<)Ew8TeIvhID-L1OJS) zg_aYP#ydhP^WfW6Jq8GiQ|=bfPvlYLr>g-@z(T*L79QB-XvYy$gup^b5OLei5@7Po z+l?fW_{b)yE9N`uUaYFAtX~G1iH3HBL#P%p_Qc-38eH(tKAAN$WKHBS6D?`0D&XNw zI^iE=r?F5WZe8uT?#~2z^!tJk$FQCvrW>bGcpTwvAM6ygKk^fovN;No04>Q*V>ome z(o&-L&SMWP?eJ{II$WOqCJ-5#1JFlAT9w?t&gcB>1`nI<&N(pJ8I^k~o7Vms_ST-% z#;OM@&ywyuJ#E^1y*Ggm5XUYX@|DV0YvC=2H>nA-qkZL$dLRV3YXEy#I5&=Z95aR{ zL*%phpZpYVAXM+yr-MZ|lCn0aL5HyVX{yY3!!b_`P(`f$VgGyJ0{U4tBwuDhW08sR z$MLJ)E_rLFHdWb(3d5;GFcl5NgNV?Al`-FjXrY)M24^^mg+u*u42!Q zDnY9|T`zfV8%wY^2QijX@ZRX5C>!!;!VL+6RGA2R{}GNHYdTad)`k+vY3_!o+U0&i zoGfNPY_g*MJ}QLn2Y4q2u|ntZyg!9jB%M+u90plJZ2elCGX5Y%?r%1B3~#V_Ijq z?5D;gn;XVhHw3<#pMo8nnL}?!qS8T`7LZN+ky550dK#qh1RzqAp+C~HQxd#NQ_Qg6 zy@tZIjWk?a{y_*@#SOnhLhdC+_4y|=dpWaqDZRGjiRXTq@U*rEYD1OIO5NTjw2nA{ zjvMil(zs@fB7;1xVCcK(VR`&D-HkW>Vsi)JuaroPp){3m;lB6euzILK-Ne%QO8$^# zLVB6W+zyLb;{My5pZJSMSd<&9&-A zID0xli%=RRFMDVW+aUj9j`amSu0m4DV9UHMUW&a9 zYtN4(t4fP+Eh=F>GA~? z1MU2@vn-jeZRVTZkl!%(UlwnC8q7#b>VJ)Ohuk^r$v9@JR9s~)PIbp*`|YtbdYvTA zif^GlhY^yUvQk~MnjzA~u*T`Dtj>!|7mLdcgBDsCKbBU`@4M$VJ9U?C0VN?=ymmYv zbUbGQZrsoKmcc&un|3$Tnbrz0*Bz)Z)`LOKM52x{!=ClyE;{4xo0{ee87?m=N}kFO zA+qr=-EI$Ct^s|+vy+Yzihr%H7D!4QY_NXT?^emk>-2$#g!5=ju3`b)dH(3H_-P#T zDV!5uQkHD&ld5WnEF;GeCa!~}X}JX)3Vb~Pv}$&@O~puZ69;;x7MNnhNaB)xLujTG z!twnS%1og-%YRnf7u`GCQp{6kkz()fdkaZMz9C$`)MChaV}4#k>GDS0ZaSu7Lg$~^ za6w3m#uf}dc24=`RU~igC)tF~8CLmn8pTRnW3eI0;rAsw)sMRxI0md0 ze}+k;iVx>yjkGptR|hzH6xw`T#Zh@I9)9TjaYi;IAjA!hM97>tj*IVh%FML?apB{p zah@-%2E9*%%l6Br=a}1Wp^6Ayg1C@@5;|z~IDMp9Ghw)JB#7ad&$si~!r`NjPcZ}L z)vn#JXOydwdAO;NW0o4+5**LlAElb-Z2~S|o-rSe;eE`Z`kmI?R&a99I3t28f_NwI!?%;4qreYhOE=vHY>uzE}-teka%l*t&VRM2St`zjb>1u2+*-Ndib6zs)X6f=qEtiHKC`w{-q1^WiHjv-DC=+5$97MKkFx^2oOUx_}W|QDZq>LaD+a z+_-!U;znCos(=bSQmeR$L_t&evNl>Gk7y!~aK+Giw?EKvPEb}fecVO#R7(5b(p)7MQFWfP)042sD~HV9u!Yf$@Ql)9{4Rc(G2y$_L!?)HKCiDoeb=Lq)YS?K;kar80s*hoBo3mm) zG~aJv*fGJ)|9T1tCtC`W3pg2oh5i2sFY3gPTLuWA20#BEq*ao3fT1xpNH!+(z zv}%M|DkHjBOUQ`HVy3|odDpA@Ue`W5?)Xe46(99)^$gqOj6CD*OO`GyPD2cn+KqjV zrY%1BH-q?5J~>Iv5lS6lnw)to<##6!Zk?9O$B`pbbHVCHoi~s62ym;H{NLvPkE?e8 zjx6lDMq}HyCbsQlVmlK~Y-f^=ZQHhO+qP{xH}Cu3@2~sas_r_ctGZ8B@3WuPYprMZ z-jO8BY7Mu72wSYyfZX{8P@(2pG%hB|a~C3nY-BUUxg^_~1vGzz98i*;@ZgCLumC7} z>N_2=EbzOSaf}21ok5AL4d7l_SD~3!eyB(Lg=12AOztQ-JExd)IU??5wwDqBL3CC> zbBRfR7Oa|#($v11WeJ9PsypdPYpK^V1NGx4aIZ$&DU69tGMEK8(tmD-0R#>?DErUJ z!NkwnU0>U}&@IcSS-{HEd)Tf{y`P~+*W!Flai8L`H4R#HXtH`bwt8vjsZzhquzsE_ z3NPL-)E>TIyLy_;p{k$s_QELqJ{Q?U2wD``{Hj1?!mT1uk6z5a79hxq3U2##w_e=R z-m$oOIewpavr1v({`T4#srgH9O6|JXk(V|daLI%l38Bf}(bXi7+5UWCTF2EjWc%5u zze(ZpZkoK=p;GQ-;%vU&>=rV~H4eFNk5fgo_0|$v+@v>LW#eMcI9Ab%c(O?Kw*v`ap2Vya*bdH z1YYH0vl^g*#!iGwno`8Xnajj!!p2UB6zydBkDQ7fu)4+sju=YnDnajK2TG^(P?1DL z3=NE!xnP4!ij&~Mp|d(DU~mbtQ^Jl`L|hSLhcecwj2a$@VQEs^GTo6x&^|U`xyMF` zGAm(VhiZ_9#|}=1->{5@>W{8*f6(FsPH*l>KH$!GZrZzIpt_0X!W3D8^+*39bjPtd zyd;u2z9g#j?H;oddJ7d0s4(N<>0a4Gk>KHZ69f|}Ei+}SFVCV9K#Kfz=VHuWPX0M6 zK_Zt%ni4fCVkq%!@Rg&8z7?_gN2KtLNRp8{KwyV9P^<8psfuE8EfN1g6RiM*wbn+(I6K_x{=}GP;TxF<5|TNg9wh&eXX>Sw4LGIv6e9+83hv-c9IBkQ;0ws`}gH$ z{LS~tXXp%}2_fa`+nn>VBROWK>*>H5VzL*iK-9p~%9CwjH=v(2qw@cS4)$b4Ofd4~ z>1k?Y!1@ndAO&4}g>_o}8tiXtrvoEqgD+s^OXcqorz}NMUrqTBUVP_bqNDL2-%L+j z4IG*_+Fw%bA#N|DNAAtE4b8W9zoZRhMOB8+$*@}UF$dait`dihSK@D3NsxH2c6!^C zw=Z9+Z)>V&R^ZMbe1%6P$3H%Aw>y`Ki9iAZE~-F7Bi!rDs*YpZB6%JRYeND;iff*D z-^yDw**~*vjse$Q#M^E8EwA+DH^psm{h{0r`I32gP^U@@8qe^VklOLhSCX?Nsae9b zOY_R22WbG8L?SCd37{f-bG~?#PwK7#N(Evrht{7CRB9z9sYVK^&a8-y3Xx3NjT(UD zU_o(^fJg){56^sK?BPQ>T-yd*%RSFxl@V_Ve5f-{8e(bS*X9i(#K$0{uq;#21yak6 zN|7SquU6x$0i-$pr7*59S<* zIwUH&T8}lS z=Fag+@9*`63}*RZnRS%u8?VzNH{oQHIfn?pQ*rLp5#M#1i;`Bo`B}c%NA+C(cWBPIyE&lbNP8C^u z+xmfs{-S%ynr_xa*gX?ReegX~_JPa&GUFo>@8=xcZ{a%4IP&)iB3cG zfv0MJr)+xX-|;a5m><7}h|7k`A3^Yl;B~&i5W(pWas}q&-)l5Kf}*IClQwlh*buQ$Z+VT zs$oFRC!1SP0K-P+8~uT;I~it_QbQH;QbUpm5H{&FVv-1y&h!QUK~5?*WCqfE=Cf`J zFE5;+`yKpl$bHFfneC!U{p^UYa|Zdy?(Y^B%i#ZuCcvy99cXK?7EvgHZCRa&uyefHr?ad`?t;jPO8$U{A)VbGm4~Qqg_gw8SvI& z33=KYoukDc%0Y7|Ry#RlFah{XD+pE;STUqoNYy*4N2HT%z8k|Ru3)BI?7X&Jh{a1i zE+~z?pVi3+gZJ8usX9!|h~(h=wT?C)&rLSi?S_?i@z31blCSuEHQ~xVGJARPB)sAX2MssOB?o|Rh;0_0Qdy6X z(-y8?+$^f1bYga`6~LP^vzd;?nngU4x_lw%o{N^TdzR1fyuL)S|@KvqP^!X(4! zYig!C!#2#@>MV%goR&f)k^RrQYJKbc-|c-D|8iriC0}K_1bN!0@ zuA_mFjYb^2QFR)4$ljN@d;0ot=X})d^}h^Fdj+V4Tpnhm5tNq%-M{i9)ua8D@+PD_ zW7d17g<~6fAg{ouwEvs#wWxn;-uaG!9-72qq07n;AkP&(@)|F>Z zC5-}ZD+wEUC`v1njA}km4sf9nTxp~Sz}B{<-|pF9Wnotu7ZORtS^Mh5(2XJp@>>y5 z`2b|yuLPwJ!Lz!^Bz}s*6zmO=RCvWaS5RV<6d%GcbN13|3W+-Y9{BTu z8vFjKk3CjuAX{io7@Z-2A06jhI3}Jh+|J(~qzFPD}X8qjzwZZbkqX z_tGduVQ^L~olW=|Hy3-V>rWuvTpZc?1O=QH)>XtOIZV%7OSiPAt_mO;)!&%O9S=N* zW)tw-3ZU>(KYeb*H1L-}Jo-5`inNH#PsGLN^Kr3($-g?Ig=NZdzs4`ny0lvDnmdfa zFstD$g0(y=w-tD*Wh25m;@B+0*K!z976=-JJM#>yFF%53FnQG368Re6XRZ0Q&JnJ! z2b!JFd{k~)*z+e74vz^h#lr#r6FlDvaEjzM33Nn&Zo;_5J|mjo^A`*q4;;Doh!QAq z3?*vHPZ57+rx6Xdh!O6f=E3#wQtP}JC>@^m9N)9SBzy2>t~CVP`(=BXoj*65_2p(` z`|DU~J`aa=LP42LnGn@SHN6SpB>S|*JTQHwcTIlKSW>K zz7GIO)-p9dT&^>v0}{93C+8!-*pN=d~#bWw5;n5x}8F zSff~lW0;%VBg&b+_>XmBB6<+zk7_m%BiD^&Tf@FTyRI#mVxd!$321KX-mO3TA>{i z0|c6$C_s%Q|C~BZ&CQbQ*^XCQN+5sVdU@64b2e7pKF#TSSr5);X=4_qnyq<|1%9`c z2T|!=m+iVPY9e=E11`P0__{8iywqD+-L)RKC+ClcDHii;Dd7O0E%0i_2iEQ_y5j5B zo28iHVq~Hn*(Cbn093^BB7rqR$MtsG3foOh-hWkyxrcW6LAL9f9ARYCVMz3W+M66t z%qoqKi9G9Ou`>F^80n`pBc4W8@`ptZWd%5QT!c6QHALUR+SCY|yKREF(Gc{#mobu?$2*1;xO# z@uHYR1+bFjHS|KPp1`va3Hi3*b0?&|$_AG(S!tpyra9Qq=qf9afiM;*736itH!8SD zyll`}D4yy0e)9o>)G@>c@YqXPM)24yJ=`Kscv(SAiuC}zzry{4F*|YlGG;AUD0ROt z{KZ{DHy0+N*vyQlYtwN&EhS5GjAc@!OeH4arUHs6nXx?LPM|SGN;E^ET$ z`J0Y)0sQ0V=IDJFg04x1_D^)o{&^cuYEeLQb$b7zbH_H`*G9(_px@d1g-2ju`+FtB z<^8?6__d{bJEIHm_1F9LrIyS4>y6xzg?Dm#=JoEL5i##Z*W=^WJ5B%kY1+1ba&nPT zhry!#dH(kJW>lclD;>Zy{>4qN=K7wzJHPxQ88;l=zdQWFeJu~#-quO(h$m-*iMfTC ze)(_XLjR~7x9MX8fWYDY+S-}+EWgQ_tnmKS@!7>S=Ts}B|8=KL0y;+oS@+XgBL@m5 z2P{k!#R$j90fd~yk)pSS3`c^*AS8n?eh1ae;+MTbUQO6{vYEw0D#rex`ia9!KNH1n z61`ksI}=(vxqQ`lJd#-I9a&fsnkXq`EsIpSPy(A26J3E2;N~}Vo==6;SV=^YrjVSN zEtmmi0Wi8gRWS4U5ayuOet2H0AL%;vI0X%Lx#={TW+}^b7CDV`m}K&pa^ipsqFXm4 zwK5TPa9Qq`Kzo`pzMXiMc`8F%*xqv4+T20zQkygi*%b*B9*RDB0>1UoS-k&%bF9U_ zdMtfh?UZ5)z{uphx^WQ`QEG8UjP&7aO@n+;?uyi|BD!akdN!tnnyEY!`E$ukJh4nu zb}P;j2g}?i9p_htW4Lb`nl+=~u>|bqF#R9tmMujw=Umlz*@4OvR`ba>HaIp)>xZ(q zDHK{c$ZEKr1uCYTcTRCLjadd8bchLy+a@jS^RdMlz^%p<7MIb98Lem`H?@Vz22%{s z?9r-fadSGFnMM~r5vC!*>RUJHoEm+?&i*a`)&zQB{}HU4T`15 zU9_6n8_lgPme&@#8qI~v{~DJ6btvbkQ>$*6-y5gW(xmWVu-~MXH=6(oPp@WY4#<7GGS8SP(3v zVWFe)!-Hbar@VthV@wi47NzVjRP8MI&*Q=z-E&OC_iRluks)9$lQYC0Y{W-lS8IIoH3dlZEb0!hd%5&kRW|b_NKC~NDL0$ppv%wa0??Z%x|Xn+Mw&K^ z7LjvONc5N%P_VmuxgsqJK#8fyEOY?ms(9fJy{=UHA~BLOQDMWf0YPT9QK-;z6v)u( zI3TH#I4G$}n$A89sj@g36i;^rV+6$W$Lv-=Q8hXUsmEZK07qAMSsCo|_L<=;)$97` zPc5ORB#|pR2{m$Pl+9{%+3e$!ci!QdV=lSQ;Lt}dnWAT|!o=zC&#U8%t9ORO?S`;Y zcd5*7iRtY5{zd;o#DIl=QGl{B zu_ycOQR~&bt;pFbO!7H@#KRhQFq(zr&b%bcUse{F@U{wTf$*DR+;#ud z!P4eTmgL(rEz+o?jddb9(dA~A(eGvv7I1^x4H<#7-jEyh$9L_=$NT5wWqUI#JiaBz z``P9n+ND|{`d4n{!zDdJa>V)Pchr<+;fXcuXF53&$v@qH`lha^i0wAKY4Yc5;pY+O zmzumCn2_BLEpqe0*b$jxXa}vXm?FA7E=SC4mG+T*>3?wP^y!-x?+$%yH-D_6y_MUA zFY}EyzAc9Je5!Cq`9Ml=X_OTd1sGg&NNpHDOfkP?CrD~Oy6~(lJ9<_RV~iat_MNuUEjx-+86Olk%RyJb zBRh&SGl6rQo&PE-6i1053U@sWSY{Yl=C3o#Tt}`QXl^zs672)}Ty7z66mHZZe`eY2 z7M4(Yg_%658IoCW7%f(4esYTf1twYHfCO8;n0C=kbcba!afwZ~{CF(<#H9#1!>bWB zQte19wgmG9`TAtL-yXyK?ayg?jcV`CQ!DUoAI*?7xFxjzT zg>(s1-rwi+GPQ>`yM@1qHUD-sAAKpv?l)xJb$8d#5mf(A5-{nK|0qj#mjA6RH~(WK z2L2x-k@)M1f=IXwxj^l z+)%dMLe>Z{AGeZ9U+KV`y;zw+n_7KQ)~i_@Z1GaUowm6BPV4FEE`aB;=y_F^Qf3LD zQ7<;SvR6~~-`MveI?|@EyW^KzKrcJh#N&ym1el)N&$&J|l)tm^G5pPLqu4Bi_2e!r zJ1yScn3ZUsM@I1}9 zYTNjYaR(ZMxP}b_IzwZalmqLMgI5cfQP}Y(K?;V2gdU*Pln1V(#}&!79GMnea)e#; zQHpV{O~p1t^ec`oBSoymL&HI#A8`r58r}xC@e{%94a~LYRH1LU7D>}VE$B_H8T2t!b#nSiQbBm;Pt{yil5X zXC-iTyaIVH@!X3g8Y5WC1?DaTNc33Dqro(25?7s$-=<}&c-Ji8!oZOZciWtz(v~x) z0VzK3#zBg47;RWlIVfn1K#G7tRZx#k6)E9k`<>pZ5&yk#NS5-D8Gl$)iBq~-FXGfx~fhs-&1cy`&LPZ|#&^Q09!M#Uror_3lKEhqN-Exhb}(Eoj)NY*&{Fv|4F zk5aep-GzqYdjI;BVpUyB2>W05q-L_p>nHFGdUDStH980HD$Cqpq&o~N`a*+*C| z22X0vO-={rQ3o;tx+VwCN>PWpPx6h)$03xG-P(FXAgPf-|JwNS!kyhXH#~{Hb~<`_ zKiXrdIvt`~x4I)ZPa;gEd zqGDoV973LLxqBpnR%yVXP;?S0>xz`v9$3JEjo9uH9}5}v)Wp9!0%Gnhz**kEPfmTO zX_dClKOFoin_E@IZipc3f&Vh$gzNUoDvEmn2KuFHB1y1T(ipApXMS^cEeC_!gvh(I`}02Ac5deVR7^C(=T^?&8_ zI=okkAOwCk=_ys|nO9|^|ADZ0!%2?17K)rHh40L64(qr>jC4z5ST$CwiPWN<=Mkx} zQgiYB?%mrWt9bhKB_hIo=KPZjpD7_xEx@iiTx?{yZL4|wz|OY9**1p?OK{J`!l9wZ zlu|aB0r;IFwBP|KU3*cyAhWV_KV(g4Y>c^SoM0T9)V@xK$exdgMv0IdO@feIgzo#Z zx~vMbI|JmM@A-n&Yn;S$(4T(As|}qcHk-iqXWkNe!qD+*MXeC}J>sFNgUDP%2zsTTr6hc3kOa7oN+p_zp6IAYkbLoSD?hIu?yog0E1q>IuHIYFIlP7% zchsGMN1ibh^kNa*TRrS*djxeVv|y8(_ldc29NR{G5(i)~2y@)*Jjto~B%TRl9CzID zESgQA|M+sDezflxpjP#$HNk9Ksh=7YqtC->i?g&DfAz26Y{1#n`Agj zk#&h09GP9Wx3((3X~r^*_a}_P4Z+^;gB>$JVeCFQwA~9oZ!%BJko+)WyZ%GcsnXY1 za-9U)+M`+)QY0$L5B|zQm=e0@F+9P6>oXv$d@V3tt>5lXkg`U*9=b`U56Fu887vCS zw?se)A&IlWzG;;4$4s?aN>e;w01}f=?nwy4R#<<>Bx_w8SgnjkGvjP(+R4?(hS4WY z5=AvJI^T`63OpjnzD7oum>QLXTFGX!ghXL)n|so3z3{kuV(PHL01xzALkf{C+zgCJUcqZKD0-9uiX^sq_B=60spJdGg8453UPY1~C56 zs#kQ!4JC~HbsGkf3u-@wbtTu_<&+5a9I24oo$l(;x?lvd8`&d13Wl*CT%QwqFk!Qu z5u!}2;XGY+2*B_xmCW#o*|o7g?kAzZOO-Rl@zxUMrvDmSLL>Ygg7>I7Lx%>GEq<5xe`asw9H5cV6$pHhq##6*Yr|Ak8rm!>y)=IR z9(*#ht}V16Y8Jv0_7? ztvZ?xmMFoULTlMNK@$$h`ziH+`u!E_mL{_?GD!m@DwUdYueP>CMA%Rjn zMcq1orBuv$FyA%5z&~Z#60Ck$4#-9%CIJbt9}qP}VUqdK6b&or{&#XnCYxuW87EyS zKYu(0jR5aOFB}g@EtmZ*wMcUu5EL}|podA-@1Gb8o!)E_(N<|b2Id^c%&dWpU!haQ z1T)KeSdY`lteBVZee z28=)WUK}F;*ct{!xeRnV6#To_#OdI@(ml+9#yy^{*SNqqWn<1&nXO#IUr}%2*)B3O zDWqTgUmo9%z_6fQ1AxRthxK~JK%?!Qze7Esgn0urpK@)X>VRJYe>J2APr~k0Z)ETV zkyQvUww$mo-vdBrvK|vJe@Ubs-Fpfc-G0p9neS@v?W6F>=Y*OmS{K8Qh*NP!zyygk z2Mtn%6(8Do)vH-ASh74FHne0;68PA@erd}*Sqa78G7>HX%(a2erh2l@u?;>u$h1rcEpAhCA9YJg+Ul(=LEL`u2{CyTF!oNS-Tr8MSoWB{>=d3 zx|oy+=0r%81vipn%$_*Z^tx^H#Nf+#IDURiQ?rTZ-eubwZ9ZTnTEDx}UL6ONu;scP z&><8p&@Yh-?|@cwvo+6@-jGJ?!>;^*Me=K1&rc&qc zl%biv;p$tFE*EWQUTaGqTy7pzl9ds_o*@zTw?+BbxMg`S^0ao9-jR%@&K7+WaVf7{ zp+Ya#q_`l*a4}X~LwbryEFa-vT@rPBW0<*}I^oU1f~8|UO#D&jv2OIi7DtGwiLeyV z@OcD@)1EF#q;)G2rsM@CiE!7sEav#h6lnl2VQQ|)MMl7QP2Aen;|#|9ef=x z%$PADXR_$N7kJX zGAY($QV&@hnz(f6iGBxfh>TJJ$_G9c71?F!R-(-DdU>BiWIlk)=G8o58|(|j@FA2_ zBe-UYj22}VNax%L;vwRg8}6^?Yw5iQAMeihf<;ijYUQ>>@XJcNAksMTgmEgCGDtAW zCAJ1FzRCs^tpYtDf_aM!xe}q5ryr_vA0sepS!U+O92R6=lF|>OlaxyU2h(3D$|hop zZ1wAEs(=3~u8O1<{5vqZyIzG-08r3o;Rb32>0yK|_Uir=Rf!IuH>|#64tU=00s{{< zYOR=>D59}}@x6WS)Od9AMY{9vJ{DMCP`;LDC{8#n-Vc#1y@5(?dxAZX`nD5*Zmv<1 zjXv^8-!=Cle_&_!y zZK|T()3wX1P1E;wIylhkKq$Khs8A|OD)lF9g|!bP`7a?af(uzF_XT;szTiYjzIU$` zh%`F1vtaV;m;9a6;JK(N+>Jh^*wR;xI&X^dVD+r7fhG8c&k&h|wMwEssMHB7 zuxw9ul7?vBccmZ#vU&=Y4UX32lDZ`udmKnd7Aj@EgA|qNI%^(jdFCVwQ(OaloqYdZ z8Lad={ez{maakzZcFLvk1EGM&BNV<59^l>keb_&5YXq^w6aD(B!B#NIMs?F*jijX$ zO$VHqhxv>3NFEe%Wd|A>Dc+60hj#6Gr0+V;j9?(nO)cmgV5j#q{VG1|>Sg%wi#}dm zP+Jc)7UF$w{!$y8m)%6O0=mehun&pkHt9Cd?almppkWPEqc^ha9r;@#-q#;3w#mKL)l@Iq)XNog!!EqW`;^6qKa<9HzX1z&l z5m3u7V+nbuXW+HylM7Z8PL15{ONCz1q#z0rUAgnFAnvP%vjs;#5(-1EsR07A$S;tY z>+S$ik?kDl3qOZfoE9bt@FjEQJ9ZXD?Bg_8z-r%;Upyfd1o!nO*Eo6cqVJn=3;UKf zn~)<6f*3X^pvBNGkBIUU6-RLYz!ulA6v|n6PKk2?NC7f!Vt3RJakdmlw>rs0%7`hn?h-Lk47%A{66uwGK}vyfDu;W1LvNI@yQ{>Jz7A(j!4mRN&M&Fa zD;%?Ol?AkZUZ3hX3Oow?xb1cP;Fu60fHxUGFSAsfrN5jHge3NaHPbn<@34z5eTSIhJM*`RwDBsc7r%Om*6- z#BU6Gc4+qVc+|xBF{?-`(LB7R2gsFgUqd9l>TaMa_6!SwF{jMsY3CYG!yVY)0QCGX zz~w!h?KfcWzFu5N&}_`aEwzd{@`_J_PiF;ur&bK*jXbZQ$D*;uiPE4^;}5_8FcI|Y zXJr-aB4vfSHBoPdjZ%9P2Wy+fx_sreCR*6%vZ3GLLim~dZKOV!s}hoqHba9O0Y@mV z-^vL~(f-qAD6PwPaV+z-q7B}(q+~G^B(q`ev)vOTV|!|JiAdU+?j+gGbL67ru%J26 zF@U^B(FPUFpqjSXd0DDZ?pZIrv#igwyg^-h_-=hz;3M(F77hep{{M=OADw}ZOrD%o zN{foTBg0uUQxRbx1=NoWM05z&{NMM0a{hQF#GW+V04@$z=KrrF-suVX4|RCy8pge` z2>XTvq}_NKN%AC90VFpFp$MCCuyarEK<|L0Jc7)%6?3(YsjfB>w)6Q&5K5|q!Vdm` zB0*5tbnxZqS&bQ~3pcL1$uwz*wiEt8VqC|on{#VyahrIkiqCu zS=>CZ&9=bX7J@tB1?9nn=Wk!(Q-3}LkL(~)IWycDFxgqbeVotdZ+}P=00=SgYvBLz z;oA^EmKk2wIC+JG{~jMj})#K+if&Ix^{48vOT9 zi>=#3fjugPj3yEq9{$<+C8`Yvz`QSD)M(Dy1Ui;|m3KI?c=-BcY=ft4dDr0lZ z-lg1+9a+fN#U_it>Pyc>NYCY*k7HG;k5{DsqC>==tk-~ac(wBR7QQ|l4(73b z{~P}C;n@lP{-Guw%)>2cE%4oKjm|}*dCNvo;ZMsZjK1r152Jj0tv<01Mw{YLMLutL}_jmE2R`(4Fd7d@d|7lN$a zs;)1C{V(ISX3%m!VNjh|18N3O zD;8GpO&Hq2mBV;7@GIh0s7E2zLrs6Qnf^|II}UCzx=w)J4|FgRPGGJ_y&8OJ0AYlH z8}w>GVT1)5?52Q)_mI?5(c*;n8rHhe0`r7>h3XE){K@gbfWw$T1{lNMfpaIrbQ+|+p5trP&HbNLhLii)5{~9B_)Yj z5#gLsxaIrwxH@fYTYlBM>>Pebdh|B0A3f6d3VTa=le@rOuD0#=Z<@D0 z9~Jv7{qp`~2$ib+2N0YFCICh7&Uwvw0-f*S^ACb6E95O5cRJg#_n(LOelS=Gj+{`S zh!|Yud{XCu*W=F*3tT28_*&XfgeqZ@QouzaY2a9%NbGR9KQzR8{ zj2aRTmx#vkGMRW`iXU2t#%EdrTwK}zs+k%}fQy)!9kC8a1ElCcV&y}>zf^Gl3jdJh z%*rmB2rD!~uX|y|Xm$O<>Kx^p5@H+4cB={u0O3H1$_=8fDX|C)<*sRuJiGkKJ4t_B{ z;Wm^lk!jQI0xm0XjHkG81g)mspY<>G*P6F|9d$D>uLC*Lz`iAN3Ux|SNj|mX{ z;z^swVEKloe(cnU$Wj%PY~+h;1Db7aJ4B1uTd{$NSUuW!GtVpnZuG^I(KDfCSI4)h zvbMWdFkr2%9#@Bs;#xX+DgygWr zemJ`BtuheUQ!NRC&C2Sbu4y;QzM14tHj5wYm0t|cpk5HS;X{+ zrWotsV!~;F_!Ud7UF*wNgl#Niw7ZVS;U34r=dJ4uP*Ht4pzx$k{A|)i4P{IE^jIcE z0KlOk8q_a@$o(~%*L73n_IhM4Ig+!hKwdU)jQ{74KC=6#{bw=miu3}#UW@$@Bg7-B zwW{f2Z4FEng=Beg<$h94N1f7VtD2iQVyBk1eiNN_aGJ{(z?_88L5cOwb(INUzM=o2^I_$n)lReXQCB@7ZF?@Z?GV_I`+~DWIKw zE=+$g7jcvDo8L5n$H3?=4olW3(l4H&WhYa3UIU9^3S1LfiRiZy(@8#BJGP`?wQ#yi zFX;`{M$0)Knv;wmVRG#)P7YO0xKC3?pp+=nNZi;V5mTUjMlgq)H8*dX_>&oRT7*sv z&j*@pK>1DsWlZ2whqd}|_?j!le1K3*Ilj$5vV$KhU~hvgM^bIfMA}qmr%sf?qyK=< zjyl7o_)%jDJkgc!yeI~oOo5m@mZxki%vCRI{(f}ZVDETaK2B1mTg|)PI zg^G`dqJ+1hpb?W=Zp2#er^aR5m^7+F&6Su&JU!Cxj*9Y6d;~~5zK6TJgIyBP;^1~@h+NR_DowoicK(^h)w&Pbyrf04kIgP0A6!R^xDynA&r z*ytKhwPTq~Ss#~M-4l&9DPQXtu=rkhLWKzJGprCs=YH%+wi%RD zsY8xpbS`NuR;;|Z;OwARy9NA(l3xbwpxUh9uSkQDB069>6wI~Jb_-W5+_^l?MPW9J zsig~}h{N{tsQJfAdpU76Owfecgh+FC!h*k%&k=Sw)z3Q!EvrBhxPS(T+);$Hfm{++ zde(pZX}|M@szJ*yfNwR9pMP2Ukmu%=Dt#+Xh^D-86AY4YHhJ(FhHLm!K}p|C)!V|W zeJ%aj4r$Av$ibUhhIMJ^KWJLki_eq#tv05VFu|A|N)+niw7rTo1%U@<4UblVe%hGx zQQB{`fT$TwIMl7&9R=_MYgmO0EWA+Sl#GZIwKG1_?WcbeqtD}WTUL>DNqNHps|+4T z6d5!iZib&i;gEcGZ(>$FtZf}nuk5zrb!v$8U_D(3kT;#e#jLcq*c>}S!4-jLTCxNw zuEG_9cken-5BXmC!mUT*$E1w{Q<~eK+D|JlPs{ZNM&|(j)y!8uXI=$U~ zXaW3qU4B{bBa1^Ud-Wx%1QfX34K}$?Xwpuney6~^V&(ukJ9Ioxkazwyo{AqvR6NN~ zIO)B(qy{aa*32JW0CU*sOBrpMO})oKAQWc8G06<6=dq}EuWctTCT8d4Qbze0gIBIn zZZzMq5qr?02^t{#;uy1%5_BW+uLtV+-rdbE*mHO?N&)m^M3CK~+g^Jh$#L!b*bybx z!uk__Mzon1EDU0)C6j153i$PrR%Mgad(3Mecs{Nv+O()o2AQjF9MU6nhpL}@0PPkf z8(18Hqwkk%{UeCk;?qeNQksm{K%|~CZr6)bKN19T{RhA{?>rzLjdoWE6wUnh2vl%( z0*5rjU0N3uwmXo7^bDag6oALuqOJ|41e+@A?j%fwu7{?ntE{0msu6|l;>p~G&waKF zd8y9}y@s5-EWSqIjWc_Ds!Vl7^!|K^x5LhK!L^Uw*VHob=Eh=2Dx{S>K6a*LX})q? z9{idb76DL6x`+Y>msDmPjZG&_o-yW_@X}U$Rbv;Uf%GA9jg|!YRZGh)D(au$M;pn` zlKE?nji6hWkj*N5$~3%#l^`ksu?Er6gtxClxM}u&nSckiA9K2ux>Bw1X8pjZ@fb%n=jv7m4+_;*4}N0ccoKvv|8aEo)e;Fc`Xy>&B4EV19-hDaX$a5C0`n zTHha>Xseh=5Z7-svrf%#tvz40vq5^w7<7_&|D@c>$0U$l4cDjU;2)l3GO@i7tR)b< zPYN(=fbj~WAXYyZGm0FwyKK}}{p(U2_hIUap9xwAtI3&dCOzF^tcKdE+S6G4tcs>8 zs1U1R080sgeNhMGCXf~AuyP3NWN4ftpVB%ynn;pWIyx^(pV)_EcwJRIvx?S0+t03h zQGNfDHzG44+&|uvqjPH`SnDC^#%on11OSZZ5ln}J*#4m7pMfltR_J>K)Fw$oq7RzL zC@6>LC4B9UC7wstM&_blR0Rb^prm~W!qoYw4N4xG&xuk~2-H$FvzGe_!6H*2sJ#vb zGKc=!6}oyryQ#?2($zNmGa5eEaS?_;`QUXU#R=Q){Dj6s>xB1un@2kQbZzs~AQUha zawSB=n0V;lo#`(;&s>6jTxcxGk}^eF12iqI00K@YE0;v^cLYXBQ!aWT^8=9}JB{LZ zQ32N|cO``JAxnmPBRwe(Y4n-!#c`yax_TD>Sa!iUkP+5x>+3|Tbe>Rt`;-cf7)-W% zPyAB`Yy*DYJT3m+xvcH>zkM5pSa09rmAi=v?Lwv24&NRT>k~I+@8#0O^2B`VX{)vZ=8Kkuup71|Z2JgU z2exv;YY64n%5We00E4=`UPq3j#(2()>(UPU4MBqd-ApeEafR>G-h7EMJR%_W>#;2a z@d~NW6EuQ&fOgOl*4&vRmAd||-tCdkRCA%4#KuCuygFveP zXd4Ec!Mgj~+7#E^$7k89ls7;0FaXRQW;Io{C4qFGrs1p7ZL`76t5c~loE)<1*c(GV zSRMT3Zqw6FY-CE;ga_^)-U)!r1E>-&CsA}-49i+OXVJmz@t$uk_MUY$6;!37N0$<` zlJb08kQW%5-|AS+uw%as9*#?;2`l5tbksoN-bIZKED^l+KseO4gXOoMyZR+hmj3&h zHh%sTM4B#IbDG&NAWSz6Cy3Uw@UPxLO;&q=(?N5g^+EK^xZ;EqG%H}JqW=-^o@oVH zZd5tBIMDwCsfe+&A}6gZj2;#yEDCPbjrnAu`Iv#`b5w~U+RF#Kj=(3b-z1_st7<;M1&QO^QhIem_ z42`)@Evr?OB;D=7&XL|~SD>m~)pRt7AOj@S@GKq4orT%1l1L+)L$Z%LX^1Gq&WR}( z^LYLI*B8UZ^L&~iB%Jc*TtsVGOj(iXj_RJbXwcF^WekU3e+Td{Mnc>nUT@iA6g!h zBDEDMZmyB z7ZLClRyuOJSZTn7+24#+x})m&5AAxLSBA90qiPlQ{q`UUR~mY(9#YQP zn)N^HZ#f^p7w$&V5w1s!b?7BIBZ;cQXTpB|2Y8+M*+yPu6Qh%`~7`atatnba5te4 z2=k)+K@TG*cF#6nA0NKB^@|OY8iwvZ=G3kB&u=-*^uRhyf}U>F$fB?K0*VYd)vSbW zMzjayckH6TSJHt6!iz#|den3(XO9ZCg(=ixiBuU`W~J~dzs^f<1lGV#=o}>W?O2ba zuYdq@$dlrgEz+fu{|{B?7#v8rZS4ss&cwDR&cwFOiS0~mcQUaxv2EM7ZQHhP&Z&F9 zs_*Z+dslT;|LJ${^{n+z(^e>kRkzUCx;Ktp>wQsaTbl<$vHRIzG@+DsCxx<_YSz&Y zi;}aGfsHz=$-e0U;ayc7zbh7I70?WMEu23R4+>xa3sO>_C+09G@P@ zm>+?zbtfX9MzH;unViKIx!Ouw`nid8t2W##0Nfzoi@u8zfn-kfb%qD7>tAMOUj1-& zZ&<=%7f-{Y2yw_FIp5Lh;7fvEhn--Nm)UaN*D(R^eQ!+MFY!a9&@}f!7hDz5=f+sD z>2I<)o^XiRtbC@Ul8UBSYSzqikj;9M_o*qs_*OE1a)FgZ)}(X$E0D?>y^Zzn@|qQ- z0+*U2ZTavU+7R@ZR;Ri?9xE8O>##R$acC4Md|20rcSL?VAI*;d@GcQp3%vwu(3n}> z3uy@fCDf*AB?eb^bP~%YY|DsQvkaFy1xbRNdkBfO3*SIr*_Gp5bNT1D#hj86%j z@^BrJjr`0!O)}H!@hvNRS>2CM5`PmUfJ4|)w6xd7X1D~T=n-S~pxGm#9-Qgx;-@Xz z&G7dO$UBf9M|xRl9)>zJ#=J{Oa(CB&y3A3oMmIAE#hOE0dFf`crGYrS47}ARSc)2+ z1jD9{CtDneC8rbJvoJw9NeK3zEn4QBdj;>onmaseH*R(`X<0x}I1f+l8#;pOSNl&WY~gUJ#)<<^x6;2><#dIY8n zdn#;$C9E8D68zLC;rl6bm!RP9RF!a)^Fun{tT&80ko?_^N7b;3=Q;e5x9L&6EaRV~ zjJL#&R#qH&sbZ{hxZfB{SHK2#%c%jTRD*uiVD+Uwz@GA=#A^FD_u1Pfxtf=$Fc3>g zjp5^a%A3|p8!7^44}$L`&|ix(9Zgi59EaT5TY4<>L1*3ltYATQDj!%@(TxdnAk?}V zg~0v?FMzW7L^Lv8- z%RxrOO|iv=yhi6KN^+W=JN0eu@_KOUr8I$u#T}j2o5J!5{Uu=upyw1v9_XWZg0RUy ztUU1nKYLbrWoy(ZwA`ZKN7Uhs^7)Q$?dF>7QX{rc&(^8+I#igB8)g^ROy6I)UYQ#M zrP=I?C4`W1s)_Wq5aFqwjOR-<9GDF#XGZnu$EP_a*2crZ!yBj3CdBFtwI|N;rJ*O- z`^Rt(Ugzam-w{d##2x-ljAyG;9IB|@@;W4#aDf(el}3zmHYUHy>4aCefcXewM>#^y zBjix&r}_6R95j=v6#4dJl6)<+qp8{2>o{vLo^4`1%Udv~^#}#h>sj`J7;N*PGO*MH z)p1_%s%=;|Ihrt3!`FtVbrt7{K05*A5nV2jduQEVupzDkQ1CSU9!9!mbe&U`YzFS< z&mgA^a&xC48m9?1a`b&lGBWU%755F2rp?mBEvjypp(3+sp>x2v;}JR071EhW2<*XY zYHN~aiv2I{bzS{#D-FE7Ic5MA<1c?0s;JpS%o~gGDq#bEUCeFVT@I48W+B^~okWc7 z&@e$+1l5pCfVQ2fJY3*C;%P)MYPYbsGBUFjgl{(YST;Fa8s3PLlfdX-jcsbcytqm+ zvJzHiy{n9m<|t{(q;*`7G#~4yD8rX^lf)ZU0jHDc2?G7;&6iwkwKyOWwg6&cn7z(d z-9gJvVO}r2RC0UOo!3dY){GhnOwmc*B7!aqWaX{}FbuD}&T;t;-@54z+IoGUpXV+^ z$(A?Qa6#zEh3OrghQOr{Tvz*~hq#SBXhc~qTAn(!kUbX`zmz0+RA~+f1Ms=B3n2XJ zq#w(~wkgP@VNkc`YF^+ZVhSQD?i1P6%ezflOR-Mtr;D9K9tvd58 z%wdrs(PUjJQz4Pn7#!;#=3(}9dxz?#ChOmTXJ$tXB5G#n%;2N*U_4nekiz%Z?hdU3 zC_6z9;#c-K9R*vPOE>Y}dN7A43l&-QE)ur7oOk_NEY==3#J~8_>D(5M+kejTGNWy) z7Yk@(q{+HHyfy<#;>#Izc~A}!(%z_d??kv9QYJVF(js3-utOA}sQeaS0li@q`KMig zZ=2saN23jbeZZCJ0c3Ti=NJvd6xP`C4#c+9zeVBoOkmo(YG&x4tFKJzxP2R45JfYh zf7<&gBO1M&q$0ynX6NMKEHXcKRaf2LyEQFZu+L`;-i+={=B=;{3iL{k6Ls zQoZt6QuU;A`pNj;<>{hpf9kL zt3v0D*u3(_>$wVMY4`9J5(M`V>ZaTI+s37AqH>{dQUie zDMx%^j}ETXh=qt)t2a1D2`I54AtNkA6P8`*x*|m*8u7>l()mit#U-SYDG;H_?KxZ# zVPZMmVW8>S2k4pC`lqwuFYC&Hkgd92l5X3rKS6>ZNS)i$RdaxK`^OWf*4^o(=xT2# z?=u=VsjeLYH$DPdK13cTMZbDs9vuWSHZ4-Sr*AKGG>69<7K8|j4H1t2Bo3eXx_%aI z#pIvj(25%g1lVeykZpTc6>ZhuVW;`pAQu+K?qIO^FytGL+TVxWK z4cDx&zSQaKo~MS8(` zAUY|A5-OH)_3wYBam_kR2(kQYhfWr2~D z(ey9i4-1t9TvVVUgiUCpN=AfwictfkDGjG?CZOsfXSZrVqY;Wyl)Abwp#vU?brghC zRCTE!GPtWkPCWy}{^PZAY#<{l014aMbP0=H`iHLc`}Gqc+g}`DQa36L!yYT4^>O5i zUxl5gzfB-l5(8g^jC$Xmk_p$Cgjy|Z^k!VO)B=?3Z9bac_j_w83rHEC9g+4y=46jP z)XsHsN}VSs9}fjvdH_Ke4hLGl$I4S_`^aJKB8p*Ab+?)34ORHso#aBkflnuu&jsfY zy^8S{GnP!;U$z4j$+9sANOh?kkBq@t9Gc4;E7(=5i{RW^*uNCpZ>0~Obn;ssax=%r z?NF6dNxg2=4|d4N-HsS;FUX=~l+Bax&qAb>dFu3GX+eI`QO^XB&oecVtznr|%W5XvmF;=G8AXakXjNFD2Yh4dS_teP{X z9m}y`uEUZcDEY+#p6|N8;bxqYy(GI}4PMe;!Mza_G+n_<1(C&c+4gnE>YR`W0XnwG zlHDx!cZV_TrQWq%IYjb zOH+!jUD8xkLZDC4P)k_~6jwcQ&if;0{%TaLlteNEWobOGrraDDW{kx>J!y_OwD+SvsR<7U$Am zzpPF!P`EWy2&i*o<97e5z!e`66O^VZkEEXw?9Hru2rBih2E!L1>GSp_N}O^JA4q>Vyvr^LB`e@DmTIW@n2_ zMCD&>sy(YvpRSS(l?w?SSvqu(>&!T0bmU;alPQ$_;?dLeihfPvimMx8R{!gt<&4vW4V)UK8erC|z_Q?OYL@K^Ns>1wGj!8o4I<(lVblyZjHV2gk;_^e^{ zy{Lb+_#MIJ3rxNI)AuO5^vC4RP7-NM1w=C$M_lfz%XSxk1%n9o-$=z4Nq3Uf^bwqnA7h<$o`fVIsey|pJ*+|$CZD(Vq{4M<_`C~E@ zwogRvk|lFODRTlp>@a`%(+O7-r}2| zd$l}-- zbpd}#zxuK*i`O7Ag?(G|`G+40e#-k|gN?X3F^-mMMMV7iakc(ogE>P|h)sH_7q?$6 zL8R>HtW`ZGUAPuR3tHq)D`-s-j<%`gY`#!tJZduDQg?PRE|qA__{oQ#y#mE2n7g%x z=?pTx^zZDD6>`iNMX&@A{^94>mG~WZ1b4{`95?Ru8^T|~6W|rP^ulF;FUq*!b3b1W zd5W_V(tu-*E9$sTtZP1|A;HvXDCmLL>{09yd$BUPsXRS%13Px4FRQEU z?}iD_SC7~L3XiVNm+zg4G=8a&Z;1nzI{n?2?cdr$(KQ1*XNFPn`&wqOg{t!^s_{> z8Pgi~56+(P=4Oaz;2Oej2L>5AHa42X9@i{Gazth*DvSV?K=(&xDmYv2_}kBww123X z@;~^B7k*f2Dlx5OOcZct!gT=mMUw%<4o$Q*-FJCCCk* zXmUXL)uUzSO}xCex#Jf5Q48}6B?>16c+RNPALbI3Re#y`0zRJ~L1T*_ANk)Zj#_GP zT;x1iEi*@Pa>$=8057V<*fP|%l_wlm5m1!lI*d?z3u2YOMLZ4w)*>;6(kQijb^ zII|_wRon<7liFpl-$l{W53!FXWh6O!Ff#M}wLijGcq!zrwXf2u8zn(V8i@r$_Wg9l+qRPg>1!F^Rw67fQ)Nxu&M!`d`@g-|mf z{HOYV61l{K#IHUEw#1k)nlDl(iMk0gv2~1!Jdr$;nkBJmnhGwl?Q2ETn3zfJhnGmQ z@KyODcz8g6{qKu3w^O@-B|ffGQ6##T(;z0AbW;<9{7U>U_tV!+{f?EGbM#d^TBYU! zVf;Vd=hy$Qy31?(uBWWB!kfXcwg*S{V?aSU4Vo~RPFx{RiXKM%k_>#tLyp|Z-NTeT zj`Mgp4?~ggpS)1z41@@{2$H;lLO0WP-~0P!DpYCf#pAg*0A|P7{J7T0J9)d|0cl!z zv7Vlmp8iUI6^a0*jd^empkTF3QLg}fiUgfWdX?fIE|(mT>^iL{84Gjt+3B z>@O~+rykH6?oOW`^FCtjkay2+{Fkq5)UvV@hc8=?7rATSn>J5apmY<;F7By5C#rOW z(zIGRIJla*crHopUQ%yMC*smD-fr&;Jc6tq+$L8km^leG8fGW}Mk+#@Im5eDlmXc! zEOfdsxU1W!2TUf5yCfu%tJhWh4*eMX^aKyb3R8+;1;w5Uya(-`WQm+9pg0fJ!~xCYvM@q6Th>mtS+-v`u_fZHp<2_QpJWJa z4;BGR7U}}F1L^Ij>sq?wXZ0)nI)M|g_P%&g*P83$@kp`$Wd`2zneK4VVh38mHE36X zyX~)qSU~|ShMkT#+j%v0q;V}qq1a8@8C;S9m=Ksr>~ z3pFh^>93uxDO)43C8iFx4~`%5ZlT+SHKVOzThlfsulBe(@TL)9bV1m6Ye8X*1lVnB zfn)TGIQ&Wrm)ePKMx~37bAXW@E@o#b+^$Q@V6p|elAD+(MvU#%={lR=)}2~T;q1da z1ukH<{k;Ngpf}NF(PU93P$!Tl&?k^8epH}VAXT72Li+{i_t@(DGbk4QpbEgw{#}G} z62PioQN^$JlLi?b7RNuL$ExSN2YnmiOC3`ls!8355^p&v{mCR%En6zrB6NTvR`T%tvGuOLB z(kNyawSaHx;kmT?JBr>tHlruQ<^gwkw$apVaxdd0Bc7+!!}|PLW>SoY;4!bg@DrCuJ+R!c9L9|<4z9)CQ_KSDi< zKdL>lyCi%3^~mvv^{8oG(>|`SXKONT#b{D(vT?GpvvJ_t^Im)Rf5m#Ny*ON_Z_#z= zr0g2#Kk%M?mgxv+Nr(fL>va7 zY7$UmcLgc7xq3XeyYc zcST_#5eE^<$@Ygek?P}T)r`$+K@s3N?3(`L3AqiISFi8eD0MEGjbzeYc#x-FrY|3y zJM+^~>8)-iqT^C_V8l_oAaw)qw`Dk@E&?=fqdH!Hqcl${$YT8ZOj zDE+KiZ6k+Cjoo^hUVn*;nfU8t{W?=FI0ci@{37p9Tv)+aM$ZO|T)eD9GOx)?2$t@+ z@zK$KrVH>}@%w^g^Q zpbnHeE;5=u>t5@WZ+1*}P|r(XK;S#>hv(DY)%f9Rqv0Ab#smhk?4R3qJ1M|d{`AS--anL^ zjGIg}2UPeGmJz>_>=Mg+&6NF=$$C{s@^zb+Z+>%671!itfxYC#$1Tm>H8VHHDFdAS z?sVwg$e6l9G-NiCwP5=-I#JZduv~`t$e5 zi~=d@BjJzMBAJa39giY*v1GEupZuj?UuY~HgBQ%CwN=qMS%AM_0(;QE>@hxM zk(bjs$T?9E|184lb?VWl0h%|^&*|8_&*)6;deuxe8Pwuiv?)McJ5B1KVS-?%w!)(2 zp0Eshy!U%hruxW%!%6#XzYNe&p4q;{Bp3Bank`8#-Pst;M>)Ph}mgG2XoySnFa(&Ut-97Cb#}r0eiO3QPWcOanYCfyonP#CwH-qNZ5OiU;tvehq`9aYz7!Qz5DjtYae(d#hjsU|WBQf&aGhc`2WiX~M8QT0j zGCK}2tL`(WwdP#=lZ!l3*Edh_DJ?>0#jhjZVAqC}=t@q~T=BXXpKi zn5f~r!*F7{J92h+ZtbexGY|MFP(EJ@^?H0c%0WUGFnXOJfNrElo9zE_XT)L3XqYwL zXJr=N4zzc!yS>t;xJhj-3G*TM!k@!`mg01z%5Oo0>529ou=yRB6?Ty(C9t{=&S|6Y zg{~s*F?edVyso~4Eu3CaV%ebdGAB`IW-@!44~bp{_M_EY?on*xr}@;{(%strI(MTj z1s(d$PC<>I&<rbb&@j&Cb)L|)PxoZZC(p*b*-`jBWv4D%NcU|x>O}5)Y67OgB-(XE z7IGr78u$2p-}G;{t|!xm1jH1EhkLI`vgvYd7}y462sliZL8?$$SDckcsNTt_c%KGp z07OJKf}qx_Kg7~L5`W0)b;XzL(TAK4$V1t+v>EK@36wy*>SJ4YxwWTlD9%474&W>3e+Q^3TJ=>#IDojAUuyBG*{MwI0*9Or|M~B ze};%!rQ)ouSV!i&Im@! z`L05xPr(IBn1l}2HvWvYH%nICO~*xJRfW=t(2c-T9Ojg6J!Bs1eau-ZJ9fu^4=9lz- zi44ta>y8vKZoFvFOSzaHf86-gxC2+JlaLlM>@Wl!*1FQhYmEHYI^(#~c$}4o>uhlb zB0LvU2f+%NNU;oSQQMGtx5k#iGpJ)?fZi?nGucU35@OR^=v7KYPBgWz3P4yOeF~si z$%+Vs_+hUYN52ZomIYO@`1!qqJZ!j%|q7$X6WYz^f6XZugSWMfB&A z-h>n505VWZ`&WoRe?v1UyOh8}vX-Xki_=g)rZvbydc?M9Z6a7QYM@>p>%}ry`EsmZ zg>9cb>8-7X`o{TsA+%RA9k5?x31yz|>8INGDA0*0d|43Rnu{15nSB`7KSgSDzl^1u zlEl*)5X{>=)7A+;5#wPP8R2fVbH_$T$YitD%u7+vQA6w-d_e<^*9sRHI)%MKpL+PM%9sA}5wt()O;02vNY`djqH0lE0f^A$G8-&tK?oBm6N=WwqYG zJP)|)S?hF9cMejjGBjPbL*5%vgtSp3mheG4xPl~padI({(brb?mNp2U@z~fN*A*{L zYMBOM7U#UlaP{oM0c<3Y^})b1yE$W6dO?;DgY<389p-(lnj?}@%RvHgtOU$q^}vpW zHL)L>Hmy!@4Kcg~61mns{9BOmo%3_T5+XBpuzTmxkf$*|YOaEVd#=b!`@x@5;gljd zn814UM&6Ds=9!oi_q3V?Lgvc78Wh*2C9M$NM&l1jnMFnKPB z`bx?OGgD!-cjM@$M%e_dQ}1jTiKb<<7dtbm9yHF_I#@p)^bW=~Q%UU3#RC90Y=dQHS z1a!u0&o795fxv~5j0R62)n7wv`>BQJR&p}&Vijx<`eV)6=(8TKl*NzFWU5GoiF9nI z#pwCQ+@kzw1yLqX~Wo&^qo7+b^1)y+7_(OfJ1tp7Bpy z*6a@1ZA3y*hIr z9wyI$91uB^8NFX`<)Z$CqhBVJ) zD85jwW%t^jA5x@*Ke!T8l_BzN-%|=AJ|}U`;?E=<>ZbCzr5S-)(ycb}m09m5R|Q&O z@Ole#5Jn*);?th15s;umypE-F25)PEslMF+_fd(w?^-S2orN1K$`P!!e_+S}b)!epm23FH~A$rYv8U`<7v#Y?#Q_ zRsKT|rPg-F6?}c5e;M)H0jb+mjWVY0Qhb8z9@7D+lI~-stnf$b#H5!$p={Fa zt8~{DK#>$}uXqAV0BpL(2iv=hw=x6+J0Sf5=7h$r#f55n1dKLx_-lAWn+u=zpM!>t zHj;dPLMSPTKN@kWR%2>clQZ~3*`MAnSSrAX3T020PBlt{_=n4$rN7znBXh%Qk8BBz zUc<~}yTC&}^ABUoC6buCY_WT<`;u^a=U?I)x4y3D3u@e#F3L`O4O+Dbp6%xVQK~f3 z%0!u-ZnIB*B~~?c3fxaV9bO%8XrhE7j+wA-5K=yFdS%;vFOxh@Vp)Bq&GRzCT52z<%iEC;_Iv)EC0r z+;QHe(klF8a?ye=d-F0-I|so6{>;7K(*X#ANt)~2;H@bMSz61sFRgV&$V zjweYmOv88TW3h8$QbDs0_?hUKH7iD`Iv^v)t8VVyDX2exYflNW_cQUKnVjFkmlRg| zz;d;Mq>vG3n^d{Hwj>mE)=Lk1>t2YP`y3n5O|Y}t`>-jQKF3r3{?qQ zu1#b?JLw(A%Dd)@+zC3k%w2PV_uT`AQbiaYC)Kg59SRD2LQ8@mAR11JcCJ8*^58Z| zezp7K=uy@d+Gj2#)|LoW7x}Q?U;5Ss=)O5t|E`NI|9=%>m zN9rr>yl0RiPf(!;%IO0ciX^Chr1No&PZ#aR&w%8kZ73>Xi274`b?OiYWAcST(-=}n z!yh_g!idg!>ez%~fHLWlkf4!WwnLN~PxMsxPcNMU-x+}nHQhYmZ5W4F0~?R zIFQk@k5yPU*Pb$D+f0#Zu~r^ZafJ;NRTOk!_7N1_tTt;4?B$X=HJn#zg}Yo%709`Wr1FSUdwxz+~H0D9dD!&g_u5aC!mGvb4drfMK{&20O zBjQ9T%TY1ILX&<;uJB^GSDltKTXX!Sl?kLfQ46I%0A{NVe{4fNIZwa^Gq%#v;y}-? z>z&Aq=aGv-sNq@JE;^EC;mU2vAvYi^_u!GbeR=f*Szg4!WN$@5Vf?r`U}5ruw1v+X zqbjcSyi8x{Vyt}|?b~F}SPm^khBXOP&~ecds@(eM38prXsopO>qC8aq0Rrxh&AH1l z!xHx&z?6>y)9hnE2;B>2{|+j6my6vSxux%D?rX$6#iKz}MMje=b_ZGAV^`_V*Vjl7 zkG&J^m9v|ao&sX0T`Gz7eb|TgE0Q`HflybE?KDEZ9%ku~qab(saCXsVJ?WBFiF$`s z?G;zmt)YC?KK|Bx&z5b)tBe5JxGM{ZE-KRr06dL6)(m+nmU>2^*&qpFRtdc?A_d29 z7s*o|&4uY%m;&4zoZygv^8L>87{U9)8kR;wv8sm|WkYnkfpC62_J#z4cxHc|7rlWiJGkvQTD!k+|gW`&bv7eL^V`CXwOz$MP zKnc#M8#131Ou^=jFSXf4@zv*7z%Xd3`+|5R;sHn%R|3Kp8l{&?) z9_S9nczUH9TBSLV;8B`AQX(DxBowLnK`5jv#A|lQE(D!N#!q}ShYg{R$i=(cFm@~Z zFjt5j|LrS=+kz<@=7eUx3Jv?79ndH|6ts(+$x9GT&1K96wLIoXcEe&t(aQ3lV#aW= z#K-vtgIps?kXYu!?uPGU^!=>ntjllmh}sqc=b!j8ObHqj))dPf`l0AxR`%hUqlY%% z;O=XOi^${ZePsGh>1DccJLy@Z6nCdQx*ld0Dh#|xAPq^L&qUE;A@YNw7ywpy#abk< zOYVrLN}7L8mlNa&cP`-JNgqHh71pKl~?yBr~1PO%+B>0v!u`t z-6@~ls2m%}6(4OgI?Hfdj^UIA`NP{v3>cY7!^CZXC%?(i{6T6KKRrg?>Y&c(kT?<5 zHaJ-ko8us8It?!VxkhEi2GmbtXu@GhLhFv$b0ojh6^^ai!uO--E6_j=K9jQgKIlz2 z`rk=CHGRcoyt2Vw?#wI~57l8$VZ%`wo86UhNFC50{zHw7pKrqPV z{vLDcU|* zZoKE|P%viNgoYvSRNzC^_l&bbO_I+gdn1XI51ZVpRUPin?$VQsTBH2tu#!4~WAJO~ z)08T%M~3LVYT~6$xzYPC*-E`gxrOQSHskoe4|NZ|22%0p#J-M6+B@Epwhk;qc~F>; z<>6Hyc=4YG(YfFH3xVN(3j7z-dJ~rQM%Rr@L==DNJl{AxyOOz5JA$Tnj_R7aWNqzn_Zb(cz;`~AM2X}*z>zLi)WmUgG-N8 zzHksBb}59bNBwS}pIP5>eE!?#MXH)K7JKI^97$gz;+nmmL>p{yMBmJNEhGp1Ri}3ug63^Qvs`xt z2_-(Si|>rZn6ND-K8i-=i*ayP=QR*yUNsGHSR?)K7lB#~+BDAm(TjAIAN2dzt68LH z`;p|b$EB)S?bB~xV#$}k0UddVSN8p^Xno?wuC{3$3uRKhTP7(?<5>P3dqwBrh_XHV z$(XQd1uYdXd7@Jvpb&N`_|qaG(8?5$;de%KmYfNPx~v9?-xJboeCBo(&1!y+1Ue^g(b3;VcjWKC2^ZETEEJ>?Q})P)?6Js8 z$%3XpBGbv6-cwObWm)v29SC^_Qv`5(S3FXE;DL*#yUK|9#U3KEV;9GnWrCZG1+;n$ zE)>0q4#>Q4wuK1mw{?k*B_vBlTi2__@1PczQiMO?2}Uf3{^2tn^cnb_z)Oho=&y4n zR6&XTDx_je$(epn)Y|!{{i`tpB)^V&Nc+QLZ@{%)ACqp8QS;dJL-|%bk5JP^c#?vB%EpY)}5+wnhWN0yQK0E=;3|7geqiW z1I|Xm*MRep**U>Y2n6G-JB$_W7n5epw%q~u*Yf2i@%<15{9wtv9m-eFL;F+tC*1Jv zBup+1w;|b8c>_#>u~*AeFXI3+=~t;pFas#@wB2(&q-sVp=8R1|-n=h2fM&ARB_P(g zWUwl3RQX$PUJlP(vtis)Ak8?F-%3_wS_dT&HmHDA(7Ak~H$!;dZ1XqMcG8mru$Vn)1@i=gx( zh^sGKhp{KwVdj}c;Z&Q=kEOC+37lKl4`+-rA4|%{9|b*NWR{@Pmi(JDs-i=c{787%dV8%_{=AlP-LZI1pT{l4+5KM+rK*#62Q0x0QQXeh0u zv65B$0!$(1x`=L;Bj`KYoh(pJ>3j*(;arK8t|n__66yqZ0>^gsoF?{JA~Q81&PP`_ z&p^{7SrdOc3gboLGKDc=*M+nt)L1Y*p_Cs(1RW2J5PvMJJ11I973cZ%O*|e+;W=@O zj`G;9E$BfLyNZ`)t!P2)0kE^QB&uNbffj_zo^L8Yh$8wNMF?L@XykoV#l;>(nu-n> zOJ--R5@?uY{jYv#I59xPI&QQ;l@Ux-nZ5!f9Uza zS&8%MLkkj2+wqC7DO&4H=hNP&wdoCi&=b0DixXi!v@C47^{imBe`HZ}+v` zgMi86K}tOJuU$-dgVzxh1lwzx1NK3RbRJ>~=S<=;Sca>c-OiJu*kf}A#iU3-N)QKS zp{l^Mhbe#1PcoW_m%{bK1d~ZfOcQ>MfMX9hshWFg)_B}F4z>mAfjNjr=;3t0F7@joVO9YhP?6Mk8n8MWuIKlh{YPdxLUUuUafiRZ>VwYOP}laaE)KA89ft$pm4$%o@20 zx!SGvUON_El8gLMgp&apOBTg`CQB7IC)kHIN-~5hDSyZ1;US(O8nkXuoL*jDgQSgR z4*1bBx60#i;zh*?m-Nh$!C5LmWv_enAnE;4vtlQh04y44TK|w^^NXH*u{u*PCz

RPE^^F@p#633 zd~oSgF9IXOL*Y`8Mv+UXb;B)jH9oZU%OQsy!!j9VUCBMi#S6gp!ga)bkJ#l;%u_YF z+OedgpO8N87ypeEOqT$M$^_LZi5nKq=~PC615{a)dtf|UQL#tvY}rUMX%eM3jsIK4 zBRQL(O*H>7_7#%)9#$KViI0ou__F8!XdK2S#C}8_19^TR4UYM`C^HAPjX)8?{8M^d zwhQ_vr6>W(AB6Ii;89q0-3M$O&YdBT#e6bb!t=d->B@mFuPG>FV~G0znPyWT)xVA* zn1HPYlf^K0L(1$(SMaPxfaq5^gLK7Aua;?$a4(#Szku;S90AcP*xSeCc^K%Tc#st} zMqjUy{EBI^zkFEUX4@)xxx9ByFC|6?*1#_s1fvSZ%q};aw>BhB(9$g`R3W==EQ8L$ z{MGKX_}b6jg*QpFza>ACqF7}TR?T}=X`K)8RLz&Xd<_RGcN}E`MSBoIu;=&m$FLOj zLHsX+;;M4@1bUBK48@%B1VS2V$>`Ha1sO>xD9Evp`DJoK_xf2>_Gw=i*(MF>YXOX9 zJyzSh>*3C+?o7T0i8XTGTm0I4&HS#IRo;47#8|y1Mv(S-GopQhjgwvUUl5O*q>xW* zLaG?%|0#=VnTW>R{>ugUuL#9#Xy%Fy9nCAC0iG#E(wo0D) zkMlK7p@&FXy`0DNK_42~md1!E$N^vzE!t_07=LUda6ERLZuR&o^B1*|jf&Z~33Jc` zWBQg|sLEWS3)JOw#PwW^3uxTe)z{ER%b%+>&^{0~(fTQB?Zlz?Bn}xRa|Xv8Nee{# zMmD738Ub-`q0i^4mC;S5@n7(v~es{IhxeLUi4j44-z7 zT8H3a%%K+tPUEgB-{48#0-%b9*j+I-UI{uNk6#BDABA+arkUe{3)(4&dhu2cnaY;t zz&5f`5Hk777qc!&4o`hB!7e5EXejAPO}&Z+HTYCW|AsqgEtv)wu$emJ|!3eako;O8Oc%~1qtKCIjjpUyP@&u1}c94D;?bKrR6FF zQU7-O*NZLs^zP6 zWs9yf?Ra&AaiInacnck-o*;OI9D4|8N%`9PtdrD)6-eB1SdhPjzwt_yiilYmW1A$9 zVvvIw&At3Sd7(AfNnv4Kp?`}ms3J%e#!x<5{5eiyqP__Ab^zdnal+zYb901pgm!L_ zM@dyw;#Cx}L`;oD*PaE^eOfvV7*Z7pL!I}?`2Gpgl9RHQXRfWlI4DZiwM6ssp zcz-;3O-fEzA^@eiQBADwr=k*=mh$6is9U@3{S+Z@J4sKvCaf4YwKG-=Wxrb(+H(W| zCZr88mZLiuVhgssobZI+odjB|BHj|1vvIUmhsbvnz5elFo%0Z$=vcoat)$-xzkNi~ zeh057!V}OHxlt5W6m@izd2VL&v_1%NCUsfXVM#|969Fb9nB##??)hwav3+SzRM4zP z&bT;#T9>K|2JGrfCsr@tY@Bq~8c+uN4LcW~nbppZTW69=ZJ?;5Xy9u^d(70h_=q$- z#!8(@EPY&U^23MTl+bUjmt2Ef(Hk*z=$04#>oY1r34-TGm43&N(ZtMBnCIAy#qLwy zDwv@fn*jfk#v0m>(e~7tqSwH*yw|f^HwCGUo^v=um4k`}#W6|JdKQZmAWwGwfygBm z`Q3$%x%X@?*6rcvv=`mZE~uaMYwi4|%5}WqbBVk*=RV5beEsOj+(lwzvt3^KnuScs zuE6iwc`J=d6Lxw4jt=XAvX^KzeLj2rZ%P{gJ0RE6M&ErR@cjdD>$IiyptFl(TnV1P zr2r??jwCc?^CYzepOU<$ujRvyK$(}a{DH%K_ICDqC-TA=Kb0Mewff8j=jXZcs9VFW z2WAO6$=QVPN?ok<-VK(CJ6b6!U#k5*EO_Y!&;MB z@%0y5QWAE9b85i|lMONQ{_F*AxyQF=4hUE^t^86-E09x_+N&~_5;PmrzXV0yDEofe z8(2+LnW^>^v#ceHRxm@$6pIQmLC((f)*rzQL0WNI$I+W+Jwfb&izBZ| zW2*12t+-V4JgSFu#M`Y$_{olOQP#TB;PAcjCwY#ny`hcK;7qFSDkrraPH2T&B(SkF zkhL-&``GPZ<(X76U+Mi0U><%JcZ`|CJMwEF6&FrAm^aURjGiZBvBbAVkHad02-f{l z_%R)Vp)zkQqo(q{{~)A0t*`pH^jg0z$054O-f)95Z8+$9@}tpubPz&%dY5?DLzq$NPrTV%BY=xjpbX+~bbsYClQruS5U^K& zZ1Xw%(=qIsY!&GEd(L{TeAD2SQ2{vdC~~m|yM*CYy6>AV4J367#jB2w%d#W49z2_K zQuLXl<bR_)Ks^f%|1!r-z9MPJBavjM1d?aDk4S#DOOF6 zyfiL10{n>A2TaC;|toYnC7Ttx%UD~(E60>KIMe3?h$LVqt$o?;<37m2jOYA?kCtBT1?3WU%Y-jK*YS4WV=5wL;2!lhT1 z-Ma)UAtvvM1W7|25hyBmW1sEC^+(LMD+8a?5yluOj=!d znj$(daqXJjzNaNW!_RlCDM!9@^yAXRv%@ID+{(W{I=q zXp0*32CXt=U2I|$PQ z9E1|TP2*<9Cz8?QxViKEm!jn9gsMz1o6~d38f&ZSkx8?a6`_T(MTs>)emG7=RaTu< zCGC7Xsg8bsetaN;tSmh?BOo^^Ef!Cffl`0?cuhr99RWCfxT)!X+xzx?kVf2SBD6Y2 z#nP3n{o23Z<#$GO|H)hJL&b%OkRbVON#}DLRV;arE#PmVCh@mW)8vJyLrj*ea+L2i z`{)3q6(^TWl!Vy^0vh&GM?I$s(kli5iE)Vqqfx8VYEd?*`BMu}tkqj;f!sGeFmm`> zkFPU|p}H^$C#4vFyk0m&SXCyC339NQ%xQUqiXGWpW*wM!^3RTG_q^bRQqe#yQ+vL@MZ9&YaEPi9pY$%Nrcx2Iog#I~KPJ+NaT1#d!$`Su((>I8in| z!rLFhAk~hd2XQ97itMD5IcsTlGhVkar6>wx7L}?Bi?8&5X;{ENMZhuZ6*g$dwV6Lk zZ^GH*He1o!BeAVWj#Xu)TPwHc9m0xWE9q?U2DTVW77VgDU$0fc{6_{>7Q-#rQ~s#2 zZTpdf6+028cZC{_<`L9L!vbGXFgZj++%m$0C@I#!OvM+u4Ignkg5mTjZ z`?{j|>pfcbSm3z-y*M)^zv~%6V&cZt<3e5oGH%O%-itq-qm$?uX$~BKx)_-@EEWPt zL~&9@`L^N%*WSoo&Ze-}n1sFf_Sxa|ZDmx0p+x#-Sf3%jIEstLV}H zn6DgDjwPE=iKCShIsV(=XjLJIEbB2z|5<9u|1Gz-m{)`2a4S_eIMZH_X~$zh`@D7{ zKK@>R@j3|;K_u&~+@#!;UX?I{jB<%jgs_BsD3pHb692jvs|y>biHch7jrPZwWLZ_V z+zKcq74Zd;5q>eAA6!Y?E;$an_mtJO94(_Snk?ify+*qOSBh%Jnr2P2@pt>V-`(BYZrN|meq?SH zF^5NccX7F_I3g@CJTT0jR4Un8Q(G(D+Y#NBm;~f*O?<-gjZ4=cnWzi+wXHds#iaD` zF)HCizh#!B=RzUbx1nXhpk?g2@Z*iKbd;6%Tm5a`3wK9c&=({Vx7qrb7Ab@-nM>vEQn6eSkzhd3;-?LU1 z>})8=JJxz+*D*x)bWOU3sPx>1MA!^^l3o3ONZr*it8>s!MSY-8#)C9u)>*&f zlAlnw*>DJ!vX!k=(uoUqcRQAREodKusP*HFt3xDH;Dgn1@o|S275G8`gd|3KM|h>I zLgAK_&nrx1JRHJvT1v0(MV*y@&eK#^8gQ&x%BdranvFn`5+F>TrOA-yLy@Hb$)?a$ zh{Ip8u>=<=)fWQEwPlnRVg>_az$S(Cf>X7$XGK6u#1VcY4uYJ74wUjR=NbLCuytND z7RC6$c!>QBBaVb?vXWi&T@F)VE-Y!;eXx2T?0~%yFqOFZ${XnaYjvi7Bfr>oTi^(J zn#e>HKH8MPnF}|pLPen{LlP@6S#U(TOdDyBzv?^I4N7mJCbG5iUh`~{fT~j!u1&D* zUC$N~*3%^}341<|-Bf@Dv$;OY3N_?R2EIu(K@evfOweTR`Qn4kxkWgPA+0OVP#}HAel4 z;bU>s@yvrO&{lb&<{}YY%dYHf*Zu3aFZ}0rEjhn;-=3%K8mE(|gc8x-73@X)DI8e$ zZ(}}$qj0c#+m5pN*R(~L+3LdbW>U31?cTdWW@8^3zf=b(jn+L&-t$iidd{u7(1V3$+L7;6h>Rqs-PZr=uk6Q z^TD2*V$w-fCO2Pw1 zPl1?Zey<{6H5M644Q2xg;G$;Ll}d4b<_IGKv6>km@6 z{QjwdIfVAMKl~VO6Vd(GP2!28MzWVAY&@Kzdek^33u+vHI^5-_vUxtJaaORa;$cI_ zvfdIl)+N|z!pXSn0rN##Mg4*MrfK04?8eZzrgmwQ^Q9jhWsN!81?``=&k^( z27^*TX1vQOZOcCC+?}UmN*2Uo**N+f>q+NI55spkKY#h@dHa{x8@Z|2rzwaKdiiD~ zM2~T-Hw*-S*5eq^F$8Kd=osos`(6Cx(VlOC61Xr9Qx9Q!HUGph7t5`H-*Cb|p1ciB z4%+10zWrOl6L-f%F&#RTy0US64C7KUhB;uD7C;)tu;gE2sKOXd0U}H7jCJS6O&Uo9 z=q4H}9lliz(F!*GHRj^IaqRp~j|TiHGV~S4u4jRNd=Ay(H_O-nj8R|A?Di(Q4UNie z6ttgfe?@GmRd?>ctNS;3RqGW-EnzQolyC}fqk2kLUKJVIEG(w0d@+4u2ML&JBjRQZ`N;*j`2CF!kq5 z7E57&=f(-E0tXW8Y+2lt(4=>Oyas1z+B2s{xX>3Xg2qcBP#24UuCgfeARkOw=0Xho zSLo*9CR)|x{A79iXmOf8J4F%-GjyQ{KmL$liZex-5fL;=|GtnHGdcSTj?*MAtHGT4 z36R2Eu=5K^|I3B`n9V;#?g~b(5D}u#SYoVyFcf1a7eHyg0%MnmLO^DYu^@D1;~E*5 z&T}*$eR`kS{_hK+n&o%y^>>tWSv!kqi;hY@$XVBbRM?;t%anB)^~4X8m#MaD(5MJ~4A#`V zwD8V*^Za!nCEsW><{HoxS#V5>l5~t^dq1TYa4l2jbsz>Cs=r z`42wfkjeXG!8m7TH#gJQ2%SiUbO>vI;4)HhbkvgQFujZiVK5~ZNUCwMYW@Qux@sPP zGxG9NKp~YuuqmOQu&MO6#>N4TmSqLx;bo5Yzkho7<@6kr&4jbQ8=e08Y>FQD5&b%hc*UfENqVA6F~(x-^02garqx3^9M_dUV?U*Iz8PteM;cyM zVL{cH;Ma~voJD3<=HvUBIT<;B#4)~IU^23S9cTU}yTwpuDFJfE#8ty(J}G~l+kfq$ z(%jB^J@$LO@?ev$Mal^TUtIu1!IHEnAXZ=!rVn7$?uvWk|O|b6UgG0Ay!>TMP11O>*gi zKLy}9M;2}E_?F8|OfzP8@lg?>QpW)c(lX-|A-8dcIn8cO3NuQ!TeMlc)trpN3_qc%@LVjO)1=rA~# zM+e=bF6VDP*nbCpf$!db12zPUwI3pJRXsh9^&0+@p#7SoT>SZjE9?~s`}u$7!2TWO zPxJVhB#1yk?_c(9-ys81c8^0xf^WC_erP&Ya2yl+BZ3Nh+%X5g7tozgBB)#&cOx5aF%9s8P#Ts z-9pZ~+^4SaD!(1_#g64&ZHX!Z`7_zmce58nKzt4yhKlsIv??NsMGeRQt1mXF537wY z4bP3qq&=%2Ux7R1_K*u~h=iT|--Xscv%&9me9m;%h+@1#U;01O${CtY2LN}wdDD6+ zq$mTl{6@*t4LA{hC6LJ<1z(liYx%xN>h=(Y)!_Pm*KUS2HeI20m!VnopndIAb*153 zJB6%W%K02xQ1k&XluGW*1(+)&S+>;rHf(8DUPvTg#BueiQ!y}&OnhfJb9rlE9Ti9* z+iXuOBBD=BX=oPk%1g(SzCkA=tJ!)^^Z_8_oZ))G_Z-;|Wb#I>>3z)YnjGRvz1j*(CA-1vn$wS6#LB02*px@b@W z2Gz=|1uMUC@+vm(%vidz$$8f{L3>^M8{#}3wK|wfBu<9vSh9f4=8QTW|M4T8S&`3w z;>em_e4M_2y)~N-2eQ+p)?`%jP^;-G+_KKi?Sp{$DIrF0mgh?m>@A2Yw@qIgxhi9= zp$bSQU$_bgmc~PzDc%%dF{JTZq`GeP^>^60j2f&ev(?myxj%)?U7>1CHiz;b;DQwO zDq@gxymI0P`Ydw+cG{iaF=zt9u1#*yqu}w^g<#cx%}ny}cd0hQ~p z{hwpcvw`f@H$I$m8z+c;buHVA7adpdTc9fJMRoS=xyK-l;EXX}3_63_s3$n`a_X>{ zxR`jQYD>^2@CCn0xD1DCXt%PKJvR>KSHmSJo(gi}HmuWJx_Phjxyv-;2LCU|REep7 zaN>bEl2zat8WMriPaS76TlhO0R$UfiAdFW<8dSz)BgB&AJh1HpwMqhN#THF8i5~eL zE9SIOIM<|-p=amcqVDuXI)Dz7OxlT{7BeJdNz~dk>sG^B2-^iGpgF6dnsVvIU@o?A z+udq!0A<wNY29Ub2fX^`7+waY$HeM>F*=yc8II{?fTB^1}*wV^uV!y)$x*;?=ML- z#K-I66RHAgS7F56*$eC?Hu%*`AKaAgf!$?|b%_hIn-k~Dz0~180iM2_(9jK#Vv(g0 z(W44mMmgk>^7!1iu+V6qMYoMdC3G~Lzma#0P-n+HE{(tQ24uuSG1{g>1=jUU4Gal! z{$A@Me1M1^td82%CWYO9RkVBM?wyzRmNf8roCXTwcHvn?Ub{vUKQdiAg7dS}A5cW2 zlSfbT-0aQc9!?%mX3Z^Xwbku-3`bFc?ewi73Av$p>tP10+~T{5d`wULN8Q_5*PWtO zD+B%?XiBmr*dYgstvRKZ^sFXpDJi?t`G}bR3#O9#`uzuvUB`=mS~ehNFWSTeiC*$B zWUmCWa(CdtA9qtpzQm2K>GDT>zu(@*nvZHfTKt`|QS^j<($0wsQte^kp%I}8xv^D} znyTt5spz-Lj@WSRc_AXZN?N009JDTwEV*btTZf2Cn6q-pVjc(0^0Z1@W;x_{7EN$Oc#zM3_Q;bGloi6JI_lPWm)nwK z&cXxS(y@(q-p}O=pdbD8>fBFHJn(E1{pvXDa20QjYF;T>3ad8%f4zMNc$CG~Fzd3L z@d8l^i{5*~E>aW}P!RMtsvLBk8~lGUxOLzy zw^y32UHA=a;VJdOG++;owFb7|OUGXR%h4N$Vs~6^#3SL(m}s?GvXx11ETODb)vz@T z%=TIo_Ahoegi6aL(z`Iy(onjwrKD*0j$PXiP+P-)ORcw+YGpL!1*WICuCcOH63RUn zTqn1;*Pg+$GdMpe>bDmEUes5viu#{K{W+LFJ2p~v{*7W5C1l>B_$c*7 zrlIt;`E%KmHns`9kd0Vf(R*b(+o`SNV7`8qaxK-$>CeTIepE;_DO6LZmnw>(l-dh6 zm(AsWY^Jh*cZZW_v)S3OxxQojp0jWWOpBx_&nY{SF4JH-8++8O)q+8HxoVPsNb z&cS)!cvuao$+=0H(YdqOQ_lOzJXE&pE}3$FgVd-&MCgy8%cDUR1xT6?8SJUGB>2?2 z6*lQw0J%Jtvci0jr6;lX7B)vMbw)Pg;evw9Cbrdr+Vm`b$Z*MB+azVl5^9^g0omuM z^I|nSOjfiDFB2R(x2vcb+MzW8rl8PQ@Ac)#7r5*vKIi0K6WMi6rC0%x(V4M|@|bOZ z(|%_f9E9y{m1Srhc|wps-)Nj+3_L5>*i`OrPrDU5bxpq~nVljnVUJZ>*nuTG*wBzC z?ra#2ATtEo956_8S1*f5TK(S`2d}b4g}g##sZSg4yR&@mVeSPHT}N}oBVZ#QCNSB| zHs%)R7iQ8`E-y!&tWNRnSV1PCp?Ca$!cxfkeZ6F+9*4kVF}E zqf|MG(-+N~PbHBq@@?R@R+!!BH14{YylBN z0u`$qShg{?A+=q#0ggdyYfE$Gw3CJcIx@B8Wi6<(z3>p*hPyp5FZ=Ge`g$Ap@b_~z zgq`C)=X#0`Oe={JFNUa?^flRko0m1tV<#D>k%!`0;}S2JtTu1Wr^mW>LJQPo!&1nU zEmlUOXfi;ch>lsXh|aWl$S6c%m+mu&5))F_E z4Ew5%HJ+o!%-(`#TLF9VylUfuCzk(qF|PTltG(kczm@4)DWVN5C83J7u!1r?qCK`L zxl>yQ9ne%oL)DiWA|RuME-n-I*0tnT39!VdneNp~W@-gXEZ%WJDE>svajcDna}g2`kC6R=C50F~OH zR7Pa1NL+{3Eng8eH%n{KY1vC#tJY>Xn6)LUZF&8=iWRO1v(l+{0}4dU1Cx=WQ0z_H z8Pl0wpIjYZj(m>pV0w3G@Xew$Or|t|U1!sp=a#MLShqE?En|yvyTPS$C_oNMCH*m) z3}8g=g;h&hA}bSrYf~FD5heIuAV7yOJ~KHrJuxOSZHZzb7>)GyU_@9qI2~q}YkS3( z`Zm*n0o_(|SN+|QzUJ7;!IZJWAoX5_pjs322tsODh9{-*tL2NMpZ z1a7>#SF^XTe?c`qTOGD>f-gnn(AYH8(a>s*TFvs5tR$&_N~biasPmszknTodNeSNA zf;h;7Tz$TJb(VaUYKGBBh0_RXyVg#vWt+`pL-wsTWp!Ss)n#@vV^3B|?U0QP(q>r` z(AjJ$bhMXwHam|Z6N{f~LZMyUhj@=vJiAS?t@z1t@GSv5qakTnZAq6*g|HkAk!9;sq>IMS%9at;CD9Rx4ZD$ zEAiAdcxns^^+jv`dVVcZoFNjyN3c9G;QBzXl%T1*mYtwi4-Ec6W`LP02bj##J+ zP3qutW9~#yBvWrqyca$A*Y!B%PK4m#%{d)>T*ab)Ca%9PO5sE@^98*qx;LXp3RmxvfLYS!X-((97ZtPku{(CO%p-lVq}Fn{b>hU|?1 zvNtAwl6b-&t2YE*s%fk`dmyBR$&7nl!hA;DEEGDE?5*XT?90RQ4_JW3CA1F?tz9ji zV4b}W_9EO60>|d>o>+CZYX5FH7AWt1Z{KHDvAJ8DD-R_Wo{JVBpU`LHzBOY&^a~KW>+WC0oLGpkd zsWjc#KGVIo02T(YP2a!hY}&-M`HNtBpuBMQf(hO2+BHrIe!zbDAbcFaa`@2U&#lNF zXqOa{y`8sAoqh2Ocmx^I8Fn6@AkCrzrAsCb`*8Fv(YOjJ6!-pTAkH=&bgfOpcBHU4+hI?WUPKCH8MRXAs4l~_gu|X@ zp|&l72^kQP!MO4eAAgQ#iUR1CkzQDTO2WQp!M61*P!3ajIu>jj_kQk6hHg#}-JF+* zl=OZs5N}(@PJ!E*CBx!vhkcKGF#?yN&}{NkJ-45IdD#6C8>}4G4?0?E(^%(>_h3K5 zdqd#l^n>GSzp6cU5Kacl`;Wf&wbNm;+rfdHR8GW3AqkNUn+_8Zp_gaOcxSACN^R6= zKuxua#$o(gb@UyW5x6$-`g9y3Lna}W7N_Jl1h@hOWHaS^hkz4sG|=GLVaG^F0Wu1y zz^Ej5k;m8$K(Y-ve(xjhg^}=O8?h@;m2y+=K_-w3y9S_RN&h#SX+84F>Wgo!E!0g9iG$B6>?bYuW-CQo8M9Wgq9Y6x&iXV%e4K5)?Y zqzOn)5MR#Iq=^h1q&FCJbO2eG0|RI=V_F+iEEE|Et@0-}`(9#S9+wE$n@w@z!6JS!{+6%bHtN7t8WEQ#{4wvNLk-)|P^n2|A)-h>H(^0XXsKuFbcobMbLeJfN{c59iDQU&$Zp| zEdm>r7z-JXA0Y@|2HcLYoQ`ojrX@_F77LXc8?Y%7kQ%*_OeT+!7s>ZP_8~&=CHpWf zVG3n2wJqReQbW6=!`EpWFXG2U0gU^|i}-so89zo>gWz^o4cpd9rACj(lSeQjmw~hg zF}4$0A{46EQ_0bP0-FF-ax5l`2~!N1VxkC9=!x6nHs1yI<>4(~vtc{Iy5yq6W*$^A z@t^Q1;ueO$l`)qHZ!_j?zHkYy1R$TD{pZaJrh4}&p*YeRAG5jZ>%S%q$=(=GXb4Ha7hRGehO6QJVpir25h zg+QA(Nbf5oyq>nCP^lD>AljQ5XP<*t0%%8E7>#+W2yfMx(J&$ad1c~rgYFQaaH^;g zXcgk{dffX8+z6n&@bUFuy1PNeM|4}fCtO&uhl_S6wYyfcu@c#xxd=NJ$!5o?sc zdAowjkKRV*XD%K@{>lvid_JI_@Oey2m_jWUi;c<;o1jz$Q28;CrQ|6x)h_|^V?fi9 zA2BUq3bjzJ!!}wt0{uD4^`mX9`au*x_#>H07pMq-{FK40qvE3kHRFobthMU#Trvp% z)jt5p`5?mcgq8?}>huN{&LlAP=+b2}n=!?JDJF^#h5mATb2|?oyV%_mm&U0y6Jf*4 zH{lZEs%WD3!sZG2~J5&>E#)%?MUFR4zS!Xw3!kD7_TC z;~~0?_ruRDW%*86Bnvmi*G*hEVNAe+ggvxr41N^w13}6jqDy-}^2`oHK*D5ypir=% zKog;BE|NYlJlI0-f05p}|18pf)>;IqOt3+lg!6&`?r99e|-?)dO}Nt zLNz))v#I261v^g@kTZ$_Q%n>gYoQ{87wk$!up<`Qkp;9PUBE>nY#GV|%?Ie)PU%~A zmp)fO5bo6G9_r6&hx)Z4_ah7!>=&_4i~rbZV!6SB>;Ild-57(N4)6J;=uZ35v^!n2 zI}0@WKzEqSaj!eeXm_@M-|J4WI;Ry;f^G=!hxHFM`X~8F8xF<$!ijiSc(3`pc-#=$ zCtYB?J!-eYLd3g=vuzj;A)k^;;*(U2N0OmuG5ym2Q9uy>&^7!t7Vmaj9CSp1t(td? zpI2s*r^yRIo<_Injby-6WGs;^Qs~u;8o5K^)?>+{t7I&_6ujeqX-x0OugnY@M}<&O z5IBbLdlK1<3{oiB{S+PxctDVnrzwIL$SX&JR#QI6Wb`N4j(E{E@-$Nmfp(sxI%Omt zI+4&X{T~Gc;SUX`1dH!b$X4(>meeapXeVEwO$1vSa21cmlI}iJ+lmr+IK0=y!#w=) zVZQJ0;belSMC#3d5feFuV!5!y>n&jb3E3Hb^KHB{0Fc~Yul+C|U#CS;c(1KwXGo4z znv>&|mPoKX{N`RF7v2Sgo`5^eG~R7QP%$g~){uL6nS|0?xJUZm%A56TUI>HGo9@yl z*xg-qC#`mvUg@T>8+(A5{^5czDAtwK%Dk^}hBUqhx%@<-_d_-r7)Bm z>U-b@4{G?gq`n74H~jJt;sBCF9$f#F(HJlbRCcX{Jt?u6ZOs>PS_{r*kroHAYPT|2 zonMnfv_oye&~QOc0GL$E4-Yx*TQBmPg~UtJ8ZI(-O|8+WpC@Sv#4GWehH}&sGy`6I zY4?TQWANgC(X@a#GbLw80L5xbPd-PbiN!@Qt-nf=@Pm{t-PK#-Np4m-I zz1eMnU64b`_U@jL?ZKX814(O%y=btp=Rw^r9$gbm#tlzl+C}UL^n_KrmBH%V*OLG+ z*b_28&=WI|#iJLES#*IczC;VCyBA)ZmN16#$YHmCIWOR}2JDptdlEnq=*dL(+(j*B zPm&DUSjvSMO4^;yH~`b$ZMbS;Hk3J-eCuA~t$&-=WNZhnyOW`7+T8?Qbu2~K-4rGN zIbl~FOWE}YyyO$SxI5bxZU2v{HpnNR{(>LtzJn9|@eZQw`Nvu>e*FvX{R{8xFV*zJ z?>7#AAIJZ7w`zQK8ojNmQH=YO3{hih6@{k7-$Ur_{|8v8KkTLMQp;aUTX58V0{XIb<(nfO8FBwnc5d`;vphev8F7?fymI~ zc<6CKiNju|ELIj}TJsf%^cz`%M+?j)(qb0NPMT}ZK_z4~>33O>@6OaI^OU*vtP(ZC zL#L6U(*!wcO_nRyl~=ASbR*pFat;|SFywgiN}&|IMTQcTgGb|jBL#(ua;vKd{i(cv zGW4F1oqRmbKVK9sNDC>HyYurEihObSEmKIoTTxi(aTf;e;!)-F%594%Jmk9&ruvwI z5{Gk-g)l9}R3E$Rr_+2qIh;(SN;oZ~JhwPAGdDL=9DdUjl3AQvUS3>WE)G3`Kc{oz zTnF1CGE#&W1_%@T8}G?E=O&ZxC8`U5HD&l7yEBV?kNt7F;cd5j-n-q`^KM?d6Q&IA ziw@qA4sLA+b#(f3eM4{`(&tAqf`0luLHdaOeebb?UcGVibLye=yE%U7Z?1%%$h?OI zFBj1}?=q9#H+0Z=>W%dq^!W|(@2-$OxX%-K1pV~+5%&>?zRwM!I-`egh{#=kv#v;< zik>1;@*WJwQh}m+ZJs9u-5^wzb?cMv1WtJQCcL|yWfL6Pt*p+#0Xzzq zfZ(3KGP7-^mjovE1m7HVN|m60(z4?Y{m4(`0toI6%o&(RMv;>HK~y`3l1q1U{yCKe z-~^}5Os7yk{1d(qY)TT^#wcP$^*ird%gz2j%PaLCb54<7bS$Qv{nKf#JY-Uk3jbI4 zvGA+=u}#7!|4bGu?lLt~{sXG84&1MUvvlyzQ;~n?NcULm5R!q^lNaEBf%FsjE5SSN zTS(~j7pb%MDE)mA)4%w|JJ%&-LXZ#suKSwn>Td4D$_|{*zPv9sGhzBVt-HYmLh@H2 zyq^@fKjP*H>i{~E=xR7e=*Imq?CT}%JnZIqiD zXtaBQ&z-m;_U#;{L1k3IVpz6eW%Il3b2iSPhO5jd)1z^j>*i&DjzWeI*09(PHmk{2 ze0EFo$r6{@X>!3%*tWhacF*cVYmZX5x4`7Fps&i?4wQd~NJ7v5AI*f4g(q<>AAiTG z*)kX}PKV5VO&%hz`6p}woXH`9&1rEnuXo#@xCyKK{|{J5&oA+(eC}!Pq-aAz!+LQN zq~)ly5LxLrZ3A3?$;}ejUDg8T^&KbgRo>cD$vf~B_vlxA?ib%$(T>F%W{F3@>ZfvE zlg(d8HYiCSlts(}DH*qJ`CO1fyd|Tw!RoA{9!o>IH!Cw;8ozYc`orQYu;W7IKfQa} z@D?ZLqcUt36yoWvHCw?AO@_*>1f41k@=-#iw5+_++b9ly<(3l5e!MW#m)OC(m1`8G z2va7$J@dtcTbVKM`RYNffum! z_D3K{G8*F~9M5kg*gs96Qc&HcLoB+v*!L0j9lsBzmE+;(uX2;G@^AGb7EwpY5ZKu$ z@mWF|VdqbO;*Q&=qe6ayCGnEmmXLT@GDIAO58S!uOK$S*FT0^3q1>R`H!7>Hg@@R# zRZ;$3^}Rz;P7d#RQ?zeE`+V_hRHO3dla+co38w@-aC=ZP8JR%F#}G;Oq-A9G%dieo zssNhJC6!QvT2hMBQd9EQFWMD(M2ttkK`cFmyUyW%58ub9_u-E>;^>Vyq7{n@cG91A zXo8w7t1iZnlMX2;rY5(lx~6CYwUoa0FT4=m^TrNdxFDAFrwm;^`0*(uBtAnsJeka= z9Q^?}J9k;&a8i!i*v>w+8~NAz9^tl9j{Xh4$#)s{sV?MvwzwwugXOI+Q{K|0u{E5m z0zn#o7>#;%+%XHNrmVfa-e2VZS)gEN(;>*^@SbJDP~S`bh5NzWE(0xtc|jT9YM zPn*7Tg}U&0zP+3IzRTqzkIE$z%RsNz$dG@3{I5O8TU@w6=QIS~Vi`cGLc=D~#f*Af zI#9Fs$ZQRCInkbWyu?36V9z%jJx~m0tD^{U5x3qD*gVu-uu<=2@U69-{988PsbCvY z&?&Wat?~YPghX>{A{khedukuf^4ANRz+`flA#O`}&kTXX%U)Fn>f3Jp8myZKI;l>7 ziu~?yUjvEtDT#!PEzbMkbDVR#OVC1HF=sX6wuK9i2y8`cG=jCmh5Limb3rfF=ODi; z{FkLhAaUV6za@_muRyDyg8)cZCEk-I2R zcnxMHAO^dO?W(ZZVrh{8_YA(~pCoW9Y;0>xIh2-4{1dITfn&mpgeRaLe+TyiwZ-rq zn!f>#$Nea96i^e%iUKfyw(xHM@jt=O^ZzK&YqcuSAO;h2*+I(Z`}iV%5C0D@0oQ~3 zK@eJ&-|6GEC71W@JhlJBu&vyGIp26u*ttYgk}VMy!6NOu($$JJdC|$S$!Y7AYqeR% zOn1IbW7oL=QM1b8uz6fgkEOt5H-T2j2FK{VOXnij*7k%9LAm)zAgaHEoS(=jQT* zg$GdBcV>^H5lT>sR$$22rRs8&Yh-CjiOET+vKUB*3|p2x!8x}!vjoAaw((+vT~Ow# zF0HPtEU#%OYG~MA(pKDAy0zg%*@l9u0#9X0MMSUV zRclwdbp?O`wwa0!Q)47vb9Ckw&fi><*|+n{&U0ZCd^5QMk!(roqUGz?CoId0VljO| zYC&J(4+R^b+1R2f)s<`A`KU6%6s1^&KK6**oyINcjX9MGu0-21XQXKfAX|mX`evfw z9nG^jljp99i;Yr$tkh;2bKH4WwN1kwCwd%ihnt#U77wx%=-EM8`p@FFRaR7#7wzkM z&vO{iDDqzd`O3T%8Iig1*$Ij1C@e2AEj}+6av{g0@@VaPx89|9>0BD8)~>NC>DbG4 zN;Oib)G~uyli|wsFVGx9ID^j)m&5GTG86Lqik1y#cs4o*G`fJwnT4AF-5%7 zEh{yYvM?~-vZ7kbz>)@(Um#HCsg?OMrCP40RuM>TT32jm{vOqSlzUyU#l5F~bIaDY z+TGq=l#x5{F*58~pF6rtuZSOjln&vYmDy^?13SQR?$(b-WGH!i06ASWeYP-h6wu3u74$u8e zgl;BQRa6!o?t0(z0ib6BOw3)89+?xLnGi?&niQ87ledog^_eE6ht5eiW1-fic4{aS z<;?!mDbz@=QU#dk$@S)yWHsrU;3T|Xf2gairm?kus{s7tqpGSQw`oKi{= zZ!D0N8!Dg%s=O6N4Hc!8r41;TF;S(=rA(Bn*<)L(23%`8bN0yhqx9>7UG78mTU&Ou z)diRsk+fBs!QDRJ7yB>0@sF@!T%&KWNM0<+%g@P8m&??dnmoE3=Qwkmi>qfeM8ax_ zS0u-O=Va$4%hOP9bk<7gdQ>786mF{C*3eK<+2C$uhcLBe8iYj=f`g5_H*Md7vR)O* z9D+r$OO{2gpfnrhMmDyI)@W-C3Tv>fv8{ro5O0WACTP;-@wvH~nc1>rOg^w7OTv$I{B{ZMl0l3c?!dQkzpZvP5%#TMi!Fy0!2)9EBa){p#Hmy}@H_realU zDRvbXR+Uwim!i;WXbOZ&55L6cKI4{(5^=h}6d877>Ti+R6Q^iATwkQ`<0`jGvN3SXPt6f%;GA*(3kZ(j+2sGHev-P5O{0FJl?~4EYg1 zOg}@OATsgvH$?cU=xB1KHJUutN>S71+V6&x-Es0l4WGNtg^9rEmIot$<7Q`1k9jR( zHaZ%DpBuIFbuxe&YJeKi$+52RJ~rEy<`n# zcpSi|EY>2J-36ENUn=l}?5N&+vQhN>tFOwVU>3x0h2z~pX}6!*SGEDJ1CU4I6<7;% z%sD7@J$XF?PpibgR(h*{u&t^u7kyNEAnX=*iaRBOCV4}4Wm0owX#|ko@GKb+O~Mfw zLlur zX=&F|H^T;T4b)g`TwaA+>d2*SxHGJ2kOGO?cy)qoS$f3k^=o1xvR1%kShXKcL9w~m zT7nK^t)LnA{S=Gv1JDZf`Nhe|m1oHT>f1g<=7{pNd3qL~A`VPei>rn5)C&a$j~<1N znSD#E@W(ZO__6A+EUtrlNyKvUiP>gDz53k|QBOuaVQeyfvid5ufl`k|?PQ1J zA9<6Eh*P-0EwS1J?KlMUOdfV(+e0S91emGKQD>%4iYEw?L2gq!X?xB}&n8s$wfms8 z$?P?It={JA$MNuv&yb^_ppwNhB+pS%@}J0W>DzVWhq~*3ABKIwE%H4h0ZxQDw~6=jrm5QWaJ8`N}*!?ISF0k{aKuT)<{u2$OyXn|s5k)cSrJ)dc#*|!wu2p!Q2%%lB!R`!hav;+7Uyk!RHNGff z0kp*v;N5pq*WVv4`~N1M@9*P9|F@yzX)Q$*JK?i`QlOUwkF0rQCDf^QG_VX@LT<6Z zR%-D=9SQ{f#b=uFnMz*g3EUdU=f0HFi%w)?$x!OgjUpRJ_Q(dp{{}yfN8k>eCVuCr z2$rZ8r4B=6jj-f+`R5&{>UM5CuoZTKeHzR~t4OX$zAWR#HIvs*S+is%3xeH16?~`t zQ0+B;6q@bM@J+1Xaa)Zduo%pGtHPrxQkNsLk~<;DIJCeU5y(9wSGf!zY0)?|HH5u& zRNX+^uU(3JareEUxVu9OY_zz$6?d25T5Ka5cS@mXaVcKho#O6Lph(e==Xu|=)_49o zSy{94n0c8^SsY7qic|u5X6-CnGh)YWgNrpP~Wh*>%*O zmT1I=HgEMjxNuZ!en_F9OhDcWhXltS}9x7oD^3smrrO5G|FVP zTwPMbQw1WP{WFKY|2BO2_bW5v$={L93!>51Q=i#-T9#Nb*M@;bFWAVWH&xb9R%e=F zgpqM0lI&>mm~!!lse(0bB{vKxMuXc_Ql^50o7)%`>aLS-PviV0cGfjDE-ehMF?T3iiLlZ_<;uwz$3V{1WYsYuU4N5P z)AH1_kV94yS6}q)f|zHnf~PvoLOt8ga;Tw|@O>z}!~VDS`kY?^1xGI~A_iP73J6ztauda1&KX#LRWQI$bL-|DJg4P&F~6OA z);Jtr#ofk~^~S+o*;@gZRHgK?I?_8Ue#^H!td%60m0nlsl4nz0p=Z^ z4OLvi91%zK9&7~0(&LLF+NeQ)M&GHUC3L8EFK(1==**rROjWU!gBn1$#5{4_@6 z7%XD42zMQP64awdZsMj>iDGTul<(u*eRSlrb~pSB_J*Q-dAot+1PvnL_dcbJu|>BA z<*SLqyD zxLSc_Agl){cl~BJ{nMp}GI;d;+{kop&ebSFIx=TgieLNnnT%}FlBHFPVQhV_zvrDO zIzFS`k?*R;ufwf4R8I7?s$6Vt8XqF^P*;W2xYl3?WWLje8U%whbpju|N8;z!7~BAA9U_Y8Z&+@$(Uq~H1aB&)nf21-vbosqad-tW6#Y2G)yS9aX(2E8pZt={vPDseWpe zA_xg8%!%jMP_YLz!ei&B$i8# zo}c@O*v*qH7z|3Wrdpr`r_2fPLM=A3sbO-rFfc{N1H_r?sGWV{YZ zyoU2Izm)3~L1YdmO5zB^R%eR`wGos7SA~&$6sDY9QjHs%!^pS#llHZZIZI2L28%6+ z0gITHs5Q81p-Z%P&m?aR*(%GB)2yOC`a0C%*QAKgAkLe`B9|{&5y{`e=lyAJ-}cW- zC1bITw^rdbE*%C0M~$*mTK#bd;vc2tt!aXW4sB0=tNI{JGHwc84iY`OPV)-%mgoc&O zIy1X3pPuz}r8O#DqA%tRJ@}J-?NAz`>8Qqg_%K;fuEMIioZ{ZUFBvbNR-JhKO%q-% zYqY3*j7>g>7=fv%CtneGZh#pBAuTmO#J<-x7vwK3S^UWQ#udWk0};9gQ`3FSsenwC zP7)Yn+9vy6#~@yyZ(v5PU{XmGv?Lx)^uTA`*sqz^A>TL(xnspCSx;rwpFD;u7sczm z6Q*+_Rbx29EhBlEjo0psOm?mhcqlj$6xPl|YTXD3rLye_Sf$8i`&?uQkfyB-VLJUn zJ#Ejc)>`kQGTeM{ZDyoBa=Yna=^Gy1-Kjm8-O6rl{N4W*^O&5v%6@Ul6K5PQ&>1sv zpGK)AcQ#OpC zhK!4%iIb87^SZuSFp4GV6ECt54MsD4)2s1XWfVX=hf&(D|1`a->UkQKWaWmbQE>I-4kxzdTr0gQf^ZRJks6>A+aheZpx{NGKF>V;-@xx#D_m6Ljg9pC^ac08| z+7mM2G$t!P23rU#-6bj9nU0pCwF-8ENLsEcmPRE{RjgEzd4YvQ*|Em!E-5T03stUf zp?VS&8W{|sWa|`(n;e>B0~h;+Cgd?D#4&Q|GE0 zNE3u8vuV3?qXD<%%DJ@Wa)`Wgz7Ay1tR6`++j>VJCI19A#&SUtbDSZ9vwoMC=1WR) zWNQE6GG36;2VSM$A$MSxbD577LI3g}!-NPJhQ&ObJ{0VWkaW0Qix{hL3tLGAfHGuN zOWbG*_s3CYOEUDStkJL*t8|*CtSTm9hjx3kE3x&j0{` z5AP-o*?cGZq$0J4m{z)C(b(n*xTjP#9Yk@&i_`=?f&Wm57tX(z$vJ5y9)x9z{aEa5Ca0G@wsC_hpsSbczwR_(*iE`WOeG8Prf?6eP+kuu`TD0<>f2Uh5S4ai8GKP z0;i=bI;OVG@@BZJ#>nJz3}VLAPpJ=liA1bv6a@55i%N%hJ4}?JI0naS_}>3F^<2t^0}e3;@B0f~FfBnm|ILmA}1jyuAI&=dTRoJZB<+Eu1oe;W-5bU?Ey8P%&vti?_a1?+1tB8oGmF-Jnnl zFBcAh_d%fvrXlbwib)^{y#3^cJ+(}&f$JC&G9erm7F<7H5k29XS}l5}|E37X|347# z0&SK83K+)aD`VRpiIf!f*@HzA7J$Y4zsT)f50*?M?i7dB4%Dw+LW ziQLX%EM4$07P43ExKBz3(~e?cgNaK1pWWS2EdFm{HUH5{yp&|He;KcIZnsz#a+sao zYupLeYZ4=|EY!%bq5o(D3LH`xLIDdt44lkD`xkiQbjg`3J@Ec9<-;?c}lunN<6|ILFD_8s;rvtn5|n@lrV{E%R%>94wyj_kk5 z^T3{SU*&%;pwzQ~1qG&?_bMIg5J+LUWh{I!;-9bbzh%QMXAy^o`Ta-7RUnf6hc3?f zmV+BsP{IUy%fSJgl4K?ac=&n5#L(Q_T`f%=(7b<-8QM9K^Z$72=rrqa2$5j!pdt!} zTaGbj@Z4Ica^e!Es-N$}p;m|hojX21iI&QZ{~hINn1MDl!}X8t73pY-R51O3{Q6*N zZM&B|UAJQ`X2m_j#!WZ+WsV!KA&0~|k;BtU$s#Fli98+8itRl;Fxex=oU$KAZf8YP zld4{aBJ^Iqu2^SjNf!+Zwc2_~kA6jw*;0p*j-W*7vfi9GajL(jb0cZkgxf}RMl0$A zdIVnvV!SO&If$ekO8Xs%0O317kaw7eqD=)!~O6DsF~{X7j4MSZO2@ z23pn2p}p-7vZnK)2L!)%MO>$qM9Z5ql6Xb`ogDRM|4BpeMS3{MU+!CWJ_Fq&Sfv5X zsOjJEh#X*{w8Vi%k1m>EMRJ*mKQ~(b;i*93yXbY~@O(`I3Qh$aNO5(*&|>4gIb(Tm#S#t6EE9{Ma;c}pXeHVY1K9LD=4rIITf@W8&57Q zOQ|OKNs00UK_*Q&%}k6hoM?4XeV2HDEoFFZ#M4{THLIhw!b&_QxSZGsuHeHu=a>SN zU{+d9Ma*5|GQfT_mgEG@$1Q9;kwl``-d$=lFp;&Y zswwK9=-+Z>((?6iiZaqci5Dm}oC(~*b^N322OMcywLqoz^xJEHGjt3Mj0|X~|Cfy} zrboQwbi^-&?}h^@)T7t zRX5g0_B;f!LfUVb&JH9gpFzXVDBg`Wf>M`rVH$jW`jiop%w5UKY8D}%s0b}~!Tk;! zip9+I2nKjC|HwfbS|ZSBO&WRy2)|Kh@Fd&!*IJbk zt;+IY7MD^H6d~z_2`7ia!@Ahf1#Qj3H(Ne zf9wTV@)rddesP4-Pue3B&K&vHON$<6eQr!7%E&jTIIxgyiX~Br%9mBJw<1L^{Ra12 zeY^gXwPxha=ts=~<&LMDKi8K>TUWaey95DE!EQjn-A#hZNH1)F>TY89^0D>KFHNLF zpi`!Qj@$!m?Q-|$@p0=uMzi=L6d8CsMGy`!^Zdg=v-%j*A6^_NB1%INMC5d!|2B3Z zR{4SFbM?aMYa4di?|wH^4y@`!|M5rG?yibHZdONMpuSlhor{h_yX342^^qg)GDc== z!SDJ?TW;wF2acpx#Xbspv&g8q2fW%NEok~AXh@Xa6&79J`{C%Fixohtye^MxR}KP{ zJ<|V_k9=4&EiA=yx@Fi>ij_4?|a!^1pU8DanHB;CJ? zA#bhLqJTfVa4Ao2g@{`ZGZmlID&(AVikE&)4?DwIl-A~Lk~cHNjO>h9NU?a*vd57- z>9Na`h^*7Rt!_Qf$Wy;jzwKxHTw@~8f|jwB*s0_8{aCVaUSaGfuXR0GT5WZxqRH^1 zM~yT||C7qKf*3=5h)vh6R6>BA?S3e3(JE(O360P!CvW zQuu4NVC|QAiMiOJr*x*UYJ1c4IiK2tHPc=kWlh+dEru$ZARv<9x5kSRe-Ev zP-g+x0v(k8-O_?8wq>&6&+@ZeKvUtVrHSI&O}s?9Pl?*hi2-u;ql|w+4X8R@+@DpK z)xwL~(T6~P8_0>$#V1engrh&9-k z6{S4{G2On?=yM9w8jEw(EUN-%h)69|#3#5*!W=cd2aMXWAhNA(#YIQJ*`_JZyD^6` zC1))!O1%kMjEJ=I=9pvZS9XK2;@{cLvF8u%9jTxyw*4R4qV)G&&i{>_L7){ipIm>t z2>x+P*!5MY-Qnmn-N{wuUabRMheP~Q-^zp~RU3 z+|Hth1m79Q6t~^f8K45nT!yH@x3uHnIC4zA?l|R`(v*F@tW|mFK_)2FBT#vcb$2#` zCGJddXEtv~n2pQfToIp6&+kiR(bwOzB4&|1FcG6TV;kpY_@nm@EGg*XvaJ6>P82j8jS7hVIj3 zX;oRyx$ye!FQW=C^GLBPlzAh^Q{}!b&tEmnhlLlI@-wi$Zp0|g6X_)UiEnCH%XzB7 zKc*_AFWAZ>dAQzerkG2K=|4d^t~Do)9&P-vP3wlci@tIl{CGVj(s$XzTk}f8drv>Q z>M(#`{rVdj^}Ml>T)RylUz~;%WJS-eU@U0T zO5(FYc)#ZV1ltt9y$AT#UcDudQ=K0GH~S)IUv9f>fAwqH8~isY>DMI9(;qsUQ2d>% zFLtu8!&k7871$%M+T_Mk!u)M;crFqAz2d!TId9YrqX1VRG(1P=U~8)LGU=Co-v)p4Oi4K~(#u2CKDY>2Lrv8V!cS+baXQ*6a-3u;@gs<8E^;$# zwaPtM@_h{5=q^7R*;W8|~8CM^(D zgJ$|Ov+1Yte;ZA5(ZG#w(p)+7XynJ69X{n7(g$*+kpKh z!Tu*8NNTWNra|?gzqsVvl)1}B23zhojRq=8_lQjRh@eW#&p{HO*DpUYE=i=YMp=*w zpooa~x8AvkC$#|tl@yR+;p2I>!H7vv>xF{rXiL2l4+W1hKHR*kR??gsPI(dz$GeXr z^CO{=N+G{_^Pqb)A7ol87P)?_Z|G|Fgj#NtU`S{-AjNde^nBx}&NL)Wklev@gP+Gz z5nd>FweZM|ZB0#$P)0RCj8~?%`#ouLW;Q!BFNZA)v&siN<%`e06plV$zhU#wtnQx} z{Z2~=r^77W6qO!!jFT+bDQLpA{$T#=-*`luv^xErtq#h04o&w8?+KL(37?2`fXeQW zO-+cH;zZ`a67NzFu4#6u zj3?5ONp}@Jh@?Ai4v<%J({d`dS9q7uO6AD_Kk@@9ck?dVK!*ki~lc zAr+7QOZ*#7k4fzs^}8G8bDDg|+n;>&qUE^^J#r>F$Oe-1GTs_U|3b=1;0JRMt)k9$ zA+g1=--68%pXzE0GQJ5BIN|TPFZ--zr|?~ouCdhTIsL+TIebM}oAO98P-+~Oy2IiG zfL3{;lbG#Z?ojL+%&bA@H_-?ZiKdz%C>WwY`3J)h*FkGaa`II zmlEeLZD&kTC)02$cE7i2kqJHMlArBs1IQp}pAMi5UYUQA5wWPdHZm`2SKdOGHMs}W zpOK1eacC|;a@1NNU$`prY5^M~8)(hU0M~Xyn6^JnLl;K#SBvhf>n{c@n=sssB*)3*b@c{22|UnLVP7C-P{{FG{^=FG{gg-Ptg) zAQVUkjpdvUI#LjHO%4ZfTXT#zUcZ6IBWD$U_fCDUs#l7^L@q=%cf*t@j&?BIv zq68X5m+3P}|MH1#HW=?t!iX{2KbSl?CaR8({o_-p5!%|&8-3j5 ztwy^)XG(M09xNX*W!ZfM|Nmt$^g|P8sR$e%M zIuSDh!%TCr3GHlIBs`tEORW-baPDe0{|Ium-8{RlHqsB&a4Sy(1~bJU{Jh-_HD)+p zm7JknnZi@YLqcSdB_Wb?D}YYK=0;Y|{-|p!eTY=Di(_Go>Av#en_h2^UtN0Ix{YkI z(cUHq7C8|JIVb}4lmVt4oZSQ&Ag-sg9;7~q&Zs$#QZ+Ww9#CB#JW?=i9w+rNSrc&3o}Y{u;xISjl_HuqvcuEKb9H;9Z79&vGnd~o{Zmx!eA8!U!}cr|jf5J<4XR$eb7`vK28L3<+JQDG^pmCi;cS}Xcd)%v z#)nTIeVjAGbZHcd4PsGG8oVu&7I$2HSO@!QYh4bscYSimE6m9Je&DKEu5Qa0$KgmK z^uAThXw}iMCpM~)hvuk$Zg?8 z*?!yV-zx!XmH?*1O&3Ywf+D*ahZf>+N{`iOwWg3lb!BX8bpissU0nhL?)I+4t1KVx zmT=Z}^RcKXj9E+m?y3NO7dMekxt-o_{(&WP-9@o=cv=Bh19R7x+jUp#Y&+;Pku%?q zN5ngPyXMobWUD-emRcuPR3E7eFx3JQ@ zDt5M!20cd$s-N3);k{nFz88B7U&r_&v8&gT_0%>KTNJ4dPO#R4syi>N{%meY z(9T|fP5{7bw33qdlmzw}_Wn`{QmBqBON7uRLS|^L_U5v*69B{7qB8<6Q)I3~+vmqB;lX1I)I#0(KQuAh`&rM~87{q9rDjnAN369cZdl(zTBNQ9b= zH-K3?bodPmH=>Q=fM9q!gW&BR6lbhUWAZ}3lEMzWFh{L}ce2;5lW4L_%3V`&tBQ!~ zKXp4^9dvySJv+)9wUyP-_DqH=A-FPra8P{Qho;|`X|S5|H+fskFlhx5Vb;KJ$IrZu*4BkpC5!>DFkU-5$vDo|?J1{IgnTyw*{9BGTD0 zkSO33*{6F-ggan?>^xPgOCcPFzSipO5)`|IRFzDJ%a71^9}(1?kP(l?PhCfXYt0J= zQI?7?84B{hC2@?y0doKzP=m%0@5OSyK>yM|!p>?8nz z7rww7MJ-Qsj^vQ73#_lm0(3aaH8VI@m!~tvflnnDcxMEhrpTOLXfga1qex~_#8qvg zg_6|t7b+?NK7D`jn}gGv!_yf#T}nfTqEOAFTwc$e$?6QaJ+RqkSZ6T%>&cUSom043 z(aL89&pEziW!_%VJ_Gxps1hvQcL0nX@E>cN~kh~uWy}u%K^Lug=NcEo@P^`kUi+4U>{KB3&-rfJrmfd8ZFeW#C3Cyb+ItlCCQ{Jpre?a8Ug#E)0lSJbvsbzfmK{a(YbHjU`&@ zYlGxHz9&#sdi8F?pFS7bPcG4~-`LGozRk(y;+Lo=AkAVd_|MHhuz_vzO}fRZV6Ynp zc)9=G_Ju!u?lSkHHMe_aCi8D``~zO9U0T~9>y7W2voe-Vl|ERk1c;ZEqmu>>Rn|!P z=%`A2SjBkS{q7$Rzn?EGzrBqjZwk$JE>%(IKUuc-A5(0pEGsNna=Eqi6lz@w8rKT5 zFa0pM{kK$VAQI=GPv2k5`{rcdxbvZ^7VjKSNO^xT&}idXJMP6JhD1#M)3JsB zmX8lMg-J+^#>vGlW8>=PPR$A9{KY~6@bL@$|NChg(pH^*bG++Xztz60olChtxuZ*C z0=>7iJc6N+&6SH4_Z1~c^~ine2RgZ_?9ec6HF&WHJL)F9_Vdn7I?@oLcyLi>VmOS^ zX$2S*oh6HTl)+Ji8z3>$Hv&*0YK(p5Xu3Q^<*y6kVsZwhB#!(58YZHQAPGbE=GKh5 zkij_1>8>uM_m}x0z4cR7mhh_|9F4`)MykLzvCb!7ACFXPpAF0tizFGhCIJJ&lAN2m zb-_$&AGMULT~*<6s#DIN83UfV7Rg0{_H|s0umSIJ`?TMT%Bb~v-|N~Mi6@eEGbR?g z;YlXXqW-)&7=$zf$@O~1<d%pOjV2HkB|@Py2#g| zyznP{t3FEZBg0XIe4}(z8T)ioDeZihSfl)@LNv?{h6FNy2RIJ@h-WNb%55^o=B?~# zJ@2hxE#U!{a|KEj;3M)HXEn~a4wjPq~un@;(y z1{&%DJT=@reNC$a7M4=_IDX+J9;uw@$DHGU#HO24$^_2!KY>w}+xNLYy5}3Ls|ml! zz$<8eJ9#2aabhC${T(BKOuO`^P`Z@oqs{fYHC2g&>LapB@{ZPjpK2IKH!}vH;p1${ zuA^pY#SZzPFJi_a$jxuXYs$+dz-h|M$!W#O$7{*MZ7yKR!*6NI#VhvzKEjY)&B@6f zjgy*#T8$mzXyruB_1{f(8(&LmUO_$qc5Qu5YHn&S!`FAo9_HaqKnDC@y`8+P9{%L} z4KFSfNtXH*1PaVcgbHaH7FHP<4jKPhAXZjT5{rmEFDH`edL?;&8#IWoljAbap+n$< z|M(KHR(*AUma#N9esaRi{XHY-b#dy%#E@&ot-*&OAbC3?DxzSZU}L|71~emMZv~>F z08wZtuTkG9H|%_kHf`56lI7gXT}3|NMoAKXp&^dZb69wu)nQ1q+}cZ@(jt>2(%}@8Tkl zE^@|*@2?fW8rVk2j%r;~?q?JrC@tvd<#zsx;N4NLEf%XS7U|1pD@wFq%QC(JFhc(| zzaiS9HTa?cqV~ud^I>$$ov7cxVEM;o5YOxkuIkrpMq1#U1GfihUvMQ<{km?3`T zhqp24{`%=bzAvtP6-Vkn8kdV?fkR_@DF5_sxUpcY^oi;dJ~`gMPNKBze4qqj7_Mm! zE%ONDU!|xot_LKipZnYSqaZ3vRn7R-sOb#%hzwlQE2D6hWN#KrF{suNyioJjN#5iZpwfK_xcA5q z>x#r(JZHE$prf4IeL$cxFG0X!bU9yKl;7{qoPS9PG{no@=JpR}zaZ#H>l%Alsei!D zN!{g($n(16UjwEA z`IUV)c^_e_SrIV@e%~4oWa-O?yBV=(Nej3w%2Gt*5Q8Prom$6vF|)J2>i|4Y$e_=D z;b2Y>a@jTqp(t)W|A3O;3G}MR{5YZX<(&sDy$KY-Q0QFfd`CEsvfT2f2ei4NGMZ1;$$3c|Ok}J>G=dD>I6qm3z=G`EoX9LgbS>1~(Yk3n$p)LL zB3*vC*)DUGtQ%8yv*9{n4YfKUZVbBC6hcmN&ZpQcWeTq9A!Poh5K$-^s^eoV_!{D< z&fkZ$h(czLXAdxSkF7${&b;Ri^$Xmw#?pI5k8thTx&xlg5*jzAkY`zI2^!Nj3Z8k3 zF+~%~mQD5T6DVrvJfRy?+pBddPqTs(omlQxSgErm?U4x=1qke|CZdK1KJ?wpnYz=d zJ1q#+r`8aDC=9oK7f+!zxxMf#TC|4freADPJH$(-4bb-RuD)_d&kBu4c1NEy4w<-a z@PG497`5YuLcyOd>`rZ&3j?~bJi|(*NXgQj@OZrQ4*Cu?aBUu10BWTmj_-9wNZXVn z2X~*hwrJn=o-frGf$y?JwGvFlG{JYvL}_2ZsHKz)G&I;OR4SA-G;`}s7H=UbVILln zqd`-+0F-AO3ITEAZe33RT+y;pKOXHa@uA+Rj9(fpm>`8=Jj7N*JWvp-&5?0aX>zfg z+;_^fQR*p&L6+?3I&g8Q(`s^}QDt`M>vK$gKLaji>4CO@j8IA1dZ9j`jM*!&g*@H} zQKGdvdrD#kI*aj#TsoSor{hI4s0gYq)D9TJh5DoF3id%uK;gJQIH#eOppUpe0*b*S zkQlJV`5OhT#Mz|8OOmu#Kcnn44Ewr2Vv2*q3`QF*cp-GCE%(DvUXajRAVy_yL9MgP z8gvZWnRl`;zgC?4;!Ee)rPNH)w4sISa~E(s-g$QXIN@ZEwVW>Pc68b-EfvTy3{b8P z6}4V3zE&LxVePz^ZQ$*+YEzJ>YU z$NA+LS2;f$H;-)+yB)kQxJ(5PK!g-NFRCdhC#I<7^(1@iNzn=a+at{Un_IUhbu2Co zXrqpGI1cGT9dY$Gj6?S2+?n0sfQjvosH~prcLhqT{DGg*UkFcdpIT2_Ltq!>VU0^i zLTw*~`~n@H77i9pmoeMp`N8$)&I^K%3*)GUl`n)(Pv4mTV6CN1GCr&PHT1n#I5@FM zTcIP7t6ayry(kD9e;FME=2-Uo)#qQLp1Wrg!0sc~Y2q{s4y)?3PH=|eK%T;Z^6e>= z-Wd>SEO(&$aV>l=#l81c=TZV|YIMCVBW~TzMZUj&_mi;Mtj`X}mNSWZlF*@Ht>v znX~Od?!fEBnmtZV7bKi}xgL90EO=$;wQpi;_z2A@qSNp6`A@R}7d{8kirDMg;1Bcv zf~y&R6z5${EL7IfOmIPHJDV*abkMR{r5aAYUsgIHW8g~#eyONOuMnkWslqCXhF0)Z zhRiCdzA2eKvue{y8|n2OY@9!DQR6h-mfi#TwW_F1{_rHry6`e{HNUP~7`Qrrr1muj ztlA0KLWrO(v#UT2vnTAE%4#F{Xhdeb8e0#*zTa29?a5u#FMK}FsOA=`$l!(eg+^Y`kS9A6ecxgAb>rq7i@8i)FAHa#)&x>eu%;cPRkKV@ zP2nDG3Sh{}xj$g9){DvtKHStjbKS!re}kM@NFYB93W3PmdJFs^v}npxV`iD;im#Nh z=AXosw!ywzA8%RQ&~g;`erpKX>Pd^DdYtBbQ3v_@C@gd)b^g60;!BN>npZ#m%|&6o zp%^W8O?RCAaUUtVLtq-Z1j+*4%d~@qE|*xQ2#j?L>GCRPuT){xY`lhqvCf=qNe9SI zE6o0yN5JESMpi<+MI+?z!?WPAoK@Qgz>Dse*w0aYQPMZ~ilT{^xPd4VyfD}a4+Ta?x0(%MK|^u3 zTRum}D`Kf18`qLur=EOV7nylFu8Wt6SEEWy2P)o=U_+^r)7xd!$Y}*7E3epL>072Z z2RM|X%$%6Ax~?fZ*?lP(wI5^|iOLcb6op^(O6ignaMgv@p~)a^(AR;t3d%_asp%b< ztb$6ehGs}!4IgA#_{$~=&zDAymWuX${$e$BM4%t|t<`oqucvYkS6uz*8@=s>GAnv$ z17?H)pNBM|$g>NRx1?HMYGj@M9MIVYfSW*8tL}dFA+pS6PTLgGOZa99M}s>g*P_u& zE@PJuJM3jta-&8sT)uM8G54HDS7J%&y)9?#LTo_pP)z{8PA;i1uk-f@*_kW~;$_K-tT~7G_I4?OLIeBJRn<2RW(W<==gei4Eg0 zlve=i-qTzf0#u_E3z}}MSTB+;0u}mT7D$&C36)jXPD)q#szWJ5sbEO(9WrYDTvmSd z`K^b5j7f2y|3AOu=t72QAw9DWT`M09A2bj0qdISpmcLzWpVmt$cjM&!_Mu7aK+5`&EkYMQC93W)HPM%I1n`6_Q-u6X1gUHK5aYjmkMOOno58`t=|h}WAZ z%V9*=U)o6BOrcd*h1J&;)OZ@G@Iwv_)Oe-BIz-QyvUnz52Z}7_^Pt=_>*%|2c~GzI zU40Msw6{BE&+klcMM1A^>{E6J*0*cjNQGh7jn8KH$7qcp8%*7>cz7!v|8M?dNNDg1`k zCoNVd=uF2KSN27}Bv0oS=k#et*A>GVfEACE<8>Ay(H-N_0&onQ7TF={E}4Bfdi%M%w&_>9^jQ<` zuXHZ5^~WA42}rukdQ&kw&dr%^y!RjO?V1Ju1XY{pQnUC!ps5QzeZo2VVYD-a2znq~ zM@+PdYY;QyELfG;+}V0+w6fsXwjcekZp<2dHFfKj>b)gi@6Y>B=c4#uQ@@>De{^X- zox(g+@tw*zpTd07!9yb@{}$2({;uu>z3<Ay7$S99r>JEMfo8 zTO<4l_Lx=j=Mjf}QJ~dC-O#MOVOIMOm(ee~t$(q?M0@`to#ImOrn$0?gw!jypHRE0 zqtEZBDSvhsk%2mHF%%r32SVz>O@A8uZYNyb*xcxn?=sf)UMTMQ6&_C%70#gcNq4_I zSX*R)AF20nYXgyYa$DM5`(va3{L~%F2NWBmw*ZcDC<92iEYA!qmV8ImR@8k#)#3iU z`qC~Wwaj{9{15gE9V&|Za;mT3Uf-yK+moqZSk&+|dw=>ux-KtOENq^hIO?T7=r{kO ztj2VtPYazqpsFg36J|)C+;7+w(i8qb@kJ6K4k>_gIL91QUAJ6Eni5pR%z;dMCJZM| zHs{qTdO6<~apD$%OfT3g)n&~h!KT07E0{rs!KNM#3R`l@pZq|kGYKpUs!I^a;%Xlh z0XhS9zB^AlKso&a%C@(F;0_5w1Yl+mt|1>tbD9+dZ3uj%0cj2xa;0c7Obe6c23Q~r zEwrfY^sj|)KAz1;5B^{4IW24fa64bSB@zY}y7r2Sevm=`Tnwb`KvxRK2SivB!^D5O z&OBGvP4wYJR&*vlqd~|?tRXl<6p(CU2Z#f-4Jy!302b2olQ4`_u_TU=->ScvSBK?B zLItXuz}Iq=kS%CO+5zysN)316E*S}=0(SZS65uFzncd3C*F(RkfqP5t`AXJv-!C~| z)EG-YLiBKB=_XuM!>xYmz7}`x)R*&5{;YoZ`7{;O0dtIwpEpu(`o;HZxhrhlt|tBK zGj68Kh|W7{Dsucz3gPQeo&H5L=ng)MHnrI zXSXw_PD|$n_7{*BSmYM> zJJf-)Ejo(nm41LiERu?SJDnh)Av4IBpbZ3nNDTt8$~S>BEi#Jd{Tv_|Lue4z|F5NM zk7w$S`;|&5{ECusoR*%RMCva|?67 zon?zQGHrYId!FZ?z0T|VI%k)2zWaPW@Avz2S@pG0?!9gi;QSSfCFIrEpu*9u;Rcl96B}hNUn>Lflj^`XC?YonG7z23lO`Jr0Ihn&6B3 z8T6&P!8{MksgVh`=F0SivgR);z4GH$u3~<-RV=2KV}RrgRAKdRmv=0m0aC19b$gQqeq}SMjQxFUXv8M{FF|7BGi@8H7FNU6QJ0$ZwIKr!HrGd{=-X|7!HSxQn z+*iv5w#!DQUvlLrkg>x#aHqFB3nf|)3MM~>XOB!j;d)W3-b3m#KZ*oSU#u#f(6*Ff zm$B;K@^p~;{>f{QfTvO>B{#ynK7VZFec*~P3toJT`wwgk4pH(5V*kfn$_FgkXxD#} z)s5I*{+_3soAyy)NO{%xfz@DYUHvr}P`X_9&`a%SESey@`Rb!BT|4)_{bbbG$5*5N zB6>nZbLauVx!b3nn1o~%6Op6_^PSnV%d+qQk&f&Rh{eudF?iTQl<6S%mbZmuuN{cc zISPaS(562$f?gVz44q&j7ot*7r&7Dtu`-O!H$$3JGGVCMS0i}2z8p$=@L4M$li5UX zxQ9yASA9(#Cv}778^>9fC~IJt1>xi_d)vtWZuL^Zo-5UZx5S+P-~BCa2Uiis$5~m>G$h%*EWx`8E|&2 z20V=U$7Zm=ijPt-7GbrcZ4BMSokL~#(DMl#zk<1aURTEYl!q|b{C9#l^^W(ORY_;?+l{F{)fW@th{5( zF)j&M7q>`?lx2_34$0r2LvxKXbI({vFe02BA7pkaQ5j^y!YK>k^;QNi+|c@_ZHuh* zhlM>BnUOrdV!jpp(6!?ThpVP7By9l?9Uf%MTenOzKQ0JaJdPwy1@d9t)!qZ^LEHE= zaSOA~3-Idnm94Zu^}siQ!WZP_ZcXBp0{~*p2qU0;!qU!NLx}6$D~*k(uzQKgTaY5R z_c?Xj=X~mgXuuUfu6Jco_AONY{#DKi*;%pP6EiXUUaEgVw`$y-Byg{@bFOz!j%OM` z27*2<|2gb#-d!jc_@h>`A8J>{gK)kn@^C?ua9x+kn2f%s!cXOF4|KqfnSx%hdLHmE-& zv14(Uu1x!By?n1%xyhq<7ginXXf%O+EI%(_<6Q!YH9uz~YKE>gfz+^$(j?8u^1VOD zIjKZ@j{!kWA{!{nYirSm#A5IQG&%x{ff|JpNXl#a^vPH_y{j@)ph zh#}mU<#V62PnOJG>U|9?Oz6L;Y@}=E)L!_yq?xzfS2W_2{aBB$Dhe*o8T2|ujDGVd zohbOCm*xLEn;d=IM(stV9Cyp-%=Xz{J+3qSc$#u%r6xDOOCAoPB>__oS3l(bcxC^$ zYvay>5`@-v7@nD4iLLz7lv#P&QOQw_?EC@io##z-_UgTWO`!l4A;RnuHr;^c2qT~C zWjhAIN7DV%Dn@6qidh~D+a z)8jWdcw?C2t1|MNp!|TLp9tv`m$aXQqACLepON72l^kb0c?}_roP6=Ktyy^h(WBC< z`diJBzfjWp#D4v?HwJwVs#n+`H$F6|(rCPK+s&J;!S>OieM1lF{TgHzfy`)H`afRQ?1H8Qh zY+W#v_~Pep`k4RbH_j%`a8#)`=KIJ|&bvDoS_?(nO0$ zO$)_nUkf|z0T9H69(t9lT<@M~`!kie@G{1ObA$=IZdKowc@29F0V^6&#}19=CHG3w z`@0sDSG+g`X3zD0?0G(Xn#0Wx0I>(LHDF>+xS!PWxavrOInc6@%j?6+A9d#q*JR44 z%On0*&goZ)P*q$`+;K(sldYTpJr;&@Ml^X3h0NgOq(Cf_c+i44C+pS6veiN;pN!6$kcOZxR8apxH3h9z( z|3nf*M$#v_u9F|{Od|s;K62SiA2_|*$Z7D=HTM8H|7R(LgM1#8H+O;!(rFVk1N&lV7 z`5yI!R3cpHK21KOb0Xn7RX5`0IYzwx_4J6KXDt4M%m5akKYV+Gv2~O?I(uN(sfQv? zDKdbIwi!uvQBp_R=X%VCoj9MEDp>zt^%0|F?#*62 zdJ5okwXP5n!U(?fA}syyQh|fUtK#N``W*rUW%|qw>yGL_N^Ca?>SZjtzdmHnzRrCl zm#Hkjs<7P=@A%=F_oD?2`!lvnUH}3-u!U#7SlMt*`WlkGK#ul>Dy>MG5s%u>`ntr@ zf~ywD>wxcwW`^o|N`vu+1bY;`VNm`Rh|mmdt7^Eh@v5KDzZRDIj`~`{NUu$zMZb z(iX=V+?xfhj6K%6ya9K5t6%ix&f{Z`%bwtxJ=K0D#|G>CzJC>+5Ho!qQj+9s5>4+g z;s1bjo%~{>r)*_6@4(g|F)|>tB|KN765grGOz=F0%^#BxoWFP~aX#DGncZPtJ%6Jm z*7}#CVUIo2{#{JZsmU4!a(Pd5>L-NGeuV+|6x7N7_U(o&-G+#uf*tCXqd;hOxn6v_ zxQBp$Qq_BCcw0Ubc9GnwbArVfCK2?^JWg@aD2Z7~l3B5F%FP)KsQ~vpsL~*|HEV3} zq-R~3GjPI0BX(2_1})g0UPS9WQTVloL!gYVpE2yI|NE|u5}Qrl&7LhJi;NudMC#p+uUk3xdicEk9i=QMqlnm2I*w zFJxupuSv^q!AYO*qd-CDBsTI=)_v;%+Z* zV&AO6_64f&blp_w_o~@ea(~PQt8ZC|QnV?QS?7L>YJh0SaG~0p= zmN~ZM@;G9BH^+@VI-|Gonu-6E-jG8oe8D~JW+5I*z2^GL2{5`*6Gc7kHXIiH?cZ#N zSot&`iy28;TICXYEa6plPRs?rjh44eZ!GO5&0_id(nSpF45v0yp9?7>Yi^c1v#rhSBTOP z^Dzd`d)6<(Yos{rl*)<6F)iiNIDipj&^L{9{>rr+J|LBTul1z%++{ZMn|pH8wb#FV z1qm*0n#;2~NoCjHL&1m;TQENogA7uW`P6}Pj#1-$b4Xa8iFWA>o$5$%NF*cb(;;KI zfX~2y`LW7WL?7=&es?mn{!MElCRmcOrfv|oyncbB64jmZm#FaTlG`VxNP(b%=_Iy{ z;R5H>ms3AHVLy|g1U1{*?#sA5f$Z?TsqN}IA_}vY*b@kHdt=LkwtuL-Vv)yL()X;< z8C>stKk?Ka3%(&7ntqIuQSF2@SCcQjAwb~LIlIhZJA@KcZ#PC3CxHRdWTb~ zb51lihN8C=^?90=%f0E#@m`x#EAPm>P|)&dTXu2a9g}8${~T1n#yxSwvF}Wpo-nd+ z=vcFQL7=kjlyB9$(nn54JH0yTTzVMz@IgZVguGpp-Ku<>WrbXljKM=KtX>Piz0L)% z`Ev4`I!a5h+XC;`!9j?N~l%MhPyzu&`{m&%7ei{W$+1l^qSI}zJdyfk;!rTsTp zvohkpOQh4-pu9*#jb&w!#0J&?F~%T%XP;vhxtX)8V8%8&E@(yeDkn9<@BmWT)e?Hl zXGWQwaFg7%ui@~hx}5;E_W&h`=YjjGzTZn-2Fc8NqIW&Wl6L?*%$M3{tx&HC(G#AE zoI4a~@OfxXq&3?%Xfeq0iZm;wSoKrW*a7%^t!fkL&_It1(z?&j0pqFq2vSD)>=}cO z*XhQjROV|BrIz@uUy`kNIR}dYWu&-j=eq`>Q9^%MyAu;r)ZcaWXZN(s(I9O{)W!$_B1%> zb)jSk|C=&@&`Isel&pKIQiuwti8KCOfBm#fkDs!{6yQFzO)jcVjB7U9k(J}}O44oi>ua=(-n2p+6xakRukrOzW!t*q8(AEzn6B~~i0~m_j>RfK{))=O@6p)(?bB*0U9s7`8MK#L7Wc)v+2(d)c@PT8U<&R z7e&S-n>90HzWPH}lVcHEb3HRUxsRGgNhwhxa#7DPgrfzshbUg?iL&Vp^vP#$ac~$Z zDq;2jJHiIjc2GysXYN!krYWMRKx3+j?wK#w>%RW&EUqWH{o*O)$2Tx516)rLaPwm9 z_RqF@+;r7z@3*Nhl5H@Am4Vo$u~aURl81QpAqEcq`E{Jy(evj?8FQs4#^6eIkMf@P&MVY!K+Hki9B$L~vW*xwqCvUIFz}Gwz9gA#z|-soyg?fd2W8cfQteG=wrQpx3?WDNI4X^P)7#zU_g69&-Ni zO@ifLO)>jc?*%J?PW2Kjhv_rQJzkc`J*=z=MS}!(Bi!fPYOFx;0Zu6n*@=6|_6pu( z)ivJmj62jzX)TW?XQPH_0 z239;YXd5Y`rfCg5=_pWxz@!?!sZO|oz}T$jn<{QzodPD%pC`l9CcAt7B&l2Oiucr_ z5VK%^vaVs`y1j%7k{^r|{+szh=G~}Vfi>1h!Fq_gGEc>5> z+c{uehMB+L@@Vwex!=8aw?(c^!D8Z3;w$^M%}=Fxg&ehlK}GPi-*8{)fF(k$Zp!ky z2K5@$57ZHkN(*Fw__?dkmVBh; z)2QsVtf)S#3b8xgz78I4b{PD)8O?d;5 z2U4sF-eGw8nadvKS1199L;kTSaRlZx>yx1l@F)g)@^V%bs2415{l@Ssq{SFGP@5mo z9Lo=!3_T1-9Y*F?MBn8<*9_UM+P2srq&;)1r2L5<`$yNZ)m9pkcNNDnPs^91n*nx5 zrN`-J(x#W%F5?Q)Vwm5bse#Tzg zZk;S{q+3S5yVWOo%dW7>L|vwzHE;wRFF;3T+G`cqH$QbE4+VIaU$Zwy>w@r*1?Xuz`E(*g6hyoXU_LBE1|cv6`!}hz%-qU+iSIQ9l9X7$217}?0=-rC z5NH}LTMp1H3q_DkM@nHv87Nh*ft#6h5vWsl4kRT1_c#2lXl|x<_iaq+Jy$`Ni?b4C zx}t9(?|D(a2`Lr%pKu=kH3U-KCCsGhdb;w&5SSU2uJe@n%YG~5E(0tJ*K;&t-oqeK zZ-1Z}N#R#ysM5!MNZFRl9Mn@7rh?LQ zZcIr3w*6025*;RbWeT;jEy0ma%NO&HT_b2>MogsRKwY4SI#w_`y}S8#&?$330Q6{C zvTw0!v&ly*TXo-O(hxn4IMV0Pz50_HA@`5Td!f+pL6RJ(gD}O~X7|WjAO1KE z4#(sW6@YN6%=sa;^!I_C-O38O7666|Bx$Zq=Bp`F>&>}CY*7NW;qKUfx2Q@5It%tsjQOd&>>^A}K?rTgk&(4nenAXb7O zWuqop=Rht48r`WhaOAT&#hMUk(mlJEvi|E@Zan*8#zi)(F9_-O+iCJq4uV{L_qU7f z>Zm43uVk1tdl_shCe?m-$6kVQ(60k&%%6ZYWdYJ}0*x&p9gx1_dQ9%(erVQHR6KeQ zN1&{@|J&)Buh+hM-AfyBRz~U9tn(#!~DZBxpl;hJzQyU4xc?RmClq9t3{A zQO}z%V}16J#DMC=Xl4FWdme+fwkqQ4t;mCfFYuQ3L%4$JL>y_MF|mGqH;8xmO;82v z%VX|Nyr~AH(oWoX5bJ~K5oaSi-;t8P*O;SZuEF$Cx$gBJ**D%6h(i?$eV+XAQlM0M zin`5)M)&-yH~8KCE=YK$6e(D68%~*4q1CtKFIVw{NGT~#P5%_>mC?{ny_l6a&MycU zq_H)Bgw4`Ml>SoA?@5jn4w`j!i`r$o%EtR7Ac4N`A`fo^r{aqcTkn~c>+-qrvnOKN z6<$+chZZ$35e>RvmND>Zn4kT(7TcsUINh~6t^}o(`Z2_FQx5S#qgVO9hJRQQY*us ztpX9f0>v7{xnSZC?)N&stwBK-`r>>#@6KLzNm8=eLVu(_oj{C=NgKWLaODqZg&=p2 zbaapHnYiskVFXH(SLz5xpthB6KL0kuE(EF%`%*$XMb{NuXQYQ}2zuuRQbdx z^&i+dCeZ4_onoo%>qd_3oN%;#&k&xp0me4HL?*7N39yXz$RKEHDlCU;E<54?hi{6e zcUBEkxj$^l8#Dxa7)R2YYWExQ+NXwqVGp)gL626D6h?nbG?6QMfM#aH)0p{{m5@^L zy+H>Kym<0Vu>UDZM>9QloBkzXA8U%YPvT`m#oc2cBX}W>-`BJ^*DAOChlA34{_K)1 zRDD&7oA`U3ZHpk+tQ=`v#=%-xI(7MqF)2a6R9d~9i1>Q*woia_RfLZ4RpNX(^^TT! z#qATfx_lj^S%Kw8P5_CBtS6{aiorTWeh7jbS_KLM0BXH^%WN(amwo|!sGB_kMT%OgaFo8v&~t5Ua3{F6}i^m7hR z=HF{wh7oss;Qn!I2*#iB;}dVGZ8ZYnomRMrHRY~+{wqMyM}kwj4{y8wj3W|6L5?=; zHh(RM4^sJr>5R>(_>K_e{}SBeib4+a+)E;m1||)m>G%h~^P}8%8ITUkx%3F^E@KSI%!w{%hLgwhDcTpSNp?LuoH3 z;DD`=k)5TLQVT}$-@WcLelo(vF(zvh=PZ|#B-dT+74j>#I$!;mqL<&6zt!VVnRqbk zIX^ztv|%_qiH52lI`sbXNY^HAE6gt`g|IL44b|fYqkrTiOZ9G^4I^tr`e6|jX2)lcFPW@dE>N|wBh+d46+?i1C8WB3X}0_a>J^k&gQd=|YPek?#uig0 zZZf_VZ&^?t8dAG^aDK^D+f`kVbE;s@Ir=d^$_>4Fnpvfr+$c!EkLdriiUyLIs;09J z!mK9d5nRN{!HV(aw{CWBcm&@5?WkW@X(9ESf&i<13j8L7a&iRc`k$$5*^w zLBd#i*;*Hmuzpmn;znJDt%&))s>ci6WbN?xeh5k3_VSNcK>&C%e+mn`AP<38Ani`@ z2%`A4i*~-{e}BDYRGcMof3usdEB;yQKdka4O$1)0%>KCx2Bl?AY$|fALg3qQquL|1 zyELt1eCmUuvQb?M#H5#QXRhP1#iJ2}e*b0`xusd) zSBvd~2bGjpk=e}hYbap|kzVKqwZMlJkGi%bA5%U=+z&t9>qVi-8p2$Cn5cLZu}$Jn zQW^90V@B~kE&E9pMEyh(D&;h>+*-%XOPKk_%}C)GOHVgDE1q@nP$=Oa)(^7C+E4&2VIy2&vB)6`2V&TTbkuT;H+B+tU*l!^z()|`^uQovQU&%0IvgP$u^PbO# zobCUlh_e?Ns0i=7Mm+l2MNtQ=e&QB9IaO9SQ`~$qv@Lt7Kh!l(Vlq!(NVRdN?U+mU zQVUybIi;lEnf^L+-3hkM%(D&tG_jD7;MqUFmivZaw3cY)1Q2)GhqW_BoOR z`l=8utQM6azUdppy6=u21cz_xc(x2LN3-A+qvo?8JuB4MV8AVWMtfrgP}MqD0o-Bf zDNdq0L0T(&`WF6GJEy*~6%r>{?nE>e3aYDNr{WF$SZ0bB8oXI(#S1MytaFOshfxsL z%J!?!h7ZgbR4AcYsET@X{?rUwG`#}2%etj_vatiSZ)I!W3Q8|bRH=-iRfswgU6V>4 zc)puJ}(TSVCI9z(MLxK5S4cxw -
  • 4.8 model
    • +
  • 4.8 Covariate counts:
    • +
  • 4.9 model
    • @@ -700,7 +701,8 @@ factor() |> relevel(ref = "one drug used"), homeless = ifelse(homeless, "homeless", "not homeless") |> - factor() |> relevel(ref = "not homeless")) + factor() |> relevel(ref = "not homeless")) |> + mutate(sex = factor(sex) |> relevel(ref = "M")) needles
    @@ -709,7 +711,7 @@
    @@ -726,12 +728,12 @@ aes( x = age, y = shared_syr, - col = sex, - shape = ethn + shape = sex, + col = ethn ) ) + geom_point( - size = 4, + size = 3, alpha = .5) + facet_grid( cols = vars(polydrug), @@ -748,10 +750,28 @@
    -
  • 4.7 Example: needle-sharing

    • yxHgv zcO*+hZLf%T-qAGtY=9%((!&(+f-Xze$M8_-Hi2v5;HLh>)+8TOR@{kMD-(AQ!EGAa%28%>sAC(NwaCrYJPc!BP)Ez z3$Oh2DxkUw?ha=@KV~DFYl^wpgMR`U_mlE`!mnGgrqd&S3%QyO(+sEM-la95_yz+M zyZx}SZ4HwnR6hWiEGe(F=k+cbyc|eZmEY{LZ>@{r$0qdBeW`!?d)uDpHr#1C`av;% zil{am$urZh$YSONIwkEax-##gfzUTz`Y`4Eo3n-l)Y;=U#kEt~M0o_P7oOQSDJ!yi21Ok; z(X`(>eoXzyyJVg;|Fk;RODABn*3PRX?oG8j7KPPh>Krb+Ki?5YOs1N$+uPc*2wlLJ zt@IDZJFGi1H|Ha&#>Lz&tc+hBwvQpa?p+6n!!IobKljbvRzt(7WC>hH!ABm~p@odx zv}w&NdXPl;p|A>CM2byu{=Y}eM*20Ix@|7aZcoFYE4+^YFh%#siw*_d+ae`N*6IbD zvX@sU2i;O1Fm6#1X&6GVFy^=tzvMuaD72QgdO= zuQ5&yCjROFYbNVjBUQZ%w(vnCoysA-UwWadj2+Gr$Tbu3a&5N^%1>9Mf+r`wBY7lc zsS2*1_%$B~Lb*P*8Src2$5lFMcbr4pJ|QKdWy<~KkgWxHD}0-8#3SP}Lvys+W--jJ z+$EDJT%9Z+bS*Tw?NV11tBE6zcfHTP!@&B+Y;T%XcWlUR!1RLdaBK*D&0>VI>(Hc- z(6^t~UyHg})TVQ-dcG&n-;|G8Uh`e8=}4&Ab&0od&o)eXk#yC4hhW`dNQ+0>lWyZg zRgP8hkcET+-q)*Vwg-L#(KeZzk5$8b;iEwhwK1!^*x<@l!V~~F-C1NbMrMtL#`prKIY=m4`ZSQD~ zwkWjFG>DsK_VV&XiX7;eLK&lPF8uig8g99nUWkZ~&~qL9HT9ch`ws5T4hABJs}88PKma zei^yGse_l)_d(v(Ym!pK9T{-*o3)>@wk{Ztb#2Zjv^FS6EID(MD?{QfT#U|AAeJfQ z&~ETtC_Qzl#4NCoSFcd%V*Zww56dPwz}2Pc!x6)qo^V&8TLE@PA5 z=i?gj&|dN1pSf8El3)IYqjYr+cZb1d#=pqd_k!GbPDcjH!6WDhtK3V`-NLkZLJ3Fx zYca|i<1(G1961}Lj^tI)9yY)|C>)SL{YX#H|K~^xCL;i=n@d^0oxM;%)DB+tQsX3@ zWtSYkA3sT+?aw+n)mMJ=DR0=Q^{p_Q3m1;uon}ZAtInX^?!@^O#C&xWE=cCbwxAu` zf%CjEMkipo3(P|S|3=UoeifMtathf&iPfbM=Exp=tB<(i*Fv$~u|!1*i$G2PiEl~a zW$x&3o{ntuZqMWAZo?sHM$Do3zL~mls_~O3{OOuduylVqrLRMBbwY9eP+7@Zrwf!HB zEv0=u$KrUB5{UBG0?{{Jyi)JQ?tYuj90yYa;lUatQMz1x0mZRncd2X6@UCe&2zjJj z?Ts%u&JXFq#WI)Gz5ow9S*OT6k|$(o->B}-w$xV_OG@rFbz1_dfFUBQIM_1kWnk!* zWMdF+y)zJ|o8Dil0USU(cm<+iq+tXFT4E9mrDqy+AIPllT0MGx=3n+ z*L~rkUT+)}6*ZA4PUh8~oLhs?+=gixxOZ`X>d3#_Nb~%ds9mxtpRyuC{i$TyTgmhM z472Ieac+xGC*=AyU0_;01}^a3jioLgFvC!^eh(-A3M(>eX zs;ps}$$?CI?k=wdD49k9LI{G|x$R4Vd9NwcGE83b|BFdRb=2l9Cd9Q#Cu3oni___6 zbg6D3rO)`KI4Bu{>45An2CQdWXODOxG6)i|j)6_kJ}bqFXS_n@u4N!){BnP4ZxDE$ zFkRjPsxegru8LJZ!28_gPQkpJ$)t2Ap?Af16Ph?-4zr+8H+YF74o?Q0g*)Yg4{+y^ z_)2M0xs+SFJI|T%`r?gj)}T-yN#+3Tn!kPWI1m7s;KH$v=@Dia%UYi`^iXmmB^m~I{*fC9?$B$)hE_-_qwdlBMWf$(YoF{GWSx6EI#n23^;iQ zRsadPSX0A$s4dDNIG3+#{R+MCJ#IuPU8ouAazLwd?Pkr&%mj_lx+;dhlNx7ml=x9V zX!OvXxt`%8YkSWrrGrloxm&`VrD>XIe7g-SS03<}29=SlUo=PiuQ%iOo_11JC4D2%%VK0bmA(8rr2 z7XjTl(LJq#Om&g*?En6Oo*^lfI9W4V(#1({^D|GYyI?JT{8Gp4B=J<~>Zu{Uzn;hn zun~kJEqE?jLIQ}Bk*TS`LtUKf=xPv<19s*DBe|o#!u(U)V(={^24wm2 z@K@{tTw_qbpl!~5KC#>u!A`rZG^u%OEFtce~uNP>TCF*e3`<8 zX>NjmeQbA2B6NH6jNXQxmVJpTIQQfzR<{g$?o~eUe09O9qW@RnFVK5_26ne`)N+gG zuE1byAicT=xLY-Sn8Hp>s{o#Z02tbbKR=M{UnRZyZvENMvZB4rgE}-yHB?IbeUhx@ zo{G5eoDE6$6Eq_a>#Nf80a}Zsh5!JR5y!7@$sYr2E!zQdpjM-$DUWj>;y^axN#JP#6uA+Aczq zuKeWi@zW3-OG`>&47(A-qAmdU1Y!D0tgWB4Pg{`9nAHegWFuo+19w}g1vR?iHh1Mq z8_9@pt{v8v@A>L$4GYzEe8Kt_%AJJ`RsMa?NXdt4X5S0&zG=nvV{#{BZ-cEa2s^@Y zv-JTT0J1@kQOqkiT`m%P+e?Wb${);pW$v@L{Z@lD%j}1)PtgAQ)O%rY_J}qOtcSH8 zbX9_sfDjgcRW;u`0fK<)k5MFOAN^`jwg9uLMDQ@A&QNd|Lx3~IR&6@A_HP{j5zbh? zEpwZXGM>i_C`-oOBVg!ppd7DfZ$VXI-mI26-l30|u70)>MHq(EE)e z8WLK8xzGnuH6dk~Mk`ut$H=R@wjuOO;EiVa?4M;KTZ)nycl^1q@1@=K`^DM6#2fV8 z-UwFyxNn<0#c(uX%2pd6w0r~vXdWTGF^N{Wc};zH54fa3fubEIVRB;);qDZ78?9ob zSAZpuI*aHc8qh%R5(8xi-0h;u3qI}f%`DXWb_nu99%+4Z`$&>sV(iGN+EqX<{;p-= zwwf4+M7S_>y~_Fli5akiaoJcwB+&M&hH2qMLrBEcS$@La=D2QSKE=xY6nW-RgptMayBaX8_Jyhq<{!!iCf);>D*42IL4j|}l z9g9SrqtI)vkUN*~4g;QDkYS%uK6uaKL3s%{FRUL%hs(u4Nj{4S(mAs zpfv8;%7dWIx>xAbpEzWMKUx#6F2am0DqGB93+xm~e-@U0=>Ue(XUMsjnaIOsKwfAs zG*fHaP$7jJicFz=PI=sP!;7vW+H72cJ+w*~?8vJk5lC|h*XILO)qBo^B;>h2IA3%0 zGTxNFH?Xe{q3?8lEH+QuO-b{oGgDS^uKdY+%6#M>3|&M+hE-j@E?CAEL>@! zo!zLfC3kgScRHen?%9BA71Gb$)vKuPDCC37wY{EfoU|82*39N-P zpsC~pmftmEFt?FThPuKIc-&8$ljIK4mi~BN>^FEY!tpTHGK978Q>@&y9g6IZ8IwOp zNB_*;@b>VJ+7LEhK?aulzVHA3mFWUOe)6I8)!UuPSrMU>zV~r~pb71W->SK)^d z<)CTZlKu1jKa#-d14X-RWxn&WU|bYakftGAzQ7M^4^ExJbl||U|9@#~Ybe)c((Rkl zkIKl&@vq1$C_I~TQ58M#024=`1qIUk2|e1R3q(ft2Us{_$Y{L(=x7rFUo&$&90(=&ck0+6niIqN}U#4dK5H$ zVn7FQhWi;u;iWSth4bn~;h5H&M^lm`_jW!dybQCPV*w+a)CUf!(m&}%b!MbyM^SG$ z4RvuGfXT=Y?r~q$pslOg^cC!KIl9#V!G5&w^83{pU@ zrG**ulwH{<^gOGY+rab;1~#!)rh3L{_@;C|AHGYx7`hI5q2pq$$Nsm8JRp-Lig;^P z{!LCltMZVWF@3e+$gx{lhY47`yk?R4zhhMk(DtJmCSQL?s#nM(Ca!lmDffRjWLv$K zuUVP3w0(YzllBF7D2XR+)b>Q^2!pr^gEu3k^p%Ht5s3^yyN~zc$*P&&KB@_Ray~>J zI>*HSo^JkGZ>p1&>bq!QPUg}6!j~MZ5*jGd#ZXYtY4x0_b)So#rz)mGGhP2p*N~f! zD)e`P=yfOTq4~c*=su;5`<{0x0&|W38S`vXfa2wd;KyW_8l4Q4EHz26$O>12i4+A13u&g;aUQd$Z7yl zNO;1&9$X5(BNKlepjC2eX1~msg;4atz#`WReT?AJ#wa!LMg6`+37vhWm0-GmDX=m` zrOL51Yk{N>-!AtSjKr>8wQ-gxLwNpk2p{-Id&W z#hWhJ!>K~T9C87t5lnp#vye~sOMgEQgyHXm)EKbb^uEO2xqX>V;W~&LxUdZOF%$K{ zEbY~vo@(kK!$$avLp|jMGQp=qf`Wp+r!YE?Qnei-#>$X}@#^)dCjeFwoJ-R44~E?D zEu>v@BRxna^wa4^O?=+og0BThR*I79N}FoDw-eB$9!Q^B=#3$lJ?)UBz}~g7&qMbX@<(Us~*uUXc>V0hMBf zd-Q^VXh;wm158|C7Qz9DQA!H~iMW~uZ}Mot+u^?>0uioHTHSc0JbmMf z4?brSTpS<9U49u%fW1j=bN%Y$wV7TP#4hzorplrHd-%_o;LC#B@9H(zS0oRvmt24+ z+5ui>TZZ8*4G9gEI`x|tf6@am>U@AAkDtH&2$^q6>FYC55@VswZ`8G}WToX&4-#{n zx|T?SIT%L?382H_N|FwIQRTkX07yNRH&1*6QEi%64sI(h9$`Hg_wc}{`z!P4g!ACT zOq2;Yk1s$4P%qSj3FYZiU^!5p@$sU4qQg(KUr-NzxRe z&Wp*2Q^-_L9v`?RgaIE$3d~^7z#j>L+p|>>?`DYzGWxTpC<@$^F|4T)3nzJ=k@r3r<`#FLZ-P|Ev-}?4_ zFCfFSA(fZJ+0WDNtk5APO4q#5_$F-m^_x{2@HHy?%iGEwEtXs$g>tS=8`bnJsa4Y+ z7k7HCP01-m2+PWh8xwMCqBQ|PuQ8%7FHpVxucZ6q_tYk$fiBauV+5V%Z?zi&G_&Gt z)}8V^77wP~vVhU48fs^mB5-W>?wqU2_)h1oU!dd*2Yp%R8s(pKo&6sRE0T)Dc=K;+ zYT!@Up`H#W+jtnl#>bMhKeQxpL=L`JWFNA~8DWvmkOjr7i55R^x zT)n$#5hZ6qp`wV7?r43D_vg;vUtjSfJo{xx0gC|DrlyCil7sdrySKz)vYn=G`6D23 zUoIhPj(soV?;Z7(6BN3IpwSp2xC3zg8Gyw&r@n#+bxCJ@L)>8^XzgX=Sjce!@Cm z3$4Uw*avr^-=@mMjrf}z_4{?y%hXift30zd#WOY~9IkuHMZNF-B=5McK5wpanvsLf z*FYXjY3qQpQnbkVnI6AlQd9O4G{xC-3>8we_UAX zuM|9C9aY;&)(CauC_sKI_Yfeh7Ycg*4VaU*Gpr4Mw-G^HR#X8;8XmMX5kLaU)CCZD zEhPZ_7Y)eHC;7?c?e<6^ix-FoO_SULcx{Bk9X|4MFSsY0TK>Z=C`hNK@_vl)`lRcZ z?@RA@-uaB=>MJs^Fs}4A8jBDdIdbIM9Z77+Doz(LVpf91%vzL(lP#JiSSlSL`XbgF zCs$;8b!)o8yT>V6LiCi=H{6c?j)-CaB~sVY$oaYt=t`=zd#^JkqBhAwQ(+5B7cycP z_HT2h6fcWWwbXHwhDtMove=U>0g(2RWP%G1eJHJ)$}yGj`K5Y8!vRnhsZ)`P^b8U} zsa3I0H#h7o_iULcr+?YyM9b+)3QE5s4k15-gHjZ9A<6PoSL61PS(up=Y6c$wOM8`S zVxqa{@^&#YqJ}?|V~(sv&)3@iAj2)_iv*mX9Pzm-`1v$u%s3)nFg8rmb9bg4(--*| z(W>aIK$9IeNt|i#3Ba5JaFGnjfeRrEi;0xoZ}JzPp*#O9#OuZd%!jDB9_~A(PWTQ~ zca;qVCJL=wTeW8!(rw8rVIK-WXZuS`ww>F)WkZp| zB7O6!*>R1CJCT$`jc>uZ(5PSvoPPQ%G&+XjG;x;U7OEhSOgDfhF&_YJPAYmYDhb{k z1V3?5y~^>1?^^pX9JSjC;YxEHM-htiOm6}E1bwb{!F5o8bb-MF0-~UMMHn9=$}-rX zw>2LcfZXhfBAl8m)A?3lHAZSwBh69yu_OP+z9<*izqL9u@R^;-cT1`MV74l%QzBOo zc(V6uJct%Nv;vg}UGx<7rMc;TeW5*(ZjuJOZ^cUHcUQ9v226Gxio$>;$v?YxxkXq2 zFt?+FdBG2c)qzkx-?#_YPNuR?K(8`BSoh!iU33E1cBSg#%A8={$=SRk(t~1Vs|75s zL=)wLyWOdu8FSLYck!cl@9WoJnr$*8ken}{=55oD1;>}LSJqXcinfS<$2K6s#&h@* z>1RJoizobRS_&PI1n&53iQkW(jFTsK?L8;kN1_*uKRJuQkgit_5rp?Os*SI7CZ9Fg z1J7BiG=U#q&0$k3wzNW2mdQ6^EdfUZX}CluCTGFS(t+d*D{EwnF-Y8!3LbWn>^n2{ zpHR&d!*p6J<|B+-`MxGZ1=e<$!Df8Plb2YO-2;7Gx57+<*-jEr+F>y`F|m+%>uP znRgKz01+-t1y|Lhvys3fFN@m--_U{yzsR@G?wfWfnej%P{oq53(>0EEE)wU70EOaj ziypt->54eVsYe&;o~+{RjQH~z!JBIvy`q=@rUr}@6sBR~@aj3Oso1_!igFMY045AZ zJ-qo`*7q_nW%(G){D`mC*WaxRi+%zQZEIVZ*k&7v4PiZF=dD>>dQ){96@p-5+!Mds z!c6TbpxMzb`e3yB+u`hcEPdJgSDgzTNB(s$!@J!g_Tlv;U-|K?;F5<_S_Gkjq1&U* z#Ji0zBDcYckQDKRqU6Q4#}XF^!H9kvEqn}*Rfz?YBoeZ*OXj(oC?4#<++L_rBK%Y z`D^^oFQ#<^@xF_`+wP+B~FPH!%iTLWsDky}(ZLhW2E^t@*d~ZQr zp(cB0*T)de?3>JR#02Yjp1{>Jnwgq8=9Qxdz`?(8rq@!4rN;S|DGQ{ao+NhJUbltG z@>A!VMdD5i@q(Z?b(wUB%CP{1nXOw<|JF47D&wwYsEv3`pDZ(7q?s(UO)7;U^r(_R zt?0K)w%6Wq&Hc(yf-a`!1@pquJD|+F3uK+YKQu)p|~m#Lk1>InVPZOaSKbbz(dN&2-LuhTpu*Xe@o z$hG631&90UWiGf>wYAkj8-hUls*u5!CZJ5A0lu)<^Z)p5YPcmP>ZW#wTKa&Iyl$Of z(kI^Yx=zZEj(S|reS7>CADjXkEUNerI>$xOyi;cR@)f3Te1rvRUAgi?JzeE8%z&va zy3(rlEh4&;xHR_EE02YawBp=^z^6Y_8As~lhE1$zEI}Wt0g;IZAjR;rxuvJ?b0Gp< zdt6x>}#S@$qnvOI|&J?!Qp0NUTd14I>0n7 zi|gEy1B~HXAP#Qpgfm~dY#4E=#MN^LM+A}7HgO`%`Sw~1kDY#!JYT8ZG0Lv??vxzD zze10y2CIP$sEgmZQl~`;K1O zn&7h$^&ewbXuGq?a(kbjAdKK6v7dA|f-^7mCsGe%-=ws@PJHYFv7q%31{pX*2p}Jp z;@H3CLG{w?I(MY!TLM-WlN2SA>pS=@A;1!RI?_AAn#)G_Gkh&=wxA3gQ@GiB3_$Vl zM~@yUXq7@HjpX%4{VO~%xuF7JW7WRMQT;X}Y75sT1TegNOv|vgM!m638vIx?#XwY9 zn|QwBxI^S5T`eL}WlBNYRA=mpv4a4avv~;QTwpV+0B+)JWiUdNa%~R&_iw4fA0Ry{ zx41y1`kuO`Vl^+7HE=ybWN!LwGdm--bd}rj3pahESyAADN^m&GYLR4HZE{RBh|8AQDR2INa;Ubsq-87vb&8x@J1 z+?NoMXqR}oM(Ed7*{a0K$;!#qoYr8L5szI0*?ackrGbnq5+e`#Z5b3@O+_A{GQxI;CRE-jH4~yG#3W57I+kL)TQgJTIMF<$f|_7nyZ&yX#gj ziS6LUnqjKyEruN4@H>GNq0W01^4*8&nVR2j`m%U>R6F+~a?G#Hly*3sYl%pb2D#@D zzNja#*qs;N9ZCUv3${j>RF1;+DxvVdQO;Kk+*dSu3rqs%C!tpf2UtOu{G=F7xMPy) z{sXQ_QW|@LWh8Q1K*i2;F|xGBng~pP7<&H3;*Gd)ruv`3WUT=(gwq!v%!NTiAq)2| zCL>g+#*vTyh`YCHE=Ck#os7b@Ys@vH{&n}&iIIW*6N*#3pj`;ebh&YSUt(j*A{ZEU zJF(0<}IbKEYjL&P6J3*Xw|QY&;UDr*n@dmqP-6yo9MVR z#0uBg#DEk)3sh@7K-&pNst{=QZpAbUps45&u-{PzzTMD0uN~DYer`FHtxd8%?9mP{0d7kVwH>K znALR|SzdjmkgXNE2VNP~4rBK@)z3}9ES-)*jPE$aOKdg`80~eIFhf1_0^)5XW89`< zJz~^KOiawy2%1H0?$31ov%VywUm`m&29gE)Yfz8|W9HqNa^GVEDjB>Q+a|8YC9Va#NM@+*KyYJn`Ax2DRnuzejvt2!)JFsO`B_iA378Qj!^EvE z>9XR%7zl`N&z`ZL#li>GnhyDbL4y@pk6kHShiR_n9{nTI8;i%g+a+A@J*ji2Fdte* z#YeSlEEoo7YV00MvA}+~ zYB?}PY-E*Nhk--Xx^#%ztx{>#`C-c0s%=#gXP3lcxAvF4l9m4d5l^mA@TlH-S4>|_5B>ngn?9{NmTMbX2_ zS6@@FtxJTtq_Nb0?{mpnTA6An&Uuycj2#Ejr5klu4pq6oof)dUI6)e_uua|paE3oF z7}X`${SkVU0Xqj5pAvR9wp25F=!O(q)qF~)g%2G#Y+3jN(gD7%4eDmglQg39 zlN(_c(@M6(L-Guc=7;nM*52G1ahcM#tzN3aB)wBswv*g?c;>;5k4T)W4ueqUA&nRP z_Islqo{6PH&dM$m4E~>agSCb!dvZ#A@3i7U)g_s3m#r|@k(RR1tQRt){jR?wN4}Oi zovHWiw@a>?4EE!)G4mcl49-h_Z&Sx(i?utJy`N?9=1Fjd=DodP^ouW1xL>n=K;jpR z?5a2e#QD7&6DVR(S;H8wGsY4-><@2-{H80J4c#3sZ!aYyUqx&XDjsf!3|OA-;Zu}f z@lnEy-Asq;k)nRgpqXCahlqO?g0qgaLmweBNeYS~V2C~O;G*ioabs0WuEu~(6=>HV z-C&}YoW7^5%(k`_n!FLw!P?s)&pDiEP&-D95$hnHTeo;@F%{vN>*Br;ul|OgTmSUu zmO$D%_q}a_g)o6M$J+STJ9+u$4m5Waoq3^Z#zF&p!@RV5Q&H(C-`$XG| z5G6A=ka@KXPS9_)o)@{ZPARKfU22*v&MpjOh*?d%H%&Nw1&4uQjUh1bcrk-9Ir-l8 zwUDx3i;D-sd`YjVrW@a1;iAX+nfsDmi158_U}7QLD7y5pg9?hVL-Nn<8NeOR7d#W~ zoVMm?Q6;6G&Q83Yk55tZd*@NO9vEE`^h(~DYg+Y!D7WW3$Q&3=3w%V*r$PN#NS$|qB)ZNm`$sy3G#NH$TJwng$Jt*<;Lo(rhWouJF6^N*!? zAmOy)UHar}{{#cPCC1GD@<*$Jb}3hvk*mY|XiByI*tpVt2kwE37`|(ad&hKg-z?&h zCgzk^FA&;91+lN%)gG1wna2c+nc`AfvE|Ux_gv@5@7Rl0}pm%II zJG0yVgUs_u9;aWSD@^9_3bM0~F`2z(f088!c;g$6Xvus!uSa{{j>S8ICR*}2x@xA^ z`xw&jp=nPF1X<-E&cf3L=2h8jyZfIb%QN4&#xLD6HwGr#8#2P8+(bODfSGS^Oa0Ja ze>8qG>dlK~Yn9w(=Lyt68cKD1H>Q5AODa1~O#7=T*V{4YVW-SO*#jTU@N;KR`&-c5 z&-92nN)#fMLDloe<;-t;UIlIYT^;0JYhqS=BP)dgzM*!bclTZvF(cQn!W>q=Z6?Xb zP4Jl`;y2z~sk9Vzd~Ciph|sL@%}8r_BF0>hbr}(9XSK-n1@UM*&OBjAmLWO*COdRJ zbttlcM0AGQeQ7#$9&LASQ&#VL@-&G%`pq**#I>>q4-c)D_11XPfK1k85mUutk!03T zs#ZNRVJ&I%w#cv61~nHoLxk@^wYKKhGEFsFOsZmPMx}gnuCAtcJd5f1@mDfvG($IH zreWFJWAl(UFIF)tui}|4^0{bZ+<6{r?E1puIpp(Gk~V=!L!REsjW_b^LZ1S~b?$v4 z>bTZ_-M#l(xNG=JASlU`P&oxjH-(_8;XUo2 zlPaM-dZdew9f-$N)(DM5qw7Yb>TYEf~Q@)~+= zYzQwnu%988DAVkfh^{H{Z5Z*BK!_QYtc0=0uDh~cOwjjC5FqiKmuOM7?Oxds{^g8aas{ zingmdMGd_8dQB=mTJ=nKg2+!)7${)$&jL2I=qy8TKr=LX39`4zeYxED8Du)exFcxa z$GVyyD2^$SaJco_skKwv?m82fyqn-2V5U%*9f*0v+HY(goIm9H*i^80v>uYecC=5* z0P|(-W<8@>4uhtnKG9mnFd028LdBd{q?_=W2aUOf{jVW)g;~ zFqWpPxdaH;3gG|jkU+Pt^q$Md%zm4UF^4n9Wu8ONXa8ma4C)Cxx}cREdZLP$&CiBs zCa+Lfe1C+b7J{`6Yjy{T?IvVT((lbMrYs^@nVrrdHDlq=((%bghsfiECF_|i`1_aA zL`{yWt53O*+MWswO?!mzH(EJHnJ$||3wbQ-4EK7|j%k>5ld2%7J>N(tcqwE@aP~Iw zw8$Jg__>qRL)**ijy8gxbxd84gqtLwgS<2KgEg8S?$kr>LNIqcxT}V zeK)I-lCoR;p0t(6;#Lmu64wXo3z18Awfa^p5n~>&wPjshvr>KfW?!s+_iH{grz<`G zC0hVZDqke)eT+G>so$5JWc<2TG$cWXbTes^*F#Qa6}yunqHwER=jJGx5q3!FuFhlM zG+86P?dn`>61IY~)3${^?+N!&&<8q!+&Shq53|6JmNxW4+GdPwc_Nnf-}*Y3k}M>L zGVgUU_8el|XWv6(8mucy$>O@T0LqkxO)5FZnJaT3COJ|F$Z1VRxivx5Ou1ZLNgy=D z&S|N~od%|14ir)Q&8z#&zD5USf+>sdVj6n(JMHFqrbu8G=y^1C<*ZZsU|RJ+&DH4V zh+KYDti(qCq5VS$^`wU;hx6eJRm2Cllrie8yEO2$5qBYMdU2MZdQzeTNO7FE2)+~j z;oGvaA-ceUh=mu5W)3Ao>?($k>Etowl#yT~~Uh?hXZ_us5Ba>xK zw~Fkw^(0@5bQXzrvDRz$)iy!OE9Z)j1g74EK)gac6Jifq9f;g@_PeWy11lmsPY$$t zeCd|uD~D<&g6ygTzLgQ!c(uH^&znHH;H8AjT!N1*A1^fO#qI~jyExWBOt!_z4p+uW z%4f(C0Dw{YwmS6aRI_h^?56XhMD4>}T;1+BrOYC(Nw_}v!-kQj#}8izamH`eo%r4p zS-?SX8QhClGFsNO#n@4%MaCx`RW{#QMZT~blbapvbgy{vjM1IgW3X>h-dK5{;qv6Y zfs;_*EK_)sE`{OqcP_W1yZ4tJE_%$fPSMI%G==-_MuOuOW*pDquJ5>jOkm_$+Wl}p ztO(Acn`*%cVWdHL$MHgOuX1b4hxa)Kb_tG_vgsf8;~}*npd6)+35LelgOgOmdjU;* z1zM9HK{R^BLNh`Im{Cj;>dB~Kf>Xum;Y}EZF1KnV1br?w@7N|l2H7h^CoMScg}oLT zS%FptrYW_Hg%sScI2J#SQI;KH-?MUXSoX_>@vrT+&3JF7!aOj$dm}!?`8A`Jsi(c0 z=|eJ|5QnC~K;FPxG2%bCs9*S_tBv@)9*?6}b7b90gJ@4tIrc_Dl!HS&Tw)ca=u}-A zFFhAQFTKi3m?Y8l4$Dc=<7EfGQlel*e+}0&%uo>m=CS+D4FDSR+Y6w1WR)+b5-_iH zz0Szf6*w#NYdpDqcQp@$47m!4j$^4qf0bk=u5`QEo&|iFA%nu3xGanOtYagNM`RqJ zSLhZ#$zooOyQzFIDJfdqJbx2NI$F}sRkab;cYE1Rvxo?vm|&MS&}aJt?729;Bhqjm zbzHGATkU4s8c}T5)9E3FIZ}?Lk>`okKBhBmsy^nji)HYc^x#}q=6g~QDnSsOoIulg zifKI9Em)j8zucr#IlwiPW%a^KDZB2jAbyihK^<2{k=Bur;3PTq!tpxhRU>C_<9)cf z>5JI*7|g3ZeEgNQZcPczd&$;R;_Q1hO%4|%_!0&u z^SK)0Hry9mXF!S~Qa`AtBs|>~?$KU59`@<8n(z5l%v1cRdz*U%Z(g*u2s$rXV!6Zq zYr0Bcf-9puz@2(~{A)tZgH+2Cs?AO-g_!7)0uwr4GL~T2&UCAr)NaKD#%e$SW6=kb z@6N}c?zoQ`PIesGPi#ai9e15@$r*@O*Rb`!I7_Qo+3^aFsv*Uz6jVYWZ|tBe4F(hj zZe}9_w+uGZjaxm?_fEDGiyZ^sP0W0=^p4&>vl?5YxVi-_!Y1A zJhI5iRH;^$4)&8%Ghd_Cx~$x5G_1&(*Xs)%MNKfi=6LwJ&zG}~gNGYb+g{e7A#M+7 zN1S|p6K!ulJyVZ8w)UuhKMTu_XYBw@%ctO#YH-Y(wF5{NJO;1uyDX|Mcx=5PRo=)V zu|5LNF6N7y#=J!|eAqPg{Q;Px(^KUGHRVZV=`^9KMXO8gSeF^7x9`bNz%(6YDpWf)~WS@YYZq^0%^ z+}fCw>&Q-x44#Jt+fxNXXeSy5W;H63@VEUXB8i3SLpb#!xPp=QIK|L4?s_hjy6Y5d zjycCkQ}2^cX83LGo5W8!e7ux;QW7;QKMQTX)c5B$72i{N$5fI73#eVEU)YY)o?I_y(Z*3;CNnrk z6_3u^CbJM-63=>zBECw|#Psu(@(nTrXIPm~^bI08-2jEIj41iA%gjW*ELnc8++t_5 zwWqoA=d=5PgEkOK5)J+@m~Z-9#Yy;d*9lE1ppmz^LJpO$uyx2^tXX&8hX6(9rRpXZ zUw_X~W(V1VK^EaVe5}2%6l@1pcN};4jILL|4s>R?w^*rK3MKW|DuIGjcssi?6&V{{sxMu<{ zQ0{b8{JTUZD~Q*|>w@l-c}?iOy-??Q;a@YwV}l@)q5?vaSzS&Qx@!UgLP%YDejI*S zHv7fHx%XYaW`2kV`JQObwpwdv|C^zsGKWX@D7#yCR^H*;0wNLWJGl^Z*jvAYWWU(7 zoF7d*e%z;lzJj;t&mn+X&o(P64wMPkru+)tm`Gy9# zm6+(2UVhlbb>~d_NGQ$1U_{6d&F({u@uB#5qx&8C+2+?BN2T>97x|Ss_2bmgWXK04 zZvL7ic@$0&caMmmrTNNnf8Js>hh>4vkr4bN&Bv1vtIokRly(R&Cc! ziI+BL{akd+?yB5#VaGaeifHW-J<$xy&Z-BPZX~;J!=b%^7CVS!T}Z_|k}JKHx`WA( zad5S^N-@-D{pI=VQNBj8S@LzZK=4G7cv5JDiqD05`*4$e$~jHQ-m~4u@AP{-%>J}5{2%re~XY;X{nQd%?wiO zdA)x(&IS22r`5C9=DuI)MhuRS~FmYc7 zQ6n$Hos^ox_6YgA7w=?;=g=mCMve1T@VI(%;JPXEeI`l8B&~u7=8MsBr5P11W`t*-Z>Tc8pfxyeqbfBSEkpn&EqyK`N`!{M2$sb_)$}GeCvwz zc0mLKUr55l1^WCd2`yW`wa% zeuOso?o4i?T2yTLSk!Gdpe;ys!ip^TI zI3*sv^!< z=;>T>kHK6_+Wmw(?`OezWWo0yG`_18jYC&(=AzcBMf`S*rgudMv$=iJl-4TBa5E;H z7a}lHlba)Gbw%gZ@<^}wn_%N=sbV&eZwuzme4piLKCxdDqBWO`QND51Bc3^v zl!fLw3u1YQk`U<1Q(L}x7>i@QcN#h{eeXUVYUgvVZId#u1qaW|>?5$@tZPEUS zLjwX$7jGdxgRfczT9GA8lW`+iNy>aPWP#;6NUiQl$=0R>c)LQJd1F#qJ;m&g?eXltm>7_shGenuXT&@+8fb^wILr$fOyC z<%4zunWp-FN7o-@3;XYe_YE4#k!6%#JW2(V@X_-7Fqr(wxl;j*(Q|E0CsNqzvPkXCi@dW=U;hLkIxTm~M?q<5HLCY4#5?E?a- znrW2A#@BWA!Se1F`(F+vW{2a6O=GH3Y?@oTMGO2{=FrZiu=z&H`$UK15Md=8ah^y+ zA2d6hrD4qDM^QFkOS96?3fGBmS^>ufZWJZ$(0;KX6`YZx+$hUqCjYql)X7J*y{F5g z=f`!)C7n#rH&%6h$p_5VkgtJ}G12c0ADwTXdvZ++Kiw}E9-h&J%L^DL=XviVNTo6^DQ71it;>%=RG zmzYJ2s%#CaBn>J(^Q*SI9w2;c6q5WZxp&&hXV~Wmux0KA945)_lWQN>W7c(j!eY3My&h_9rQk4b5%cvERg;l6+KBuu9vj*g52} zv2ePP>F6DXbZd?mQXZ|=|J)<({_3<}ZQtssDY1gx`??!C>2m+I)jr%{;ao#k9S|1K1YxLXd)0PBUqFQtHMF67ds5+ z#jR)0Qa%F!)SDPMeFZW5VNELWppmQF!}StT_!lf59cwP{IYL zj$jJ)-fB#nSK()g_0l*kI?I8jA@7X#R~Xx-CZ=5W#HxVxqI(e6v-LrWXPoPAzDn*iPacUA@YV=bx9st|bEzN}v?T68Gw%p}&#UenPx3K2?4LyEt~12*DG~E^_9T@r zn06xO(eqwO49HG+?S7E!atp)V$)Hc$_#Oi4th(*dh+Wi*_d=5eb$*Su*2-a~}h zp2<$?QwG=9XvWaf1Z}%fCT?0kyQm4nPd7uO-r?enuEspkCVD7x~)y7qbzP#dm;T;*2}+#Yc6trJN_-Ja3ixs-gUqdZQ;#Hj=Aw)czt7OFQA$ z755iWWObf8l@Wt|hG}@rEnz4^h3bbx?BylvHd#iG&pj#iFPr1_T@!hrq~qBoHGA<4 zU-iBt&a!TtNSele%nc2}#jvJXk7uFwEy(FSPG>8$f^pIQ$q-Mf^r(4jG*^ISiDYA# zom^#fVp!CO^T?AR%7X+mzJf~OfqeExermX5Vqi&~fE(zl8ZbL@miJJ;EYDp{+Dqvz z*GSATt5Mw3*ztD6r!*);%f|I;d8extGPc;8%cP{@*e@X^`@lV}LCq#~nyK{F*%KBH z(t|ih7vfK+KjK~%ydrU)cX&Q~R!KUryuFkExV~ac!ZA}(W~~aAEnzTETB{^LP`*fI za*Euj;mVY+Uc~3CU!L294W@mQRtj!rrZ~=97!xW8{%cg(g$g%J4pEznxtkhKuivl}luvK;nu`mla#RtCN15 z-|tqL{~5B9`zeoDR6D}`G)|iKC`KA}28zXokrg-8|9Wz*0DFmRnMqpoDwh0##Zx{u zsF-i9H4qT03+TQ?l1Eo}$B6Dc9``=`0|-&<1oS>%+ndumnvX(3(RPI=*I!-=lfR$! z&|<-d+o5&#`HtlIrROUTkPiqz@}e7H@$m}L?H{enTa_PkcnHW6q~Be>0z6gKtHcT^ zh=AJkqKBGzgGj@9PwuP?`2W*hL!9}>qN9E1gfuZ-iX%G7TUoa7Vd)MkRa>>`AUVm< zgnD@N4MLFzLHgV2FIs4~J>B2}w}{S0gPId1f^hXi76$rSMJ`Qt!t?1E9LXrHNiKOE zvbO9>LUO*zr^$S?2r^U=>|K0M+1p0Am^x>R684;`Cs?F3gSn>4RnVHJQ7G+5gd%#k z`|uRu!DH~`_ri%PS`6p=AJ^R@xv0ul@))9B6xA8_uib(i?6Q9neT}49bNUo>P7;}d zc(b%*{z}J>_MR__%|VIP~S>IIT1%2{Tfd-BR?)TDpxIX!)faE1g?2 zAQ5s%n}7MZGnCu1nuxLVDxyZocY5bD|0KR~HN~qy--IU}LXeC=>D;n5CaLwCo5%J% z$9zZgHvS2mFn?bP>GR$9(rL;rT#wH@^NtErmF@2HquUwJy|t6J%|#(Hm#DT^lpqL- zxScfVnj?Mln9lCX8VSP^Xwi} zFLok~pa31eEdMRB2KGt3DXQkvlAnV%N`E%H*M>%<9UNO^U~E6`T1O{`^OswNHT$yS z6$g?pIBkbcx`!>g8Hd^+#XgL=21r{dU2`3-AXS=)>h$$L1bgbj$<{G{l;Ui37S8$g z%GS-lM4wefKv-663eT96u3a9HktRhDn7txvd0P0GT%N<|tLMnBTtRU_fUG0e+s&nd zPx|8`OCFPS&m;EIuE?n}HTG=2J-L1qM@s}>vUpGOdC`%?`tA&F{G7z5$GNGU8Wm&B zz6ARk(`en%0SsWM3J>w3olXMxwgN+ZgwJS9y)^k- zj+&97UhN1KXE=UT{Y%SGg#_a$rYH3~kL0x&7~ch%kvPPoykg=bx~Ly=eN0QyYx^oqzy(`@Yn^5 z?UpSbKg`fJU;X}mua0ohYE}q;C${GR-bGjLZt1OQa6B&mbNq(){k+|#R;WW7-;85b zye09hT=az5r%?y_gjqiHJjv+lx7_AS`-gikg9jakA2IBY-|}19W!h?<>@|RA6JT60 zh_h`vD^h3W*vhpH>nGm2J3QMuDyV}2TL02w9~wQ?vyRuv!`Hr_;Jff7 zp7K|@?N)vBloSc<;FI?2+z7h%xo!#mQ9ZZFO)^IA(6Ggw`;^Qf4D<8S-4qGPQo7U1 zDvxtmq1nl8gubWD2(GnL%+9y|ui@U#(yThx%I_PCDXeP|RC#l8x91^bOI}|&gl71o zCilq@QSrw{jebhO>3)+*NLIO>74F&btlW<+C_@GrIzRgG`A+#`$YP_TvA1PdEj)~^ zARu2pMAssotNXAB2N_`>+bq#`5Pm7|g<+bQ^_IGqXd3&ch4|}A%c3pL$S!5Aom1L} z@(w&TieW*%#3C&w+f?*Q-R!3Ph-#BVW6v`O_m)UM36Agx&ame8$FW%#>*^D);{XmJ z5}ajk0sSD~LE1u1LVq#(vFPix&*+yd*BQ)LQ|oyR-^KabLw%hS=?!ctNs?n0(N8XAj%k1&Pz=tt*4x_0P) z=4Cj$^z}~2$G>@7tQB;tD`r6cdDJB_%$F%WrOtQFd@Pw{T}UX>uA7JD%ls#%keZlw zDZ8D1)QQ(=^kpH4rNKkTS8%2ngU;@PG?bj=E0t0iV*TA&f5QU!-UAc{f)NxIhaq1M zcrMf%vPyJcnr}vbN8Ez3z$eFRn3PF~PsX0JEKzzcmDeg_#=d@RjF2bLG})()xKi&dV&?yCX$ z1v1Xg<%_8#r;9#_>uAP;igo97S=3=jAeSLi%(+`$uliE!#Z%_3y%mzv)gP)YD%aMk z0@_kDy2BMse@w2Uh}#hf+ zOfVOC7N6`@rg@1j?)6#cyeOo$Bziq+_rsl^PmoIa_74b9G70jtNklj(cMB2sS=fWg zrE5CcekvADUk>B@NcFniC$D3&Co4adD)o%)a21bD9c3W+w`mrb@OqeZ_z6fUcY~$h zjnk+kH9d|p4MKWEAHYZ6gl|;l0)n`n>zG{wA{#cE|cMD1$jGapD$7wk?}1 z86q7sxDS`a4*j<8h~Ny=^~@kLzOtLHCVaE>nxlO-qs_Aur=DE1R@KeeNvcrmP+jB$ z^pV2hfWB_td2y4c%b6`AZRzQHZhiTxcdWc}&7R>+Wc^rIzJIpEShMgFB@b(EQYR#C zPn3hU^{SED64F!6a)f`bFvx5qfy*5}@gzNZov3CrZu~8pw%wuLZr*f0ByrN*pq1y^ zMaBm}D+5rcGr@_SOT^#|?A?p!x%Y+pB6`1O}+Wl@PHK~4l5B8D_ySFP9D!!u-{g>CC<^&Zq1 z&coF!h|^8$o1r}F5B;a8chVIzmY5Cls_qp?=r4H&=wXHzcj%q8R<~~p=ax3(BG; zw@P=_J-r<1=gE)14EMBGC6XInVi(-*Tx9c&qNliCOKQk zuU6L}PTQOr*4k0U`-^WE6lMVrigv?>1M`c-$31LF1;WTfYH=Ju7i1@{-v4mZc@vLi zQ?Ry_wP=)_HAH?nY|^~++aa*_Um^4=gmnitSd>|X2(Iv zX5D3*Bs{DS_68?}-~?szHv%|6ksd|1x`rYX+RxyAv(9R%=GT_sy9v@>@6FYAowW!Www*QMbM)@sM|JMw$1HbaE0&F-V%Sc+r#E>4c4WA>>Ref3+RnlItVT! z@0H4igsmI;%9P|8a6VLu9mkKggIDfuqfH^qA-#6;7X2kG@wt8B5;^jVX!TTXkLhQkZ@yPFO*ptl-5zEOvxf&<TS;(fj&{w%_F)Y{(oJdR&v zc$IY<@~8!N@iau+qLGBFXYxJe2}W^@Asv6iDB$OtCOUT(L$_fwMA2i3LD~bJZ9&)I zL#o>k{aU%oXT!Q$(=_;5sUo7{D>U03gfVDEspndR2jfGoS|tcq#*dvi;ai?F&PJm( z58eF?O6}voA?Joet#<0fejbZSn;5N(H^_34k_TP>b>(7A`DYQO&yrE2k?vv-vDQWj#RNKz$s<-ONiRt5qM81OSvgFYlU%$=C7lAq*kUl&a zUPzf*NJznKHYr}C(d%G}{y~oZF1OQr$WXMXAIFsmp_9CT^$- z-f>pm?05j(r#idQ)U5KGO1nQq-`WMLt9T)v$U+!P%3YktPW_OPzlK`%u)S`QBkvnQ|-B%wSB7Rsz2r2R@y5e(_KG!>HS`Dz|e5SaGrJ=%t~8WPTp` zYNenMEz2nBxx#0he+hXqh6p`crt^57W<*WY8q8fj6f1`XD`ExV3T2P?L@An1IQ5HF zsC0nLD;8_GjHx6=ud_w9)LIoTqm~AC=@Nz~_I&;7W4b5^X@fAt;S>rvD`mUByk8)QVRHs8C=GS|5u{vVu z@$j#G{Jp%K9Z*3frwt_Bbq>%gT;LV`ypRcAPUXA@d|ZQdG^3_~Q_xdbBkwzKt@?Af z4UKYW3YYB9u({S*teEH}XlJdG*L0a<&OnZtS^5uCz;Ev9XNq<&vCPY*(<}M-2zlXF z!luoS#tHi{%GieMSu&7+8aw>GZ!H2sY%vdOX+_laJ7i!iX|Q7nFlO00jPB9(BY>N5 z2^o)Q?@oEU7vJTFJ-bBxqV}Q_XwVTxq}Rj6I&&qPK%Yd~63u`&Yon%u6#>Bt841hp z%?h_PB}HQZ^jdpw9Knvq_LX4ttt8i#j~6&!qw|5vv+&-K$sCxupggFTlYn(!^AbX9 za_q}9?(cmC*8EGE=xRWDV`6U~QikjF0?KmSTyfLl{q$G{EQLtlgzItY?_c+KhmK_a z1%j^U2_&7T!@(CbQG}H(DwyjMmR(+B|f zEj4FmkqRUVrWWp@G=2`+CmSp_es5C;d&UbFF}SIZ2bOLn{%uI9RouFz_L%JNH2B3S zS-pzOyHDhFuM5w940~tdN$d~WEJf5o4*`Y;1rUe7lUO{6%9=ib{=d!KS`FMAL(JHU zPSk1skL%6@8=w)g1`6!mLj~lU537zGe<=s{8Y!{`zDM7hu?_RRLIx z+s!FWPhJy?4=pte zCrVw)G(cBqWIclt5)sKDQ?dOupfmI*=q@t_L^seu{Yof| z3F(FTMsXWF>w1i1+Wphg;xB1-0Lm!Gc5H!)0cDORcf&yI0w7m#V_S|F4-&xi|Iw2E z*ROKilEhs*Pjs@rK!|`4t^L9z;DKZHsSCl8s|6=_w3va{yX6BU=rsBaXm&vc;x&MT z+$x1nGpp39`IW2*)rVQ>Hj$^|4fqV2-aZqhFE<8AV~T= zJYcJtF|-*R{wf^l1D|jDkoNnZ*Vydpug$>%h<_@h-xq;vbrO&X=spHoLOu4+Kyy&4 z8nc?1)t8Kqr8wRqTW*5^lN)}gD~3)0>KEwy6jeM1U&$#nZXmP*6Dj|=Kj{7a-yo-x%2?m zp8>!P%>eg}3h$RV+4!N1!;f;9E_TD{g1@<^07YV*Ve?mi48m-{%e|q#8F|d7B~3uF zr1x4Yw-}*Kj3(_eNUX$^#PDgvYh~A4fkos#tr!n_)x&_NWcsM@nQ7=EOXpME8w+3< zIzZJmSKmtatwR$LcNIOBbN2YUu=I7vP8VSf+Lr$JJCt<8#UiP&j4gmdkOPc4^;e)< z)(PeILc!_=>5XR6i)%OutfJBFSGiSHRi`utB((p_Q0fT5s$X+78=A`i-0f6$U@$$q z;Q+%WXJlm5XwxlPSBVXhpTS|+Iv+|uTcDkLBCPV~O#aLG=rzGZkFWC2(y3kho^Ann zbNIb^;Lli&KyFeJCx#f*xnVh!|AkbhN&LU!$Bk!+fWoib4GO-K{@HDNC zpDO^({RFsqRuHG1jR(JKDk=;8!Y$xne*qJ*e?ReFwiPHzaxWvcLdv#&vZu<1(k7t^0sqgWy8r@+Tl83* zav5v}9i0#E$pfd@VX}G*Z-NM6^~Z((>(`W-Tdl)aRIdK-OMC-3pyf+QOpE4M4adfdQDUBjAd+Yd6a{@FD1 z@<0xIr^I=c7~rUPw7We6j8ts*E&xwAI7Dbnhu?Ufjt4r8839`s38DqY7O2vspqsWcuf5!>l{+yhX2hl|OfZbn(!yTO!v zrhwMV3p9Nn{ArC>II&fi1rN1Qc5ve#MS&r?Z&qU^$(4X|-Wqz}081;uQrWRNDp1Oq zg{P1Xv|Jq4+k9;G-*_bHO$B>|VPCTfZt{+I*v1F%M|bu;St2F-bmd z3Abl%EmUyFll}vhn4yZZ=9qG<{Y4<;gH$3l(Z>tzU*g;WQu8Ok_}&AG6>VRh%^9k@ z$h`vTmKgq%e4(I)w0g#P`jlRjAaA?x(ff3W-i&M-v5GkKT)kGE^> z;gs05f*9HA+mQVSKRI!XXmK-zRtscQ^zPVe?x;>=7G`+hG%JTCeE=;wh^($O-yb*d z^K~ugl8l>a0Vjz|#Q0GH3?Bu7J#3q66@4+n1G|D14HyvW7?Q!dzu%VU%YUUqQh*!h zBnNKqI_7Hh?|i9$Lcs7XP`ihzBxzpo2Xrb?y{F%-`w8e$oS;8M65#O^&g^I3~os4>v{3Fx)@8M6!gYU0#Vp9*$4eF3?k`F?G zso_gnuy~n`g()%&YpQ`>tU5>}pLLYJng4^a`Z@I_t?csVtbrFsGa}0j2G+zA@LsEz zkstoJ=L!UCWGlu|d)<}Uy5Q!Ob&I#g&Dgmp3?p$H5tv9cw` znbQT|Q9j|rU(Jte;PDF&OCnc_6)NDbBmDz*nfQtjxT7an{2y?0S&4eh=6AuDg8!J&@ci!iO9F;dTq;of(s^}{153#w2T^92oY|n9 zLJ0WkRFIGNfKq`|4X5otqyMkvDmhF5m~M*Ir+a#iq644Dqjdn^9hczag=;-V1_p%M z5zMa3eJ!na7Ri6yivmkm#?$05yysS6TU&7fRcjIV`Q?92@n2u^ksVlovzbcQ|G~Qk zZzt%=Mw0w52xIJ$aFPLYleh7;lL53qmD`9?oXfk5z_kGiGA zA2Ux$$YD^W9U`_RhwV-H`64G9?6P{m%|co0PpU`((&-%stU_bHBQC~$wBzz0D{Hl? zw%DrIbZ>PSC}R!95!Z!*wdD$CP=}TIxy;RcyUHY6!qGo2QuQ4UwMxWYfviXLZ@^vN zkke>Ux!78`<@{sV`u9oqk0W^z$~fK>M_BjhKR(!#VsRiR27K`oknU*w<;DMYwEr6I z&tD_~CpZ;I+d6@$j{2pma|@iSB+dAoi?e;RSdpK7^*F?DD{iNzlCT2aL_lJ z3Bb$31yq)}zfaBIRtdfxgkDu<^K$ZhJG}t_%*!qH{|~j@zb1Y4jz92yh`*yl8Ikwe zDv@p&BMzf%$Y-o{+gjy17r;#!h7<>y|6?Zqx*t=ve6YI$z%;j!H>Ofj{-khVD_eC$ z+$k_<*0Y=xAi8pY7n^AVl1YT68dUxRSp%TasU|VC) z#khZu-alzq;k_4A{`i4=1Hlc(R>}60)i5kQJi;tBM-SBBid{2+4PYw@{O)^roGmy1 zibR~5U@sj~{Ql2dUd@&S+I#M9-N7j5P{u6HtccA*4)Fd|R#1`Hu|?=B;{o0xeKam) zt!(D!5_y;H?^Ej!yW0h{%Y)?8M=&+ISUA3(;j!j*aZRYAgENO}~_UhlAbCfwZ^d(n*{<|7PvvlJjwJ$y~! z&k{=24Is_@)WDXN3L)u9GDUK*Ra|Px{`*+{J@uwcz?d1i*#3|E^aKYcbmRBP?fwXT z|6VZu!5~L8ua`0V-E#k4R`*nJ#&9#mFq|X0EI5FL^y$}+07Za`2!_lHcFv zKZy%6W>HU|(alUAbSlt2GmH(}nec^OERi?)$)-G5P{<$GMY9j;IjVK5JPPyysljQx zU9c5k;3FHF-vFw37`6h7ply97=MRX$%^?1o0jQo6P|MS5wlhus%`^Jz|K(DEq%MmK zDON`Z$mRHq9LdPYq()ze6R?YJ11e>p+Np@ckC{ls!7;-w-PLRzbzxEvc4EIp&i@Wl zyY)B`09SiJL8chU9oYa4NDFLfOqyXy_AmGbQUh0DX z7&dnnJ$@B2`@R+w{LKJ@e5{;Xb`QV(_xt=AR0|NrSYb4$L700uiltW>ck2<{#Qg>Zn3Sf?|A0GGSU(kYh_KtCVX!ao-DRhKO)bo_c|MTZki!lIZXK|q{~52p zei{noxM$<;O>>#n3o~GWu-iJ4XQY@y@K z6N?@YnoPk?uB9k$t_BDO9RTi{YR#DOsi-}^v5q^n{j<89q$K^QfaIP2j{OF3o2_qIx-VnLGE??>KE0|G9{){{ zk!=<02^!a5iF#o43IIs8cWNcdf&R*Od8b9G8Z(^^sTwU3WANsVBsfJqDCx5VI9@(+ zBV`p)Cq6p)^*UJ5?RtGEi1jA_FHRMiFJ!uz=#u$uk8^687(w3-O(jZ z7nJ0}c?}nqyqa>7cU=sv#PX6bSe-64^QA3&FLiUcQrGDbVEuZvwb+K0jAucjWNvl? zh|_kbMTNG4&v+?FKIEg~mvB#&Y5-(1iYr3RaHa~#dEW2ki%XOr2V3S;Sep+Wiyc7cShXllG~sb%-x;=YPg_x=~(v$6f6iRLfhj#~O-XY-W% z_CvMmL_9&OZ{IAu>fe6Se~UA*W(I7FXQ?Ysw-Z1Wf$H(f%?wFk>+D?}rs}WoKnB8U z&&!jM#`30k@gfH3b-ey6vOR_yYbXP=U|HD>N+wVeL@a5^rdJXO)rc4wFBaOXeM@m1 zOR<)pNwIN{#C=op9XfRc%*)$dSkQl^TG`jd3(c&e;v2ViI>TZUhEnv!u)IK~SLTgR zyj`=&lZ76njIJ-uS334G^Nyz!>(vy~J=DR3f9!W#cF8j>DY@?`S{%<3jhxAdsqTFE zZczRz^q_*k?n5TR8pFACOLjk*B@_*pw02UFn6x)mUIEE$Ctpal#KWi@g1yMKj_gkeFsvJ%AD(*HKMXSKchw0lhaVpm0rOsV1I!iY(~P2~v^LR?~JD2p2fhxXLFU7r)6-|4-u6pVG<=Q!+9QOh&^j|Wbbe88inc!b8d0j51m zW|9wpGB=b~D<(fxtW$6sto9KfsUR!h3<3YDjl5(}thu?f{&bo^#@%2#`FLN`59Pht zK!GR{OIQbt%lMjyV(eNk5o_z>`vo|*Brz`~-(nNFyKanBH=iT|`37v3*NDXTZ3V@T z?x=pSGZY4ocGSNv`MVnz%6s8^GDCLo-_Z7XG2i3QpxvpEzYl%CNPH=eHpITr7!+4k ztb(YT>_Ta&ZK(51LmIo`2KZCHjwf)kvl*g@cEd? zp7S&ZD)su@BBB4dNnx*WZIrmC)Yja^Jm;;edOeR)HYRSEV=hwV7cT&8q0?`l^{zB) zdh>Xen6GpMY1u*)nSiNR`EAkf!tGj<8H*?~f$H>QKFsoF=B`UlVFo2bjuPYz5eetGbm>d0lENMs zRV(4LQXsh|bSqiDbNG!szKCrs544RTPv4%x;Jy(#ppd81Q*I@!e3Usaqyu>_Z#-EA zVHR?@sP~xoDP+j>*f(GbPyQ@#=7Mb+#{$qj+t6FbieL%-C3#iuV=p7kZ{e;d`5etd zA@vh8x584zyY74z&|6UHP9T;^$E1s?xY)5C)*2AG^dL>arEKF6~NYjUAooy0>^t^==^wF^7Sdx+3)4^mBp3*ZO&qS$t!qmk5V-6YI+^A zaf!IIT|WPI+5WCAb0V??wvB${aMl&@nS+Wvs#97%!*bB80J@F8$Esb;VH^Xiq8|$gdu-ivJ2xuW;D5_^wJGQ=gTRF(wz`98DxTxu1>Q}4*T#6OF?SN zUq5SnHw*>YyW;WEmsCob1=Z!TH^OTh%cC`CRrQpuLr3~t6>rEz-G}tD7P4k_kVQ+@M(5a~o(iO^=WT8In8psn7j#SehL-ON%NVcnd?ge zKkVNC3hXzjO6F;S6@%3UYPP^<^#z7CPK3CT!D&NfSG6rkT^9Jr8C|N8RWI}7A`xwW z1ZuA(Sv6lQZt^zE5 zlvQR6r&VZQaX}CCn2`)D4}Z}P6AvF{dvi$!i%urKbq&0w%(&BSgcoktu}zz60b@ll zP9v|f+m@Nj*T-UFR<;9#$&MkXO9CWBwy$IS^VKB)Mc;tmHvIH}pngroU8&LbshHh3 zBTNDg4pbJCN3zNdS>5h60&ZidJ{X-&4PC`0EGsLTA_)E@BjSig!-@ofMD}#yY)OUl zyNwFc$$Jux+AfSP%NHER%qh0PV=Ev0AD-6Gbs$4H!uYObH7Hy{IY7!|T)D+4H+Bd85qj+y4Sx;5 z$~TlJZd7RyzU}yn7;T;<{OL84hUH9VI)zC31AW-y**sDhC{m=d{a#u2v6JcxO5e z(^rc`-nG6HM_grOoQO()Gt^l?EVJCsIr`E^Tz|-ng5#qpg)NLTnpda@9AhhOzcd!8 zA{8caZm7dqcPvlO`%`u={(*yX^YSTQ7JH6229h{SB*hS0F}>Q{^r0H{2NI3{dxuzi z6QCeYZ~Tu_)Sm%n%R?9XOS5SSCPvFgKJM7IG6*?4J>2=)Si{s)sBy>tDqZ);CqjlG z^R$og2eqSPk{cN?+C5cU*KQ{NL85k$br%L3M53{95bd1O{&P%GfYbz;`C*}jTR&eT{^e2>@ z8e)}RZvI6%@>S6eF-x_iVj2u4M~*pnZmFwCjzlgaY2&D9Z)bT4mQB2$Bb+~PuXMnW z?mfGXi@G9v6PotdUm1YyNBG=mGOc_j1_peK-}ZP?JQdCJR+`K%)^XbrBAst$2~nfW=e=OGwcEy$yg0_c zGS-l_5ytRp<=ebo8gDwCMUeC-4j4^9-iR^?Wi}|NtE&`Eo@oE%in=S0;MwLJbIo(x zOD*@3w6Y1XMaQ2G7o*wnVc=tp))y=x{rJ*gE%SO(c4JWh~GoM5eQ5lF>*iebFeeQyKN`F|0DRJ|&pMVb^X03DHf= z&j5K!NN^udFEMR;vvx1~e{l!D=uh-}IPh9vin10AKch?s8=&P~SViwrPMPGac>xjy z|8&?I2n?30n~Lb=;(-*Ju)X~z#k(YUTkQ2iqV7W)Q%n0rLh6*6dIAt~0-7Ve|Z zCNga7-<5tA-Bga_4{Q`vN&iZd;b8SqOMfUgUfoS#KbFPfOuPk*<7t?28VrdPF>eJo z@IsE~z#l|mB9Tb}aEc1RL%sX(K~+$z04DxweY_h7bDl3j&V?2FWWLyd5PW@uf$iG2@&XTCj4eWF#D|g& z5P&wOF5S8?WZyFScLR&R4VSV+74$Nm2G zYC)$=^0{t_tCRc156eWup*ULE{9UJ@6@JF}@c|`~US{a;U2B>O41hgP49vzYYT>+E zwfpX$o;tuwXIy8`c#&_~eu#1c-j%P=TtI~Z@Zyi5~l84>!CBICsz`}ZFu(*P*= zL9O*-tOb(ePIYv(ghV3QwkG{IqYypT)0cg}-cd(bqLj)S;}4}rA>{a~IHp3ILO`?jA3M6YirX%mH4j z&`{@dN;bqvcbD5Vy^^lb{e4{z;yFJYf(#SKPBjqD(7Z(QfkSJVP@E3Yy@HMJyR#lQ=*B`9WIt*w^sN^%yTmDH^Lvtj*XHE_ft zeyA%+?7&x;#K8lQpfKCKLm4bH?>PV}!~MHEjzt9FTdnWLPFfd{$BarfMUd$^_S!cW zI$Bqc%nS6cEc`0L{_PBZ8IRvA2oI4Bu`BiTV}ziqW{cqh8|0gwnwThOTpRjhtHs-6 zYly)Jc-ll!9#rY1r4FS5Tf9pLTz zc(fwkd)Ff*YxEX$xK0C;eDSdO^jSn|l|^6tqaM~JH|#_kj5(7XaBhfr+i51JBQgUG zT<**gZ5v5AiVn1<>LI(CydUngaX5ic$`Dw~&LhfyyLVU;&e*B|XNiv>)*vbLvp9h_ zauwVN`)m$O^T1U4Gt8!pJRs$u=!6SYT>8nw`!Aed;H zexnA_fPvG$TX~?3TBPs(?Tq!JuhC`5Xt#$44!vx8D{I1g=IDGzdE9yWrkhwB3#J4vLi7hPbKv1`K7y#c@ki+ezpY3(n()yU^W9D z&e{;7Qg-`L)w{UGS6@-BW(<>i|Lr-xIPyzE7J8(+R+veZ9(4jA6yqX+9+W*K%m_PgQh*ex~5R*jik6o;ufaRJenevm;*f-T}_pW!5IbAPtT zFM@WUv0Z@c6yNO3OgZbLN{A(4x!IlD@>UX|j6bjEkmTI!3{}N*J#c~VY7!o4ehlvR z$yg84GepC0(U2!!6o1-)mioD^pR48dsbvA={39cc_Rf!!N2MU^yi7{88*&3}{Y;7d zBl^zev|&E)7mRbDJP=J^0SEIasUij>6HW4-?TJ?}HnY?V-qKFh7J?~z5iO+I_uut+ zw7robO$g|65$bUHaEGZ?>4`B@va~b&c$VkR_-jTes&YNB;53^x!x2lkYlVkHj#{|t ziJZ`KtL5_wgG|udv{E~rmC4)m;Vt?4kejS$H#1xkf)V!=d+6R8gRt( zdVwn&7OjZ^ffn8Qwr^o3MO9wf;dd$3D%`MrR#HQf1$MT^q-&5(evD6kEw6N22?S2^ zNQuyhuR#6RHa&D9*%=`$K-h1TDiWuVQWIUM7mLfK$2+ZBF4r42Qys*IiV)bM(WQMEI>C;03FIKI+icsHSSYcML80yjJ z1$ag;aUN#BTIkE4`%D@ol%o5wdE!`{2=4-?vzbfd4ZiTLtt#oAA6$K~0n4J_xKG{u z>u9;XJ+O`hUqP!Yfc;n{otJFd`C(887+bgD;XsvO7@Y2W>eu~jVvtVJ}USXyn-#KhZ9CUU>8OgJ%fe_Vpmp-WQQ0%8;+GUwaNsT&R zD^ICj#sfGPfRz8nNV#1qU1Nuw9~yFdMKG1HIm<)^Ni3CEN_G2qj;p+fL4$G-X2yX~ z^C{zt5WEc?Q;;+SR{EVB8(GO}B7#5%$!VT}j4mENw&>^@D5{acc+D^%uc*geSj-VX z-RRGf*GB)m##ArhR^o7J z^8fRSI`bNq1O;9u43_)zukOK~VMM0g(<_qwFDvTG8CVjJJh}cwOY{*DS30g9;{KNv zMS;-k|Ib|d-0n;-L6BZWFU}k>b3P$a@Bzn=0TlfI^QhM#H{ltFE4F7;&!9qB^A(OX zll9=Ae?V{sMa=vH{V08RbGdiXAhYX(+gEyPQ&C|k+BP??TzZ?{J#}cB;Pv+;AUvG z9|0QnsKMj--e^e@m?L_Y^sW??p&lzdem)lY;6zGR{grv4Q{;(`SSVKGNzMGmF#$n? z5)iD)a9;Msj#|4kmj-}TSAbB+))}-_I@7j5F|+_V9pM08l4`M+S=Aq}WUON-v0XMs ztX)=Q=>dB4SpN1(_u_!bre$0(`3XmC=sZqajZE=T{#Q{-j6LD%0UGX zn)}_r#}0UpI6c5`J^iheMA@gYAR&DRJb+m7eC0{4WaAjO6$`3yxHHl2Ah2D6^2j)3 zmNCS99D0ylH3L0Q5>jTFNEm+M<`!u=L;0XThI}iCs5KDnYGqw85$`l7py5){APS{T zj?TbuHN&vKFqrTc4Y$O92~fF-$J+aZohedmFv_*TTE3!qh3V!2Qx|IDnM4IF=m_KD zLNH<#`k$^;A8dU2$bXr64p`rKAg`r2aXm7tSrs4*aO`qjtc$Rlf2E0$H&4m9OhxpJ znjA*Fp5N%5b?ZhBm8>gXPHj~2IeuPJIm=>yv{4rVOIG+o(NVP zRUa;PhGM2%JR}wy7UT8YAIjaTL&hxtN{pn z)4A3Vb}lba!|VW-_;h1}N(|Q;wTkrghcA^R?v>jk!8$xq_XoXg!|FT*7P;TfsYDT# zr__gb(z35?`8LdseroutV;pAGd|gxTScuj$w;^V{WmdARZGVY{uhagRkxvcIQwckQ zY3QvVtKT@&YjFnsKh`~r2_W}aLY{6G|NQRLh1u;+rCqW_O5`jJ8BfNZ#EU(2_G^Kt z8Hy)=;K33|EfPWxIqs~FjrjqqbkTk00lJu|yd*j<8+eZpo~n%#gr{Gr0qw02B1Lhg z2u*88UW#+6>rQfN=0$%Fdk$mSkd+_%HIw@;4<_Q3`djV@ws?>|8Pr7nbt;IYB8(mzH6zzVSr4g4ml14&4y07=6H{f z&qikC4g8NAYG*P>(w zr;z^r(ZZL2QHUp>jTn-h2}f4whffF0yjgBLp<=HFD=G%5k-(0Jb#hcM9 zTisfby3nObL59OEzb1E6f;iIVGjXTci+NH@g-u+)guM9^c#kQc79Zw?ne8dPwihPB z!d}mpGChl(KSfrfyHlvjyfUa#jFIGb zkDh=aGufY4dTt(ezFAI+BAyH-+!52$?cZmP;aE=3cWlmck!5uoG$hMGC7*`&-D;Mq zMe+Nz*g+x)MR(QdL2WXNzgOhdv5D z<>9+*!$e$uM9_B9rFK#a&Z7CMES*q5UuQR&X$&4zk*J74s1qTW25~L>3Te)+2_+RT z%_YX*5^JzP>{6G-2A`g81{q5qV{wNPAc$5k^n}a(C1WsnR$1yJMu_zkuHpOzA1E)E zosy%hY*Rm}%4j_A3hT_QlG;QO7DSZN&dIrZ=#U7Ka(b_fW91TywSgXzu5hdwmVinQ zD&P!CQ2A!u=|rswWk5S;wfq?R@IekrXldNtv zO$ky@4Yj*5;HD`tfMY(Nbn!Ys_SDm4wy!uV8UwdG$u&LZz<3D{h3VCS{GsOx8H!vF zqHQm%v}x)`8Hbz2AH~Mrt3Ss!157G+`@KMPF|jK!!)8z&pa2!1hV40P9_2tMUTdp; z?VQ!f0M~z1FV?l80pNO0XVe0J8%nX;HTD;0EP-X|4%tQt;!H9LqyVfHKi!gD;JXWoW>AThy+Y^Nv)t>5oOC_ZMSKjN>$M3XG|B{-K+$c5JC?lL60)9z>*)x?Y62pY-f=grKxKx zBivG&!@q!dsdZd^ps-A{%twq2;zBPWurBa2+@?hj+{!i$!r^W6&SyyHDU{q+|fr(K10KZ`lJ6 zNaMp`xNyoYG9UHf(nJeeL%)F!_rfL*k>E2l0D*LzhO#SIzfhQrI^{*A|7y+(7!R_zd6QK>TTbpUsy;Ix_}NIA5U>G|5oe z0DGtOK)A>v_$5Uz+PiWq%VbW_EyL#7_G?fxE{w_)vo@v?Aobwc-ByJ;U6qi_FKlxS zLrq@238Jos!_t18QG7KXxt+$z-|H5nSG1Sa0^|?CnX%@3;*6u%Ru0Go>()Gwpt?}C24+Z6kAFlB697`|V35T5c3lOLlS#*0X@TUf^v-D!i}05V&gFs*?|ym7Oc=-SR9`{wMbLW(m% zXp0B#U<0x{N1;4&7`G81Pr-XJOQ~zPcr##S9;Cu!=;XzNRI;8k?2#7m3K|*qBK@xS zqK~^UT|rIC4AhDAD}u@OpxTPG$gFNgkRpPxoF}5)kvOMp7d1H00&rQt#U9AGYX?2u z0UCF%uwAvOIHs9RxU{?FihS%H*$2Y$cdDz=h$RugE`%M)FwAuQvb&I0sW=W#=xpI~ zVgEMI47AG_>4b~cW(+P4Iou$=+^S9>O)42qqv8p*p?Db&;+AB4z}K_&-XHS2eT-hp z^?sLi>2@=Sz_W@#5$&GBZ}scE$|=v{+YM^Dupw46wG6@VKVg>xA$7!P6Ps2r`F;Y_ zoejoMl=&)-P5|_)$5bs0$nlB)1edQOP$#Iq(j|?0#zPj<5NGs!eto;=UPBz*jH35e zkObkhhq{CJnIzzcXqdiZTm4)hW! zqOjkm91x=jtHXK6ik#@#HrfMl$5tQg+ZQlE>T@>iyRlVWvNHu})b{4`l%~4K;G==H z$6AQ5f~mwxz{Foc!W9QoMak9c{WP)zKwheVYDtAdx-|pHxAl~U7dLD^5wt*b5aISy zFC0&}=+o zPi1Y7S!H;}1xKHjjX@ibthm_>!gdM;t^g{CEsma7_5MAiR<*{11+VT5yGfnaRS-0~ z2{Ke#%)1Y5ikGi@z>lh4!o_W5dLAxJ2@mJ@gZ5vjz5+jSosa#OK}PJ|{$JqQ$O%wr zAJIEqivQ~{_~Ugvyx9K^{O{)cw{rg59SBlEoUH}+)Ws+7xO2ZV9XfIL=5(!Xk-(kS z#Oz*&?l_3mY-wZOiT(c3*bJ~OCtbFdqxURQ>}4$Ukw~y_*J3*aWR5*V5|s(p(%K;d zCfK2SFAlhAUP-Gb6_{|%yR zM-i=HGxX{Rt(V%ICZ^x=y{ss?+&b}G{HGiw%jE!#ThoZynO5Xh@0|kK2^~PmfBBm1 zGh_-)2~+rb#N61rW{P|eSg2vXXgp} z00(DR(wG}s_do-$B}DJNby+di(Kl{ff#;*4!*~-&2ci#4tqo}Ovw!OcZpQ2xd%PTw zg<8)p`c<;H0W|y-DM{~c-J1lNMeacl-RK0Ky=QwBRf}U86wt2n+p_R1yF_+E(%Eif zp@uhWw*+!y-gD0>XStOjA_po4+k4|#pZ2paKF&+y0f=|Z1wc6c;+-bODK3Y@aL*2w+Jqb^p*;@dNFJ9s#HsJmKJ8*@TLMTb?a&T!?B>2Rv?T2TX(4-X zwyZXgp4}-nP_vl;G4{ENl!m-MXHKBAY?DB9qV(X6rPRB}c${hZ1~5TTJ@_7o1F}^= zbMKuUb`-w5PNs-;|LhwT2ikS4>t<7OyY8&p$N411hjZvbplAkINeQyd_r)M4ZUH7T zB&}p)^2+u11q^JTdGmViYIT0s7c`E)vVW4Pq(H0xJRP#Xn?4ahzlH84NRXS5Ae>-s zjEN3&Lgd{mlRY2r1scGR9K!3U0hzYw*9Q%E_0Z3XoMV3&#`{Rg*93r^bSnkkYyj-yj z>sACQ6H+{`YjfT~vOB#Mdxedsm zM?@~{)Cx2VFB?bMw{LCaVL8e*$6}1>k1aty7~zcw@9Spxkt9Rc{|SWpgp& zbY=P!?w@R+>P?WYuq*3;N@y%gqgHgtw{z;4#*I^?svt%Z(FxuGPC5?$mxSs-^G=KU zQ6->w{99#A-lR#Dr@$V2;oTo+)LRNffHE zXoH?pjKHfQf+?x?g_H$hXf}4F^I$uCv?N$I>EiD;(v%1Q;gb`_QOv(D#G?uWK-N`1 zjL8@lU#a(vn;J=Sob59MQd*uI^iVFk|ZL#S5MBwpkK5Gz#C%l|u9!v~q)_f?H%61-sN0IF5K;-Zn)dWR04)t@}3j zk*6g3q(P|t%imY7DlImz-(6hhCjT#re=vIyAz*#f+fL6>vm5);yUu-53jS7=(g+cu zK+P;9N(&$wR|oo=A8N~A*5O&wU#sQVo{d3#fJdkH$0AkI7I@0(!`WY&E`yj;KteY8sQ3usmR1h407$$X79# z?4w)0Cn0{m8-Dj2`(n|85AXozko3t&-on)PBX+>6u1}4As*-r?=L25hlpACgw348J z-ROKTgU42epEkFNi1kG$&)gB3pL@=R2JC!xMwR|7@$YMCMtK0NOm%lQY@m@2Zaqb? z>}G*V!qr*drlg?OV11ij(s>yEP(Cro9S5;cLG?^%fVM)x_#2;vJGO7Ob??=^g633x zTYc6aLxEokKWg1q$r^^)U#rZxsxhejg*tPEF}N(GxoELoryyl5!_{dEYHkYR9=`Bn z2FoM&HZ^_kx}gq*kf$Gb0b!jj2;#?#sB~>UZ8-& zh%ljJ3bnW8*RQE7y$aC-x}gPe6UEOx2f+)(038}_VBILW^8K_MnD3Fi2wiJf)@IOp zs`h6woRZQ4NAU^BmlRBA)+|gzy9Ta`*UEM3+2Ai$**chm;78v2@D%U@$iNFxaZ#suVh<>M%afN$(u0;XK}9EzQzawj%9 zCG*NJ05--22}v`6CW;vnB_6vw6Tq!0A~`&&NUl0Ezt~}bO)p>ZZd0Cb1T?_uLj9=~ z3~YK(+o17z={X!6k~{L3&R?rS(vvfgAJD>ZUGuB$w%lgv=_Bkza@kXed{Xy7)+kF0-1ftf{Y@1nAq+O}Tin2te5J1yfmAF<^2O z;WN7+#nJ+>FNFU705(NAJ3(zuz!yMIPKxf5{G7nsxg&e0eI4+%&Pc!>-ex?TgaU|A zXmQ!FAzE_rq5C&*tLdY_UCd3nGU3J{F=HOK63 zjU9Ed3O0_e6d1hudejU&he}+TsSY8Bj5|v2w32YA;l$I^&rNsoS<|6~=HRuiRlyZL zzwIlWapUIIu}43oUTb&T2b{adKcMc(tcDT2{(|pM#hI4JbRV{ zy_*M)>JXG??hs{P_Ph>k*l&iwRIiL;t=(;S&kz!2<6{rgi5a>WRl0|@#fx%5hM4|} zZPx}QXQPmYFd28uDvghxnYq$zq68O2l_N2UVi0tPHq=oNx>D; zZ4mkeK%1(d!ADM?8eaPDp+ams0R$brvU@>@C;B`A6HXVjSV~#uD_n#C%`$@xB;W4O zBxP?mG!t=De!9R%nH6_bVZsIC4kQDAGz*;&W*i>;OzDLS(%PwDG~B!y6q-Tx;FyRP z=;^Qgeu0UyxaP)_w%3;TI5;$;4wJriJiXUJJy;?Wzzna6Q`>gA#0{7X zrvtmpju&A2ehcIl6nU&yo-tacV~U$Eka7p@tW`-X2dyr#?ip`qa&TIh%WBg5mZFj( zAHtOu1d8-!S{PwCdeQNj}y zDRseW)4Vin^;IR|h#*8krm|oa5efK-^ohdeap}Bu$(FI@ksNuX->MVvk>HyZ6gJq( zU7YqeIR?W1DSN|ZpFN+!c>DyP!6gJaAlYqoT2?`5$}lasN^o5FEP^Y=uS@ajj#NNS zyoE}~A|Oh+KV83c+UdGR>iZj!uBBiZ;~`(igk*8elH!8jzmLAKk7$$#BJuiLzi{sF z2eG41i_s7ktj>33f!CEn3IHbnBdb7HFWU5m=UzyrJR*RGkhh{QhGKu)SOOp0J{nK8 z_r~72Bg=t+%!b4j_kcX*zW3RGV8HAv0R#{h$@$Y;d%lzGj3=-S{~h?>&G~QT>|vol kZIl0Y$N%@Hqih#f3G2ru&TC(W1OLg(C|^puaPz_c0I`EGmI!8H6|begCL-Sgwm~~(v75o zbPPSf0CVmK_ulW`n|aS!>wG!?brv67Yh-4gx$D>0@46pps;g2RVm(AeL_~G@(nW0| zq62UuBGO8VgWxYKw>rKP5s^{bUAUm>a6$Eg(`_dgox2uR)~eQbtX=G^v{la&5y?bE z=$hCb*QHl{RrE>lWOHC=YU)$!owLt#Z)>+b=$qWJ{^U3y^z3%-xyN5;2jlHdNsMm2 zvEx^yKS%rd?T=?a@J65cPS~fr35a&DjfTB-b6g#{yD2)sB&%r^R^qHhkv zRXfzPR)EFZ%w%e+5{C>v?9Gt*#yw(9w8K#I(IkNE9Il?S$8w#rTK;w%*T~VTJR*JO z1e%49Eia#(2{BU^I{iL;r@B9ce1d1qkc`}Qp+8dL?As6g+zrZKrP5>7c{<7hafp27 zL5J%8Kn>IH3r&pLBcoUb?MPFs<{Y4efBCr~7AxZ?*FmxAMfz;tsj{YsVcKr{N&_F(M$G?TzK( z$X2rx2x*AWx0R|}3Ry24XS_w?H!o~sC)d*|n{q4koX~vO=n|b?nqsy7yM*ZT+h)QA z^tHUOAk(-bZuMgBTdSM*^y6Prj69WPI?Ni*E2@{bc)lK?pU3xx)-2x*ff^a8SL=WF zjTl{lW*yUf#`$c{Sh1QRCgLmn^8>G01~Kzv7aw!c*!dcnC#M}^owR*DnPU5Tz3a#9 z@E87#9ioEk_B-`6lWk(>Q}H|tt?$2JY;}1`kNA7prn|RN-nz@vDSlb>^3%Ze2x05!k_QG!UeVy?xE%+~H6Fu2x6Vir9cF6rn z5i|XI1!rd@8}$zP6+0PKt1iRTZz`q;>)y8bl$>~g0MXTC(dSN6T=ChJ>4vpJIYYm{! z8}mA>2! zWEl=C*P31Ibea0tKs^#}7oVFKI~`i}_1CE7p{z3kj7P>Q6Hm_+PnH~SOQp_>wjCqN z_BkW-#p&|SHdDV>inS~Hpv)GZJk~H@mgYwWX)DgQK`Ovzv?+{V1Z<#3`x9#n>Oxih2RG5e-#q)X|uCeNF0186J+Tijn zH8mmu@S1{%IM|Me47?%+|5(94A|jGRl0W})0G>$t=WEhR=*@h(DlH-+IML;c=dODa z&kj=Nn&|o|Eo`4T$4zT#|AmX0j#xS52+4uVOd^REM^96b+^5eaF+9kkZFIo;>vg34 z^LL>PDIqlix=+qkk}w{ks2AdvIL|_Ind=m7Jq{qpDKPsC-;D>;5u2_PaSA)}z>g8%IWlJ!vd+n+H<9uattnB-vqQRkz-fBeq} zz#R{eCFaE&lJXFE7fv*N{2xE^$F~ymNl04z)IT8U2)xThPVE*svLf@i*$CDEJd#4_p$guz2S+PBf1inR<*!+7u z|C+D8AQ#bxxlUGQLhmNi(sDgUS60y|#m$%F=2H)0=I7NHb?@+~tb3r^zhKuWpHJM- z*VhjfWkcROEM%Db)+X8?wW_)PI)cO>l}Fc+d5~dp+ous79eC916BWsr*Lce}Df7M> zBIHubxAjU)4za?J?K8Mn0@a$&?d2wE4V~0$@7zuj+ww}qQwSL$&9#K?joDks~LJJ>x2+OiWK9%f2qGV{%`Ef@(EOr<<_N^&-t z7^!z)yakQE)shf@N-g%eO62kH_8xPTlJuVQMHAW?_K&&_rhmvctXgBGwbkWn&XQ@V zMRB5QBiMR=e=J0aZ?vVM_mp~EOl>$zM>gspnIS_+1s276R^UVN^!pF@x)R_QkV-p? zD7)r3S>=)!`lhlUa@(&^;cVfFy2v8e2}XpedV)ex+RXg}huayAZnrHLf1}Y0(9`M& zt`ws)uz1M8s&}-Zw&C7l*;bK-DiuX87wzYBUjCGDqkxWFJETm-H=<5VPU?5b+vgIo z81V^%!*^q)gf(|K!l)NN5#`#+Q5n&OxC)YJR@527p>IeJ`+k}j2z71r>XwWT5~is3 z(%mV`czB2ERWXbC1#T)rr>|ZYP82)S`0f<}nL-8u83?+_O6aIRP7ffG?0Kmp{qLQE zNLjLW%BpCT}e#MeO7PdqtDXb!&wxQLqE$2-*s%mRJ^EZY7C?%j#~4cwQ&J#xJ- zf%_`-Z;Jf4vfWpq`!;ZoWqq7p`PTTb{vSR}wl9UT=g)`y<=-5C)jt_Sl^?Tx1^4jq zFwC{pVimW%I6XaW-|s&c0_Ufl(2ujp$-^ngue4t1_)N}eJll`|Ll2Pxe}h!5^uq5S zJHmtXS{_fi@#z*-a_IB(0Yu23ytEa3j=v9OeRdYpv1Gp_ycXR(cOPM z_6)tuXt+dsvplBsh~QmYlB@dWEimjg8ifToIuJOevV(W4sQiYOEjNy>PiY`xBjx7{ z$DDqsT-zPA0EH)o_5n!~g6`r4;4aoFyn9N>T|5L_v_rPVdlWKw(Boj>E~31&dG`n= zcn|}KSQuK}P7v^zxM+aq!?FD43L#fZ0E9<^iBn)z_dFHO0mh;*e)+}k75V1}uG7*6 z=)pT4{`0T9!$vBAv3NB;6CmU+zU2b(Q$XtBJ--GXL- z`|#ZBfM0XL0(>=B$iz;tSV(%T~Lu zB3AVgT^%C+>rGDn&oV1^HtC6fR6jb_5yW;UMyl65kRHc;b{e4(sLJUl>9_U?t+wd4 z+$&P}S;-adhixrXP1P`&T>~Y^%NU9vApIRyiW@MlLKH#w@>_<{lQo!ZOjNA*@oJyUGSG$cmJSuR5mP|^x?=7LNV)v^k z7X~SqpQr^+LWh)m9{KGTSkyDrH!u| z+8G1kjw_RGH9eqyYeW|2tki(mh(_?AZ(I7Qn4a;u?MBWZ<6WkzbOg9EJn{lhzJxeX#E^cJ_soVE)LwhL!6OV(~& zW)Zx?1E{E8j zF-t2bn{!mA*a+m@N}Oa$=fh7RcG7H_(qZ^{%uZ%nZZb--cwPDUPwQFSfNP8JW+{Ff zqj4cZG@}{h4c!)Nn6S*X-+Gj`e$pu4m319&v_vefV5_L*g_>f|rW-uzbN!*TP3s=- z)_%FhOosbpM7Bg9eo|FQ;QW}u2J32#&CeYh#F|Z633fwP@5hioZq9E=(CoRO%S7W# zo${_uECt+XuA?(jP%5+)_uU5lq1QD)G^%GT#Zc}jJ$DMXkJ>~UsYw?ua19KJZ&ee4M=LaYZfHGLx z;iNHm&4}jS&LN5XLbOehcHV9JbT+FZ z|J!3bBicJVM#kqku)GlrFP!bxH)pcUB)w*gh7EmDe$TfX%CpKh?Q@FHnAUyk-7$Jl z?@ZJBRxoaJ_*fo(#~+UyP6KDWpk`Y^Y4MT9%6F52QAxeX+BG1-*o-%G6{w+jZr=#U zY$+|L#;f5TZ-wtTXV2yLQ}>+|L85TQQp@z4g_1?3k|*Y|hLP5-?4o1RG>Yp#M!Lza zZe&yU5F?et7#Y&LM_tlCH{+;}w~IvcAPX%|>^y1QMFs^PzMWIUI7Q02UipL5+oR}c zNW;@njHPqBgb|EvWV+(kPKlFUxKyULFw=pWVH~W-((bJ&qAtW$DARN3^EA1W>PM53@OB7TuzwsD)i<_@I!}fEmLr!i>K; zw!gVNhVm<~>*Xez8_d@TG!^~U6@!~AFza*3D)aXHIO{)K5nJHF>x}NcJGFiIHFly5 z5vlaXn>?{;WooeEnUX4zeR?o_;FZkI>ytZpgB?;hOyw4R)j6&^=eUX3sU=TFLY(&b+Qhb>v>Osl6t?(8mLr2FFA}jv2dl!Ff9hxKgyAmN9%}TQyi_{x$JzLC zfZ~K`(XXdTg9tnpfmL9E>A9AV2|G;{#g*PR^T!~xKjhT1)*KsYXlcOYoIjfo#ew}K zbfIhMQ(?5tCnGP*=;&bSX(mB7F~$t(7~XS)dm73^Z61y zlh)@Ed*iKX;H9zGF0V%e<2F^g+$^XkUR&|2X1axxS|-up7Kg?;RN9L=f!6it=(&Pn z|5m>38tci$i>ob&o#h(+SqVLxnw|2ECMQOXQ=H+62sktDyK4)KTrz@hS%rudd&*?s zN+WUnL9gV}$k%5vi2|Wn&%bw zK+BGZ64RVxHC=8?i#2%7^7)p~c0~3PlAPlb`smMX~UneVKmDY36CVO?yTE9ybb zh3qXkyPM|X#Wfub*x3(x-GCM9hih94;AJ%}i1oAeYqpMx9^dr&ob3!%(d~!R}qfpmza8ZZYcDZs>WL zwHQpX(A4l_d}x1KD`+VI3BB4h$`KprNGHSre61Q7((;9sZw<_XvET(Z^bu~OM!%%M z;M{iv4*1Dh#;F|Gz}d3mGa^PPVUiy^Mj1cC`M%UKYS^G?^YDzswgVho313X_gt3_o zIGt6n!hO>(*B-c&ID2fE)9cq0x6P?EtXGUSOA@u7*$p3z-*ctt?QcEhdvP~z>gJ1= z4JIP(S^%^uwBA#|+jzVTsPEM&mY=p@&hre#g~IncJjE^#B)i7Dck|D8u$-{+RlY0d zKHZs+7F(w{a%Ro5SWf}AFcK!J&bjr2yyI+-u@2eW3kTA|E&RjfE7?P4Hw+ ztiYhxL_AIsvC^g**5fhgu8+nxFaa0IVKE@h=uQ!Dyw~{4DabF`&??67;B+#4VVjf5 zIOABQ&UJ20*it=D7!Jwdzy4F1i&f(`3YSt_c5d{XMww_Hs-L1-&$N8lbwO!+q5Y~T zgD6kpydS=8ed8gM>1jpRinbw3|2+UAHx+<7V(H1BKTA?Y(O(!+VzsorS{qE=(`tV&yub3tRG~JrOYkM4cmk+q3I`PXY6H_P!?Go|6gS&YjNLi- zCFE7-nfnH>Sqpfx3E0TLR)a%q1-Rr#dTlc5x2E+g)#UtY{zF?d-B zf(iQQq&nVtx^UBb->vP2{jh4Ibtuuu9I$U`p7q+f4l5_I6o*ICzYBAuy3OX)F%nzN zDv7{2f!80;JmMe67w@L6QxaZI&f#h9>=Qtt&LcGFyWG@qBKY_j^NKO*U{*7OnyM7; zyZ+Pf(n4`>RGP{PfL||Kqn~k<{kHr_2#>ZeRlc&O{T@X@Yv2un$rKxtjZ4nMElWe_ zZ4Yflinn+iu5&7+Cjq z5DV)Lpg%q`(Ytd71aC=B3dV$xyykWw{)vuSIU}R4KnxRctN<}uSk`Hak?KeMU+RJ7 zPXQ0hEJTg5I%Kr9O^8C4uMA{ttorl4wrs z3I3tuk_VuR-S_ON!U?@g{ML2PkpeYqWFNpuI>_f8B!t)oh-_H`b?tzCMD`!G>HjSv zdw-jLpTqy*!1?`c+TW(XLrwOT-XE*+f7OPvFHQT>v@cBroXUM^`duOW|FQROU+Mjy zlwRfAzR1Qus-DO`$~f=ocXs2AFZ0-NOc{YGB-6;XHv;;H~g%BI4P=9pxxK3!5qV88_AA+O(*1o5R-3(^&|X&>_Y z1O{CigzX+O=v@MX_hyxKxtWqQ`Vl*UMkv<6;D3Poe;>5JCT^PsPa%>#)C&?{9Wz-K z33n>C*8p%J@8Vfy3OTFVaNfS)We>T}oU!)T$=+{iHCcS3aU1Dp`JW`B^(C_V(k1mG&l1z^O2QL?)0$6ruYH zBsQ(b0_#$iT_>97I`A-zmj=4Wl+d|>n_ngq05yu^ZlD2nDqN!Z68Z7FaJiokj%~WV zR6_WN>b?O`gj;BA*QLC2Zm~ z_QEdO2HObE~3~ zegoEAS`D;4#Dmj#As>5!;HnwYP1f@+ptomj!WLWy3Z3oh*gdX+0#A#jgP~Q#+0d)M zD%SF{Qb5AlF=x(~fRuq`h~5FYqX8fbmS+d*)WRYNsQlQmgTpA@G}(n2Bq@ir^F|w= zxhc;{s8Il($bifzPi#?Gz7`tH={L$YeCgP!YqsyBqRsq^Y&}3eOR~$9hmed=NbN$}fO1;p$xdx#m}L1|hJAT`wN`f}~2va6`C znwXdz1a}9`@zksM8iUw47aBi*V$f@$>F?$ol;LIjIg{zXZQYeTP zPbRHALHV9!_nv&MY~gITC6JzR#`ei#^*UrZ`1^YQewO~)+Ex){q%jF+4U{yT0$If? zU>Mf1a_;utV0{mEmhNoMq=ku=%M5}Fx82tIBB>(wAi<**bun@Dsz{m!I$=am1c9G( zLcHQYY%S)3(~-8DB|bJvSZPc?hu4v|eq1o1+eFg%Cawz%3s#u9Hl4Nm_MBh&v|;&# zJmKHFo@f+r^I5KjG;Jq2me7 zk}+2xd*{34gGc)yh6V@Y6M%57IN{fvri7imu0psEwyqgh!iP~7ICRKXAaIOh{`XszpRxT;6>d{0(W!$VDP3u^JuLI< z@r6*_LymjB7E{s{8)|q|*`CS`q(0%+$Scv6b#2`y9)oTRpUG)t79dC!KmfH}U%zp0 z2xPZABw7@nWtOe=EeQ`3+^_6vk{6_{GD`>9Zi^)bK!qHBj;Ed9@@?Caa_{~;Pi!k_ z+eb*Rv}&3^B5D1+R{k@HEfp$2W}_H!Lu%54&$-F`)_(>w_1BUUv^}=EiF3r0y*XB4 z!Q3^05wYJnpo(2Johm)}vRlWkV%tCZ-2Q1Gkf~&S909djO8AYIv|}0y;_RRb#!u4x zIUh(+isupz?8&PH;KL<-&9&<|=r9c`<>dg;ZtUfli*6*Z2cR$KVK@+kX{AQc#1Qi}HhBW#l(S(Bu^}BI1cl6%Q>2xo}P~F-&-%-J$0&Na^94_*S8uaTHX|r z`3JM#JI!%F7h=kYkm@@P709PR0dlTBarQYu#eAYQhanMw@TOi3Z{1oHdjsG=D{bY# z+12({Ch`Vk8mU^;;9DlCG2(>mxY+f^;jqqQkrdPW~6 zcF^D$>GT2QUwa^pV&NOBw!N@KXczs+fL&FD48UQt_4Ce&o)qmsM?~Ez{28Uts%@g%e=lHf=Hlpa%x=cHD$ zW6BG?E5qxx((R4~gWYf6wGfo>)?9c$X)ADF&cXm9ZwlZWZx@Hyt`A|$3p~ZNuf|If z)Gd{?kQJW*geOBlC#0S2Hn0k*qTV_!5{SYD_7OfpB9N!y9 zIw?R)c8c83Oj^TJ+9fXjU7fuD($Ru3zf}&Y-oSZuhVX$xcriMu9Wbp zdJo+Fd&l1oL#kwF2ZLAi+h{OTf905egY~Tabwl8Tb$|dc!4w!a2$-3A;4tILtR-md zoq~%0p!$pPYM~)GLj!GOBw3MI(e$Xe&JJGXem*rhggC z5u|q+yJr6GVB&@E5TqCKzB%4MY9V}Bp2F)ykPsmdz?0eR0#>hzmOVEG9{R}ZOM$vr z+%R6z#Ba6B4nQaa{bv80ItQ9p&SQQc7pl4g@N<&3mK>7=D%{4hT6fHK94lb0qyVm|fe8RWr``;Jo)e8P1GTil`6N5}Y53(8kN*nMh} zauC=OI*bNDRm3S!jVu?`%oW* zA_&1C$o27sm(m1(F#9B={A>Wz69<5zbI)$=U@OpTy;i8yY1|?T@te)6&;BAoZ{XJM zJOP@DH-b}15e)dAS}my-PQAT&{ip&1HnhxeF1IsxDAjH-X)Ucfopu|B6B_8TkI586ve9FYR zhQSU~hUNGePea%og+c>vOIBt2JOMyyx}DBIb4!_^0Q-~x6`^m~o==>MuJmwsPYI-! zd;92u1EJ=8B4qQST)zXh&wT(^K2=9ume+5y1Fa6FIMOqVrynPK?rcnS0Qr@_$@X93 zWL@Zxfi#MLtdyhSCP4kfszlh&)9zxrfKBPK-|i#0nC3Yojum9(3hj1j@lk*k>_++R zbw4O-22q54uR1|SCkjcy)`6wQTiEXOL6A}yoY8evx&z>+O=mkp3HnTG6mGW<*dD9v zen9YTb^x=u_q?Z>(E1rffqa|wJIrrhhkqSex9b3hqGc-2_g94apBLsg01hKMrQC|p zv|F{1k+1{h$-4crzYlP>@nHoJF4@fw6gA`_KNskmwvUbY9hYKh#AaoIc zzu#uoeM7%1_N}H!XltebN*>|kVebS~oq_rRW0HzE^-_!75hLRc6ql5^ikQv)O$`bu z6AQwlx$`glVI}66dLhsi2*vw$*!y{)xk%E-NIRJpk3|_B%zbsn`idd2x8$Xmh}Q?^ zEATrjAbmqUSf2(xv-KljQ?Ne6{#%J4t%X~=y1I0}h}Ru|#!a>h!mey*@&r(Oh&Myw zMPq%l~?qQ>WPgieO-4Y2uVUJ|qtzqkPzgmr2sK{AL2aH68Vy8S)(_UEzWVgf`F zA`&SC)2@b$v;q0oQVBY_MIfK-`jX$BV6gd*b^hlP)GGt}kcMmTp8Yw3znySo6d*$p zem3==GyR`8;UZuX#<#A-|Lt)6weq<_fW__QHF81*#sy@>$Is|Y6H5IiT7%i|Zy|w$ z@lR3N-@?C+8tuLm?n@y71@(Vaq&pRB^Q7ue-#3%48;v|Y8TczM@Z>r8$>Us4pB&dX zLUHLjvMS)I1Vt#v&q$tR3U1ltlggK$K6^U)wmZb#0u8kb;*3 z7Nw8h;~Qa9lnqS2#ToMd$nSp^s+AuMN4-cVlb|gM0=9_ine2Zo(0>*RsSa$)y>Ia@ z1dWj-WQ<}Oi3u4hw@@$~o%!c81g((;SiAkL+~3N5soa;!eFeL(VE1k1uB|+Nk0eY2}UI#s&}O6>;rx1d#Y+v;p3yXqn$sLT#S(X87%4Jgi(efn2nF z-BNBcF|eHv?RzFs0?KLHLBtx#DiN%$J5}y!>JF;OSi8dF5|O>jfTX;3CVMalZwgT} zK!wO+5w||Ov|R=ZZ_skw0s0GLpi)L=-8dStlM9M)W5Z}rh+P3p5+{_(0e~(Is$7}i zYG|;79%jW;sjsxjY$TdxtPCw5@wO+0iNuZ^e|BvN;R`4vD%!CX_-*?1`>L|5ojS`{ zfErQ!kp1P*#zX>s<3}J(dyKeMJLnSgR+JpV05%b&4rL~j=b&-%6;$n(tU4m`1}blu z)p^Pz@=xgTqD~As4*<^6XMim~XN#eSy{=oZtsE48g`s9jJE(R8mH(g=Pshb$tMN~0 za@pxtf<`-aG~%H;tQ#0|8mQ01%&d%urTT9_OGW!{-ic;(ECYG=<+AU$KQ*<3I|H6% z7LCW|4!AU=fFgFT!?0xq$f5tL;v_Z0Xq2|ZAjH=c zX#bk@R%BpM@quPDfhz%Nr&Or!STOc8m{T1}d4;ZBQ{4DfGf$v@^~e*r9RSlso67B$ zy+CTJ`8vp=DO2}z-wn%Nh6=3I2YJE;zO?i@1E@s9xe-vwjDh+)?^!8=YIi#ZfydFK zYR*f8`u2@b4wTj@K*6w;2Ot#_aFKB&RH<@3Z73AFT-4&1*}rjcxdH0Rqz1qlw@PC2 zH&jx+Txjl03sBCy0zu@cH|<++OAVrFfM7;C7=Z`fn@@aVcGl~Z)bYzo_-7uk?BBn0 z5$&P~OQzD|t`2)F^JSQV56}Wky8+C=g!y{mXynynXBu%JUw;|UREWAVGrK!}{CY}u zJ)BFd83(uk(!f4TLu9j407236)0*sY&c{tO=zFF=Vf7&1*>9IzBny^_buhyjQqyt* zc#d2BiD0*fp>(~qrEyS`yrK0A-F5(>LI=*gmH)D^Gv5Ih;%+=rLGhA@$P|>EN)mLO z%b-m2!IiK;~S{;_YKQaj$F%RJq3Qu7ZL~2KH`& zV~&&7NMHc+xXvs_9*I0uO)jZ51o%t*m1I~ZWnbl(ZQ+?X3s1+3YRZ4H1e>7_C<@Fc zq^}&_jeX#pB#R!C0IJke$1$ozk2kG7|6$wxCJX+O5ygrqEqh^Tg($3L6U(aZbCDwl zpxmg_u1>ESauT>+SO^Zt7K)U07ZmVQ9Lwqt#;8@B&-i9zwsIZ}DbZfQ#7PJ;l zT5Ev#V?amh{(uY?(m1}2XBvc_Z5C^g=7n?(S1p5++XB-L^B(mv?r8xs7K#R7q~w_(fH-W{qm%0+U3a& z7Nq^k>F}Azqo3_pnzulYd^>}G?V4@X6~PbmO5;BgO>N^iZ~stQ_LmZZeFHG3motKj zPr~^RB-PnJr;vkKn2Zq*a`S%Pxn@I4>`sQFn^$?Had8xJpW>ZQ6aXv19-5J50I-Z* zORy_@9viupIDi>;CM5N@w0)Afk}Gd|Gj!^xrQri^Thvh2p?~K5K-65>dg%Fka$8O1 z$1FdsS9ZcIFv_irt`;hfFyf6~pxORwg=$s>MSp0efYa8jl6aQY^GT$EQIw(myDf(! zX_@-o2NT<@u>cIs;?y%)#>_kZS;+f6qrCDDmJ6Gs#^Uq}-noo0DXXDYP*6LIVZBh} zaJ3C4Q(kxcd7HzTE6f*L*8v-sFb%0_$gl=3p9M(5F1T>w(bA^0m(Vhg}^FJofvXwhm z_%zQM8f!Qk^Dru-ek4qsZe|$f@r}@SLKhBs`YZe31ln|@<}Z{TU4B=)mHV^X?9mVT zAYRo+3GWtt^(iEcxD>-f@S;3FL`^+jnbes#7fdAhq(ZnFv0%AdF_hI6C5slirJ1$C z_d$utFu}+x#w4}j_aRg}7E(c;)T774JA|qk=B^obi8$_HMzT#=-TEs@-!y~W(j;uB zI;dr|jqVQD#^<|*BlYJ-Fb&+tLLCIW1G*aw4th7G9ES4Yv2s%ZU{{um zBXY#ljwp$cv`(@!SAF-15(QXJS=(7zvLXr;x90Ink2biiF1b1J1{Gq3#H(R_biDT; zcxpXbtESzdxL}1$I=vWd?s&r-dBA0z_NU=WYPi>#Fzpqth@nJfes8WjC3E?9-~t~} zsh(|)bBhmhljkoxNHv2(iY#ro?1eCGg`6-<&DuH#2l#X~V+GUjD2FnUVTseCK?^3r zU`65HTYuEUd~ZQ#L=`Vd)6SI-W(w$oF4qtfD>BFglA5jXMGLh>Vt9*R-=fdTmq^i+ z zVwFzfb7I?-)^KwPz2m6tCCJSJ95))v>>;w}d59u7V(4rkC~eu$%NQ$(pzjb=<{Pfs zm$JrEs*Ih!YB^RnDb4_pe;!Wo=zL-8An(r_d z3Z=~(T4m@l?KHxb$zj(ySmj{N{VaP9Px|HqENRwkz{#xK}Hp9?CX^r0U!B~(GWnTxLIJ?XAz<%I4&WZrr+X;Zvj|#2+P`VFRt!hMWTlmMS{!3{#0b@eA1O{M zxOs%l%)LvuVj%5pf5JX&qf>r91fK2X{&!^f|RZNS)uc>c>S+j=K z{9nGukV;OYEEZO;tOURSDTxa+D@s+<_ZxrOFMg7w9)}|jQAZWi61?rHpDYKR+O`>c zp|1|Gj_RheBHlJC^+f>m_bXB6{NU-fWy$lunEN<*8MFHU5PBEfCfrE9Jo%c{wY1jv z1Ko(q!WKa7ym@t}n4jIXQQRam*TZ3q7+1OLZjCT@`MD9${Q%G^j}=dcNX zEOx#sf!NmAq>-JajN3=B4Yv&ZEOl`q`LzfRKTh9;bMw|L7Y2BkBVPAIo?;1=1ZqKe zE#2g6S%KWaVwiV8t*no!Q^p6&L34ygcEgbvP8?YdbZ#aZ`spI5qwh)>tdJ&cGpj!#!;DMrJehx34ub#QJ z@=-*wk-78H@r#K}NKZc$|HYBOj2Ln`M*h;tq_Cx-#d8Kin`uye13q(L1m@ZD#Mqgk zWcK6LQ0(>o&S%m#SBW4Cs9DUfdkx^qCWc=7&Hp;LCsjgB z!b^7=%;)n^vZXF&6s4rt@|mUToz>6Ry&M;Yc`j}N4#!{ZF-LQCsK&`l#t zULZ~{7L-)0`FXO9b@{p?phooyu`m0HX)2BKo(O%tu4O4xK>+lWs0+$Xa_u=To<|%j zASJFpdj{OmGOpXhV;kPpYgMxX{E4#Wwz=>0hfme`ibI4$rp%`^xr3VO7Pcne$zf~+ zE1f_Kjh8M?&&=Wh8V}-hmpr;JwOg;Ysm?jAo_&wnDM*ygpI0ELk|GmBYzP~Q}=jC4&=zTfb*DwF}LihFO zzFqmZXSA;;_VvWRp7;;&YhNDzk_Wy^uM3HY1Z^%~Ja_#ckh=Xf`fH8$*X7Ub%>R81 z^6Yx)cC5y45p+we1PFrSOmC1{18w)F)0>04U7M|PNUda*t`D~xW5i8g&3s!aTLc}X z7$0&J)RRz|2(Yh#maeqF2h*yKq~lR>)2#rtnS0x_yPX2e93`?;^CPfyvaJUfsI3YVwQZBroS zt!Vkf*!dZ5JO5kFEr{h?k)o z>^5=Ewe%<6{*iFVRjI7&|KO}g@P<-Ha6?Q!u?fK&QFB!Qik8(T?;of4kFc`!AQ&B6 zt1dxIuLD@;{U7{SsI|Lr`%AiiX!hlBPfcuJEcV4>Uo7^;;vXjS|AC8vyxgam25xz` zywkhMX;U~P?LPp z(#^X134z~5CNCCCTULjxfDZdrL;#FJ^0XLWdRze{Q)%zg667L|%YOWvJg1(BK(2e7 z*(nP@GndP{8g_d*k9p&M#GX<&TGKEm4?dS_zzsx>K$p{wWs0Zc>M5X5c>5DsVQ zyJT!?4umRU$|7~Q9*JFSf?V%*aOGZHOF6h`0;)Cnh1k3F2^?Nom6HNx)HIe`F&3H% z-T~C1P3Oq^1jPWDHEo^sk{58Db$pdy0`jnSfDn{;Tr~?Qr;rxB3*hFmF@8qN!WTU` z7VZwlM~F#C>19Aud&$tVCV-`}1JMG*=s&;@;%gd)p-XU8Dd?%-)~0TI{p!98FVaHb~}fU`U?D4~DtKN*C- z$}^Qjpp-@W;3M0=^DEG2{R+FWrf~{qbv118)&E7@y?H?D1HKRB$2VSx$)tp-+--8S&r{h#eYIIe^HzYL!W1Ih zn^wF9b^IIhE&!&lU0^W;!dH9e0tgSG)93K5C=McA_(1Ckw!R%mbzkWFPC$=>jG_bt ztvq%hQWQ?tP$u&}bgkVr5CEqpg^&<<8@iMbs(GqAe8|%?1kdcae^^B3hl;VwSKcYW z1#k`Ux)`yFTV4!Z_M5tDb_I}pjRmw=sDib>76SJTa0Ne?3U1dF6E0h6x9if?SA*`{ zWR)8OsLObNaM>HmqY+$p`5XdbFXs0Ha1fG`PG&Z{YL^LWfgXp@mCV`9s><~uZKAa(GItI`*H0|KDyzs}C45vUWq3ka8 zC+xu5JH5RhCQ^JlI1NI87~XuMyp*$ea0|kvha%qO15(?dW*dk~2k65}Qkpl%)MZX6 zi>^R$ZdoG7mE$>hfMC`v&_72;x%l}p2uYE*C`$qIe)q!6wkqHD%Y16juASLIU&mD7 z{deGAT<$6@*zL7`QDLBurogb&kEyL70#_nIhe9cAC=KG6Bb9vt@v(}TBO$_|nX(Q5 zauy$QUOeIAd#P+|sR4yGaAJdiL2lq`*DgO#zzp}cWKf0V!%=3u*^FLS1_uyWVKIJ1=u#A4!OeSn5(6~&cZ}rb|eXFqrj-7>ZA!}1umRe04M;d zitdXvE0c6$z#JTT9}7^v=qaGtuRtJt{kxiRwje4$?qswWg8@Rq91g$M2ChGIcmp7y zicNq_ZnUiSVoRFIz3;pq0CIjiLGgU&`U0QIQngPO_f|M5*lKJp=&~3enuALIgNb>= zhi0K8B1gjMzit6>ExGc=f<6NgC<8D$$H3WG?V!U`);dZ$wT^QG_g&82EBAC{o5hvh z;afV4q@)!ipCtPs`y5;_niSnhd+Uf?06(PFD!-$qe}s&SvFUPc(a1t8@U zXg1=(RMqGTff8Bb#I?B!cq^#YzZ&uU#D1`eN07AHg0h}Lzwuq=dsi>O)M01%j5bi+1M5};&8#)w} zwCfFKJ5Seu{>}xz*-fQ14ALC~&m0-Gl@XJ8C-sYG7OW4jO7+K%7xqr?$72TQtO1zKxs+9CzaahJ-c* zYqlCx#uPjR_(pa)QC5SVGvernt%gsp0@CJ#;hVmkA|yeTG|}=u`*e$pW7eQLAsfA)W> zcdd^TMm62U##+WQ4v6NC`wu|`!=M|5y|U{&bQDRC?Ov#B$uSCgLS(Q`*r92-!z-vXQEn>ppiA!)9s+>LH{@sMiInh|tsGhim}Y_bNn%GFTx? z?rIWwLhJ;IcYu0Gf)!=1!4ClYpP&Ao3&@Dlcu)#w@PQv8{w9b=YlAZ$X{_BicGMaq zx~AQ+%vV^)fcc+w=cEB!lBk7b)@G=>kemV9h4_ceRSk+D1PVauN!5J&)|T#?$jc}j z$}kG0w=yqq2ZZRVApjk%o8vM>M`Cz_Hp`Aq8&Czk-_~P7o)e0qPbt9Otik0_Fj!K1 z?uxGP0=Vuq6gOHSQur{=m=~`b6NK&>HKL<#Fn#ZuJrj<=#s(SE)NpNW38mQ zjw=GES_|QACH#@$772^0_=@fRija=kbRdRe?o-R=EIGg80tt) zEHdy0b*mP7gEojXPab~&C7qBSF$3zzM}7ceA(zzUB55@c_X2!N^Vrfn^oetM z{i9W{fjLi^5b=i$fzE-05?e6FD}7*W%kI@ASH+noAuQ#DsQ+r0{<7uOoFCSWs0>=$ z=m3tyxu^P~$b$zgLu}gEBos};9zIU;ICm|Q6W@E$DeZJl_9gMS_XPsn%puyi)Z&Tq z8mmRh#NS%{;v@@iYM%_Ce06PUff|_nz$LRSuP2~>kfi8I=Q{SDu2H{4_qrSif6*!vLN*zfD>){ z5UHi*c7io%beWD#U;fx2GP7~FU^wjOb-MR!dX{f>pAU_{nVysB2d+zNG`wxp4zyQY zr8DS`is_L_T@G0S{w=k4VJGP2iDtS1(Rqi`I3Fo_ue%0tn-_R#U!U_W?CANzo#)Pk zsk1b4!h8({P+k=F=IcaYnVyp@p1XPkfqD`|XRL1f-S&UAckcgCXMY?oX-(ginOQ}t zT#~!O5>lavB1Vx!jHuO3D)$Vnc0=S+8!chTE$cEURE*0qrnRog>Wd+A7t^?#nfShs z4SjcgANvn{`^E5(&pGFFKJVM-yq@o*(AP+NMi7+TxRGaM0~B4&i40y5T#&tZhlSyt zjqiM-X80}w7P9t{W8`#+5nikE+yFK>qai+UsfiT69<$9BH zE|=gUb?Y`b10@~BRU;<9!4`>;!>t|=F8O%dqPT9-bF}-D)rXcgpFH?F@gxRdwd}nq zbQA|3;8D4++&6mp?Bw*EydsYolg|EWY{m@u4}sQiXVKp~?Mby2OMi+OD)%lc%o_T*H2rk9R72u{>eH2yFX(bRx=R|)5uP7i#g zvj5oAYJSz42%SyxcFY)eyMBp=Cvbr5mDnvvu>60I^X!O*Zs7UZ_X2;|L!df# z?~k5#oIHE^QVI+zvUO;?vOf>V6Ax+YWwPxkl^1=EMM0o=1MBH*gCZte)=c04fMJJQ z?YOv*owQ1BW1BrZ-aJoxXcI25FFN_2GWDv(9(_89LSw0mTsA@Fqu-5GEauw@)( zd}{W#A0|xszu6|%Q`!D_O`Mpwc>go3e>td8`I7oJ@i>1o1H#4!Cw;*obHgwyVK#5;{;PIncsF$N>tx7(?Is1I;Abep>Q8}YU;|1G1-j-j@V7XleLw9g3a^9q1 z1ivpfrwv;@*jd>AEw=m@Mq>Z4RZaACgC5qMn%z9Q1;(MAjgaalOq!WZI66Cy6D!yU z`QDlsRi%KJL|6>DuseAm#_Y8_);K&wp65Dg)Z{wSQ{k#gN`5Fp@bIZoLZL^2E-6AV z>1q_jQrZN@xVxf9SWB4~^8_W<{f|?#lh;6nls=u~%xf(T2#(G9!5B3|dw}f!zF+ly zIJ-6S023_Z1mZ&iqI@rHpF(~w1cJtJ9TzQdy4Nux;aT8OE`aEefPy@8yk_Opz^pf9 zj%o0VdwnM}h@mD(85JXsqb7U6nz?~t?~BOO^ycQGEt(4PuQH_frnEjTwPX0LTw3gX z4~WnHw0mA9`m1Vj6i_nPu;?$uP6jojIdNk z6OH=;{GUPLvhqs~9l?X3S$U>g+-xsQps5C+M1o4|TMEMbMZ^biKR z#WDwW<5u?zm(I{w0w^ysC(+W}A)9t>d5_Z2<$9stFq z>J%k&(Joxu9XbXf(?bxS5L3``Xsl;A*3scP8*jMv9`N@5omG8<;;3TS48q?C6o7SJ zHN^g4bz+aDeOODrLwO+zV$l*S;;5+(SBm^IU)vR9L#By`Ug2CNk>=PGX+7t3W%}@; zqK{PwkhYLN{17YMsgx$EYftk3*}*xXqSL1&jK;}ESVsm-Z+6Wf=I8ja@8SaZBzRhlb}XUG2G@I&Danipzj zPZdirUxY)}D6YJL2X9~1PX1akN0&^|nY5#K*WRevxsl?6*T(D*>=xJq#2xB75^Nmr z9VWae5p!}Wa&Hr5GP*0`VZ6m{Q!`SaWzr|`^5f-Y(cZqT%TElCe+1c!ReT_|RBMUuGdfJ5xZZd+78)idVU_ar1{iTZNyiu9&yv^*1m5|eAX5cad zkGH&l@h_@VmOh-%0MnMmm0yu7D2wFs>BH@RzaB5<*$F5KSo%e-#2f^_$kUMc#{J3) zBjs(CheuSQw0fn{{KFiUoe&t3(@;uM+;9q?t6ihY}b_*uE7#& zDgXO69{u)#jOUk&+N$soFwx1Nn^y%}V|xK2MpGyQ9c_hhrU_{NKGYo0*Af@BV9;6D z?*UT9Pk?5A0jX}H)~JsVpr%i2zBSgKf`jm;KpGW$4Kn(;5{RDDkS*4kV}%bwCU+R& zm0O{~a8dI$a1{OYcxZvF29m>6B>e{`aD5QG{}IU49SVI>vbQkx^HF6%*T|9I#npI! zv1j4^JKog5${WU<0`^-!=b$#rMnLYySc06OzvkYw0lBB!EF6gP+e|#jz?G1!g9@n=J-GT4n@G;9ZglzzRv!!+W7HDsh%Xgpg?55!4B{ z>M{F5u0t}C3fI*@O3?*ED}q}zLHHbrx`L+wURf=Woa-{dZ3hF^gp8JS^x6CE@6~wT z45)|zQNr}dLLcR5r}*dsaG%A_NUMXeyTMF+o&4t==b!jZ!y30IXX73&?Lys0yod?h z8y}@q%DoPb}U-Jt=z(*X%bfrKP9TUmb(|<{(4~#;B2m-Nz>#Qk4x81f5T6 zItW#qh7NpOD%}3=?s}CpCs5HgBY^y#hSSdZ&13b{ku4$H7~pZe!x}Z6_%q1R1ZQki zwN}lX4K(8Rw#0(Phh7>;YFgz#nl9TE`x%UW!sc_}1zssUo%TEjB3ojit-;+*jgvkj z^|o6s`N@hZm9*@8GeSp_OKe8?te)emPl(DPY%XsZ%`A9IT%4E*f~IYLgU*+HzQ8l{ zcStzhTnZr%b!wIKF(yO zS#2H4$y`1@vJpQ6PzP7z5OKHXYI}u_26v>RSjtXLJ6oaeE5^l)tg-flie4>SzCV}N zOdIUl>}a~s67t)^%0BV7P<7T#c=|x6;8d7k9jdPb5Tb<2eZ8 zj1i55m4QlZXgbRo;L`M36>#I13;>jURBPx-61y0|U1U%&<~!PSm(OwcY-=88yX`cmNe`b3BBXIwHlOz)>VcaA|KsaFx{-s2=xV4`amulmfPK@9R;rogZ>W6SdXLz_kI2zmLJ^>l8{bnNdWyO zgg$a5k0zbE-qqBPaWHBf!caY%J)YO(+ z3;j+Y3mEZ;LHbmRfY`V{)WxG1qT`FNcN0#5KF_CV>?YGX#@(PFV%9|?lrX}BO2F(o z&yt^ZL2n+5y~U(}&EFjcYjHX_aV)>LUuWL?HRvCyu5doc0LBquB{%p`uywc6`{fsfGZSOm+{j|uYBMo5pP08 z*RJPZ{Vhg;kp<|(h<0R}uJlr;>?#~569_DNC$c<_B};?b^bL$CB1cQ^i}@{${Qnb0 gOZE?U)PH_$e$bqfhm>jjD)@Kgkg0z5LHk?(0eV91AOHXW literal 44330 zcmeFabyQSs_%=EWAf<#sDIp^Q(gGqm7=Vfh1|5SSB_-V@29jb>Qc5W)(v3)i3@HuL zIdn4&-?M$oSLglKI_IpjzTY{EKYZU=vzeK__j5mYUDti>XUaF^50NvH!(gyOSFc>Y z1%naGz+i+GqzAw|t48fTFc=Y~>7`4`W|!nIS(#he+st zpo)&k36-PLZwj-yPc{2=BqhC|#EHDhF~8ONsCNoym~GL|^U^%$!t?sMfoRjyLZjFO zQ!eSF7pOnK|Nip(p4MlMllN0G{=DyUl;08gaBjA2%fD@-BbzN0$}WCcU{>1LzcmrH z;4wL9J3mPAynsh5bdVj+!#4uT$mbt z4AtT%bVSHmUz98lXG#FBs?V2X60xpHL}I(x7bGe2KAnrLQMUeEYUB+>d#TTkXP)eU zSyi8pQgF6_`_Uo7g7vU7Hlf2$sbf{f`t5u(`AoB`srL*EP05xJFrDI($2R0k(p3g3 zt|cd?>^`K3wpMT_cSIOd5BWIRf0k^hnZJz96+}gm+k4!KIygba4EsKEhWDe(27>vc zqUjmm#y~ZbbG6I9n*|fJMsW9eUSm`7t`@OGBfkqg^ZujDG^)wcRcaq%!Y=Njc=M0e zuuDDBjXG#oCt#0V+jdZkjvyU*Ax1~R7{Jc2n!9wd&QmRyBY_%~XXhC_(qE_8_p*T? zwmg<`T=^x-ON_R3)v@rvdYR9Uoac@S=pDKIoR!MdO-nC6nVfOT7BZs;hz`N4{8wN2Y@T3yIVQkx zGM@DXNB!-40ry(PuThHBhO*h-TPbYqa3(<9iWT)Q@t<_xJi}Vy~s+dN`6J^#y#moUKR7Z+41i*L{zuoER8VtLZ@O<;{#gQv5k7<3$yx- z7c8eeM+e8GhnsC57$R|w0ZuZAs)a>S! zMCxRuFpBq&^GqKc`S#-hGw1^)%P^QmK~GEb6&=yr3up)fK9I9dJB&?>U4c)Zy)%z3i8A1#S)bRUWkvTfdqI=L~p zASKkEwHmDOiJDc$3q}AZBK`SAoHyKnv71AO4bL$znbWK=d$ynd{I4%)Q70fUF?gz4 z`>!wi^C-2KI0?S@P13wzIa!xd4gP%!e|(BmCYli6`@*U+u-@*sor1rd_>WH!#WnwW zK|kJSgH9^oqT(Z8tUp^OLfm~3sp(nfW^ zzOaYRr+ZhwSxkO5IkAge6GKwz2QJWf+AstzEHBVB`?Q|l_MEZxV6I}Etc=x`n=RgC z9+sp}kKgm$o!_>)n6_kVU^e-MR?9r(n~vkaH}VZmb{K|W1mP`Cik(p_zm^>1a-S(O zCGgk#?0u3V%C7AyyyYafILteeEPw?mJ>bx1A!25~5?SoDG_u-ni%zV6$&oxBhAMMr z>WB{|T3%r#R|*$6nO-!L!iz~(79yT#j()Ry42jeE7@+Gt8S5#{tC_<|7%py~62TO| zapy{A>AGg5sFkj!`&y?C?^!>zj~dEdJ`<3ir+AqH8x?*%^)8B_xq~{MtQc5mXxQJ+){d78%uoMDBf&(@iW;yd~noXq|O;#uGQ72G$`-+C4MdvM>$?0eCF-+}l0 zad1D-|C8|jm7MHnGW)68?`hS3F1nv=|85og<4v1ofHwf!M6#ThIA z1HWS&tGui*OkcGo{4pH0SxI-Rq-qKgn?BiE&^1YMnSXBUDsIlmRK%H*IbdVc(A$aaH>CV&}B9eoW1A{whj@T5Q`n-=vhB> zuA6mt4Yg-)Tt}?v$+enoWn5V-3G0m#+764?OsCXnMJk zU+IlSo<=XY2NI1F)yP~LKYb@E3(__`{?El!#pVq{A72s)y=k%zG>rcN)cw^3_@RyJvM$Sc<=83$}m}utF&En?Qza8H25CXf-N!tzKvoWT z#aq7H$u|^H+ihWOH1a1xh@)wy%yIOgurWh;)QNQ-@iSYz0I@Hql61tMRyP!R)Xgk^b)hNM16bS#lQq!O(s4J-YyycL>*m9ZY_*lZfH71+MlaMYC&;_q&2O5owPrOg0O@ za^|0=E^l00+tD_2Zvb2P^bly&tnjSz68)U35xp?9HdXFg}dkK2gAqznFK zm#)5mM=CTz$T%td@e9-q=CBbK_tn;(JW_EMr|;f#nQsLpgdcu&d)5c5Vqd0_#9@YT z7J1@EIW>DkH1q4)lt}EN`8i#pG~n8lTrKC<=(;w!FE-r?%(E{&iae3mdq35DuK-&% zOLfM|bEnUhNfbpRWMlBm!*dM5GF|djrvC;j(xb^E_csSm`ificfJtGQkF*O>1dVPD zPffv`6xBhL$JY2<_>u@;*Wlf!OrOw#u7Vf8NIErg2kqRhIV{9g%y-7joiY;C}>|~-e3=8cx`R!Bz?&c zxPz~LHG<2#EAA-g@z>@KhHgO-SyEx7A*0N3tr-tyoRvCaYW*A2z{Lz1ZLDCsYo)(o z9#{vrhl?>bzEqO#5qp_8DOfcB3PnDk7GYu)ps<=>&TeV_5imB^G*0n(2k#UGJxOk< zO+P5tW|$yFa;kErz>VFKBV^CBH@nGX_r&C;9{)+^bfax48=?_h#}*5Mq&KDDAtH3s z@ooao5=mj}qLe{`lf1;p?0mL($W_bOJbd{DP@!RT9tA8!g04p*rBGkSV?vm(_4-! zk349M|tz*AEnC4cV*UTVWK)?dKuISM6 z>qd>dRTIn>WsWr5dMVR1MeBvD|5EHiR<-fGz`ao~lyq;Dq{pphPcP_h>^4P}3c?x2 zSl+RT(AcfD`zYnRQ$!|1lG+uuI}*&c#U4fDMkWy{lt+lU%IsFXKxr+K1aV8yq%@Ce z4uV7Ydy=m9!_As9K-FgexDBk|MBvJ)YLc`fzWC zy$3au85^IQ-W)$UCQGOD>h;cArsu%cz14zD4Y&5M{2b`UNtA2M9kYx=qxDCdZmu{H zqxUuKZKEEc&hI0w{9T>%ipKV`^S2xIaa6J=kVaV(*|Npo=r&ja*&Av^BQo4)wxt`Y zq^=k^&t=tq%EVpzEnRClNI)<}%3NE%omzfvGRpSGIe$Us2S>A!Q~(7rPjQnZmNHVU z=4sia7y)5(XwvYgHG_-f&0X8r9qn~LgBldwh|`i@gyG{?QiPS~n*os0sW2PkI$sZO zDG;6hWTd~|`yu$)*7*0`0k!N|OKUDvndI(jyZeE-t=kcVl$g1ZVLmpxD4 zhzfrl*x0|L$rcqjF16sSl=)R^XQSD%Oo;o)20>uNCwE@!*v@2lKaU93o_Hy}Rj-r;c0{K2 zXsFbZC^PfXMv!rTQbX0AXeh##iRuI|`J=FG#n;`}=XwT=)M^Z8vo6E>ZJ#kjEnVJJ zADN!pBIGCv^@j;tQc)}2MTZ%#@z3Wo#$>sTbEE1lMV~JmL9w_@y|tV9knG?ZevA3t zdS_V)MkhF=9KF$q+`0DK`YXp&e0uqDdB$#xfV3*0&gqPc_C#r)WwCvqP-SZYl}SIh zorVHY@)FTTf&3(hn_&aVLVUwPYDCHH$w~`uDb6Pld@QQ0~uovVT@(T zQjJ}&X>uakV?BE-$!?)^BPo2#rQ@c&eX($PIZif?k*dUZ$D7%q`>qBnqmp^>PGU{z zh0zO2ItwC<`82-l!2Mdz7JK-*dgy{|f4Wtk?pkB(*?PO_%OjcQF0F$yfOa#W#Jix6OpS*d#g&( zRPGIZ9jHAvbLrW%?6yhd-qzd;EcVu>fb>Gi$|qLwpq1jGT|OPa!{f3h%_R%Ygpx{pS-8Zqt!%_pi)JY}n$PFUkYcR`$FtGIKs9Eg{dDd9lGod6f4U8E zqoz7+Z&%qjtMd#S^#QPjgqJrOVnUgPj?nRGhmYJ^EohQ@*vf)id}><0yRPu^v|_`| zd62fsgg5>pSq1dhKv;s9tqirjK21P^9PR`dlSCVn$*wuA! z#Q9J*0DJyy`Y2J$JWE!5?D-`ZCQ+oG=PpI6Q^6ggW+lm`%MP&}CbnIMK8Ma-S@P3( z=g#|-#ly)@4W&SoNc%fJvra}T(`PI-6**ECyH$#GWj^Iet&Cn<5;M|Zb{-4qIrzot z@b;(B^Kwnsnh0AsML}g`c#I`T91l3Y_)c-v5eWNqf5|#o9?YK`g?ZfsJi@b zyGP&?agkE#@g9rLA_DR#KxpLR6C45%by%UXWCaIbyRPT%T9`)7f!|J$0B(OwfDpjO zT^Ea2l3&JpY)|*F4=;^v9#hj6bWL&5-u4)B-$(=%su%{uxSm}ut@C4X{w1JB?ZtEkcxRj+YyjTB1*mk06PC66{CLhxMx934o znHE&MP$uDebIMc8AGF0`FA+E@>$ zuwD5ossvJ1o9WVEg+))?N^G)4UQbeXhEow1c#AH~v-#-br2xhM)ols{0Assbb>hR* z-g_?kz}U5c|vYmqq>0ptA2T)1Mpv zfA++|{xa<^)4$r#`?2Xy(CGip{LcPv+TTt4yXn_N9Lm=AchevB$^Q?B7XLR+uSO)# z_>VzHgxq(4v?yg8ePtBHFqmHgqknyq8QI3@8>6+s3$|}wuhFP~)Vtu$n40+02Fl?9 zh-$>O3s7-OpH^X(SsDt})}QC4M>bqR=S|-2xXAOL%`IM~f_*XGer)Z{AMdIs$;ivs zp3U$1sbY{RC2E4DcR88zf=1wdgn&hF&T0iARYy|kCDW;qYX5eCP=+z-S3V*$1+90c zhT%Ddf7O;>IQ0%p3FwO-{jHA(eiNY}0~7yLbII(_DDtneoL&xeLjPxdQtvWxoDy<( zwXUs|@n7fqrz5}5E1(Z=QPXv1-(5lO*`^DM#Qc1}|6D8Y5O(O#{P~JFd3B2H?oFE< z!gq6WY3W77zd<0zG{8BJH)Xib3pvjBua3P`N&+a>TQo-X@Snf?uiK|50QVu6Nd_?R ze9B@4cj?L95<9%eVw@xgR9J^zO2ppyYa>DM#}6oD{FlFq4uxm^IYDOyu0 z|5IEFqNlM-LSDRC%nTTNG!>?&+YV2#`pKlt9VXyK#I@~LaF^}c^Pkw>o~@oHN4hq zRlZx4v5fB~6TmMWre8hS5}sQKIxdHbmJ94WaM-PZboE*V)N$xxAF!@vng&fm%k|4!mXF==Eu&WjHPJOP85U3M zQqE+IYZ9=k#GxdMkDm`r1Nw&IY-YJfq`3Wk@zDUGZC)z`J_{l`z^2^5z8H&JP0n7l ztv;r9U1Gk#pcml%VLeGAUD`s$mvOVGJ(nUdu@R=xjIS$3M0)T}+$-2>N@~V6h>+m0 zwF5e0A(Wu4=+U{?}aL$gEvUay~D5Yo`E!&U)Ser;(n-pXU;jp_1O zJ#X%KH65y{0cv0IzE<=7`2&BiOgia7SD3hA!>gQ1a_$7hb3F;Kx3kZR_CL6^zLprK zd*7Lb`1b}G*bDv{8!!IS0#H6BFh?*|U_IKF^u{uBzHl<;T~Rg$0z2FJJ(m3EcELDz zYnwDVzRr_O+%fOFR5I~x?(01q?!y$QD-?8mbNPq%wqo}pjLUn z&Ink(Cz&$agRpBI(0Mei31FCp5NReRCXK8xl!utqVg=zeZf8LWtgvMRzk6^XphCEd zZ+`dL5s$L}`$qiyg8r2Z7l8>;44w9a3)|mGkm1tXt-(fz{1rwyZbWq(BSxPsA;CMh zUS<7b)<4;oUIEdyLLzC#{N)DjLa7PKcDvBr@*NY zw+a)sa%v)VAKDoVD_yqV`hl&d7ta@Ia7JdXyvAz_myU5_4sUu3&jIwik?%1}opb|U z?-zGPPgzKY1>(y@FSv08f>C?dKqiTEfeb>YU1c9HQ72&Q7o>(92g>ZG+g3M6gOeeG zff9Fm&Mon!sw4irW)gU}k|r(v9azysq*)TgE#OuE7&q>x$>jtXLJ3fV_4T_3ytg|} zSx-5vqSpK?lSB90#qWf?55SZYl^xwUUc>!(-TT5(igCqUqWORyJoS;gz5I=js7_yyq9r+S6~We z2bc>=!P46%y+DM(Riz99ZUMq^9+OqeT$;D0ZC!Wr>AejKsnwQC?a+pedE<`XE5{KZ zuqSit$O9y!WH5xbk>UhgEM!Q$k7Ku*cjmH{TmbOZrlO|vI&=9y)|Hmt4#p^ARWSUd zlyMQlO{y=wIPi%Fcoo1*xdIcX7B<9puQ-p=--7jawTkwd#M|{*wpOhe~QySsc6gCHo!Z;JAx9e+OlOxAzVu zdLji2)I@F+q7z4hk`E)5x>5x&Q{D?KAh8@ZW!SfvMz* z4K;x1VM3v)H(}%ED7!)D$wc1#{imWrD3LF?m0M=p*d>2N&jj1@2^b^hWX-txC5*D z5P9YZ9r#`Z+U>OBn{&K@$2XEo><3Bd&my?Uhmu=1m zeXA8btrQb=18}b9a!p#_@lZ1f8C`dolo*Pr31aH2Wmd)OYW19mu2IPppR>hoF7;e* z2?`3zNG-*C$}(K=L|r%wuLm%#TiWpQFO(AZs4i#%T1k7&ajU5HAA|A+snXKyH&yllLA)TE(#cD!tUFvmWKZknw5#K zy&-Vfo=#3yavM4F!FaO}5OR_rip~lywhQIy4(+V=-Hjn+M_G3)UWYdDBf0~M&MM$7 zN~dx%KeU^A`!oq;?dPQSuq)Hx%M?MbY3BkcWbGh>2yH$;8j$l%(<~8+Mt$GX?WOS> zI4L}lD6W>p(@nGB!CfenWV?FB*fxtn(Z@8mQ+3w-z9fN1wEefM@+|IlMVP$4wpU!Y z+cb=$I|~Pnpz&9-`MF3e{g(8pNQ|4p5KlqKJ zD8AjmotXfBPngNNiiTH|jl679YN4JvKsYY?C|=(pgM{`epZZ7E(pjB_YY<3=>|7r_ z8uqz%_X7UNLeB?9>!J0${6s;6ngm&Y+T8vcXe1VF08!wijd&O0S@CWlzaM*>ybF*j z?M9w)&~`>!1T(|~FNxX)w1by<{WguE>o@-^NqKeHtA_CT4e6~h2+@O_YqIE&Teh0k zJU|NV0MWzf?lhI>=9e6hk0&X)&)hC;(75o=7X0U?d4DDkI6fD&i^&IIccSO!Q_m|u zxO5Y5tYT^ckB5B&YxE<)0$b&i0*qPH;mXI+PoZhtqQy#z_Jpf1#k-vGyRWz8;56mp zZ=4@~WIi!znj9TEK(z{mn5CJ*swOnB4-N~!Qk4?jx{mkMPLjQ{A#=;&G;*&oTy*TW zmIp~_=?@}tPYVF*Pr81;*>pHiVc7Um|1hI48B-ydl>?T5TRUBg!~vGqV2QKo ze1BojuJq{DrQdO5XtiE(wR}5zc7BOL$#;Pp8<6}NVs7zeX9nS$x2@njVqymCjm1C_ zF~)7V9_RPR#PP4Wh&KV*D+e-cTcSccCVwc#vS>PKwUUBA;fFWpyoE~N*Q*(|V-VAo1GpIxl(=*ln zoe}-?LhlM>^)-nLfb6FJqxQh$b|nE_p)(*DnnYw8$2gy60yX`m8Q*ApQIWOfwq7?s zps2YwM@xt*#!5@M@9hjJfqYYHc5cnN;T6~Pqa!!2fUhyiv{1$GKR&|0NE6xtN1>3K zQFOl-i1uiaBUhd%#Yl=(C$8XMqk~};A4%d`KL)#vA*KP)P5aZcQRro#^KjuXna-jvrfdv%~j z^}kIrIrfJHogeYd0k}HOuNR+O6bvl+!JSLbmwQL0?skjWKU5@crN;|Bmg>dcH;W(7zgqy zq<5uYcnrU+7&rV2jymDl5soB?3=gQGc_%#NE;)kYGY8N)bK8sz@uu`GFQ7#PW$M*F z^K3$#bU)}xxKBft}RiUTg-fnJaQ ztQ+o@6G>-Izq) z1YDPE?)G?(rO22ndGqIXQr`H(+Xm2k18RH%#6qgdNuGI9vf8F#+7vDbg%=f3+1+F0 zC7UDuP;sI`p$l=4quzfMOUY2y1AU$8*J`@;y1+{w%e&lZNS+2P*Az6y3{{7_p|~MH z1Uiw_i*tXn^%Ca7wn5cQ{D+gG&xK1Yl-O41N75yK5v$3M1uRTQ3o=X zgPIiwTQ0Qs{Mjv;;u5ePse*LY*0nLV#Bj9a%Jrh1`C`}3l2*CniD0H6zRTrD4X&pL zw>I-Z?QM4v_FXlFR^k0+aP!EDul=~OGD5_VES(+55=63XMP@sp35Fo?nfJQsF;cD$ z(Cm(Ddj3Pmau1w-u(!LB4E%|$o&?vAIQp8jfT--S!)tu|u7wgz5J|l1#Fw*pHs zopKnRZ@GarJ}p##N-P^4p|Ri*b1!Hvy9+lcA||%-Cb#QfS+92z2qbSRGj8IsVWJrj zNWQ&IJB068BnTuH)Tz77SxiURjz%d*WnEo z+7lVXwkeQzxCVsZ?KNF7xvrx}nO^>uQp6E}MC1Ug>Qkq&5c#&N9MN|M)^cTu8GDpo zUO#))Uv)a?_q69CD6Hcad;qj1g(=^|O@l$G=~kLxsN)J+ii!C{9>wxI`7<}%(}Qke zl2z>;b$_=)sU!5=*#nxMnGg;HNo`ngi1*xknfO(7NYWk1YfL|+;JX6G!wvgvhxTwA z?VyhwzEBQ;4M+|Hjot%fhbzdP9(3=z|8XiL_5nm&xlLqzTTw(M(yDB$O>(8_b-+dyxJ< zgn+vPux%QsNhsdFA!f)Z>GVK4c-R3q@2&n?l5Z)f3lJRSO6$G{SSHWBXUYRAChTNZcDO1Ks=ys(Y3yNM}&S2hu*^~%@08|j8cHy7KU=fx}D_( z)1X{441lPWGJr?oV~X9|q@x(X0$zfG;D}(Jbqxc@UXMw9pbabCicAa` z#uGc5PFo!To`fKA!pd&GAI#-VgHgk45Kll8n8V7+krRN75@rYP@?>1*t~CT9$tsASi6-`wml;z;|6fSHfXdmPgxM&7anE{^`0AfvafH05%FlBSrduM z#gMhzN<3^$2g^w#5HMY!+R#^)JmLoW)5r;zcVB@5!OjFU8QpeJsOkB;c~TpM(-7cd z8H8EpzZbnYmyvh(%aid3YXCJ~n3}|!H-ux-wv{?jCfLJ>ZA96I{!JdO2zckl z1(jW3-8ut2BeP(yt6Yxu`=g;eKqd(QUsJ%y!^}@(d!(d=Y9?$A@~>A*(x?S(OLHa_ z7xU)q9;+(dUAZ(yQ@-7qStJ#v>dE#gv^!;^wN-2g*nr#;jb)4{Zi~x<+P^hikX$%# z0jRx*Nd^cA!Bd;H0vH2mUSs50Ykb>C)6aqZD-1f*6Jb?LhGdKqeUdRx{v9Ku8cKAIuy}mIA7rDfmny!QBq#lX`CP zwZ5IC_6Vo6O7!~`CC}~KP~*FICirG5^n44-SqLcr^W;;O05#Hq&~012;}?vH+G*5l z43?g-5Ez}<11ySbkfaOcn^6`cHz!}3H-afE5Xq|jx{xB}J!mW%TSPC#aMx;%?f}iY z>JKi4e1qKco?s3#;i3dQ_k^y&5^l1W( zLk%uW$3bH~I3&~BgC?$K1Kn|3X#h9QWLfLm59yF#7S-*O88uGCyYDR1p4?k1??U?h=_}kl&irNdjZ5>&1CGZ8(TL0*wA6@0B!%`(vaZ zNpB-$0-mSsnzR8#;GF0N2vw?ICo*Zq* z&I8dTAzv@?hqa`R2L2(1OTnxcXPWzhB<8~_`QhKVGYa0Vw0{ZgIL_n`;B5PXQB|s{ zx{>a8^G+{6Bq{is(xk*m$(8s19)eud;!uIGLn)+Z5hVewp4L6C$8xH*!?UWp3YwfD z*^do_4%8zH6}{Ii*!j%xF2Ou{?`{t*J#XUWfr6-_)O1@IV;E=cICXSBeJQUv6;%6Tst* z6{%g9y|!1|l_oXwdyL-93}Z!lKV0mfzsWc$Tx4HGz#SI;B5s8??0GFVMeyBOzC*FD z^MxyXoojWT6 z)gi5FU;E_Q5RdGz=G9RZHC$ulIzl+SZR4RF2*aE)nEr6PoI(b{<1ZleFo*t-M&Lb3 zfE=u72WANXb{l0p=?}Tkrh&-KK0c|{&K}^&ARJrFhCN1E9tT^l> zQVDou-L(f{C(tfa< z-Lg*G=<*;x*~zZ;Z@cOysl~k8qT1Wrp5YkzEeAETR3tMZb(D@$@RO)?Q*Xo3_hnS? zww=%!9^SY80; zG;vp{q18|ZkM5@xFt5m{zP-Pu-Q=xd5n@w&@iL7}&4@V7yy{(@T%|RU-XP~|5KCS7 zUfuK6c$Qtx;1huck`P@4cnKv8e_xQZsDbNrVpz&0yB+)Mvs3F8dmit$E#&Q;H|y4e zY2rF*Sxyy^AJ^aZ>ee6HtZgf^>KzJlm#b!5&;OmfwR*_ggTV_2fzruQHrJSU=~nb> zrqIAk2?sYkyBU)8&M5#McvGC_u!D#nU)x3j7VB8Pqk}tA8*sPYxO|9k|D-s`F`+=;bHY(h(H=if`NHwmG~ z1`u&+wCDXu0A(oy>qPW4I$yn0>LOabM@mlCfzG35cEo1;qc6r65ma}ZcuZms$E_L= z+&C}6&)VS;d$UwWQM(Uk56u*mU3UlhZBx8W>ST%-Gf>QXGxIhtQ}CgX>Z4!``0_^E z_&lkth2u0{HNqrWcc)Sp8{4;0q(YDFWBcDxqF5gK%z+CG~ z6KT!mo;L3Yv1I}9$_HugiODeCe9)`2v*eT(#EeiM4JToC()+>M02zD;$F-p6LZ{ox zKs91pY#rhL$Up1-ZF9i|Q|&xv?!sEKh;^@^Y^V9kS9}qNaoV1hk2wQ*oe%_WxLOTtYci@r~6<9XUE|-bBENsWn{Gu@Ho>1M>UVyC#w>7nVTT`6`*z_hzOw zmz(*pEmWgXiy>R$%0qQsrdPYlaU$-EpGlnUj2=ZnG$cwtL`NX6T#TIWiLks{S_*Xx z;DMXIR#Ba%HhStDpd2WsYf$!0y^izYiR$mq$i27Bs-|^D;kk{% zx_T9kh_*5d>|L!mCf#DNz-<3Qgu$JAj#>dY$k*Q14rSV@@hw9m_auWq1t|0* z=mQn<`3uKhP=-awZ_@7MqUuYF&$(eLlHh z)h#Wn#_jZz_ks`GNfivLEIS0=jRvK~y0pKe$$+?DG39xYlQ}fCb^)zNd^f^Li;~0j z{Z5z!58fIedp0EmF}d?l5sNGYyot%%fzGKwLvp0-LGLc^ghAO#!Qpo+ zwC#gcQB&t2A4)IeO;37LM}=N3yBaMyV6kMYf%Rn2!fMmas&+RV^(8%>aWr6h=5*A9 z%Cj_gqV?~W)bZ>4a~(e({drY%q|R+*GT;)W*r{~D;Eq?(EoUZR9J<`u9~*5i{`46p zHaJcIUP&K8$L;HwUoEIFjM{NNhafUtr49S&n0w28a&ZOlOPi2(HBxu>w92qsHTQB)+T{P1uWR7LlYuh>o6}+XBzwdz3B(f`qf(6shC#soy#} zFmDgGmP~oCAWIgNR2LTej+@Su%>_~7Pm*d!t*2cd`2t=)O4F)zZMh^UzV8MCrIya) z0d)kvI{^D@^xvzB3KM)M!iRPOMAGHT8#+3;!8+UN8FlM=d2?&A^53Lb0qsHu^mq6Y z49e1g>I|@&22cI44@r?{GK-im7^KxOb0?tzl~|{wNQ|ob;Z>;mhM42al`__});(_8 zF)Rob;~h)lO?4SA)!a;1|HTzR4zK?zM|yn4DroNTY7zRT>+kM(_cmw|$(BPj*l7?m zZ$R?}%$TkD;)RI{J~$f4sR=8dtv{txlCnj0h*|P{I-pig0|_(q%QLm_PGr&F)=om2 zw8SMv>0M`k@KvNM!7x-KDScNxQJVG)Gy>7fY>NjSld%HmpL`r6_x0-7vK-m-$GNHV z8fY&}LZVh@l1C-~3KsvIFZq#=q_^%eWoZ8z`9T@R4itM7W-M~?kYG5k14K~$DRl^de3GG#d9W?WcRPziPh%hx-QklX*ZlXMeB#8ngD@$lq}4pD*^^ z$i5qag8P2R{*@87pN;(5huO~|e@TP?&!)%i#|ms=FizL2moMD;$%*a9xc_g)IB)OA zovDA8ZgF(P0GdsO#(`G#DJTbSdv6SRmN)8*TDy0!2SR)afopJ}5VFpRu`-6LJ(Czv zaXGJR{xNX6d*eGKN&!v&m#3y8kJ*8#_k>M@e{@Tg{k#;uD@>dI0R{X!OX5_nAZ>w5 z=+yr(_P7u@AqnMm2o6S2^&|%$Ylj`A7hrwtpRVn_DNTRQT>St&0NxuOD?8()eHTcE zNOpJL+yxDr`61#INWt1&yMkjydeHmEAG5;3T6#c>_d3+7$ySOt?DYgqf_8O-z}HEj zPZKJ}!Evj+0>A|?*;f55z~Exz(2=#+$Fy1(zC+XnpnY&566n{i@XKosM@13-IB`xz zAoY{DR^WoCqC5&!l<%`&{{a&HD?N@A1{I~LRE92|Vwo5e%M>%_iTH|TMNlkj2B+dH zmM?%}`JuShhhMw|R90UD#d7Gk(HVTj@^i3sam}h{{=E!868JVyEbm|1&(3Xs)qd&H zaPAxAFPYo^Ui+7$1ATyfH}Z><-*^7MU3p5hqP!6YSX6C*TKQr@QMmQ8=|i&9 zoW~Qs&wzxpZxz5ENno`6d?28!5i7jXaanVxCWmrFKs$BrVMTnv0qw05^~?xQO_;b1 z!j;FUlW8MTqiOoZK4fW@#;6yH`7XfmT+@)tc5q&FA ztsyab6k!y}g#prphCZtww>69+*cE}EkyL;2sHL2j!|H=znON#@qe#7RDdX zG;{&f(Utlt&jt$K9A&ep@N58Dn8K}{4c5v80NXR-@LN-+3DW{a9DiJNs zog-I%o&x^$urHTj3Yu&*P&8)a5u8LjPu?@Bt@!Br|~O5i=l2af$e{9KC~F+}B9 z9r5Q+f}V*1ag4L$P^uvFJLW19f&HU#39t^!7P za%MTs7tLAsB=x!qBrYfF7XuSFy>c_otz@wM-Ex9Q9}|%Z%d>hg z*Z>v81n5zOynyL!3iuj|+-V;#1}jZGrqjIw@s}vYN9-5M_dJTgE^Y_>ls9?Z`u@U$ zPNQp^>JF!5;yk=J4W}|a)>1>xm4H8)^z1_P33?FNK#C*~KLVnNJ8uB$u0(oP4I^M% zI$S#f+(RAZurr(}lCx!M<56>B!1QELb1nB;87!wGMokp5;ebE<%MU8`)I0w+=uw@3 zZHx@C7Fe22j-42-B4IcV3Pq*w;JXzdXGXLpC6=q0!}U$E*1qi zR!?0sQb~d&m+S1nE=vN8Z4O1j>Z8+8nG6tWRmQXTu9S_80h+5KjW1wmnkah9m2>1| z+FVCE<{(w4^NHgUJxSjGs9}qa(u>=f^nxE>Ax(!QFCpbhoq5p|DrTS_wDt7eP50d=LnUFKwlS0Ka5dFe#3t{%m|b z6{s9dj%|cGNy|N|dCehsW)y9fXG);CYC9A*#C0<9uJx1&?+if-=;L2)+U0 zPNotGlby2GCIi3UM#Lt&xyV2>7$0bfH|Ti=^WG+A+>KFIX?c%k>RfVDyb7Bs{=+TU z9X<~p<+TDQ5}Z_x=aY2@=FuLzhn>tpOYhj-|EdFiTIV~^k5GdM@5`o^KoSd@W{7uh z5WFwU7Z`XGg~Xe1#(s99aAV_jsB0vb$kLnhUH1P(tE9_Xg@{*3w9WYA1_8M%!6AB;6`N_f`! z`tdMS49m_^u%~2id`T~h@WVie{1H4cb-zPx$9>?mOxzlg{^xh$N6y2ag;P0Q&%2+M z5Kf7Jqwg1kSbiJ(?$iW9G#DgEeF{by;)2P5Ko_rRQiRb=EC1OMIyS+!>|%=suH+`A zwXs{<^FhPbVDE7YoLM02j5xP!D{p@tReoHD%KMKhadQt2BB=!nFYFhvVJuBnPuDenQ53a13#Xkz3iuwC<;jQ zAxxDkM5Hzad0Kzy@-n@iOVH_q=FL3hT_^sGLvj8tR~tjp?D0zw$%5C$uTnS$bys*cjo z<3FK?dY&7wYp0|@tW9}2u*t+363LA(Z^T5|rQuG*Bh|o|NX#50H>`PG&u;Jt<8EPm z^_55$aWMG2Y!(IGZq2K#6XULch`Pd+4jx47d@=#Bm(B(E_k-xzcd;q_m85h_fVsbd z5ker)`7)sK_lIESf$P*%X1$2+228m$J3ygM{_I1NOiZUOusdgrRH!{+dtEnOO3v&A zkjAozua#GoOIu{-zEXRUBdgj~iRa-mxZc3I#25~lxW~l$k2Zn4ri9!Ik=l557GRqt zVl_@B4M8@$K_oXR^;T5caaF2tP|Se9WT8O(N5^UPf;W})W*l#YI&kz)Q(5^;{j16K zfesliv^;1k6EFk?(?KuNG)QcMzSS}Y0sYPsN~TCOUs8qd_fNaD@nVjE;)ZPj4Z3K4 zf2%z=$9x0X$?y#;aD~?)xg|=q(J+4Nw3wh%nE7sIaH3-HShwY?Wmu_<6AS`+74*?n zQ1Fz0TDw!l=Ff9hu69`;7&StmXo0L0cq=h@dRGc8XKlNR0V4j%yd+|4^1Z2>Rh^g~ zoxkaA1m+D!3c&lzaxl zCTdzDk=ezQsa@KT-1Sl|3p%V(HCP2T+P2vZJxto}Gcny*AEbtwBE2|9f|d1>Q6P1L zoI#9mlg!Xm5fCO8$V?Y{1@vLzQaY_ROtX^haledp=rEL~L$(VsQcp5aMb#3W7 z2m}E%QLMBIZ@>)J@=*o@n>^30M$|HCTexSx9Jn2So%dAn!$71hfyt;M(~tAs{#XIn zu~CFAfZ7`0ct-z~iFp?1XWu-KcnCc`p@UfgB2L1lOv7*4yi@sPEG*F(#(CrKc#Y;^3*15Xen79RYs_O3jf z>a-14h*XD!FqXPZtEEm3C2JJzDMe`4H>ju_X~EIaHtEDyGo_JzDy6aCioE#ltvBcUY6+ zHTPTB!M{7ob8kM@?)6GYDqRxkwF2zCH#Ie9f3eX(h3RIh5DRh5itue(`(g^>g?(#C z@xvme_}H>L*Jq15wl&@mSP^PWyZU(b()zXhTG3N-vCj^iEV0{j>m4w5X-6y+ToTcf zOpis$)&C2du1{=DKm=M|-pG=XX&IG><8V*Mj;{DN4-=j=v|l!5n8g6|z!d%*7i;#< znkefF4t1rlFZ=W93m;lMV0^4xZNmYCql(t$2%9^P_mHWpz@e48ildqMex;C;PV5@3 z#p>zPx*Lsa8QgO+4R1V5q>DSQo9OG@4%MrG}wL|Ken6dqju}BblCrPTNQxWl<8Eo}st53Cd z0vVK%3*FXS^d0{r!ZfiGIg&>nnaTR$w01+uY)V?j{Y2_jDBU*3?n{(Vw4Si7ZP@L{ z+A&ufw%7gC^$U~%Wo;g2-Ph`_w!FQCBV^EhGvcHXSp7E_C95_$#lZe-eR$N zU&|oi`FWs^W2x;oTEunPBkIMd?YizmMV6yQ$msps&gMAye#t(u$&I%x zw@tV+=I*8Rsl3MPCezy6+2(xdxR%QzVIOUFocIfle3$KU14Yz*)@a>)^*6RsFy2cm zam^BX>xsk*LB6Sfe1J=WSdkdWa6C!&2Y@jjPBVza4lSkUt9x`v6ad@1f8~8 zzb8BS7bT>HBo;0Oin!ncvP{}&3OPl-L9)7(9Jtd}aJAW1_y&Dd56r`7Ed$Q`w;+q9 zd>&57I`N1nZ@8k$4|5b9g7&!D5sct8QTe_yeBT8&%5YCMAo%JO>hNxD0o z_2lOaY?ZOnvqmIw&oc&@wlEoCQhy5M>?fuKPBVZTyb~JW=3V>NmQRtGeq0k83kW(jKSy*aqomakNTeMdkE19-+yEW0Za2@%zV0>o_&!IhUV>t2)9?iImD1;+b9`<;Uf7!XFnBl0K^hdPTZGL7;(xr zrNKK@U_6Q`uTP(Y`u(TC?Z3y)3(7{k4j_o${Rd9>3#jY%V-zL8R{RYe_WmRS*UjgZ z1R>3Hzy0CC4`swN94?p3yjA5h`c=;Z;B7@0muruvbZ{Cc1QgChM$^IJ8J{Y-2z|OW zL%;1Xq(1jbK<8+a0eX{)dw=hkiN&*qpPZ=8E9DMMF&LLkRUe;jS_uc!ZRkkAVXgln z??8PAQiAIc?tXje-Pe=cwI@QUS~sOnlz!V(=eO& zfLVL36M|Lk7DMR5FOm?wGVL+BJ<@s2Wy(q(@?(Yz4bp>-N?b9Py&V{_w%kTlz3VXl zOv};~8ac)>mEY@Lak$B44fK2!2IbYSNX|Ah&cDO7_DmO%E;D1+#Lwn$ao9I7m1FUA z9l6KV1Ak*`EvtyTC_s0RoJzl8@m<}tb?@9Pt;#&ymfITY-FqN?Ssw`M6%=JF?k(CI z8t|!qth0slhufMN#hn?5H(`=o7#W+7fzJi$bUTEk2-fyFAos=zW$J-rh zrY|4&D1|?AtirG4_Meoa>``~zetrx%y|5llmjSC#g(-NdT(rsB8bUrJib`o%~>cR0o0c(R1#RRKkFS~H;s*GPlyfD%Jqt%MXCu?mTuSP<^}Un=!q zkr_u~22P!E`{oeTm?$}#;S8YCv21H%I9Xzo)j8R?7x-r@hMOK6vzVa$#_62svsStO z*4|!FT9p^DBJyf8K&481Z~dW!^TD%m!j_%Z6`)kkt87HBnR@WK{eM_v8eCHe1J+vZ zR^gD0-j4}ol$;QHVPy)BkD^BFM1OA3G^CbINiuA7t4OMB_Egmj?Zf>+TNb#KmPMw; zkO0pO1~;a}fcmhguDsgbuox#%SQfi^U_C2Lo>i49q0#p_HhPu$w;x+LQ1d;OcC>R! zrOpOmzSy4ndIGfbkS$oQpTXzo5pjT72yTXNNb>R8*&m5c(MWB)CODh@&ELzbF0tn$ z8Mx%kr&|O8Zwd-#QDTipmosFlE6{F%bz z;x^90_cAupZDRl5SmE(gC954SUsYyvaFuiCKw*KH&bt>iQXOJ*?Gq!(?K=&cJ_?x2 z+4)R!hS@v)3C{hirXCe8dGFXV1B+^K`$gwsi^2cY|2+}OF&`HR;%QZi z-@M~1tZR@#O-;hpdH-~Oq0!=c!ujaN-HgG94L+mY7k3cW>y(Cckh3DsRFj!=hcw(i zxDW$UyUZA(#OIK)8YDD!;S>5Rg}#pSuV2#OlGh|-HDoIVgiPVE_~Oxp{Y2V#Z{=>p zEzBqJxWfY*eeiSO#zY)dKvoSRum6G1@C@Sw49MeX`TQYjl_VWSFnen4KJ4%QnE(zW z)3wHc((b(t8*28Fd@y@52QzgC*7SD+Qp12YZrS@^|2p6I4XgK`&MaOWT|Nvyix;j~ JaK&V^&!0onSkM3f diff --git a/Regression-Models-for-Epidemiology.pdf b/Regression-Models-for-Epidemiology.pdf index da15fe4c0af28637b6f790a10bc3b1c00e7862e5..aad93f1d79e3724f0f4354a6e0440f52396d1c4b 100644 GIT binary patch delta 543360 zcmagFbyOWq*Y*hq_uwSBySsaEcXtTxE(Z(lb_nk7c5o-STX1*xU}17U_cPzT@2oXz z{yMc!ckNwQ_pYkdzui4i*9aLC+XR`w1<94jO#!rv2x{r%X1)GEdX&=@kuMX>wqH5Q z+QB5t^G9b}iLVRLe*D(@mU;DMT}XlixgsSmTa;E^BfUU+L^t1_ncb9+ob5A?#1PS0 zAf776rXr?oi-Y%Fl*KH@mqOJ}f5#m^dy_1KnaWd*WSKe2__l-LsJWHg#E1LUobB#+ zt^wdD$~v01AKDdd=&ovNpH?@1XXv*lx30R(?JahlChRzR-C3w5D$9M3q*R_1S8N!M z30V+#IFZT|h}-t@J}VKRUSnVgfB>uUH`W_$XSkl!FJoR{T3`OqvL-aR+F~VEk{<0H zSjlz0c=Nl1ArbPoMznA+cXe~IFtPuq1!4|{f@w5@)Q16bakC2vA^!J}*Xl*)xC1>m zvdGgr;zyuHj3OO;+Mcd0J{C1^mcSXH=+mu8iRtv3;3rkvP|gY|ABV)H#T1b< zfFe!;I;NqId^xAF!;j7Iv~Gr&VB~y*5cUy>?_$f7*O`)!f4;S?hc4;IFTu>N(ZO0) zvgxV$NMemIaj!Ay_&5$!ilpLb!g19q#oyu7Rlg~x_daNwaVv%sRXO%i>B;e2i*bR0 z$lNRW^D7NQH0KcE1+Nz520GTx8qtIZ!_i$$1$XHOAeo{8@#@hqAV`XJ7nq3UZp+0+j{IDZ^p29`Q@g$Qh$YvZG~z=?6=(t zSwg<&ZIq9plgrLU|6>+h77DYW^wt3e9xJXFiLM{@VHfmn`{2egS~r=ssux<~*mcoc zoZhJtgfquM$?dna*K4U+y7(LR5-6!h$~`AltZ1?lsrLl|0GFlccs;~IhpL~mf?j*zK zBLK=~Y(E*tc`#I~6=JoX7rtACt)<$ZKL+g7ZuzlZaAu|77hGe)mq)bIDiG@}ze-KD z(+0LSI8Vcxo>?NNFpgVtrjU@tYpONeDx7w?ljyZ^(cuqib^ZQemQ&nq=xNID#H8}z zw2+~!?7tOQwQANOpiROVrE4|zbZMeS zLmSezRQR0n%bLcls{zlBU-D3`?P!F4o!=&UT}P|pVk|U2ggg*kQ*}0`!a&mu(%;K%G-(ybR!*whcVhG`|`Q{%iHqQMP!eQEK?HDuZP zbGU2RR%_=_mVCX{Y%31$`;wqTKmmviiTW-_&sNyQ?N%H?8}upe3sB$JMa@-RDA_lz zJuJJtLiagt&J;ORqHJh1Dm(kC*jKei{k8no2(zhlUgaq7vMtoG=?sL^UIpow-Br}+ zzZj-;LqBT~yd|N&!fn!YEc;X)BYUlNJ2;e?w}4Y*lNsKuu9uYp6=aT*Rvxh z$qJF|_Qe9uyD}8{7clV(_4RN*7d!A6MxL){*z#&Tht|{h>PYpvJFrxO1$MQaJd7l! zbVIb1u8?8HGb1zH{B$WEWK_RIaCVTXA0&?-II&e3-o4qX*{@H-73W$#^i@a)!?$g{ z-N0jUCTCH3TX(F+t$z_K=kyKtigL2-XGOi?Rn)Nj)qyls3-DHalpRefym~6mdA25r z0TkK9;f}n9DrV+emDoHFIzHSL#BgcNhts0C@yqLoZe3w@l0=o%X}pSx=ekIQWj$)< zy+o7!jq~%~VSBSGvi^(GPT#G!BQP@%5emzu=uY8f{F1<@gJAgkE7qDo?yZ7Eb({?5 zy~MPu#gDV5cOa1`)ar+_^V%2Lpt2tb65*Imz@ZIDLc$WxuHYn9H+bS^_q)D`qnz6c z57z#R$5r#3=D7Tz1v1n1<`c z2I;+fpzYkRm^O|x)#8Ig(qm&uI6(PL=-A1@C{#cWmjAg|9q5iakaK_PI-St%_=Ny zGu?8xp`QEO>rVWDBidPJdH|+XXreP_A+)px_pFcu#z&P*?J$3Mx=`#IUkV1%o=53# z1;6-iyIP`n&van1;(^+PSnBe&z5o;B&AYMp(G~|IGPp8|*bygY6%lnJgD)yFPDgk^3X=5-6AT6cg?D@PxVi29AgaA2v~?a0PN^O6lp%=@{5FS@ukd| zj@}e#R2`jf4_SPhu*|X_~D{>+(14KEgdIv#kd$wJV$6^gvp~{i}Zg<5lPdlehh!Hic~T9?A~o1 z!}pZPC9^J6Uw5bx_j8?n+65nzU_?R^;4A~9hxk$~{|Ok#S5s8%^mA60v$B4KTziy* z!~8r>SM#0PEh3lKpxz@$xr2UKRI;bPJaojA>L};8hDab3fGp35AOvFewNX$6i?90x zlD5*m7=HA{x2&Ndg`^8oO=ayagY4lnBU?LH5-Y+19`B7s*nR?!=ZEaEldnL$b3ZGxtlrQ?$ zX)2#*dn$vF8PtWU+cw^5izVtNi>a zgI9q#dF?qiV%?XpCrb$G0fQ$GgU-L`oquLayQl_z`r3ky z`gjn!{nPl3xRVY^#V+yCa&FUQU@NiAjR zF*2!7>+KNd;xVCo2)L{Ad*BTzme>Y{K=gb%5f9tYYM6qc^UqaJzcd!~`D#BQ8y&2a zHK$%4Yo)j7#S3{^D!);Bo*37L(3u_JOe)NOgp9oVHb!C9yoIZUPEq z!+u7|wKCpFKsXuSNh=4r%s@;aHEi=t&wT)a4rg5b9+tmO^jjq!j#(v>X_7zivt*fq zz!(F8gQ9H-sECu}=k^>>edq}5`)be{>(3d(NC=jMPOg2MflC44X^zw$0y4^q8cGsj zj$K89p0(2C2FgX#xJHDoP=S>D_b$g8_KV`fK3U&SfeUrAK5d)5-z1k}>L_SfLVr+u znc?ul1<{SXUm_J_`Y0Yu$HD`EF@dBB9&I=+FAP+M7_R!PHKwMF%hA#A+K@K!oYUg_ z{?vBMA?rBp_OqduzA5!XxUWXG;PonP#^!If#v4^x=hxFi?kxFet#&H8JX?iq99&R9GZG!V%5}7 zb|Txnh&2BGJPyS2M+TW>VPYlUW6^-}C^1oi7rLWy`2X2SU*IH?H5izBMc|-30@nc( zj3c6g4K8D(A3%gBg$-4(fT%!D5To=L_v9g;c#Ya9!FTq^$PS?C-1eWllLN=63$3S@ zv(xvxyZe*M9B8XFJyt;@s!zR58K}KK&^>&FK5hnivv{cc+60J2JFdoD;y(3c-UAK# zZl;g6N|>j|la=`+slKi&i1k8;b3~?ZQ2a#Mr)D1xX_`ax=l$XpHQz^2dRsyhAV4C< zrr612Cf~kGApH7dv(Sv*?^IItx$2r7^XTei9%8MzbOzx14LL_F)96WRB#_=TY7nB8 zxCp>>IKtXG2nvO72gVajI9UN`h=3>gbJ&nxM5CWRx)lN2Q3#Z<8uY2XV}l5hB4lFd;0#`;bsE2``>#jayylkK`}5&AJ?h_dk&=i$5PS5DdNd z$vC+=uw*}6rfQ0oz0om6#vDm6iOj5EVs>r3N#A4DUfVv{(w%WUjnc;46$0DX4#-&y zSX(@mMb@9St|H{czQOuQ=uI-NCXrdj#Uq#`Woi=ubUTr9GV0RA^bW&%*r97l*Ef)j z=j!P1fJ}BB#TIr?=7d36)^p@7r8s)EWY?-sHX<%Hs?=sh8E#ks;r%e-IH$znpGQ#k z#Nx(3RFp4b5D~%zs9uv}NPwm!WvLaS@?Ocx_YtGKr0dVlQXVJN(cZJ+k#KX-Y>MB; zr_QOmAnX*92ua!B-^64H&_r{5HBH(rlJQRMeXrVzU4QcJbLVmOD#s{;)-m!7&1^Jr z{&4eHd7&?PX9Fv>mYrMHi7PAl<(=utF!ts)VRN!aVW#I%1sGWioq&UP3%fdF>1~?D z_J-xGJ=6GGu`vnqGW=hjg*+XOf`d6Ordbu)Swi(O`oP~XbkD@?$A-!(RU;-7^@A@* znBOJp-P$s7aAgo9CXT0eGYs{qXwse-vlAT5)zsI9V%kOwo-wZaNXOgxXeNRZuEbM+ z`PXDn|90vgaA5qb#RIImjGb+0^d}!2ucFu+QBA3r#!399{X?S&7m6kcPx*+>fnQmp zM66Z7FS)#{!~#Wn%mAP2$G8UHdxhy}T&!51+!toAidB_M|3#FAR|@Z^cHLifK}}99 z51aPT8HjYb;PbeWv!WI8Vt9If3!>}{j~(78v^T+(ps8|;uvuXFPWaao`%&`cG0&iC zF<$P7S(J~fpC{;}{NXKD4lIKd$B^>{gMgAhwM3x2j6*yWS1_z$92}-EWa%2bYVRH^ zG_3=v0sjWH&^!&M?@k*9iO$)~I!5fBk3xaQ+t4)VY-qt*mVK}czY}h-vr=E@r}XMv zUbU?a{oJ~J{5!A;|DE25fs_}lH&CT{1s=K-iqu+x%qD+FP1s6n&phLY_^x&-vWLpk z%)dCJ!Ote;U)9-0MSOetz|zeaRrU|i3;6lPkMKo( z$c;;MTO#TQgRMahqOl?kq`M{*YHOOQu8fRqH|prJg;|KvLSU^F=Re8fpt;p!&=c3l zD!Hi(#3~TougMZ|D9{>R8hu_(g2I<)5$TK#0wtufeybGmR}maha5vl~`msUiCrgPx z3uIT7oq_G;Xcphr1O52#;jU|u{NVI{z6Uu3W9{RqD^4k0Sa)5WLsOdc+`XBn4^|N# zUa;u7Xtk##)!0s!!z2$wb>1>Wj$N!~MTp~9@wx${QRslhduMAgm8s?W~1TCL%LD zy4`_0VZpQsg{}cFYH>kGKNR@s6psQ*iV0R0gu|^}id#c#7bfH^54~8#{35eyCVge% z^>QZ8QC__`?r@NNkcmx#QjyO`g8%Hu%c2qQPnpR^dcqhBKZXPR432%bHS>Fz>HXlb zSqP=+KzR)!&e#uQ(mfxy%yci)L;vBDAnF4o6p)A+1~rhImF<5%;$5Uq#(iN$9=`IA z@(xmX$EHryB%o_f^{E`JJ`FMf<@g-G8l5H}%lES(m6Zm2s9@l&^!4-*hVM)VLj58} z4LT9zFEpNpIV{pFPo-nc?7k3KJx&tY9%(& z`Nun1zq_gl@unaL_rVZXQ1&$xmn}3UHd}=D=eFK^skIzUdvh=zFW4=`P5W^vsyPvK zU6gsPt=Y2uc?;mpm&15PQ8L=tnwcz!Fw30i@o7;P|I{|Nsn|^Sq`&aER^2citAIKv zMALCF=bjR<_elC~Tf7x|CGY`+xfE(W_8&GF=Ji|>+`S11Ye~gKF>m4akV0X@H{bTD#X%q{pi6&*W?Y+rUW-pKvqM6 zUg#nJpBTvCSQoKkOlDk__t-UO^pfajUmJVi8diqfMd-8ATrP{G6^MECLEvu0DVsR+fNRIz!MRa*#$rb zo$JH8{M$2V3-FnUoAp0pq}13rxk=c#|CRQS#q-x<2hFAc@IgU2G~{5kR6y)saVvkt z^mPHaph&s7{@0>tVDE@OjQ(fS$eDNzu)6m2cNBPi0777q?-^ezC{36nP;&Fe!OGLa z!!qZ`N^DZBU5d4-O^RdFpwzdRzOG-|rTD2|a2W!=`Spj}6u87LDX`_wmZ;3_)Yzx& zir1*{OU1I+RqR*s!ErrTpYlZh(2qq@EAQYaJ zfG`5YK_@8_wh>}crcjpk7vE^KQ|XbcwO$Va0p3LKq`bz z#>h}6$zfUJ`$1KYAkW|ZHQZat4sef=DMHP1z$zmUpGy%+wnGim9lR)GHX|$BiDVOn z#yf@wY)uk4G|11SRi0w`gGDMK>(d!Ql^WwGdaD-@Vp>FD)CWyBfwn2ioVvS)nynTE z_&lRl{Oglm zkfGcoB~mw{-|`*8-0( zE9!hL4;>3`HBSrH3i+@m2F`af?(F+F{AY>%twCxYwVW%xIBX1yg)qkzJ}@VPxuUfrZnm*jWH%Q<{K&PO~Y7f8vCI68pV#^>Y$!iursEz z@3g(DqD?^OH6^wG8k80L%*fz~EyI5!=)$8aq_OWm*;ag9F#auwJT}g(xIYF`wQ{5u zud!wyQ^!NC+jJT;mt`L|4X$R!mGSN!IOzC|+54@6H}@FAong_epu4CdmFj^7gu`4*?(8?gmZu+TLv(4cFbc2aS+)9 zA)=kb+~1%$4xyXw1iR0816G;NNVl|;-hLX5;N$nzJ9b-7ze@H5xN`sSi2dH?x6ys7 zrMC`*`7W$4K7Tt7-fG#ZeLcx^0KT@o{~4-$48J_G_if8scRLywzT4Tm9d_(_NBQ!5 z=iOjgNU!?E{`K&W&3L8ol$LPw^y@>FUQe-ons5v5g@x}QO%&Ye>($K1jz8hu{x@qU z7yAxt)j;O^E0Gs>?v3v6yPx#0KdB~S2gj3X>k?4MR7!Y4$=(G#_?n=)*#ke#Ak=vo zep8CRknF{9F+`{uTMbPmP~*~tWZu-UlWkPqe7r(j}w`YTE9rQVZgWi%x8e?xG>nxVlLy3KMbneh>LyGA3Q4 zp*yvO1)4V?V9hf~U4`C6#*9m2+1Dbal;!gj%OWUfg*+`xKQ$6?g7l9WF5?(oVUIX@?mJE-ck=yWL?|`#K(Ts?B z8;O(qn3?N#UJ7PiXCg~K9o%+kwZo%AA3<+DCQj5S9zqW=L@)?JzMk)(UNDfH zn#Vl6`8(y+_8`7qt`kB5FPf@b5$1%DD6O5b?1Kz0%a>3-mNH~)jL$#Z(UCfY4(d@| zzt9aHihMUFndn9rl0z(rIE18r;h0)_PyzD!)a|?uVGNZ20Edy&Igkvjjt~HE^ch*<5a?UE#B~e5Fc9v6Of07a-1TCEN4++Yp)k9 zU#A{;;LRvkAX&FwavF*hfpAUAR)-j$MvIQDm451G2ALoZbfn5A^rk1>>_zP>KTT1C zOyox|t1rf&Vx!6rttqK@O|T|7XC1Q|D1s7D0I2;Iqb(b2UyX&7BjbY>d@+vtp>9$^ z&Y{&$Z(@b($x4;2Xo71XYGNatE?H*XSA=G8;bVCtvVtX2Ucx(e!!g|iHSnY1?{({6 zm`Pxf%0q?&3LG>=CrqiA3M{36p;JA~61Wd9Vh4yOKdQBIR1%z1=Ga3c2i7DN^xqEQA~Niu2*&3{)V2DV z(C`)kJkVY`?yRRF0grnUhN0ZU7UD{poJ3rsm8+e=N0|5XV4N&-lr2IeW>|;=?Q91~ z=Ab?ylQ>FqG`=|)xjg-B7g|q*$x(O#@*6$?4HW&7;$7$svTagdpureAG2GVN=xP;e zF>PA!_tpNsNM5#c4*jlg6>3bzIMS}j%9%e8BmzV9P~26sT_77pL>v14VyRwgSA8K2O0Cj!BzV@o**NjK+ zn5B(6?o$Kb0U(RSC7MOni6wHHGFBZ}B{+U$Ca{Ao%4!=fIf2h(+-P8Lmp8hf=g6cH3B&b*8YQeoaGV*Dx22D5 zmcoTPP>s4yo;j*HH^hSNy3Bu5Q*EB@Lh8*$z!VqG3sn=}um1yMZfVJoSq>=PqDcXA zDMJ~@`yIIm$mcsC@3Xw73~EFC8OgPRCLVTYr7l3ZBj}{oKbDeT80w`nelOua1{27H z@N2}Jr=1JcJ#o=i$taDEH5r;xaF8>3TE)k}pSFjt7jF)MmyM}SFSfmi&)iQVm{rjV zZLkiI@_Hmd63(_r3o@3+&;`y(Kiko1$L{+3k9`+2@>*aJnoVeIoi~%!ST@?i-cBAv zP*2U{c}TcHdQcdWgcS5n1kZ$yd}3n{c#tz>mL-9eOQ%eyJ2dA#c|A@2ic5(st~{Y2 z5qUsDXZ2?OAXXTy8aB;?Zb1-bAGx-D#;=v_MA}zs!s;@&YTh^zx&?&H7N(l?=yg0tDkO>BTqAtlkvz81}4#B#fKP)Z*yDO39T zn`BBC7QHTzL6b%8p=y#HN;R&AZ-d-=>Y>>~J0%X5M5(UU9gJwm?T+_~=Kyl#_|zRuhoLKz|;C_>)JK1Q>gjuQQ;v+q(GnE{Co z>!`{m=pXOKgH~h%kSNwgu)9tt}#;=%z=%zQ2RZi-C8>=ydB?sjN$|%l`r`@3EvmJ#uM1kbP}nJ= z)pE6Uj{t@N;<@M!9{uezR^6?DYv>{sYpx}!!JmwKkA10}*J( ziK1wld4T4K6ts>T0P3R?j&w7il$`oW`2}dIt!B}uzbo$dC0%w;eQH442sk6I0UHm-D#bQB^4Ji4! z;(fU1lKRXZ*mAk~x7sDlz3V?JBteDwjpY841`TKXb@iRFo$Td7f&Z*D^U-1B0~5G0 zVpMY!?Qn;F_8mdtnI+iZ4+q=*r|!<~P0xrw#L*Pw1kasXA-;~gzgev z{xC#q7kw|24ZW9P!OkPoU8-A>F9P{=YTyw@^Xf1R!>2;jleNiZd!?-n0QOExy2y&nX|3 z0uD!wPgm^^CF6+K81O(St%rym3P230}-0>5udgnLo!0i1p403XTY};N+UA9<}-Fr z56K**@o%5T?Y!_xZ;ZT4p-ObkzQZKPL$R@HIWJtg_2^D$WsfulfZL{L)eU*9*DAX| ztQjEJ6KNuO>ycYCBO!6lCe`Rv(l80>XYq0sBTKIHF&0nQ<(_gmAfAB;3hwX$&QHl| zq*@FV;K`DIWfb8A z0C^^`c&f1fFGK7x3;#g=>uns+7E630?Cq`ao%w$-wm+FZj5Fb>;<$ocI~Pd~ z;UsU$ba?CD3mdi;w04=b<^y1_3M@Fxfj8ji(-j-`Eu)@vBcPGznFHqq*R{pkfuDPi zbrPH>i%#^V&-iJo$C4xN#B&Sx*=R>iw)_>?fIqvo^lAJ|@`*if(R2yLIAGC`bzw-0 zO6^;>J%46MuVuG2%%Rhg0r=i~)tWn#87KLDa_x0-(%ipCU;Ywo51g-U&s{wUy|5oy z-%Cs!@YUHSG++GV-7xr`Fq{GWW72)jWmTKMpy{i)@A`LHj~|eDGvW~ljXY&&M}ruz zq?{i1{K)+oHIL^p3x-N2I;<81E|u+~&C8IV4+p4xkYe;{U_=%W^5CF`8N7XbH)AIF zfQ>F1NC!a*1291!n*e0+c^9Q8B7lbnG;2s52qJxi$0K0lVgH|u?>~@JmHA)B2b!(I zBml7SfOcLnDZo!#fJqvV>C9hXdIAsS4D~O&1R_H;!hXP!Q4^^TK!l3`_+`|n@01C{?1pC(` zT;yMmb`Iz+Fx-gjEL@=aNhlgf7EsVvXbLcN2oww~h#ZEP63i3{6$T9oK_R9B{iUX8 z;FDOWzfiOy8wwdL@CoWK-0UocLI!175&XvwEBAl=09biJJHb%oV4oZ)afE->?3P0P zgapwyK_P)(6R|uHL0R4ZN^%3Rvw`}QU}*mNWksVU2R}DK6(K;fgKly@QGy4$p-!Mc z%#;78U;N77ehM&DZcyy(?Ei$L1?Ah~k%QkSp;C}Q0D4MlkbM>bD(J!#1sOcI0+kO9 z?t4cILIkjL{0HAc{nZOH-loO^i5OvHL$PzP|2x*96R1KIP~XF6YH<7$lpqYKo{^Rk zeDel{@|PO-(oumZKA=uO=oIKwAjxQ4^kxZYNw|N`p#s;!K^MaOhvtL5P@qYmL47Eg zG~ixzXbTuf?tfLt;X<3iCkLTWfftCO)8If2-G6<@Q$x$cf>eJJQi1eU(b2%4n4ouH z{)s>d#^HdT1^nwBg&Udx8dN0-jRLmcB=kT`Q-VhM=YlhVjwGR_L5Xs(m>`xwOc-Kz z-hYVwzZu3&!u~%}gy*mIH#1WJpP|_QmIMBCYl^=@8^HhP)_^WE8PLF7O3e8A4!DW-KV?>&4JBHEIT86l(E#0FF}6 zZdLb(Jm4kUM3r2?d9YFI{=N$ zFIGi#Lm|smmxmkJ)k+SXl~S^f?0uZoRz=@a=sB~n`J4$nm&h3t3=GN~Bm7}Tu~>R{ ziDLn+w1zVwk7Lo`0$w2cVm=(G&Uj)v*ZUI-tb4sJK2f#Q=7Gz?d_X6tqAZPt&Z^(y z$5n`s&{G~eDskY%D4QF8W+~rRSs_^HVm)?*^FT*@+72agE6C5rYz=dG4=2#!oYHa- zhE+DLZiSYJvWjBk`l&Ti6V=7lSEDj>n7!4erur+eFYRtUnHea&RjlZk!SA>T{9APF zY6~fPyLhqMeoIoa9{wY)NDGB8>~V}O7vr_Npi#tFA|W_%Kfa)?dgln)=4(A{x;B|W zL#CDQp-&=(!ZU0Nhv`&`O21B{viR5(I=nova zUa9GSzZL=Mn*7bXQ(I^x@Om4}-}xKw_Sb$h#&HA9JYiw~n}Qsy|5l&=U6(jmdH+vB z@{n+_vHY8Y9Bi!rq#y-&*ABY&?^HO&r3AOQLEl3Co$@ASpQwQBZ2zn7yMZ_U_toC> z&Dt3>ZEV_87(5}YUraM=Ep6C>zv?&So)YvQpX8!4!mak9%dbYIB>i%Q60rX}O{>VV)(bI>#bK?3GGNeBNn?0#KF>o_o?RvAVKhmM# z6bIa*x%uu#n0@CLE*0j~5&M+W0}Ffm+A{VD{h~TRMMiRK$#(dJ2T5}!rLh|l!VZ_7c?=dcePDqmxph8q z9$s}XLZo6v2>42e{Y0I<&837R*BcQditt6Tsb@QF`RE20!lrPDzZgqZDl;H_zL& zE|q?&jv9A=&ifVu&E|B!|7lWdk2f15&H9A+E_`rO0Bmwh$7r?rIm`{>^o(vZDlMdg{x13XW_;&UIMR_0MmFO`*HG$SV_yUvM(6IL#^Tea~M$P*woIgn3il zxu>R7TNM5ZsbMPv%rfD9EFJSK--wpR=AKlc7Ui)dkR?tPB_wg7 z4w;c(0QHl;dUL6$>g)s3)+<};@3=w%Uy;!fqH2Yli0vBxsd||7b@w75veic8D2|5^jdPIrNv;MRm|P; z=q%eDd6waBYUOjX-`DqFB$qhzjg$wOhD;-2dc^8Z>mAmxm~5i&9oFGqNKGy2ta4!< ziAL=3>Z$9*I~q4jB}H3%xE@a2GKH`+yK+4<2UKgg5#6IuZZ7sRVGOddIva(UouM7h zV_K!YaPMjK4l7+*=d{?PLQ&q%Uf`>wH9Cw9E-Oix&oDElRb2@D<@IVhQ5Ewn#pj+E ztF%-tU*B?(??zl%MAL3-Bo8QKuXNN^A)-@+ja6h4*J6`|e(}^MYd>$Kxv~DlPh-M7 zd&r_zP%x(A3QGJc+elPRF3|yeJ~7(*k=F|n4S~k`r>IR0WaIvy)#459(YQUXf4-9V z4P|PxgNP>tEe$(jkFga@(0Q1|>t=NOT24l*lXQ@CQok+|?4YCCrj1W*Tkp;KP2|sv zL=uo?nECcmrl!Z?QutybzDFX&nBAPCBf4*!vDl6ekjav{aT1Rr!UOTU=|Ui|vyBFb zJL(QFZrfAgF$n7wiobCX} zQVX|iT1Cex9F3AGI|@`pQE8xzEvAd{V-Fu@*m)QV3!Yht+^vh{ zHjq*eY>sEkduZCR)LOZ+=57`GM!*5JRr$0wXU}Y-RSgkU<cWh`q*;_a z;Vot|C*ZXkq2`D_K4kW;bB7QmnW3^CQq3#s6v-3xs_9v`&-NHc6;6B$2AZWjLZ>2@ zXQUJAG^>%2WX6)>CTBWGUz_NseAPZd3QgSua;wah?;PP znZ&1@B0;_e#eHoq?O`LcN(1%K}@ z;J4pZoTE=#^Q#uJ=U{MRwWxEW=zp1X?e&K`Hitp4}Nu5kf)zT zt}$30vx#qG{+j1DgXLXUU-v?ti9FWZdvxMy zO^&it&!ZI+&E@3OtP-Oc234=PYPMw;;$}f;6+qo#SS)eL1el^)}pFN(dlfN%ikUxs~K9jHHe1C zUL#!kPU|fnF=~NwJz-{hU7WSf$N@DbG19!K5#FZ~(=PH9P^g$)Q25Q{zb_;I<8tdM z?F*S^BEY^>v+df15nTqbHa=RV@h20DDxGf7&_r7~y#&#i6C;>|cRQX7&2|2)pT#h1 ztzUrZ^fXGZ)e%Y~B(+VtHz0pg?~EhpD{l5;Zk#k#;wW>E?ypyyf{_`wnZnSxC*8cY zsbCr%<`K{a0@ujk#%j7iRxJ!`F7P)l_vFXvze^p!37Zm>(g^(t92Ekc1qm!VH`gw@ zpwJE1i6>Y=h~Y{5#*|XXLMbV$M6;oCDC^07)Fxes_3TzUZIQE6q{*JeG0j>9mNrGPBa%LKAozuNp*pZ_PdWnE0gA4@`MnZQ0 zR?k7JkYYBVrG zG&Bk%EIsz#N=E~TDF&Ji$d;aN-i1-eAQRs(zw#v~HS>H-6|r(Gl#`l5*M=xDd61d2 zmYteYDd;m7w_HWu#Tp?UR6pA^ZSv4Vl|YUb>FYebWMoHpWWcq?)< zmxgJq8L~{x{{Ct8%WXaT^X*+s>U30ROQ?<0NS^)@0f;*{@IlNzR*O0Q^#7vjtfSiM zwrGzexE6PJr+9HFUaYt~rMNr6-7UDg77gxh#ogVdKq;lbqu+P$d-weXgOMJVPXjgBz}qIWRz$wpM7aAA`7m)89vqMkAp4JEC|K~OILIpjU0}JmIKk{v z06a1-u7CZf{}CLxxc^sh;Ntm5aDd_B`bSp;Z`%L>khly$4Lo>;l!z8$S^&8DSKEVl z6$6wJz?`nkG~l>ZObpaP?asd&<;z=aA7~CRN)3PzAjhPl3TAx!4b*)*hu76L`SS9k z!0&~Ho?Rdva9XUsojsJM79=Gtb9!*MG==~AH9G2Ph@f8y` z!Y%ug$C9k2Z5eJ-ZV*6uk^chANs#NQa`StIx}m*_5WX#!T>GT2blerqixn{l%oVSW znz=`na{VC@>S$Re`cL|mM8twMqIL3-=Y-v7bbJ?-6fgPrb%u3&KxEa2KgQ^BtfW3LT6)Wu|&A8R9YnB z6|TAUeu2@xx%IW2`Md4w?pRs%ESE0!DC|Qa_(mB|U;2+rot zkdcjaqqXE$`TkJg*Ueag`(UKZFxN=Y-A(=dNyDK7=WSh5T;78(O~KIutp|SElx;vY z&ndLc$>Pm6WRUxBJ_BST7XQ6Xni&=EZE8BtQPPK)EdtA_tW1S5XGxYL7L>$_ZNYU8 z)=8@^fAm?A?|P*yU+jeU&l8`)^JS(gIQy{>#CYFVy-eus zIQhtk2AxK%L9^XR6aR7(XY8$|5NA6DH^%kH+X4rJ1rTR@VGevCvp(hWmi}xw%!ewj z-2y3DZmUnmc*E8yIyr*ZO|!0=p0~x^nx6<;y&W#*Dg8iNQ26$8+v9@|p#)Iu1h8x9 z=QZ4IcO_iK2&aa?Xt?3^5@;lW;-W65sJw_hF0SXo7wnw(+PvRd>`804rWbJ=bE0z@+$Dcge5?7XFx6wpXBE*QcH+Nt+1Z5dnMe8s7^!X zWE%B$_*ggVEJ1;dx|u}Yi z=oF@-UoCyA_xR0F0Q2Giri1U6=M$y41>XqF*~SZhzPCk5!d?l6?>8&hTVYRU6uEz7 zIRbT^%x=Qq#{V%fg9L^|METjGAoI`CxS)p&stqR@t1xW+VTSKLY*4`&jWL3vIG|RI z=-%Uk_Zho*x2v|l>UinAJ*cNpQP9op@u(*kK#IH>5o;ObUh$_dCv>>FSE#6qaaOmq zOYRTJwp3re0WBq&R;5f4!DUsv3ITJhH4exnUjtKEvoc(yLL)$Pk#Tz1vl_;+Qv>tY zuie^eb;-U*Xwrjy_`f&DNDo!x+big67|*S7mKa>$94DzdK!TS2({;jx1t<>R<1xeu z)nAR=68Eflj||u^3y*eSu9CwN?AO+rWZ;n%}Mtu!g5*>QYLm2{K#q zu+fb0SrE{*8@q@ZXfs^4PuSlYhkc?}O4zU+1tn2C0g#`n;N`OP$BctVcE&R;|LQ%* z&^@IL18kFh%sg_EnH##6&-vhLadqs~Sn(~!ebK!5GPn#jl;6btD*};W^`(3qLnDY$ z8qVRO5&o&1(#u9p{zbW#tOX|kEfHo~IZrv(OGHgYnJpyVpVdry3_IM+#bixm&_&l^ zB?#ASD5v%2wG@>LH(dU6O&|VxdkW!Bwl33#`vNkHeOp^y=sBO1XQ4Pt*3E_8_eVEh z2qx$r{ILljY`Q%5c-P9nRyf!9jw=uoS1+|fsXW<1TWrX1aA;X{7Qd9O^&Q*`ZDc83 z*4Vlh?Dsl27~R7P0BdLyrwMa`IW+il#~rSt@B22S*pF>BNLC9~Y3kR+?h}M&HQm&} zk~@Mg@Zj?%03~aSWVsrQUfGaj>KCxk&h(cHJiim-LavHZ5|dtwFGm{CvVr#SMUmfo z(^8BNc)^0r04DRQnr|E}>_kD}%f5*@y=LyG1nJD=zQhcbzDDAM>d)LUb8Rk+I*h3< zVD(Aa2rBkTjw!d%AP%;WpxFkNF6DF8mQw`9D@fk#fQnI%OdO_*ahjj!baC6V`7sY2 zPCk(U+V4aS@I*6!QQTtio(~^Zo)hgDUo2C@#BVrW2bo0t@bm^@#Lau%)3`e(jF)UO zQRl#O#g00zEw$Me7N=%}*W~uI!*F>}oK?Rdm=6MQ26cUx&-a%Th6&HJ;e7BxY0WJV zwpj?e7hrC-x$KRO{xv%VHG*o`-~{H8rCc!B7>tjotq4sfaBTzUi<5idUY1%)0Vo?$ zp;6ACLo*3Cad(T|SB;aQu9-fpD?-F#l+J1x&W}slB}Zo5*Doq}0d5Yt?Pe0&U4qUx zI8at>MA-K-obo$N$&pFJ9{TU((P5x*u#~@QqNF~df?&va;ezDL-YP81)eu|5%?_bLn;{OZcPG7;Qr-whky+3xbGbNr!QJ7JlY!jKndpIGh-d(MNmPI)#uy~yCKlRkH<+5kryYN94 z@_H7u5v15y9;|JVF&}*wB${mz>0?T7C_}`_x`$$Uy4MuRm)&ShBjn?gb>aF_QfS=V z<4#I##FZhJ&N`f18&kdVgq2X+{R|IKj07hHFk`{I?Op%I!(ci2*uiw|08!ZcueIQ> z?Eojxd;9lwew?S4*M|_c>_M=+n=ldD;`?-cNn|LvblVXlavgAzrzfZM?ftuBtOk5K zvi_edWAaVnIXV;pt|%6C3Ik~sn8);RP;E@71Ewlj;G;4|zqhci39CR^+dW_$t>`C9 zxSjSC90$;A=5bH%d+MEPf*@{eDRM0*as5Zo7Zh|G4d+vm;No~X=4$`Wukmn`*xM)K zc*|5eQ;q=>yQUaOr`w=buk-xh<~770H`?8}EX4xqmfe3WA3zf$@UVFzSUfJ z^rwtICzafxtV=LXCxC@@NPe?g`(8PO5AprCRIzX?A$mIQ?eD`9SW;=0COI5&Dr4eV z9ERXciyWF*qBF34=UcD5y@|-c5QHjp7+CUc%QT(DV4!yVg~WTo^wV zO%99qWE~^67#8tnV`}EDj2a_6XqVcQ4HmdQTBZI#5)0~>+mp%0RsGtmjA_ACJC0E> zsK7#1>_^k0AW|KaF=x?b?hYrb-!!v0UwU7yRzF)+$=p!mSjlV5T0KK7&{tpKuK&Qu zd;P9wzyIAV8Si)^NIxQ)U_-XP1M!Kxyrty^C6pJQ$KS?f5WsV6?SXx>lQ zPz!DE`KleW@yeO383Vz9OUTmv*}KoxRmiNudBPO+2vrK=)5Ec;j;)^biycTl2lWOL8 zj_02x{tb_sh^qj$=>`xZF1K6AViup)`~oL*1H|>f{^djs|ZV;#`QmWKwfe#-v8$#dK;tja{bfQLUV!htnsPAqF`zOsh%jJYuBAZ@zUDbOGIPhJ#^{T>4Y)butwB9caV8y%g(t1;A%=s<~uK}7_tXZ^*35XSh_q5q`m zCaZ6*vAb80a)fE;uKvmc9@amsgx=dHOAG(8m43wb<042e_wwcC&dl!*4WR>1JIdjS z1^KtZ#i&4hqz2mHF^_Gr<##5FE>L#?Z# z{FQoNeh)Kpw$SQKT^BqQ7>7$QJi0)sPmM=xvUBx2(Rr?|E4reujWT5c+c1)y8@3E_ zLoEFCl380kzRe_o_(dC6o-Dq?H+=IYOCyo|mhK6p^>NH?gw7#0p5Q zL~97ACnttnU(`|lwc`7A>lY@kYHV0qq9DAcO1Wbu=Z|tgPYynl_ig!Qmb;}xc89o~ zG!w`TYXuyF_A`w1H(7MBGzvVQzv{KY!cL{{-lFt`~Suf?vE`S^~Jyvj_3ZkMK0Pt+;f$L(PN1~(R1r~%tUkD*tT}kIv zNxz@J+1_xh%`)#$vfJC3)-fD4*`8~OuUPjw=txx*(?^V)MyF+Z&ovwvcnGdYP!&A09k*|-)br!3y+C%b1K@Kt+U=ctF~QqLJ=w!G&rST0lLf|uwxsD@p61+aUjG` zBfOnaw9AyzYt)M;`=mJo4juYEY9Ioewk3Q{?DupBb)eawSeSVDF2Sgi*vlfql1ogS z9sc%WaD8G}+AL0NNcKJv-O#GEc1s6vuz?__3Ib;3S|DbV^vPRitwOQ6OC+Umw)$W% zXwbF4bHf{Hg;pN)uekO-=B^* zWFS<{E)I$fz3!ALRA4^u(-<-E5!UhTB1H6yKCD&I>|oCATl3+VowVI;A@=3zmXGl6 zEFU#8awcThKU02oLz2%v8mLa~ZYV`a00pOS_W9#w8*xd&CmLO!2Js!f%rYWbC5r)4 zxfNVzT$X0Y58KvEGe1ZrBPc3NyjR3zu2E)$e+^fmM5N6aQ`p#N(r~uw?^0EsQ@NLG ztrD*J#JNmMWHT3&K~as>5}#sfGkg?6%@`Qqtl6W^+9mX}E0HlA3Bdrq57Er@4g@p! zr$2HQ@7r8o;b4g<lU57LgOJ>E%lqDdf0I3VTsn) zBOkqYEbhFclt&C(u_zn4z?)5*j@dRKYrLxo>ABfIuH|1iAyj=6Pqkgvoi@5@^-b|=} z?Uu0YTgDy=)4h3f`~C0H+Fw9$tBl{}p|uana;cT*zgLR$IWhiVeA zT-6^>OWi!EuY1&>nbVt-_wAdl6E(W75`bC4MUPr@tCGWUXzxBIY;A(g zOP-T!^{Y>P_IvTE&E8i=LZ;l*{kh(|;dZgTQhS0&kYl}K0QZDD`-FSih|U3}B3jB( zty1lrtJf<_qps1HkXc2~^WCG;g6`!I`2{kddFAi;`tR*ayTK;Sw;CM#cw`X`HRdvJ z#)gq9L?lJMW&rz$0%a8wpe>aGx;7;y2ay_~%#ZOVxvqTq&pM?8G?Z@IBabbN7fy5I zg$5@TC@vg28K}z>eMC!$XrYHo9t79ViPRInk_gyYr(QEl91rD?RT>NVmT;ts8MZNC zroYIS$m28GU4Fc5aJj&gp}gK`IdHL;G@`<;d?C@1xTI#;-^YZtnxambe`mc&UwGZQ ziJ(X@G{8Nhzs`|2i_!~!O+4K;r4Pi+tNpeLT3lZ8v`P#q4kcmPOrY6rhJSB>&3zUa ztUs=WID<3k9xY%o#c8Ve2mA7;k`er@-6ymC+%2SIGCC>jySXF4!n!+Dz%-w4S~MD? zvJK0tBIrj3hfKs+6hc`%NhA9(zrPvdYh0wPzfsCj*)%t6s;3T2fO8$6hV|k>F1!^B zsGpci2=<2yyOQNHo6N+HH6=Yjf%N>gz6S3klscup=P4~o+RRd}PAz4Uv0-R6WDFya zvzNtHBeScF3ue()-ktD#Vc=tnHms4n6@{vaTy1>`0m*0H_A*Di(@>c}lMuqma+KO$ zc(~%^^uhJ)dLl7Q?_`=LN3~5{5}J)r(4UL1gc*0|=YpW8Oi%d3l5g943OUPJMujd5 z7M@I<1bAbHk4!r8$J(dD5VHjlo^Hxe;qRdNKa5^z&`-~|OlC$#uUgbvjr6<#!XubH zzx5^0mCJ}&jC&S&0&+BSfuk(p{-+I2{LCeA&d8SwuOt)=rmH=#-x?g*M|rq5pu0;u z&jQ8t9i1%Q(Pn^&ANzU2SQES3m<)^iG)1Ol%ZY?VsiL zmVWr~o|E&|ucG&$`KwT$2a}+tftppthY-unW*04Ml=Ezej@x9L*&^>aFGDGd__;Z4 zj}9`T>JD;@SDib$f6vp>C@}@X(tBEKwX365jZ4eN95nYV47%^7Q#dosOvd}kKC z?)}!$>ToPqf3l_QR!;ke@s3XxTUSyA}o4aFL6qY2UN7-sb zxO8bJ=Pp+pYG%mjjo+^9K#VsqWX+CESmEzN6S|jM-qZ7uj=ar*l#h>^5xK+C zHW&uJ_1ybUm`X$=k-7zgl*2>VXJKAv9j5SDaWhZ6gSD?deaOqG2%GNI7YW)rPtC?k`tskB@?mO)`IUL`__4qyC=ODk87}E zTf@(qN;coB-_m*zK);-I!0F7zEerv}dhrkXSN_5IO0=6K9I-|dg&=?I>l2r@ zHo}GI$4l|#&p9!we4yjO0Hiv++0rzAQ$C0D5kXv^4qJ-0e(^`@-uS|k_eY(2NVqK*9sj(PXE+#)QPD2?K_$q_ZpUxR9jzW$u@-KPs-Aa-C zOSD@y4qlMH&zEw|*1PQvJbKyTu2qrz#QvcS!1344Q-(***#zC`Dde?3*#_5{7QnKE)`zq)AQ45VnN#Hgi=x!mg*fQJ3?A`jD$%kOy&g*Q;uvHT zv=rdT#-NX_^);2dQCP^}5DR7@ZN?3unhaLNZd=XV{btb$^YSj*u~?9(lTg@pdSjM; z$%bPYV%7Nj3>xGgB%#|Ho5wt;U6|54mdX~Vx56KD=Zi6)T=_+YQA>w9U$umgS##q@ zao?b@NX~8RosVrzyWe6>-OQxCi>*c#c z&%=pb7e`#Br_A*wUR-9a?LOVUl)ggQ(AKyw}135D&aAw z2e}|2B0)TPGXigiUHzDbCy7SYNXWnxMWq8%_kP>)va5CK*w79r$~8+W=M-O7lu1Ap zN{?fzCjlR#Voi8IEc*~d!C27Jq#a|=XZ`uHSUb}^6?>1oU#N-+d#9s%eyJ@({Vpj| z_A$7bd$nTTCHgRVTP7fu--sT5n=)ODsw*~r(ahtDy59^{B{Ls``4K*J&#TCBfZ^Cz{OzDqQw}e;}5b!-=pL(cYiFIRH?@{uuC?Ah?sM6t+Rg&-RFyd4QE8+ z5Z9MzxuExvdSLs1!>u6#4~?1w?tGPyGFTiVN{%CKO|)^ zY-?rBS4p&gO}u43P?;KobEGt-D&M}tGOBj^;8H8b4VAraD64=);`Z*Cs?H!+9G+Yv zSChczEmpq`LSEW-6oAt$tsc~*ACeeLV_HaO&<@OFAj|;7?29u_*Z1a}eS=QI$;*cG z9-Gb)!h9%{=CsF-B>$ES(9}Ik(#gX12o{z~j)vUuLDyClV;JL4gyg7nPN`*2*582pnkVZ!O0`_QyxG?-4NI6WR>3rb&%)cRl=7La-rcH~`PE76YB#{X2NT4+O z8@lJPY^xgFAl@7Jd$bisL505Anz4aE4Bf%1A^?RD5vy&~Uh;cm0*!12ymU540p(9K zN3?U*qp~DSgffM)DC#@PB3(byJ7PJ?Q|j2u^)YIe=6-xgF5Ebz2z0^>LOtQ&2WlJc z9gb;(j1}BfJq+3`KToxf7Lim#=8Kkx3AtFl?7$4y1>nPW1{A)y2Yi1TaP4t3sPw=< z{JDyEH_*!uiL%FG&NCie^9kKfn1wvr=&kzlw2Ly4NWjm3^#kvXQL~m_S-jMP)4Hz- zKa6m8FSRuPFqg~JrCGDqJo}jg9cCWk5U6Gjs)!WVoNRB4*v57z;34DXr7teUcdQXC zc4rAj{pq3-l_N`YBJCT0UH2g*GS{(hqa~43w`U$X-$*jLa&`J0Lnpy#5)oGX)~X|A z3Od!4zD3xtG9#;!p@E0nF#goCtYII?3o=^W1Wo1d}9QGd=I2K zpmUopS<-VWm&+dt>TE0b{AH_ONZ#*npNiUeO6b5(Nw5#$MpL&6qa~_xUIbfwn&y?x zKW_vHHYBr>b0oqq`gqv2<_=wqVajbX(uSACm=ho_IrZ$Fn=Z@}h9Esd^3gJD3eZ*z zYf%jeQm7LM8$oD?PTz1OJI5&)>53(hK{*%Ttk?Ri7&^K`#}mXG^x{dd-EkhXl!*S3 zwgXWo{lHCMfKs>wC65tHk3QeqZ48Bb*nos~TUW;ld! ztGN++I*-`vg3B~ZigREKv=6lMy;DuiCqH`(CK+83p9WS(HF7pI!)mskGRjaXqss~I zN2fbUEvfrdXfv$LuB`XB{6*6m zF0>TAx7#q!p;}rv6Z!4@k-e=s!9cBJ#C`?+JdLyM7xWrlguVsMukBDGMZ1#P1Ac?j z59_F6#h%LX>x^y>4&%$Gu25F_X|+( zyOyN16jNj=`Xg#shT}bdd0Ny~olTx>^V!sf35iSmDOlch!w26hmY23d1uxaLF+1<3 z>MMajizWp->7q#u+RJGm`CcRH6)%rHUS}CiCZn7 zH-!dasoT``(KdlNdLN2ByR6q&4)@SOurHz?ZT{5+xc(CGXu+M(n3xdhFdzZkUk4W* zEH?)iI2MftA5<_}u?vUdf`CCZGC8^)NZc61c4K^)xTS;xwyR&5)uIBjpKG`~m-~92 ztJID$_P#WhgGW8~5(D@69{#W{2p zC+KkQd*K8p!~$tR4+@w&jQ#JB*gc=;EPE&zKTQMNw!he3@3JRMkW32767LG`#^ma$}aEAkOn_0wk~R zd{gMS4Mxsmz`%m7Oo~ZarKq|jZi>pWJ;KvvYo+_(eXS^CefrUMZ#xcGfx9uZk-isK zUXEgzIvpJ^O!X#Mv8B(N1z2k?>DCt-o)hVyn4C}_sT%5eKJfib%tx&ekLZbOt=RhA zRe7vKiCXWd>Or3mQWPoNs?p%;m;~*zwMMFx`1l9M1)%)OkR_w$umaHD?%GKLY4bi z({(MxAZI4U1-MBeg~A_cvE<7SOC_nxrHw7oVdz3Eb*9TPJ_Zi?OgtZDTXR@ek)vX_Z#j~xJhdKuF%rEF z7IC1ju%^L>p!bGD*HbY*{AZ(mj9VH)TYI^vpsXYXDTk?`IPM{IDEw3<*cQZI$?dtM zZrHwc1o{ka#K#t?$qavf!7Bh$ueI3%Zezk_iFKp=y4+~~l*E!5t|;HD*)1wnCGjs5 zB5{Ge_?tfdusHuAS@^4_(#vtFnlyd%-u4Y6)B}0~Pk#5Ba3}=f0mSM8X_0Ss^wU{i zK?(vtcKOt^`uS}W$8j>!-9#KV5MeJ^RfuZ1=jQxg6lI2`k1a=^^8z6PA;_XqKal&} z>B8>wy`BjjvZ=8RAoQcK6BvD~WAx>>T zt;ruyqIsS#i#DKN9)dyuSL+A=D$~cO*g!i1`))|$eo^MvOE6-YZ?vYuLtgMr(=NKr zBInTXANLf67GcAY#1>rT!McastF2e(aAL1)A9*M0>|$SqA6&k|`eH7Ipht9Q$)v4+ zOF8#H4cpsUbN`=5Y*1(N?bHF3t_OxY7!4ZLdGv4B`JzO5kVbDNFRj{!R<5x9*(J8} zT!P8y4&B;e#QLAhgs8H$6u1X1YhrsqD2TKKsO%broS?g|G@ZV$B1>UTILwX!b|SA4w5#UdB7x#S7c)l@a|86b3V|3!k=ZQjv0hTQLUD@7JhL3jv+7&9oRiMqU<48wT^nx zyl@9q@@}xhQ;u&e#ZeqhDYqH9Z@TjU$RahQv(jt!N3PPh)stIzA46~K-j$~J z!pwK~9AhyaHLuR3a=ak&9OP$2Pl)mbpffyktI?c7w#TSM^t<6wl3J4n zXCfjO5LL^YI0H7C;IRyGu51xbw>)9JN`s~L ziR*;7FQ-!_?49{Gq>Z+LFIl+Yk3DYoU?-lOI-r)`_UT`x5PwYh|OY z;iFZ;TNZ!7E}sNis^0l+)88n?p}$C9>!diWskx$ktz{ffQ8BkpXHe{ZV{FiotgT>P zp^)^Rf}x%JLOY4;uyIiNt~8L6$GW8A(F#U22Wyt3b5&TXldyTnqjwz#?y!nhk0EJ= zk`I|J;!AlA<}zJqUnKai*+22Yn1n6 z$-7jwQW?rVn#2-u*%aVf8`HclE=5yIAuDrT>gugaEDFx^+&N-8jqZFK zGua%m%L+2+%O3H^p23Yamsh?w(>nf2@Z=p$y;l5W23K%Q2C}mAB|;Vfo-<7|030nb zsJo6%8xjid!XWCVA-eXlWIeU`sA}0f1~+?MJ8vURreW;F8THe|Oh;XP9KwX%!}T{L zhcU<@b$f+$Jhi82uG!kOu52o*Sy<>tm2%4slG-c~tjPRabYE-6+zM)FoIE zehN(AR27|vlUnt+aL?!7H3pRz?_O=b%VRt8t-RkVrTLQOTRd^))722@@;#Njm_qNt z7LhmxwCLKM3RO6_ub&&ZHl4|k_L-aCTVLJ*D$>Q42nwaA9u+E|0WSk8EfXr8P}F;c zsCqW$cfgpm!3lhp80~%ea5-vc2-XqtC+N*3baqih>%seb@H!ANZ_I#!TW%rTw**|L zvM^!vc^Hd*vZE`-4_Z~U+*3(8)@>SVsV}Ryfa$1-?bL}nhl{RWIt^fF4*@_AoTBeO1BoWQCg`a*f z#)@)(??y~7%)II!VLlkCJA#u>HZ_w=X!pnF2l&Y!nhTGi>((V;_coLZ^7&74<`e25 zJ)Jzsp!A9Li*zO5FMH}W7DNnl(@I$Wnvj~AVVl>F9Au#1=)6#YqW?U!z&(GlFsT{9 zZQx&+I4vYA4;Tgi*F8fAQ7i+x1O5>O&#HiL-0{D*JqSWQa1(_<+aC%1H1VcI zz6DoYVcv{B|KwJ|K?V>`M~)nZ=8(i48S+|HyKmqjT8f+ zoCJ!%g6o*c=^)|LKsI==lK?p_WMc_91bA~_8kdf52DOZ<)xLJ)i>+ z?0@^FjsA=7KzV*!&tG&0EYBPH=br`fu>UW)gNOb9Esu|!hvPrw4jztw$Q@J=_d6gM z;h#?mwkLQKP9>g!5Wqhz8iX7MP7e;6^B;j0>~Kwp4%TwSL4|Z9z(oMTUVC@X&@N{a9arfQgCu8;oiM{);GouEC&}qc!dV;J&YyRr5H!xH&6mWc%lydTvap&+b9y@p_-$fv8_IJ{bp&Dsg?|ToUUTZ~D*;|ybpAY= z8{a&KAG|@kxpf?8H^&fEpbA`O5Nu&+ULV{_@&S`v?6xKMl zJI~gIJd%_M};q0sIh!~}lR^;c)d2#dagN^+||Q1QS(v1K>cl=IcAMVTK#R5lT*-T&V;qMyQbDDa9@`N1K(O|b*cm^~Q-%ibS5`99Me&bt^;gjSv@Qd4jtJO&@%JU{ z$<{9Y!Yq(kzh8N~;E@G&8R-#qX;+brrBUwe@YX>=1j_9CA#y%yGEK4hs9zw+e6y-p ztkOVm`j@>#_uSVsf`L*%bk(WZY1+82|*7u`97_{7o1dl z<2+eJ4=Q&ystgKoFL?&atgSo)!wX@~75q}fNUT5A$I^f<$^ykf%7)wSt^uHB|29n7L zmjVmT1>wMeeWQHwyh%lt#J+D-GoJUn{}dKjp7;M@UIp>Png0i_hAIT-4-3YS|G)L< zQt_=G5y`{3{mUYI`#1lv$TsESFk%0V3*soj$-+YO{HLbNS^T$tasOMtV0gIy1(DV2 z!)50x-@e*P`}VgYa_aBmM68puc(933p!gbR}vf)fR|0|0ww{CDlJJbb+Wyc>n@-*Y6S zc*%MA{*u8Mp!vX#B*ZijwM@7tgnx~nu0?Qi|DKKke!B=5kh?NC2Uuu6h)NQDAQG6& z44xL6AAG|DAOgMT;Q9YROc#3p_pAv~V{(@5&g_j92s!FDy_;#C4A$C5WPB;H&vYTE zA1kPF_zZuqJqb#u7Znv|X-TU%B4~B(Y+Ov8cU+vGueaGS>9(F%Vmr*pF@r+o^ai*! z-W53wY9xBxr?`_YX<2!TsBz$e^ggGkIZmp71%VlN(xnYowDp?C#;hyk99s$u={gdi zp)&C_BOm~O9d6j3!gxx5!2U<*WI4_@I>f~H(9>T?1YF2BF@xk&OvyHb1g{YNStk*p z5R@bX+F6a)H-qL;2s;I0fkB@sg#VNhm&3Hv7C>VVU+t=h;;|S*zcKAWhp;lEq~EDt zkTQpq%grm(m~c#_OIOh_Sky^$Xatdb=u+fNhvLPOEb3|Y4*Jk2z(%kJq11s`U7stq zW$}OEV|xhVlfclxl7=wnVeBHN2aB=hYbnF`ZsWv5j|RhVE)*OkB8r9vsswH_28uyB z;Rp$+#lMrFC0AF#l@wC|aRd!B>I@c;6VJ-xHkJ)AdN%erKsQ$B0nZikVPu7dE&!sE zBJrB4vG06~!*}8v7!q{jH5oAy0@rQwJuBuZm3lN+uo(7JBme};ZNw>YFi=h;zGBk; zBobq?PL*W@0BBL?`i~U7Cizi>PU^(iqJ`B+z)GV}Dv=1j0ZQqh#Bw=G5P9$0#ncMI zx&D+yC0R#PR^)miw2I+^p-hfFO(2OHzG2Z^Ji^uRF&vwJ%i2on%H;jLrj=u}Xn!7j zN_cU-XcZ;eu9}R>Ku|(&AdGRXGL|T&9M%`LL{VM;bxC$L(LAIQ816iNerR>EFCnCN zaH|CnyaP9=*=)Tzi7JDIg0h+9jHXb z$@x{SXUNou`N#Z)*t_)&uxte-T_fSC8`Mw#`!Ky1TkbP4=UiQ#*9m`^5K3Z_E#^p zW`u7%vk2jPc|P)#zyMq1)qqdeo45v)eE~3(_tRGJQR2uW>)Kulrzp(Gs~=(Aabe+- zp>dSDgK^oZ<xz+0*IL$AQ)?A&LI0Nr4lfhj1a7IIJl(hp%a(RZwhF=m-KB z@9A)ib&sLRkL7~(1%6R>z`s4$DR>+PTA^4XLRdJhLhqoV=kN^YYyE`nPc7$03;aB9 z+njO zQ%vsW@ck72I1&3L4HPIh6@%`EX5qg3<>jZyqxjFKX zg7lbAPflEB{~(++bn~w?^Vi2|DjvTmrp)QKW;%6&J;DU^J}VBWrF}ww+oUF(Bi;om!l~3O2PHiQ-^n5k5s+z=21Qhy#h1NJ!F5D};#|eripKYKTOcRipH?#{ zdlZ1F@`>sC%iLnT>nqabKa&uXEsCK*M4$Ysx-+I?Ggqu*7rV;4%X62ce+8I7X8uOZ z=&X9Z+2wx~elo7(%LN%oh)7!qe5f8I>g6eWw zRjmb6I~NIAE|=m!5-3cISMeMA$2BMWmnyXvdj>;3PtmR3^6lO}e;fnEd)Lg{$xNg+ zuU2=>9!;$rLD^jyi-sVcFp`)Oti5R6O!bJ+i2nF_cE@w05QUOZJ%z;S4;COS=j#%O z(tV*rt!TE{4;GyfE8hJsM@S90AXC#*66dZ6?T#JVd8CGM+VbwGMO#H$$kz>ZbeCGV zm4k>y%%##Z3^e4Q?L$d+BuajB(V(xmg*!%68O%F-PJwm%hG{rz)=y(do74Y?thWw` ztJk`Ri@Q4%cXxLy+ES#rySv*Icb9=;#R|oJa9W(=?oiy_wZDNr_dfUizQ2Y!!#PQI zl9gniz1MoOnLJCGOI|Fji5pnYNZNA^n2B+!IXBRRN&mXUKp(ouuisOrBTb;3minw* zNy|`%4^aFaT0KnTOscyk-=s>>WBE&1dNWJ;cADOAa=ZeX?ucfIddRM^4lSJ-)}e2B zT8<}@9;j&YQxfr;W?zhe$-|f35ATZbYI~94b_VZQ%Bo6>*Kil9-FujJ{6^3YH4HA1!1pDlGhjx)7O# z&`^9=PMAvGgN{-fZ^_U(yhlYdKjtyzLH+jqC9;q9TL;Z+aB30K)-n2nzw9E}`t@>; zU-v1T%xqM?YKMzVQBx(pyU&jjG1cq0RrfLQ-5K4#Sb|B)>bhKwYqlmj3?YsmlrD77 z@Q45;W}NDcnBv!%d@D{1_wh+SZ{!#i)vcJPzrtSL@5YSU{VY(PsrY7F)7wrH5Vq-d zliai$Y2htPLhRnt?9ron+A_I7Gegjk195Df7Ibl8?kwbOkzH{(@skCql#(-0PW?#6 zLNnh$vA-t2d(F-T!zO=HKd(+iqNg2mOo<0@4#6VL)I(`w8-tckN`ybSu=HCobxtAG zB~C|=6#3J2&}}wt)CYrQZs4B}*Bk0`0&AvchTX0TicTlmiyOE-sF9`qs)DLvTXwVO zJhC!o_VIce+lZpZwLX`QH!VNCS~OZRU=f-E za4U=ojoBu~p9fCcJq+M_=A{U54-~DqRAg+KleT65iCL7!6TI#Xw9AmYQPkGhe6IQ> z-N0U=(*%H{rUuz_E!V`gMSi|1y2$u4EqC4ywbC|mH8?PDq2f+C+g^P@lD{^)lFZaMwsMP7L%36aQnSXcoqor^F>h`T2%W6;zU}($J3h1^VQhni6hS&@@(C=EBI}>| z+@_3=A*QQi*U#T5Z1LlC@+>}t8tSQxx5WcqyFek$;5%(o_ESgH1hG14R%u+aM_W^` zDx-UA>RRp_p8+Zf+5Cax_cSEwjVqx}Bd6FXnrUlis3kq7BxD$Arc>>_pC7%U0R25< z{>Z;M6|-_ii;QjUm1x+Nmr2ZLp6=F}JI@eMV=T~Q+3EYJZ6tiwAv4__I-5KP0l@Ta z%Aik~T0kU$un?5dj5X9Z1>Gg$BvKShG`nqYh8(7}iflb20~n{INU+wT^LKx5*)51? zUCn$x_^I|3B)SC)Fy53;dX%H-1Uyy6sz$DgkF|fn0v!ge9(1lt`YeSp{f^yUv-Hp( z?vt2YDZOi8fv*@Eb!~WtD33*hG0sUoYK)Ehnjhr{NOjaJ_4+Y+QarZxweD%A?o_uj z!@AVH&-%bqWNu9@Mg-=2wL-ig9sRO9GL%xVpsBQXrn1CrH0FBj1^&pVN5E&B4y(bc zv-cUiLM`YA>%r9*SfI`%ggZa2NHhwYyFTFX$IFX9e(i69o;$f4M4Yc5WR#ZkZAo$d z2>bi-X0vQJqSEx;{#o2Rv}Ge<_FtK^Rl`D5q8~a6BOy^}|B-J~POmPSYgF?`h5hOW ztL+r~4e}FCl8F-1qK?TSoC;vV@AgNdhEfy5(DG&Sz>R<2)J)_6BWiMv*%38{?~$s~ zG9436p`a0cJKMBO5uw+8)lN~4pduad`jtM8u)!b1y^W2YPZ}9KNe_%-C-)q|S3~nD z@?LdtN{(^Hm}n9jif})#^d-;N(mt_ocR_=r`~mW_=S8|KfM+z@*m?*V;KwppZ18CW zLje}>LVW#~vKf+x|L@tX9t4|F49Uy(mtxt&5bhfkBrp3v=RjWe*K;6Pau56u|B@v0 zvi&bfGB4X-?Zg-Q7(OyyHt=cb6p0X$jUO2B8O+PA>kEff`QH=Y$QJxx`WY0kFzKtm z4t&mfDMkU74qWcb;g1S5!~+jq2@KSyq6S@U!PCJ2zh1#3ftaWW+!3L8!F=DjSMZ;K zkiQB4;cVvR_&2u?{4kDx*=)eo;oyF)4%nIY$`TH|hTpIK?}?EYOlK{w1mlmw%kkG& z_fi=!f$obe;R~@fB=`&X2uTTAu1AomeDzPtn<0Y39q(KbkwDQU2p)*wguydITmT9$ z=U?C7%M-X>&!6C9Xn+vd0E4fs(PBkH{)d9ca}_Mk`a;2j%KH!V&g)G)z=V2)mjp!c znVAZ-QjZ{A`5K@B`nrmg3Il99K|%r@I>LdA1PdqHW4uTx@^S-N-$CP(@^b&n*#j=0 z``_*XTY#JQ#R6a@#1~fbs#7GbMqqR;@;@#_a3z(+=={++5P5n2swuwIg@^NRU3gyP z6RAMvb;v3ee^1;i#wai_|LM&aPb|1=K7$_uPPqi@G5)K-2!6=_$++YN8|7tKyyjbi zbX`!~TS0*hm|za|iUZWYepD1*-hWL9?qu*09*P(2#>HSmq5`oAqJFM=byWbT4^W8! zlC>GOB5%auD67HQle@T^=;f_Vo*0Mvj}PBz_&L9XwQ9q`LPl_Qd3aQ}L~hT=JKZM8 zMR#zbDHZ!k-T7Sj12|4Zs3b>lHTpA2P^7CfqX_2a6?-yS0BDv=@6q)(?-dy^5X^rV#efO3vXdsRT_^t1b2N({wxE>2RlZ*NVzaT^UOMddwmPHUO`ebs`5g= zb~iL6%Jo;OYG_0icM5xsukE)xmr;x&o!HPiTS;Zw0`nCV$p#{h4KhDnhkmpJYWHv6 zHS=fQB@#4Kwsz?&wv}uU3y#NZfSkS`kM8*Xj9Cga7tv{k7;*pIJ5uBV;R0TMq$30LkO|6{jIqOJ$SH}UMFx@wN->N zeO2U`tG(51vo^s}F5X8s&@7@iY7R`0Fqb$qXmL^8zS?nR%48wbiu%TG8n70X3XCWvz^q$M+Ro7tjtvxJhZc+NcQ&_VivnL)Wna>mm+r#^W@m|l`t{#vt z!`F_49kq3OkLa9DFVSTj7QGUC{X|7hP!e)+EixA#$I^V4<`UzSgC+Nuxpl=z$GSb!Wa1gM%iHi!>IPJ;p#;j4?kkWu zKB1(UTgx&aUhTVDowJ3JwWgBQoDyO{$?JM9XV`lWj|Wb|<-kL-X9F^Bn7#AVOsp%4 zH43?Xe#c)v2+b2Zs!V-=AJh~J$=?$nYlb}^F!;n@)SAf`&3Oi~`s){d4y{R@Toj=) zN-3<-Fsg0~6{e4)S~{}w_*7oLU-l5NwBlQ(T?3T7(CCLP#Jl&cI5nDv0lp6ViI{~rM1{}`-(}CmVU%@bN2JI*O-^Iyt z6-^WRufPB})NTYCL{9ahGXcCu`-|_8eBcnYmxT@d`MUbRUZN$z0*%-4sX^`cXi!jp z3k7xT^19mK%rc6C?s=1l0QHiMo%}%v34&Hv}DRiz=8`RUbr0 zyH@8eii45j9iafBqjx?&x93I>2VG>!@DNYlnycn#cjpLa=Z~s$^`~sU52%nVa0qyh z%g8EKkiKu%M>85396Hgg5Jew`-$Y432$2J-VRKW(R&puG`19h+;0)HT0dI3^Nq?90 zkd0x9cZA|YTTdIK*WzzlI$h2`REQCxSO*?ey_J>YYG5#(qo?~mzE=`&RK(WSjU9ux zt2?$Ws>%HGYi9QZe{%BxXY5LFuQFFB!gU{i+yZw9^h0==gpIZo!Zn6fRC^TN&ky1N zHW`Q~!j-)<`(}T}B6{erWvHVXEV*|5o-9y1k_&u2Kfdx3l;xL5va5gJ@ThP{kgAkU z;k|{-q;qGnH>*S_j?ER!M;x$lMK#*_cbXbOU)D5VS}9Ec>EOv?`v_@;R9ZR5d>RfT}qQ z>m=BrD5s6>qcQJI=+9G#_td1?oF(S1(7Xu^SaWMoZUG6mQ zi^eK>j_V~{7Y#71tq}Jb*`=`y)^CtgMkD(-vMao{ zrR^oMtHVGAZM4fd@hZAjoFhBso#feFLSnBkhhgR;6qfR{;Kf>g-O8`4(VizD+{J~% z_~+VrGd8qQF#D9^{M)g4=y@Tb=d0c(N9WkdvmYaJgECDYD`a+Lk59$l0U9>~!Z+y$ z$-Gy+&7^*K-|@U~N67dP3^)oICc=tn1d8l2_H~f@^LB{%rhBDvj?M?tx)|2|t~!hT zB?zzF=CidX`<0_99h-KIHkj8fxd#25OM)JGu6n-qnPbo4%|+j$_|6V6`q7k6)6fC+ z#{j06n0^tg5+Q~Ib#zsMvVnJzGmKa~m-O_th2MSdzJ&?>Hf%8^q4p}Q>y1`p5BhL*LZOGR z042YIw^GV>5zCrK3ixd3jZCb=Jb@uevwIQG@NnZix8#iaq7)_cXtrH4pl?@yOqNQ4DGe2`wHSow&kxiHA&V<`3crh zP$q7+<-r1x$Fr(-SW9%BYSXQN0E+K)0~C%7AGa||AlI#|Pd=7iZcRC_YnR=A zs&>vw$wCA+SOc`qYb2KwyJTB@W|`?=Tu_30xID^q?yW7ixF5|bn|R4Gfl@w;3HaKW zdJMOM+dOFg{hd$N_}6Y4yL~n6KD-lM?nJeGO45rkYqMn*kU!s~URPQKQhgC$TC(4N zQbXrQRdXzwpxNlJ*I(RF%?m)hE_1F4QlHdoe10m;ECa|O@l7=gV1^w{doyxr;xciJ zABVxQiagz#c7Mem2GE#hBpKTdZRu|1=Vq1#Y0Y+QD_vAX_C$R>s*IcsjmH!G-3Qg% z12J>GVCpk0v1XhJnZZV_n_=Iu*l=ok;8}>WI`P3Z2g0!XuC#(St&3Uykb-~*x$}?DJl38Gy9}cYKt`DQR`h9A z#I~uT3CURseeEdVK|D{E`b5I-63+$HqRI#jwI~4I`n1ccKoQ^z|4)W5AJ5IdN^@OR z>_Z>a>X5IwK$1h~GhD-$@Hpswkcax|J*29U?=%agvCJ(gN(|ORdUU+-Ian1!UGF;_F;O;Lr7CRbZ& zQD8M7j8Rl+Ko;uFAndcUDj}#ZG6O;$C~@c|C8@i+_wc9(Jq1x;II0CDl;55>GLU?KoOec=eVuPG1P~1B$*L z|KeWp1c}^z6qk*0q}APeZim+A#2ukqPBZ}kK%DJ(j5W^qYp61!R+{Q={4`tTh5;5$ zYx-w_2599UEXku<+u>T1zwi%fLXhHX!a_QAW_k0oJeUky#adSC3!I)9@xDXZ3J_IF z*5@^?wETFQB+hX$XxrXjJd9J@bQmP^dp9Q9lT`*-*EvISquA)*4oyPyaBqp4Nljh+DckHpzY zHuz?+#2NTzzQ0a}cRXZ#;CJP(+f=?6uL30ik(-x;{eRgi%XNoGm<64(a*F08@vEwr zm)&o$r6_XIBbFG=-Vl6+k_+Y|V~IS!|E?`+&nrNeLPHCW;NscBjNll@6$yZ>`Z zz~`CS*4CUwUxr;+4~b-(Wf0t;=Y3p(Wm`Y{jDp&qSDpX#qG&W zjx}Pd|C!a{NqKAU^~%jGaJB*D!4LE2)Z6bu<4LNmBcs`d=;R{pDX{d1)~Zh%3_M;y z!_kS2BE-*6zlBz1T3#-MO>%}x|E68FjurW{#prSg90fdHZU8LVb61~zpikA|{*WJU zwB5{#Oq_xY^hIySp8;L7ppHM6wGQl;t25>0?FxD+pp)FUSpLzUnx3A1m1mtam;bu* zq08xO$&PZqdvF6C`NsK;XSv56=v~i#THV1>iY(54@L9brcrForp0(Voxbg(@JiurK zR2e)li!~x%-rIvC;A?)8JoFu;SX~U4Mh4x@E=oI0`QW`ts)@L#^^j&%|x|#;LOda6btU z>O7bbd6p+?oF21}x~>GAe%h+6-1Tm=(M$ewDvS(D%bq?m_;czblpLuQZGrh9#_(s| zqvLKPuKn%;@C4XyS$(>`sy%6cnDiiF+Ptx=m{- zLg1uET=t@;EPCJiN;9OyKID-WM_Jo0%v`K$+bqFqM_FuzOUBjkW?}*fa6M%6b&UHKV#2gB zn4M&A??9USlqT~l)E0`KzlBq}vrC)onNfyDC&aq~KgpL3ZBA;t7z$x5E%kv&{kKa>Gq&Wg9hi6C{9*G=VXx{`2a#uw-H!UjtS~QJQLHO z*g<)yE*3t`1d(d;WaId4gvux#1~mD zrFN#c@(zWDN&EO~uG~^S`4#vdhy8qwjsrf)G8y-V^Sa%nhLnJxnYO!q9B>$>IkhA% zoz!Y_w9T+|+&5=@q~G^zCFl;Vs=p~IT5QRdNEEozXexAo&xYWX;27Ly3Bq-4G)Q+3y&dY$@+m4bGDX2PUt z9rGKc(wvbfuu3kC_oR39L=5!=jZwm^lEph!sf^wChZ(8>$`d!Owxfq%hea-wQI=?J z>BRL#Y}Ab*ANEDE2(`qBcCqI&3El^UHajIg>}^><*kvazgErm75giXQFa1X9WGlb& zjL=sNmstWZg-X{mev@wTA!Kjeyg!X|&V(L4f1tUQ;r|er6Dsw8FIe39VLj%*1;G8R zeawD*F76dSDQl-~5sh?;7mPX?IEvGLJ2kT4!|{-h4Od-znceza+%0}k)=FC{is%$C zfOImj7boyGd8FBg<31l5F1PkD+xNM+Q+%hanKnZ-(lMSt>Udx)j_|G8$QK`uyL@Q4 zgxbw)q37Zs;u~d+v{9mnj`4g*$AE#gxO*b(5pN%k+x$n^fZC<($EV_U@zt^hS|8C! zhj?D3_<`lP1)`~8Ya5Q6{7YD;+Ntc;r{dPIgI@32>-|FU(pxl_NejoZKPU2~B?XU~9h*4Q&_Q$BnYSAS)? zE%P14*xX9k%d5Pu>8iRWyX=v!E<;|r^?7}>eq_77ui2a9Jbwt5+~-qN+$=-J14-%r zKyMsHOOx)B1Bh?d(49 z1>{!sS+d``!5NP&xP5acn(s6GW*5G+WYrC{MKxRtcsPgvKHfY=D|g%z*%Bk`#&+n`Wj9bXci2E%+5z~jbg|P7yP6yVTE)N0Vj;kZ+-Y*^l z4JP!Sz`G_|`WzjnAl5KrCx!RDs}g)R%O6pQ0Wf5FZJnC)r1D2I+zcQO+X$mrll|jc zmEGzHGUmnOA_MTd$|Ft93+Y8}>?m#P_Q%C`@?2yCli8~sM2ZE$w~Y5^XP*0rMz->` zW_{`3+@Pj?Y$@a?8y*0AKsSvJ90km!pB8Q$xFFpov(269HW!qvixxzTBb;}A&%amQ z4+z0`mYQv@*RZ&Jhn0MUe&^O_@RJ-x?P}A@`-Ym+`Nz`dZ>-r8NJp3AU zK@~9ckjEHYO<$gxO8$O1Qpt*hD14%(-2aYxdD@`|Q^&i*F%7WJy^TAzh^xalV)CJk z-0wR@UK^y({_5%YeDgcM3U<(2P1>0ruj985X*NR*)2toE52uUOr@9oO!zKQ9-0a6q`7p`RjxZertR8Gr^VWvLv>4f#b4Sj1{qti*hTuN6RC*$&WuC!#xl>_q!Fr$KDaQm# zS^LFE1ugf(nl)*}$#Fx!2N!C#oGlaj*0_vDT}MdEBP=V&pz2J^+ukonu<-!EBHD+LW-sa z{7Y-8wSG2NH(vi^;w_--%UDV^A)*4S0~XSF>Jb}*f_!VPKPC+@wJ)q;D6P|EQ>$asJPlwa;l>Y{LqmGW_LG8O{+aeolU%{=Oe zDLVGa3+j9Zhk;WklbJThx%y^Nm4|;)}&eM6+OL<5g;+q5CvZHhyKLDogL*t~p|G3thdx<`X z`|O|eOP0M(8eHFzv}PakDDZHQ9|RAFzqSR7ID#2fS?meCg2z#@-6EXrT@k>u4N=$- zAR}(2mw(J;)bQ5pp55(c^O*k{{B1$~KQs08j-ARF$6rgQs!nHWDagT;>Y%*>AO-GH z6KQ}9cyCD_{obnnuxaWWi+&WizJ+Gs`YJS+u0~SFHNjGS*iNn8>QCxU?P*x)-;Yw0 z0FU0dC#~Jp=6CoR6V~(R=+680TC79Wyt7!7{~f;mw1Ycz{!U2tU+Uq7WPnl+2^XBr%B)g~6@QY-t%e@aY6$>|^5*0yc<-N-OLz{_IIY*0#>*Va{?*TKn{P%-xU zQ`hiRxn>SY%g7bL=4F0^p;w*Bi)!$Ob<}Y-RXFY(E6aDIVjT(aw~=>lU|e{eXI;!@ z2Qxy&*(OkaskBvKD3e|eTa67_b-oyI>&Z)HhLd+aCsw!yzef9ux`G$zdoQS4T4)Rh zvhP7Xt_~0x#F_*5N#e_(H4+D;+3B6M>ojC`O7-Kow*s2g#Ml z^A99|fk;H(bnzSab}BPtgB0HC_K+{YO*tj}I?`nL`4Q3gFU*Hr#keWp-n-a-9X*Hs z7jiqrt&$9u08W-hHnt76j~EksL*yVOy<(cYHjdhY-BBVWP=)eEWG3^RS&{wEwT?a({e(%tf5r{2 zek?s7+H*~Vtt@69BCBu4=zi%67y^bgYr(Mx3HBZ$pO}`jim0q~@GLrA4!!P$?7&zl z=W(S|y$O=q5-RI4SLiB`#;MRHr&R+^fl+p(br)K|K`(!Q-?{-C+DOm0CEaAyL2#1i z;pi3GQ&DEu5CJSkzFInj`aQ*+DU7C0xd)e0b+Z;_aAQro?mKj|%zo!~qZ(b!t@X#% zQQ(*TFV@+s@Mlad{!Vle9%bQI8zOC~w)V@?nRB`aK(SEDsje?C;sBl>c6&(L$-iY9l+={dtHy5T9ZJOKaJyZNN z!ONjl`tSTuR^>fL1+MskxDIRXqIlXD<>v0$VK9!S3G`rI+gXWTTX>p2yZ6NL0(Kcs z*RNnV7&`0|Bh4IX=J776ecysqfl2u%Yc*^$u3oMnE(p*MUK~D|uvYi~7vlWG&0t(3 z7?(S3YVX9g9emEvRD!|Q)byHtZgz{=H&q8=mx&+XLa$X1nyN3FcRamrL;^>V;xwo7 zG*8((+xLsO{+6;`STC)y8{5NtUL@)}J*U9*@9x9x!d=MN2?_8N!Jtck;>)aHTBiZr zEn(>w#LcBn-7kZAp6Yqvzb1~dt6lY1zF7mA%*QvDR~JiHAC6e|J_@zP@J;ADG2dIIt(Vgj5@8%b)J-N(ORukl% zBtSG@=ayPj-ofL~X%m`jh&>pq`8%68(c=6rqW(L=u~%TU!NvmHs&%=wg7mSxdP=5j zm{vHv@DAIu_qCXNa4)V_&;4hh;ezilQC84FH9Rc!|I*m4a!+XEU#96Aa{SVcGt;Xp z$5;-Ngd>2lzzQCCU)GChcHv*1+X%5Dh0va|I9?MhZQ_PdzOV5Pwcrlk5_Tf9hK{IF zFUMq5%$5+v9q|hq5T_?JirXXb5O%Xs+1FusuhM_Z%c4)YL9jP8hh)jS3rYDpNx z;sgLlQj1K@;(m%R#Q?gf(|xX&KWhz%cDj1`Umn<=lYBeePQ(^9 zvoSisy`Sl~Xj<8tyRy%?eA3$G;vi=Kg9S6?T!fMC>COEL;9b^FX@`q7#a)7-;Xaf( z@v^YCp8S!lKAv$yhp#uM+{=FecbvRgq<~VdS=v9FgEzMsN@s+dMGa_sG%31A`M(~$ z_TW-HmfqZcbw0Uk6fO33_rJOecg}7l-N^sNZgh)#PQH~^)rxz~4*odGM`ChNsE@0t zYW*@t!g%QOC|%PEryCc?&=;K2hgeGbR4WHK7~LE?XTzrn*{832eBJ9J_QM;zaFJoRd^|-lD0~-cbLh*LfXj^uqrb3D+vhLpVvzX{_emt%K)mTxb)o$P<`eP5^+hGa49W?_b>Qa_V zvnx()06QDQk5(o~%Af^Kzib;Y<#-lM7LdfLg-pm+!BwR#0ly2ibj0=xecVu!N;^lo zXY7UIkT1~Yk@%a`{@a*rFNYJNKBHy`gw0_+-JcTF%&?GIX9fEuWgHe|gb=jl0bhRH zG>A>2Q8E~WAd|ELZYgb(7ubSC3>=71j8f%kv9={KLRCk7UKiOjN9<$w!V_ zR^6~g21^h=m>P695e`M1JSCe5S6-NJO#tKYLDB;P1*P)yuib*~93$-LO@P}U@Zw2V3 zm_*)hoh#~$q~mrX>M1Pw3{I!d&DxF6>Zl!DwU*~pe$)K6JQCAKy6+gaeddWY-{VH4v1uy(;8}X{sfHb9(iyka`lh4 zCrs_SVVqgVxH>xTeyEyVh(iQUtA*J3biPNmD%oyUC&H_7PRN?>)$Ohf(P^WPNsw`f zeirB~?>-zV8#+u;Hz(vQRd4ZjEKhbPNnt#6oR4vQ=&o1SL4}NQJnGOnqF#H3Yq^T~ z&B6%mu&1qo4P&x=JX^vdlPREtc4waLQ#M{eHm|>TOJ0PWBU((&tbezF^eE} z{dl%$m_}bEtiKy10x8gwzx@~T<%zXf8YF^ zV9VPE-#>e-UccAbobAg(V(OuF0#=)sRqf0^k1tf5U2P5p?Ffvqlj2yTZK%xOnqG8NJzo==_ zfX1*fT;PG^Cg7S`6Jr#?zE&N`8Ucj{dPjxf{!jha=`eg?{@N~x1!DyU2;ogf0}A89 zm;zsQg{B657QjFNleWGj&Q?lb^ufFmAOP6;|1a?Uue!Y^67P>waxo4u`=ndkO+(O8 zlPT&l@X^1d(Xx8#gP zoJm+IL=ICPFO)zASw`1gT$an)Zl==1PeEFMQkhZ}Dcb;)eikLR5hnK%niQ2vWC;c4 zEOoJfcUD#q9`?^$hYnGvr~EaI1pQxHlon$KywXwdTPV!#Ym@ z>9Tz4K#K1K8dQk-MWGt@C;Ecs(#~1$&I-F3Wyg%)A=q91?APIuE@A(6QAp1^LC`uZ zmT2?7`{G-Vp&opG;vk0)rU>60f4ly*u(C{R z#Y@ zl0nv{P^mH-<_=lMyrYbmN0CHsc(-yNWfkV=I+Z@jiit;n_PtBui`3+BL+=2&6kc^X zp9C7I#O24Pw9qlT`IIBxIKiPSbwXCD22QuLx}r$TEf>PXOj(|?&nMT~J|uVkc@H8? zt9-|^Bev}jge-Ab4+UNIX2q9x^9Lecjuaq$)r@lfGltdzos~=^nGKr=eT$NEO$~d{ z>8a+zmuW5{v`V7^`|qtDJj6Euz8yisLZ(meAaQBFQ*Fz+!j)au;DgZpZv49N&sa>l zb@x+DcZ!&QHM;V%X`d8wOH|SS4wl?0Upi04H!LX8hvTt8&tqd9yWX;sC!U3W2##?x z{@|fWyDf1_2u^)2+Pl>#Hr#hVk2X<%SFf>2Sc{*2&_v8FbKpEt0$0WcxPfEU6Cf7c zo7&K0*S&($(5_lCKazy2!7L)7`cax%&cB2(I7a=+;VU8H>M-N{?6K`|2<4k@ZS08I=R&MTu5urWop|;)gsoE_z!#{ zb4Fi+D=(Y9_$Q^gjexJ25_t}L&$zBQUvB(E#@rLIWLw^(9`VWh6qMNzh6x8kF`#d}og%)jZpyYCWZ(OqnPT{eI!(L}VM?DrUH(64MRU_B@< zkbw$@Av8ejJl!osVg~hF=?cXM38`JG)%Ck%dVoT&`&$Fhw?1`(Z9<5Wv^+d;)^^oz zSL1`oOq%+!j5o|^>{IB>*nlfslLwS{u@QQN`j0mx4&?@t!q-0*Nqlqqf~6J|@7r7@ zi6gq#tBFCTl@SyUo{FQ6GZ>;eSCpch6(f!e#Z%(( zBbu&Sj{8)H@xH7KBo%m=#&a-5r@4In`t8Q|rxOXoUR%M{2V&QmZpE&`G|p3ifgpOTzE&+qoKFOIZIisbt{RQ5qv8|KQ$ z6EZq}mq8>2`v$urNC{lqg~9?aw91BXG$1EUj4l|UG7gw$M@Jtc00wAikAVzQoW$`!gk*co zEdoHZvw@?v*$Xh}UowVXBT+aVFr>ku&M!+=mK%m7)JrHb9f0e9x99a5gRzvn$gMk! zmr&&?vimUjF7WXv@rx8LNX}J#8*Qd&J`1Z#%FI_?`PpZ%@aD*%Y3oQPTrJy+WzUV% zo%a-vf*0o~9sYeg2N@>@Im1Px1D+O9j4MK`(P;CSFq{ds^LQ7&PY0X2LV|eblh~PE z0M>DXXREwuQdgH)geZc=T`ObrGUo|qO((w)*Es)*kvqJ$4c*8m7UY(2!D_=DGk3#fv$=^{hVwI;`W0?2Gs&SE~=meTcD6FtiBkeEd!1*##CYF7#)D)j!AA!ku(Y}G>h?h0xp69c7k0iGK?P_ad+l;U@J6HhP^X%#ab^$ z2q8PqV!6U+i|FCF9ff0&`~7&;`D*Tr!ok@Tys$ca84jTwLa8-nk0#Gt2IkfY`f2E5&bIHC!LYZD_e**_pHxPWez@?eh`tr^$@BC0g;Rq z#&m6oO%FeDk?_PGu$q?u}`PP~4j`4K#sJEW2}g0XF^JAWJ8>;a|(!C->qEzTT|8 zWT|6W+`YPSnyDo49FZwZVdCuvqX5h=7LIxKHwv(Ck|);kj|51sj8Lk-3IOoy^obHR z?%t?s9()eS`=|xnM!ykWa*#xUVb)!i|Gvf zg40qSLN%~@bue@eeI^xWWpl%B64sLE9wXVwrK(q-yJ_g-$nmTJs6nO67Y-t(@`@fC zpMyk|T5I=6F$`82z2XZ4;Rt-BM+o}r`u6wFBMR1)!t;z}I2G)u*rA#7w(Mw^O}!v+ zj_}!X1m&b}4xRx&8g&f2ojCyYq+x>BlDF+p|4KeVIsu|#QV$0b9&jAO(wyFi+p%Kc z^DNNzReCa)U=Y3vk9X+?mQ4p;Ad_sbl~doB4@LstGF9 z^tV2?RKhTYu7w^1NM7Q?TmIUPv&#EOWGZ=-O7E#|sZoa`hGoai^Mj;!6>KkUa)MmQ zf~hBuzsBQr+~h}gq2syJV%%6JcufpF;I$zZy-xtP*X*&}h(pVYFvs5>j0Hrn|JYnf zEa;e#^`Xrrawb*rQP=}OPPQcQz>a^JMsXRPIclo!Z>~>b8C{vB(eRj>wh^Vs5g?Cq z8T#RtHG};a!AK0GacUZ%Be%Q#$(7@ogH}{atrCAyT8ZQvoev*fFtA&{e#H!G2Zop?@l>?C3OTc)Z7{3dQ{@Y9`){sfK7Fo0ycdC- z-?uhcIM_eag`2M;Fd4!&-X}pZjPcYvtw4-P8O@n~7miSUGawxRL+ukN zf7F#Ma+EL6Nb5S(j9m{gTm?TvQeAlwd;eRu3Ga@cl||5}KMbjJoA6ht)o1%*#&?0_ zewz+gE%zdvzBn=ZM6vG?vLX|E60du|hXgj5K2)##0*(VPWFR_$1fMa;AXyE7f}b&j z0JG+M((_(&)SA{Y4GqMlGx)QFE$8`a*09ma(E>dxjE7u0E1~wyPASr%Y1pEg+s2Rz zrxR)AHu6*`mOYAG%vv0+tt34AhSbm&AxSlXh5YrqW`dHCrjRKcxgvQf8(x_uR3C^I zNF7w!`eBK^m;8RI&cYq7L6n*pq-CYg0XE28~eUgZm{kjD8`!b_^&aFYv zo1qzR#38+tTN~PE5~mNXh`bLA6$QMSPpGlKiR*t@s?$Wvlr8L!Zu^1oU8Uek68V6{ z7%JZ-g2$e$cUItXu1)bXhSVlGiQbx2AYTWhiQen%&hnDVs3!4{E`aeE z96_~Rb(?NK6PKTK#uv;w5coEpN~bJT-2soKT!w#EDs3~}i;AJ$XRd!i=W zjgrN=Ir~!yIhSU=8 z*jaYSzz}_@wjUHznPfxhhv#j<)h55G_@+#bF<pWPy_A?wO9$BmL-> z=7CN%Yg-rTX!is0TJDdbnX1d}p0Ml&!M@}c9u$i-52A-=vIuws?@49pA?s1%Rd<*L zp#Lez;b2Ep)y)!xLht)QZZ&|kns3WFSI<^?H{V6Yb}67CVw2-{vJvU|Hw9ZiF4G(pux@Zw1j`w!|TnW>xTOw;XH83K|C^s zz=F(eR}Dlp=Ey1hLtVC!9N}QOnWCPc(IaVj%>TglNimD zcq|`nc+6y>Rxs*tpq-YiUV+_?W}tdsnm;N6s!xZpe5cajgrP$TKZ{tjWH5?KVfXGM z-3aACB5`8$&=XS>(M{4fmT#R;4X99Y8CSs-m~1;Jjh05U1IZ*N#Lbg>9!7PwG-b`5 z@yo6~Ffux+6C=$ks^jLHF`d^?etDXk6G#)zoyGMl)Sbi~huU;m@Uq_ajpJBAI6}}> zJPe+VPIFg}yw9^Jk4kDUl*mxiqub%dSU)VUi`$qcw?4^6pCuc6-iOhG|eREhN-_s=*s0hl=85ym0s z^rmn4A`H0qkh3l|W13;*?Um6_+jUq(tdm5i#0p%!o(avb7a?|E(FU~g`{j4VV(H%w zYa21q*lu)vkg8%(1{wBT4(i3_u;6W|aT4hueVplMJ>mI4vvBE1qlgK)lz`38r4wdJS z#-ie*Hn&VX-+T`ra}IF5yyz`F?zMu(6)YFU>Y?1^^YiM7E5_WbXNxz4E~9)#3HeO+ zJ>$ZS<3pe#KqTOc=5~r`kwMYua0X+HfSIBvlhh&PNt7`|lu#PK z$U_xqLXT-Tnp*G!UGYi8DSPd855PF}AfK=Q8=#Z~!>5d#+t z42jz@I2a-okuilWfJZM~apY72IrN;G*huAf_(T4+{uv92P95z`qdwV!ZR~_ z$%354l%w2vQVYUj{r4=t)OveITLJtlZz*W*&_vAJ+8^t`3IFKY>A>~V-1^2?M5H74 zy*+I#Y<{+wb%wROR?%aElKs3E+Rse?6i&q;Vl{QWR zmro=|RvCBkV}DZ?fnCB^SxSelsMaA%^S}g|n6_I=iY~&~bL6O2jUQ+)8hikjvW)ft zNW58lVQgW}@Ld3$WMG1%K8JvGqmuTjyi4ei^b{L3PXCfxrNzCO$|r74Sw`E3H-roA zw*uvuvR}sg5Ubk`Pm7`}B7|y$Bc2pCvIV3rZ|khOlpFP5$LAk{acRA2;~s^S?q5Kp zohY&2K1UGtWgV8qq*@avkf#Ek>8>(iyTyq@!a+(^d8$bQc(8$k`;sq-E^?-$*Cr*+ zgn-_YvP=6ttGgBKtbPNFu~AQ!mS~*YkYiF6i@d8YZFi2Aom{~&TkHe1Paq``?#vcU1gG2&(Zb9=0?Z9qN@%(-cpi0BwQ#J47ap-`vyL^a`C$&>~#U} z`{$N47z!XpT8UgaVZS}yb_bI|lzpXJ91a7eV~pOeY~y`vLQWnzpo;HShp(S$Eb z{y};l{?35KDp1J*<)Qn)0H`7rM^tcU8VM)31C{bE<&Bz`bWHB`LFN%qeecjbSD#D( z(PJc-Hd_VHFN6Ch;tQ60{CB{#)b$*j>2`^;b3I6H@B(cpN}j0`uRt3%Cc0{9|HH>c zkGpDzxjE4s^k-_ojzlcyXUgiem3pNyZlD6e!N5U|tgdK#?Rya3MDur&pH87b;kM6e znE^T*joIG1Z+jVY{hb+kUQp-!Msmw2K8z0u^eY&B>rV)?)FR0wZ+0~q{(t$Z7X@! z%OlmrN#FFae1vU4!&0P2N^V82 zPxcIiS+F*Azc&c^c|p#R`sVQ;M4PRp%kOu-=6B*PqL+A%)vsGjM*_ZHy<45A;;NkkchQjo>L>*9yDGK)+^+pf;ia?77x~~4c zGazM+MGp*2AVvcfH)7(#0I8+GnwIOWm`yN1Om`xBP)jG~84OSh6^0H7u82nm{?$>J>96hSS z0`&p}w-0VF!Oe*5Kcx0qz=^;r;4s|_t%U6aD?x+2sY|YbpGxc$MH3|iFM`p6&ZaiF zZfn9R1EmVk`_lFD@_hw$vV>fW7!Q=!&8yPhX}RpGyO46y)x@H59a`6_)FTf7Bl(8G%eUsXMsI6l-XgWbCA{ zi@8!MXX~7X~Rl z>-{;}Rlj-teE~$8m-HzH;B7kcbrn@51>ByzW-bp3d0XYT`Tkj=l4k7T)Scme!`C z^7`cGm|&}UtPDBUuP@J+GZo3!1sFCLy7uVwDd|Y@OY}kJ<$g~U2XvdX7+0RbQhuKC zALmE#YfzG-^>2q`ZMVCl5p4?t;xe_T$NK0-ZI)pcZwjL@MOpqtd5FD*IIJK>!6nPH zKFW$L&$AX2kAfon6Z*Vxjyn*Np+KxmQJ-)}IPnW6Z zS{Plm8YjFOuLDy00LD~s!*Q$#a4g{`)iqE)pY+YS@9*?Gi@|M(m+TgfI>bx@TyN z(gn)XJ{ccmtOc%AKg_sCmF5Htuth#o_6w#PNm}X=v8qJq0^sX8ku=ocF*i;-&>1Py z1>Sz@C_dS~rf|O>v}F(eQaNlicZWSgSAlSCR4=|(&*6g@S6;RV8>8hI!olWb6)uk@ zxTr;(MoIITPbc1?tRTNakX`u=} zJtlXKw1J9!uFl`?_x4n8cuaop}tkf+Y(ShjnjRttXej zoKSHU#5+05AvWb}L>`IW){FHyPE{9jddQ&if!O4iDu0VoAt2tQz;R5}1=)n@`vKu8 ziYxD`dw{1y0|B`J?U5_gOw9>SyV9gH`O^v`q=NRI*-`lU(m=fK=6W`Ig?O8F;7_Q5 zPn5TMz4?9a5<}N^`Mbw7OaAD42G{%b9!IoFIa^h_Uq7sz4$=FYi9~+cP`C}TpS?x* zpN1kzh`6BS*$!J}&`hr+xlEb@?JVh3e)oixMC9e3#o%>EIGU9m7@a}i0kkVK^DO)E71`YeWytK7;u zDw^ATAxrLDuK@9JCB(N0LXw7hqS7WJjllhG!ZyZ9N6f|~{rkpcZ3JTn9&Vn#Vjfbs zevQ^(p?`+x2|!t6_=6~8wZBQ7E>%QyErSPJgu7BV0s{JnkIh8WB`RPlhWkL>+OFsij^KPa=5(Mk9-ilr#p2-R0FIVraQT z`#%%HAT0nc2;U*VqP_{EC3=~ZQ0GZulXjZN!RVK5J@Sk$E1AW6tIb&yNvIKri8q76 zKOzCuRvCxVIs}Ddlk>G7EnCazh;Gl-lfzn0b)`VYjvL`yrF=gnb`}mLG$JFk@M_EY z{>7?LSDNU0L{bZVu2jT<#mJP}$lLYzjMsd$3aK&xt$rdh*^+n16A;^Yj*}ex1w|+} zOl;|6)i4S`%LA-ylEf-0(Dw1NQxuyYRt(L-w2;nOY{^O;LE|oR!TmWu29c*dB5x$@;AB_ z_)zm0i=1M$!1`l7P#XO}k^7v%jG_$Th*-G;fK~#|$uc}J-!T=GvoIjvNyfwC$+b4~ z@HxUr8pHOo4>a2<(77{e9l0SaVt6w^BET{c9EUMzRAQ=bi;h@X3VxswI;zK@o!8#G z@|JOQgci*h8#9efTNy}Px!k}M{XVk-Fj6sLy)ZJq*SPK#KDU4o*3kSde{ zAh3e0SL4A%F_hAWNNz5vO-M;|FoDRHTy4>h<_Pm5NMo6FM@X}c_tqGt9x6jSt<=s&xFy#?L#m5GX0}DPhc!ts3L{=DJ(Kj(wu8@-B&*Ox6OSx}>}dZ#;swK!`*r<8{H~)$46GuucN0mD2bg~7 zaNW`o4}Sd+XbNzw0k+H=hO~Bxn46mYe7HR(*SNn^KlHhq4*r^_^3Cqc&3v=juZLxu zpU%Bt0Rw=jplBWbU9buJ)`P}0-Az2LhWYFL2ZvLKkTof9^L(E3Rx>vGFRNC!#r1M~ z@$K~^>BA3JzCv~4y5}~5TKX;X{($+Z8c;lut%fZR+44=hPEmg&^2TzvehxA(l>v>|uHmi`{*y0I4MwLo*=%k}VjrntX+^`$&m$Jo^T z<7fkYOW@wn17ICnFF?CTM2Kn+8$hF-KMZ&g zB_421xH1)e)c~bmSK2{&EUUN!oa%GCtin6m`+I`#J`-MEt)2G1%aga!wHm3_{yg9T z?`@JG{?W%I7cJ@8cGTw$$EYd)7f_g2kcWwy|4rE*-i!%ak}%1e3HK~UV~)M^0jEA^ zNOHKA{;n!!yfO5fwZsP37l7Z#3Qyhvz>fn$e8m?^elpKk)X-6BX9jq?*X9;E;jEVW z+!JGp=;FM)!zt^|BmC*IJ)xIa_)*e1kMy$@4{Z^F3m_>!D)6w>B|xoRTJR!&W7lRP}p4udE z>BK0vj&Oaiiy8lyWq?S2o+*o?C|N!z{Y|~~6Sl<_l0wK{-j`Jy+sGpZg7}CpOEA40 zi*%haVOOCG3cVz(@TF*YnvY0cMX_BD)$j|>zD+7e?~PTJT%#1B4xv?|BjZpqIo)zj zKFJJP%sV4uP$aw>t^-s_Zf5M?avsVWYi4Hek6{3 zmirp1kFtyFJE^34QRjZy@2r2N)6YtNCYU9<(T+J4HQG$?x8Lz8FGL_HaMeovSN}cv z*Vny<*+N&g1~X7y*bU_mH2Zbdn|l%)3iI>C)4|o*J5KPSZB~H)x~R%FsB|!9{ADiv zkp$E&KRu5o+R}-}1W$LdoW+J#kvwYiar*HY4RBQ!BY!^G&l9E%9ur|(zK_02=yaYE zLl&`P*S}n$CmHbYU#0nsSC)@V1d(27C*vs8p>+Mwq$U zvs(Fu$5sH}qkR~2wuH=@ec{HfVn14&^0{pW&%dP1Al92+rnU=(3fD%?O4B>ZHxz_4 zn2QRU^T>p|;@RQ$-;$NTo+AAOkhjGncE7wC#FHVmSdcA2*0C;;_RNjObMGdYzT15l zMt%wcO0m_{Xz7vD+1+%xxQWai(pU7b`IElWUBUyfPJNe>l0pd!n7>yVy`PJmmFv$a z#Cm=&-2K_MnNj*MOrL9ilH#-Z;YI3d$^T-0luz{P-}%QNNc_|RRAcs$~X2UZfC0d_S@uMfTlce;R}4GL!H$Pet! zd2Djivm%i#Yr>M>Ew+(FLaC4Q;EB*(7pABI>{?&%COlYILzhUFk==8hwX%pPVcwL4 zY^NeA-pu7{Kxvr5?V16Ire_AW?jq7;tv+p3l5tYt73fjt&<{vJAcj)t+@`v(*KCEb zn2NFyM2#D)_IUb2V(W8&ELsr=x-dn%uZfrt;(+k5$)SaA0q_9swqTr38?1&~zRv@I z#o2|;SLm%7ztA)J9O00LhQ84spYF=nyR)CXEI6`&a!I>cTFN^(>&#QCKA7Sdhfd_| z@6ApwTKEKOVsC2*)Q(vnq)8e~Q9jXQ#<=iH*K7OQv26Gcuz!0RXGbRzIT`kE-ap#m zuS6|aU_OXA>fg(|BxIBN&)8cr zWpgnb3;cYJzIMv4iu=JU=fGlp0Ld>Uu3>1-kgt~($9$1x0@JY;S@l=`2c=Opc(F@O zE2aq{>8y8=EBgdCRi!mec&1s@YQIP2@?X9?HJC z_I1*{dG;hLKOgpc3_fWj;+<`|qqBF~)u`_9vRT15(m%Z-z~eV_;%b4##UX{8hDbE1 z>4Cw0>@pEbd_hM{2cNxKVZnyx1Rvq~Ekgs~<>LPLX7V(6^Mr&S1-zMj0&j$=Sl3^K z4v7WbDVS}X@=4|1o9%j_bN~K^Aw$QB-C9`Eg1>wSi}rhJ@O#GxkvWU&D?|y>M)} z;3hqS!M6^Y#`k*>y>n~e{0J6~F z-gCI=jjPp^^quY1l!GXI1D@qRm$S~mL(dVGz$i`1li;xftzg_cV^vo;J!_vgM;Gme zsuKor1=Sys)E5>Gp#YKv6sf&6RLne7HGL6|ykl&*lZ)TWcX^Dz`{Z;cTMkUIb12hM zU2ziQYe%x^BG|k;BgnAgQRnMyP3&2lr&f6?Pdr*IfS{^@PfeyRRN5~d*Ba$qY?@Jy z59opt*Cqb~m5Fq2Q?nPKHZv%AQEAqyYeJsUd7Sm&(Bk@O?g5}>)faq}3^=D`!U`)h zwiYTk_3t6azFrbAl7}6CQjlfQ`w$kAZP1Yc-4Tv|7le8B& zn2+h4r4HjA>C&xrM9MChs5D$}&^SvSXc!Io;h4s|IRRBRY5WDE`AO0fTq^kX1rL}q z>Jfak-}qm=uO2d8=&1X^Ou@@UxSq2jdk9$o(HdoFxOkh1SJ6>3&ZR$%GPYEG{Nj6? zU8u3fu0RQ>lg+LBXtB+Cb%x39ZL5yf#|=Z2b`vZ&ggnjD(6V{e&vc+EyH?#5tfTLv z7NF%^_p_0@fYLTuD= z1g2Pn4(7owc4Y~x?!PPD#;ejJ+2wRg*3<6D7D*<(451>8@8ivn5SLH zf|aH|DKToC0Ru!@_;in${>&Nws}=g&I~%O9qYs3|EWTOCZ>+7iWTm6~JZ1x39`@n3 znR>Iu`6m@qtnmEVzIA#3Sj#d*6zo)N<#B44T~?iMU7yxXdH)f&^y^eINJ44T{R6B* z$&r`>fU)HDsX@jezgi%oxQtq@9rG!4sR&;VOGO4mrW#wpdZA$S)&#EundJ6b?4mli zEos@X3^Oi8*sh=_VaddYv@4SKwD5Wpb$;7rCqe(Y3V7j-;GLpO z4a982x8$$s1Op>w)@>6q%MeZC;S7#!5Nv4(EOzUMLh^Tx}GW1rC*aClJ?akudi1sCP0MM;%(O%=z>bB z{=qvhkFaFqSohLV({DsFUK6Ng;B}3h_kqWShcqo-uResN$fbKlWV|@xD2$Fofuo(u zCnJ+jE3a_y%&JFQY!{8Al2~phfXls4GXPrL!$%DfGuH<#{;c|W`PVMKkjHssl8`$P zS^Hb>nbVD}nI3=^Jk0Rd3e~-s(vK`Lf4G< zL(uWw<84M+4sv@WTh5W&b+*_lmz8+%Yw>*3lVx$4cb?S9?*%jPC8g*(e1+$gFi@ta zYQ6=(T##q9a`ye%U*9)Xy)F{R;vS|g4NcNemF4;w%0 zQLQw0@6hBOHZSGJ+oV3-f4W?7LkDe07(DHyL&`4~!uW2k3*hE5JGXR8&>8eT+IP>;dMT`I>4SGZtn7uOzDC4sY#)EoV zk0z;m_!48GUO7w1DciD}sPlvFdFo3EuU<;OOu|M*2W&S)_h2{)5qyVa)&tJN%KfHC ztsXN%*A|;SLX}?^_TZjN`_q2$SKYR-Jro#3X^K5lf%zRKZzj4zND{?Sc#nk%F%teWfoJLA& zEi<{Z>1*XeS(IhnnVGE^GVV9I3~8q$El;|u58NhlY^hC)r*97pjZ@dx4vUInvibY! z238{?n*hMzVOqCo+ia+`#P=V7&fa*Abg*_S#WvRTO*mC4j(qjY3ghf3Y(w32Sp?Gb z=M9*mYNhPUI-l=y?47Oc+j&1vwDao_w>k@KH?Q%0E?Pr5gn!R>n983mUG;U{D>vCh z$tTN@&v*ChjrmAoPdBRXu(GXPhCH!=NCxTjbTZU>a%Y6)Q!~=7s)8XgGF$mk_gM3pri87Dv=d}J<;hz;HrWAp;`s#K|_7adlfbC-qN|t=&YZMen!;SI#bKJ_Kqi z3oE<9$bCcTSZNe^-m zWio&sKkXf#tLnQ2jTobibbz9%n`4kylzSL}`E7ixA61_5QsAY7xU)Syl%HIu|!$?~aqqtq%qm3~oO`H-3E zVDewpoe#u;+->=>g=ek;^NTpqeb!oKXo%WBO!@w+pDXdE z9_v^l4Qe3$@D6B6#Hmv#>1Ehx$LZ+<@~7I5UIHzTr-;Q)hs~oicqrJy2Ud|3hiE)` zNF`mg2IogsSUS@8t*KM%jY~gvw;B?kG-(7I`hX3mnAY5)nOQO= z>q;ocWDHXb!j>>=MN@|#i@VbR^6!^@x1bL)WMm%?HM2B-&>ZRnliEsKUNZw_&oBe% z&UN1T-Hs0c8f(Q_Kk#cF;pS_U__7Y*{0$~9u$cu6rDZzD z?1uYO(Et$O<^OkZU1#tgP2ef=Mk-A=iyi53Ite$2d%fF6v!Eacv}0O89}Vq{Jr7Zz z5zWY2pa#v|HFeeTvkhJ1uPGeJU#G{f#6O=R3j6o~fY5xgkfii^rc>wg<>c{)QivCC zh`O}#h117m{JKxMOJbzx05hkTgCn3I8O09z!`vDa8l4H;Xk;6nyh|yqzz16xd(@B_ zqg=n7c_FxL*#V(#m9dWRIzPI!Qxmj)1;6?{9r)Dtx_!AfB($rDgtz6@cxmt% z%T>YBGpNRA%se>e`2%4Z4d?0!o{CjaU&6R|WMyVfJppG)b91mGn?FvC;-U7(MG=G1 zlkyC3cc>-11(>~<^uC{E1Jm8&o%DgM0H$Fi{kTB1OoRg=WD3L~4`^RAZa7l)wopdu z_4DNysCmB7)pQKUuba2(x{iB=L^|VlZwE#j5F$ewr3qjM7|Ol4N0RQTgjnm#FQZu8 zu2m3A_1d@wor+9b{O!24NhO=3s%bGYbxq%O>fao8lZ&(@c-idSzM2tx zxg|WSzTnYxh%B`v)pKp~=gVi0Qjds$P+(x9`=s4LqR#D|HDfSUTQzmNobbO8xxK%AzHM7XYJ=+k!oFrN7T<*;(PmvrJ@*$@I0u2J*AoQ6utWl+a$LA&dU|`SX z2-^1~&FW!JWg)_2M9HWla)8!?7<`ABYKhACmYh7>U6P7Hr|{fPZR~~5lle=_oar(- z+-$^T0 zMQEcr3=)-be^q>^PC+`4Nvy@gR5BgE4L=i{MgLq-;LlxhMV>CH{y4T&BF~Z3tBRN4 znF1^x%w=|qBosw3h!KKkl=Bd#AM4Z>YkMSIr*_MA`az)|@*J4Bz@(*6i(Xm*Hz2Oy zTv}f{6QZgs7u{`$j}9=>S(Uj#nwtb7#AMp8Oc#1=f?AQ)Y!`K{AS zd+EJ_FilCsHL0w^D>ZMNFl(~(51HLH8f}&#hNU5p0LBl#IOyGj*cIG1>~=JJ z!A!)2D_=i?OePz!^%0X6avHeyi0KIUhNhP{k9BDahj>AoYH05oZbYnjg7y90230CWgtOGoACq%z5%vxA7Xw3Z8p`5gYGS~A zF?cVLezF`DS?ndG=iX-*65Q1vwY+ai$WlkLLURu@t%snmXp*6Jz)wd0lX|`la5O@yHL8{Ai7U zEBt75_tQr~bM@X&^esEM%=kgpKN;E~){H|_@@>Yvy|U7`_W7I5r6bjTlB|(i)5;Mj zF~hzXM}19EuM*ZFiVJ*WXhL#;l{mr8_;K6AhmzCgPFJD{Wq7S3;) zIz6cD8568Y{DO@22U!6=y~Kirg$gvL!}5jV;QoDbi2(}CM+bvFXhAb5SQfBA4-H&8 zkPa4BH1uykJY72;))XvIgARPZ$Qll~dW;hcM|Z^xL+9lDuP8AmC+D9+GH_F1R0mj= z7{o%41?Hvy(SKND!Gih&mFc1T59QX?v79E7DfHn0OQU6N?YXJsSTtx^*{YqH>#}6<~&8FXG>-@FiL}bP#7IR@$HX^$2iJ@dI~E z;J|fuocw>zh=IEY45s>xbs{Lo5=H)74<6Kn1rPfdiv+?<6TcvcIG1~@kqcBA1(xwv7zg_lc} z(M0cGq3S;f^9DNOmtF;)@pKNlUR=g3S{LNd^v<(tk({lzF(fL4l!~P``{NohJk1Xh zKk4osbGM0ozB#;juBdsqwqtKi)0AbcXP2^087U%2NRyQJAO!$4CPbN{cDRbP7Ms6* z1`fbDX5p9h15!BVIJ^iU!b-OT5EOMX2*^IoR=yA2B`fQ$>EUVeT->8d>^|^2XPs4P z`RVa08{BaLq%4vBDYLC!G2B2-JP5i^2*y1sm1Bk@?eRu~p-{p{l`Nr^!f~73l?@I| z{yuJkeFW_vb`$WR^j%K`3rIG=&<4wyV#v0#i!lPOD6#2&u*_S*Rxm57f9w8z%s+vW z(TxZ37%e{7RN{BuFkB|BJSTDQO z;q7TJ)b<7Xu)_wE#X@wjc#K_$PhANp$+~G<4O)IqO60~`v8oPPWj8P@c}slsVZHt^ zDPmc?WB_O)Wma(aZ!8Vep6p(*_g%(=KI`!Tlq9_Q;4Q(V>eerCV@#RLihSEt%K9nSRmVLj#?BDU*fb-DIaOOn9(U$#EbYjV~b5OqJ+HFS<4J`xZ-;9=jU2KdIq$t zuC08WTZJoZs_miqymYtCEmuFE#=fkMD}o3Sw=!n@ELM&s8XoculHj zS1UzvLPgLjJ}z#LMC+Msl^_7_O-H{y>nad42E9s2exnI|=VE=d5=SAX4OLgh>w))5 z8@flFdBB>1XOzzLZf5xBH|w-SgH0{li0V#Lx`s&$>-{k1PQbM7ifVi9TH+U5AY>i@ zFy?2{<^0izwbZF*_v_mhLp_`reBDuoun(g0oE;Ly?~stTZqp{yw5%(H>yH@9eCg{u zdebT)8Gxf#4I;~EZ+uCGw*@NIu?_k&ix0CmYfOZoTwLDO{z8BNIV}#qEsi=2aL7xB&elRqfai#ZdX6&>tuyFb`JrgkfKJCEU2jLCc}j8`zfz2KhSAXBkJoHoC;V?ysw;KQ&M3VdHyPR-tr=#?k0eUh z43;sy?H0CdAY9oq9$YOYCSdaK77pa=`-t^X51tp$0nnQD+Q2`P8o0h0tkFRW;@HAE zh5GXk3XJ6eV_MD)d(yy|mWvyl;P5iVFqm<|#CKCe1&W9JT`KR=eNO4v&gdG*!zk|6 znJ2r1KPqtfF`q{mq&-}HN`C+7-0ksls0#Jd@7pK((7@5<(fG?k@~K?VKb6S|Bcslc z9|-$b&*B3FetEbjk>$rf3dkHjFpi~*qoq7T${hkQ46+PSlc1@ZandUrhkOuYlT7Rm zU*H`)*fiY^l1M#}ahF7nKkk%@dNlyVzzP}x9gZXQh8_-jDtO^j5;G&?mBCZ)bE^>5 zum-GQ<2IT5j!zkcCQ19IjYltm3=fUx7KgH(71JcPY7wvnIHFL)3Ku)xBn*gw5oHv# zMz4T^HQF59=@$E#$lb2J-py|Bd?konPtuZE3iZunN9!Bs)Jry17c{D2j~wZEm;m{U z0F^d}MS+yihz}QF4UZ8H%T@ZF)_9@i7PU$YH#7e8sX8+VNi&sR;xkBAF_5P>;J5Q&Bgq5Yl;~(J-a4q!W-8l$r_m zu+r%|Vc*H{s`kcfmg__|ec+}pc3{8ftQ7I|xEfxLp#BnWt}5%5CUc;Z`&wMVV2%YK zB&pfNJ&6?jl3AWJEz2%&Pl1U#)e@Z$z7oBhR4r|xmmLjWn5woqe-%<+N#1OdbxySM zQES}x@QlPEJBwD5f}arsGMUih#y6D6$cBAJ$tV{(uidix>`aph>z{mXhLZ4ZajAnM zT+w|}05wDPhyVUl2C(=u&9W3N-sveI{wk(F)=PZd6)U4)9WTAK4a29mnFM9$Jc5{4!GbV0$I2WZ_=c34#bNIA7JOki z_fKg<3LCy2!XO09BBveZwKYUgXxPZ%^wCG849Lj`VWj0^D;K3_VKVsb?x`JNd@nFv zF8U~*e_@*!X0ux8=b>hJS}-gKSdQEn7FurD+|AEgAni`qk7&47b1`!vtlp=)bao`( ztoqD)=^SZ-Q$CErQKi_SbKgJ38M$scCoQc&Si@GsUQ&pWjq$$OMDpVi-a3>L9@eX{ zAcOlnx~=Tg$0ItnYyrv7zgTX?KS|Ad2!6svJ*Ps=%ojnS4Z0YFZ|3yi1;|eEbrQK# zgqyvY*JYcW?tY-4hoexD?Mwf1kP1IwvNGt9W`tfybNa^2?z0D*&{5REaUTR*`OogoWjL%Qf3wS`JRK){A#!(#-U?Lhrqr z5d_UE0)OR)^bnm2_SQcJ{2UNN4^L0%ji1fv6&pRg*Lzz7D{v*0g29f&0hINO8SdQM zJ9#hZ_f%2#=Ex-d#Zs&=Z=G53swYIZ*Qb;<(d2r#YKxY?{&Yw&su<9KfvsOv*%L6? z)cMtk(nzkAeG7KfkkwEM36~@{O9n1C+e5b}t4$brYB$=sYPr_H-H)VP69;uorY`2Q z{q+cH_deCM2|7+jdyoe8DDNOHrRV|UWadTc)AL}!ra)^QmA3WFClXLCN#>y-F#ZIT zFAi$_aUyF(B0}$%P%Nx!0Nq_;X~O>H z;W^)7al!r#wEag&(LoDOSirwY0w@I%I~w+{NRuc$_FK3=h(O@!At5GkMiL9L9SvLm zZ;%WM#l~KQ0XCoD(*YacVbDP_1lSq>2scTQVe`TN%}W?S#kANdf02B^nxAy&pf@bo zEik}*VeJ1TQ5ve)s6ZDBa&H(;E^a;`g$Ong%U^`*Z$&KdXMdr#f2FB7xp@AoS_S6x zf-gD$ic^78sXx5HauMuW3^3!C7UZXj?FJ2WH2#kvaH;sV30xT13OLCDTOnlS{cls? zhIs$2fCaw%w*(gW@~;LKH2B>grXk4F1iKXDx3Cp0NZ18i3k-w&Ck=DQwt@lX0I>g2 z2myAcg5CSgtpOVb6KVe#=KC+`7HpXBf1F$X-!8p(SJ${P)-j{=c#1=J@Y`{IA4AiC9v88dasLdi!wGiFA0=>94E)NWgPU9F*T#xepXK z=Rclu|4&y9-0r_*)xe%||C4sS z`Pzfv@Nj;De^KB9B@i|?f)m0yK>~hPprZxh%Hl*J{H|{TA3)*d{r4JqkI|&(DIdzlJy^})jbhlg zHC?)_-J0-%>Drl)>Cmzoe^0#4!WKJ4S{ehh8VhIk5c)jVrT~OO4Zdy0j(82!RiEY- z;OYy1=!@6&(`3ohBdDl$ew?O;tT3aj5>kP*|HwW)P~_FeE&;$5z55ytNZ4Vf*Z=Vo zB9(o6l>o*pA(;3pIYz2J=NN0Z)d|v==yw4^>%K|)5g2oE+rg0=da>*L(HB#{srT6@ zTgiPj=H%>O=EhS+uqRqTC&_Ni@eQD_j~~XIl#^H`^kQO>;#$><`mdO2?*jE^Pj>LW zm8{4`)>`-a`92y2r+({I0920q`+%9P-ov>2&F4d0RzZM*r6I>KtETRx(KGxe8dD=p z>nu^!&-~0aQmYDULM95ZXA&Z&o?#57LsY%)_ImZzq(dSGgd|R3CUBoz^x9rFM>~qt zy&1dHV-y@YC&kSDBiol}%*K+^Cuwf;XRD;PX~1VtS`5jf!<+(?0SpM{LKp4EJ})1A zZ#*E1Brm>)=37}MARIHU=P9>jxMu-Y!_16e9z^KJjc^9B6 zAuPe_13hRe3HKcr9-zV~FgG)QEFo+>`g7Klu{^myR{D z_Xn{**KR9hDbG?SubnC~y%np6WVoK=xX>P;wkZXDeZgEWq5>EJjz}=A2TrJ8Hw0rQ zE!N+=sLdfy$YFEX=h^7>wBoi{Wc~-6;;{$^i2y@FEPR!w3{d&ILeH#jy_hAusKSs=V)zB+$J0+ zWi#f=Kh3}Yz zRcJ!6VQ&L0u_Ul4#?j8l#>pSkM(+Y2b?jr~O)x3k=ZB&oFt|Sn?hRncdexh|j&#H_ z?89#iLA`Jxaq?hJe@_3Zi<|f8O;{akV(D@5xj9YrsWWJRO)h^$(1(46%8v8&)i!7V z*P7Ga+lo{kdM2^G6Y8m(_w(mX@tvU*5GkH_-v>5;du(mxE#U&Yr_IB|-6ywCel9qgbEfS=M~eYVbT_oYWR1)KyY zTl8W9`fuu3=?JfDihmLoT}qrNFFX}Y=-~UQyB|Dw4U`}cE+03RZNTr)-@3&5ML!t* z-2Afrt;>j`qb=~z6v8zlTiGB%QXdj&Bj%t6{5 ziAdd2K1lC;h;|1q*^&{dvQbpH63@g>iEZQa07@Lcc4QcWSU+_VdrvM#tKXA$D)XN7 z*48{{JsZDW<6zI4rm9#FJT{mlmcxfHE{|5Zm!69P2|%7VsnE1fDl#0JxzZBJ<*VII z20TZ!mzs9GX<~&$Fj3dv4U%Be-e_AkYF=-)VnysejkFSHkS1T2F*r6B|N2Y`N(Z{G zv4~eu-@osKbg27c>E(V`5#IVDtJtbZIu>wln&tBN9<`i5wEX^R;a7`JB18HP4h|$Q zcv7SXQRv|Czyl$X!N}u4V;o8ZAh|0JGHB`*9gNSr55PeKp2d-X=YMdJ1)l%0ffDAp zc;GopvK56EbmfYJgbdt8p`Znk2jYB({u>=$lF?#-$Cjx4aTRzSe_U{OW7WB3WM-J-uA~HSbx&=oT9@sSucIG)12Ry@@e*w?%f6c|= zN~3cN{taEgKtN7zaGddH1)Ccj45KsBfPf=7qi9e(9Dk?ps4qB0kbk0LkkT^FHz-I> zkmLd`*n_GQaFgIL4eUW2t_&K-e-VS6JRAZ*NJ+f^DZ8Z~;NXMx;Jm?f>e&;VYe*31 z+V4KFP{2j`%^3Wrh5sz+gP(~9yjK0Yh2QY)-z)kQ4>*zrhLRL}O(Rc?Nd;+(#fK1_>QV!2|ac{%_P_7=Sws3#^XAMFDMSVu5!roM&)Rf#BxRLJLZt!Ci#>6M`ko;kH5jrD{WS^8CSSgP#lB zc_`qq<)F}F|2-T$z#>;1CP<#&jBQ!~A6O;t-+|2+6ICxVLD$~Cz7KBKBwrmueOem0 zGgQAUzG-gp)kQN7x|&#%!5*(SC>Y;Dzk;BUTwSU(A7A=bq<@D25%=Z>8fG40Az3>s zH2de_t=F&I%mBl31Lj}IA73W3e}#19{j?7BdpcYf|8;u5FnrDk(4fTJxIB+a1^C|) zey<@9-TmzHw6$RVQ;2n89o$N3pSc=j-Ou&o-VybMd)4vxhdSjrz|Oaf?}cJqsHzCa zD)&RaR~%oyQf3AudwlPE!Jx@}l4kKE8)Py+G^)teUfDDGuyeY=Y|UV~8EK7iM$qoF z*G+1FeiT^LR6m3t2Rlx@vz9U zxl;~DILQ`V>;7m?=24hAAwjij$)|#Sr%)Wap?`5jtlu~dU}hFROq3W#M)w+rV~gb- z4MYH)V&MABe3Xe*iuaPtf>ldi#qs9mE&QXw8g?fO5i{yM6TrFjE|2@(hrEV#Qv zaCe8`?ry=|88o=Ny9IZ5ch`*scL^>5E;;A?zVE&Fk6E*7?L95i-A_GJ-BqQV(Me(I zq4!7CC5;a1SW7S?nWciX5o}t%7&*Y>LvyZky0pdoD8t6?mmJkCHeFHji$lwa(1iS8pvREY)gmC~)9UKNX8Fu5X3<)Kp*LG^cC~-Epho zFhHo?hg-)Jo+vLII~^5dCbJflOIwQ$p3A$6>(-8w87LIb8rT}7C5?Wr98Wjjzj2HX zX=AN*RFpjY+2f>c8Xl1TB;8G})SftvF8(y_6!8IWO00GETVxwieUsu_d1NP@cEbp^ z(E6`N6ix3&`t*J43ug$)_0`5%6^6vy_af$5D0F`@$J=;)QjL^nrdteDJ6?knDf^e7IpRZ4kT=zc8aFp(e{~?M02tX>LgKoG0neY)t9$AM~TRWP`(a&mfDHDdaNv)Lhzj+@!*h zFQd!ZcUF^WZ!e!;`_mAsJ;rVD#?{peh1lzyF>9i10M!%yex{dPhC>C!+$8%PG*`={ zn$Lu`SU7#=RGwqa_V7uyO%XUl`c%*2-Z$zr#xB#;!b)y>CglUc(aAb42lQV0EQ=Uo~ldj^&eP)LT$vl?)8x{m9i*Cma5;)fC&5vE}4|Bm|O==hf44blD z-t04#z}5D|ZB=s9=8Ln(Oa9Waz*uEVvMgLJs(aMz2C9ku!}Z?T0!VLDdlUc2ulP9A ztJu}|RzfD9JxO8Us0nn0s76qlj-ONBLYFlb-~e221f$HcS&c*v*&mGGE_M={ff?YmOjg*GTHYTx z8S|nxiY6gIl->#`$%C`2nst@h9M@eu!eB4^yIi-Y>1w_Bj4|TpDL8(Pz=el}D%El8VmY;X-825M1z$vDR|nv%t4hKK5a zlL`;rN$E6~tDiv`;L@h!q9*7v*2}0OAEVpQX;hPyoHouat{$V4uFW>i{0kSJ267g? z7FO|Q7G$w^ch_nswa zt#MX{Ar|ju@m|PuJ?pEhYbrxUVEH8ijtYW0!}p$}hVviOuJu)?mc?qg;otskf*(WK z2s%&B0s`sU{~xcWr8O}ei`E|Ede5=(>6ZZt)jOBp^3-KS^=iyhn_>(+P3h&t^K@&P zaSu;9BXQOZcddSbS|HVbU*T^RJbUmO6Nw4vw4HXJ*_aGi899%gpd?gmx@ZT;-y)Q7 zcSY8`$72R0z3^>)x&_L4yR43=Hwhm`Zw>Z%kBR90NI&VlbY>;oL9`$J_gGLAnOYMdh^dvK#J^_r?BI3mk2>@XzyF^nNd|5c*K zh%yyXAXBiKcB`2X{l)gnAZt3e3Fv`v@emx3cY2Y)$V~o}b1{*^=K$%HbI^|JY-UvT zeKWh~JT)m3cy8s7*B^>;(WT=K&<~W}dYEBBIYc9lcU$>OW}vgv)rQ{jW|}gGMBx2# z4*auHP4~ViGP@x5O2TdJy5HVx&sz4o26{#QaG~Yfj`?4VmoKT!2$ypgVbL?pMd&Xa zmIW)o<;&_zl^4Wz+bgl@(H=X$oWmd_&w@86!vNE4$jm%)^JY%%Dmi{K?Qt{>)iu@* zuxVqRX%EMJ7N-rxztd20?+1>ef3qmlLTYZX&JWk6=03FEQcMh> z&&v?C^^&Y6EF{}W@CPe~3LtFcV2(P2@hleCjsCVcJ?r06PkO4psLZBMufFb2&tez; z?*aqHEf0x?7MC4k0kWLA~Kwe zLGrO4ZLKn`=^!YZicETs($k!#AnBRjRzsws_m@#n(7n^c-IK(4qa*;P6#0X+p!CYu z`X+Otn4Cu9xbYWtf-)p&DQ)S%2T9GQ95{rv?Z(J|khm>adLTlYqa#Plw|Y2#Ztt{bs2jZgW!i@Z#Z^@Gg->)SUu6#7Djf~#KYEycs?pzL(lp}M|w z^Id3NZCKYq!75etezsg7f3gw({(Frjl1^k;EU`+rNqP35E zPCqVPI#=x_$-UfxA76>DG#;9EdT-={swR;t@3J;=F``DqmfM&ET~RwZ=rh8gFtcVr z?lmE&NAO$5y#$j;8{Zz_8!QGudn)T$L=ld=sR4oG%3Ma-oQ#VLfgrCWv>0JgsaiDo z8Dy>Plc10==Q^@$$gWm5NAJh0=nIAouXc~Oa{;GA$HxHR!qz9^^MsXsI@+Ww-jHm7|8tLK>G{(_E25-B<)@#$0_ES$HXram|@T3+1= zmo;g*QnB{OjJh}rdY>PjTW_9GMa`kQ)}=vEHDGSWiax;I+2gI;E?dC0tmBsCNPM;M zCoDa?*=HXU==$2hY z@Q%^-jqRcHpCq{p)WhP1&Jwoc!#S@&Z#`K<=y2%MaYs*w18<-+o|l`GiA{QbuZBx> zZB8_MftSnI7vOEqRf)=pC4ED89q`!&O9l#t(NnX}c&=e0z4xY2cCQ@V%_noji{PI; zumW}mJIt;njZAUV#1~?rT$naJ+b%KvGRN5m+Yqyn$Km5dg|be?6hfpCAtYh6qtT(j z53y>!^pHF!aXSf|;hocyH~fXBE?d3{#zw!%x!dxbG(~9Afz?ke8X)1@cuG?@ei@(eg}JoEvg_ zYl5WII+Pbrcu6n1Ln8Rx0de)OoGgAHmzo+Nal*8(qQt};40Va7Yh$`2Qcp2$9@$xHOPwtoqV{nBbm~#09 ztP0w@?mmxg#Y?!y1wznKciG<)10gxX%boaeVt%F|*aptI=HQ&GsGiG@0v_hJ zoH+IcjaT-vCdYY1%3@n=qr%Qd+I54q5OUokx0i-B3efADiao`MnR7Zg*GoZ z$Ef~4Mx=`@a|qU7y3d2j#>O0#UokYeCw;WjE2XVN+3Z-9JOp1=<5dD%>1IAk?bcbv zBMb*yIYVgVA=Fpg+?B`twcV5t=KCXBBOa5UHI+ zmJxrAKUYWTN#${&ChP!yJIDJ6>3oGXjn1v2MwP4FzM>_+Q)?Uo!E@|Ff3{Rj50ysi zialisnd7HS-92WyM3wqRNJ>@3%cHCjQ?CUx=YzYM?Em|ue4=Fm$d4E~7q#lzEd>Sc z@WHtkX=U+MV#I}gBYixu#6 zh?%DbWmj<2b51Rw=(2@Fm~T2}On@y=F*pik2bGTN z)ul?)9Yo!2P0eav=`qZy!zw(d8}nK;j4{&z_UY|m?zNWjS9Ai|OBdKkQy{6mm}rzk zJgWSusD_|WN$e<@*KlzIxu?Qnk)kM0qGK!m@2|IPit|7U`#IxUkY2XaN5wiV@P0e} zlk9utb%>uuxr;TErJEnD$zU^JU!QhWFXISqSI`brK*n_ZJ7ZKM4U;ylJ3W$Kpe)s~ zd|-&qsb8;gOIN<4wA9$CPE+ZW0o6mquu`nJN8@L4SH!WM(nl9FTa#b<7Z|{iJ}pmo z5{oKIzd691RQoFmj}}_EvQxi`-}Ohq5Ty3rQ;J&|D?j<#Px|Q4#%=gN2hdtIXV=aF z6{oa}xOCbf@tI^l@`Lh08ipL29IgK&JjgR}OGlW6+orjP8mZrBxs_(>t+^M@y!;-( zQ;Xos&|R~57q<379f{CRy$&8%Shj!2ZA?1V+Y@KFHRjVLj%pBOP0b9pV2yx1?Psw` zlPJGs2WhwiAPVg43s>$J0u-xm+xPt?RPcB6{y#@W)$h@g84Hf&mKx&2JDX?RJ*>mT*m&Ku?~{k81~hk?p}v zU~0WEX7uY-5nsP}4Fu9YeGD&(#z#O4a%2`$s_$#UJ`}yXX{Um*VRv*zswj2}LD1^K zXa)(vvK6kjxQu->3C;JE8t;JD>jD zWoWG{rs?K>Vm>4botoXWo_RMs5w9s@`S0-Q@8b$}qZCf}RBtC`hYm@h0&oz)3vh`i^7^{QdGqL2o#UN5!`~F;WcM z&?JdLmqd1%F4$UW6N3Cr4b{L0R1@a7bPD#*>=AT>i7Q0hqio%TL#FDRQzK8xevj&i z3pPjr24j|D2K+4FEoa2I$S5vg`W9s$U#hcJJwRB&M*Ix^{zn4Xak0*{HVH3oRoW72 zTe9wG;2QGl!7oYb3>d*76e|ew_2C=>aF~yTW2jZFNeQD@#LpM^8D%2a z+zuK2BrN=}o@N?hqhsCW6QdL~ zbg)vP!gikv<23RJc|2Xrwel0fV2x1C?nC$(%(_!*|^@fm71sYW#45C+#4o|5bi+HZh#o^V;6k_cxePxCHfYlu1{&w(jb zPDy@5rE#D-t~iUXRjxBm?2cMAH#SpBV;6d$czc8yO}B(Zt9(?)#!BhM}+xv;$g-fzizil|?b z$OJVhpU0vtz>rw$;FrUeBm>U)ost9tM!W5&Kp?a*z!h7B1fzvP#EMEs6QhC}L|LeB zm`6)&O@VGPh#z+;RMLH;P6Sm$?veyq@FVjRehKXtsA@547;?O!n39j;)7&#pQjMv+ zZo>qkJ%!4{;8d&Uql>jBT|uxI0xiUv%!-2Z`-R}3Gzp)=irgNK#}B-JW;b$0*osoy z7V27207fn4S5m{FQ2)3;s&^>{HoufpijX#$WmG#N8m6%x(By7}bRpFW!Ap12=tHV+ zvupEWWNlSwj2j81ya<79daneWsD?OYq`1_|$+@8i>{=xMD%9u$ zs=P$o%Rs41Ne)3BH|Q-$1pj8?-#7-WhTF7XfTM^cENYc~cf5*-lwVUY$PM3U%O}jFUEDg#a>$|iE%IqCW=)3nDwRUtVUk#L z3?RmlrWFVkBE9WZH-%CajiD-17s2+Mrt~Yq7zRFlQOjwSChi9p1Z#SaI5PtyLE3Yo zXd(Gw@}uY{6H<+elBIk)b^R_8_rwn&Lch$GAuMwt?gS>5zR7~O!?x#^B=f6y8TdwR zVL{Pceyy&dbcGA+`DBH(`faxvf+d=maTv(uAc^G^QH}A%B=q1=l!8Dqilv4F^Nasw zfF&qpx1ok2Hn(P4!(Y_*WboRlCp4VKBZqgLpBux5p1I+WOq zJG?7q7fJkh4B}&|Gn+WKwVY{s;}}D>;ybEPEx*0^wDR^H?W|PU%frgR7aFL0V!PYg z8HD#^c{(9!x@h-zc3j+N|6JX;U;hNWo2+!di65NJ98bkBWMg55 zDHc6a94o3rAlILUw_WTNflT{w` zpNhp9Mrz~k$8<(a3BO0JD_Q9j%FFWc3*p6uyA#Qw{HC!HuOexUcyYtrR7}GpF!4z@ zMDZwred{2SO+SZ4sl)H4ltJ3MnOFRff;Dbemd9d-*Qy69?oE_#+F|4`SN>XM-PkIx zBMAjR5&533IE__Gb)~OvIgkM|H;#J=F*HKa;auC^yP(Q8tNZ=Oiiz7cD}o+$JJ3Z@ zH&iz^^7M4HJCW`(GdXy+CmAx~#MIW>U*7(>x!|>;TW_26%_+U^@hT7KXwP6d2%ovI zX2#Z|1DWz@L{t^o(yzKsI5^lZvdzu7F=n$Chod`B8?)dy)tNZ5eefF_G0D%ZuDg?| zBiyq0WNT^0tgwCcVC5!wcZJ8uFEe50&z@S{O#2=3qNCWn9;?u6IdC0i{mPlP-5Fmq zx|0nG-vsR$^JtD4G$;dPvwyY<-0hwETg}?j-R^JI%I*WCL6q1}Pg7m8Z*b~0`z)i| z%Y-%;6T5%D*Zk&mMlE9mMANFi1}%xAgOlWeRhEgPD?!67;2aYC+CW^h_CUPn_LNG` zih4`Qnq;t94XJ2rM5ZY-6zt7@PaqLf~r0AAmmK5i!UzGZr68LpQY) ze*PAm%|VD0*(rdeqWER#lSu3%#6I#1g@u;3!}Z!2&X=wx=UDE2WKZ3~$AX-@-X2v% z514q~z!AjBJCA-q%kRWF`{8WdyDEsUbEjuYu&|?)Wxs-Y-5sTG$$bQuWhI+jX{|_d zg~A?D#>Y6WsVt#tREe{so5bDY4*t08 zQ_(m7s~XGnm@T5g1};)3$LD4A#QR_tn!MASymJZDRo!kyp>f!|YiU!u{B{nPSCwnQ z0mR&P+vDcsNy1adex-O`vbi)Hby~seTP%KAu6FVfTyAZXM};l7IH1q-GDXHfecZH; zJ($7_>W2@&P`AWmG8S>Eo4)q>?mG763w!xXLTyzLZ5EDQA->mZz>pOl+sK|qH}9ht zr-aF8)H>*BjjTDGFLjNl2z5MYW+yQe66Hsy?2cS$SxQl@SH=QPt6$25YPrhgKAsw% zRb^+I-Ro6v)ZTvY3a{64#X58Dv7mtlMZLf`FkIRLuHnYzT&cAy^tN%bZ0pPPz=aY{ z*)=vW=Tk?ATaEvMS=^XI`VN0tHqo-zmDaI% z*<95CZddXn(8W-QSbB6f&(cE2{q4_p18WM@YaFTeB%V=d+-+fPgVms^qt;tW=t}Yl3=4Q$*gHF74^*BDkXY)eQmR3>yI@=#Z%t{c%2zh49 z7M@?mXZ`+X4b{%osLKWvdTJ>rjn2+UO|Xgu=xgD0O?~Oz3L2EP$NF}TkeuGx+6=#V zQ!o6=<~xd!e){3di{JKj^vMQ7n6uuJV9g1{*Q<%DD((T0n(6Ugy8f1+tRG_NfwkKm zXfomw&Vl<==aqN!O$BL)@P#P{Y1#Adx7?uuLMs{Ayp_m~>AlYmm~Gh?UU=0H$mm9A z^oZg1pvU8C&1ui|3*-WN>N+ojIRLKA$rEUJI+7_0RzBRq-iI!EyQHw2XOjNQt3R+b z%`klShlONh;b2NuAV&cZS=j&Q02li|2e_#J`f!s1Ebrb6|9k3cKubE>v;lejzN%ST z-EODJI~nT>F%g+mN^GqFtvs^?A(s>;;b@oK0;fu2SC&Camf)x%ABPHk+aK!WXxpKk zYZClTg164+=O@=dX2{pwvLirI<|&&%5C4th)%`wLP4Ca+iv8O$eb`sr=ZiAHQw@0f zgK&J1{i;&<@-VfYtcSPtuuqSlJ=S$`L7etHwqC{V?aGt>dEa5*W7lcXtzQ?dpKnri zV`iXfWfO0+l0NWS>S!5gfZHl}cP8RF2B)#zqkVB}mfqs>{QA(h?x>{q(tfOnO7A@W zo7UtA!4|5Zm&O(MY8lun@XyNN{sFsqSwhRipB~Jch3}Z`9DVyHKMOLmIzi=$Ca`OROXkZGw6B%JM>wDOjz(LJvs3Q+SwamsS z`KII_q>jJ?2{-;&8jz>`tPFDrPQsFb>;0f*`Mm%YxoH(qYICYWRXAM)L zV?ylNJEyvlH`$Je6ZJ-s^7KL(CM3vlwmV1dIve67Q&7S;IRnp=rdv_pq+~G#;?oV^fRw(y!-|!Us=28UhxU=^pptjqE;JdQ6!} zdJaZ<+OsSUCl00G=cdZ%)}6z#g*@E}e>T6)?(te9$Npj9LSk;L=Xs{zmYk`W` zyT)Da)4gNki4g*a2g&yR!|>cQ6~qgUbR(JeN;!m#m<&1Ty}5SwicoV+-=8)G#@TB4 zRoP>b?uv-)fMR|3o!SYBVccLQvwkwPd}>(USCa_meo=Fhb7tZ<(CX}cU6P4q$vBq1 zh0~ssvTXyq>`3a13UA-i=VGIae z1g{Dw9a*~0dMRDcwC(xqF_CuMOXB8Ec?L4$cf_;qf#G}H z{0HgoKNKf?LI<9+99SBZWB(= z6%*7l#8Qb*Jbjvu5$Q@PLdSrrWA@e5_yWFC+tHkPs=)g}ou;RQlh8UXX(Q!*kXknF z){|5j!sW=jKVgBU_c-ig23;%+WxByooC3dr@}pu_utKh3m;u3V-mz2gDvfg1abK&y zPfy$2FRaU{n>d7*H+pC*#-xr6&O1}wPt6Jxn%9c-4^l6-pWxgDfUrj$586c7q;wmR zIh&Ud`ezp#k0u!E)?e=6^c4~#^lM7L3i@?qRHJ~%u1Z@nIt*pI_huR(D)ElPK*+mT zKV%4f0xc*2`XUV)u<%-$xmlb#keA9m1ZMN4s+jx{i=+(`gj`EOJW3Tb!zW=*9IT(S zvAUy7Xv=oeQJ5BU|8L_sCm*m&8j z(SDG$=nl@c9h%#j!X33vVmOLgShZi4p@KjrAHBPQfm#UhV|Vds-%Vc}^f3KPZ5I^t zcF6F1u1YRdi4XE!n;(9t(x{);`EjWHIuw@>e@1b{Q3|pD0J88!D0-MRFUEv0+mbh8 zIZ0MuIlJ-iSQomj{OCER=FBtA7f-Ig9KY405%7wwl(&=5yn`bS5`M!(`U+o??anKU zRDTf)j1L@L8VfuvP4n###gQ78e=lHKo`*inI7oQ}{ zjUR13wBzP;e>yPX0u#>v_U*~O{XtbqjtQ5)pDV7lc6XF)WG_5;CqIRcPuB~$r>OXv zd->$eyz}bv`uw=N62Eai2#s`RTk$I()un75D7~Y-Z%kwRxqdU*knUrDR+MerhPFKH z!mwr4maP7M*|n}q)3)-Cm?sY);;cPhMs;w&A=yCHp3jORp3H5p$y^k)9bp`u2W*$OA&wfZcLdIz>l)6S>-M_4GSs-a(lMel+SmaE z%VE-sv;xf-&2|BqP%!uQ(mH+fxa_?hzLkxwut={_Yo2k)7Cd>>E6r4;9Tv^=&Cv8bhRGfYH0&Hc_#xw0;wBZK7>VJ+GQv-E%yWzd(yqs1wIw zV2Z=KmFWyoV`B-r`3LZ{^b*QXB_1OUGU9&H<`P?1F)cc8)P^3e2gSO)Kru~QBbbe0b%hAQtxmp*rd zx8i;HZlVCo^jWknUrE*SO1i4)z1K!A=~aAau~g1iW_?st9O52ABA+DwD2ba|hV%t- z56!D-hpsKk|NZfU7N2$O)kNzK5MjOXU$u>$lHE1Ct zuJGF1EVxsg>qsbH1$Mys1k!b8E!&sUGWdS8$!MLTfxXwe-)XE=TP`L4(nl_^m`RG3 zq(Q?GRLjSw{jomx+r~nJq@IBJ0U^hd1-Q4ir42>6^mf&P6xcnmLJqZ$aAxCmtFLvt zNR_;8uTfq|cw$c0@|{(?KR7~!*i&I2)e5`SSjW@iYR3iA;@lfmWc{-ZhEqbv;;({; z|LeDt-n9&;0d&%CA9;y{R-)UNfFg{R@n_->Ka`nsIT{ogoK4MgIHG@nmpeB}kIs8k zjD%|2#%luCKU~_Xe0WH;xv4|^f^~?^${@d(=ri$CP4B3mi}fH2yE)5#eA@RyutIZ|{!Qh~)}KQEDI8|B3W?KI{hKUeN{NC|{|OB)-Q zv&aup1GmYwnRAQNmq8q4c+fQ~$I=36|5n}cXwulWxseQ~hbKZhj@SkX8L~l(eH2~v zfyUpQ%#cIU?b*SbTuZ<4$F?>ry`a!}V*zISKUA^EwaeUdr^&1l3sP7NNN`^!Q{jv! zl{C=@FC>VRu*r?S5*Zi9S*$VatizzhPBIzQ%r{(%kA+GhAHP z_CJpO@@v?KJ+epkbG&|^$;;qY@BK$XVfG_u;vbKLppqk#=Xb{U4-4srlm+D>4%gWb zCjI}&&#fq1K1u?@ru#en$#p#{C&&XXbMub3RJ(;xe>;^C(&}tpGRA?hk6-h+$z(2O z=NgHFf481|vv2JFjmQpLimlHX?!E}^B($IRPotCBYB?)jd3*#Cnkn7+$ui*#n~288Eve+h&QrPT zQOJ&%t%zX~J3ue)B~Bn;jbHWz4J7uQ#Q(*RBEe1EYHKMuf1 z>SABn-DnrHu98#g;uo`ye!q2zTHDGw?w!jifad1rFBlZMF1F)P-3sn?bw-J`&pMKm zi!2!1@2_Udp*IaXH?L+%$)oSJb-O_Dhnw>7WW{7ajWI!1wV*yt%RE{+gj_1uMoAt% z^mp7WtFj1>12b5;#zc5>EvXx~Vg6HzkTlGxrL(h(vFfUvOj{5rJDKjxV`Zc3dimyB z$Mfx^R)$}%;hvu!}LlN&FHQPwtK|86RBG!c=$$E|~4;o$hk`0<(LKgYs< zT+TR>d*q-f-+j_J{)sCGz`h$m*#18TkScs}D&r^@=vI%!lDUT6^ivlDOYlZuKCuk6@?v}UKqtNZiZL!H%0<596T z0@s@9~G=djp67 zTW1-QuN>sU5M^R-hm^(jBUWV^ z?jNJ5pYsbVi!*wHoZjZadf*V0hn$+pz20&hv7<3V5s1J@tl&O+Es z!lkXJncw}_f(p1&7+j(mrDsoDE9Ge~f2pc>$vWeZvE!68;x4vmWT4*t+L@0rn2&Ag zbL?5A;%WTn$T9a za1ZDz^?EFS=W~gmOQi-wm&e)u>0}MQR>bY*zuIh}9VH+&LN$IyNcGI#S}67MESMP} z%z{OpIwG<8P_ZSVC;Gt_U{Nl>EKS9cJ^YDoiUvCJZL8C{o~JMklX$SvpY(WO=F@~{`-CfT>D@nAxtoY1Fkn?Jt9mAPn$ z&(qo1j%ZiMG@Rxltcz^lb!MKsw47Qs4bHk46OF_P>xG$90?RdQF6l+{$C@XGN(pyh zhhyZ7$+8{Ix7w3}QH3Et>KEttQu=?Wg4cRv=e4rNrCZ+?QbL9>Y5nf+)uQ&SZ&t=e zo)pS`4|A`B9!s}(bkmq*In0%3WA7=Q2LZbx67cT~DQ?rD=LVe_`5pM{G5g5H<&iOi z;YVy!p#fG4PL!TVvo7ou?g$=6&G7#;yFtA+w0gVtM~rcc4Uv7>Mb21dOy*fsO$rY4 ztPf>=hUTPmQ`Go{O8iPyLmKiv3SFUd|LeF>FT=-m*-chsJcXv_jzWV^t*5fZIIW@m zXWrrXE|PbXHj#VvR*%}_aZ0kP%Xh_4sL}+$S<1>CPb%+fq~Kf89Dj?2Xq#QL&X2bw zzN=5!5x5B}sXLO{uQGghdn_xYsUv*Z-f)=DJ@Q)$Elrf3EJEv8tuaiRB<)!-wRmu> zpd7vBGMz<*@Z~iv7ZZ7Utwf!cbL_2_`!lDeF%z>k63Nl#@|3BPiFi_0O4(IYIrI{M z{hO8)nnk`Z6IOcKY$-yh(eQsOoL*;=XQneq^+QeVRL+0HZoMGYyQ;zuy}d2-Vw z);5~v*6EYqhs{&VfGu8s^nG=@OCT%{^!miosJjHh$%iVl5&^;7Tnp#qp2?^Z-oqQ+ zPd~<1e0q-(RQ;gYe~o5RTWZ_XqV3z#dRbr4_2-6}gi6g!1RL}*708Tu3zqhucc!?l z3vF!NMb2f)j@R}0>mZuj%U{`t+zPNcQvP zyv`SAjIW@X9^*XxKp#0%f}6fWwcj6NgsV;Tg{E$f&dz2lrq`?jtajg^6ry5WL&2L& zF7^FPO%vfo=wF0;7Hew3E`F14@(y+ z-cwDGq+CCJ4(VGccf?JR=(Z~qd4+#1*cEaF;YU;B!gOnZmWSl``nk&WY#-@BPotbLN`z4;x9AK2t zT-O45&FZZQdEj2h>=j{Q&mkwhCE6hu{%hQBR>$dMPj=04=2%Zyz6DRB^-a=vn3ux$ zi0NvqR?M9s^_Oy5C8+hHoJ4w@e^edLxjm6(<^yyn- zZU3X9xs$e)N3y4&q8;HJBdzLuBjsIq){WCYwkN~X@TWiLBY23}eOeLt3;kR1g2^(? zr%vl4nqMxoZmOkgU0t5lX{ARJHGu0HkukrhS{*Pz(R3lNXL0a2F{Ye5B@r_7LPlp1 z**P4f<-+Ik!zxHa=N}FKZ>RA*PkWuKJ&-UF#+~eVtfgoG??_wr?iKNa{mbbLrP8qT$e5iavpUon$6i5!z@Y<(P_Kvg}s!aPL4 zs)7OAFQn0Puhl6SmxQa%2S|wcIMAk8Id^g8EvvUD(yMsr%}8nmoBtwE_Y*vIg?-D) zA_ojqwAL^}@6yj)2UoKVm?=CJNjIs)?e84Id{0n`RX#)%^4lFm*a@H(?b-9B#V>oK zhjXR1gL~v!>wf~elaA*-lh~IX?6auZ=qvXcNoc|6=lqK5iEyESTLBJOPH+pfGHlsh z1bVY21+M|33UEV{Y{5kLcihI_GB^-L*_t|wP6`|)%%iT{fEnV3pvS)n>)iE4{A3T+?~)t7i@7^7mEFqVLff4HazJv#A&)Kz!6#_B5nGr--!eT`wUkalr@Jp zP&(#3jf3Yg%q0bQ)6VpAe;-aO7V+O|4eCX-eUG~MS6Ab`s<7fa+Puy#Yq?#I$e0i~ zMhp+1woZ;NZ7??$87fVy1jA~Gli}lfO7|AHtOT|foXGxWnR!O%J&ilfT;Iy6g>B;g z4j=6(y`#oZQIh0oxAe=o3`!AbqaK#ERnRUfCpkuU4F_gfTx5nFe05x_=59MPv+}`Y zR#whA7;rYlFB^hALFQCEhAKg*ATR{>u!xD{!yeQvZ=9Ra4dM4mD!!0~x~@f`TSi&4At*UyJarTh%|zEQ$WWS2F+&K?Yd@ zaPZptTtSyLod1_wjZ8ESHm=6frC44^bGG;JQ10mN^gR~oB4&K`3z2_3o*(N1@^Jm? z!&DH&`>V!nQ!rObR0tb&e`Zo&ziTR1aOf)k2h2VKe@{4qC1gW)xScl7MlS;P!L{tY zt#Jh=cn=dSZezULVjeqj~KW63{QOL;2M{m_VR0_oaq|W?5T)kyj z9L?6Y9YSzRa0o$z26wjv3-0a&x8Q>{1cF;|cXuD$-QC^YUBAhF@BJL_{{9R@&(T#~ zwrX|NRp&w~xau#o;J+fE%YIR_LFLxL8KFNEZ|MI-SIqjm*wH)AV3rQ^Pn0TEUSkfV z$)1xdL0UtZ)+Z9*7?OKGantOkTHQ{7z6Io`xFOC3?>4KfPhWB#%k$qNS(l}WU4^{m zJ_opH_I}<6p}QIl%YPM<@yM3{7LFvNH2$1_!_1v2OqUf#C{K#GziyTld18_iH}Nw< z;bV=%D2W>r-;I&dWCbv45k1LwxPN`6c1x9S;(i$=CiH2#s51PQYs*tcC(^+WNg7i( zp=Qgx4L_VI$qlFzm}>(uA0i8oQ1cecfeb*Kk245&z>j#4V_Xu4GlkT`B$bt}W2;yU z`J}yxW=A~e-Z5zu6>46)^yWo8fFa^NhNzwa1$(X3DFT6<%&;td{;IQ!;9su%S?Sg^ z!1uY0s+{BBgRtw7shXj$fu#3El)CY5ph^}}SN@V7%`oeRoz=$hHG!$hQ$Xki=uFvU zaT#gR){MJXtpe`eS<6z40cb;>GEd+8jn9H{$^3*# zTgfY1;_-Od^LXgv+jCxR@*(^Rczwjx%&=waIfW}mI0(7>j-2y>6TxEX)P2Y;hk?SS z%3*M+ISq`B2*Spamr*-fcp;)#~H0&shHq9&#SzdUd8S({%R z9-eTos!I7!M)NB@w=T%Mn@YoVUL)_xCwfbPiZ0mg-EfW9G%G}mR-UiGb~ycUH^T*s z6XTCRIwt+OCPN;|DoKB?ZLdaSyD4en2oKWef*Ep9w?E6~Jw=7Zz5q(Vo75L@)Jl@j z@o4KL;DkSQe#ZmsGmbw_o<0F76t2Ks%4^Z2`%&uUt|#zpi;8=hk~YM_M3{dD!MQUU z^gV61uDD-ccYPjcfsprDoH&w~*Mv}$@jUW3^s1G9iA*r6kBtcPmW}bh*opA}vPX#$vGHL4vW+OfI_cOgf5R7$ zFk@1JzvW;r!o?L=VN-%dOR$Y${|#R-QH7lf3!w-74PXFpGIIU@R&i{${)w-4hxTn6 zf};^ag;{`cT_go(`n&K}}^-I(WidYU5u+&+0eccT7c8EwYZVeqj{MIiU1>`%b(bV+&f+|deQm;l!0bIEX@ zq>?Q@jLIX!_11S}HLd*&X(b`b!!bMO-#jPNeE~h&-#t637NONl$J8#c3_hP3p+t3% zTZOv)jI8F*V5hOTxyZ(>p_vjg432eJn*8xa(ylYaCx#ZJaXaRsK$WXkLY_>@j#m{z zWZMA`=w`yev%%q=tB|Q@qyn25>xFrn^qE6Gxi%$xivjCpHlaPYnkP?Ork%c`#BFa` z_P%_#Fm57<#u!rPYfAGUJbT7ouWFcBkIVcR5(-wOJ4MjZ?Fi;47DSQ#MK;u759`joE_nn;=#*dgL#KemnH9ol_G~j*=f?qtP?`ZZ|wBCJ8uPScfK&TQ_HVx;> z+mumTHI4dXHb#@7VPl0pg{F2uo2bNoFrOoX^nyr4nxwS`*#dZ1TG_4YRbp=DY@;=Z@mXYIs&}5&WI;3f4I-U9S76#iKr&LU zf^v}i)M~brkR}2}O|4)fc_6mCDa%u^QY?E!c)h-N?%y5HdbxjrY80~?2h zemj&vHU4NGVK&uo8yZGBRLo-Ob+PZ;2do_}DuY9+L)Dlc98}>lJJl*@%3_Xvd?!e^ zQ&G_MadR!%cu(u~fMB8dSe6@7$~STOS+Lb)Ty*PO<#*Vman$V7?+qR3f6bkFt}7uN z4(zIshZTM!fKC9MElX$Zw_^@N>Rlb53riJrD8Hu#m&Vc!cy_Hgm*d4z&#S~fm66b< zSY%i%G+hf$L<{@Y{KnLaGrCf14E;kc<}8`WMPp7LCXpD)(^I2`G^p6QgWE-nouRZSXicOEjMrq?>s>0qyFd0 zrA4YV3D7E3VfF*Oy|DvKz00#h6&Cs_yK|1a^*a?~&8%-yv?|eE-a~7o@#@29o9PSm zW`#z^(|`F1@O`q;&vR`G%j!%JMm^&jAJ65P1@k~sZte6>;R?PLex z*99i^Bl-kt8>l2|(s*O3?Ue2o;T!L!UBN?N@k|j9)WDAyBcekJ$}nhyOSC86TSbg? zqj1!UyA|g_8NM<85+{5qxmIzY3LtU%;ty5VWhCE0(Ny8Y6~9AZ{g1rCM*0tk@O)Jh z^r%z79!b5-CHm}>;+KyGjoxLPBUo4X?zDXF0bS}}5mgYSB&kNjplt%e|M+dF(x$3R z2~=n9`6iubfN>RUEe5ld2eD=m#Sgz0sh><%7}8P>cusn>;o-$=hU)a3@~%#y@e;VV zD}Ur=QCa(7d*yxkyp{kybBAtvH;}TnJ%i-}7>+T#|7Np>DMM7V1a)EsO@L?J1J^Y2 zd$$qV|Mo`!6(?2Fr+sU$2K#Z*&|h|;iD7!yau|kvbKq{1j|Ee%ChoAm0*~Uq{5na; z`)u0mldz~KnmU0j?hy*EwD9Ker-mBiIwfwu1PKrCJ)nmqB3;P3lyU=(#aeCX-LnK1m z_Go7ws3P{YocWGtE=S}O_jfKiiylyuP$OS?=h*GK%!(Ak_`{XRM7mZIl$f}*bq7NI zcU0Q&c<*jlopVE#=L+M6PEZzoU&&IP0VGdbT2Ep;|It_k!PuxLE#@2xvwN=6H!73b zgqp`tgCEn`CUta6oQ2p7UBY=~M!$H_mFeCWt?tV3MC4r?c_!5LlDRX&AwRlzU%E;K zBYE;^x0a%rllX2X@mP59?`NI5;66Y#ZvNq_zE@Gg4>6|{pvQ=od^hWb6K4C#g?84e z0x0dRNwlcL|B?aIuTx^Tc!cSmy2)aX31Ccdy6q`C~I>nBL8v6ECgudT$stS(-no z^K3K9{-w_UGntfOfE|D`@&`gt@A8na;w=nQ*bJ4-53b<&u1&atEP>+q)h<1<9bf@hY|4i8W zb$*}Q5=wDM^N3%hx)N50hRy%C@RX;_>xXPs48tg{U(#tdcW-hq>fSs|hb9{@^H-+! z3zZ|per&62_1CC>7;F^DuJ(56qP9;WXL9^fic{+pSw(50?o>Fq?RKc%2&Ag7qw8>{ zS`?aVIF^0{*5{Ja8er<%Pl`?Un^@YWWmwrA%l7UG=|>l=1wrR;tD2*(yk~ePRpaY7 zawjT7=t6#>Dt;ww#Ca$Bv97i%DCZ9ObkG|5LFb5_coS)3zp0gkc6DYT=jaBV&n5ZW zYT~%&RbWXGp3-CPC6`E9Tqc#nRFSmt>(Uc(c{8rTbAIu9} z^Q>Y@%6y66VAMK7fhTCJ03yx5qYMi|VTbtM5N8=em-mF_KxAV3moJY?&-VWU=Gp!i zFwgeCfO)q61I)Ai3z!FpIheTq=UC*n_G-8`IMg$(b%UR7!heZSVt3b2!Lm^^9mdHp z9Zf|3UEpM0d5U$if%EHQ%$-MCpS?#fzdhfiQyv;2nur1^_4mxr2U6V6579CJ|MToJ zu(oQ(i3aT%ZDswsO$~nabO${w?;kIZu0HRU0WG{9mnZbo9qX7t%cJO?uDc`5^E89! z;`g{oVD2ph3o=DZjAdE?e9m)+VI6r?|UbR{h-9=}I4r@gDUZ z0OBk&B!065zq73c+yCmPH*yF{LQX5Bz1(`|OV-WGZkF=aHha#z#4!C00ksn!b&_=n zx#~w-C7v|JK=Y3T@Dnbn{(^5f7k+S|SyTtNhw3Gd*#GuJ1gFM2PdJ)Vl{ULXvER44KSCIYF1gyj^`Bp=@??pshW#vga(jqpYT_DH6GT=~f zvg{|7;@Gp3TJW%~7P7Qd6*Sc#zjjM$+M3ea6Fs7sdqYcIvxveZ#eM^at1tdbs>6!c zrfPHdl9h*nr0C-mRe`h;9EJ^Bf9+KRlsCQ=hHQObV^pJ=u1PCMq4 zPN7u+3ME{|lM)@LhHg&3gKE2r4A5C1vp6$32`Xp{SU@rDkgnO?3DX{`-Xhbh!KX&@ zvtQ^^g(-ket9i?)P%S~51Em{Xv;R?Szc!lvyUC+^vv(G2_|BUclMIt0BUWHwTC|%x z=Uy?zw^ll0UchG8>gY~En$Jl`NChlkls$4@a5-Z=P%w)E@0ew^PK^V~0+!+$RyfE) zL+i@aGmOkEWD1=aPztRl)46?vh==jngS^u)dgxqW)R)tZCAe(5K~>6y4Jgd!HPXD> zZ%<`Ta=*Bf=Dig;2w|&cGwwiVwjK`WnS0{IHz}VpEFjBDG{qg}OeS>;EugQBNuT|b z2$Vi@7mZQt->jMMkvsM&0}V<=EW6aZOX=e?XzPWly0Q z1-Bpmn~@N(mHpmfniUGfmLZ5E%~@JR@p+9+-8)WhOqo0)u4(GGBb@ep?O8Nt6Hh&Z zqg5)PMhD)RTzknE5o=NCoc@8*5}DEA(P9_=Y))&dFA!@g6>HjxZ=^eCqcs9@d|KG) z9YLZBGl{k3^-gE+;=F1 ztZRxWtGzLcJ!sLs!e@-byv`qYJc(M=c%K8{5kaX6!%)E86O&pvqRdeseoj3qzClVsJ(tGk-YX*>pP%IR)SR3ZP|C&6qGCMP(s&~jCC-b1XVa}Sgpl{tBqq1nsi zL)@O+sUBOjA@quVQMj$IUUD^Vx2bP$;D z_n;ce*FUgcC`9Une2|R!=axJQdxfl#OKDP#S1Y?MAG7E!q93W|#U4$*l#@)6Fr@1V z#MmA{mF4EBFW&N7Wmp00)YPD?CAhC%j>2P@?l9!|Xq@O{Y8e8sx_C##5-q)uo1u1 z@6or*f1bWyPn1o-6-_`dOQV*_#n~H$xH8gv?-oRfA}>yNbv#%RY>QFy?w8=tZ`08J zS}Q@@&C-%m%o{+Rqy6pVghej%F{ENyqwou>ql;<`Tf;Wz+^3XSGr{wxDDtK#wJgob z6PGma+TTE4_ExCfYjbQQP}x`pWa>Y=qiPnFA|x8~D4eIwVodQT)89=0(9rn0eQ0Jj z+-G6&p!REFI`KrNwB7J?;j|0Czb|b^s?Btm`vD;HhV%WDDQCA5M;nPeifhw8$fEuk z2V?r%7>+?+x~?Is~YM?o~I>UhV z_k`Wr5uEC=sp6>au?b6Mz2w{5Bh}r{sY7u?IzNsqOGL7Juw6&xmYnK_LA3EeM6Xbu+B1t2-c;EisIdIC-5>PO1Xg20y)lFACpu-=JQ znt@%+Gbv*s-|G!FdC5ibHy3g_N^XuFjQ7Xiq~n^whl>mU%@x;7NiuI9ROOg`z)mHK z|8MCEBz2C(^J3|)1Y-1Nm0=s%<82$;>QN#x*J8 zvXAfc$Jx&#ksyXSeE3U@la#zNR($pFi$u^=>3nSdt`c9?7yg*oA_;ydZ3(RS z;%PRcq%H;g&Bgu(RfeB5)a-pT{7o~yEUh`qtIY^7npGCsmbjKGpc(G|(6_W-^hD#4 zjtYGSH@v3Jvy1Gc3%$00BE({enzwoyzfySKCPj-e=QbDj8i#YQ)5h(M3VMIsLtmLRnFDoZTnZX3nO7Jr^n3GCsoyIlLx54l&-L5aaEk7FHxI z$WWjF9%jRt=WdBBVd(JMcq_|`V|!uF1#WOg;%2lO*%D>=lTcCfVc>Y z0rc;ZI_4b>KDm}3$uW_Nc{1w9n8{__QskHoM8vq41CkYT7oma*+&juN#KCWV3>!3m zCc%GWBP7FlNT13wQu{kk3o_J+k_YETg;Zk%bspdyGtdAS?R~?J&ey&#eU8cqTjUIm z`pZJ9wbK9gdLJ<+UT@UD4#mY)VuNYaal^%x=AC@PtfrUN-y|*+aArO^{8;Rgq(3{^ z$_=;kL~6+Qz0k9EPzO7fA?>KFGo1!O=Kdek6q626We!5iLO75abArMimtl+FVX5#O zsM)BI3wB3m7jRme@JtZ(M#)dP~s3Q;qhw$fXW%agP^$o-SU`g#4%7lIOt7E;WeFR_Az7YZtnN7P^Z zcUYi}s5&AN<)xI;tS46)kPW#5uj`eo=A4bgVGIjSHc)oj%5OpalGCYGuVsh0u6$mLbFTuIRXGaRTQSbM-x)Aar}xV5Q4 z=nbmmN0|h1WE2ryCn=kDU0WFE^l^iKzDI_&ciMF|duV0zs&C^ZC{Kk0wys-jN!5nsFv>Oeeb!9 z^^gR2@P1*w*O%k>s+6BD>L|G1k$MIdMG?<_BiEvn)Jjov)-v-i=a!%~Tt-0Q+cDU` zEcHiZjHLi18+WNT3!1~*hZSz*%aLP;&>-U*21^h5SGeK(8b780_P`w0wctt`KEi^E zpS%@DQ`2LS9!<;fH?E*~(=s_?bvHW+Rgmgl2AkG2C0(Pq1PhOFFtcx{mHDr)l zNBNI-iZqg8KbAs9Ui2_{PTsQvsZJj`TteE6U>`u01mz%%1nuu#Ok06=0=wjosbue3 za6=mCnWi=@zRvzwyjd(D_)6De6kWRcBR?lHyL0-zdBsWoA@*0gei7}sV7bGrjKUM* z>K!JM;xdpFyqj7+cUi3Ehg@Q8J;a5hbpI%+jtU*H_Oib8a{QnXrBw1S_&dz5x05OE zi~y1aisJi)EzECbj4&eV;Vs;A^km$v<#QCR3u~B4!gE!PDkPp^A5wHPuc*z#K70br zKNs`V!7a{U)^rD0Q{J}wj5}07DSJy4v8XA2qpa4JO<8^0=+~U*Rho?`C37JJGjo7n zDQ%!Q=Xhe|;aAjOmEirF);JAKpU|n3LJsg|ZHO>52uGDW$Iu4_?vgWu5J0N;#-fgA{tTL6Wx%r^4{IcttHojjcw3o9`?TOzI zz}r6Vzw_eL{9t}%)XiKIL;Lv);%XUx@|))+gsEd0ucZfgg>fo=7r zTbu9?aCmJPTW)d@do%@YTZZwl?ReewD##bUHFvV^ZyF3}aDRf(_<0ZYff8+w8iaq| zE3a<~4pI|3O$vF3V)Jjj89WJ7iul#0vxZg7MRb+EAPLw_x4!)z^nxd+;5+ISB)kfR z^&5a=#cAo@nx#VUFO%P?0dU@9dO?fyv$Qk|B6j>SSUKDKhUs;YOhFcr&AYmeCNCE(IwWhx=^zqETF7$BV>TuMFSC->W^hc!;-PXmJ2`84vIjIV{i`}2RJ5rU{vt4{p z7=ytjfo>P##V&qxSE^P3&L~qu%%eR@jr0?yZr8~+Kl=~%B%rJ@E*|0n<@{E9mQXRX zzdq?#F{=VOJsGL`Z@_Fd+@MFPHjRlmHkO(vxkw~H_Ow^rnM33Fjq2*hs zYJ@$WOnT>t0H32a57}MpbObY2m4p{%*N5{CP@j7slht3pRJWBkUNe8IXoNEC+`?1W zJek#37ABVav8?})>W3-l0xgAOfzsM}bwnP)!*sa=Y@fJvd2+8)+B%Z8Ng3tcWqi+!lEdVIUU_S(!|R_)%(}m9{e> z$YJ?$kzIc8XA;%ZPfakYF4*z#YSwDmIi7HFv+<=#`j6_Y_Mdo7e(SGq2 zY)|t%sgyW5pmkjGsQ;JCx#(BNM-0@O|M~{wr;PKr7|-cdadY}V%+$fpa<#}GxAx&u z$WcgkOS3I)u=~H{6FJ*<=O|J)Q=5D*+%Dffr8E&h zysZ$dzfRExXRw`po*F&Fjw^zt=0>+xxLT8Lj|)>=uM5*G$!Q#u&QM^S6GI%1y}9O{ z3lli*Q89Bie8o26>_aIhztUt@Z)wApoY8h1LFO2pKh;w#@D;OR=lyS8`*N_u!3s}V zS_6yH@w*VM6t6#p@R)V5Z{HQBc>O%|!1=^XAKpY=x$5B1cvhITn4|0HPy(7AuQ_r4 zlsWbTl2oOSyt!(UkVQFCY?@5lG*x~mZcWi}1lxP!Z;%AloN)-jA->^+>4&nEB@mtT zyqlzE-zgCQ-w8^Ypnj~law$u>;n=BT8k0Wbljc4 zzi@Qgl3NQLHvBPH)1d8fJ>R*SN3+pQZFxQ~1Gt~Bmj`VCC)e}cM!@6e5UW_=M#v?a z;Xc~HC1kS8Q^*yH_Ld}cuV{8^CR#nS9sSHdcZj?bjz^nNs;>&t_zgk zT{1ALSkC^!xnh9uGQ8!8WlaG*cFN|R0xp*q*MrWdPAkt$iv;8gAMDnj#VW4YeiF`3 z9NT8KO%PRHG&^y9$3);Nc=f@(Ph<_Z+{FJd%hkAWcboQnW0Hrz2i$azzSz2+A0mBO zwE*ILSZ`k%`?cbj2oxzMK-7Fc-cI<2AQ%|Fe3ObNc8wGGa7pePzK?;zAmZeK?w+j% zz8i&(dNd9EV`0sqGyHf-+-ei*ZiG_%9CjHCcUJ3yrTd=b^6vf44^zLNJ7(}%*ZUrV ze?C8&;i&ZpD%|0!_HahtX{+INimw|g-G2i-BchIHtnGcB=oPV=hA}RT!&$8_eVs^| zqmy{onL<^s>X*!aQ*?iI2X*H(TR9S%yD;t=HKxOblQNnt60_~x^DXiXm{R+^2$N5U zY!F3uo0_`FVg~|Z>}zg?;!iA2F{~8grJ6U=ZTIPr3c-T2Hj0CN2X&N?2pX4_5MXI@FR~d zF3;v*z2alpGNO#}QQ7O&#l!*!8xF8=$IF`X{SjY@CrE>_Z`I@V8gj1dd9(5L`Ft-3 zL>|lSRQCX?(DEdI?=!L>FawSiYL9X9 z0$UfxpF#NW3%W+I(4NB)dQn}`pUsmCYz+Cjw)jG|;-^L0PJwYStiUZ}W%i+b-f zZgl)B0_#i1Rad~b@=){x*0|4=vf3~mXJj#oeRUg~p%Rtb88?D2OG>Rz3yrj! zL-~hI#5vDZ!5n&sh6M8ENx+e|&t5~<%GT=ai_|2Rn{MQ%3g^b{WFG*7-Pvl@G-1D+ z&ft4{`(jmy2JY}ifKeC7!QgMdzeT9Kb@~;>myWUYsQyMZS7>dMH4g0!zM>jS)gAH~Q~Fzb z(~I^=^&&LrT58%ZGF>3zx>jcH2r{5q(Mz`@wf21_E6GwK{3o6U#C{imx9Y zqnias0dBfg<~O4?Bl452Ui|1vUQ}@IXO1%mWZqVYNM?OFM$geQb^4#RUQI9EQqK72 zp}E_|-Xg7yv%>!e$g-Fm2N%6n=d*|5y-3cHfokMO7O|e}J+j!V-zQmy0?0FrhY6G}jP-u4pZr3Lax~(49!-^U; z$aLg`(@(eHRsIs~`AmyIY*|P&DhU3_)Ain$ZkKz-Z!QPOg4I^GC^t9%^q4{Bx5=de zIOZ153>EQJnbya$cvJF-Q8^m7-+(Ra>fKdC)l6zeUnq67`K7`mk2O)#-g})mnil*{ z`T={5r3h1d5fi!4k2KSzkn~AXjcJi3t1!9To+lKG$g9PmuuX;kLSNdbq{RU8@7edX{%2UfLnABq(ZH{i! zngwqo1L76!i$Ui$6&nF~b^udi`pNJk_gYW6bhtSV>U?s&>__E(FB1!ufJZ0rkpbf8Qgk zd-rfC{dn2${*WBvTwAv>yl?DIKLck&Vaxt#ATuj~I&y#cff+ouAnvZ6^0jQ#vZwn< zYYp3a2}r%>zqxVs?b^&ggXtBJZB5XXb#8WLV&7e>@Ef=8#~#&zIj0d9w~y~5>}?}d zELRfO@qBoq%eddRxr})|Nl^Fp`tshOqED2vFQc@C>Rli{EBD6U{hurz84|Ci?YRgh z!H6535S!3*+b}wt(DomVT`N;YOuffSMzBvJ;{f)R*V}Rd-KWWsf6GrBp2n6Ai;?eOkb?WNgex^aDJb31t!#*#Iv-FJ14Aj{BwMkp-o^R za}hozAZOjBsJuuRjjaFezMHspYxq>xiCY&i+6oq`BuohHaplI`RZ!dM?T%R(U&vt z*gQpW zKZKp|(PLdTxe)HtYhWY^lW|(IE~5g*fO=UfDuzdV42gG)kp8xO{`I%_d;n3oW&juw zA7CUQj785Ey+5?UI4k7i0aTH=$uBPOdZJH*H`+6x=Bp7xSpK*RZD92FSyz{Q1k&bx z`fQli^`{sfx~Wc8TE-Y2cg$#&{B^Glvx6-+teR_#aPPsHZ^(c0MZwutHcX)v1T><- z(o_-}&im7hA=0>_6N&mF1_?Wg!4}PD>cx9oZ$}PA$X2?yxlOeACzRIvYf88C-M78I z!GKNrzTzKP$xSUmtRv>gv{b+(32>n^D6rbkUN%WEY9Lmxxtf-`r}Niq5*XBKLCZ4P ze~8RCsVcTq*)hLAcnZ}B#Jv4Te6mJx^k&~K^SAEWB2o|K$JhZJcNSM7|&f; zHU3ILyp9Yxh{hxpnI}vT8NnjpAqxzxS_mIj{3XsaC=XX#x6%`?+!#tCiLZ7?Y9>X&oh(c(p>itt8(Y3 zYK=-VvIJwFm}aZ`IiWtAF4l?2QBPbiyBkN@rw~Uar=ITIf7iRUN&dV-?zeof|FRBS zzSDz1rVfcaIjN3@%=6e%qYDQ-zy&8Up2SrgU}OCw_XXIv{zp61tll36(cCugLbO9U z0g?GIR97T|%!1ZYS9E>)g+*WDhB6)_SJ4W(V=e3BDw+D~lI`Y6@4xZ$H*^QT$=DNk zuQMq?p4u`AW^j0_;(ooL@_ZRal4CA}-#Dir{)PbCCGiE1IH>nf*Cc1{A{{yfaOBby z>s6-qeM%Xk`WVgZFvG#Ed-1yH+QM%tds{E=?|Jul?tFf@x$p&#?t&8k#ew+cj=Apc zA%REt9XEn$cRyF)p07|ey}8i2dRF&gRb60N8WSH^N%qbm#p6RCD0NCW{#Iaoh>Ewko`+QhTxW19O_WMkA1yT`y|A3>F z5S&hs^9UBwa!dsb5!_Ea*^20;oh50ef@WNE#)-$e^51fXsz$8;bT2+4wAmvXo(?&^vDqc54Y!;sXbbB|MM($PWtZQ&eQt!^ou+b<{6p zjRikX4&Cy1btbaTEhr<2G}LWJ61>sJ|$*0&cxw!amy?&+y!odYy3Wgl-iU{vVh1sgLt;lU~1 z?^J4|Vsg)xyL$yivRG8pB%pY_ms)`E7yX70H5&(CqEx7LuBtO2F?rZ?Sm(_I_xa{{ zVooC{j1YxYzU=8+lrC}@jL9{4WcvQo7O(2$Xl{U~rx&I{eI=WxTFp!%8(+RnY#vV4 z1S~JZuLA|Qb6o@H)Fu=!C8#cEedUPuhWm-u4cWxz*>b6HbIIdnj(p!sH}^yW=){|Q zzLG)@OlGFF(6vk;A;caET`a;E{vcUb9XA(Ep!+d2O_GDtGeNS=yqYOSE;Kb$BzR8L zB44=aFq1BBC3Ge-9-)F7Kk1f7WZ4N>J5#2HAaBDU*N@^Lag2hTO)QhkMs9b|ot*&d zUB1l%ea<^e&ju;>_U~)@v7+yIrX%Tsd*5o^v`>U_ku_)nlcU=;5#d{6UhhCNwVws6 z?SrT9oro^wzrFeKHA05rSq&Lo650Lo`+$1oaT^EydBROzv`}apl<}9j;*FLc&d~DF zSjS}{S|)ImTiLzkI)y8Ju}IeWIsTsW8>7_XMA*SnC!=S$*ovjP#L(`-_3kg5XYBSe z8K1&t>V~t6fccosq{tDDt?%Ns5~^wWZs#f!+Bfbet6WZ9FT2uV@OQ9bEmsbUa%Vl(SYqw8^!YXn%EMxC%=d&-e*vjD z5s0hbAkpHD@z3%(|L{Ch=;p(U24jzOA`T=Wj(;vX=*>}6QL}x~3)=oZJ5f+aUlmAV zWp?(HMvW`wC00Q((5AFN$;Kdzk#I#O68>|DzW0c6qM)ne?D8TL)CaCNzRGFRu7)$> zNFt_TebqJ?plqOQ937Sht8i_jXBDc8~fV}CuJ$HR5rD^z9ifJhvaE)Fr6_A{RI zU*%ke8=)5(6B|3r|HX}FWB(7t1M+445rYgsWM*e)=KO!pe=IdimKhI*e&TFxCH3DH z`qBHyM3=SfHEuPh0>#J3`(9zz6pveZFS79A^cJ)yVmB- zcD=Jd0?)m&_mi(rSFbN;x+iI}`}W_{?C@?zb)X*dhyhpQx_i@evnr~5Pkqr>ahhjm%U zm(ILadlHLBt;f8j+1=FRG+u$>tNJY)%nRA`*Ry?KiRcgisRDm@>u9)mnp?8~Y4hU; zOZTHu9>DdHrBn;j)<;cPqaJ{~RU#WAsUNxvE;hg{h8zCmtq2Qb>sqGo_6Nc01}r~Xk}I_f4& zNJ{4pwVfDVofxBn1ec0Wk0JAE227YHo++|vsj3f65kDAC?sw@7Qu#+HP1(73_)m|o zfETE%?o`4&d;pqprXvx(yw+6^2yA`jr6gQb_)9BFf;v%eX-Z*#< zvRf-}{Ss@E57r;vX+ISndeKUJetCGRn%LDklCB|zKP?5UA18WuxfvKpEHrh;887V@ zMjiv6itWrlj^TtwO#UYgk2rIrzDtTU<5kjJU;~;%Y9%kr*k;pRPteu*rbOcQbf)+B zKM(M-bg^CIIJd|SFI#0Z@mIaJ^gw@XuW_Rzx$8_q0hCUsKL^wxt_)X^C<`S*naIEQ z@LYMkK(DO5zG~-PrDNFjSh12`VJ9ArudSN>OW8Yy7Ybk@y8G1MloU7V{0D2*=8 zNkptHr^daoPX2xHN2J|M{e|6n1{*$}6tLC%RQeUOmcR8^vZ`>F@`%@G^MQrY+`Uc- zxn}&G1h;0eIFUx4Mq@-x$%pxKvVoQ+tSmpPk5|95mLDjZOR@C59$ZSkL!c{}#GhAJLNw#Nx@d$i9c9 zs&ts-Fd(u*b-S#~`Ad5L?uvPUNs9t@bgNqYS9NQ#t`g*4ion;iyVR&eUsdTN`;c6lg5nG6PYm#lsYbZ+0r*6JC%DSEk=NW`HI|CMoA z4exlzuma?}d_|V$wNUG3SJDj- zsvSgvx3c(_yTbzuN(1WF^XSAaK8p!`QB{CwTu!;!8Iu;z9ETV?v4c$LxJ(Lv--KD$ zy)*mtadU!WM(}Uns0qW{kzc&sE}8kgzz&EX#$W$iT0Qvq@>#E){KpMDF9>E^1iCVnL&{_ z)%Xj=j?S+!UH;I(mV9+D)v=3vQe;)WGxP3mi(Xg5&MgiD-B@e`9c9Y3yN8Ce~IZROJ^=0OyFkiP$nophBgd;I9u8ufVcXhH`X zS$u$?h@y50w$lJ7fI~g4`JNR?yy1w8DsbgE{j-knG!V=L>OEQ1C3YQ6Mm-^zOsjapX^vfek zroQjvwkIE1T8wo|@}E)j*{9@(;>wykbwoK{vfwb5au)!hrm^+CBHIpJ4+9&rMdQ+a z$KU*vxo=_~Ut-;**tb)41H21w1xG3A_CX?hr}x>uSDJRMR~~+e5a}mAHq$6}E4|G` zM&AOvxLeMDoAQ8h)K$)od$>hJsumL5vON-MN0-|Ig=C*`RAcMPZif0C@gF0R4WNi1 zH<=}H1zAB)jJQ7hwUoCa)*d(?3G!}r?zICzs60w!lhDd^%s&t&lGvku#2{oT?P5hg z`w~k&L|L-`h>DRr}O)$dX+i@@AkSyCJ z32)_pDcS!eS$D|yWEV$x{b|GDdqc;4_hRgb4cwR`|BGhV5isgwK~$n5H*u8au)5rZ z*9kt;`Nw=0>EspEa-CKUhpa=YhI?i*=br+eYc51u#fTY^%y4bBhNe|J%>t*D{1?I6o9@rd@rtSCkorQ2py zNE4O1;K|XHSqB}V?H40I3W<1Gs9|F(XjHizuu;BYB3UI!+tz7kKvIbT+Ypf!oN9*bTnIk>Gy&k6B*JINu=9{1tXzrz!wLcg9YY-~cAg zc`j-xOH~YKnIZ(cV7K}!RL%Dw1ocJhlrB9^_BZFoRZ#g>J`Ud#F8`ef88qTbhWX63 zYxz~p_>C$0Cqm$1N+cajl{X*;0Ip^ANO|=J>fdK2Nn0ZPwYk!PuHaR+5&0{V?&Y?{Rn-IPGJB8rX>z2^% zrr(%bfmV82W@4*K#}*XciC6^hmFEV;$z3W2F;35XKF8MlJ>_(+81w+EZRdR}a-w>; z#X{rcS|Jl=k=QOgT9jT5BXXF%SI!?4H`ZX1pMw%UD+kneqiDG`p@ zTQr~B1{A7nuF2|Aw7H=z_wr!CJw>hZWuYk#h{vaYCmgRZ`H`soHl$4aaerc~W-D#( zZD2ryzjSF`DJ_F#Ni#NtYbH`=Cf7!;5ki(zTBY~s^!lbFe7L|8kg%(x)U?j+4v(1U zn%5Yl^1xGH29q4;UeyTG1nIybn=(eXiTmtRCoh!_+FVS6--8B~CCoK-E7q37K%jc9 zieracod3+NJWJ&=DPLCJ?o_u00$xl4XJn#STO7sv6L2?X5FPxYXD4Efu`i0#27gii z{5PI2kJ!z7Fd-K*)=#kw+wsCRBJlY{2And*Q$3K2 zG3ghnTIr|xL4;Yiq=(B2h)3xqkFmm|VLGL=z12dmw2$Nn9hJILsyNLHfOMP-0t^c@ zld-G)N}=X%ciy1B=u6aj5?vPhTBY)$@G~NOwp`BhoF>At7B-7wPVl?u#HHDczuS zcc*lBa|ww{cQ^0B&-eHK!Sis>+&D9HX0NsO-m|B%n*`cM$9iOP&)?)=M(6z_lBczD zKayG6KE)1GppS)a22B%kR3)Ndr@O*DVs0X;lH=8SL7PvuC#G?9uS>j=o?vKL<=hdP z$X%ILN86v6=(vmFC6iz^5wke!X1O$)f1W`NwI%u4CYS!-uRVomKT4@Y41qaX(=;|m zss50f5(@bCq^8ZE?&IbhRz}ECI8@3xG8Zb?T6>icNjabJwwQk<0q`_pHH9rbhSfGf zNp*nE!pKCC!&bj=D8g z8}Y$ky(%qYkHx6S)}#;IA8GHw-MEps1aC;{ob2-6t`h|C?@;}CfOq7*izMu4R;#Gf1SD5Oz27uzArzYZMi^sh3A2yt`QN)pu$3Y=(SOo{+K21 z6RTGnG^u$x_&C~8OMbc4(@~pTsHvED!VrsR)oy3)ta1o;q$xZ=&D~ko09zL^ZiT~dQyZ& zO{9#tuGIW$In4C@jXx9{f!AeAtB!FcY*GWHw)c(k0!!equkvn7@UPRwB#z%NI5zZu&;nY<_$qW)Y(`bA z1e!VH|A(_aE=ixJ%$&$*bBW&kF09)qm>6_!ak1O%ex;nAaVs`km$9-yP2Igu{=*A- z@*u01b2fg6n!jwRBO14TIo&m+F*1&&Oy1cGGcwLe-!l-`i;N+E(G@H;xXXm+(dUvg z?C%|6qnM~O7wx!Imm8(5G(U1#IjoA1unM1{aNR>IeMfW|mtMvY+wwv9$lCiIA{vng zv{k8`Cg5UdssTWDlb$w5{VCs0BFAlUql7f9>xO*9h6LD2-e0g0qrqN)GUVi^nC$0T zgdV#0$OX6m_3l@<2S+l!$g1mys+3NvmA83sZ4AXut?P1jzDysX_-=4<)$6%z?LwhKP(m|I;g{abSW zIJt(w2++xhZ=J8d-1es$LX9D}DWVHJyZ@x*itH?QBKV8|n|+E)NBEB)62>DG^qwYP zvEa*JYKIZ8spZ?$^NyA|7Z&<+J+uk-7({R7*(eKK>-Pe+`(tfE&DKiaBgy5E2xisc zWfZa&!jAHt^Z@x=M>~DNWOX_@lWP0QG3>%cJW)qg4+~hWTN*8e(>f#DqCCcB1a~3h zTI~pyV2+}$-EDmCZ2&dpM)Ff?x1kD)9)kq$E+d0?YRYx~`b6JTr*t!>+3mSFQ{{EA zPQEtN{0+19gqwbb?x(`)V^nEbRk)c`C*(hdp*fmrC}9X$(Dk1Fua8H-eO?#yH`e^* ztT9=O%}`xczHOq^pc~5V@&rso`QAIQdgnf`?{tq3r0iNT$VbB?VPYXg&s^gO>qfT* z0jTMZpJ(U}YD`uqm6>$^K{OpC#Vi?N_J}oi+%yc0|4YJ=iWP?qysB zBxqLxw6%V`shYtIPyC^ZgVpWS2w}GWM7Q433s9})!#6{%E@tg5GiLsaWfK`3DN{6r z?)sZgexQmd=lfjj4QCdqZuZyt4RXrJ5pBPDQSE8dVUsow&nV@~e@__iwlq{eLP>~) zK+c!?&`GL9_v|GK`|wBb;nnUb>cJ~L1ab5lmy;Jq$)Q%J#diiyzfP+!idEiCX>Qk$8oEqiqC6R~7WXoS#sEBZ=#5+r7 z#b}JXQxtk0?M_0WcSCg$Ayc;Gc#pxn=<+-_N3h^4-}50_TZT^ta&O+pOp<=kt6B3Z zz5ML4fzU>#0?wb${$yd@fFeJ=x2$p$IO|~fhtTxV&(#ibRq;NL!{X-ViWX}rU3ZR{ z4=q%*E6a^#v1LbE)wb`~TDIclP%3nX3To8`j}i7yYd!hZtwq&1`{W!(qZCCNaq8n) z)960CKIG`wofUf@PX|35oMBuM94i=d>*HDrP3D3RTg<0T>`6Y$m(cuEv#CQ46C?Er zhHp)DzRc0oBcLG=4y%c!O(+`P`i^MQz$Z+tYR&U{MDM+QN%8+IDoY}RCm46p zWk|dGb&~v!Hgc_(3$KlO)EixCcPf5dy^zH5)+HQT2Cm_?!xJ<^h~H}}pF4v8d|5cU zjvs&S=d<1pv)&MJV0enoiKcoHYE(E^o5VTqqW#uYAVz%EdgkJ_TQT?#u0ZX0u z@iHBHov{s#a0GwCx4BRFsw)CG5IFpDIKWB~WmdOMe)Pq(ijSp$6}h!zP!DDz4{3z% zh_t|4esbhwp=oM@UML<#?F>rh>s3>=OAPm3+Ro)<@Uosf+3UGgC$KGNf7EClZ&D=d zmZ#CQWmjYWty}8v{SYbVc5Q46{%zY>1?-7mif7qibvFDc=PbB0kpg~iU*V^-e1|bz zLiIV;)_P{cCa6bH?Kv z(>uc($4EM4M%NEcwAS%U{^3+>@9%?=oX%cN6Mk#nq07TniUZD@b01noo-6IRc5xSZ zntVbYX3lK{;|XqVWZ(N6*UlR;(7Gk%uimZwPy`OJVSczvJGbj3pN<18QP1|b`#$NgXx?d42 zLDMmXM~%x`&JNaXFRco-UQfulEq}!+qgK2Mud(Y#M6q~zrHRvqV0Sd3*N(Gg`IWZw z)e!sYvxY&QW{|h9hw?eax8yj+`0`G>+N490HCgKg+LG6r>Fh54p{ty^pP;9u>@Jat z4PyJ!$qv`&k8_56(eWSQI6+ofLhbBp_m_CweO*e1$zxy+-+Ft{Dk=}+SDQ{phTCd` z#-__^O*qgB*91Ny9B=dQW}Fp4vEz@3bI6=1O5(q%u`){OwO^Nv7FOdbg0WBSr&}yR zzPoq{!Q17DaN^TAA6ttlE_SENeQ%oE!3*b8rCOI18Au-=AD?gHSRO^r+8q;C-DDFq z&oup>pANxOt8u5t!a(c88uAQO6xsRklCp_x73*%`YehMiz9fj1pUsf=j!kC;g26Nd1$v(oj<1AXSvGi3E)8+>=l)BboCOaVUM z)qh&fml}IY)qg(91V22s-ydf_J$;lcY|GvrUtUFIP>kGv%NBJ$^t>O{{(NZvbUW96 z|9IWX%n4ylOTSc*_U|QJu>d;R~ga= zy+2dpJ|Ub7SKHsFH<8<}<~z0MsZ~`QwnWRqBr(Vt}l2q^qhSl*vG z%3=0Y^nF;cYoG<$n2EXwXH_J?a^*7{ncjK!b;?*M$}W?IC_A z_=%*Da7CGp`?oycq3UjslFlgs2Z6nVSy0+?#`TlUMu~i9O(~a#4sP_(>WF)4r_V0@ zAyM<5lb%30hN`uf1iEE!sovAWNSaA%3{|(XW(;+0v)N}1mCUbP3<}M9 z<5NVRa;k_gv4Nj$3?43`TZzT@^Z;(aS(VixTLWK$bA=x0fo9R_;Dc-=NAX}XI2>+q zVar_4|HHLh`$bl#X|TrlXJ4AWq@FpCk+6Bl5$fJmn`q(-S=DYgWh8Fht(T8SawoX% zQvIqq6H`0tSTwxs@$U0LkI7^qsd3}@=Oe|wFY|@xTJzw-`sKLhsh1ED;Igrc;NYbz z&oMCVGl=89kzfm-1jTKYSci)SV3U#0uhYc6E@4LJwm;2C5gURaZZh>WIJ;$Y1Df9# z&B{j@LXC&dn@2IU`erSje_GRnKqVhDFkre)op*QKOJ(_}i>ZJ?`I~W(kHl#T&LD(a zy1F<4Eceg3Y#r{>pnf|3hCQJ>M_9`~S3{+eZO8@%y@7YbkH#mWP5o%jy*>-U!*nmn zOrY4E$rV~?O|)fm@&A3(4Rgv>-A24N=t$%sFEljxjl0d1_-cmb@XJ)~?VC52`gc{< zpHFfBHP^W)wtxx-AXhP;focAyUk>j{5U^rN`AB2Oqy?SA10yp#46DDQh=CDmou$k5 za_#i!2cpH3Eax!Rg;p=>Fr@hr&}b-t=*qts2jpy^jH*uy+&6zBR6Vl?SDI}%9a&5# zk~D&_+aTR1)ZmVS!8gm_i~5JpUI5ZwzwEqmh-`IT#vDXX3i=ekJZ{_=K@HC zS)zdKBbJ8!BsdmwyH>g$R!M{~n7pm*An2C}Vc?8tY&I%3pw+pg`jQ~N5)Wn(F(*E2 z=D+9Syx#ef#KBg(1kpJ=@A-L4sqO07@N%~Kfq)gipwTC(hah*9Wo7Dc8Vc7H$4G`1 zS7q;H>j1+skLLlMZ!j5xSRq}rdT@RUj(UNa9Dw($)WJ}jZp6B{wF2D1~0uD5Lc z`D@!uQucqJG`3kpSldG__!_>9p7}UDN=KmY4C<_fw_Fz7wwuhXuPr)9{nz|PDs8T6 z&;x>KX%1cJ--$zOVRPJX{=%25YEfksj$`~Ib*#C#fq|d1Ok2xW?B{6JXTEeA%mKNA z+g({A)t~A0B49RCNY5qcf1c~qcGINNgE;wvX_i2a`qfv5c2MHX(!$8lv!4=F?_HAO zmv=D&nFr+h4LPO;uN;~embx~C9Xv~7+|DYn{>U}s1I;g*+h z->G)wVN(3=&Ikj#b?+p@tFN|D(mrVG@8{+>G6U~ZmP#X zR+^&v?kp<{jFq!oc@((OS(3I_r(_reS3JG&IO^hp_l{|TIZ+R1U2>&}-vS-eG28>; z$Mt+*C;(8lf>XP|hVhq4{+qSSo2}rRnESWYV+E0Hb*M3&Ew$Dx6b^TARPSbQJgn-1 zR8Lff4&E>*9{2SzyIlJs;`d|!e+COM({-mbee#HQyx`vVm@_q|@p~i8natOHej6mjH5pxEmjP^n-5dPh2Q1Z zd6GFUFq6^~Q$X=1HD-m5S|j{!wPhnZ1l)kHxlMt1N@OKUgdH;i5?`-3bO^_Bkg94J zyo-{}_mOT4C&ymm@Xav@k$Pp8*DNDlr=?40YlfRrP$+Jye@E9vEdmIDSI>_;bpyeX zZ8j^mrN-9n{iWkAbJnKqpImxkhDZAKN1H7v_Zeuj+rG*JSlO%7YP;!6T798Mp+xfA zM5>flg?q=zBef!ENEd+#9W87=^yaDLOL$_eNj5sud3 z7$wYdmj(cc;-jU1Q2HQJr>vY$89{s`8Qd1b_yZW;{Ub>kfnJ@_FhM^n670pi0Q&z- z^Hak1e7E*(@9o?0MvFwD*V2$tMuAFN4b7t=J=7eoI}l~*sU5=PBU*w{cxF*9I{U@kY~3f9zhEADc1sbTRcWK6QHO1}UYfg3H~jmuCwOON{CPToYgD4hQC$ zBjI(jAZj1c`FQ?@uYQITTeR@L-*kwwb2xQ%&;L-ri z1yjj)VB9Gj&DcQ}T0a18Ga1nz0E3!!Td4S`joq)^Z6fgb7``-je!`2|3xU$IjZ4>4 zJqBrmCeC@Ec^IX`V$>@frV9c<##^_1AVS&J&q8KK-#hD)M5W!bONGb7I;~7#r|pkf zje~*iDR;sOQ~s;C3t3zUzGYH*+;tjkIR3w^6yL;-zp#)5VBj!)Oigla-3fj<%2wfv zUL7eqEVf;>uQmZloxZ92Yk zgrOJAia6Mv1phCqMotR}ZeAKG>=EM+)<&4=4~T>kp{k!$t%9=&d>ZR|~_Pi8gs!9BBU zhfih?Yr}E*t?#Nn!_mJB&x0&N$q01*83#0AdilA_v)6e@_E5^`4DZ?4^^5AWciZ^R zmnMe4_CpgrPe2WE`vV66v4;XV0oumQR0bdRk7hWw5FA|Dw^k~S4{jB_N&iI2IhPMw zwdhrH4ZuOQMk-gLuRp0M*pvJ`P?txv`41a=zo2c8*N0Sw(jcveWU~&X>du*h&3Tb1 zEUt(4t;-Z!JHOBMXIxHfzrCkzWf;l<9_3rz9kTD6^Y%EZhacv+;ZP14+s4Os zXbtwMDDpZuc!@@b#4s?icjr6LlG z7p|w@@Cv$qF42rF`89uRqb9yW3CNMk*1tPj{;FSa$5PLpU@+qWUc)M>D{rp=a+NIc z-vgj%Ba7z2SU(wu#(9YRg@}ZmbM#(DCgP#xSY{+*G-vBC&G)*~8anc^0gt|JkCk)S z-IlR78DN|7i}dJG%~m_Q=V5*r-a5xg{?3*RjkVOUaui?)7>|gYM?1yUYI1Q6$8bG; zOZmn2Rp-=>wlnx&$gp=Fq*zD==>b`8qU_(FcpAA*GF7f5r6W$|dQ~ZGT;?RKy&lX- z%p-h#xX-yf2Z@!E3WiJ8*aBRPrbFVm`h>N!cYmj7FCJt z*-QQsp!US~;dp=^CKw;5UKGjJyx15`^p!<$zw#vk$J7TTS|`D)i)G(a>TDn47^gY5rZ-wfn8~b~cbnZ;bKFc#0fAQE`vrs>(aEJr)I7^Il7PZlt(oh- zPel!8fs3VZL`|=TkAc-sSkvVZ_rs?{mvA+ztawCU;6ueE>XxIP1t<<p2i1n?K4K}E7T>l;m7f2qn}p4m=yvy~et?^eRAC#Lzg%(H*H z4DaafCjslglwwFWWY<+rDch*7FRP}^Eb$_=%&y+1sBU2m<4;^=FC^Ze`!Jz<{Ay=` ze1!E!UG{R-PV<}PYCdA1V$4by2MJBJA75VP$WDpRMz3>x-dQgB6nIA8s7X+$`V`k{ z5Me7RRJ*23HE%hKYi2y2tMtasO*O&o*y>K4STTbJ4R#$CB1w3B&rB39> zn{8JdW%3=uz2Svs6p$wETpye1>#NFSR)|v(_hg)@M|I;qotENM=o2#bQK_|`Qk@m;S)gJe53`O|8$DQwu9$2U4 zy4(!ci0@e?s{7jHW+Pl~SZib=yur|Qw;zuC_2_f_CM0yd3Gt{%qSe*!?yIs-`na) z^%QvV=$K!pe^e%{i+5*2)lsBd#amDqPmUT;XwxkAxrSYFBzPlVRW@e(*lb%+G&`<(RmQKZhMk&4 zTpLw={Hqtvwb#`;50nGa3+ME^HsWk=Cp5MaUkNKEKJIZhra0=c;8|}aasr?09lRu- zer*~It#**F6c|0seU`0rqEd>cX=YQVNED98nRRd7G}vV&o1)El_j;3z`^Pjl<;UtR zxpICaVBrCXIW)Or%)FlwNp8Wi%Ar=vc}HZewY{@E3j~4(!5#a?B}}WO5wUqLvI+5z z{Jrx$yPBZ!%GH5V7iNa~`f}rL2bRIpr#6Ca^kA2gw=v^m@Gd$4-zTFEvQ~~43g!2a zE8qX(+xYySBL{qH6dGvGVK{ub(xU1C35BR=J)S$arhUDT%nWVd(PP8<9C}PN%{`)& z&|(H0qE%NuBk2=+gn<7dFm5L|168>6Qxbm`a);7YQ<@Jqyp`tkgB~*4S$WX%=!t3W zj*=O}?ypPWv)5usgGg4s*E+wXtKRRi8@J9GN{)-;UYN`oHXI|71>O7hdGEaxVl*te zu-IeQxh&{%SWU#tZqp5Z!}Rk0DVA#mFfUU&ct4}-;wtBRPs_O(H|E@J*kC?!>z*$S z6b&IglW6Zj;ud;+R#!e+-j;i=%DVTUe3VKNbg6lv`@ItVQ~vdWy3zg@VwY{7^R996 zV(O3Ks1!A5_|L4JCi7|isRymahnuSs06%v&U%3)!G~FK>92jxu=wpV&(&BvsYo*D2 zd&N(+%#`D?+n>a;k~diAb2mkDjcco~*Gzp<_lVi?zx?ge$6U+OuL9sHtxp2adK^Py zd*!ZAg*w!d`i%aKeS!Yz;Ko(Sww9U=tn0aU*C(~7t;ivq2cN1Er|s0k`) zwp!M7n13zmYfj=uBG%iK;%~cTi*@U%ly5+CO^;md!;>rF3UQCmjF|{~h}&8Cxw_E1 ztYtyvYmZ~ROkOHJA$BsC38nE;NS@4&Pz;0fK&d66I(CiLWn}}eSIt~SKtQWG|I!Nq z4dS#-7W6N!LGN>0`mo3y-bcXh5 zqAAvN?dE7r#$;DG&JR-a?VHWo6TbYCzv!*o*L1&0_z8V_NMI?3<1r638}8%Ls91Se z5m{-kzimUeqW1@#85 z4Cytl9LD!C4xaHx_{w%}ZqPfl9PCm#h;hy(WUA;MxfN?iBaCGowfM(mI&w80IQ`IHw~CcQe%85x4o!*-xuW}6+*L|)*uxg5CL0=rWUx9 z7p8ULFK#*IwXj2Ya%4}Kf1=erLAM&hks(gHZSwFsLeqFy)>xXTAJSH5f454XH&Mn$ z>JCLq%uV+=(2fZ*YXdvP#kDyo+a2C#^u^t>lEy}%+MPP`@S7{dr~cluUO-sPwKtvn zpeH7iQqCSa3d_b=RR|;;f3nBm8F=ycZTW&O@|}GRn~Y!>TL+p(c+Cc4M>A6&I3iXm z&D?s(9S{;n*}@r&M$xba4-m9-&jH0+?TGZ^q&V+EyR`w|YT<31BDnN4&s-_imsEvM zQl!jo$FaS39@_dE+~tw0O)z#>ab$Oa+dLkiM+|KfJ}FVmbLTJ=)U!DxVv{WG+~~1; z;9T!<{c&n^agTXwG#$>OSK{eXy=L3q8&>MGOCD?psF75SZwPhX;dUW!8A+OjaZnexM7>#HJNOr8NKO!|D%SHfDvp!+B2#>xI>bY;kVN3b%5?P6(VXE5_>2 zWyA`XfMUi9=eZNC17F;$1K-^D-`}c+_r6+PX0;XC!4u*mv(S7yavPB)WJrx zwL`RrHsgv`#wHg4V8nhciSJ%%b(YPXzp^^>t#AMF3g#(EQ2mx^ELb^k3_ z7Pcy8UA(vLz{D>x{H#$C(S4wqQZ~rMFIe!WO~tPgykBXdb0e}Cg>#~GL=+YnZJ6FL z2Ht;{hRg23Fn@0T4D~_1j{2JZuEVvo=Mhf7ef!41T^%h~x0RwH6_^Bz61WEktQOi!Q@zx-mCDy7gaF1f?*8Y|FV@a75S}y z39n*uE~U?&HW2+0bo$027nQ|c#mYKFX+W0#9XwNLc8H$|Yk?mHC#vMKv5%*yJj)0p zXyp@%`cl~>_ok~QdX$9J`(EVNeZYRzkEn9M#5n-?dmt{Ah$qb}^%FYQb3Y#3|O#YYe)Y=C) zPbDS7tQ11mW=$7v?Z?hHF4(FZp;-FOKOBf*|8>^VPBRTYM$ZT? zCQziTE9rs|p(ggq!(=Yl{rJS?8R?GSESZdYBl|Qa88sL)2%!vy5|}{oUO}*7~T`#9(*YSwH5{4y~CgU$=2^V z_h|P@1dR@d*XS1Zi+sSb-@;TVeB`U<6FOG(TQ4h6-?nhgxYa+6PmU{W(Upfq_?Sz*7(O!V{1!EX82HcILo)x(Ao(p{5%L5D1*d0 zG4p@ss%AzX zJM@K#636Z&EVO~REnDG({kXf-(*7G$Rl=}|eqonNhe;m_5aDJ*@H)@wM1KmEWlp{2CT1w~3KR2V={ zH4J@S>o=0W;%^0rtfU&=O@ES2GfW|XDa9FkqAyafe@)?6loBjPsf~I2lRUW8tTCeS zf1fBESr5OWLpK|Ep*5sbvFb-gXO?P}fx$ zB{Ye@A^3Y&f}p+rsw4c{VgYjM)*y7Xrfl56Bn%{+;RbTJ}C!tn) z-Y7zoN`R>e_PTo)Kk3Id=&4?3&h$mQHvY%F%xUfzL6xqu{0~3L?&`-7tJ;`ua~Q3e zY^08d!Cto_S=L%qk$~-8Rke_9k7Qj?Xgjm$#sIfcL@aWSpw8CR89V8+*8&5k-&L0R zuP`gkcRff3gBXg))peoe*~GkHt;0ds0%4iJ51VLJD_!fH8CM_|`nQoZkwBI_)<+JO z*RJ#;#07mrs?H|OIOU=iTE~}^36qUNX>0omLI=o6ZXslS~t?K-p32d9aq%0lJJFm^;Z|_N-sts>*u>f{PoPD z-26|eiaOu7`FOd)2!(~2FKssI_#l&Ci<6ajEbm)<&;CA(i-%W0*QuidjjDvOrcLyJ zi6WlB-|F=~&}%3oW(^X8Z*PaQ1HYkAqTj4BlxD)R2*W@b2Svuc;o9I+>9rK*j6z=q zM^9?dw6!nJoNi|;`;q_~ZNK%9X1o6nsbqwowos_5LI5sc6e7k&&`Tk~Sn&+=R_*&j z|Fe3Gr!0K(6dK-?dGaNu3wjaMb9_dK*%1h=Ayzn;>)==HWj7+uA+W-EA|l0yp;0ft zrc0}vc*)8wRl6&@OaGnjj=%2@15beY4&1nrlXH6Em+WyG$r1xHmxP+C0WgL7T*M(k zWJum6=m8+>4@*aTYSL3Rs*NRcZ!Zhb!PKh(_}CKomgMTjYJ3m%GJm*wx73`L@hJSf z>kTP!*U`hv?c*aYWBr&_`t)i|Eq676Y;^-QcfFyjj#uz!oeQw5ks_|dwO~8R#_TU6 zhiYLHxS6m#^RmbdZGKn->+^dfG=0J{x$Z+O=v~?vh_%YAZ>A+xO=j6=el_h{gD(W! zhuLY1l81piZR0G6$P%rP=Q1#=;X{EBNGbT)TbJ)Jx$UAlkU`>)+T08Ba^))p+tD^?qMM%f8u` z8G_|g{rLTLqXN@2JS2qSR5QxJV(8b|^`$jz_O(nQ+CHwisr)ZcNgP?r4U*-ZH6y|K zEIk^0VZ-i(ePV3uRFtgSUC$c>v@BW-LT-QVW|R^@t(7x#xFZSk0>1)9qbh8?#+EO? zoAy1csOkT%uKDc(FLI3Hi6uuhy6z2=r=N)1Q4~CBQ$?7vlaZk81CIHJJwAZUwu9bhU*l6gQ7k1gBUJ2^wZ zR=iZ|ySzFa{y5pniS%{|>6y>Xqz`6VUXSkCZlu89f7})J$Eb${PF|qk3&RA2ZSqExN{nWxRJ?d<4 zV+i%?e#a-&r!3762*(z&=0pF14H}|n+igrcGPX8H`qZ>Et(a!KU)1Egy&BYz<@2oJ z9#CzXd_yMJX*!o{fjUf?igUgg@fH(G6?o8B2h$W(Plr7bZnzd%2#F9_qJ#a*nd-_~ zq+1<|CDM8YPx)CT&>NY?s5rx1%;&%7Wd_1#o_e60Ec2b{WTkdwBMDrJ64viWZ?(pyUfe6l3^94z#A#B!>dYa zoJ;^wae^@6F!vw`Pv@BxOK?E;V%4O@+bH+R?s;qa&lKRTDk6JcfkYeLM=f8j6 z%r5z#<)<3Xr3EFZUTdcIfRTPJXTQT%*H~Bv{cLTWah&74(5%V0JOb`E(JR=HDtB$g z@DC5V8%#hTX(c*KdrrqAY+-{YCB?V3I|LlEud9Ep85#KnzBwFI{!55dL zHmMWBf)r~={Ar_Bjpi3go4GOJj9>+@lo~xhb$@zmw;`|qN!3F5Ma36X5NF0nxnSyZ zsRkL$Qvi2M7j>&Tw03_eOcps&!<+G*=+@XBKBy)Q$qf*%UH&eG`sLXTe5#g;TGlfH zdoIviGS}m_a5{Iqlb|I?^$`1=FwE^rBW(0*)YhPV!b?UHPX`w$c8fGn?N_)e!{7J&b z2ajg`Wg7RNuxgYzvtjTmB~pHTa#CIT z&b26ajwEBePNA-7%@><_6t+!!jv5bq(*I*iO&V{=yFi_Vdq~mI^3JF_0nWtWr+}0~ zf|mt+&HMo~<1lda2yBJgzI=#fB==uqKXhO!vABX&|8Zi9?i%A={oj+V2=D<6*uq@~ zsKvafl#39VT6VcpSmYFH?9bi<=CuejRxVQPSO4{q%fd3R+jSf`6ODqE4@*45i4WK=i#LzvTAMP6f%a zxIFzZho0z)8lQm$-2T->WL}*#Cu=G>D^|Ew8N{)=?`_ z94#M-p=P@u%y)2FYr}t7x_2l-kdKM_qjE(`m6tBx!84pT0_v+x%2rbOSN)TsE9D%m zU0js@ZKtpJ{N^cX396xBkv_J9CI}0qjeL zW?N?#i^JXbn_W`&WC&|(Oh}3+!MB+5KK($pNV#g*O$!B&;%zEvVg75Ae(~Z@M{LU z`u7QVW5WeaDO5fIH9X8yc|R-29t)zz;ABGlmGVD>eR_%_cQ_ z{IO=p+NFwtiOh;sI~#(JYdm(E9KfTn48i<%t{qyzWlPAZd5{CzI<11KN)z;_OgSgJ ztc6EzkCW#$Z8(EZ7XkSLD(`Qe*>>FQCn&}9p*_%hqAk#;gLGi;RyLY|Hxth8oT0b` zDWxB_E`3oC7BINY9Ni*+f@Fn30aC?Ky=qg0X`aLv5Qs7?e+XpbZa+y!{apd>iU|r< z`;c8&gY-ajtu{#nLxmqv;OapKBue%g(0`|(MvDch`cIyKs--Hc#!7T%YkBp5##@_K zT@KmY*b`=i3rGht{EXysJAc-JR82B+Rnx{GJyW#h!PN;~Y*rf4*^Gr1Rj`dyzH;~X z)?gXUJGdajle+xIFH4|S3+--3(pjh^uF=9G5ymf15aUeF%agw7|Hp7l03^2gC<5FrC}gY2jQV z1~lTG%}wCi=y>u$@aGMrQOJX76>UFi+K4Shf4Aq1LH`bMB|2APic?%&Ws9Iqmqg7L|<{VsC(dHq=l97OjJmSqb%6`Xf9m5 zb5VH%5|x=Y)lBb4GPr3{`qYOC*Opgn`VP()RyX}0k9?%mT4dv2d?y}%bdE_rb}W5p za$6UuMqvoi8jkJt-yWt*CQEWVu|W*0Tk~E@8n*(^*8v`dbOP9|8E4Ja%+F$Hq-mdL zQR!Yw`VQZ%&y?bY_QdXduLAM@{=Uh_`=Abcjjjh7VtLu<`Rl`za9w7 zKRo!CEBO9ED$%bSx?|&`tsWS>K4?y!(9uffxQL`XZI`UnJ zIsC!F>6^WNMYropHF zzBq!F>{|FzHN3+_&27=CdW760D6?QVGvV+`(L`%GPo;_$zY(3X(wrX`3*8hqg#Kir z_m?ChOQB}IpY814oS$!ZSdvUU5n!L1LQCGl3>ndemItKn6aM)za#Kuc6KmG=#K;T& zdS$f=gpLZ-vy>I{^2)IYrR7S|98v~H=boy6an0C{h$f6W38uk^S%#95e1vVbOeU(- zhdm_KBJTKcLA8UtCY8>4k#A5Ld>es1Xq4>gOa7rftGWZ^KegmPh-pE_INNN0RxKlwB)brswtr8Tlq0t zZ!Y;)SInW1@w3;EOS0&|3Xn&$=rC8N_B#m~#(Q@jg z(O*0^Ra&R}<)A?Hz(|MQK!sb@pl6-7KIKP2Wt|MY+1oQY+t|-T-Mf`FK+K?JmhZPv z_Pgb?FRRLec3Po5{SRcS4BI|sNpRP07dE#|k_L*;MbOH~*>id6+1@*Q@OdT>DOd#} z1r)vyBl%#_4$-WN;96n}0HKFP4jzWc{3$cen7A zp<$d_15zM#FrSEEj~b821k|8e!s!I3@R|8SgaY&#pB18P zptk}Su={rM@k=Emzg>(hju4L%pnV)|ina>&=FUC3;|gLdyc58GO)XzdDz+^uw_%SM zAPn7g#>L%35Z{I|;wLMQ=)nxUbJ1YJXF-AXL4W0sy#xCJhCBm{Y&(Q0B2-ZOY5p9n zz9EVGKnE5mK>}6CZ^6`1MOn3#4yoI3u;Eu#M&4zH4w*N-FIdG(hrNLPr|*s5Tx=qP zu+Ko#0)kB4=>G5uXH_}o_c>78bst(KWxqYwbilv0CPEhNyd?}mJdpAG*fn<8)9sb&oQ z>;?}SiqB37(URTo+#chS6}I07z%J#l;nh3=$#5n@F`mZryDDimnQhUh1^$gE3wG3K&s;FXOah`|u6kup=bqwKYDsYl zIfZ6wvdrCt)Z2XT)V5i^Fi;bYu70)?2X(-(>vX^?UimoWWeK|glVM0gNUhI+g{2K^8L?LIoKIvi=EjUQ7I8wnXOozMBfb2n~D^DJQmTu zHS>KE_K}-21%$`?HCe?XE55?fK>i5oKWxza)Uvs<(lOOcz6g2u`w>{|=)kw@@Z)6A zx+RnSA)1qWMZg)c!BttmyuZpX$iE`)P=NqI1775YH4?_8V#4XlX&r*VjCvbu2pYWqD{ z1`}jT#+y({0_L=GhZ6`ymX^ef?DDH__=&B?rNN97F?mkKJ9$v0imk|4?eAX!|LG&P zk{7bm$^07>Ux)T2J(f`kOjeCo)>9;CZ`i+hZ$JT6e%gp>G3v%9zuknQShk`a?HYcezFzhB!IXXV%4nUt)-PEV4`1=9ew_g7+#gTMWXtrZQ`lG+g$tU#jebgt>lWkWhXsJ&- zvm8H=?mTIuH(PoM*#lh_oY60p^c`0e%vthAv-*2edQzX1Pk@wVX&}Ux$u@LU(ECSQ zUw^ZG%%5)W{WrofaD=42RR1Py{9_UR;hqA zrEgsS8;SchOF)ZHdEKU52kqbKFS^m=7lVij+o@h$`);)%ixnwWl> zb_>?cSD=3)jjES=iLSD83Y3gsYlVZOnHQwt>EV#OO95SjZM;2Y_|l!Y+cN5R0y1*# zF6ESevp8wqUfp&E(l9jz@s-EP`QEO02*6CRT(83|$vQt#uQFa}H!&y32Qr~*NStfp zS0gwkPyyu3cRcV%7Dwo@{#;6oPfhGDpym##Vp-Y$JCLd$u-%HHlE~hnoUAG9|t^}W@=Kh#{N}k zWw#*{irScvk2$w=@vtHD|H32HdM)r~&3FjRT(=3N_1FGViD6(uJ&$;<=lvJQUaiH@ z(+4bVIQ60~uP@cJYT=(8Y(Uuvs9_E$n)Q7fv=wT&;C(|!7=+`cUjZq(1ulIgLk>eG zo$mWsxoP6h{|A58nyHxatWJ>)pIv8mOVez94G^p&dolFLh%)jO$?Z|1?3oA(|GFX+ zH5?tEQ=Li$gaoJT`hVlDhQ(DP8r(Kd7-ak5nlW37j*2SYCMB#{AC7+-@KqrTOve(j zpAB%Grj@IvYxxCygs}gJYEpjS7YC6YRA7LRuSCDkWm-)*?FE_9IlcX;vKCo5O6-7s z2K%l{20&7*Qeb(eg0Hne1JY{xhg^K>P@BOqb|P0&&&-+v^QAKM5HJveeM=T;gZDrY z>G1th9lRL2*&NI*s@P^`X8y%|tMlbEu`jNl%-2DP0H*V8dJPWg4T`n;Rmh)F$s4G; z1q8{Jp1Rwr1<|IdT{rB%u>)Y3z}b;LL^^hSeLlcks^v|YVdCW-9a_gvPL)l;?`vn6 zQrRqSN}ZRKP*CJrmItSO>AjLvDPc z+e#XYWo*r{+`L}qOB9L58rSr24bC%3w)Cu6l)pbuSePs)?C2Ty9Py>%N$&z5Y}DN! zy#LydBq#1QjI#5s=Unc>^*5P*3AhBg05MIniZ`4SL{&3)0dy6o*ngPC@ehl1zuLv+ zJuRU|tQ%l0x$(UA7mWuC(CZ}JWkK%4VCQXUZ0{@!QvUk(Z|f(VDmGF*)qhUXw!LGE}^XqvHemRl^gG*$N3k&`Gg+dS7SqC9--37e7#0GsNv9wpaUa z6f5~#tJJq;8?ufi`7OQ2XL8N(W;_9@9OxqF8w5h=4?{$&-SVFOH>ChyvLpR6N>!{g-6x?F=+DQvlH4SFq_RI;#9yIXkUHo&IBdqOK}+^hV1Q5XKX@@tU$7RMDK6^? z1LcInb%~1CT{^PbUkwl38))RvjO~I?()>j!_*0P#FU9tl5lEWWk`Tmw;~mn$mi zKithPw&n<~ep(^`9;2mGWB+7Icc=cUp|fn>(`gF@oxpG+F79mn0kUy<07>|?AD(W~ zGg?!B+8RGe^D{A8BFuZsNYLV`?j+lN!DzTHzeV4*=}@8xNBbIBVq8pQ@On^x&+8%5 zsa(7Q=uhcAWw|6tH=%Xy?F#X*PM?qr_jZ&}%^b*mgDi*=06Vt`ZOtR%78vtVM>dF4 zEqvxkCgaLXWz(=*5HNA3y42wyM?M`lgfU%E`cu2@T(SbTCmNtnHht&~blMe`rXqLI zj_8dAFh^`m-xr;n`~uXzQ^)msIOK0a+O9a{=K*lOE=}$9MQvfAaWWU4T6AI`Ef>9= z{@{@>7PiyNKjZ`|-m{7SrsMn-RS^tL8_wvsb*da|4$p(_Q-Mntdj%Z4%Y;kAH`+bi z6w+_U(7ZRR8dt8ZU9aalgVh4BVSFOe-2o*AU;p-68)x0JMe^q^H%YN*?~;nT)>wXr z;7r2Ea=OgY2yaoy!R_Ow`g8pNUA5Ig`|$7dTH_TD%y{JkF*=a}wTOWqDN;Nr{+N6V z2RFd+D0!zGmJE4Kcd47KtrwobJJC6 ztGuvZIy)rZE6oT4tS@=v;vFFx=-4)HN&7#h;S0+xA1FSkl*UQKrW1PLWxWfV)@*>_ zO3{ewW^o9cXa!H>Hcw<^q)q{AiT#z*H@lJ}t0D#3O>yQzE>mpRa&j3omb?l7YnqKc z(+N`?lLe>^rT9ce8{jkuNjT;d9%cp2{fu99jypU@mb^ku+!LK-t zWU&@%ktf=3Qfn*kl7?9tJ-TI;85Rq}*bN=rh<57O!u@IhN4|}m+C{I9{=cx+m-^QW zcM9ySYyf1Rwtz{-(*$hMA7X~sFl;=u7#wrQaxC*9$Q>>!AjRE7*zWc}(p9QJ?h7xd zi-kz~arc2M9=@wB)UY<^mtt~*y?F?XaVR5#A`;VH8X|As%fc$Z6Zl=){T5-ted$&I zfh$sRkB<(R`+9+jPvTC#9<}dQ`f;D<2qqOF!d`oQ=_+75(uH5%i&o?DmKUSw_rkbK zj}7Ef)0=AbYg;%1I%qR?6!I5W{@cqH!yg6$UW+RPuvYe%1Ff=5tjNn^zwX}?D!s$G zP@>C1V+GWKxrh*_<+>yM#2dBjIljMqcTw&U>078(U?CENHMN=8(6|e)7O=h zQB|rUdD?N>9dgf5{wRx`Enh?HB?F8ksd$XDT&!88)}sA4!Sp|;rN3WiqW*^74X{ZL za^|L4+3uk10v-*JiJf1ly4vATMy`}mix{C5DQVZJEC&Nu2! zMu$4>dP@i-;to(@SYeQFV1yA|mUdFgKw5DAk)4eY`of)LTDI)zC_WKdWi016RA(c# zKR)`^v-R8g5tv3;(0md5Z?*u``;#2m>*M0gs4`_XtcAp1yAOdHGgOUlgOoaM(M-?< zDh|vR1#(26p%D`lUn?r>S!@;|k9LRx&<_U-<;*Q*G*w3`jtbf)tb~#nZh%|A(kmNL zQ)*f27Yz*MWS*VPsEhg(dH-gVg(uRol9h5n#G=NFE~ZM2Z+9chE&_^BRrWw@jpPz6 z*VQietU<5Xr3bPY1<}g>I(}+)+5>w9D)D>7!yei$8oeq_Hs~%aFTB^y4e&7Y$Y|)G zUsrUS5@F#1?Y06mEK->}-T%*Eybt6M`l!d-K{|DUH+aQYkDG*AZDZI-vj7$DVj*}< z4G1PrJn&BP0L+Yc8w18DfcdaV-&&QGNAQ|cHI2N%A)g#EV&r2=v`tL_q-hxj4Sp(l%D&F5C7)tya>|3^&GFD9eQ-E zCnL7X2}p6+$dEtFUl^`)o%qMuRucU{H1a=j34t}`_2427f+L94yxGMLr~U3DoGR z^j=~Q+&|l)b7tTo+ye|~%*n9_oKeIAAi@TdG-c7WODZigY^GsIUw!dK5YLBaT3AA( zzm2rO{gHQR%b6Gs>KzLg04wqHH5Hdr>bBnq2YXzPI&n!?c}tj?cj_va{eb}oGG zpLusO2#mcUxGz$TXLw(zQ^Z4oo)) z{8~7=`%gjByeB}45GHyLpKcl3=}#*B3^a~5qMXQ=JJ#A8rm69|c^r&&vR;4d!>s3EU?YK8&X_0qbsjrngqVI#mC__(zSaJ7pW{`7zL zd2=tvDjACB>0yF?G?GU}pUD_X_jw^UOGEyYJn#z~LIAvgj`S!V=DvRpZPvjDFd#zg zY?d5{MfT+rUhNp@WJwSX4_bhX->$z(@6wSC3oi&l(gPTvnrJQgIdCD4$-BPU=bxox zok(Ib% z++oUE(*s^?A|MSD7jfOf?M@(Y8bR!$7I$%xY5LDB(L~QMT3l8lYSj(Wo;)#I!n}eP zL7R!s(bN$BHfr!1Q1|OSrxmXt(FyXP_QHVbzHmM2rXC@m2Dlk!O6woB!~D|u%3ahY zL&LB|-shYUz-X68!!SNIl*C`&fU?t(w2sy=)p4SpEq-l8!i}Yl$u9KW`#E%Be;~Hz zO}p#7-+W_a%78D8Gbp(gLJe?*t>0)S?r!#5bzZe!>uFU>d`Vm+EF)3J~nR9CF8 z2FFyX7j7)Ecc-6@w#2zz;`H*I!e8p|>HJ^eJ?5_OqyTni=Kr_Y(U6*~{W=3|*OmG) zf<_XBuSD<8Ky6d69iAhOtH!BGiIK(Ur(q!}dELH^wX%(b$y&V)A0OYmqdZ-EZqG5; z9l^#xf!^lH(+@L#n~kZeR!r}2r0r8%Lpt6vb1sP9F+;W?HCMu6>-hCr7U-HIhyaiw z&ni2RL&SKkm5R+Jr_A%&z+)~tuH4V&=W{+=y8IVft@J$E-<*MG9Pa78j+ahMvk1^+ zvb`^Kq_eAqh!W;c9jnp`YC5KWWO&@b5hgGyc{RKPz{OT5=}Ix9E2WBmDofUT)#8n% zJ4kCI*$jV$Z^b{fFds~>tjemt!~*@QXs4DHDQ%Lxkkx2W1=XOz9v6@ZE5*YP6M z-r3(=j0}{(-5uLbt5LgRVcbNj5L-%4IZr1JMaYjg-dz~UuN`dg(0?m*VT1Hb4Tcr# z;JCwbklE}yL;INM(Dr$z(xVM{xKx~%1HP)IOpARoRzC)}ieW%p;~EL`HIZ+qQeSvR z5kBH28@)H*Ye^qzT;>%otO3H#u}^5H)Si}r8c93(KGac((SI3nq7ny=(0o=PA~lfj z0Mx>r0Mfi`2HeZBh?Um2!M+GTsHOx7oQ(<^znaL_bmAHj!D4+!Ff@D^iFoeZ8%46y;BM_Gsh$@NJrZrfqXtc#bybAz-C zm^4Bu&_ta+JMV!+&;Dj~k`=xfIpc=v0I=rd%MuMHqs^S1l$sH}Z*~CX!JTF;M zmx6EfH@)T=gluLpcjIM*^px-D=qL$eMvTsvCdkSp>`XwSE0Ve1)ACp|3X@d&q^guUj6Jy-|TNw8*-&xi0rE4YTclFeQg2Ly*doP{C=)l_T0c^*Wq|P(vg+XFPQ|he#gAAp<~<{U7;(_ zMZ}{Lgf)rWLzCaRUk#NMh95SHT0BTS(Tf$MLKpmz^*y{cDsrH+`Kj4)H1uaUC}CSv z?FD8ag&RH~2C!8X<$y1Zt2>flM0{wccAOgR8hA9DZzTRAv; zcd-|Ift$>YCNHtz=4En8T>y{y<6cVqAM&|aI_`3LBIYzPqBCB)^jHi1>L z?$tg|F>+c@91f5~34Df!Q#lO4kpSWmb&U=pHV3FDbrC%t7oV+Wvx)6W^umq*A(O2aV_%T8u`v)vE;>NZ26M^$kC z(F|~VX4F7a^w>9LYVfb_OI=Myu;5>^QdBQoyIf3aGa#c*U8Ux?Zle11;44Vivfn@F zVC+fQSQv>oBH0z`dlKFiQGOhQZcd*4R3ei-2Leqj2HY%otpIH+R3yq zy&_N+ZuS(SJHS@#F5CLVzsZHMuoXSf#uyN`H4;}D(+09ArBOm)Vw-ueMPEloeNb4a zySnSdyiB0-Z5SGyL1GhUz24&k8|DYyI4${BV~(zZ5T`| zGd!5zi-IE$F|F6t9pPb>!{tEQxnH|Qg$;rklgomSH5z_80A53iRFsO^(UA6t$sB+R z75fo7P5{}z^TKSKAPU6e_4rv4))PL5fRY7IytCrOc~N4^Bv%ov3h7cKl^;nwwdt#q zR^ElFv({KlQ*e0LP$;P`PX3UDS8e;?!h%k5;`BL*>5IS}@~b;E63Gs7xyRaprEQMo z7>v{pavBvDV{aVyP{W-TCU%TpDjPuCjrlHC)Te-Bo}{R4(@$@^laS4)*UzIjsP94A z+2ogVj352exg4D9JeUuZR7vF%{+Vv6hPIvi%}}6Nv<4!Gp$D3&4=Oko7exCcNEs4E zP)+h%;_#!tVo42kIhM!|UFmPhJUo$;&3O=!VX3x80rkd2C^FBxO&0fx|-db;Nkx6Tn%i5X;mzN0| zNc>p!jsuC-Nt*? zy4VWL+AoK*-S1Jf$djQ32ymBnW)c;!L@zvIP`(jevtr2E<<40E-~3cECDB5iwwn+m zm3>l4Khj`Dz}S+Z#2z=oYd*Hgy>}}zJubu$&zO<*H1$;uIW1^gaRW3x?aG@1(;U#v zAYp^2?{S%GIx?ipywdZ(!z2qENv1H`V4x-V!;u3R8U9~z*`+n*xWNY7{YZHSG7%5d zmxDEf&-Kf!xTUe%#q-bFmR`EB;d9%q;@|i4(K`qc^GV%34JZIN3V-NvPum?7H z1oT=7V?7?2wt-8d<{Y=ri8Z#oJ-B^N+!)V(``fWS@;!WdiKpd_3)0dwl|v^xjrmj+ zFe84%x6Bg(s@40zNKbV2VBg&WGU+Aj@y0AlqOK?Mc04xwc0@tPLzAL{u-KVs2%yNG zC3^H@AkV;PYnZJ92tl*8yS@X!q+wn&bD+2KYj&vLr|g%Kfu1F^n|PRSw72R7wMadt zod8V4uJx$3QslOi(}=i=W; z6MLp*0N&UeZ?4i4H7M6638o}|xtX^p$dnj{OvkFQKVBZVvPx!JV7CB+!My+lY=@q* z=e_Bc{ydKSwmC827pc2|ytq!17YGV`!S8)Ex{ppAYQH^Z?Re4WiuFwo5bNN~L|<_B zyGh(EmwjMJQQ+j$YQfY}jao>$A-Mw;iDvHwM_@bPIQG5MFRlbGbv@lx=z?4xS0N%7 zUpidEVzLsqPvdk07-RrIBtO9E2>#SVGWUic4UOqN{Cu4UW2Lm-80n8ZmxIvh1iRv! z&2J&G7y<%%44JdiyYPO~z@(iWMGavHDYrB|SChXq_(-_Z*=W1`8GW$0sVZaoY_rg4 z-jeQCF5!a%fLIVmA1|!uyZjn_^ha@ve z)y8PPsPJc{0`n3KOw|lMLLM`zQ;<#-Y|vqZth9aqjqlfl$-k!V9Yaa8M&tr@+6Yrt zH3rmdAz{8JpxI$U^;?sOU1TQDE7csjJuZbCBBe}~*zh$SAt3AC$={e1_w*=T5NhHN z(}YF?S!w2`@?0q3o`FZSfDE}~%|zt&6h#23Un8f)teEufo(4GPr~vwGP(QEmd$f~F zc|5+?#Ef-^Spx1DJ+aC2ke-#VAA`C4p&{GtkBpZ$D#+X4Ebz_iAfhYk`m>5{jPLHH zR(gw(-;U{Uyjkfbo8~LFzB4r zw1{Zzh0Inf8V$@ce&=N)mBsHGL=)?zt^BZ7u1G3V<$KE>y&}UUQj@fm?Bs6z-^oRd zdQM9Z3T>8f5jPX!xA2ucvwng7$<0+|ojqDjYCAEXZ|pTgG}}tg1L97e8chO}ndKgF zC3;QG1X;@gu8cXzPW{0Sy=%;R^PHsM)$r&sMmvTe;j@*IyKzJIHg5_h6rT;O<^x(2 z-p*SgHr54w?NPl#;mWr4&M%j~MdK(y-@QMR!Pa>Wz+5G`u@N9ifa|Jb5=eRc;qBh@ zdC-CpkQTgT*AV79YOjcKV_Q*s(u8;7--UZj5%v=WjC9~s!VguuCKJd^7LA*Z@b?>- z>({l&#hci;wAjazS3&`iDL(n8T)h61kj4)yBR$5zyX!_VK~Zr zpi)-9TB?fRJfOwlDxqV@tblVP+}hh2wF|)Bv8(Y#;@~4`aRlUN>`(%aN1gdfw(g>l zCNZY~20)|FFs~@@RX=0YsL?x(t)lzU@9$Txj4#l@tB1Et6Z#2bP%9*Tn1@o@M_8F1 zx9Z!Q!>(;mEnLEX~tbSI@|E*z*94t2Lg@x`aNr} z)(~S$qt-`H-p>i+eO#Ci^;6dS;@3!w(%0+Xy)9EH*c;yESTn5+9L_?aKuvK2@i8GM z@?2}3f3ZWg1i;I%8tK7t=*m9`=TbYa~GFo9ufw%{N?nC zITCaZ{nIl0QSi4jk6 zCFtJFt6stHgm(2C;j@;Snn@4n%MQ{2aeJ*=faJ9X)IBW3Qhb<0USLZ#rapre(V<0l z>?$=6s%1?m98`C9+KeS6<1$y!;&C7Nl!J^2*{de#%cI;d-t`jrt1F=+A|HF*X^Rg5>%P zqFOBIOT)HRqI{H%9U(s@-46j7Df9J`@22pO8Bqss&tIjg7h|zo{#!LukiH|40hlM74 zavw_>_4)cLVM={JdY|7O`A-kCz5dgQdiO_r$EPzR|3`e3TXXB))Pb2d-BJNNxdYp) z5#2IBALo(&Ox!a(-~yjmU;Suw*?em__#F2J&(0fAl_T8q^`izIdiT!T(EofXH8TnFBBXEdhxZMq=TG+|an~%s{Buwk$b4j_vB#uf?busg zA#q61C0B=(zlB2*yBuXybu;_6BWqq!W=0oMIX7h(E8&ua#)>sXWT1xwLw((MV&pW8 zYv_gJ`tITU?nox$WX~#n(PvzZYgIIJdlXZr8ymS}kHA1|RV-CD6CC1_O$sUw*QT&e zl3W4w^3_y;jp3YTM_5U9o7v*GJdKpMCHQZ71UGdDRtwevR_gITo)?O80+blm{h30H zDfF|0nE2sLtr*{{72;b7U2-YL>NTwOsHpXd9WiprK4#(2V7Pb z3=IitucK%e3iRHK7=f{<)DjmEofXOG5H5OJ4M%zbcDwp}2?Mcu&f8h27*3=%ocFq@ zCh_JZaC93Xy7$-eBiV?j+Y2WoxQ7<%Z2Mf$*&+h9QDkL%$7YS{db{#6!P{9^1cq#S z&~)RO*T!oh`8B8Yvq8t&Z}iVfmu6^m_e*JirLK~?)p@?c@#;kT`GtgV(mfp2y z))mSE7>zW8of###dqUPQO9ASXreJmxgc7 z=v!ACnw}3>8sX+vK4mE&ZKx=tWR$szPEX7RxMoROd>mze3LhNbHbqKC|FqAS>S<(& zeR~HwX4IY~>-9LmV57+0cZ0;^c|416$>0U$@@wJTTE(*4EY^K`=Y2CAdZ3Jvva)ML z@|M2=I;#+0kWC@8|LKrhb|RS`(V0*p%k5ZYx``g|Q-AHdu-*JYrFswAbdVb|vcN_T zs9aF1qBQxbyjf-Im2#+-Qgk$F(WJgDQo#}Fky*sv77-pQqfuY94qI?5ISQx$P;GG>@I2ZZTHDAdCMlUE zjteYT2W!js$VT#`%DhH5^tIP&!}RPApdUj$bOdcc#wb+R&(?@lvkd_@Y4#BIHKD-_ zlN;w|Delz4Em@N;A#Qc`xiXO3JPY(|xtk)}a>umiiDBnGJlcDw+f|zW^gQBX72G_`qpUz`MPx_<4_=KulcL$p7&`Mo$%7G1YzG&go9*j>bbK~Z2AiWa`b zL6#<{5?>H6<(2yhr8Xg*?P7LBBC1bfcFZp_`2Yof-8pm9fqvvF0oq`%d@68oMDPJ# zYAO?$LbQjD3e1sGM@vZtVEzBaOHFC}uXx%0s6I&$M)flvzn3@^XcwuHai!Zzj+fcW(7z!I-V?u%yt8nFNJ4Ee9>45@&Y zdyjU=nOB|P7#p9@PiJ?x`%6@4v}4?Po!rdt4=%M&FF&*BQ8-OUp$RMEFn&t3K_%qn z0=?h8@MM*Q#!}==1^3!h;AGCMcO)(E?W}O6uJoXnaEFd7QGB3nYhL5k16W>PDft0i z>n{;WVT`G8HXpd@Rlz$6$_&L$Bi!YxRlbXJ6!(e!x4%XDGih?O| zRQ?7nVkRvmH!i?||h zI*;TfuRt5f3~T63d1-JppXd87Iil5LO2f;aRGz*+-zU1j9KI80P!}xIjQ;7Y)fA<3 zq0jLkKhyp#Gd`gm@FmdE?qsfM8BDhjgTg`kvjyaw61BuW10{O2s|#P7y#nSaG5Q%; zkU=^U-esNwH`e>UKqLWdMj;=)i2p1`!a60{s7t3TsR~kBy;AXXi?1ic zGp^-imSG9L2`={qbHU`>G>cJ_B~z2DVbg&4G3bdw3tjDU*F>)oB0#*CiIlC#y&MBx zT5O37Fm^ddBv#$7mNM6)?Gbp!RbT@4eHVn&X>#hfao%^?E43E&qmaN{pOnNX!J+1L zNnJ4%8cOal8ICLV02eOH^JWD7H=PdIf-U$8p&c`@pb>}Z*jJz;a>)ey(Xnuf3W^{S zYKj?YH&amE7|x;9BmkYemNcdhGetmC(iZ(joK!`4GQe(vN;Il!#C4pPj{CQ^-VshO z_>sk7&4JYb%~dKwgZI08_0+%+_26UZ@Q(`!J`Ml5Kvr2BhsPD5BNE1(%ET^m4xmyX zHrKUVn*?h7<}(dKuSJ6K)9b4B<&@fOjw{SFDsVA@x);WlBbhS-MT4jKOlHH96N&P1>L{Y8#HxM|b{{ zRCu>B`~VRyG@d}xi2`*{Hf%ITXM>4(Z39K=1S9O^y5gSOY8NnY7o#4IhM&3ca8?1C zW_loEu&jk@H2^wkbYdnd6mP|2<6Agxgh)XOCe~P3cD8vuG({r)Ml@llMC0Dg2Q?N) zoUu6F2AU5H%Lh(LgOY0xqpre;dB&)bnhL*I<{kJ&L#WpB8b3wLjO%#;*Yb7PMX@18 z8+NsyW8|T53N&lO0{gCV6(^XE(L%UFIVAqNm1p(bzX1mjp5Tdl?&n5$7gS4_(%!-- zkDN!z$E4HLC63$v!xCewRN*8Ah8dx7Od zz@gKoYf-vn`jTZGE@_?B=5Q#=e7n_A2{OzIZ)UNZA4`g>G{gC=Q! zPOhWd_~7>@nOU?aUj3)&a8V+03Gr-jIoI!TsZa&8%R6+EP~uiUg=IlSP*(&3ytX4ck_> z`QHA}@7!&t5UtRlfH1PA2#n&Br$}vn|8j}cJF36dl#5%mmoE%1s)TIt9|mvvi@{%B zxMZ7GsCo##mXv57J$*=R@Q#2>1%&vcI8@tiZ2Qc&Te5&Rx5JA_?{}*GnvUm^hUe=P zi_V5sQ~PQ5edT68cPAk8gqcI{_x^rnPd37FM+1}0LwV2Lmk6mXeDqZTZEDJa^&Eqt6Aka zRSk9e$nDv&GO**8?Ec0LHvr`V9#u)pu;L4RXV?r7h?>wD9_(Pyl^m>lJzt6BvUn=6 zMWUVDUX^yEbbJrFq(AN1vbY+6l}$A4kU%(It#FuZf-aRFLbv{#;m3M?FJKNY!MX`X2rL*y8(l;kfuYUnvQqi&Wuw>-*)toFj|sTIe`MG~47 zf#~!}wn$;^jWjh|LjY@piG7SV+5LER`DDCCfKq1EFP!TxWH@ZceB^wWc!8?Hp8NW) zGl05clV>r3%hWvVS`{D|V)&?p^m>)E!8~ov*|WAj zg}#{9p!|746XC6U+3ORj=lZ9mAt^t{GbFQZXUd?}mObTi8o(LFhhqMi%ZK+-PWi&G zy_YTk%)xFm`XfVUr_S*3iT$NF)M#=pcm1Mqv2ML|=`Pf$#+I~3jY%vgX&q-^o|TaQ zwYC9bvs>j;8DoD{rKC|UUuFstQfDKwLsdu0c*sOY;rK?Osn;%4gOulBQbc>Ov(rQX za(9GvCk#uMF(AB9dLW6DV412xY{5seH#=4MIV+ng4t;jF_{~+3wx{OK+JN^A9M=Z= zq-Z!dc|*N}EwOlF2AY4NMbzHko$m#3wP92%mjI*GD4lU#m;BO$2quv1oqp$2>XlHk zNuDWJy@}JQzJnREH=CxsOKqDWZi#g75kkXD;vpFV1VBa~tvFVsug`>&^Q{uV)@r%y zbm4Xn>x$OGq@P(UVxxt+wWsDxVC1nLW~*AVDtL@v<#|~aoq7L-G9jN?w<`5cYC6 z(1U*?4_y6!fb&|Olq^Np8Uqg$m;7gnk2MAnAYzYc6ARtDk*vQ^dox{oQE^@H$vEaHyIMU}n3D;@ie}+*GdGFT)l-bhHBP)5!2&=`qaTMuu(COVf!e zQI$qRhN>!|L+kw;X@5WOBe*Hb`~P>lDGZL3H7)Wvx4&YauVxTF-!E-nA0S(> zs^aC$yu9q_D2;z~a4LumJUo1?S2wXfU%mS_q>ld*w!ST^78srBOJQgH>^J`id|

    -4.8 model

    +

    +4.8 Covariate counts:

    -
    Show R code
    glm1 = glm(
+
    Show R code
    needles |> 
+  dplyr::select(sex, homeless, polydrug) |> 
+  summary()
+#>     sex             homeless                 polydrug  
+#>  M    :97   not homeless:63   one drug used      :109  
+#>  F    :30   homeless    :61   multiple drugs used: 19  
+#>  Trans: 1   NA's        : 4
    
+
    
+
    +

    There’s only one individual with sex = Trans, which unfortunately isn’t enough data to analyze. We will remove that individual:

    +
    +
    Show R code
    
+needles = needles |> filter(sex != "Trans")
    +
    +
    +

    +4.9 model

    +
    +
    Show R code
    glm1 = glm(
   data = needles,
   family = stats::poisson,
   shared_syr ~ age + sex + homeless*polydrug
@@ -770,7 +790,7 @@
 
 
 
-
+
 
 
 
@@ -785,10 +805,10 @@
 
 
 (Intercept)
-8.95
-2.26
-(5.46, 14.68)
-8.69
+4.52
+1.15
+(2.74, 7.45)
+5.90
 < .001
 
 
@@ -800,22 +820,14 @@
 < .001
 
 
-sex (M)
-0.50
-0.06
-(0.40, 0.63)
--5.88
+sex (F)
+1.98
+0.23
+(1.58, 2.49)
+5.88
 < .001
 
 
-sex (Trans)
-7.99e-08
-1.02e-04
-(0.00, Inf)
--0.01
-0.990
-
-
 homeless (homeless)
 3.58
 0.45
@@ -823,7 +835,7 @@
 10.06
 < .001
 
-
+
 polydrug (multiple drugs used)
 1.45e-07
 5.82e-05
@@ -831,7 +843,7 @@
 -0.04
 0.969
 
-
+
 homeless (homeless) × polydrug (multiple drugs used)
 1.27e+06
 5.12e+08
@@ -847,7 +859,7 @@
    -
    Show R code
    library(ggfortify)
+
    Show R code
 
    
 
    
@@ -868,7 +880,7 @@
 
    
 Table 4.4: Negative binomial model for needle-sharing data
 
    
-
    Show R code
    library(MASS) #need this for glm.nb()
+
    Show R code
    library(MASS) #need this for glm.nb()
 glm1.nb = glm.nb(
   data = needles,
   shared_syr ~ age + sex + homeless*polydrug
@@ -880,31 +892,29 @@
 #>     data = needles, init.theta = 0.08436295825, link = log)
 #> 
 #> Coefficients:
-#>                                                 Estimate  Std. Error z value
-#> (Intercept)                                   2.0557e+00  1.7133e+00  1.1999
-#> age                                          -2.7630e-02  3.8153e-02 -0.7242
-#> sexM                                         -1.0648e+00  8.0684e-01 -1.3197
-#> sexTrans                                     -2.5336e+01  1.1484e+05 -0.0002
-#> homelesshomeless                              1.6546e+00  7.2207e-01  2.2916
-#> polydrugmultiple drugs used                  -2.4562e+01  3.6055e+04 -0.0007
-#> homelesshomeless:polydrugmultiple drugs used  2.3178e+01  3.6055e+04  0.0006
+#>                                               Estimate Std. Error z value
+#> (Intercept)                                   9.91e-01   1.71e+00    0.58
+#> age                                          -2.76e-02   3.82e-02   -0.72
+#> sexF                                          1.06e+00   8.07e-01    1.32
+#> homelesshomeless                              1.65e+00   7.22e-01    2.29
+#> polydrugmultiple drugs used                  -2.46e+01   3.61e+04    0.00
+#> homelesshomeless:polydrugmultiple drugs used  2.32e+01   3.61e+04    0.00
 #>                                              Pr(>|z|)  
-#> (Intercept)                                   0.23019  
-#> age                                           0.46895  
-#> sexM                                          0.18694  
-#> sexTrans                                      0.99982  
-#> homelesshomeless                              0.02193 *
-#> polydrugmultiple drugs used                   0.99946  
-#> homelesshomeless:polydrugmultiple drugs used  0.99949  
+#> (Intercept)                                     0.563  
+#> age                                             0.469  
+#> sexF                                            0.187  
+#> homelesshomeless                                0.022 *
+#> polydrugmultiple drugs used                     0.999  
+#> homelesshomeless:polydrugmultiple drugs used    0.999  
 #> ---
 #> Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
 #> 
 #> (Dispersion parameter for Negative Binomial(0.0844) family taken to be 1)
 #> 
-#>     Null deviance: 69.8027  on 120  degrees of freedom
-#> Residual deviance: 57.7820  on 114  degrees of freedom
+#>     Null deviance: 69.193  on 119  degrees of freedom
+#> Residual deviance: 57.782  on 114  degrees of freedom
 #>   (7 observations deleted due to missingness)
-#> AIC: 317.506
+#> AIC: 315.5
 #> 
 #> Number of Fisher Scoring iterations: 1
 #> 
@@ -918,7 +928,7 @@
 
    
 
    
 
    
-
    Show R code
    tibble(name = names(coef(glm1)), poisson = coef(glm1), nb = coef(glm1.nb))
    
+
    Show R code
    tibble(name = names(coef(glm1)), poisson = coef(glm1), nb = coef(glm1.nb))
    
 
    
 
    
 Table 4.5: Poisson versus Negative Binomial Regression coefficient estimates
@@ -926,7 +936,7 @@
 
    
 
    
   
 
    
 
    
@@ -934,6 +944,325 @@
 
    
 
    
 
    
+
    zero-inflation
    
+
    
+
    Show R code
    library(glmmTMB)
+zinf_fit1 = glmmTMB(
+  family = "poisson",
+  data  = needles,
+  formula = shared_syr ~ age + sex + homeless*polydrug,
+  ziformula = ~ age + sex + homeless + polydrug # fit won't converge with interaction
+)
+
+zinf_fit1 |> 
+  parameters(exponentiate = TRUE) |> 
+  print_md()
    
+
    
+
    
+Table 4.6: Zero-inflated poisson model
+
    
+
    
+
+
++++++++
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
    # Fixed Effects







    ParameterIRRSE95% CIzp
    (Intercept)3.160.82(1.90, 5.25)4.44< .001
    age1.015.88e-03(1.00, 1.02)1.740.081
    sex [F]3.430.44(2.67, 4.40)9.68< .001
    homeless [homeless]3.440.47(2.63, 4.50)9.03< .001
    polydrug [multiple drugs used]1.85e-091.21e-05(0.00, Inf)-3.08e-030.998
    homeless [homeless] × polydrug [multiple drugs used]1.38e+089.04e+11(0.00, Inf)2.87e-030.998
    
+
+
++++++++
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
    # Zero-Inflation







    ParameterOdds RatioSE95% CIzp
    (Intercept)0.490.54(0.06, 4.25)-0.650.514
    age1.050.03(1.00, 1.10)1.950.051
    sex [F]1.440.84(0.46, 4.50)0.620.533
    homeless [homeless]0.680.34(0.26, 1.80)-0.780.436
    polydrug [multiple drugs used]1.150.91(0.24, 5.43)0.180.858
    
+
    
+
    
+
    
+
    
+
    
+
    zero-inflated negative binomial model
    
+
    
+
    Show R code
    library(glmmTMB)
+zinf_fit1 = glmmTMB(
+  family = nbinom2,
+  data  = needles,
+  formula = shared_syr ~ age + sex + homeless*polydrug,
+  ziformula = ~ age + sex + homeless + polydrug # fit won't converge with interaction
+)
+
+zinf_fit1 |> 
+  parameters(exponentiate = TRUE) |> 
+  print_md()
    
+
    
+
    
+Table 4.7: Zero-inflated negative binomial model
+
    
+
    
+
+
++++++++
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
    # Fixed Effects







    ParameterIRRSE95% CIzp
    (Intercept)1.061.48(0.07, 16.52)0.040.969
    age1.020.03(0.96, 1.08)0.530.599
    sex [F]6.866.36(1.12, 42.16)2.080.038
    homeless [homeless]6.444.59(1.60, 26.01)2.620.009
    polydrug [multiple drugs used]8.25e-107.07e-06(0.00, Inf)-2.44e-030.998
    homeless [homeless] × polydrug [multiple drugs used]2.36e+082.02e+12(0.00, Inf)2.25e-030.998
    
+
+
++++++++
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
    # Zero-Inflation







    ParameterOdds RatioSE95% CIzp
    (Intercept)0.100.20(1.47e-03, 6.14)-1.110.269
    age1.070.04(0.99, 1.15)1.780.075
    sex [F]2.722.40(0.48, 15.33)1.130.258
    homeless [homeless]1.150.86(0.27, 4.96)0.190.853
    polydrug [multiple drugs used]0.750.86(0.08, 7.12)-0.250.799
    
+
+
+
+
+
+
+
+
+
+
+
+
+
    # Dispersion
    ParameterCoefficient95% CI
    (Intercept)0.44(0.11, 1.71)
    
+
    
+
    
+
    
+
    
+
    
 
 
 
@@ -946,7 +1275,7 @@
 Vittinghoff, Eric, David V Glidden, Stephen C Shiboski, and Charles E McCulloch. 2012. Regression Methods in Biostatistics: Linear, Logistic, Survival, and Repeated Measures Models. 2nd ed. Springer. https://doi.org/10.1007/978-1-4614-1353-0.
    -
    diff --git a/intro-to-survival-analysis.html b/intro-to-survival-analysis.html index edd913406..caffe24f1 100644 --- a/intro-to-survival-analysis.html +++ b/intro-to-survival-analysis.html @@ -359,13 +359,14 @@
  • 5.3.4 The Hazard Function
  • 5.3.5 The Cumulative Hazard Function
  • 5.3.6 Some Key Mathematical Relationships among Survival Concepts
    • +
  • 5.3.7 Likelihood with censoring
  • 5.4 Parametric Models for Time-to-Event Outcomes
  • @@ -432,7 +433,7 @@
    Published
    -

    Last modified: 2024-05-07: 14:03:57 (PM)

    +

    Last modified: 2024-05-21: 13:03:25 (PM)

    @@ -503,7 +504,7 @@ }

    5.1 Overview

    -

    +

    5.1.1 Time-to-event outcomes

    Survival analysis is a framework for modeling time-to-event outcomes. It is used in:

      @@ -526,7 +527,7 @@

    5.2 Time-to-event outcome distributions

    -

    +

    5.2.1 Distributions of Time-to-Event Data

    • The distribution of event times is asymmetric and can be long-tailed, and starts at 0 (that is, \(P(T<0) = 0\)).
      • @@ -550,15 +551,17 @@
    • If an individual has a negative HIV test at time \(t_1\) and a positive HIV test at time \(t_2\), then the infection event is interval censored.

    5.3 Distribution functions for time-to-event variables

    -

    +

    5.3.1 The Probability Density Function (PDF)

    For a time-to-event variable \(T\) with a continuous distribution, the probability density function is defined as usual:

    \[f(t)\stackrel{\text{def}}{=}p(t) \stackrel{\text{def}}{=}p(T=t)\]

    Typically, this density is assumed to be 0 for all \(t<0\); that is, \(f(t) = 0, \forall t<0\). In other words, the range of \(T\) is typically \([0,\infty)\).

    +

    Example 5.1 (exponential distribution) Recall from Epi 202: the pdf of the exponential distribution family of models is:

    \[p(T=t) = \mathbb{1}_{t \ge 0} \cdot \lambda \text{e}^{-\lambda t}\]

    where \(\lambda > 0\).

    +

    Here are some examples of exponential pdfs:

    @@ -575,7 +578,7 @@

    \[ \begin{aligned} F(t) &\stackrel{\text{def}}{=}\Pr(T \le t)\\ -&=\int_{u=0}^t f(u) du +&=\int_{u=-\infty}^t f(u) du \end{aligned} \]

    @@ -583,6 +586,7 @@

    \[ P(T\le t) = \mathbb{1}_{t \ge 0} \cdot (1- \text{e}^{-\lambda t}) \] where \(\lambda > 0\).

    +

    Here are some examples of exponential cdfs:

    @@ -592,7 +596,6 @@
    -

    5.3.3 The Survival Function

    For survival data, a more important quantity is the survival function:

    @@ -603,13 +606,20 @@ &=1-F(t)\\ \end{aligned} \]

    -

    The survival function \(S(t)\) is the probability that the event time is later than \(t\). If the event in a clinical trial is death, then \(S(t)\) is the expected fraction of the original population at time 0 who have survived up to time \(t\) and are still alive at time \(t\); that is, if \(X_t\) represents survival status at time \(t\), with \(X_t = 1\) denoting alive at time \(t\) and \(X_t = 0\) denoting deceased at time \(t\), then:

    +
    +
    +

    The survival function \(S(t)\) is the probability that the event time is later than \(t\). If the event in a clinical trial is death, then \(S(t)\) is the expected fraction of the original population at time 0 who have survived up to time \(t\) and are still alive at time \(t\); that is:

    +
    +

    If \(X_t\) represents survival status at time \(t\), with \(X_t = 1\) denoting alive at time \(t\) and \(X_t = 0\) denoting deceased at time \(t\), then:

    \[S(t) = \mathbb{E}\left[X_t\right]\]

    +

    Example 5.3 (exponential distribution) Since \(S(t) = 1 - F(t)\), the survival function of the exponential distribution family of models is:

    \[ P(T> t) = \left\{ {{\text{e}^{-\lambda t}, t\ge0} \atop {1, t \le 0}}\right. \] where \(\lambda > 0\).

    +
    +

    Here are some examples of exponential pdfs:

    @@ -619,7 +629,6 @@
    -

    5.3.4 The Hazard Function

    Another important quantity is the hazard function:

    @@ -628,19 +637,14 @@

    \[h(t) \stackrel{\text{def}}{=}p(T=t|T\ge t)\]

    If \(T\) represents the time at which an event occurs, then \(h(t)\) is the probability that the event occurs at time \(t\), given that it has not occurred prior to time \(t\).

    +

    The hazard function has an important relationship to the density and survival functions, which we can use to derive the hazard function for a given probability distribution.

    Theorem 5.1 \[h(t)=\frac{f(t)}{S(t)}\]

    -
    -

    Proof.

    -
    -

    Lemma 5.1 (Joint probability of a variable with itself) \[p(T=t, T\ge t) = p(T=t)\]

    -
    -

    Proof. Recall from Epi 202: if \(A\) and \(B\) are statistical events and \(A\subseteq B\), then \(p(A, B) = p(A)\). In particular, \(\{T=t\} \subseteq \{T\geq t\}\), so \(p(T=t, T\ge t) = p(T=t)\).

    -
    -

    Hence:

    -

    \[ +

    +
    +

    Proof. \[ \begin{aligned} h(t) &=p(T=t|T\ge t)\\ &=\frac{p(T=t, T\ge t)}{p(T \ge t)}\\ @@ -649,7 +653,7 @@ \end{aligned} \]

    -
    +

    Example 5.4 (exponential distribution) The hazard function of the exponential distribution family of models is:

    \[ @@ -659,8 +663,9 @@ &= \frac{\mathbb{1}_{t \ge 0}\cdot \lambda \text{e}^{-\lambda t}}{\text{e}^{-\lambda t}}\\ &=\mathbb{1}_{t \ge 0}\cdot \lambda \end{aligned} -\]

    -

    Figure 5.1 shows some examples of exponential hazard functions:

    +\] Figure 5.1 shows some examples of exponential hazard functions.

    +
    +
    @@ -673,10 +678,12 @@
    -
    +

    We can also view the hazard function as the derivative of the negative of the logarithm of the survival function:

    Theorem 5.2 \[h(t) = \frac{\partial}{\partial t}\left\{-\text{log}\left\{S(t)\right\}\right\}\]

    +
    +

    Proof. \[ \begin{aligned} @@ -689,14 +696,16 @@ \end{aligned} \]

    -

    5.3.5 The Cumulative Hazard Function

    Since \(h(t) = \frac{\partial}{\partial t}\left\{-\text{log}\left\{S(t)\right\}\right\}\) (see Theorem 5.2), we also have:

    Corollary 5.1 \[S(t) = \text{exp}\left\{-\int_{u=0}^t h(u)du\right\} \tag{5.1}\]

    +
    +

    The integral in Equation 5.1 is important enough to have its own name: cumulative hazard.

    +

    Definition 5.2 (cumulative hazard) The cumulative hazard function \(H(t)\) is defined as:

    \[H(t) \stackrel{\text{def}}{=}\int_{u=0}^t h(u) du\]

    @@ -707,13 +716,18 @@

    \[ H(t) = \mathbb{1}_{t \ge 0}\cdot \lambda t \]

    -

    Here are some examples of exponential cumulative hazard functions:

    +

    Figure 5.2 shows some examples of exponential cumulative hazard functions.

    +
    +
    -
    -

    -
    +
    +
    +Figure 5.2: Examples of exponential cumulative hazard functions +
    +
    +
    @@ -730,6 +744,7 @@ \xleftarrow[-\text{log}\left\{S(t)\right\}]{} S(t) \xleftarrow[1-F(t)]{} F(t) \]

    +

    Identities:

    \[ \begin{aligned} @@ -743,6 +758,7 @@ f(t) &= h(t)\cdot S(t)\\ \end{aligned} \]

    +

    Some proofs (others left as exercises):

    \[ \begin{aligned} @@ -751,6 +767,7 @@ &= -f(t)\\ \end{aligned} \]

    +

    \[ \begin{aligned} \frac{\partial}{\partial t}\text{log}\left\{S(t)\right\} @@ -759,6 +776,7 @@ &= -h(t)\\ \end{aligned} \]

    +

    \[ \begin{aligned} H(t) @@ -772,10 +790,11 @@ &=-\text{log}\left\{S(t)\right\} \end{aligned} \]

    -

    Equivalently:

    +
    +

    Corollary:

    \[S(t) = \text{exp}\left\{-H(t)\right\}\]

    +

    Example: Time to death the US in 2004

    -
    Daily hazard rates for US Females in 2004

    The first day is the most dangerous:

    @@ -785,7 +804,7 @@
    -
    Daily hazard rates for US Males and Females in 2004
    +

    Exercise: hypothesize why these curves differ where they do?

    @@ -795,7 +814,7 @@
    -
    Survival curve for US females
    +

    Exercise: compare and contrast this curve with the corresponding hazard curve.

    @@ -805,20 +824,8 @@
    -

    Likelihood with censoring *

    -
    -
    -
    - -
    -
    -Note -
    -
    -
    -

    This subsection was not presented in class in 2023; it is not necessary to understand for the qualifying exam.

    -
    -
    +

    +5.3.7 Likelihood with censoring

    If an event time \(T\) is observed exactly as \(T=t\), then the likelihood of that observation is just its probability density function:

    \[ \begin{aligned} @@ -833,6 +840,7 @@ &= \text{log}\left\{h_T(t)\right\} - H_T(t)\\ \end{aligned} \]

    +

    If instead the event time \(T\) is censored and only known to be after time \(y\), then the likelihood of that censored observation is instead the survival function evaluated at the censoring time:

    \[ \begin{aligned} @@ -845,9 +853,12 @@ &=-H(y)\\ \end{aligned} \]

    +
    +

    What’s written above is incomplete. We also observed whether or not the observation was censored. Let \(C\) denote the time when censoring would occur (if the event did not occur first); let \(f_C(y)\) and \(S_C(y)\) be the corresponding density and survival functions for the censoring event.

    Let \(Y\) denote the time when observation ended (either by censoring or by the event of interest occurring), and let \(D\) be an indicator variable for the event occurring at \(Y\) (so \(D=0\) represents a censored observation and \(D=1\) represents an uncensored observation). In other words, let \(Y \stackrel{\text{def}}{=}\min(T,C)\) and \(D \stackrel{\text{def}}{=}\mathbb 1{\{T<=C\}}\).

    Then the complete likelihood of the observed data \((Y,D)\) is:

    +

    \[ \begin{aligned} \mathcal L(y,d) @@ -856,8 +867,11 @@ \left[p(T>y,C=y)\right]^{1-d}\\ \end{aligned} \]

    +
    +

    Typically, survival analyses assume that \(C\) and \(T\) are mutually independent; this assumption is called “non-informative” censoring.

    Then the joint likelihood \(p(Y,D)\) factors into the product \(p(Y), p(D)\), and the likelihood reduces to:

    +

    \[ \begin{aligned} \mathcal L(y,d) @@ -873,7 +887,10 @@ \left(f_C(y)^{1-d} \cdot S_C(y)^{d}\right) \end{aligned} \]

    +
    +

    The corresponding log-likelihood is:

    +

    \[ \begin{aligned} \ell(y,d) @@ -899,7 +916,10 @@

  • \(\theta = (\theta_T, \theta_C)\) be the combined vector of all parameters.
    • -

    Then corresponding score function is:

    +
    +
    +

    The corresponding score function is:

    +

    \[ \begin{aligned} \ell'(y,d) @@ -929,7 +949,10 @@ \right)\\ \end{aligned} \]

    +
    +

    As long as \(\theta_C\) and \(\theta_T\) don’t share any parameters, then if censoring is non-informative, the partial derivative with respect to \(\theta_T\) is:

    +

    \[ \begin{aligned} \ell'_{\theta_T}(y,d) @@ -961,7 +984,11 @@ f_T(y)^d \cdot S_T(y)^{1-d} \right\}\\ \end{aligned} -\] Thus, the MLE for \(\theta_T\) won’t depend on \(\theta_C\), and we can ignore the distribution of \(C\) when estimating the parameters of \(f_T(t)=p(T=t)\).

    +\]

    +
    +
    +

    Thus, the MLE for \(\theta_T\) won’t depend on \(\theta_C\), and we can ignore the distribution of \(C\) when estimating the parameters of \(f_T(t)=p(T=t)\).

    +

    Then:

    \[ \begin{aligned} @@ -973,8 +1000,13 @@ &= S_T(y) \cdot h_T(y)^d \\ \end{aligned} \]

    +

    That is, if the event occurred at time \(y\) (i.e., if \(d=1\)), then the likelihood of \((Y,D) = (y,d)\) is equal to the hazard function at \(y\) times the survival function at \(y\). Otherwise, the likelihood is equal to just the survival function at \(y\).

    +
    +
    +

    The corresponding log-likelihood is:

    +

    \[ \begin{aligned} \ell(y,d) @@ -985,21 +1017,10 @@ &= -H_T(y) + d\cdot \text{log}\left\{h_T(y)\right\}\\ \end{aligned} \]

    +

    In other words, the log-likelihood contribution from a single observation \((Y,D) = (y,d)\) is equal to the negative cumulative hazard at \(y\), plus the log of the hazard at \(y\) if the event occurred at time \(y\).

    -
    -
    -
    - -
    -
    -Note -
    -
    -
    -

    End of extra section.

    -
    -

    +

    5.4 Parametric Models for Time-to-Event Outcomes

    5.4.1 Exponential Distribution

    @@ -1010,6 +1031,7 @@
  • The mean survival time is \(\lambda^{-1}\)
    • +

    Mathematical details of exponential distribution

    \[ \begin{aligned} @@ -1022,7 +1044,7 @@ h(t) &= -\frac{f(t)}{S(t)} = -\frac{\lambda \text{e}^{-\lambda t}}{\text{e}^{-\lambda t}}=\lambda \end{aligned} \]

    -

    Estimation of \(\lambda\) +

    Estimating \(\lambda\)

    • Suppose we have \(m\) exponential survival times of \(t_1, t_2,\ldots,t_m\) and \(k\) right-censored values at \(u_1,u_2,\ldots,u_k\).

      • @@ -1034,8 +1056,12 @@ \text{log}\left\{\lambda\right\}-\lambda t_i \] and the likelihood of a censored value is the probability of that outcome (survival greater than \(u_j\)) so the log-likelihood is

      \[ -\text{log}\left\{\lambda \text{e}^{u_j}\right\} =-\lambda u_j. +\begin{aligned} +\ell_j(\lambda) &= \text{log}\left\{\lambda \text{e}^{u_j}\right\} +\\ &= -\lambda u_j +\end{aligned} \]

      +

      Let \(T=\sum t_i\) and \(U=\sum u_j\). Then:

      \[ \begin{aligned} @@ -1050,7 +1076,7 @@ &= \frac{T+U}{m} \end{aligned} \]

      -

    Fisher Information and Standard Error

    +

    Fisher Information and Standard Error

    \[ \begin{aligned} E[-\ell''] @@ -1063,26 +1089,17 @@ &\approx \lambda/\sqrt{m} \end{aligned} \]

    +

    \(\hat\lambda\) depends on the censoring times of the censored observations, but \(\text{Var}\left(\hat\lambda\right)\) only depends on the number of uncensored observations, \(m\), and not on the number of censored observations (\(k\)).

    -

    Other Parametric Survival Distributions

    + +

    +5.4.2 Other Parametric Survival Distributions

    • Any density on \([0,\infty)\) can be a survival distribution, but the most useful ones are all skew right.
      • -
    • The commonest generalization of the exponential is the Weibull.
      • +
    • The most frequently used generalization of the exponential is the Weibull.
    • Other common choices are the gamma, log-normal, log-logistic, Gompertz, inverse Gaussian, and Pareto.
    • Most of what we do going forward is non-parametric or semi-parametric, but sometimes these parametric distributions provide a useful approach.
      • -

    -5.4.2 Weibull Distribution

    -

    \[ -\begin{aligned} -p(t)&= \alpha\lambda x^{\alpha-1}\text{e}^{-\lambda x^\alpha}\\ -h(t)&=\alpha\lambda x^{\alpha-1}\\ -S(t)&=\text{e}^{-\lambda x^\alpha}\\ -E(T)&= \Gamma(1+1/\alpha)\cdot \lambda^{-1/\alpha} -\end{aligned} -\]

    -

    When \(\alpha=1\) this is the exponential. When \(\alpha>1\) the hazard is increasing and when \(\alpha < 1\) the hazard is decreasing. This provides more flexibility than the exponential.

    -

    We will see more of this distribution later.

    -

    +

    5.5 Nonparametric Survival Analysis

    5.5.1 Basic ideas

    @@ -2927,7 +2944,7 @@

    Examples

    ## Overview -### Time-to-event outcomes +### Time-to-event outcomes {.smaller} **Survival analysis** is a framework for modeling *time-to-event* outcomes. It is used in: @@ -2944,7 +2961,7 @@

    Examples

    ## Time-to-event outcome distributions -### Distributions of Time-to-Event Data +### Distributions of Time-to-Event Data {.smaller} - The distribution of event times is asymmetric and can be long-tailed, and starts at 0 (that is, $P(T<0) = 0$). @@ -2983,7 +3000,7 @@

    Examples

    ## Distribution functions for time-to-event variables -### The Probability Density Function (PDF) +### The Probability Density Function (PDF) {.smaller} For a time-to-event variable $T$ with a continuous distribution, the **probability density function** is defined as usual: @@ -2994,1583 +3011,1637 @@

    Examples

    $f(t) = 0, \forall t<0$. In other words, the range of $T$ is typically $[0,\infty)$. -:::{#exm-exp-pdf} -#### exponential distribution - -Recall from Epi 202: the pdf of the exponential distribution family of -models is: - -$$p(T=t) = \1{t \ge 0} \cdot \lambda \ef{-\lambda t}$$ +--- + +:::{#exm-exp-pdf} +#### exponential distribution + +Recall from Epi 202: the pdf of the exponential distribution family of +models is: -where $\lambda > 0$. +$$p(T=t) = \1{t \ge 0} \cdot \lambda \ef{-\lambda t}$$ -Here are some examples of exponential pdfs: +where $\lambda > 0$. -```{r, echo = FALSE} -library(ggplot2) -ggplot() + - geom_function( - aes(col = "0.5"), - fun = \(x) dexp(x, rate = 0.5)) + - geom_function( - aes(col = "p = 1"), - fun = \(x) dexp(x, rate = 1)) + - geom_function( - aes(col = "p = 1.5"), - fun = \(x) dexp(x, rate = 1.5)) + - geom_function( - aes(col = "p = 5"), - fun = \(x) dexp(x, rate = 5)) + - theme_bw() + - ylab("p(T=t)") + - guides(col = guide_legend(title = expr(lambda))) + - xlab("Time (t)") + - xlim(0, 2.5) + - theme( - axis.title.x = - element_text( - angle = 0, - vjust = 1, - hjust = 1), - axis.title.y = - element_text( - angle = 0, - vjust = 1, - hjust = 1)) -``` - -::: - -### The Cumulative Distribution Function (CDF) +--- + +Here are some examples of exponential pdfs: + +```{r, echo = FALSE} +library(ggplot2) +ggplot() + + geom_function( + aes(col = "0.5"), + fun = \(x) dexp(x, rate = 0.5)) + + geom_function( + aes(col = "p = 1"), + fun = \(x) dexp(x, rate = 1)) + + geom_function( + aes(col = "p = 1.5"), + fun = \(x) dexp(x, rate = 1.5)) + + geom_function( + aes(col = "p = 5"), + fun = \(x) dexp(x, rate = 5)) + + theme_bw() + + ylab("p(T=t)") + + guides(col = guide_legend(title = expr(lambda))) + + xlab("Time (t)") + + xlim(0, 2.5) + + theme( + axis.title.x = + element_text( + angle = 0, + vjust = 1, + hjust = 1), + axis.title.y = + element_text( + angle = 0, + vjust = 1, + hjust = 1)) +``` -The **cumulative distribution function** is defined as: +::: -$$ -\begin{aligned} -F(t) &\eqdef \Pr(T \le t)\\ -&=\int_{u=0}^t f(u) du -\end{aligned} -$$ - -:::{#exm-exp-cdf} -##### exponential distribution - -Recall from Epi 202: the cdf of the exponential distribution family of -models is: - -$$ -P(T\le t) = \mathbb{1}_{t \ge 0} \cdot (1- \text{e}^{-\lambda t}) -$$ where $\lambda > 0$. +### The Cumulative Distribution Function (CDF) + +The **cumulative distribution function** is defined as: + +$$ +\begin{aligned} +F(t) &\eqdef \Pr(T \le t)\\ +&=\int_{u=-\infty}^t f(u) du +\end{aligned} +$$ + +:::{#exm-exp-cdf} +##### exponential distribution + +Recall from Epi 202: the cdf of the exponential distribution family of +models is: -Here are some examples of exponential cdfs: - -```{r, echo = FALSE} -library(ggplot2) -ggplot() + - geom_function( - aes(col = "0.5"), - fun = \(x) pexp(x, rate = 0.5)) + - geom_function( - aes(col = "p = 1"), - fun = \(x) pexp(x, rate = 1)) + +$$ +P(T\le t) = \mathbb{1}_{t \ge 0} \cdot (1- \text{e}^{-\lambda t}) +$$ where $\lambda > 0$. + +::: + +Here are some examples of exponential cdfs: + +```{r, echo = FALSE} +library(ggplot2) +ggplot() + geom_function( - aes(col = "p = 1.5"), - fun = \(x) pexp(x, rate = 1.5)) + + aes(col = "0.5"), + fun = \(x) pexp(x, rate = 0.5)) + geom_function( - aes(col = "p = 5"), - fun = \(x) pexp(x, rate = 5)) + - theme_bw() + - ylab("p(T<=t)") + - guides(col = guide_legend(title = expr(lambda))) + - xlab("Time (t)") + - xlim(0, 2.5) + - theme( - axis.title.x = - element_text( - angle = 0, - vjust = 1, - hjust = 1), - axis.title.y = - element_text( - angle = 0, - vjust = 1, - hjust = 1)) -``` - -::: - -### The Survival Function - -For survival data, a more important quantity is the **survival -function**: - -$$ -\begin{aligned} -S(t) &\eqdef \Pr(T > t)\\ -&=\int_{u=t}^\infty p(u) du\\ -&=1-F(t)\\ -\end{aligned} -$$ - -The survival function $S(t)$ is the probability that the event time is -later than $t$. If the event in a clinical trial is death, then $S(t)$ is -the expected fraction of the original population at time 0 who have survived up to time $t$ and are still alive at time $t$; that is, if $X_t$ represents survival status at time $t$, with $X_t = 1$ denoting alive at time $t$ and $X_t = 0$ denoting deceased at time $t$, then: + aes(col = "p = 1"), + fun = \(x) pexp(x, rate = 1)) + + geom_function( + aes(col = "p = 1.5"), + fun = \(x) pexp(x, rate = 1.5)) + + geom_function( + aes(col = "p = 5"), + fun = \(x) pexp(x, rate = 5)) + + theme_bw() + + ylab("p(T<=t)") + + guides(col = guide_legend(title = expr(lambda))) + + xlab("Time (t)") + + xlim(0, 2.5) + + theme( + axis.title.x = + element_text( + angle = 0, + vjust = 1, + hjust = 1), + axis.title.y = + element_text( + angle = 0, + vjust = 1, + hjust = 1)) +``` + +### The Survival Function + +For survival data, a more important quantity is the **survival +function**: + +$$ +\begin{aligned} +S(t) &\eqdef \Pr(T > t)\\ +&=\int_{u=t}^\infty p(u) du\\ +&=1-F(t)\\ +\end{aligned} +$$ -$$S(t) = \E{X_t}$$ +--- -:::{#exm-exp-survfn} -##### exponential distribution - -Since $S(t) = 1 - F(t)$, the survival function of the exponential -distribution family of models is: +::: notes +The survival function $S(t)$ is the probability that the event time is +later than $t$. If the event in a clinical trial is death, then $S(t)$ is +the expected fraction of the original population at time 0 who have survived up to time $t$ and are still alive at time $t$; that is: +::: -$$ -P(T> t) = \left\{ {{\text{e}^{-\lambda t}, t\ge0} \atop {1, t \le 0}}\right. -$$ where $\lambda > 0$. +If $X_t$ represents survival status at time $t$, with $X_t = 1$ denoting alive at time $t$ and $X_t = 0$ denoting deceased at time $t$, then: + +$$S(t) = \E{X_t}$$ -Here are some examples of exponential pdfs: +--- -```{r, echo = FALSE} -library(ggplot2) -ggplot() + - geom_function( - aes(col = "0.5"), - fun = \(x) pexp(x, lower = FALSE, rate = 0.5)) + - geom_function( - aes(col = "p = 1"), - fun = \(x) pexp(x, lower = FALSE, rate = 1)) + - geom_function( - aes(col = "p = 1.5"), - fun = \(x) pexp(x, lower = FALSE, rate = 1.5)) + - geom_function( - aes(col = "p = 5"), - fun = \(x) pexp(x, lower = FALSE, rate = 5)) + - theme_bw() + - ylab("p(T<=t)") + - guides(col = guide_legend(title = expr(lambda))) + - xlab("Time (t)") + - xlim(0, 2.5) + - theme( - axis.title.x = - element_text( - angle = 0, - vjust = 1, - hjust = 1), - axis.title.y = - element_text( - angle = 0, - vjust = 1, - hjust = 1)) -``` - -::: - -### The Hazard Function - -Another important quantity is the **hazard function**: - -:::{#def-hazard} - -{{< include _def-hazard.qmd >}} - -::: - -The hazard function has an important relationship to the density and survival functions, which we can use to derive the hazard function for a given probability distribution. - -:::{#thm-hazard1} +:::{#exm-exp-survfn} +##### exponential distribution + +Since $S(t) = 1 - F(t)$, the survival function of the exponential +distribution family of models is: + +$$ +P(T> t) = \left\{ {{\text{e}^{-\lambda t}, t\ge0} \atop {1, t \le 0}}\right. +$$ where $\lambda > 0$. + +::: + +--- + +Here are some examples of exponential pdfs: + +```{r, echo = FALSE} +library(ggplot2) +ggplot() + + geom_function( + aes(col = "0.5"), + fun = \(x) pexp(x, lower = FALSE, rate = 0.5)) + + geom_function( + aes(col = "p = 1"), + fun = \(x) pexp(x, lower = FALSE, rate = 1)) + + geom_function( + aes(col = "p = 1.5"), + fun = \(x) pexp(x, lower = FALSE, rate = 1.5)) + + geom_function( + aes(col = "p = 5"), + fun = \(x) pexp(x, lower = FALSE, rate = 5)) + + theme_bw() + + ylab("p(T<=t)") + + guides(col = guide_legend(title = expr(lambda))) + + xlab("Time (t)") + + xlim(0, 2.5) + + theme( + axis.title.x = + element_text( + angle = 0, + vjust = 1, + hjust = 1), + axis.title.y = + element_text( + angle = 0, + vjust = 1, + hjust = 1)) +``` -$$h(t)=\frac{f(t)}{S(t)}$$ +### The Hazard Function -::::{.proof} +Another important quantity is the **hazard function**: - -:::::{#lem-joint-prob-same-var} - -#### Joint probability of a variable with itself - -$$p(T=t, T\ge t) = p(T=t)$$ - -::::::{.proof} -Recall from Epi 202: if $A$ and $B$ are statistical events and $A\subseteq B$, then $p(A, B) = p(A)$. In particular, $\{T=t\} \subseteq \{T\geq t\}$, so $p(T=t, T\ge t) = p(T=t)$. -:::::: -::::: -Hence: - -$$ -\begin{aligned} -h(t) &=p(T=t|T\ge t)\\ -&=\frac{p(T=t, T\ge t)}{p(T \ge t)}\\ -&=\frac{p(T=t)}{p(T \ge t)}\\ -&=\frac{f(t)}{S(t)} -\end{aligned} -$$ - -:::: - -::: - -:::{#exm-exp-haz} -##### exponential distribution - -The hazard function of the exponential distribution family of models is: - -$$ -\begin{aligned} -P(T=t|T \ge t) -&= \frac{f(t)}{S(t)}\\ -&= \frac{\mathbb{1}_{t \ge 0}\cdot \lambda \text{e}^{-\lambda t}}{\text{e}^{-\lambda t}}\\ -&=\mathbb{1}_{t \ge 0}\cdot \lambda -\end{aligned} -$$ - -@fig-exp-hazard shows some examples of exponential hazard functions: - -```{r, echo = FALSE} -#| fig-cap: "Examples of hazard functions for exponential distributions" -#| label: fig-exp-hazard -library(ggplot2) -ggplot() + - geom_hline( - aes(col = "0.5",yintercept = 0.5)) + - geom_hline( - aes(col = "p = 1", yintercept = 1)) + - geom_hline( - aes(col = "p = 1.5", yintercept = 1.5)) + - geom_hline( - aes(col = "p = 5", yintercept = 5)) + - theme_bw() + - ylab("p(T=t | T<=t)") + - ylim(0,5) + - guides(col = guide_legend(title = expr(lambda))) + - xlab("Time (t)") + - xlim(0, 2.5) + - theme( - axis.title.x = - element_text( - angle = 0, - vjust = 1, - hjust = 1), - axis.title.y = - element_text( - angle = 0, - vjust = 1, - hjust = 1)) -``` - -::: - -We can also view the hazard function as the derivative of the negative of the logarithm of the survival function: - -:::{#thm-h-logS} - -$$h(t) = \deriv{t}\cb{-\log{S(t)}}$$ - -::::{.proof} -$$ -\begin{aligned} -h(t) -&= \frac{f(t)}{S(t)}\\ -&= \frac{-S'(t)}{S(t)}\\ -&= -\frac{S'(t)}{S(t)}\\ -&=-\deriv{t}\log{S(t)}\\ -&=\deriv{t}\cb{-\log{S(t)}} -\end{aligned} -$$ -:::: -::: - -### The Cumulative Hazard Function - -Since $h(t) = \deriv{t}\cb{-\log{S(t)}}$ (see @thm-h-logS), we also have: - -:::{#cor-surv-int-haz} -$$S(t) = \exp{-\int_{u=0}^t h(u)du}$${#eq-surv-int-haz} -::: - -The integral in @eq-surv-int-haz is important enough to have its own name: **cumulative hazard**. - -:::{#def-cumhaz} - -##### cumulative hazard - -The **cumulative hazard function** $H(t)$ is defined as: - -$$H(t) \eqdef \int_{u=0}^t h(u) du$$ - -::: - -As we will see below, $H(t)$ is tractable to estimate, and we can then -derive an estimate of the hazard function using an approximate derivative -of the estimated cumulative hazard. - -:::{#exm-exp-cumhaz} - -The cumulative hazard function of the exponential distribution family of -models is: +:::{#def-hazard} + +{{< include _def-hazard.qmd >}} + +::: + +--- + +The hazard function has an important relationship to the density and survival functions, which we can use to derive the hazard function for a given probability distribution. + +:::{#thm-hazard1} + +$$h(t)=\frac{f(t)}{S(t)}$$ +::: + +--- + +::::{.proof} + +$$ +\begin{aligned} +h(t) &=p(T=t|T\ge t)\\ +&=\frac{p(T=t, T\ge t)}{p(T \ge t)}\\ +&=\frac{p(T=t)}{p(T \ge t)}\\ +&=\frac{f(t)}{S(t)} +\end{aligned} +$$ + +:::: + +--- + +:::{#exm-exp-haz} +##### exponential distribution + +The hazard function of the exponential distribution family of models is: + +$$ +\begin{aligned} +P(T=t|T \ge t) +&= \frac{f(t)}{S(t)}\\ +&= \frac{\mathbb{1}_{t \ge 0}\cdot \lambda \text{e}^{-\lambda t}}{\text{e}^{-\lambda t}}\\ +&=\mathbb{1}_{t \ge 0}\cdot \lambda +\end{aligned} +$$ +@fig-exp-hazard shows some examples of exponential hazard functions. + +::: + +--- + +```{r, echo = FALSE} +#| fig-cap: "Examples of hazard functions for exponential distributions" +#| label: fig-exp-hazard +library(ggplot2) +ggplot() + + geom_hline( + aes(col = "0.5",yintercept = 0.5)) + + geom_hline( + aes(col = "p = 1", yintercept = 1)) + + geom_hline( + aes(col = "p = 1.5", yintercept = 1.5)) + + geom_hline( + aes(col = "p = 5", yintercept = 5)) + + theme_bw() + + ylab("p(T=t | T<=t)") + + ylim(0,5) + + guides(col = guide_legend(title = expr(lambda))) + + xlab("Time (t)") + + xlim(0, 2.5) + + theme( + axis.title.x = + element_text( + angle = 0, + vjust = 1, + hjust = 1), + axis.title.y = + element_text( + angle = 0, + vjust = 1, + hjust = 1)) +``` + +--- + +We can also view the hazard function as the derivative of the negative of the logarithm of the survival function: + +:::{#thm-h-logS} + +$$h(t) = \deriv{t}\cb{-\log{S(t)}}$$ +::: + +--- + +::::{.proof} +$$ +\begin{aligned} +h(t) +&= \frac{f(t)}{S(t)}\\ +&= \frac{-S'(t)}{S(t)}\\ +&= -\frac{S'(t)}{S(t)}\\ +&=-\deriv{t}\log{S(t)}\\ +&=\deriv{t}\cb{-\log{S(t)}} +\end{aligned} +$$ +:::: + +### The Cumulative Hazard Function + +Since $h(t) = \deriv{t}\cb{-\log{S(t)}}$ (see @thm-h-logS), we also have: + +:::{#cor-surv-int-haz} +$$S(t) = \exp{-\int_{u=0}^t h(u)du}$${#eq-surv-int-haz} +::: + +--- + +::: notes +The integral in @eq-surv-int-haz is important enough to have its own name: **cumulative hazard**. +::: + +:::{#def-cumhaz} + +##### cumulative hazard -$$ -H(t) = \mathbb{1}_{t \ge 0}\cdot \lambda t -$$ +The **cumulative hazard function** $H(t)$ is defined as: + +$$H(t) \eqdef \int_{u=0}^t h(u) du$$ -Here are some examples of exponential cumulative hazard functions: +::: -```{r, echo = FALSE} -library(ggplot2) -ggplot() + - geom_abline( - aes(col = "0.5",intercept = 0, slope = 0.5)) + - geom_abline( - aes(col = "p = 1", intercept = 0, slope = 1)) + - geom_abline( - aes(col = "p = 1.5", intercept = 0, slope = 1.5)) + - geom_abline( - aes(col = "p = 5", intercept = 0, slope = 5)) + - theme_bw() + - ylab("H(t)") + - ylim(0,5) + - guides(col = guide_legend(title = expr(lambda))) + - xlab("Time (t)") + - xlim(0, 2.5) + - theme( - axis.title.x = - element_text( - angle = 0, - vjust = 1, - hjust = 1), - axis.title.y = - element_text( - angle = 0, - vjust = 1, - hjust = 1)) -``` - -::: - -### Some Key Mathematical Relationships among Survival Concepts - -Diagram: - -$$ -h(t) \xrightarrow[]{\int_{u=0}^t h(u)du} H(t) -\xrightarrow[]{\exp{-H(t)}} S(t) -\xrightarrow[]{1-S(t)} F(t) -$$ - -$$ -h(t) \xleftarrow[\deriv{t}H(t)]{} H(t) -\xleftarrow[-\log{S(t)}]{} S(t) -\xleftarrow[1-F(t)]{} F(t) -$$ - - -Identities: +As we will see below, $H(t)$ is tractable to estimate, and we can then +derive an estimate of the hazard function using an approximate derivative +of the estimated cumulative hazard. + +:::{#exm-exp-cumhaz} + +The cumulative hazard function of the exponential distribution family of +models is: + +$$ +H(t) = \mathbb{1}_{t \ge 0}\cdot \lambda t +$$ + +@fig-cuhaz-exp shows some examples of exponential cumulative hazard functions. + +::: + +--- + +```{r, echo = FALSE} +#| fig-cap: "Examples of exponential cumulative hazard functions" +#| label: fig-cuhaz-exp +library(ggplot2) +ggplot() + + geom_abline( + aes(col = "0.5",intercept = 0, slope = 0.5)) + + geom_abline( + aes(col = "p = 1", intercept = 0, slope = 1)) + + geom_abline( + aes(col = "p = 1.5", intercept = 0, slope = 1.5)) + + geom_abline( + aes(col = "p = 5", intercept = 0, slope = 5)) + + theme_bw() + + ylab("H(t)") + + ylim(0,5) + + guides(col = guide_legend(title = expr(lambda))) + + xlab("Time (t)") + + xlim(0, 2.5) + + theme( + axis.title.x = + element_text( + angle = 0, + vjust = 1, + hjust = 1), + axis.title.y = + element_text( + angle = 0, + vjust = 1, + hjust = 1)) +``` -$$ -\begin{aligned} -S(t) &= 1 - F(t)\\ -&= \text{exp}\left\{-H(t)\right\}\\ -S'(t) &= -f(t)\\ -H(t) &= -\text{log}\left\{S(t)\right\}\\ -H'(t) &= h(t)\\ -h(t) &= \frac{f(t)}{S(t)}\\ - &= -\deriv{t}\log{S(t)} \\ -f(t) &= h(t)\cdot S(t)\\ -\end{aligned} -$$ - -::: {.content-visible unless-format="revealjs"} -Some proofs (others left as exercises): +### Some Key Mathematical Relationships among Survival Concepts + +Diagram: + +$$ +h(t) \xrightarrow[]{\int_{u=0}^t h(u)du} H(t) +\xrightarrow[]{\exp{-H(t)}} S(t) +\xrightarrow[]{1-S(t)} F(t) +$$ + +$$ +h(t) \xleftarrow[\deriv{t}H(t)]{} H(t) +\xleftarrow[-\log{S(t)}]{} S(t) +\xleftarrow[1-F(t)]{} F(t) +$$ -$$ -\begin{aligned} -S'(t) &= \deriv{t}(1-F(t))\\ -&= -F'(t)\\ -&= -f(t)\\ -\end{aligned} -$$ - -$$ -\begin{aligned} -\deriv{t}\log{S(t)} -&= \frac{S'(t)}{S(t)}\\ -&= -\frac{f(t)}{S(t)}\\ -&= -h(t)\\ -\end{aligned} -$$ - -$$ -\begin{aligned} -H(t) -&\eqdef \int_{u=0}^t h(u) du\\ -&= \int_0^t -\deriv{u}\text{log}\left\{S(u)\right\} du\\ -&= \left[-\text{log}\left\{S(u)\right\}\right]_{u=0}^{u=t}\\ -&= \left[\text{log}\left\{S(u)\right\}\right]_{u=t}^{u=0}\\ -&= \text{log}\left\{S(0)\right\} - \text{log}\left\{S(t)\right\}\\ -&= \text{log}\left\{1\right\} - \text{log}\left\{S(t)\right\}\\ -&= 0 - \text{log}\left\{S(t)\right\}\\ -&=-\text{log}\left\{S(t)\right\} -\end{aligned} -$$ - -Equivalently: - -$$S(t) = \text{exp}\left\{-H(t)\right\}$$ -::: - -#### Example: Time to death the US in 2004 - -##### Daily hazard rates for US Females in 2004 - -The first day is the most dangerous: - -```{r, echo = FALSE} -#| fig-cap: "Daily Hazard Rates in 2004 for US Females" -#| fig-pos: "H" -#| fig-height: 6 - -# download `survexp.rda` from: -# paste0( -# "https://github.com/therneau/survival/raw/", -# "f3ac93704949ff26e07720b56f2b18ffa8066470/", -# "data/survexp.rda") - -#(newer versions of `survival` don't have the first-year breakdown; see: -# https://cran.r-project.org/web/packages/survival/news.html) - -fs::path( - here::here(), - "data", - "survexp.rda") |> - load() -s1 <- survexp.us[,"female","2004"] -age1 <- c( - 0.5/365.25, - 4/365.25, - 17.5/365.25, - 196.6/365.25, - 1:109+0.5) -s2 <- 365.25*s1[5:113] -s2 <- c(s1[1], 6*s1[2], 22*s1[3], 337.25*s1[4], s2) -cols <- rep(1,113) -cols[1] <- 2 -cols[2] <- 3 -cols[3] <- 4 - -plot(age1,s1,type="b",lwd=2,xlab="Age",ylab="Daily Hazard Rate",col=cols) - -text(10,.003,"First Day",col=2) -text(18,.00030,"Rest of First Week",col=3) -text(18,.00015,"Rest of First month",col=4) -``` - -##### Daily hazard rates for US Males and Females in 2004 - -Exercise: hypothesize why these curves differ where they do? - -```{r,echo = FALSE} -#| fig-cap: "Daily Hazard Rates in 2004 for US Males and Females 1-40" -#| fig-pos: "H" -yrs=1:40 -s1 <- survexp.us[5:113,"male","2004"] -s2 <- survexp.us[5:113,"female","2004"] - -age1 <- 1:109 - -plot(age1[yrs],s1[yrs],type="l",lwd=2,xlab="Age",ylab="Daily Hazard Rate") -lines(age1[yrs],s2[yrs],col=2,lwd=2) -legend(5,5e-6,c("Males","Females"),col=1:2,lwd=2) - -``` - -##### Survival curve for US females - -Exercise: compare and contrast this curve with the corresponding hazard -curve. - -```{r, echo = FALSE} -#| fig-cap: "Survival Curve in 2004 for US Females" -#| fig-pos: "H" - -s1 <- survexp.us[,"female","2004"] - -s2 <- 365.25*s1[5:113] -s2 <- c(s1[1], 6*s1[2], 21*s1[3], 337.25*s1[4], s2) -cs2 <- cumsum(s2) -age2 <- c(1/365.25, 7/365.25, 28/365.25, 1:110) -plot(age2,exp(-cs2),type="l",lwd=2,xlab="Age",ylab="Survival") - -``` + +--- + +Identities: + +$$ +\begin{aligned} +S(t) &= 1 - F(t)\\ +&= \text{exp}\left\{-H(t)\right\}\\ +S'(t) &= -f(t)\\ +H(t) &= -\text{log}\left\{S(t)\right\}\\ +H'(t) &= h(t)\\ +h(t) &= \frac{f(t)}{S(t)}\\ + &= -\deriv{t}\log{S(t)} \\ +f(t) &= h(t)\cdot S(t)\\ +\end{aligned} +$$ + +--- + +Some proofs (others left as exercises): + +$$ +\begin{aligned} +S'(t) &= \deriv{t}(1-F(t))\\ +&= -F'(t)\\ +&= -f(t)\\ +\end{aligned} +$$ + +--- + +$$ +\begin{aligned} +\deriv{t}\log{S(t)} +&= \frac{S'(t)}{S(t)}\\ +&= -\frac{f(t)}{S(t)}\\ +&= -h(t)\\ +\end{aligned} +$$ + +--- + +$$ +\begin{aligned} +H(t) +&\eqdef \int_{u=0}^t h(u) du\\ +&= \int_0^t -\deriv{u}\text{log}\left\{S(u)\right\} du\\ +&= \left[-\text{log}\left\{S(u)\right\}\right]_{u=0}^{u=t}\\ +&= \left[\text{log}\left\{S(u)\right\}\right]_{u=t}^{u=0}\\ +&= \text{log}\left\{S(0)\right\} - \text{log}\left\{S(t)\right\}\\ +&= \text{log}\left\{1\right\} - \text{log}\left\{S(t)\right\}\\ +&= 0 - \text{log}\left\{S(t)\right\}\\ +&=-\text{log}\left\{S(t)\right\} +\end{aligned} +$$ + +--- + +Corollary: + +$$S(t) = \text{exp}\left\{-H(t)\right\}$$ + +--- + +#### Example: Time to death the US in 2004 + +The first day is the most dangerous: + +```{r, echo = FALSE} +#| fig-cap: "Daily Hazard Rates in 2004 for US Females" +#| fig-pos: "H" +#| fig-height: 6 + +# download `survexp.rda` from: +# paste0( +# "https://github.com/therneau/survival/raw/", +# "f3ac93704949ff26e07720b56f2b18ffa8066470/", +# "data/survexp.rda") + +#(newer versions of `survival` don't have the first-year breakdown; see: +# https://cran.r-project.org/web/packages/survival/news.html) + +fs::path( + here::here(), + "data", + "survexp.rda") |> + load() +s1 <- survexp.us[,"female","2004"] +age1 <- c( + 0.5/365.25, + 4/365.25, + 17.5/365.25, + 196.6/365.25, + 1:109+0.5) +s2 <- 365.25*s1[5:113] +s2 <- c(s1[1], 6*s1[2], 22*s1[3], 337.25*s1[4], s2) +cols <- rep(1,113) +cols[1] <- 2 +cols[2] <- 3 +cols[3] <- 4 + +plot(age1,s1,type="b",lwd=2,xlab="Age",ylab="Daily Hazard Rate",col=cols) + +text(10,.003,"First Day",col=2) +text(18,.00030,"Rest of First Week",col=3) +text(18,.00015,"Rest of First month",col=4) +``` + +--- + +Exercise: hypothesize why these curves differ where they do? + +```{r,echo = FALSE} +#| fig-cap: "Daily Hazard Rates in 2004 for US Males and Females 1-40" +#| fig-pos: "H" +yrs=1:40 +s1 <- survexp.us[5:113,"male","2004"] +s2 <- survexp.us[5:113,"female","2004"] -#### Likelihood with censoring \* +age1 <- 1:109 -::: callout-note -This subsection was not presented in class in 2023; it is not necessary -to understand for the qualifying exam. -::: - -If an event time $T$ is observed exactly as $T=t$, then the likelihood -of that observation is just its probability density function: +plot(age1[yrs],s1[yrs],type="l",lwd=2,xlab="Age",ylab="Daily Hazard Rate") +lines(age1[yrs],s2[yrs],col=2,lwd=2) +legend(5,5e-6,c("Males","Females"),col=1:2,lwd=2) + +``` + +--- -$$ -\begin{aligned} -\mathcal L(t) -&= p(T=t)\\ -&\eqdef f_T(t)\\ -&= h_T(t)S_T(t)\\ -\ell(t) -&\eqdef \text{log}\left\{\mathcal L(t)\right\}\\ -&= \text{log}\left\{h_T(t)S_T(t)\right\}\\ -&= \text{log}\left\{h_T(t)\right\} + \text{log}\left\{S_T(t)\right\}\\ -&= \text{log}\left\{h_T(t)\right\} - H_T(t)\\ -\end{aligned} -$$ - -If instead the event time $T$ is censored and only known to be after -time $y$, then the likelihood of that censored observation is instead -the survival function evaluated at the censoring time: - -$$ -\begin{aligned} -\mathcal L(y) -&=p_T(T>y)\\ -&\eqdef S_T(y)\\ -\ell(y) -&\eqdef \text{log}\left\{\mathcal L(y)\right\}\\ -&=\text{log}\left\{S(y)\right\}\\ -&=-H(y)\\ -\end{aligned} -$$ - -What's written above is incomplete. We also observed whether or not the -observation was censored. Let $C$ denote the time when censoring would -occur (if the event did not occur first); let $f_C(y)$ and $S_C(y)$ be -the corresponding density and survival functions for the censoring -event. - -Let $Y$ denote the time when observation ended (either by censoring or -by the event of interest occurring), and let $D$ be an indicator -variable for the event occurring at $Y$ (so $D=0$ represents a censored -observation and $D=1$ represents an uncensored observation). In other -words, let $Y \eqdef \min(T,C)$ and -$D \eqdef \mathbb 1{\{T<=C\}}$. - -Then the complete likelihood of the observed data $(Y,D)$ is: - -$$ -\begin{aligned} -\mathcal L(y,d) -&= p(Y=y, D=d)\\ -&= \left[p(T=y,C> y)\right]^d \cdot -\left[p(T>y,C=y)\right]^{1-d}\\ -\end{aligned} -$$ - -Typically, survival analyses assume that $C$ and $T$ are mutually -independent; this assumption is called "non-informative" censoring. - -Then the joint likelihood $p(Y,D)$ factors into the product -$p(Y), p(D)$, and the likelihood reduces to: - -$$ -\begin{aligned} -\mathcal L(y,d) -&= \left[p(T=y,C> y)\right]^d\cdot -\left[p(T>y,C=y)\right]^{1-d}\\ -&= \left[p(T=y)p(C> y)\right]^d\cdot -\left[p(T>y)p(C=y)\right]^{1-d}\\ -&= \left[f_T(y)S_C(y)\right]^d\cdot -\left[S(y)f_C(y)\right]^{1-d}\\ -&= \left[f_T(y)^d S_C(y)^d\right]\cdot -\left[S_T(y)^{1-d}f_C(y)^{1-d}\right]\\ -&= \left(f_T(y)^d \cdot S_T(y)^{1-d}\right)\cdot -\left(f_C(y)^{1-d} \cdot S_C(y)^{d}\right) -\end{aligned} -$$ - -The corresponding log-likelihood is: - -$$ -\begin{aligned} -\ell(y,d) -&= \text{log}\left\{\mathcal L(y,d) \right\}\\ -&= \text{log}\left\{ -\left(f_T(y)^d \cdot S_T(y)^{1-d}\right)\cdot -\left(f_C(y)^{1-d} \cdot S_C(y)^{d}\right) -\right\}\\ -&= \text{log}\left\{ -f_T(y)^d \cdot S_T(y)^{1-d} -\right\} -+ -\text{log}\left\{ -f_C(y)^{1-d} \cdot S_C(y)^{d} -\right\}\\ -\end{aligned} -$$ Let - -- $\theta_T$ represent the parameters of $p_T(t)$, -- $\theta_C$ represent the parameters of $p_C(c)$, -- $\theta = (\theta_T, \theta_C)$ be the combined vector of all - parameters. - -Then corresponding score function is: - -$$ -\begin{aligned} -\ell'(y,d) -&= \deriv{\theta} -\left[ -\text{log}\left\{ -f_T(y)^d \cdot S_T(y)^{1-d} -\right\} -+ -\text{log}\left\{ -f_C(y)^{1-d} \cdot S_C(y)^{d} -\right\} -\right]\\ -&= -\left( -\deriv{\theta} -\text{log}\left\{ -f_T(y)^d \cdot S_T(y)^{1-d} -\right\} -\right) -+ -\left( -\deriv{\theta} -\text{log}\left\{ -f_C(y)^{1-d} \cdot S_C(y)^{d} -\right\} -\right)\\ -\end{aligned} -$$ - -As long as $\theta_C$ and $\theta_T$ don't share any parameters, then if -censoring is non-informative, the partial derivative with respect to -$\theta_T$ is: - -$$ -\begin{aligned} -\ell'_{\theta_T}(y,d) -&\eqdef \deriv{\theta_T}\ell(y,d)\\ -&= -\left( -\deriv{\theta_T} -\text{log}\left\{ -f_T(y)^d \cdot S_T(y)^{1-d} -\right\} -\right) -+ -\left( -\deriv{\theta_T} -\text{log}\left\{ -f_C(y)^{1-d} \cdot S_C(y)^{d} -\right\} -\right)\\ -&= -\left( -\deriv{\theta_T} -\text{log}\left\{ -f_T(y)^d \cdot S_T(y)^{1-d} -\right\} -\right) + 0\\ -&= -\deriv{\theta_T} -\text{log}\left\{ -f_T(y)^d \cdot S_T(y)^{1-d} -\right\}\\ -\end{aligned} -$$ Thus, the MLE for $\theta_T$ won't depend on $\theta_C$, and we can -ignore the distribution of $C$ when estimating the parameters of -$f_T(t)=p(T=t)$. - -Then: - -$$ -\begin{aligned} -\mathcal L(y,d) -&= f_T(y)^d \cdot S_T(y)^{1-d}\\ -&= \left(h_T(y)^d S_T(y)^d\right) \cdot S_T(y)^{1-d}\\ -&= h_T(y)^d \cdot S_T(y)^d \cdot S_T(y)^{1-d}\\ -&= h_T(y)^d \cdot S_T(y)\\ -&= S_T(y) \cdot h_T(y)^d \\ -\end{aligned} +Exercise: compare and contrast this curve with the corresponding hazard +curve. + +```{r, echo = FALSE} +#| fig-cap: "Survival Curve in 2004 for US Females" +#| fig-pos: "H" + +s1 <- survexp.us[,"female","2004"] + +s2 <- 365.25*s1[5:113] +s2 <- c(s1[1], 6*s1[2], 21*s1[3], 337.25*s1[4], s2) +cs2 <- cumsum(s2) +age2 <- c(1/365.25, 7/365.25, 28/365.25, 1:110) +plot(age2,exp(-cs2),type="l",lwd=2,xlab="Age",ylab="Survival") + +``` + +--- + +### Likelihood with censoring + +If an event time $T$ is observed exactly as $T=t$, then the likelihood +of that observation is just its probability density function: + +$$ +\begin{aligned} +\mathcal L(t) +&= p(T=t)\\ +&\eqdef f_T(t)\\ +&= h_T(t)S_T(t)\\ +\ell(t) +&\eqdef \text{log}\left\{\mathcal L(t)\right\}\\ +&= \text{log}\left\{h_T(t)S_T(t)\right\}\\ +&= \text{log}\left\{h_T(t)\right\} + \text{log}\left\{S_T(t)\right\}\\ +&= \text{log}\left\{h_T(t)\right\} - H_T(t)\\ +\end{aligned} +$$ + +--- + +If instead the event time $T$ is censored and only known to be after +time $y$, then the likelihood of that censored observation is instead +the survival function evaluated at the censoring time: + +$$ +\begin{aligned} +\mathcal L(y) +&=p_T(T>y)\\ +&\eqdef S_T(y)\\ +\ell(y) +&\eqdef \text{log}\left\{\mathcal L(y)\right\}\\ +&=\text{log}\left\{S(y)\right\}\\ +&=-H(y)\\ +\end{aligned} +$$ + +--- + +::: notes +What's written above is incomplete. We also observed whether or not the +observation was censored. Let $C$ denote the time when censoring would +occur (if the event did not occur first); let $f_C(y)$ and $S_C(y)$ be +the corresponding density and survival functions for the censoring +event. + +Let $Y$ denote the time when observation ended (either by censoring or +by the event of interest occurring), and let $D$ be an indicator +variable for the event occurring at $Y$ (so $D=0$ represents a censored +observation and $D=1$ represents an uncensored observation). In other +words, let $Y \eqdef \min(T,C)$ and +$D \eqdef \mathbb 1{\{T<=C\}}$. + +Then the complete likelihood of the observed data $(Y,D)$ is: +::: + +$$ +\begin{aligned} +\mathcal L(y,d) +&= p(Y=y, D=d)\\ +&= \left[p(T=y,C> y)\right]^d \cdot +\left[p(T>y,C=y)\right]^{1-d}\\ +\end{aligned} +$$ + +--- + +::: notes +Typically, survival analyses assume that $C$ and $T$ are mutually +independent; this assumption is called "non-informative" censoring. + +Then the joint likelihood $p(Y,D)$ factors into the product +$p(Y), p(D)$, and the likelihood reduces to: +::: + +$$ +\begin{aligned} +\mathcal L(y,d) +&= \left[p(T=y,C> y)\right]^d\cdot +\left[p(T>y,C=y)\right]^{1-d}\\ +&= \left[p(T=y)p(C> y)\right]^d\cdot +\left[p(T>y)p(C=y)\right]^{1-d}\\ +&= \left[f_T(y)S_C(y)\right]^d\cdot +\left[S(y)f_C(y)\right]^{1-d}\\ +&= \left[f_T(y)^d S_C(y)^d\right]\cdot +\left[S_T(y)^{1-d}f_C(y)^{1-d}\right]\\ +&= \left(f_T(y)^d \cdot S_T(y)^{1-d}\right)\cdot +\left(f_C(y)^{1-d} \cdot S_C(y)^{d}\right) +\end{aligned} +$$ + +--- + +::: notes +The corresponding log-likelihood is: +::: + +$$ +\begin{aligned} +\ell(y,d) +&= \text{log}\left\{\mathcal L(y,d) \right\}\\ +&= \text{log}\left\{ +\left(f_T(y)^d \cdot S_T(y)^{1-d}\right)\cdot +\left(f_C(y)^{1-d} \cdot S_C(y)^{d}\right) +\right\}\\ +&= \text{log}\left\{ +f_T(y)^d \cdot S_T(y)^{1-d} +\right\} ++ +\text{log}\left\{ +f_C(y)^{1-d} \cdot S_C(y)^{d} +\right\}\\ +\end{aligned} +$$ Let + +- $\theta_T$ represent the parameters of $p_T(t)$, +- $\theta_C$ represent the parameters of $p_C(c)$, +- $\theta = (\theta_T, \theta_C)$ be the combined vector of all + parameters. + +--- + +::: notes +The corresponding score function is: +::: + +$$ +\begin{aligned} +\ell'(y,d) +&= \deriv{\theta} +\left[ +\text{log}\left\{ +f_T(y)^d \cdot S_T(y)^{1-d} +\right\} ++ +\text{log}\left\{ +f_C(y)^{1-d} \cdot S_C(y)^{d} +\right\} +\right]\\ +&= +\left( +\deriv{\theta} +\text{log}\left\{ +f_T(y)^d \cdot S_T(y)^{1-d} +\right\} +\right) ++ +\left( +\deriv{\theta} +\text{log}\left\{ +f_C(y)^{1-d} \cdot S_C(y)^{d} +\right\} +\right)\\ +\end{aligned} +$$ + +--- + +::: notes +As long as $\theta_C$ and $\theta_T$ don't share any parameters, then if +censoring is non-informative, the partial derivative with respect to +$\theta_T$ is: +::: + $$ - -That is, if the event occurred at time $y$ (i.e., if $d=1$), then the -likelihood of $(Y,D) = (y,d)$ is equal to the hazard function at $y$ -times the survival function at $y$. Otherwise, the likelihood is equal -to just the survival function at $y$. - -The corresponding log-likelihood is: - -$$ -\begin{aligned} -\ell(y,d) -&=\text{log}\left\{\mathcal L(y,d)\right\}\\ -&= \text{log}\left\{S_T(y) \cdot h_T(y)^d\right\}\\ -&= \text{log}\left\{S_T(y)\right\} + \text{log}\left\{h_T(y)^d\right\}\\ -&= \text{log}\left\{S_T(y)\right\} + d\cdot \text{log}\left\{h_T(y)\right\}\\ -&= -H_T(y) + d\cdot \text{log}\left\{h_T(y)\right\}\\ -\end{aligned} -$$ - -In other words, the log-likelihood contribution from a single -observation $(Y,D) = (y,d)$ is equal to the negative cumulative hazard -at $y$, plus the log of the hazard at $y$ if the event occurred at time -$y$. - -::: callout-note -End of extra section. -::: - -## Parametric Models for Time-to-Event Outcomes - -### Exponential Distribution +\begin{aligned} +\ell'_{\theta_T}(y,d) +&\eqdef \deriv{\theta_T}\ell(y,d)\\ +&= +\left( +\deriv{\theta_T} +\text{log}\left\{ +f_T(y)^d \cdot S_T(y)^{1-d} +\right\} +\right) ++ +\left( +\deriv{\theta_T} +\text{log}\left\{ +f_C(y)^{1-d} \cdot S_C(y)^{d} +\right\} +\right)\\ +&= +\left( +\deriv{\theta_T} +\text{log}\left\{ +f_T(y)^d \cdot S_T(y)^{1-d} +\right\} +\right) + 0\\ +&= +\deriv{\theta_T} +\text{log}\left\{ +f_T(y)^d \cdot S_T(y)^{1-d} +\right\}\\ +\end{aligned} +$$ -- The exponential distribution is the base distribution for survival - analysis. -- The distribution has a constant hazard $\lambda$ -- The mean survival time is $\lambda^{-1}$ - -#### Mathematical details of exponential distribution - -$$ -\begin{aligned} -f(t) &= \lambda \text{e}^{-\lambda t}\\ -E(t) &= \lambda^{-1}\\ -Var(t) &= \lambda^{-2}\\ -F(t) &= 1-\text{e}^{-\lambda x}\\ -S(t)&= \text{e}^{-\lambda x}\\ -\ln(S(t))&=-\lambda x\\ -h(t) &= -\frac{f(t)}{S(t)} = -\frac{\lambda \text{e}^{-\lambda t}}{\text{e}^{-\lambda t}}=\lambda -\end{aligned} -$$ - -#### Estimation of $\lambda$ +--- + +::: notes +Thus, the MLE for $\theta_T$ won't depend on $\theta_C$, and we can +ignore the distribution of $C$ when estimating the parameters of +$f_T(t)=p(T=t)$. +::: + +Then: + +$$ +\begin{aligned} +\mathcal L(y,d) +&= f_T(y)^d \cdot S_T(y)^{1-d}\\ +&= \left(h_T(y)^d S_T(y)^d\right) \cdot S_T(y)^{1-d}\\ +&= h_T(y)^d \cdot S_T(y)^d \cdot S_T(y)^{1-d}\\ +&= h_T(y)^d \cdot S_T(y)\\ +&= S_T(y) \cdot h_T(y)^d \\ +\end{aligned} +$$ -- Suppose we have $m$ exponential survival times of - $t_1, t_2,\ldots,t_m$ and $k$ right-censored values at - $u_1,u_2,\ldots,u_k$. - -- A survival time of $t_i=10$ means that subject $i$ died at time 10. - A right-censored time $u_i=10$ means that at time 10, subject $i$ - was still alive and that we have no further follow-up. - -- For the moment we will assume that the survival distribution is - exponential and that all the subjects have the same parameter - $\lambda$. - -We have $m$ exponential survival times of $t_1, t_2,\ldots,t_m$ and $k$ -right-censored values at $u_1,u_2,\ldots,u_k$. The log-likelihood of an -observed survival time $t_i$ is $$ -\text{log}\left\{\lambda \text{e}^{-\lambda t_i}\right\} = -\text{log}\left\{\lambda\right\}-\lambda t_i -$$ and the likelihood of a censored value is the probability of that -outcome (survival greater than $u_j$) so the log-likelihood is - -$$ -\text{log}\left\{\lambda \text{e}^{u_j}\right\} =-\lambda u_j. +::: notes +That is, if the event occurred at time $y$ (i.e., if $d=1$), then the +likelihood of $(Y,D) = (y,d)$ is equal to the hazard function at $y$ +times the survival function at $y$. Otherwise, the likelihood is equal +to just the survival function at $y$. +::: + +--- + +::: notes +The corresponding log-likelihood is: +::: + +$$ +\begin{aligned} +\ell(y,d) +&=\text{log}\left\{\mathcal L(y,d)\right\}\\ +&= \text{log}\left\{S_T(y) \cdot h_T(y)^d\right\}\\ +&= \text{log}\left\{S_T(y)\right\} + \text{log}\left\{h_T(y)^d\right\}\\ +&= \text{log}\left\{S_T(y)\right\} + d\cdot \text{log}\left\{h_T(y)\right\}\\ +&= -H_T(y) + d\cdot \text{log}\left\{h_T(y)\right\}\\ +\end{aligned} $$ -Let $T=\sum t_i$ and $U=\sum u_j$. Then: - -$$ -\begin{aligned} -\ell(\lambda) &= \sum_{i=1}^m( \ln \lambda-\lambda t_i) + \sum_{j=1}^k (-\lambda u_j)\\ -&= m \ln \lambda -(T+U)\lambda\\ -\ell'(\lambda) -&=m\lambda^{-1} -(T+U)\\ -\hat{\lambda} &= \frac{m}{T+U}\\ -\ell''&=-m/\lambda^2\\ -&< 0\\ -\hat E[T] &= \hat\lambda^{-1}\\ -&= \frac{T+U}{m} -\end{aligned} -$$ +::: notes +In other words, the log-likelihood contribution from a single +observation $(Y,D) = (y,d)$ is equal to the negative cumulative hazard +at $y$, plus the log of the hazard at $y$ if the event occurred at time +$y$. +::: + +## Parametric Models for Time-to-Event Outcomes + +### Exponential Distribution + +- The exponential distribution is the base distribution for survival + analysis. +- The distribution has a constant hazard $\lambda$ +- The mean survival time is $\lambda^{-1}$ -#### Fisher Information and Standard Error +--- -$$ -\begin{aligned} -E[-\ell''] -& = m/\lambda^2\\ -\text{Var}\left(\hat\lambda\right) -&\approx \left(E[-\ell'']\right)^{-1}\\ -&=\lambda^2/m\\ -\text{SE}\left(\hat\lambda\right) -&= \sqrt{\text{Var}\left(\hat\lambda\right)}\\ -&\approx \lambda/\sqrt{m} -\end{aligned} -$$ - -$\hat\lambda$ depends on the censoring times of the censored -observations, but $\text{Var}\left(\hat\lambda\right)$ only depends on -the number of uncensored observations, $m$, and not on the number of -censored observations ($k$). +#### Mathematical details of exponential distribution + +$$ +\begin{aligned} +f(t) &= \lambda \text{e}^{-\lambda t}\\ +E(t) &= \lambda^{-1}\\ +Var(t) &= \lambda^{-2}\\ +F(t) &= 1-\text{e}^{-\lambda x}\\ +S(t)&= \text{e}^{-\lambda x}\\ +\ln(S(t))&=-\lambda x\\ +h(t) &= -\frac{f(t)}{S(t)} = -\frac{\lambda \text{e}^{-\lambda t}}{\text{e}^{-\lambda t}}=\lambda +\end{aligned} +$$ + +--- + +#### Estimating $\lambda$ {.smaller} -#### Other Parametric Survival Distributions - -- Any density on $[0,\infty)$ can be a survival distribution, but the - most useful ones are all skew right. -- The commonest generalization of the exponential is the Weibull. -- Other common choices are the gamma, log-normal, log-logistic, - Gompertz, inverse Gaussian, and Pareto. -- Most of what we do going forward is non-parametric or - semi-parametric, but sometimes these parametric distributions - provide a useful approach. - -### Weibull Distribution - -$$ -\begin{aligned} -p(t)&= \alpha\lambda x^{\alpha-1}\text{e}^{-\lambda x^\alpha}\\ -h(t)&=\alpha\lambda x^{\alpha-1}\\ -S(t)&=\text{e}^{-\lambda x^\alpha}\\ -E(T)&= \Gamma(1+1/\alpha)\cdot \lambda^{-1/\alpha} -\end{aligned} +- Suppose we have $m$ exponential survival times of + $t_1, t_2,\ldots,t_m$ and $k$ right-censored values at + $u_1,u_2,\ldots,u_k$. + +- A survival time of $t_i=10$ means that subject $i$ died at time 10. + A right-censored time $u_i=10$ means that at time 10, subject $i$ + was still alive and that we have no further follow-up. + +- For the moment we will assume that the survival distribution is + exponential and that all the subjects have the same parameter + $\lambda$. + +We have $m$ exponential survival times of $t_1, t_2,\ldots,t_m$ and $k$ +right-censored values at $u_1,u_2,\ldots,u_k$. The log-likelihood of an +observed survival time $t_i$ is $$ +\text{log}\left\{\lambda \text{e}^{-\lambda t_i}\right\} = +\text{log}\left\{\lambda\right\}-\lambda t_i +$$ and the likelihood of a censored value is the probability of that +outcome (survival greater than $u_j$) so the log-likelihood is + $$ - -When $\alpha=1$ this is the exponential. When $\alpha>1$ the hazard is -increasing and when $\alpha < 1$ the hazard is decreasing. This provides -more flexibility than the exponential. - -We will see more of this distribution later. - -## Nonparametric Survival Analysis - -### Basic ideas - -- Mostly, we work without a parametric model. - -- The first task is to estimate a survival function from data listing - survival times, and censoring times for censored data. - -- For example one patient may have relapsed at 10 months. Another - might have been followed for 32 months without a relapse having - occurred (censored). - -- The minimum information we need for each patient is a time and a - censoring variable which is 1 if the event occurred at the indicated - time and 0 if this is a censoring time. +\ba +\ell_j(\lambda) &= \text{log}\left\{\lambda \text{e}^{u_j}\right\} +\\ &= -\lambda u_j +\ea +$$ + +--- + +Let $T=\sum t_i$ and $U=\sum u_j$. Then: + +$$ +\begin{aligned} +\ell(\lambda) &= \sum_{i=1}^m( \ln \lambda-\lambda t_i) + \sum_{j=1}^k (-\lambda u_j)\\ +&= m \ln \lambda -(T+U)\lambda\\ +\ell'(\lambda) +&=m\lambda^{-1} -(T+U)\\ +\hat{\lambda} &= \frac{m}{T+U}\\ +\ell''&=-m/\lambda^2\\ +&< 0\\ +\hat E[T] &= \hat\lambda^{-1}\\ +&= \frac{T+U}{m} +\end{aligned} +$$ -## Example: clinical trial for pediatric acute leukemia +--- -### Overview of study +#### Fisher Information and Standard Error -This is from a clinical trial in 1963 for 6-MP treatment vs. placebo for -Acute Leukemia in 42 children. - -- Pairs of children: - - - matched by remission status at the time of treatment (`remstat`: - `1` = partial, `2` = complete) - - randomized to 6-MP (exit times in `t2`) or placebo (exit times - in `t1`) - -- Followed until relapse or end of study. - -- All of the placebo group relapsed, but some of the 6-MP group were - censored (which means they were still in remission); indicated by - `relapse` variable (`0` = censored, `1` = relapse). - -- 6-MP = 6-Mercaptopurine (Purinethol) is an anti-cancer - ("antineoplastic" or "cytotoxic") chemotherapy drug used currently - for Acute lymphoblastic leukemia (ALL). It is classified as an - antimetabolite. - -### Study design {.smaller} - -Clinical trial in 1963 for 6-MP treatment vs. placebo for Acute Leukemia -in 42 children. Pairs of children matched by remission status at the -time of treatment (1 = partial or 2 = complete) and randomized to 6-MP -or placebo. Followed until relapse or end of study. All of the placebo -group relapsed, but some of the 6-MP group were censored. - -```{r} -library(KMsurv) -data(drug6mp) -drug6mp |> tibble() |> print() -``` +$$ +\begin{aligned} +E[-\ell''] +& = m/\lambda^2\\ +\text{Var}\left(\hat\lambda\right) +&\approx \left(E[-\ell'']\right)^{-1}\\ +&=\lambda^2/m\\ +\text{SE}\left(\hat\lambda\right) +&= \sqrt{\text{Var}\left(\hat\lambda\right)}\\ +&\approx \lambda/\sqrt{m} +\end{aligned} +$$ + +::: notes +$\hat\lambda$ depends on the censoring times of the censored +observations, but $\text{Var}\left(\hat\lambda\right)$ only depends on +the number of uncensored observations, $m$, and not on the number of +censored observations ($k$). +::: + +--- + +### Other Parametric Survival Distributions + +- Any density on $[0,\infty)$ can be a survival distribution, but the + most useful ones are all skew right. +- The most frequently used generalization of the exponential is the [Weibull](probability.qmd#sec-weibull). +- Other common choices are the gamma, log-normal, log-logistic, + Gompertz, inverse Gaussian, and Pareto. +- Most of what we do going forward is non-parametric or + semi-parametric, but sometimes these parametric distributions + provide a useful approach. + +## Nonparametric Survival Analysis + +### Basic ideas -### Data documentation for `drug6mp` +- Mostly, we work without a parametric model. -```{r, printr.help.sections = c("description", "format")} -library(printr) # inserts help-file output into markdown output -library(KMsurv) -?drug6mp -``` - -### Descriptive Statistics - -- The average time in each group is not useful. Some of the 6-MP - patients have not relapsed at the time recorded, while all of the - placebo patients have relapsed. -- The median time is not really useful either because so many of the - 6-MP patients have not relapsed (12/21). -- Both are biased down in the 6-MP group. Remember that lower times - are worse since they indicate sooner recurrence. -- We can compute the average hazard rate, which is the estimate of the - exponential parameter: number of relapses divided by the sum of the - times. -- For the placebo, that is just the reciprocal of the mean time = - 1/8.667 = 0.115. -- For the 6-MP group this is 9/359 = 0.025 -- The estimated average hazard in the placebo group is 4.6 times as - large (if the hazard is constant over time). - -## The Kaplan-Meier Product Limit Estimator - -- The estimated survival function for the placebo patients is easy to - compute. For any time $t$ in months, $S(t)$ is the fraction of - patients with times greater than $t$. - -- For the 6-MP patients, we cannot ignore the censored data because we - know that the time to relapse is greater than the censoring time. - -- For any time $t$ in months, we know that 6-MP patients with times - greater than $t$ have not relapsed, and those with relapse time less - than $t$ have relapsed, but we don't know if patients with censored - time less than $t$ have relapsed or not. +- The first task is to estimate a survival function from data listing + survival times, and censoring times for censored data. + +- For example one patient may have relapsed at 10 months. Another + might have been followed for 32 months without a relapse having + occurred (censored). + +- The minimum information we need for each patient is a time and a + censoring variable which is 1 if the event occurred at the indicated + time and 0 if this is a censoring time. + +## Example: clinical trial for pediatric acute leukemia + +### Overview of study + +This is from a clinical trial in 1963 for 6-MP treatment vs. placebo for +Acute Leukemia in 42 children. + +- Pairs of children: + + - matched by remission status at the time of treatment (`remstat`: + `1` = partial, `2` = complete) + - randomized to 6-MP (exit times in `t2`) or placebo (exit times + in `t1`) + +- Followed until relapse or end of study. + +- All of the placebo group relapsed, but some of the 6-MP group were + censored (which means they were still in remission); indicated by + `relapse` variable (`0` = censored, `1` = relapse). + +- 6-MP = 6-Mercaptopurine (Purinethol) is an anti-cancer + ("antineoplastic" or "cytotoxic") chemotherapy drug used currently + for Acute lymphoblastic leukemia (ALL). It is classified as an + antimetabolite. + +### Study design {.smaller} -- The procedure we usually use is the Kaplan-Meier product-limit - estimator of the survival function. - -- The Kaplan-Meier estimator is a step function (like the empirical - cdf), which changes value only at the event times, not at the - censoring times. - -- At each event time $t$, we compute the at-risk group size $Y$, which - is all those observations whose event time or censoring time is at - least $t$. - -- If $d$ of the observations have an event time (not a censoring time) - of $t$, then the group of survivors immediately following time $t$ - is reduced by the fraction $$\frac{Y-d}{Y}=1-\frac{d}{Y}$$ - -If the event times are $t_i$ with events per time of $d_i$ -($1\le i \le k$), then $$\hat S(t) = \prod_{t_i < t}[1-d_i/Y_i]$$ where -$Y_i$ is the set of observations whose time (event or censored) is -$\ge t_i$, the group at risk at time $t_i$. - -If there are no censored data, and there are $n$ data points, then just -after (say) the third event time - -$$ -\begin{aligned} -\hat S(t) -&= \prod_{t_i < t}[1-d_i/Y_i]\\ -&=[\frac{n-d_1}{n}][\frac{n-d_1-d_2}{n-d_1}][\frac{n-d_1-d_2-d_3}{n-d_1-d_2}]\\ -&=\frac{n-d_1-d_2-d_3}{n}\\ -&=1-\frac{d_1+d_2+d_3}{n}\\ -&=1-\hat F(t)\\ -\end{aligned} -$$ - -where $\hat F(t)$ is the usual empirical CDF estimate. - -### Kaplan-Meier curve for `drug6mp` data - -Here is the Kaplan-Meier estimated survival curve for the patients who -received 6-MP in the `drug6mp` dataset (we will see code to produce -figures like this one shortly): +Clinical trial in 1963 for 6-MP treatment vs. placebo for Acute Leukemia +in 42 children. Pairs of children matched by remission status at the +time of treatment (1 = partial or 2 = complete) and randomized to 6-MP +or placebo. Followed until relapse or end of study. All of the placebo +group relapsed, but some of the 6-MP group were censored. + +```{r} +library(KMsurv) +data(drug6mp) +drug6mp |> tibble() |> print() +``` + +### Data documentation for `drug6mp` + +```{r, printr.help.sections = c("description", "format")} +library(printr) # inserts help-file output into markdown output +library(KMsurv) +?drug6mp +``` + +### Descriptive Statistics + +- The average time in each group is not useful. Some of the 6-MP + patients have not relapsed at the time recorded, while all of the + placebo patients have relapsed. +- The median time is not really useful either because so many of the + 6-MP patients have not relapsed (12/21). +- Both are biased down in the 6-MP group. Remember that lower times + are worse since they indicate sooner recurrence. +- We can compute the average hazard rate, which is the estimate of the + exponential parameter: number of relapses divided by the sum of the + times. +- For the placebo, that is just the reciprocal of the mean time = + 1/8.667 = 0.115. +- For the 6-MP group this is 9/359 = 0.025 +- The estimated average hazard in the placebo group is 4.6 times as + large (if the hazard is constant over time). + +## The Kaplan-Meier Product Limit Estimator -```{r, echo = FALSE} -#| fig-cap: "Kaplan-Meier Survival Curve for 6-MP Patients" - -require(KMsurv) -data(drug6mp) - -library(survival) -drug6mp_km_model1 = - drug6mp |> - mutate(surv = Surv(t2, relapse)) |> - survfit(formula = surv ~ 1, data = _) +- The estimated survival function for the placebo patients is easy to + compute. For any time $t$ in months, $S(t)$ is the fraction of + patients with times greater than $t$. + +- For the 6-MP patients, we cannot ignore the censored data because we + know that the time to relapse is greater than the censoring time. + +- For any time $t$ in months, we know that 6-MP patients with times + greater than $t$ have not relapsed, and those with relapse time less + than $t$ have relapsed, but we don't know if patients with censored + time less than $t$ have relapsed or not. -library(ggfortify) -drug6mp_km_model1 |> - autoplot( - mark.time = TRUE, - conf.int = FALSE) + - expand_limits(y = 0) + - xlab('Time since diagnosis (months)') + - ylab("KM Survival Curve") - -``` +- The procedure we usually use is the Kaplan-Meier product-limit + estimator of the survival function. + +- The Kaplan-Meier estimator is a step function (like the empirical + cdf), which changes value only at the event times, not at the + censoring times. + +- At each event time $t$, we compute the at-risk group size $Y$, which + is all those observations whose event time or censoring time is at + least $t$. -### Kaplan-Meier calculations {.smaller} - -Let's compute these estimates and build the chart by hand: +- If $d$ of the observations have an event time (not a censoring time) + of $t$, then the group of survivors immediately following time $t$ + is reduced by the fraction $$\frac{Y-d}{Y}=1-\frac{d}{Y}$$ -```{r} -library(KMsurv) -library(dplyr) -data(drug6mp) - -drug6mp.v2 = - drug6mp |> - as_tibble() |> - mutate( - remstat = remstat |> - case_match( - 1 ~ "partial", - 2 ~ "complete" - ), - # renaming to "outcome" while relabeling is just a style choice: - outcome = relapse |> - case_match( - 0 ~ "censored", - 1 ~ "relapsed" - ) - ) - -km.6mp = - drug6mp.v2 |> - summarize( - .by = t2, - Relapses = sum(outcome == "relapsed"), - Censored = sum(outcome == "censored")) |> - # here we add a start time row, so the graph starts at time 0: - bind_rows( - tibble( - t2 = 0, - Relapses = 0, - Censored = 0) - ) |> - # sort in time order: - arrange(t2) |> - mutate( - Exiting = Relapses + Censored, - `Study Size` = sum(Exiting), - Exited = cumsum(Exiting) |> dplyr::lag(default = 0), - `At Risk` = `Study Size` - Exited, - Hazard = Relapses / `At Risk`, - `KM Factor` = 1 - Hazard, - `Cumulative Hazard` = cumsum(`Hazard`), - `KM Survival Curve` = cumprod(`KM Factor`) - ) +If the event times are $t_i$ with events per time of $d_i$ +($1\le i \le k$), then $$\hat S(t) = \prod_{t_i < t}[1-d_i/Y_i]$$ where +$Y_i$ is the set of observations whose time (event or censored) is +$\ge t_i$, the group at risk at time $t_i$. + +If there are no censored data, and there are $n$ data points, then just +after (say) the third event time + +$$ +\begin{aligned} +\hat S(t) +&= \prod_{t_i < t}[1-d_i/Y_i]\\ +&=[\frac{n-d_1}{n}][\frac{n-d_1-d_2}{n-d_1}][\frac{n-d_1-d_2-d_3}{n-d_1-d_2}]\\ +&=\frac{n-d_1-d_2-d_3}{n}\\ +&=1-\frac{d_1+d_2+d_3}{n}\\ +&=1-\hat F(t)\\ +\end{aligned} +$$ + +where $\hat F(t)$ is the usual empirical CDF estimate. + +### Kaplan-Meier curve for `drug6mp` data + +Here is the Kaplan-Meier estimated survival curve for the patients who +received 6-MP in the `drug6mp` dataset (we will see code to produce +figures like this one shortly): + +```{r, echo = FALSE} +#| fig-cap: "Kaplan-Meier Survival Curve for 6-MP Patients" + +require(KMsurv) +data(drug6mp) + +library(survival) +drug6mp_km_model1 = + drug6mp |> + mutate(surv = Surv(t2, relapse)) |> + survfit(formula = surv ~ 1, data = _) + +library(ggfortify) +drug6mp_km_model1 |> + autoplot( + mark.time = TRUE, + conf.int = FALSE) + + expand_limits(y = 0) + + xlab('Time since diagnosis (months)') + + ylab("KM Survival Curve") + +``` -library(pander) -pander(km.6mp) -``` +### Kaplan-Meier calculations {.smaller} + +Let's compute these estimates and build the chart by hand: -#### Summary - -For the 6-MP patients at time 6 months, there are 21 patients at risk. -At $t=6$ there are 3 relapses and 1 censored observations. - -The Kaplan-Meier factor is $(21-3)/21 = 0.857$. The number at risk for -the next time ($t=7$) is $21-3-1=17$. - -At time 7 months, there are 17 patients at risk. At $t=7$ there is 1 -relapse and 0 censored observations. The Kaplan-Meier factor is -$(17-1)/17 = 0.941$. The Kaplan Meier estimate is -$0.857\times0.941=0.807$. The number at risk for the next time ($t=9$) -is $17-1=16$. - -Now, let's graph this estimated survival curve using `ggplot()`: - -```{r "estimated survival curve"} -library(ggplot2) -conflicts_prefer(dplyr::filter) -km.6mp |> - ggplot(aes(x = t2, y = `KM Survival Curve`)) + - geom_step() + - geom_point(data = km.6mp |> filter(Censored > 0), shape = 3) + - expand_limits(y = c(0,1), x = 0) + - xlab('Time since diagnosis (months)') + - ylab("KM Survival Curve") + - scale_y_continuous(labels = scales::percent) -``` - -## Using the `survival` package in R - -We don't have to do these calculations by hand every time; the -`survival` package and several others have functions available to -automate many of these tasks (full list: -<https://cran.r-project.org/web/views/Survival.html>). - -### The `Surv` function - -To use the `survival` package, the first step is telling R how to -combine the exit time and exit reason (censoring versus event) columns. -The `Surv()` function accomplishes this task. - -#### Example: `Surv()` with `drug6mp` data - -```{r} -#| code-fold: show -#| code-line-numbers: "5-7" -library(survival) -drug6mp.v3 = - drug6mp.v2 |> - mutate( - surv2 = Surv( - time = t2, - event = (outcome == "relapsed"))) - -print(drug6mp.v3) +```{r} +library(KMsurv) +library(dplyr) +data(drug6mp) + +drug6mp.v2 = + drug6mp |> + as_tibble() |> + mutate( + remstat = remstat |> + case_match( + 1 ~ "partial", + 2 ~ "complete" + ), + # renaming to "outcome" while relabeling is just a style choice: + outcome = relapse |> + case_match( + 0 ~ "censored", + 1 ~ "relapsed" + ) + ) + +km.6mp = + drug6mp.v2 |> + summarize( + .by = t2, + Relapses = sum(outcome == "relapsed"), + Censored = sum(outcome == "censored")) |> + # here we add a start time row, so the graph starts at time 0: + bind_rows( + tibble( + t2 = 0, + Relapses = 0, + Censored = 0) + ) |> + # sort in time order: + arrange(t2) |> + mutate( + Exiting = Relapses + Censored, + `Study Size` = sum(Exiting), + Exited = cumsum(Exiting) |> dplyr::lag(default = 0), + `At Risk` = `Study Size` - Exited, + Hazard = Relapses / `At Risk`, + `KM Factor` = 1 - Hazard, + `Cumulative Hazard` = cumsum(`Hazard`), + `KM Survival Curve` = cumprod(`KM Factor`) + ) + +library(pander) +pander(km.6mp) +``` + +#### Summary + +For the 6-MP patients at time 6 months, there are 21 patients at risk. +At $t=6$ there are 3 relapses and 1 censored observations. -``` - -The output of `Surv()` is a vector of objects with class `Surv`. When we -print this vector: - -- observations where the event was observed are printed as the event - time (for example, `surv2 = 10` on line 1) - -- observations where the event was right-censored are printed as the - censoring time with a plus sign (`+`; for example, `surv2 = 32+` on - line 3). - -### The `survfit` function - -Once we have constructed our `Surv` variable, we can calculate the -Kaplan-Meier estimate of the survival curve using the `survfit()` -function. - -::: callout-note -The documentation for `?survfit` isn't too helpful; the -`survfit.formula` documentation is better. - -```{r, printr.help.sections = c("description", "usage")} -#| include: false -?survfit.formula -``` -::: - -#### Example: `survfit()` with `drug6mp` data - -Here we use `survfit()` to create a `survfit` object, which contains the -Kaplan-Meier estimate: +The Kaplan-Meier factor is $(21-3)/21 = 0.857$. The number at risk for +the next time ($t=7$) is $21-3-1=17$. + +At time 7 months, there are 17 patients at risk. At $t=7$ there is 1 +relapse and 0 censored observations. The Kaplan-Meier factor is +$(17-1)/17 = 0.941$. The Kaplan Meier estimate is +$0.857\times0.941=0.807$. The number at risk for the next time ($t=9$) +is $17-1=16$. + +Now, let's graph this estimated survival curve using `ggplot()`: + +```{r "estimated survival curve"} +library(ggplot2) +conflicts_prefer(dplyr::filter) +km.6mp |> + ggplot(aes(x = t2, y = `KM Survival Curve`)) + + geom_step() + + geom_point(data = km.6mp |> filter(Censored > 0), shape = 3) + + expand_limits(y = c(0,1), x = 0) + + xlab('Time since diagnosis (months)') + + ylab("KM Survival Curve") + + scale_y_continuous(labels = scales::percent) +``` + +## Using the `survival` package in R + +We don't have to do these calculations by hand every time; the +`survival` package and several others have functions available to +automate many of these tasks (full list: +<https://cran.r-project.org/web/views/Survival.html>). + +### The `Surv` function -```{r} -#| code-fold: show -drug6mp.km_model = survfit( - formula = surv2 ~ 1, - data = drug6mp.v3) -``` - -`print.survfit()` just gives some summary statistics: - -```{r} -#| code-fold: show -print(drug6mp.km_model) -``` - -`summary.survfit()` shows us the underlying Kaplan-Meier table: - -```{r} -#| code-fold: show -summary(drug6mp.km_model) -``` - -`summary.survfit()` shows us the underlying Kaplan-Meier table: +To use the `survival` package, the first step is telling R how to +combine the exit time and exit reason (censoring versus event) columns. +The `Surv()` function accomplishes this task. + +#### Example: `Surv()` with `drug6mp` data + +```{r} +#| code-fold: show +#| code-line-numbers: "5-7" +library(survival) +drug6mp.v3 = + drug6mp.v2 |> + mutate( + surv2 = Surv( + time = t2, + event = (outcome == "relapsed"))) + +print(drug6mp.v3) + +``` + +The output of `Surv()` is a vector of objects with class `Surv`. When we +print this vector: + +- observations where the event was observed are printed as the event + time (for example, `surv2 = 10` on line 1) -```{r} -#| code-fold: show -summary(drug6mp.km_model) -``` - -We can specify which time points we want using the `times` argument: - -```{r} -#| code-fold: show -summary( - drug6mp.km_model, - times = c(0, drug6mp.v3$t2)) - +- observations where the event was right-censored are printed as the + censoring time with a plus sign (`+`; for example, `surv2 = 32+` on + line 3). + +### The `survfit` function + +Once we have constructed our `Surv` variable, we can calculate the +Kaplan-Meier estimate of the survival curve using the `survfit()` +function. + +::: callout-note +The documentation for `?survfit` isn't too helpful; the +`survfit.formula` documentation is better. + +```{r, printr.help.sections = c("description", "usage")} +#| include: false +?survfit.formula ``` - -```{r, printr.help.sections = c("description", "usage", "arguments")} -#| code-fold: show -?summary.survfit -``` - -### Plotting estimated survival functions - -We can plot `survfit` objects with `plot()`, `autoplot()`, or -`ggsurvplot()`: - -```{r} -#| code-fold: show -#| fig-cap: "Kaplan-Meier Survival Curve for 6-MP Patients" - -library(ggfortify) -autoplot(drug6mp.km_model) - -# not shown: -# plot(drug6mp.km_model) - -# library(survminer) -# ggsurvplot(drug6mp.km_model) - -``` - -#### quantiles of survival curve - -We can extract quantiles with `quantile()`: - -```{r} -#| code-line-numbers: "2" -drug6mp.km_model |> - quantile(p = c(.25, .5)) |> - as_tibble() |> - mutate(p = c(.25, .5)) |> - relocate(p, .before = everything()) +::: + +#### Example: `survfit()` with `drug6mp` data + +Here we use `survfit()` to create a `survfit` object, which contains the +Kaplan-Meier estimate: + +```{r} +#| code-fold: show +drug6mp.km_model = survfit( + formula = surv2 ~ 1, + data = drug6mp.v3) +``` + +`print.survfit()` just gives some summary statistics: + +```{r} +#| code-fold: show +print(drug6mp.km_model) +``` + +`summary.survfit()` shows us the underlying Kaplan-Meier table: + +```{r} +#| code-fold: show +summary(drug6mp.km_model) +``` + +`summary.survfit()` shows us the underlying Kaplan-Meier table: + +```{r} +#| code-fold: show +summary(drug6mp.km_model) ``` -### Two-sample tests +We can specify which time points we want using the `times` argument: -#### The `survdiff` function - -```{r, printr.help.sections = c("description", "usage")} -?survdiff -``` - -#### Example: `survdiff()` with `drug6mp` data +```{r} +#| code-fold: show +summary( + drug6mp.km_model, + times = c(0, drug6mp.v3$t2)) -Now we are going to compare the placebo and 6-MP data. We need to -reshape the data to make it usable with the standard `survival` -workflow: - -```{r} -library(survival) +``` + +```{r, printr.help.sections = c("description", "usage", "arguments")} +#| code-fold: show +?summary.survfit +``` + +### Plotting estimated survival functions -drug6mp.v4 = - drug6mp.v3 |> - select(pair, remstat, t1, t2, outcome) |> - # here we are going to change the data from a wide format to long: - pivot_longer( - cols = c(t1, t2), - names_to = "treatment", - values_to = "exit_time") |> - mutate( - treatment = treatment |> - case_match( - "t1" ~ "placebo", - "t2" ~ "6-MP" - ), - outcome = if_else( - treatment == "placebo", - "relapsed", - outcome - ), - surv = Surv( - time = exit_time, - event = (outcome == "relapsed")) - ) -``` - -Using this long data format, we can fit a Kaplan-Meier curve for each -treatment group simultaneously: - -```{r} -drug6mp.km_model2 = - survfit( - formula = surv ~ treatment, - data = drug6mp.v4) -``` +We can plot `survfit` objects with `plot()`, `autoplot()`, or +`ggsurvplot()`: + +```{r} +#| code-fold: show +#| fig-cap: "Kaplan-Meier Survival Curve for 6-MP Patients" + +library(ggfortify) +autoplot(drug6mp.km_model) + +# not shown: +# plot(drug6mp.km_model) + +# library(survminer) +# ggsurvplot(drug6mp.km_model) + +``` + +#### quantiles of survival curve + +We can extract quantiles with `quantile()`: + +```{r} +#| code-line-numbers: "2" +drug6mp.km_model |> + quantile(p = c(.25, .5)) |> + as_tibble() |> + mutate(p = c(.25, .5)) |> + relocate(p, .before = everything()) +``` + +### Two-sample tests -We can plot the curves in the same graph: +#### The `survdiff` function -```{r} -drug6mp.km_model2 |> autoplot() -``` +```{r, printr.help.sections = c("description", "usage")} +?survdiff +``` + +#### Example: `survdiff()` with `drug6mp` data -We can also perform something like a t-test, where the null hypothesis -is that the curves are the same: - -```{r} -survdiff( - formula = surv ~ treatment, - data = drug6mp.v4) -``` - -By default, `survdiff()` ignores any pairing, but we can use `strata()` -to perform something similar to a paired t-test: - -```{r} -survdiff( - formula = surv ~ treatment + strata(pair), - data = drug6mp.v4) - -``` - -Interestingly, accounting for pairing reduces the significant of the -difference. - -## Example: Bone Marrow Transplant Data - -(Copelan et al., 1991) - -##### Treatment {.unnumbered} - -- **allogeneic** (from a donor) **bone marrow transplant therapy** +Now we are going to compare the placebo and 6-MP data. We need to +reshape the data to make it usable with the standard `survival` +workflow: + +```{r} +library(survival) + +drug6mp.v4 = + drug6mp.v3 |> + select(pair, remstat, t1, t2, outcome) |> + # here we are going to change the data from a wide format to long: + pivot_longer( + cols = c(t1, t2), + names_to = "treatment", + values_to = "exit_time") |> + mutate( + treatment = treatment |> + case_match( + "t1" ~ "placebo", + "t2" ~ "6-MP" + ), + outcome = if_else( + treatment == "placebo", + "relapsed", + outcome + ), + surv = Surv( + time = exit_time, + event = (outcome == "relapsed")) + ) +``` -##### Inclusion criteria {.unnumbered} - -- **acute myeloid leukemia (AML)** -- **acute lymphoblastic leukemia (ALL).** - -##### Possible intermediate events {.unnumbered} - -- **graft vs. host disease (GVHD)**: an immunological rejection - response to the transplant -- **platelet recovery**: a return of platelet count to normal levels. - -One or the other, both in either order, or neither may occur. - -##### End point events - -- relapse of the disease -- death - -Any or all of these events may be censored. +Using this long data format, we can fit a Kaplan-Meier curve for each +treatment group simultaneously: + +```{r} +drug6mp.km_model2 = + survfit( + formula = surv ~ treatment, + data = drug6mp.v4) +``` + +We can plot the curves in the same graph: + +```{r} +drug6mp.km_model2 |> autoplot() +``` -### `KMsurv::bmt` data in R - -```{r} -library(KMsurv) -?bmt -``` - -### Analysis plan +We can also perform something like a t-test, where the null hypothesis +is that the curves are the same: + +```{r} +survdiff( + formula = surv ~ treatment, + data = drug6mp.v4) +``` -- We concentrate for now on disease-free survival (`t2` and `d3`) for - the three risk groups, ALL, AML Low Risk, and AML High Risk. -- We will construct the Kaplan-Meier survival curves, compare them, - and test for differences. -- We will construct the cumulative hazard curves and compare them. -- We will estimate the hazard functions, interpret, and compare them. - -### Survival Function Estimate and Variance - -$$\hat S(t) = \prod_{t_i < t}\left[1-\frac{d_i}{Y_i}\right]$$ where -$Y_i$ is the group at risk at time $t_i$. +By default, `survdiff()` ignores any pairing, but we can use `strata()` +to perform something similar to a paired t-test: + +```{r} +survdiff( + formula = surv ~ treatment + strata(pair), + data = drug6mp.v4) + +``` -The estimated variance of $\hat S(t)$ is (Greenwood's formula) -$$\hat{\text{Var}}\left(\hat S (t)\right) = \hat S(t)^2\sum_{t_i <t}\frac{d_i}{Y_i(Y_i-d_i)}$$ -which we can use for confidence intervals for a survival function or a -difference of survival functions. +Interestingly, accounting for pairing reduces the significant of the +difference. + +## Example: Bone Marrow Transplant Data -##### Kaplan-Meier survival curves +(Copelan et al., 1991) -```{r} -#| code-summary: "code to preprocess and model bmt data" -library(KMsurv) -library(survival) -data(bmt) - -bmt = - bmt |> - as_tibble() |> - mutate( - group = - group |> - factor( - labels = c("ALL","Low Risk AML","High Risk AML")), - surv = Surv(t2,d3)) - -km_model1 = survfit( - formula = surv ~ group, - data = bmt) -``` - -```{r "KM survival curves for bmt data"} -#| fig-cap: "Disease-Free Survival by Disease Group" +##### Treatment {.unnumbered} + +- **allogeneic** (from a donor) **bone marrow transplant therapy** + +##### Inclusion criteria {.unnumbered} + +- **acute myeloid leukemia (AML)** +- **acute lymphoblastic leukemia (ALL).** + +##### Possible intermediate events {.unnumbered} + +- **graft vs. host disease (GVHD)**: an immunological rejection + response to the transplant +- **platelet recovery**: a return of platelet count to normal levels. + +One or the other, both in either order, or neither may occur. + +##### End point events + +- relapse of the disease +- death + +Any or all of these events may be censored. + +### `KMsurv::bmt` data in R -library(ggfortify) -autoplot( - km_model1, - conf.int = TRUE, - ylab = "Pr(disease-free survival)", - xlab = "Time since transplant (days)") + - theme_bw() + - theme(legend.position="bottom") +```{r} +library(KMsurv) +?bmt +``` + +### Analysis plan -``` - -#### Understanding Greenwood's formula (optional) - -To see where Greenwood's formula comes from, let $x_i=Y_i-d_i$. We -approximate the solution treating each time as independent, with $Y_i$ -fixed and ignore randomness in times of failure and we treat $x_i$ as -independent binomials $\text{Bin}(Y_i,p_i)$. Letting $S(t)$ be the -"true" survival function - -$$ -\begin{aligned} -\hat S(t) &=\prod_{t_i<t}x_i/Y_i\\ -S(t)&=\prod_{t_i<t}p_i -\end{aligned} -$$ +- We concentrate for now on disease-free survival (`t2` and `d3`) for + the three risk groups, ALL, AML Low Risk, and AML High Risk. +- We will construct the Kaplan-Meier survival curves, compare them, + and test for differences. +- We will construct the cumulative hazard curves and compare them. +- We will estimate the hazard functions, interpret, and compare them. + +### Survival Function Estimate and Variance + +$$\hat S(t) = \prod_{t_i < t}\left[1-\frac{d_i}{Y_i}\right]$$ where +$Y_i$ is the group at risk at time $t_i$. + +The estimated variance of $\hat S(t)$ is (Greenwood's formula) +$$\hat{\text{Var}}\left(\hat S (t)\right) = \hat S(t)^2\sum_{t_i <t}\frac{d_i}{Y_i(Y_i-d_i)}$$ +which we can use for confidence intervals for a survival function or a +difference of survival functions. -$$ -\begin{aligned} -\frac{\hat S(t)}{S(t)} -&= \prod_{t_i<t} \frac{x_i}{p_iY_i}=\prod_{t_i<t} \frac{\hat p_i}{p_i}\\ -&=\prod_{t_i<t} \left( 1+\frac{\hat p_i-p_i}{p_i} \right)\\ -&\approx 1+\sum_{t_i<t} \frac{\hat p_i-p_i}{p_i} \\ -\end{aligned} -$$ - -$$ -\begin{aligned} -\text{Var}\left(\frac{\hat S(t)}{S(t)}\right) -&\approx \text{Var}\left(1+\sum_{t_i<t} \frac{\hat p_i-p_i}{p_i}\right) \\ -&=\sum_{t_i<t} \frac{1}{p_i^2}\frac{p_i(1-p_i)}{Y_i} \\ -&= \sum_{t_i<t} \frac{(1-p_i)}{p_iY_i} -\approx\sum_{t_i<t} \frac{(1-x_i/Y_i)}{x_i}\\ -&=\sum_{t_i<t} \frac{Y_i-x_i}{x_iY_i}=\sum_{t_i<t} \frac{d_i}{Y_i(Y_i-d_i)}\\ -\text{Var}\left(\hat S(t)\right) -&\approx \hat S(t)^2\sum_{t_i<t} \frac{d_i}{Y_i(Y_i-d_i)} -\end{aligned} -$$ - -### Test for differences among the disease groups - -Here we compute a chi-square test for assocation between disease group -(`group`) and disease-free survival: - -```{r} -survdiff(surv ~ group, data = bmt) -``` - -### Cumulative Hazard - -$$ -\begin{aligned} -h(t) -&\eqdef P(T=t|T\ge t)\\ -&= \frac{p(T=t)}{P(T\ge t)}\\ -&= -\deriv{t}\text{log}\left\{S(t)\right\} -\end{aligned} -$$ - -The **cumulative hazard** (or **integrated hazard**) function is - -$$H(t)\eqdef \int_0^t h(t) dt$$ Since -$h(t) = -\deriv{t}\text{log}\left\{S(t)\right\}$ as shown above, we -have: - -$$ -H(t)=-\text{log}\left\{S\right\}(t) +##### Kaplan-Meier survival curves + +```{r} +#| code-summary: "code to preprocess and model bmt data" +library(KMsurv) +library(survival) +data(bmt) + +bmt = + bmt |> + as_tibble() |> + mutate( + group = + group |> + factor( + labels = c("ALL","Low Risk AML","High Risk AML")), + surv = Surv(t2,d3)) + +km_model1 = survfit( + formula = surv ~ group, + data = bmt) +``` + +```{r "KM survival curves for bmt data"} +#| fig-cap: "Disease-Free Survival by Disease Group" + +library(ggfortify) +autoplot( + km_model1, + conf.int = TRUE, + ylab = "Pr(disease-free survival)", + xlab = "Time since transplant (days)") + + theme_bw() + + theme(legend.position="bottom") + +``` + +#### Understanding Greenwood's formula (optional) + +To see where Greenwood's formula comes from, let $x_i=Y_i-d_i$. We +approximate the solution treating each time as independent, with $Y_i$ +fixed and ignore randomness in times of failure and we treat $x_i$ as +independent binomials $\text{Bin}(Y_i,p_i)$. Letting $S(t)$ be the +"true" survival function + +$$ +\begin{aligned} +\hat S(t) &=\prod_{t_i<t}x_i/Y_i\\ +S(t)&=\prod_{t_i<t}p_i +\end{aligned} $$ -So we can estimate $H(t)$ as: - -$$ -\begin{aligned} -\hat H(t) -&= -\text{log}\left\{\hat S(t)\right\}\\ -&= -\text{log}\left\{\prod_{t_i < t}\left[1-\frac{d_i}{Y_i}\right]\right\}\\ -&= -\sum_{t_i < t}\text{log}\left\{1-\frac{d_i}{Y_i}\right\}\\ -\end{aligned} +$$ +\begin{aligned} +\frac{\hat S(t)}{S(t)} +&= \prod_{t_i<t} \frac{x_i}{p_iY_i}=\prod_{t_i<t} \frac{\hat p_i}{p_i}\\ +&=\prod_{t_i<t} \left( 1+\frac{\hat p_i-p_i}{p_i} \right)\\ +&\approx 1+\sum_{t_i<t} \frac{\hat p_i-p_i}{p_i} \\ +\end{aligned} +$$ + $$ - -This is the **Kaplan-Meier (product-limit) estimate of cumulative -hazard**. - -#### Example: Cumulative Hazard Curves for Bone-Marrow Transplant (`bmt`) data - -```{r} -#| fig-cap: "Disease-Free Cumulative Hazard by Disease Group" - -autoplot( - fun = "cumhaz", - km_model1, - conf.int = FALSE, - ylab = "Cumulative hazard (disease-free survival)", - xlab = "Time since transplant (days)") + - theme_bw() + - theme(legend.position="bottom") -``` - -## Nelson-Aalen Estimates of Cumulative Hazard and Survival +\begin{aligned} +\text{Var}\left(\frac{\hat S(t)}{S(t)}\right) +&\approx \text{Var}\left(1+\sum_{t_i<t} \frac{\hat p_i-p_i}{p_i}\right) \\ +&=\sum_{t_i<t} \frac{1}{p_i^2}\frac{p_i(1-p_i)}{Y_i} \\ +&= \sum_{t_i<t} \frac{(1-p_i)}{p_iY_i} +\approx\sum_{t_i<t} \frac{(1-x_i/Y_i)}{x_i}\\ +&=\sum_{t_i<t} \frac{Y_i-x_i}{x_iY_i}=\sum_{t_i<t} \frac{d_i}{Y_i(Y_i-d_i)}\\ +\text{Var}\left(\hat S(t)\right) +&\approx \hat S(t)^2\sum_{t_i<t} \frac{d_i}{Y_i(Y_i-d_i)} +\end{aligned} +$$ + +### Test for differences among the disease groups + +Here we compute a chi-square test for assocation between disease group +(`group`) and disease-free survival: + +```{r} +survdiff(surv ~ group, data = bmt) +``` -The point hazard at time $t_i$ can be estimated by $d_i/Y_i$, which -leads to the **Nelson-Aalen estimator of the cumulative hazard**: - -$$\hat H_{NA}(t) \eqdef \sum_{t_i < t}\frac{d_i}{Y_i}$$ - -The variance of this estimator is approximately: - -$$ -\begin{aligned} -\hat{\text{Var}}\left(\hat H_{NA} (t)\right) -&= \sum_{t_i <t}\frac{(d_i/Y_i)(1-d_i/Y_i)}{Y_i}\\ -&\approx \sum_{t_i <t}\frac{d_i}{Y_i^2} -\end{aligned} -$$ - -Since $S(t)=\text{exp}\left\{-H(t)\right\}$, the Nelson-Aalen cumulative -hazard estimate can be converted into an alternate estimate of the -survival function: - +### Cumulative Hazard + +$$ +\begin{aligned} +h(t) +&\eqdef P(T=t|T\ge t)\\ +&= \frac{p(T=t)}{P(T\ge t)}\\ +&= -\deriv{t}\text{log}\left\{S(t)\right\} +\end{aligned} +$$ + +The **cumulative hazard** (or **integrated hazard**) function is + +$$H(t)\eqdef \int_0^t h(t) dt$$ Since +$h(t) = -\deriv{t}\text{log}\left\{S(t)\right\}$ as shown above, we +have: + +$$ +H(t)=-\text{log}\left\{S\right\}(t) $$ -\begin{aligned} -\hat S_{NA}(t) -&= \text{exp}\left\{-\hat H_{NA}(t)\right\}\\ -&= \text{exp}\left\{-\sum_{t_i < t}\frac{d_i}{Y_i}\right\}\\ -&= \prod_{t_i < t}\text{exp}\left\{-\frac{d_i}{Y_i}\right\}\\ -\end{aligned} -$$ - -Compare these with the corresponding Kaplan-Meier estimates: - + +So we can estimate $H(t)$ as: + +$$ +\begin{aligned} +\hat H(t) +&= -\text{log}\left\{\hat S(t)\right\}\\ +&= -\text{log}\left\{\prod_{t_i < t}\left[1-\frac{d_i}{Y_i}\right]\right\}\\ +&= -\sum_{t_i < t}\text{log}\left\{1-\frac{d_i}{Y_i}\right\}\\ +\end{aligned} $$ -\begin{aligned} -\hat H_{KM}(t) &= -\sum_{t_i < t}\text{log}\left\{1-\frac{d_i}{Y_i}\right\}\\ -\hat S_{KM}(t) &= \prod_{t_i < t}\left[1-\frac{d_i}{Y_i}\right] -\end{aligned} -$$ + +This is the **Kaplan-Meier (product-limit) estimate of cumulative +hazard**. + +#### Example: Cumulative Hazard Curves for Bone-Marrow Transplant (`bmt`) data -The product limit estimate and the Nelson-Aalen estimate often do not -differ by much. The latter is considered more accurate in small samples -and also directly estimates the cumulative hazard. The -`"fleming-harrington"` method for `survfit()` reduces to Nelson-Aalen -when the data are unweighted. We can also estimate the cumulative hazard -as the negative log of the KM survival function estimate. - -### Application to `bmt` dataset - -```{r} -na_fit = survfit( - formula = surv ~ group, - type = "fleming-harrington", - data = bmt) +```{r} +#| fig-cap: "Disease-Free Cumulative Hazard by Disease Group" + +autoplot( + fun = "cumhaz", + km_model1, + conf.int = FALSE, + ylab = "Cumulative hazard (disease-free survival)", + xlab = "Time since transplant (days)") + + theme_bw() + + theme(legend.position="bottom") +``` + +## Nelson-Aalen Estimates of Cumulative Hazard and Survival -km_fit = survfit( - formula = surv ~ group, - type = "kaplan-meier", - data = bmt) +The point hazard at time $t_i$ can be estimated by $d_i/Y_i$, which +leads to the **Nelson-Aalen estimator of the cumulative hazard**: + +$$\hat H_{NA}(t) \eqdef \sum_{t_i < t}\frac{d_i}{Y_i}$$ -km_and_na = - bind_rows( - .id = "model", - "Kaplan-Meier" = km_fit |> fortify(surv.connect = TRUE), - "Nelson-Aalen" = na_fit |> fortify(surv.connect = TRUE) - ) |> - as_tibble() - -``` +The variance of this estimator is approximately: + +$$ +\begin{aligned} +\hat{\text{Var}}\left(\hat H_{NA} (t)\right) +&= \sum_{t_i <t}\frac{(d_i/Y_i)(1-d_i/Y_i)}{Y_i}\\ +&\approx \sum_{t_i <t}\frac{d_i}{Y_i^2} +\end{aligned} +$$ -```{r} -#| fig-cap: "Kaplan-Meier and Nelson-Aalen Survival Function Estimates, stratified by disease group" - -km_and_na |> - ggplot(aes(x = time, y = surv, col = model)) + - geom_step() + - facet_grid(. ~ strata) + - theme_bw() + - ylab("S(t) = P(T>=t)") + - xlab("Survival time (t, days)") + - theme(legend.position = "bottom") - -``` - -The Kaplan-Meier and Nelson-Aalen survival estimates are very similar -for this dataset. +Since $S(t)=\text{exp}\left\{-H(t)\right\}$, the Nelson-Aalen cumulative +hazard estimate can be converted into an alternate estimate of the +survival function: + +$$ +\begin{aligned} +\hat S_{NA}(t) +&= \text{exp}\left\{-\hat H_{NA}(t)\right\}\\ +&= \text{exp}\left\{-\sum_{t_i < t}\frac{d_i}{Y_i}\right\}\\ +&= \prod_{t_i < t}\text{exp}\left\{-\frac{d_i}{Y_i}\right\}\\ +\end{aligned} +$$ + +Compare these with the corresponding Kaplan-Meier estimates: + +$$ +\begin{aligned} +\hat H_{KM}(t) &= -\sum_{t_i < t}\text{log}\left\{1-\frac{d_i}{Y_i}\right\}\\ +\hat S_{KM}(t) &= \prod_{t_i < t}\left[1-\frac{d_i}{Y_i}\right] +\end{aligned} +$$ + +The product limit estimate and the Nelson-Aalen estimate often do not +differ by much. The latter is considered more accurate in small samples +and also directly estimates the cumulative hazard. The +`"fleming-harrington"` method for `survfit()` reduces to Nelson-Aalen +when the data are unweighted. We can also estimate the cumulative hazard +as the negative log of the KM survival function estimate. + +### Application to `bmt` dataset + +```{r} +na_fit = survfit( + formula = surv ~ group, + type = "fleming-harrington", + data = bmt) + +km_fit = survfit( + formula = surv ~ group, + type = "kaplan-meier", + data = bmt) + +km_and_na = + bind_rows( + .id = "model", + "Kaplan-Meier" = km_fit |> fortify(surv.connect = TRUE), + "Nelson-Aalen" = na_fit |> fortify(surv.connect = TRUE) + ) |> + as_tibble() + +``` + +```{r} +#| fig-cap: "Kaplan-Meier and Nelson-Aalen Survival Function Estimates, stratified by disease group" + +km_and_na |> + ggplot(aes(x = time, y = surv, col = model)) + + geom_step() + + facet_grid(. ~ strata) + + theme_bw() + + ylab("S(t) = P(T>=t)") + + xlab("Survival time (t, days)") + + theme(legend.position = "bottom") + +``` + +The Kaplan-Meier and Nelson-Aalen survival estimates are very similar +for this dataset.     diff --git a/intro-to-survival-analysis_files/figure-html/fig-cuhaz-exp-1.png b/intro-to-survival-analysis_files/figure-html/fig-cuhaz-exp-1.png new file mode 100644 index 0000000000000000000000000000000000000000..8310fcdfc1c0970be1920a710e23465099a0beb2 GIT binary patch literal 106280 zcmdqJhdTcD}C46!rD&7=CPrXw2_sOotfbS={tCMf&l@lx~9~s zWMc1&bJ?ynKkrCR4nDib7n*1Bp!G%H)SgkU+v z|Mk;I$jH9-SLUlv)93v-67rN1@Sn46v}{R#Xrm;WE#}EB4Jk4&Zy4B|h(UWz4%sgZ zoqAiut{pza2xF(p;`rS@np-Iu{)3M8A-zxj&(R4LK-Rp&z zeUsTNCFx^6gD-nB1ncQXjqvu!e|*t>hJSneCsDV-22r)JMGW2Oh41-z>KEhAEq*~o zy}Rk7C&|u|=D%0n?{jjJVOw4~7yj$@d8F$2fP+sqr&;cg^ZQ1{W<*O2c)F!!FYSnz#HtNd-OH$_ z98%K+TC3PnI-*R@4?lNt{3=pkvmmjP&#f0j?CA9%=Jdol8oZHFR*oDu3*9@_eeDa2G$rXQw~Oh0UNj?4{zyS}-H zSNQPh-p|>o)*E+{_Zb#j(!QZhRT;`od%2pXJGKxR+c0!+%W}yEKi{CH4;jC4>1rZf zFms*C6aOczLUL#MYQyR6pR5$OcDNp6cz_h}EAyLjzFo6t@+5L35A{P1DR90A)q^sx z59_viB;;wO?pG?MhAi!}pLV!rLiLox;b&h*tQ~6qo8Dx1j^3nz*6F>IUdO#>`_&5h zW_cUch&@ZJwX3C9L=~QhC2^=)JkCu_(BxCwg3&hMc^12r5}KUQ-WkW#i3gk4VS;Iy zyvK&d#eOy0Bkhp3!_R)|j&R!P+3DHR+9Rc(cDSN>%@?v0KNC-wMJNv-?`ZXKh_F0) zDf;dEwQw1NMb$yhlWFGDQZW&ME*bG5-ROtAC$_pj=T zRH$^?*)?q!E5;$b9*^=z``f#2o-4;YhVhEx_mA&0x}5r9*wp|4LeNM<)>vL1j}`oz z5bxM)Gdz6ouVdgZ75IyX2aAXO`3V6${`jANAFqObSwQk#84nMRCo6ILq06zkL82HV zRacg+?1`+I8CROL5ARZmNW0s*q2vLlHU` zQl{2^5J@P@T9F+iVW=PAJ;N){vnqnR+hmOv@@!5`C@nD;aeTGEx0{CQYu6gy%5G0t z-+X#bb+C?%35HL2o(}#D@7UpggnocKURsxp_&T79e9=K|Nma4q|J)&JYXwrF;sSIXgR!4 z!q9N+*|!RG#r9~FN!%Ot%B@ar!y5l%^E?!n2kja-3|r@N`sNlE0#})ZRn;4kOgM;_ z`Z_y1+fQTem`?WpEJ?Z7GpS3gT<27A~&Gm+g$=9=wE@?4zH)ObLF>JrHzak^A>ArBhm8#hC%R(>JZd{Wb*#zIVd${}K zvfRukgYBCS@{qh{56Wg#v+JE|*^a@ElYNr&n*N=uaeN>ZW1Oy*>C1R8e3gBxe0aNj zW2?Jz$lbB>H_CIte(Bda?;?}k%)%imYp<2}+k@+S+vp%a&JvcaqEX)sjQ2i3G)wX+F^Rixh zBPYduR@ocOvx+BtcKwXLB6oX{Kk~aDX|w;L76=4?dP*G4QBG@XYuuK7d1DKP&)<>u z6j*9^bamB?*M&%DJ>a{duHO*O(c0VFn>!eD%RaEQ{EU=>J}OSscBre zW5jcP`D|xtM0#>{w{9W5hRzvntufQDTQ|tD$7j0Q&aS;+MWkK zhkqia)M8SdQ_D>PJCP4GBT7t2tH-xcN2;JiSb~}xWaXn;8Ri*IuClpLZ6!VV%%pqk7*St-xnXtMeb%`o@wh_`K(gT;vvqciuL^LAM5k|uXTd15MdDwfjDJRBw&C( z6*XTg9~9}fRfWlCJPdqNa`C35@zc9Q6+6GVFsm!`*52DByYjUD9os{cvt5~f!+Yz6 zqT;>x9_9+`dMy3mc3v2eLC-q0%L^D$x-;TnPfD4td`DC`b}MT&wXgS9_F)8NiGjB= z!7EpjxFnet`FpP}LV<6$er4WxP7mwJn zlE`;o52DVBJ``OphF1BA5qPc5bS|xBdwaryN=xZJ z?1@lN)U-`_cFoJ zcDL5vF~Q{zR-7VS72943b-rfe-4&o9{Pf_cu=}ZkVof;HRkW>jrDHWIi|lk9D(nWTx`Xk>K|G!h~r^z&t(t7 ztSkk2mkqlVS`9{PN62eUP@GPDE1ygwi^#kAY(QlN~{CNSW75bAwQ{HCxY#HrmfC>J-R4b;zC6Z_KUH(A zhbwe65xAXQtf&eZZtVWN5$)4gvr~5Au&30>#j}vc^O!WxEy;w0Ub%9G!8q5vJ4;8m zJmf?1OX35yzr{am<=3<4V%)v@LE4`4(gQxH12J)$_c=vo1ap9FytGD5KUBqW1Dt=Jd)ES%t!$R?NUWGN4x-_S+nVV$oROBDV!3b-;6v{ZA>0 z+HMxctA9vKV-<*Cx)&s1G%FW^ z@cxLeDTNZXv?~a6bnpIdh?uPB;#{o|p8{~ASGMJ|X`x#_D{jDW3g-}r+e9L3^W)>F ztVYgLdbF)KT$M`uBM+NLA}h39MCH!!cb;-P*jG+mr@OSR1CTr8 z%(mUS&XU^N{UqBKeRHZ%iwC_o?UrGQj?*Ot7>E&=ANlZb%^3kJt4g zE9=lAX!6Z3M-0nXGTx~O5o1?>o%`*{^W{ac=e#$*zuQ|CDF4l2{YEp__y@qPvCG37 zQag3XojPTKSZ+h90Z+`JXheBRL{Z90dkRK$cf1O5d?^;~kz%qhzLh90^i-7M0#5wr zq#B;~5|h75oAY!oaeJ+gtQYbfIrytec_z>J`T1+k2n@6sF6L)@&KFTkUy7gZjpb7C zN){dh?C!G(DozH;xj%%dz!W+59+;tE0bJU=x@LR1ztP*MBIDr5aFNI00!tshsqgA* z?~T_GH_^y{stN*E<;5@kkX6Kaim!e+Cy8dRJy(237%M7*n9^mU%O`OB!iGb1#6Y0? zx1IaFl{m-3nHCE_B0=F9zkon3v)Ixbn%v9QWwtU-5KH}d?txa3&0`(sLC3pk-xY8l zfZ9>*uDN?C$1ZaLRDRmIFkj);a-GG;Y*oVG#e09Cwnl@C=&AKhfW1K-* zRh4|&XjNWb{(0YU&4GKrgP{f}S}VA6J=P^jLMUj80~n9UM}bICe5R(ZUMs%8B3`?( zH0Dn8qNBI>mVT+V=d3owY^1kF64lE_$&U}AUL7pjN>CE4_x-Y0lwSAf5YqMZ;gIk9 zK)**3!6lKcAT<3^qu9;}_1s@bNGKsW*%;pR$Za}lsmCzr$LJ5glX>L<2fk@|N+d$Z zzqN!dx2bW3KAHX2`g+%aEnwfMpFto;e=M4wLnBAOMU8`l$*8tipe= z2OnBewN;unR+W68E15kY($y*zBeR3k9`^SSeV^e^;Yn>3^jrCzr1i)d=Ah)zx^}ED zI}jUSmCnL0d%dePebU?NpT4Ynyb*uD<2`62nJLVSC>ShbeOH5>Nn(MKRDbHZS%KZCk&X~Yvu6RTl zPeT2>yRN4*9{qbVpXiQ7RMDE`;E^U52=XHa|Yvb3{+?@Yv1(H(7=JrPnfjn1` zcvq;{?LFlFCNii*R#jCMwS4^K+3Mz4;h++EZcdQtHNOn&3w$_g38SLjqx$AZFJ4+5G4AxC5AmtnVgW>BdOyy@3 z*EJr8MnACRLabuUorGK#^*?1oh2GKk!#l?R@uyOwmnIM%qxG z>k_x=Kb^0awq_6=nvFd#x}_E#mzYq%-6l$ZNu-c&WLL3ICiSqem^4sl5azlN6AhIa_32gPVr5#l_*qo zM8#^-r_3L&rxns6kBonTzn+yA+_-!l_~0mG-xNMmjQDdnMuf?&Q7bJULM!A&kH^P zb|Mop5WM<43H+I4F3eGX+?AneTXV@|Rp$iq(S>0>81L@O0*C3gNA44Ty-(!aTs^OQ zer|kJf?U7G5%FNob+?TpX<~Xi#Qkw?4rV*f^YMH;N(RaIl4p47Np-<%o_W=7W)tr? zN0!Zhy2g1@Z0^1-{UN*cqlcX7<#V*>v}5X(_v8v@4qB|8hNG>mEIOIxL6+3o6wRXj z!G>EI5|8y%Fms--@6AVw?RxiZ?^{0pohKEaN3b)kA2}vqKhYRR)mBL#g@t4IEy9dq zj$uDd_4$D4S3A$q%jTgtoW?=85*4f&Pqao*bge_h7D`cc_ErlD%jZ97TlIcPGT8+D zI;dpm4wkMc$-zzr>zNCy8PjK_%?4hdEW(&v4?t?*a!Txa|7tIeU2n5q-A#epyYAkj z3(PS#cdT@^WY8+B8)HEjcH!OC_U#OwyI8^?r#zDCT_-KN?|fELJ|tIsgTHVzqPS_F!Bl)#b}$Y3W%rvVr`3 zd{>MV{cwjiO_;avre}HNmrFYRgf4~cCx>s8*AK;9{4Mggc=HiVmGtG6laRmnl)F1; z=$3*EDDpgr+{(K1XJM|4*m%lfgisxpRoI(rTpg+ImhyieeGTp$W*1a_C~3e$_=8AE zH$)V|B=5Ugiz96HvhkkY)f3w*qS5=l9-2pE4Ce@0%>&xoOIUp(9utcIF4_HS@(PEG zqeOe-V>MIf!)%=F9jKF%oOz{$+ujF)w%62_JB}5do7s&KVMpxoEYR5R8@^k(82gGP zXRFJn`MaX99G9ncoN%@8oYcR$4jzIY=z*gRK|+Cxjh2Y!@h_M&mGy-;_m}@8@^5;& zV_KXHskAr}@)m~Lxskx&iuXXMsrZ_~C{ffG??Z-6r=$Q0!W+GH2m8JgEG?byVs>4v zy~Zd^yeGI1I}r=pF`||)R0^?Iu|gjwby;U7u`K23Z!V!TSRO^po3I^LMrbrpMruH$ z3-)zYHwa2f>AUvn_1?I9PjDPrR~)Rnd|5>lmnznhxhxFRpPm0{adT|W$1LTFy*=9z ziQ9n0jG`X@Fk{7dPO0JS?1lVa4F^IS6HME}o$?lm%P$j>lZ8*z6y%$C?xXNPX$q%% z=vd-o09R{pbyy3)8g-eB{=Ducf!|Oh7u%7?bfCu^pRD;EJVsZ(>bbww_$|4YL`BiF z^@Q;eL0_dy-0Z_DjpvDIJS4AD0jy##^l!2MC!s}! zxIuS&l->7nuzQ;=9yZv#w^zV9)7Co6JEI@{`(3^C*P*)VZurnS_)oY z9F(&My$LRP%EFV^ptk<>ZC(57j1{)%yOW1>@Cgo%mYCW>7vg1zdJ>K9?KzY=z`j}5 z6tvqxK?EC|5f9<8j%}RHho)Aok2j(+gPsVf_eTP2d>rNUu<)?^*qjFI8jfg4;(%3i zq?h)0qMnDmgynxLDq)a2TxZBcLfceQhHVQlV)i`f+kZ!I`P`yZe~57m{};!O!ES+d zsb9jdZpK23NZDf?jtCjLpxhmbR6ktFfHM*Sb+wt!VpH6QFRH#;lJwIwIOM1C8!R-i zCiDv(DPSdnt_w}rkAwJ90#o!9ep4br6+L&q<(>?&#JfVVNV9s(6yWy z6}`L#NtINWwY`RtB*|iM0COPtjT6Am44-AmV$J7<7FeD6)@Ck`%J!RVzl#D!d0G#+ z4uh)PT{tX{w?;M;yZ%TK%yOH)K*Yu+H_c}=;)*lnqw7p%yQ-C`o3(zWo3LFNOoy&e@o|kNtnmBRY8xtDPVZYL5Sb)oGxL zu)VV_-jFU>ToEQ-=Udo^|dNkaRZzs>`9fqj$K5y~XIB__@$o^Jr)pWOf^Q_=D zkM)Nm$^2p4%&Cf|mCi#qIq0vyBneSq{nbnudsqXBpdlti{3-1k7F}MRpPISfyjR9N z9L!ufc?9<8-U3i>l5@e8CK;I)cPb_G78>zI$6|a^Q^GY)zPNX=eMmqA4EQGno+c?) zFZv$=nlf|^hGpmf{%_2}Uj{n(lVmF0gmLZgj*b-EFKQ2$yf2>k0tK5^BmCj(a&hxrVoObwz&E2$czw zqL+BN%yDvDz&k){UkPBiGAHg_#OZ(zHtQ8P{IpJ(AuVlrR~sH^|{$YFi8ie1GcaxhTEqkC${wbJBrS{R=Tkw{^xNDn#0QVl>ut-IdPW-tA-I% zn7J1y+br{u@SXV&RG$|t0BZQ`nSrx0L)IMcyLM<)%FU}C{(hiV9Qi8I_OQgEF+k$F zGf~eV+2Vuo<8~rEtSKuQ6AHM+vk!a3F<33-TRhQ@vzrU*8uok zYk#6DUtMwaE%b5`-8PtuU;qdU3`2NvuCbr@TnAw1* zU*>k<3Xm7y!e`@rn$FP-<*^#<86EFylES|9kJs6dfnbmruYucm%>w{^j3(YrPv`}g zoat-iFE^Ox$^Us4^3XO4;3D%&q@s{$p;7SdJsISGJw{GW}IB2PutHonJ%Wsu-Ey=4T-^iXe@!T4kd~^|Q!PblMyxvz>P_Rx- zYO*~V2CNpuy|V*P9~R#C-VAHI?X*tECn?*IM7I6u?2}_`ir%*NTyz`1Fm45s>zZ%A zl_jGwcDotV3VU&RYvN4fbSb(IMPwu9C|~dvt%`CTi@uz!%=KixeeAh~YsckIIPGl5 zpo!dkZgl6t(M1Od3FS34@8_%GmVNX3NKTp!ajR7W`ac_<QDXl`xLDOJh^MDJPZ`NB4+WWfm=?~m#$B1+DwDu zL`QdbklTBzpM)RLm{?)wn$YViZer+SGATOIZ5zzOplCn~+h{I+W?ps4TO z_&z$Cxc!rwTkuY=;npgT*Gxz1Lt>V!JLHLLXX`*k?kIx zZcm|KSG`PCzJ(EQWC_;mlNjGVS}I=1@@QP)LLE)B;QCKMaZl;)J(%Ai>Ed8 zcSY+$I=fByt)t1g=kt!CpWZ#}Xy-4!0MFCqSl}41l$^e0HmFYSEXZ`G(HwcuS{+!+!`I0t-B_Z3?WyX?Bac(x0})?Cs0$bINys$Z zO)9>G3{xnpApaW(T1npGUAdy3kBb>%FyT1=o-G?=WlO{AxrlX5%U4GbM@kmR5vs3> z<4kU+Ks89ba3hl>f9${1;D#Fr0*NN+##jxtFxcqZgP0h0$$#|=<`(7i!$}by;tq&L z6mnX^Sm^x>m^It*nxwVwr_28F^e{$OP55O zrqLmrbu&O1{pHJi+L5`ecvHaG{hUnku{mZEXU>d!T^%wu>QT&Mw2!UIy>jVMT;_~B za`-gZV)#(x8*I#xgU4IyRZk4loP}Z{+dVqdtA~3h@u#6|z(&atYxp&fuz_nnN|2(A zHNmW=r}o;BMD-yEN2ZK{C1TLlt3DAsQ2PUW_8{eG-fJ{u!J5GTrH|0csu>Wszz9y% zqb)Hnt4)mNxx-{hDFZ0)htSPYC?P`xlTBF!^w?O7t%f)JH_ozvIBWW=DPIPPvqtQT zjg}-=PTsr{V=r6%g1~4%QY{|zExh*7es8Glf* z5Gx4(Us@mx2*>B#?wgQSLf=)b>@z1gnk3)lX%38ZdwR)HLH!8z`39{k;&KN%O~mN= zsRad)Xt2>X?EH@&E^0#yuXPJy7e;{Gp8l*=lf#o4GZLO=*5?Y-xPM4i#Sv1+p~SgSb5Cf$E;y1 zga0rWKL(Qosg@T0b2@yiU&tfGOuQ>V!^gU_jao+ekh>{$!79?i))sL&ihp?3#5RMI zct~pbW4Y?pT40^A@X;hdV1%Hj?5VhE(4PqM0caFOWBk~upu^Zl4#>6EFKfI(tRZ|Q%Ggx)+Wyfk z(ZM@Dd8FtFkKX`0^RvD$fu*#PARRE=8$$Ap0m`oP5kZWrYW*S1c0h((!~|HBw6Q>> zRD|hyx4ox-dU@qPxt3B4B<(HE1gt;OlM3eW6=Nn1qvG3M(=>Uyz9V3v#x4T(f;9)h zG!WyIHQ8}o(vv{VlQ|0A%&xuh%4ch$Vz%ipFg%0Xf?^28WRZ_A^kH9_k(NN8%yUMt zw6r&o-kKx?%w$K`P6lgpyJq0lCP}Y|h}r24dndS*PjV(C_0QI@M*vTS{Jmc04Yq($ zBN1<@SRH=ytblG<%N#1+KW;^Zu53>$^1u)9YKZFG`EdA5?YQt2mz2Rm> zjIv&VNYN9wO@j}gHU8nu8eR+_)wgFO-2*+L_g|2LPea>l)_4;NeV&*lXW}&gKb|wq zp03p|HVG_rRE};BLMaBRRC-8Y7D@yNhHI6LnB*UzVSS_}PZ$~r1b%ZS(grK=DnZ)&7nnU_$602u@_GC=J_)lY1DS&Twmcg>rL5JL^9sad`YHu+Dqd zjS|>0Pa@0W08|jE=e;pD;B!62-@q^p*WEpk8=(w=g`>e4=v2XBIyg&alnT?%!!Z97 zT_k|x-E$auflb#KxE8;mpuT;Fu%)KNmf_*D-hYxf|F>`eYJJE_wv};A*~=qyD{`6u zB}1hZ=OA%z7{F#1d;zgk83Y9po{(+t!=rN`mtKV=@IJkUOZedW^Rb(96uPnh2`q3k zkVb^BZ@h_v&P)ofzgteS-DS-B6tK#*RgzB+4+iEAEJBG4oS7u|>3^^Y{27ob>54U# zArfWPu>X>&Bf05m75#Q=`gM`_sZR#-d@h-s%e{lk)UfUeX;T@ZJ)Jg$SdK-^(Xw5K zPSJTEvpX$d_~A9&{jlX+R6VA*A{D0o8~UMABTSpdw`cPq)3+_zx{zTM+l1+l!?o^X zu)7eg`$x;!+1X<`1nG|flfR!`S0=7@=u=`%?*w89^bB{_eP;R$eB@3aeihw~U|7Y> zncFL+!@E|Xe>L&ulBK2P-A`XRv1iZ)>sOcfC_epAK+ItM-c6(ZBd88{B@#UD@OG@& zZEa>F#d|B|_JWZ;_Ko}qKJj|#JTUbZz4f1|H^R^$V7+uTU-I+$#MV+3CBgeTy0?=> z2!-B*)#E?muV*$4Z|4?p8#GHwlE>i+NPiqwA0M3hNyKK*{zlN!TrR5Sq}U?D^yyQo z>NtKZ88EouGSk0ls^DfX5siPOA@L0E3KfBEbkLRidquy)wMP^DIDONzE8L#B_xeLG z@Rc8dFVB_Cm4lJ2p~;Gj9(uBKf6fmpfd9v5uj$Uf?LqFf1m?1YnB=3$pmE`oInu-O zB_$;ZAb&=G`))r?`a4$zZRez!S{80Mmt-&?+}t6&-R@qzJVm_fg~V_MS*1T!B=~~H zytDD15jG1@ofiMRIJ59cUSSHoraX{4AbtrkG}OzjuW}KQA&U9tVxnDFf)POKE;x=8 zd|4k_VX$`3pvqn7wR|K3{m=pb3)*=haZLEFR_{59I)40mP>^=O8`~)K-Y)#?xxF5D zZK@+x1uLi5-U_mIdw74Z;?y~ms;W`Nixk-|`S<)+9N!!0^>lTqefdmTI{$fec4}(G zi#=ZXk$T#`o^+H^M>=hmdwmNoM8IXlEj4$j=KHCEajk5YO0>khSIkj634f4 zEc*+B{fc#9L#58vAH|cu5zqDJGPlvH{32+ZymA_YvG|q9xl17|EL@?YOpvyFNyMUqTDCojDxW_}yDTUTx~)EoW)Gxtz?c8ted z*{6F|jeZ(sGtiHD_#>{i*63U2Lf|FJ{4?nlcUIjq`eno?b0c0QAy<0SDQbkW3iwqG=M7fJ%ryR+$!j}*)Z>)wCQpLy{+dw*oxJ^FTu7BI)(P!RN^=QD?P!T5#! zq}BcWiyS8}tGL~IvgIm5jUlhAwZZ&id!wej8>ROz$w1uQl6T*e4(=@TZdH;<#^pFH~Xrv!0uWF{?iqQYiyaB%?@e`c%%U z*@D#vj>gs{SPHjUW#WzcWWadEF6Zyaik#yyUR@uNx6J5m1#81!1_-rl85$;vHwO@u z@i*K7fdTngr`*j^WN%|kl$H~@QOz9K!@Bz*QUT0+>Z16kXJ;Q_N*D@qvEiWRQM{*K zb@DKEAVV?CYwx!qZ3rQjq5Q#-_!|J{Yi*hzb$Mo79zhRRR;Ik#i(B^cpUK2hE*Me9 zo|lBWcJk+NHu~tBsN1Ycv(ZQM*w3JRKQHZF7tCmj8Fa?v@{gXecDeh}1OaY*4Eu+N zhkF&~Vu#IY)Z!V6|8f8BJ#HvN8h@0(exg3+?35kzxl0A$=EILwJmNl6BB9e;WexPv zlWNzVD;(n7@OT3Ner!%tjxk^xzqwj^sXp%wd5FjEMinX@4!Q6oz*E%fWoDTHda){j z*=Po#n}tsUdnqOFi+q5QIQ*S6h_}E$>*N$JujlXrewAS0xPwoh_@3=@W*?5tvSB;d zn|>ZHr;bvK(BLXCMpfiKThQagQe0gp@vJJIAm*5m=}loQb+}F_;_fcdA9w#F4=O0K ztcWau;@=tvXs;Gp50Fs~xhjfy)47(U0KdNqMG_ec>}WH>fMQB6>okaGV&4ejcH(OP z-5d)M;-u4pe^90ieK@*#N7Y;Bf}^9Vs%$l<4D1IJ;OrI*^w{dp#e%9+;sK_E?^2Do zqCg}0vQro<6w+~Uu5=!8yv|dsa(!-PNjy%cGo}2}nKkZAZu#ecV_eJtQzIwYjNP%3 z>?vYl!6)B&;;w})8YS}TFJFNxpAspuSJw&ESr`)Dyk(+ucL#l{IiR~aj-0OM1>n;PIjm)z; zR}C-%O|hhUg65jMT^-fgcIISQ!SJW_e^@9&+mPhQSr7DZ@ylvHT%IF)4_CL_Y&+Lw z?SDBu+vhGQ`7Soc@pA7iWbhbFR}&Q*5rcWQLxpDqJ*kGbV)fpcsQBm!iTn0w6#eC^ zzYbs&pYRDm*A?dybnudzJ-yU6(|#+<@(2C=njm8B-iu5~Rc+oinJCB?}&avmzGEp~ys&#D%I zWxuxmbONh$7$TrDuxHzY>21w4$#nbh!3_lH@O))QhAjKX&e6DCD=5sL{HE2?a}g=L zvRdRIWq0139JOC(tpk$J~9PEp~YM5ktp{<^iRvT zVy(M6*lIT`d$#0zug&Hs%! zRjv3!!6z?!IuCAbOc}Bzin@*{J8214T;Hoa)$A7%U28(=$_Upd1ACMvQSZcxb`i(P z3VddwzvZQqL;J?r=PpskP$Acl=le?V(f9EQ{oepm7nx&@&5We(=+}mT-hETY!~Re(YtSmwk#_dq z9X=;@5h@M#ycS$uqyDOGWB3>KLe|=s|oZQ`AYZ4wyp^l1;)lP;3 zk$|BG?q2l4+R!UH&=uQ^r6}i4Xr}F6q5HRtlgN|c*IRV94bo;t->IzsHM*$HMF8}sU}@0h*&v~IlUwy*Qn=7)qL0gK2l)dq=B zoD>qaFHMOk-5=C6sqPJ7{vCcDINXt<#xcT-Evqle&c@$gW(R#j-gp*k@h`;a`@n*j zBTBt(HhneX%8XNLW@cPaZErHu8Kv{lv8u-`|kX<6`zDu8fe`xGW zi}u;fp0d8z0G$TTg-$EdiMFqpqr_j8It$_WT;Q8T^wlk5Qf4a&P`|K$=f@L)~Ag&R^6-oH=>!hcu15$U;x> zfXm)uD79P7`^ly^C}c4^m3eT(TVSi9p&;9qJrki1_M_AbOScY~dWyQp?xHF&wpzd5 zg2jDkqlkB;Q!@*J+TGUv=NK_tA|0J!=^HWQb{MW}Z%|33gDzsP6X5aHP=;+$1x*$p zI%qkL-^$;s|*2{{X=!@RSKBed%^an@VAbmC2l0rVm zs-WMlSSvmGtDmdM+o*b@ms~pj`(Jf2utR9NH{ClqYM-u#N!=VZQyD`xi?SK>@~&ca ze`GB=Fxj!-LAU=x-o#t2V{w)p7Xl%q^eVP=*TJ+fd@i3~6b%nnqu}MMnGAkStt<4s zJY0%EHwnK6^u-EOHr>bf@zvH^p%cJ18HPdKog7yq0I?rMWYCdf=;;n$##Lp23_0t#ZlyG*V z2-GKhL2UYSmM7R--ih=~ZEF|)FbN(vkzTG!oXa!yQ1Mv#XJz!`#8R*1Bd`_^SnK9x zr9nW<;Kf8D&h8Sm6^(koOv4GYnnf3pFCHXV#6h}W&3J{|R(6^98tH*~0BiQb*Agxr^{!mJ zGqAA{@@|JiR3J87XJKz`1@(qNULGnjOa+QaKBOhl!Zq=`~3vx(?8z@kR60#7v{){6BfogJvlT- z^Wk`QKP0L#Vy*6Z&{>N{2|+PemdWZ6;jxwv27wwDe{II_>Jj9P_CAEXqFChp023o( zbr^Ac517Oc_Qh{kHmAbN81&Ts<<4)(HFL{e^Y0RPL8aaKFNTbKl%|Z;#aU$0t zzHhlMUUi_LX#i zv`8;IRpiBH`R4VV8Q00`m>OGb2!94wgTr{)eqoD&H9Gn$yCkLEPrh9g;4`SXWk?f@ z_t&R<;UkDx;j!{_A{X9=xO*9=+!~`A%|;1|J`!aswg6!l4`B!r2b$xxtdN1SWB>}? zQ0Tne4~Bsb7pTLSbHrTJwvi$QHy3)o@O5vl!Y~4;_oPU1dx))$heN|W@z4b7-V=6g z0sS9h3(so?lPXb6vmx$XsFL{jCUb1X1(FR+iq)r7>dzK`FfFz;>)LuQzfEMu zEHu3A($OaM&RMM9SPTxaZvYgU?uODaJ+70iM#9hzFY+Pg*%%7M!&57)JgVnTNoQUs z|C?`-rB)5C2X55zp=u_PUdf6tBJRJZ+ILydwS*1rbIVuzT-(E3~sZWu%lRxnVS$*ZdB2zx*BSod#FsOVGShL|hi zX;4RX`03yTVKd_0d5yJL4-V$?>qke9l;U7l>YfKwlskEPSp29rRitqVja8r$7pt)S zdh2sh@hz+m;=h6#r51O{AtbF*A~pQ!BB;6w&>ZmCpa4 z#1&r(T%>WRW>Li^m(R(;Ey*WA-@O<0R$uuDc~8-@f0+NnFc=wf5;HlhbT*$1lv&+H zMrKFe65abXmuq0>sf+w=4C(0sR9t6F#btY;RUhWTz<%@GgRmX`Xy@K|r$X*OjtBth zD9Yvu0`|FL!r^x+MWK#!8FE8qsDeta76z3!!Bm;rU<}mb=$)zVmf*cFG(>|nJ1GAk z42`ZzE8ljbv2%bxwq-UweN>#wbh>!Fyz6eD9VgJfKNta;n(9r%CfQpgrh`{LZ|*hL zr;UG&$wq$6u2wy>>WQ>+xPsW{k;^x zVN)VF0tA|4LvWUMxcA<|&{Dx=FqVDJ@F55)kBM|}7ZeoKAhR?siT4&2D>^?C za98tKn&U|*RwGV0=MN$qG1EwUihc(bwpQ{`f9)J-+}xy?PD0D)7X6L6;Er98fQ9e= zc5AJHw~0v>+dXF9+TmD7sTk4TrXhP4NLPo_hOp}`?{oum36~(mZ5$_)kTP(FX5R&b^fqxITHmw&3B_{P@b+5D`j#s zm765o= z>*<$pV6I9-Fw_uDYlV1wZ7-$NeUZ;)+v(1bze6r+N2-Ao>D)~W%JfHC_D0WYxgoZ- zCz{?=iUL6G`~#?wfN1)e@m2#)kGM%bHRA)i!xi?Y9)%t1c#svs)j=1)d-v7G;&Sbn zlDax)kA3j#%br(dJvd_pui`@34;Bzu{S)b-QdDSE6?O6+OD6$oJ;!CM6meG>K=&sCAd{O5K0pCP8|9RO!UYXylL}fe zjG+B@7{OOn-`ZVzAa9~~<6Apwm1xPRJ-J5yQ1TDjywI56L@UW<;9>Rfk(WqG>b`f= zKl6-8+7;Li_0r@03I64*081PG7fT;NUBa+;7ogIYoDyBJ?!$~-S1}uK@#5b}VGt&O zlh}S=CbvbefA=m|fMukn`8ww{`c-NSl1)Q?#8BqDj>L=Js1Q&g)z-^1O z7R__FjAX0*b6-F3^TeGWc$1V$yr^qVt8-UYP*A4ErTJ;SoO6oI0kpKkMI$j90|PO- z<4}BN1T%bE!QYuoA;rG}GXu-EoFzhs2nfqrL<(l!Z@6^-gGNZqZd5E&cjpggMPa@y zaKnNZba8=ig0BB#vNec`NV4SY4f%M^@*wz{z&L{&$%*UNz{-$O!Cw;3nVS1uK1ltg zN9v<^M$srS9;WVYY=U+SmIRH9OC)v=&OUffPizkV5NbDfd`6$dDm2=jYp!Z_eLZZ^2$EcpJ1`T59{yqn`cu`$Pq=)#}(|1Zhn(e z(ac;cSkTR4fB6lw{-cX4j>|(LtantSXdkfMjjF_;9}DBM=w35hyW;K1W)V@&7@;JS zR*mYgfFz~tu$J08nonQDKLdZJs3V*oDi`Lr?0a~v^)#n{!8q6JB&zKZH!U6Q!oos( z+V5AF;>7v)vVM;lpzWicPnKN2(#maazU(EsE_PhA!IMrdF}Er3%I52<{tBm_ibhv; zWoic%^n8I4&VkE-pegZ~pv`b}wf3P40yI8A+1Vrrd;<Eyk_`#%3h96yEdDk zh9-8md(!u#MaocxcVC~Cj9x|Fczh@8(aTm!naa0G3t%j;IRz;UU1(fL^|oJbdGl0p zfaA1Vo7|T4;OYufEEN@%o0psM4$lm18r{8$nJcm#OQ@*u>gaEWOVP=HoCBq9ljMQ| z{^;oF7BZ#yx3#O8b(liy%;AgPYmL!UjpAc0;ru~C?}JlH3wbAk28m^EFv*84bAt=9 zQ$_mshxn;Dj$`*(z4|;OG}vcakChQ#yU-NkbzR}ygL~7WJWk+Cmh83&u5MGRukV&x zxw06bd7{?N)XBzkPzL$UJl-pi9c-sv*ewmJiRLAWkbfp8=l{xP-!WOX2wcP6y{o?E zY7IIEs&*6)`HyKmtu=m0LRGHTCZ3fd`-XRkok+l~nJep-Xflck9^0{K5Zj7WL`|?& zbMG3KVye;Ni#8eZUfEAlrt2^$MJ{bB>lk6?(oY7D+R>knzWR6^y>wSgNVOTy@)x z(OlY(ag^fSKCUfpM*+h0p}SEC?h8E?^xy{1{V~V7&Y4`jn^FkVKjUXgUt!{XIoHJ^ zMaE6Nv$rKVV_T^8WG)~l@5ep-dJ}vf2RsS1Db;3v&I&-lavS<)lQ2%Ndv-zkg|-dP z|H7)2=6|B%z`d>VQ;I%8v2Jn?OFe`dpcz_Xa1AOm=UBHcfCVt5Gn7vvjI8f?^j_rd zpcMdJLei$Kn^V=LB4CV>K8I3YtoA|P2-Hv0U#kTvZAu#YewF0yv)T7)ZuQwoieJ|HTavz^k60i7DmDD5lylGG z2We}Z$Rdj{2MtI%ybdQFgr}82rtnOOAFH{FgAyJ4y%1yo&sLVe-<;!yAVRh7d%#}y zNg7{1@NFo)W_G%|9?N+uV}0X|ir7-dX>cFL!PIIUP(*OCE|0l(9F*r2b4Kb9-SO17 zfe8n1yAKr|)OCa(-LjY3sWd^7sLaf6L;VR5Y@Y*Hx)KwS37r`oiN?xzz%MWPx<*L) zBcHznzsJU1eHNJbU>PGQVlVf^icE_NCxMddUWSqFuZIE}sA%Y7(&16Khw;$2oowk% z2rtZ`{vC$VkB6C`rSY%S*nB7wqq80tI|H(eL1uQJN{y0hPt!%mS!RKAAA@~|=3}$s zcY#Psk71}i!Gy6z%T!}MGH@;H<*_NwKSEuEWyb0*1x)JsC^AKqIj^Ug^i~rsb%HVu zX>_z3hw4F|2o@ufbOhUrzk@H-ADk zFuc;<5MFb6vLr>Rs~W2HNNE9$f0XQmIN?nS=;CSLy0MVp%8rjLbC|7(w%7xn)GD(0Pmua0n@Ct&N6J8LFk|JOtF{bgz6QrZoO(eTQS#uN$GOA z_Q>3!Ufc)^Y;bT;w$0w&V-cHb?EQmj2N|+>>rJlasGFM0D=bzNfIER3UZB~b_0SU> z6^jaj(u)GB%oR_YNZl9Bzb~AojXgpLkIuVzVB(6rHho=qU7HjFK$<*MxcFkDT}AQD ze1E~g*OVcY0c*Wtq~8fuGO6*QtGHmQlk^DFEGJlZcBod5^Ar=??r3ivH2<+#*BhrN zhM9|O7tHE@APJcb3z%d#y&C%e`1;DQst{lnW50_-m2 zL!#l$&fpVTf!7gflz@r2h zD8Uc*{r|3=+~Im9eat42;%Hlb9uq^40w_G;`WU&$H9|2@$BjC=+fbQtIwRm|(~Zyz ze*s9d;PBdf@NPqSNd`GY;;-d-^2PdrovzSHSO&g^(d9Qi$6B@B2tF$V`9^h4+EV{S zCy=Y8|KQ_bcUld=`c~TzXwddQI%l~`RmN$!^aZl>UT88PSL2SAxab~#4vK37>9C$I zZX(UBQ@d;gcM6}>MIMC~0;u<;6|J&@&|_$jU4*w+rM--0n+AfZ7bp}h;Fp8}GWDs$ z6HHHl&bs}H(5nW>_*QqU$JSE6a%dop@Ad9RHc0ERzzRbhR9-+poH3F6+o7mQLS=NfZkMtWN_HrPwnau38agO(+SzrV0~#PVfTH_m ze`Z1OH(@ai<@3Pve=Rit-3faNt?VRgm+5e;+|>KIX*qz&{wL!wOfJ7R(Z?@y0Rdq} z`vC#P#(P5q85&Si-9Obkjs*j*s&2`rOI>c)FxKkb^$m~N4%XRUF0@Bzn|UDP@J;oW zd+@$+qh#zH7bU9)588@+jRieO1xc?g_s-leTW$OR^bMPKoI(UHXpPa;4fXaDB)-T0 z%Zd)%I0yd0X8pJ9(nq1~q+1sdH9@D^|LR|wUUX(d9>5I_93|Hx(tsTu!|9qn%CQUf{z<eTbg-$TI0m%hTq)^vL8T;uwVaoh4|2`C% zLK}AHIs|xfVjtDFBPdKC6YPH$`veH1pb$$4Mp!1lw@up4-y2YtlUlml!x&2PF74t!nn* z?|82vWhFqjbM#0V`(YRF8M$m;>)&x%KvT)iO{p}9J~G>_U9BE4*zD8=ur{Zqf+$r> zxt_!z91d6mcF6sw6=1v)H;P zWT6>APc{``I5*y9^coPvy(~ch@-M?!C5PQz2FIPb3Gd3OBx~y#LQ1YM+J7U|7zmL_ zm@OCr!WtamPYh;;1v%`QPu#j_!y;nCM@p@&J?&3inAu1LD0l-;lCY4S`2NTEzTVyo zw2UbC0muhC=-g@{g!1Fz)17NK)j~jlP_QTHvi{6Qk2JIyr|{j`{5?GAdf*s)Z3lvG zJ_8aCPZD3Pv-s7AaPlj?smH}L9EOMYSBHz4Cr;Mg+cFDEW-Lul%wr|oq!)IdS30ey zJnQyIWBTUhM1iB?2PaGS8%2B6(kiz>$Ma=iLpTXtCJOa-R7ohRlya%a4TU zFA%!Aw9?0$vdyin#^2xFTO>M*W%N0C>>Lu_8P8_K1H(Y9UGH*aL%?uyZ>MMCi*A8| z$Xj$LmS3ib(V_nZZ^|S4N|{94bzsLqF;9n32$HrSnOS;CKFeS1(W-t89WD3M#78o8 zHWbj_h!4gD-Mn`X8_-D4uCTIVwnZ|wwT9ES%fhO$c~PuHtSD}SMa>{>AvcM*Dy~B+XL% z*FP&FQ;BNO$})8~vM1;+4_V^SztKL)*x91K-)Et)rNdvkCzbcfgv27dEnc~(!m<0-oVj~tNtYC z%S>s>tP5kv)Q*ii?B}A{kXd{4A1uAG#}$5L0%w*BLp*#)0*3fFg_nhOseV8~O}AR3 z9t?%fHU@o;X7F?9?_yT z!ycP-&zgDNxIAsLqKt-#<&uhL3k+mJ!ZaH+)AIqQ36>So!maUbsNnEu;lAK_`>qZi zoB)!w3eVvFE@h`KuWCaq{CGEk%f-VUI!ktvMd>4fc};SSFpan1mFM4Xir$fw7}K!u zk?ZHT=V?PNw?h>pviS~{K5gI$>vh7ry1LxKz@%svVL?H*n<`wN<80M}z@{uOVh%os zHboI#$qs!vWcSX&ozOBF0ozA(_Dbg>3T@93*&>p(i^Uz?WN^6HvMrd){>-oQ>guOd%gL!JEsu!`f<9k(KIu< z;Ef{V795l6)14fdo9kGHYHI#hiYItT(QU3b5T}>FnfJbNp={2WDo*N#)M;2(_;s(7 zn+RRL!{G+*mS6?&ss@dvBCoS6h-X6TW`_z(AI2B%Swby%RL6%VJnpt+`G?;gY z>gMkjkr>CQU+0SY;)C>#}66+PRV$gi*tto%PjJ!OY zw{PE$${DTDu{1nI5M-J+p1+X?e3tolML!AOHPdI#v5;(?Yo2&Bi~O0mYS@iQJ7HWO zvmi8+rc#As$75{_nM3KfexcYkd!yE`Xw%!Bd!+UodU}+_2yk(mc9#0L`s5jJ^c+&6 z+c1H><5KrfK9^ylTuBu5U&|ab)L6HbHE(8VqhGE}kf*35k49#sl$>y_>yC+h(Dw-x zLV5ef@C2R@b#GjfW(#Ja{|M(UJ3i0 zMnfE7YaEpsbO$B+C7jGb5eY_}^5hm4YSH+vcPkAX`KGE7=#bosih&>ZF%b<#zNB^~!$Zd|7+DtITx#A8~X=ZYXI@)s6pA z>HBVMbH65y$ADtRODQsp_tzHqUkZ+QbnKMvOEc+7I>ACGM?EC=IPUV z9dEV0vJU9DCUU!KF(cHoCN_bL>LbdT2+c>T!W>|T(jAdU57Uj)>fVUk8yyJ7XvP1? zytGeCz@d(&+B0%|DLr?nYViL!)RY1(oyR!Ca#NAM$C+ELgfhoPTL)wQ9}22)wikMW z3JZCh#p%IJVe0v+qlDwkxNlJtksDP9vX8JA{zPG2VP-&Q!W+ zU>p5sW?G;Z3~=>o!;&ZR3p1;8s7}OW$9GNF{y9Phq=2z^PYwZH^RpJ#E_Nv=?P~_~ zX#pz5B?9N~*d{lc+V(;}JW55QLRq_)6;!jkGGsE_8qUVet?A0q+0pR@%pNu?cG4l_ zF{OaaN;Nj!5z69fFJ+tq`4s(=&lx&I7d9T)SBitYQar-duEvo;VH1w1TcYeORIJ_vM%9AyRzmo263J42R0A@ZTcjX+3x`xILiKvs44c|6@Lg`>I z2G9_TkZ@x`Nm3DVxaIHw#*n_WwIlwSLNqT?s;2U(8i~K_XgYVsf82>vyEqWf%yWvf zO#J;f<6h3bo?0;fce!iuV;6l!se!A56^A?h$}t@4RV&<}?*gBJfgw07>|Ai0TUy?} zf8Q=DUK**pb#A(oa7qW@IX;W*UlhYmYsRu$wthh;4V|imwvqC#&V!#7cRubX*yH)g z1@B5tCi4;)D%ZYfRL0+zN|FPgj`#p=b6<($yBs`ErDRcJExo4!Eiu27A9#3pP%OmX zgqD{I50Zh2Kiaw8s*iDiUt+$*3B@1hui?Uq77>~Sai_zNSX(wL8$n@9r3ZrL`oj1_ zZLL(>Knu^!p#uv{3AvH^IU^&Z=t=ti}9dRCJ`qRcSy(vxp@{MC1V_*PJH!dC)p;U`u!1+^Vrgf5~>U-BMruKy80+zP7 zgLe`;Z|}dwAy{)6pWL_lB(wLLbu_6aS`NRuf*dPWMmca$uBmH>r z&-;A*AYrmM*gPVw0k&mvS9)flJB8VJ>+a0mit5U(Gegv{7{+;X+CyJ1nMrNx^0c4S zKCNHn%}e4oC}mInSh6Uq`N0>kcu_nF?iwm@Z*Ol6s43sXK$vy_?Q`mp3Icwz&LGeq zlMuQQWoe5>WD9wVi% zf#37957%!}s)zbUW~ay4KH8|L&TAQe3Xk9z8L7J>s?*Zj1W#tb=27Au5a4_9-OuT5$F zWZF5kvhs7|?so(GDL>NRpOpetZ-}Q5oSvQ%sTKgKFQaG0}F$t8BCZU0^%i1J2z zSG|){?OlVP_4Tz-U|-P0#KbG#_*LdBXTC9KJx2!z4GLkBPd;NCq|cpSJQr?ALl+YD538Eb6=$tWp$$<^?+}Q>=1;P>#!CGnN@nHc_&7Rke~)Y21yo;l@n9}nBf3!f^E)*l7!{pYE7EQ&_mw|^t zI5_ay)g79JUReNF(J+a~y}76K(mVqQvk@Uusd&qz&r|K*|H#3I-K*gH8xuh|#Rd6H zEuog{Jm#iGo=;vdg+`w1O0U1)e>S{@7TN0PP5kyfVoo%PqAdxSq4P&hU4yqR({A=N zp8EeRKeNE|@eFn$*a(hn`n9A+eeC?k=ZO%=WZJNuLxhHD(+oq(>3`B|VaM8#!Xi-C z{580J&VZ{kIXymf2aYyoX%k##q3)^=^3e?yJ-v@%1l}N0t0dKBjF7woqFb%>McV!o zl7;vPkH4Fi?q`it8iJ%b(^3y(C764gmDwNsiexIXUa3RQ5yj0-Bx4i$QUnkD{^s^P zW$)7pBE=w_DP|w!+|$N@TD>kCb5bLe(lmysOo>UaZAEZ@4Tq@16w2vgk1u;+?~?PY z#@;_0^^73HI2jAbfwD4f`Sd5aD!vbWdCs&E1!wL5e8~#V+>e2ode`;F=_60(TfxIQ zQ}1`w$0$U;oae;gI~MiRpKYpD-an>uA?;-1x0LsT^}=>ct*r7$(DL*0ZmFsgAD^5M zGcpp2-GYMkbU!KdkUIXDSg+9kr1urE=irALCc#YYOu=NBtB|kR0B?;rH|g8sf|*D5 zSmm*BGOAC0cQ(~*NEWJ%h@Ed3*YdG+0k?)B`CVUy z$;Wzs`tvGks4s$+hL>n{oLo(^&zw}bTs=kJUE{lJayX3lfPhfo(&ru#8*P>_UcpZ> zLs6GaY0m~SJW3%t0dm1EKibd5{jNbJE*B;m>4b)3wNhkc$PGaeJ?@p&)7>xJC11zl z5W4w@@!QOP%6G zPaOTZwYPOuGD*vCPpO|p{y$OG;niP|N~I$Tp@-hj93ce{Ew>)w1rJq#-!V*j6y-%a z)txrMLUfr?2yzxxA91b|C()4uL_?RFX>eaJF(I(Bm=A)CpocXypiv#u#YYVm%xGEU z@3Q@r1u>RVIzOdoRE~YD77>y6>tBgqF)lL{hX{m+nm{bL#v@TJ%gnqW@+F0}x7pR+ zD8u=0Mh7pT2ckd^M0q2}Gkumwv!*Q!f~wvKD77mOtGgL?x+5sH@DCg{O0r0%HYOvc z6A~a+nQLt=BFrttM&wI`>{)$fWWqoQ*&r38DX?CGvHPJ~{3v-X2Bt~if4i^-=rHqs z?{;l%Vj6S*c+fvgbh(G!#KXSj7=!>|*$a`E{Y_3wJDws+5}C!)G~U(qs!RU-cT_J> z{L}m!zAt8hJuEdD;XH?Tf+hsYOm=qtf<7;aMV`MKY*B9@!dsX2)Nx1D;F}CuKZSfl zz*{DFlP~VgM@JT!Z*9;a;ljk?Jy=3lapF#TV)#WR8oHQ|fbvq4TNGFUN!U~rI{4=(9kVZXyB87)X-H#YZm@e4rL{NS?W zi+l%%Uo(5N-VyA^dZl21l%<5ZCZtJd@SpPks0v472 z(GZQG$eABsn9UT^D2O98Mofs8y7URU{)!|Kx+lI*b_Dedeb0tzxN&7v42KqUj}sdQ zhpelsaJFJnpyA1~RxiHe`>6d%Uq*1l#8TO<;^Ja(?U!odg8m5_YI?ybfzcmeDt};; z`CP;BEnoQ%!%MnJpsG)4zu<(LF0@(D7s2=4RfDMWtHw7BJ{`Bb+2zWFw zfk7vvOFj3M_Q+o}={uO-@9ox&cNWO^3Sgc8B=R(n>nh?kml4)dr?FpP%C4AXkb(ES z%W2eQJEpZKbtu26tAy2x9QW zDg;;M`TeXnkMxNOCg;#>7#bRyae4gsF@?uBUI^FzbODwJ;nJN_En580GIkgYkSWT~?=*CLnQD;grd&n)5cpWL57OG3a_uygqiDoxr5 zymo(p=~FV>G6z$r2Zx6@@EN2$1?x_atU;Q1gZXCKvvsi-fq{FWs(N~19Ub?-TCNjH z9~jjSZNn8{r=xw}Ux-2CPItBU5n=M^s75I*k#Cl4UgIsu%Rv^8Dg$Al$YtjBnLN~q zkjg)e35u<`NhiDFzf3I<=^ye#zp914=Ee%Ue=7etxPz^AD(4N;=^M3a^X_EqO6lBW z5}8*|0M_tyrWvW%ZS6?}4hNIW3{ng*RQt6ua?i}Wy(tHF+82?F-g%LP13Oj(H*Y>l zC0rc|>J+wZnfBbG?J5uyu%ZHaCHd!;aNbKN^zmBy;8c#y1fk60kWlq<-Um;cHE<_l z^l_cA(DLaQa1$VhGCr&q&=pP9vet(-E9?P`_GfQe2l{kZVhd}u`@%^fA(Tms7rF{I zINb-ybHCG}{d3Zm!PY$!Q-DouwYN~t`0~X2sqpZaNMD%R264C*flmho_{WYP9u~G* z+!%NaKrM!zv?NO^*yvTCX%_j&jvKq+x`2+VjL+k)wD%Phdc3jI(wG~B5IwMIHRu~6 zh(xOhEUbIu=$x>Lz9O&w2Ysa~Lfo{ar&#T5iO92>wXOl>0j*o`*mqeC{V67jVF1Ag zUu$#+R)#5Ks%CA~yk36w&h4F=_x_KYt~R-Jw0IwzV)=Cl$x5|+X9vUepW_9B8!~3b z-6mU(c2{EPXP`^R+Vu7Qkez9{uAQ2%fMX}eD*cSoLaRtVy{H_8ereaONG+`F+g5@i z+55+;}&@S7jK zy+Sy@#&D~o;%0qNJxK5B54l7O#QzESM>na{c`GKZrjzsiJ|H_Mn9RFedw5MB&jf7T<>fwv{nL0rM zd?ynVJe|L24lS0b?53LVPyKHwSa^81ZEf>E^{Fb8Iig-m@bdEV6t|6Kb$ip()6>=- z#R?{H3RYCUq<5eL9oFDX?ky!UkREF z{s|E+?FYJ4F{jp7rh67&2?+>1&Ug+J!>`*%m(R7t3yez@Tb@FBY< z0ch1W?7br}vV0Np#=bNb+{@63j;rX*2A=_hPHV)Gfpa`xoXa-S1wyfz6ezHrap* zi0`e5xn{@h#Us z`PA-i<}a#<^JED!<$jrHQDKP#UTW3%;SH>`FAP!)^vwbu#&9gUd~M z>*VabuH|%eHY}C&NL!cpSC8E}1?iHeuwJ5oIRT3zN%b=SE?dKmO{q`3QP2x)K|KtE z=KiiJS{PBLOuwxz!^UMj46y;fZY(mK$Qk* zcsIjw^nJ&iy)1>enOI%BMt!&O0GE|PCJ6~z-OqL!5nyJ~7IZZxMG{T>jdl4*h86&z zM5E-@#HFP%Y8D!VCkU9cN74%0G^~A|Bp@Utgy45k=S3oZ0fA!2`THJXYCI4I32(B2 zfby~1KsM8?p98d{MMtlhjHJQh^G(K_Ox$@SiU@mKEP+f zxG-d@apmOYWlxLca0m(8fN0r->sAg(QK7iJUpF%Wc2*uY`UGph*?aOgHs)1U(JDF4 zw2M_viNhyDgrpZX+Hc-b2rcg0@~Lwd<3R0aW)AbXFd;Co@lpqtGWTK!;y|gvdufvn z`ZNw)G8e-?+hz?Z&)Btf;y?e5y0mfrQ?!v>V#+oeyNtPpw$*RXw)}l)5=as(Ni`=* zF@e8+hIo8lPte6uUquC(jN2XoEQ7oB&W#$@i(T-8W1I(0lc7pe?@=-PzV}&vZH;e0 zIX0bfzvk40m5F`svxjy48kL`gR=axO`Bk}|mF$8|rALqOHD$Ni!8hJv^@S%P-2bNY zMW3M9=hS+Efv%uXWJ0XDpHw+3XQsS@_%a;?=RtK`T3`7g?rY)XWyo8NmE4ZX?zDTy z0|SLGZa7Pu;?{+6au9>cE6QRs+qE-MX0~bMLU@$#^7ra2@ zyr+Q7kq{B%zsS!0{6UiCOe7hq0Wytw+VhVKM<=K?XEz$4LtxyzFc#oNqQ1!NJ=f!& z;;Wnz+825GEU0$;da-qPb6?`@mOCb-<7A@tu+XWTI1w*K53;HOz6Edl2|qY0u@Q>% zmHRb;VCfA+=*tSQ%0JZ)97q2ITOOI5LUk5sB_N$zCCQXpSQ`z^XqB4{zX}3H1%ZBE zk-yvn@EeDZh{(nsbUYvNaxJ|=XAFdXVb2JtCN@NXGEMN8DvWnwH5jjGuly79@j4@a zXPa@3qy-7(G}}{GXH^#W0XZi{rXGj%hXk5xX7LfN z!)OKGGTAn0*5YM zN2rY&1(fHnO9imZbdd3;dC+O>mH=$S=)**+$Y1@b2x~Yk5put6<5(&Ws0C?CLDllt zja04p$HvF-M*fC9WmsR!67UU!=MvMDc-LynYN_q*>*&?gHd^B2JAYhl_td@#JQ&B7 z-xQD~>n69LNa~HX8(OGZ@;l(@u6^EfnE)&*r`P4<+cSs-#^K`Nb9AurB+yZW$e2gU zek@e>{XFGyej*O9{F2fby(qZ@y_^HD`KO)LZpqE19MfPb`2;-U{`2Cdiuqy%Z16R} zx^8Wq=M4VDqQ}JtrshefvO<)@E^a-`}6oqGHB7Hx?>WHRx55$I&AF zFY)QtQ%_<1@_ODA`@ir9m>ZM{mzQt{0ff^V3{sdDdpzBpaB4o(&DksD;X9m3P{|DP zV-}RwEwyf+$dp5u*2C%bLoGt#C9=H{v_)CmC8e6sPuaNIB(q5yn$ux@&G z8M&{x7g-@W10RPc7&oOE(R1tF=g&IQX^_S_+(Ev{^FG*YLmz(l%0DpHNb6dWXA<>s zsrdV4`>!au%hkc;AaP5+ldkyjwf?6*^`8ei*(R64A)68RrhRcM;A%MnZa|q`m?-_i ztpEHhKc7At;@oUhd_s6{Q=78>j&zd_No@VjjdN;K+WPEyqp~%d_$1_|>ZDD=!P&>) z(4Em)wR~nFI zCVh~g({ZS17=|gka((GG+0aqHy|9ihQ>YT^WrnBc*Vu#9wOqRo0H4838$tm15FsNp zr^}lFjzOX%hL>2%fJE>hnOBHt@;-XKHivls`)5(-Y z1_C*->_!XA?MGnQBZW5PK=kC15w3hkPPOk55vPJWn-|OyJ>97=?MbzW1Fyn^cht=q zs!f~n#e?R#adDRtf{rxF`OJ|-L!W=pm{G~FJ`o@5$x}dohF2r$1ubP!RQ}i-LqHTAj>}44^BtH7l)aP}oKgCIu&PYe)1oWosv!wDtneOjngMXaFF_ zLC@$lz%5%n&s@As*!iDE{EMY)k+J3GH^GSy##A+IZR!9k;B@jU+Of|A9LdV=oW1}| z;Dh(jJDL+y9a;CsW?ZC%_cHq2rUJ2ft~LZo)a+w9GbG^oq++IG7N!A({1Y)+Twqubn z726$VU0~Zp5mR%T>2RKJkPr17$id3 zXPno6niPP!PVhB)TT#8bJJf4B56gx!yz2~@;$t0o3K;f9=epM)l#?&sI5-6NXv+Tz z{$Q(Hgt2a*s~ZYNtkPg(V;{81oW4a;B#0o>?tYUx2!mn)KPY^w5b;Gb{7EA2fG$(Z75h z$DS!Q+r%25GE4dsdxzrq8_m=3HJl$`Q|8ZB>cRD_MW&q;?w(cxDm?&ep7>~kah?c# zr$?+k^-idJjd)V--Dz(5SB&Mc=Th@kg~djh8SvYcbDHes!kfPgTw6S#y@`qoIWv45 zvb2%VNLTLLHJ4vFA9MmW- z&y|eH!JqG9ley^r5m;j3JL=c>c6k#1*BTCz<=R^}CCNuj&p*EvUoHw~2@06$8JQ(o zSuyFFap!>!D~~wWUfTcUx?%A680FjY_un!M_?W0Gp3ZdM4Xyn?LnmMZq2RsYLxqNs z)f;uRZ4vbTO2_;q`ZgB1Kblc;HJ`<<0a>?UQE}>}{SmbDd7l71gS$vawTADn#Uh7K zYNa-MSMSe6Yj5|zf~bSH%*4&^$p2Mhgc`v32-cIfCmTfm7?xYa>HQRta;30~KOnhv zYz(YMlQi54-$zqZGo!SWjE|2G3l~@R=~KSCv(smSLPAjbsiUK_2V2gJhPXiBrfjW( zc&TT?1@)(%-;zWMBeg{LZ(tx&s?W5a0Tlt07?MuHvslKlDz;hQ_xS_W211a|g(NBd z@Mk6&^`PpwwD_^(_on=(O~r!D_@@lV%Dq@k5Sf(}p1-Epv9m|$tLOJS5gsax{-@RW z(X!;XZ(a{pVGW8XoPMkEZvhT@&Hc~X=VGHqcn#nfu(7c<g(@8&*9_eHI#vUfsj0P(@FR=U1T;ASD|b?rCLP{QfyTfbaJ z8kOZK#OHR51ugNBbxdFC%ARz1IYGaL+lVNk8_zX)#WqFCV_09KWuir4iO8+4#-85rl%_cx z)U|H`ceYMXU#vO$L+dqzCGDlci75jTPbwjJkdN@1ktv0tQ*Ua$%IPc9Wnm%3L;H2M;!mhK)0 zj{p#3f|h*!;D*bSO{bO+^7|+Q>DT3bmEw6}5IYO>n>!!>j;j|;Uf$wkW|q~-ENP2c zc+%k_iJ6E&%1OT{^}~xEaH-en2g3oQG6pewk8psoFYb2Q=6B|qM^>J7C8}TZ|fH!U3>Tc$I>mO3T*C?(w-`}r`{^+|tw~$>XGh1MF zQ$e2gQSw4s{_f3H_cqO~tYjJMRjdh(=wmUHyN-=}>pl2~UZvrFUOk=HK%?V)Na%w- zqE~>VbZ-yIaU%041;CTjNH2Bg+WmL3$&rMy5%*fvi#w}_DF(9{9LZuIjQ>HjPZF(r{&3Gl6oQI=O>V>kKRG=*R%CnjkbnN23&}B^B^q#hmODXZC0W{{jZnfLSpnKu_9FULaz2l*2fp44lq-xx= z#n8e(lpWStk*x=dg4V_Eh1nnYM;nJC!WeQ0{!u~Br|`*1)oMq8a_Km-=Y%5!tM zNT;Jxcq{YFCQ7_Msnd|8eLswY#T?J4!)Muc&P-1)`Fps01l>)2eR??jfkJ-D&-&kq z;A-!wu~mjNK%|*Xahq7$O8#ID%Cm3WAdW{yW~Ro&q|*;f{`NV_D{iPUO~p-Lz8v`y z7ZxQVOii!PjWRGXF=mN4f4q?7Wt-fAXfk|M*0a`K)Yk zS#t~hXyXp+rn5m^e4o)#z{DL;vh}dRc=PArsu?csVL)9?4c%{n;zFLGk&=L?%KOnb zdqP5R=A*}6iVCWS?U{Z`@+;ln*-@X^cjXuez{#^^*Af;wV&C_0b}mmU8&g{dYA&*@ zSo^L;Ow8M{nw*#hN>!C}3vhFMpS@iJ{xI%6;u5Z-KfcPRZ*JQq3ci}NTJa=kZg#*& zO~=3{m#nH>^5ZNM zg!oOLbnn-APZEvS;(HrS(p1=4E{s+eyzthY7}t;WT6g+0*y@^POWHq9x%xA*X;>#hA)*@vlsCE5;@NSr*wHx4!+|$G!-BG-enWZq05q0YUUii1$mX+ zR9L+DVVi8wR$OLV*Rq!eAbaq0lRl=KxBc~n6-21pSfy^I#%iZ4+SLo#rKJfxKWBga zis*Z-7OfaQ)5OYF?O44m=(waCa}b#Oy>>xY)%jg`e`?(spB(x7&j^%{^Q2Smyv z>*vFw0mi-m6kQqrc0&y&#%~-0KypxN2sp1POYGpg_Pbm?HeUCfyEWdE4VB+}!x|QH zIyN`!^wiyc&avI|di#hwyIPrG;h|jOl7;XKI5&&K%r`r)nr&6GXuDF2%6Oij_wV;- zsgK*QrHQPM(vT;NBVi*-qUHKF5(yd?!q)a2-I@yJ zS*F}f9!}j57CVQEryjsvx?)6Ceg|NANe7N*^M~fO1wNS$e96PawTBbx^v!_)mX9Wr zRj&7W_kB+47w}QMCarkauT**NTA8Mt>`y!+M5Tr;)7565J_34tDs7Apf-y|&(qM01 zB^R!;t7hF-W*$bII;&_EX`j0gs&|N};iBJ#Z4tAF{z1KimZNiQ64$8gpG3+&ub;fK z@wF2?07q0a{nI*?FlEil-9K@<>diwOXw=18k3r;5JVR;yG?luWIX!DCNBwN1$0u-Z z?g^)U71_#AVNmr!OJ;Jn5AfMjzmn`-QzQBiiq!wm0c_C-d~t&3UqlNUV@%Nx!nVBM zTxKIy5Q1IdHe>+x@T~lA#*0cdLP3}Lx58Qe11Fxs8%4Qx!IM}I6e}?W1SlBE_-%(l4FKbNN7mx9^FGdbsE5FMw;N^^ zz*5%$XREAV*>2q`jh09Tm)B59zuMOPyvqQzRsA=Iu=e{Whu9Ih$RWz$;l}KPP=AP01I#4(A>x!%!qbyhngk@gABOGvFn9=M_(r!4^aR%L{f$hvaR4a3R3nv{pD2Km zmw);MqF``fl?uUHCKK$UdHbEeT|x?pXpTLDM#$lD??`vSYchNtbE(a*wO_qKONsYv zgV1Qi8eA9Wl-Amn=ca6^Ws|UM3h7nu=5S-R%)TaWp(k6avLI2g$`#OM zTU%%9KntOef13T8)NkrG2W7+0zr~tBHkGTcE{4fYD28!q!V``9bmKH4bP59Br#2cR z_vEM`@GOrc*OId(`&eYtWgT~MQ7~VFlVfRqIi#GYHDyK(arxDq%OqX?0tN? zcw6#SG?s{+;}hp;08XV7Acc#w2eQu*BG$g|n)aGE+(c4_zggheCGYUheEHPXz4dYr zASeSqj2|ikKxkI!rY!>W#txohjOco4|DfgRPEPxC`SUjdK}#Ie{KzT!JSHeIk=#e; z37P?ITEJa<`w}l{sHbnr0-4c~(lMGE)KOQG8(EwpLSpIp+NR66z~TYA8O!kW4ILOls!d2%H1#pfi4H0_E(SFY-A8Pqv}H z13y`GcB@EZr$*Xghbi(<&jXKut0o6FrXu@9_1d5n)PV~ImiD3k#~47^evCJ{d*GyotaoIwGU5 zGt7{K3jz*a=<3-3hN)WS?@?KbU98&I~NnRwmsXFOZ_F0-L$70;NjAMpctNFkU&NkF2Fl?*^tH#JVM(QhrRzdTDkmHs5B zmuVI6$|t4L-C7}KhsN?EFt@7UK z*4BvqEZ^@N?+v$2&rd^clI#^6DgD}gs>7aWj-$>(?B<)so5EhFk7P)A)N887XL2k8~z+`k+voMCmN@%IlUugZCAhNev5L%qK|0LG{M z7lUMiC*e*sL-5httd5LhRpO|pP0f_AMOR6Hp-M+6pI0f?08_K6I1mFAF_+a@yG&39 z?ny-a0GrTlnC?aCuorwPEj`^(bZ@~|dE#%gQg6~Z?I*<28O;*w|Q@^6?5&fDf zXyqAq*Mp|9VXD7HGQh02X}V#zVjZKb=Dz#LvMmc}K z$n?)ad*?Zk&aV~SD&l2d+ToF$Ck9G!oK;Pu4RFK|IHP#p!jwBlMlrumNy`>5rqjU<|u0MjG@N8(uMfLC(u z+ilpIpp?4NrUK(C$nLP{t=2@+@=vK=xP9$}w>F=8exIiWGwVYZ1-QqpvNF z&6VSvOOOqZL(Ok_Q(I-RiYY9-YCe5alHM0Ge!z>!f9Cg$$u% zHfn&EDdrT{A2@kc{n^j8WiN3b5ANNHm)JrNds#UK;6}D791z7+-QwAwkORu{c^ZH( z2!D8xG_R1=K-tli+#5j`l8OMA8ri(hZ9WE97~lVRXnB`UdcvJafW9On^DpnqNC4Si z7E~;DhJP$!A8?2I)Zp=5MrqxVE~#doL6C5;O|e6-y05%Hq4dwIOyKx4l+!u;i?mtW zaJg^2+Ncl%9a!d~B*e?%AKp*9VP5(^quSZkqE%dWqN!bX{p&Gh%xIxDQygvm^sIas zrgFYkc4gcU!>0=0c;DyozoZG{a%A8l-1U#AoA8E6j5hnrj;cQo{*KbI=l=$JO9WX} z4&GWk92#qWG2%Cd^73z7&PxS5yuNJ68d7{sgb>2=;y{x!aOtLKPEu0LI1qsL0as8^ z>#exMUo<$FkQeniEpKu9G{rF(ZpTM{1bRlU0Gtn6C=`97uqv{H*w0 z0M4-kEs-7hiE%f^aUX5QC*u>&C-Dm?)DubvI#}dA%3NBjFx(e;eVwl|+`T`?#*umc zQfnM%XV*#jv&TY5OyU|8xE*_d4`u^f`#Zc>A9OaX(?~+r zo+kE%H)-0>53>=9;7YExOdZ3IUNy$8zD&Is3(+ z(dc%w!+Mn6P6#ycSvl8f$OYv_+P!VYTrRpU;{oGBPzP@>x4fJ}%g|ehgoI=hbQPNv z@w9=Clt^&%*3MDY@US-Lqte`=?Q-cxl-&FP4`1;9w{R}wgmSgOv_?C`mj^+bK>-jB z3r-&W5%?~~-af1LSelIF7D7wh6WEDI(^hqx2{KY()gR9;ytv#=PzVV2T2cl)7yUke)_S!w8Sy@ zfMoOMT;GA>%-yc?Bz#b&S>@&)OV1!4tkP=*YKHG@N*qkUd)4A>OPU_hnTcJU*F}jyGm&g-bTwICB>a;TjG5F3g zz6T(pAhO`L;fQt?wRsY=gnxR9c(Ia+SDw{5F7i%@dyc)zlI)IP2$Tuyx*h*d!ILTk zWX7liZ?6!CFn)Bj=XE#sh14;wZ3lCwlW>1@D*H$11NiWswR+Z^5S%j$8NIbmRdXasnhKDP)YY% zF@1mpiN$C^D446C3y(+Pv5rb1FoyZVb;m|RD|Ln#sAJu#l=mS5bHeb*?~9q)_9r(` z2(SCD0J5y-!ja>%-34YxMEwHqb!x;pZD3}1#KZdI+6jq>jG>AS0sJNb7W6Z|{`cXS zW`QBHzSn^okZ>9fWUHCsRV~I_Zv(dGx3RG?_WI1bCnqPzK)*HF#}Z!C*7nHrWZ?tZ ziI^!cJGsTfLns@|-U!C9p^D-sX_@WlG36ddwhO|NNF}+s@|1*Br0L20%b-?O(%5AH zXK4gADm3LJ*BDTSgXCfU(yYPf*V1QQUBqL#jkhWj25l0r%4`#8Z{B>$=^a^msCRckI2lDg04w&;RZ$X2 z72R`zbN4^g^*~)~)y*3cw&N8Swx-2cr+*#kWUW?YWS|2ctlH{}R$ABTZl4QYAnSX-bnnt!;*7G)ZYm0*x&!`c!OxJs zPe?$PN5WqRNN-BH@ZjN+Jd4^d?m&$9?3#3v$JE1;QQ@QMh#kGK31Qh9eSg!)l=7;V zthTVqKERgPdTxo^+!U`xOIg>An0tR&Sdo-(&Yh7l8UD4%8-t6$0CFZmLJQ)YwgL0H zUu=05pId#WVpvp2Fq=j{N@_Tqv!TFX^g}FSFL&<%k&l_cFR%VAWw))`qt~&q=p%#q zb*I>ls5!TZP!Lf{<{v>e=|r7xk&%CYIu@LcJVPnK76z>Y$ibvI0QDxUu3oyXK6yB7 z^k*N5zI}^IoB4@K6XI{+!V#&(l9U@KBa@ju!%v?dVhdInsm?Qka`5FHX?+{0o(D1) zOd*qPm9m=hHwg|74%i)UZp#2WdJIabb&em_08;UrR7hC(gQ@Ve7atIV>uc}az02m~ z&dMe(e)EH_W9U6R@w<0HKal)7?y3sqhRr&$gw+YuGW?GOGED_LFdph1il%8|Lkqld z$wAS_IAf%FUmT~&>pnw!2qd^d7(fgtee>8zHV3;JOp zR(W@wHro*Ghaau27yl4q78;Ln5#8mgCVE z0yIKwa%o(yQa`J<58T7K1DL_^yyv4{#hIH2+$Dl6EMGjz^r9(|O4$T)KrXgnv9B59 zT6||)X8O2B@T#}TdW=XbBn)@LpI+PTYq6>fPaT^Lnj4AWJNDSVolh8q0YY~^Ozq%q zLFKf3&Qv`OZBmAFzygk^D9W3g9`A?ym+!afO+Y7c3`YoPW3hkmbB%ppCy90v5BJ<| z#K4~Z9!h)`7(5rGP=?j^@Zb z^KGF=fu&~e!OQStm6QplBKCE7I=y%l)R(kXIfez%Rhs#Z*m&szyC(XeHUhjeCg7a2 zn9g%9x5sic0mR<&6(H)9tLN!{k@KqG>k^4P>9Q|y+0Zua{N*s$a!X84V&SQ+C!ftQ zH*l7k8!=B&8>Ht)^;}TBgg6$!{4MT^!yi9iV0I5_mD`<64m1}kh_mJH`2>2G~ znkPC@SbBN6UBB&75DHAL(?ImTGV-1$+bT~$&Ybyw&<;SeV5v?ec!rv_(Tt(*pEzra zxk?2?6h#)vLqhGFf;PjxV|Mj=ln19ft#sf%B}w49rs`jZ!u8`6C{V4uR3@QeWifmt z8s5p{^{MVnL&1eP;c#UTJJ|Hl&SZoHi9^`Y(*RwMpV++9>A zTJd5)zyT=;a;gpiZLx~eC=kpp8Zl|s%J$BdD}mWoHeOKl5cJ=bfT4>F#-zCZEAzeG z-d{#kZ|whWH{ib6Yu!IVm3v4I44M{`PPJ{U_C*r&I7+hMQgDWhjIJhAOM-7neL?J= zV0~pUAut6~CDxLqLCNpB)4NM3^bR9&BtJh#gZ_q7=sVTKfh&N+&l?Sr-hA^qQ`WQ_ zO}x|JM@(=xx@98t_L-L$6sdJ(5oIeS6dNbPbzNSB&uKGE@1^-?c9DaWuOz@9h7Axr z3Lv0oB{$qwS)fh(v?v^6Y&Nq?d3R-c8<7lA(e0BWLOdBOxL4oTy* z(?JC9SN0Tu?xK~@oX1SKZv-|&;9i_4>Ork$QKaqqeY zt?W6kBm*P~G|weeOmiyAhk5pgZW9-{$=wrGEAq%HbcAFaGz?0fW(0%l-ZU5rE;^`n zI`SDA9ZmdmDS!D6PltdeSSjCkFd$|1z3WCiAS#dk?jBTWU;#>SWXB`dk1rUu?;BTL z#Q9wJu1;8drR8&6GSNU$C26t7_uP^1)*Xs`Kt=bjrsfEo@4Q$T)%f4y*&s1`VL`cQpjsU+q3N?O>KNw2# zqSAHKKf_IlygwpKc$53rb#z@N1&^%tn#1M?qhC_@kI$h;QYoS=h#cTu&tE>Z6tX~p zP8W`-`9c}J)!me7T-&|5B2BpO3C3Cvj5DvyCi&5{#}bs4PVK* zfyOg-Uj^?Q(AYW=@Oc$8S6DmMV~~|PT{x(vk)LB2RPKo*nFjf5Ub$$-qQV&l7WQUC+NZ|pUpz# zBa@p#3Ugo1%1L07M0o)UPb-lq>E(%2SK(`|Q+_sxe8wNLe+;AVuH-?@hL%&@^7hGI7Q=c;$uY!d}SoyXNL6DLVl5jgRd(pP!_Pc zIQgJAdXJ-a!a^uX?4SCDEt;Kcs^#|UcOAU02lMohnQXhxPXxYk;eJR58fpizR@wA` zy|#)s7zikKYSV4nh*UKn_wTq3Tt!2&FQKUmIDyPczlKAaD_-8@I{gQF; z5zqF~bgLqU3qg2>uO3>w&YJ!7yoP462bRJRnRW~+lYl+hAXv%uIXAUA zhrY7R+`9>PscZ=4tuAyqn)^wWvP8CsE(lWB zz+5ui*Y&tE^CS^$EMF@ynpBn77_MOe=z!!ny9* z2RO?CAN1X^>gp0(dI=a6RSbJz8?zz@p*{)vE&m|p_A&o2)XI7bKRPr0AE>n_?mD&) zhRR3YlyR0Ue7I&TS!AzwSlk8(+Skz?)WqP7TCEX|4T6@>+fyS~I~`R5u<=3}Wn=02 z)#{awfSPxwgSXqTJ6TM#(vk6|*M6_}=J!4@gfRp@JH1@u90ugTY?xAPSY+G%dioy= z{~Cw92W)28fq7rCkU$!w_b8$`_(()?4ap*S{C-xM7{{Mc9}C!_2@A_7B>pfvbw|Gq zkYLa~uzZ6N@eMi(KpOdM@P67GBa>szNETZH78Vvt(r#7N)ohJj%9j!zN60tL9rE!m zC-n{{!w13{bvgwE{BGC?m-)dlv9KQFYY^c#-gxqtjXQ>l4JJq9qKC>$#ogpPcV5}b zm19i|tCv1=)~Y?K`f9hR^}J78-C(2GgW$vP$ji}=EiKvVV%|N)$2?oLz;@PVs*YAe z|0Sco#|FQy&+miny**w#b1;91OYzl|p({e^k9jMQ;P^*OCWGVoYtrxe$wTI?6wP;1 zs`Q|u668{B8u;=fDi1#&^wmP(Dqtyu=&$2Eij9|dsj9=)^C)J?qwzlK*eeWn_E?H- zlof+|5aC;lU9i`uwbd~@7*310yUoGO?5m$I1Kf>sL?q;c+ls)fuB5E&b5Riy5W8o{ zLocw%LZ4X|uBHA2yB+$)fJO zhx#|YHB%fo1ePYS=(^$68|>hVm=WmUU9x95IrM2qklkTAk(xace0(o{iXCoFgcI`I zV-OOe0D};f%_Gn^viQA?Di5d$lJoNNvaq%mndDT^Vw$@1@mJQdVOmC2!fNiK%*Y9+ zkM2P2hKe0-8P$~TS#xybjb6sls(n|vC`>^{jZ(qV?vb16wGVRcKXPrIq&)FxiK(ip zqW|#9$T7m#v$nl|WCW|v1Fcn;GK+%Z`)@V=5c7I)0A3hm7M!>g}c*Cft8iGj`4GsH=hC5yy9KU{N z@6xjI2v0(fWp(YQG+mHu)R(<^t&%4B`n82E+R~BsdfALqE~?kz z$#F?3obD#(z3eW&U9fidp`al2_0dvUmQ%opbNNPaS4>O{*h-d&k0%OxWxeq^ekSvo z>fL$Mr@^YPy<=5fdCQz#++`d%!LC4gJt?Bv~ z*Wr6p!_@k+l9|dN=?Ja5C8@l6x|<4*rE1CrzlS5G+U^R!rsF=j=|(O91k zat0KgUm9)QZ-_`t?6)Xd35dY&`gP1(dU%LH#&2!C+>Y_*&E!trn{wk71ZcoH%DIQU zDYqqXzcy8xu)y;fQ?LWwRgj7cZunH^J+7t}?#@%(9P>?7v_L-Mc>K=inkyr8a*CU4 zk`K?$juD<1!Wh=;R3wWZ{7ZKX>A%#&i27qK~D z8Zlhu%tl2`{pS7qbgAH!O%n4YXEJ;mA^Y)(`Eo&E$1JI&bOR8WqpPEN$$r``$@ihv zNFlu<<{+JpIMDD&dUm%a_}Gy3gModi>OrW37UoD^$JWXX#tdCy*|*5ua;bj(`&$EA z=Zh-QlauZZHp&r#r}yJ%AKzQPty^W+?kiherYrYC z4yU=hBA2;|^g~LS``xRkvK7VWzq9&QVhhk$tN27D2Au23s>{}qk^=34tOHyIAkaoI zThzDvDfni5FSW^tGUJpK9oI);m3b}${@h%%?D8-2R@v2Gx~#lo^2tkU&CF&e_A50B z%DXBu^WC_Jyxx*^@gY5kParbbW5Q|`ty;C7=d0#?9 zt>!}wJk`JF{?eHFJaBYdFge9w-Ch%FXVZ{GB+OlPOfj@KW{qo;wfu zfYHCl`3!-N@A*g8AHI(=Q@l@A6SRPdNg^DvtJdDqFZ+F25k0=lm-}kUj}LR-S=cbJ zj-JscobiI&tD~7KoQiEV3vW0V}b0>{t^#i>> z)$_*tTJ^7@?9!N4Adj8tRanA*z$1J0zL_oePW$@kG+VX^ z6%ftxP%V=|F4QxUj(VSUvk+APP&Q{W_W5*EVn4I5@&4ATzyNQ73qxUe-Fxv%&+Y5B zazq5)u<8#`%ybMp0oo`AAzj%|GwN%lHaW8S`gzQu&uL#uf%BTW=7{Qn&(9ATazyLfyz8o2X2XPII{&v9z(~X)8w-n{?x6#u6YJT6pw`I9NMP>? z-4R0TI_^hzp(OR%@zZyFCGx6|HrQzWOg$O|B@5Kn8@KA7g^eM~$O`J9w@Q?R=k2`Q zoB69GG9r#GW_c-`wsJ&>_ue<%7F@7UH87B3gmlmBYLYLJPJ^^JSmTKtSnDbmA3Xb> zXjvY4{blmg6-g=7Ns13#yu}atRi0pEeQ|NzUwV8u=@sNa{91Vsh)plrOI9kPM@B}n z^76zt%YFnFp*S)9;QRf%?al29V30~kPM(P>`Ia`dxw-kcH`@CZaO3llrY+&EOy*s0 z!dEh{fCj|ls)+NH*r2-xNN%TE$-L0{009F>^@w0P)}LXWSb0+Zhh%DF^gAMlp`W+3UqA%4xrW0b0*b)x$xdn1irv`kd_vRXJfvK^nUGK-Tp7x;etjXs>kTa zQvfKjt(ZYi4{+IA?5tQXY6o#=R8$16=CKCM6|-~<5tJ4mDVp>5V6)xot{#wx6TB7) z1wX}h=Bl>ni!|IO2D>MjuL6xTK|4lBVaN(GWT#)jBvWgdvwc)h`KvIV*OI#MN8tZd z1t+_$246dJ&{hNoD%vZ)`o;@OEQkpojXTZE7)>3RVSo18o^E8Ud=D-pAg{apy>(ku zlm;-|7lkdpldlZvxhCDiR?X8nT~3V#9a2scSZ=uAeax6kSsFfDQEp4(>E`ZLC#88n z#P$`z{-o8<1fiO;P(W(Dk8x2#tI)jY?P z8c4o-A5eB_yc~q2_YFiiS-E>Ej`IADyti&W=*LXFsY0H(;2jaf$Fj zE>?=wb`}=Q3gRd8EJxL|VQeuC@(&+AeEp!lRQte((tHX}%yh33Vwg63!^92!7~g3? z(Vb3MA4t@t6}Pv`4()ASErevw)`^tXeQz#lZ|zJRlh1{`T+~L!?j*p4V%iht-o*Sf zUcBKe#+LN+R^U~Dekx_;)xs~twM6E&>bZX1j~B2Xz3%ij5?dP8nT4FP5*kq`kDe1W5`d!?=j43 z^E^iWCD7h-3kaB%<1dGE)n%2u*cdH+r)_iDZ{WG&wfZG<)Gkiuhr#8khUejkdDfRN zejSPm!0)Q)X-Usek|(WKmYWF zvYINMhv~CJ{4Z^u-^=CJyRX-`%&!j@D$J{CgE`BCG@q`HKo8}>g+GiyFEU(xDmw8P zXT7WtYV(oMqPP%;;1>cef2`1~0SKn@E8iG+9grq_9cr1boxZLCFxg^r}h<(y5Ng;Sh-vcjN?2y7` zb37D?x;0MTq>3-Zrz(makbuk5OWa5`{dqwbh}HA*F?L0&?{SXrDFFwEqGRqiZFlk$FmUp9t9F3H3wBOix-XkEV6M00H|yBdk^*nJhoGkd zv_~K&Mp*VJ9yIzEYqB@0Xw9O zZfqXo--``yu9o-5pzDkbt^B@i-n1d^ogi@0VvsruwVU^ejq#-mM7_oIoqx(#f#Vwo zi9IKBQw8#S4!Tf)(S80)R6#*J`N0#V)IBHLz-aU7`A$HMhTgUKhJ9(5;#x*K;Rox% zoI*~=_!_`Oxwonkb^c-j6cHMAkZo|H6kNe0-=q8K$7fL&C5BLST9FQ~4?#a23u6^^ zE`g!5`Smq5ZSSw@z6$S!B_+kSZK+ptgF;aVj_^Pb2CrR23hvTLO(}hyAXT}osNzp$ z`oA)QncD+dWAi+*7Cl-M7a4qg5NkL1&|%E}b+l(lcRn&SQ~i9v(js~Z`Fu6dq8*l( z&b3IMSddtI$3M-9E-&g@%80W_f5aJa1@!78>WY!h+LK#lX3ZV3_e1~E|HfEhKOly= zyYScIJ1=lo4agn3Xu~J>HSXUOqy`V{k`6xul|nHYcLc!5w>0r(CvARQl^6|4sH+$l z4jx8WhXUns3Av<|Y(#TA@Imb3@D&+Axb>YwLzi(^QoTgiC+-^`J7wKqy+K?@ndK^S3M1wIOs65CYvY2JTt`<;WwcUKofDOXIRl* zq3FhWV|BDWERiBW2OO$$lAdsS8J{n?O^=bO@7e=Wp1^qA( zz=k!dsJBQjsZ4?h6IOwC@3x3-F(A4MhuG=c*k7A;!>}r>mNMrn!9_taDQKT(Ey>`% zvo9z=zCxOd{=liU`w12^?__dShi zLoDJ!{aQFDf?P%ANy22SHOAHhD3h+Col1oxq;>3V57qyjNf){3>!@4aklV~jJ-a}9 zG%9rIw1-O)_XIp&t*okcuY_N{M40T`e=Z%=$r#~Q)O}?u6^VsQ!j%!ZrZ;eW` zt5^~L_AHc?bCm#P@%x0XGUbL9)a)^FU?96G`8ahTCMHzd-J&+eSxj(Y64_^qJM*gu z8>HT97(g99S+R0e)!Q(_$g0{Tx0Xd7z~no}ps)~77o_(~l~8k<(^Lkp)dd^)jZ%@0 zz&w+RaaGyvvDltVlNv9*haxVV^d$~lcF@3py^mL(ir6Hr@jmu$a~8jw`KsWZ)SV-b zH^e@T^YVX=arm8vuI`8a3zp{W4fs8jDh?2RRsc2#Y%;kLI^T?68FW^mO5>rQ7gmvt zMaLLv&daaF6ez8eq>A&xP~;v$GiowrMEVl*Ay`1Vm<#kdN7gX4-97Aww&xEk><_#! z_Y_M;zp+F0GB$e|Xv4{M;+9fEkwoC;pTB#7+^&Vi=Y_sc%X@Q{97QTGeqd%C2q+

    Q&x$m|kt7+fZ7V4JwDG621L;Hm+~BeMuOzdOxz+ zzEWt97I%SPO_dAUz*JB7nPIYb3(S+8+k|x!5b!!w5vTI)$&UM(($+7#uKXG`ZY%@g zjkvygltjpzl);tH!xpBw-P~MUYsQN#a6dG%*L~wh;1li0H(ue|KT8rVnbfRY7u78} z_5L2XsAXrIe3klXm>aqjF^u<~_F)&GywGOY1Yg}DjaXnqm@_OF=7$^**4hflI2k}e zw2SNiR&&uwFGr5ug;2i4$$@LY0?D{TEH@T9&zeV*k3M}~xLw_M=8n$xAhN5w5)FXC zE@N8ICIw9aDa9sgd|iPq?;ZyHmvp<+BJ=bk5TJygCJcS{rN-2ZzL2X1%+rbK*y2zU zduqR;NpTxu+LRRM5Z688A39%~2aL1Npt_7@7sQ>0Z#bYnpSItSbt^U$0bSg4PJ|!& z7v-rN4)<3ivnvSS6%L zdZsOXFN0w`nViF4UIId~FHDw+J8fw0sr7K`X({vYSt!PsO%KD(vMy*F)yJZ z#+l{(I$8mDlfbbqar`9C6SVZBvp=R zvRz*XigTMggYJQ4pNHE4sC9g#8vcT|cTQlZ8_r>zsfqF~Dm>C$&Qt z#8}?)*<`SeB(Pd%xW^}l)L>0)F54y&k)k;0fD+@7xEwJ*h{AVqPOx49rpHw!BD(4cR9;~f%8idSJEfHduVf&m)b%sj zz>d{6g0g>ye1rSG`OiS#;H~klrqrv*5eToRSUE`mb%PhE8@^&E-n8(HArUQGTcVjdm=6AUZp>wAyT^Sl?U>D>FoigahGI$i^wGej3rF=_ z7Ab<7@T~xH#P-r67p6c8jFm8pj^_JDAmi}ZxN%;g`n>mRis-Xq^@gbcyEh%&9ZH7y zuud`4VS_4ay4VY{xw%1;ueXHnOTPJFUkD&af^X-EK^9^0ogXIEj?UJ9N~)W6(8DhSV9XuTmq54C_-k1Vi&c`g-Nl!)@6=^7wr8F`MK zj2on9U-}B3;ptvx6bF(h6*l;FaWb|kJ1FK?lKL5^Ey=HZIj+Qfk!JMzb}Va_?~uRN-f@GGV(vM75Xw7mIiz!8LK^Q68l?zKQ+MgoW~^K+4Suc zZgMLcNb*z>(V$}-*=<0}DK*v>QYjzmT{rwDA(Hp@?dxR4OT0{F(eP>1$4K$QWgjoR z)IR4eI#rrMkY`MOMhSQ4T@&U&O?4HkX=NX z!w2e@Z~vtK(b3M_{TnLdK8cAT)#}e0WbOv#L6{dWnb4pEs1B4;quYJ#T;&joeCl`g z!#ZEO-f9yZ{WAl)TDOL$I3Q7d*+R-!L?*>nt;MEb0zBX6H+pqbRfjRvAuof+e#(T8 zPooD)hrPkfNnJTz5erAnAIR|>S@UEk-2|+ZQPE|plv!Q%^^N)!_)uGjmYb>n4V^3 z-t~U}ChAh*@jX)Lrn@+4L~6Y{D*tFC7^=6#tx$J|n$(EFUK9I#!nAt9_1QmG(TU0S znudRsVQ+zjTdE+)K|@o$t@N7-L3dAG@Q{z*@S|0BR~Up%vqCWXxR!R5#9;qu$#y~^ zj~lxnj*-5;zye?|Vh`g)tjO4>?a)GHRKK&QX}M&<);*iHasT3CZ!F4@e_hm<^%z7< zt16uwHndnxLmP@L(Dz`0wnr0cd)Olz+VLVQauF0s48N*b($CIJ%=HE8Zgwr(FcFJC zHDvYs)T>`uw!~SZSAhamq}7)EH`^k_bglv=f5LO=0fO6ukux%!|0-4uWAi!FDf?4xu#E-oI0SS`1I5uiqrN}1 z>pLWR|6l~yhfD+H)2y%KkIMpJ;mn2NDLt){=a_-zVirL%WI$!l1wEN$1VU8XGOR8Q{ksq&v%4Elj8ia_MhJJ~FHPNIo~d|xGR zk)u8IDOcJ2N1$F{F3^MpPKZ5uof@DQo7L|vOzWK->u>Y?T_Kr&-9}z86WwkcO`^@J0 z%k&72oAtTj@jZ&x&qw9gzUdY8pAu-332a5z>Ny)OG_zauDC`>bmiOs@-}}>n;cyh> zm*Uk6>4pS-y0!Pk#H(iKkph`Ovs6NR+$Y~^oPK8-Fa-C~y}%F&qo1P4Q8*V6SeW#q zH@K)SydE-M9WYxc)R)(6*zlp5G4<@T^h_C!4@uyMv?YuQgeyaC3_o=2X=^HtN|Y0hme9j zqd%9t`ocCj8Wc%3y)H-Gu@jXV%=VYcZ;2}<*}K|aL4$0_wG?I-5~a=+^%W#2?zJbw z{I?px5++X5L$h>y4Zp)Wt97=CNP=k5aGs_RyZ|6ccAVwGHE4c7rn-`qUdrCjm}fXRfyl3S}cLSE`7s zvdR~Bmkd;Lp7Pi+H;UknYl zk(F6H6xbC7a2YImpJ%(+=*Eh?izh(g42Djm5DpX!a3Ifra3IzPQTMKUa^EpbJ{M9G zpOL*;bHSEYj!VuvzV#Xu>Wtp9E62D8iuTmR0{^S^p{^Vbb>*2r8_#M`s48@j;M>){ zn|L+a;3Yjyt3?^x4Og0+vJ;2&1UkIG9Mqn?g{I3D0S((05@D-T4b;Z*9x6xQ%OlkB zqOpHAoJLrGS3O!o%$4A+r3eMWm5G>Nzkfq;j{yNW;XoYo zG&+ELD53;>LIm+85U7IjvLQulWYpipE*Hi6ly& z;3*;XJxrhL+tc=tXS-F4&gr1TWr_CF{mecb({bNYCiA6%T`t*B8k0#v-0mjSb=y1p zbzPVUY3?x`l8Fb^%?KncTJdS8$>g>Me%*ZF&X=h%JiUF5-awnt-WRMHt#5~{5*!ak zdRf$e?ha*yBXQ3rUL6bi50v+1bBdr;T=pVF6kngSXmw0zX~%TY}VSK=n0?w0(~; zajt*BbO9X1yEl&Iz@eE@61T!Y?<@_4#wc;ML?2q35$za8f$Bd%TG6RZ+ zbM>KMcSt`|s`^hpA<@(ZpT?Ohk+0y#NKUZ|E-B$vm%QzL`%ZHCyqYmsGUU4?6yz%7 zm+BhP)ly65Tf=dcLI26ly2^&C5)p5MYQbb7AZty?V(7clrIbzEus^THB$8rfh`>Mg z^`Kwr!vdeSVv7ZaeXZE4b?oRqtC2%;Le$%4bU`L|Ncqy>`l*;O%gtz--$cP+cv^bU zw_@+5jcu!)j82<*9IqGWK&24;0)r|&H@!cNn8s9y1Yc=`q1w~| z;f$M=8vd-OSMHOK>At6E^N*HBySlfP2Y9nqhwX;w?V^!DnOZ8uzOQn^J2fOXA$!3cK_$Zd zO_5Tn{#;RvOEP%sui9nYd+8^m30+OCAF&>J1T=DQ4V`!7wbZ6HwCYV%RDY)GoOP{X zdFb(SwrgH0k(No=`}C}r$vcir23|L5y1Ksp>_$@at+M;pQ})zP;`N*A!ZLeBY^v*W z$9Zl&qZLTIBx=9itcvvp-Th!T*oT`m0_`;Aim55e&0PRDU$D#|=B{l2EiEm5?CK(1 zfHuiF)!lw1cat+h$ALPLMh0Ys)(2W)47ut!NpT8U zv3D*t+a!kX{aDTbL^tgSMO8&h34^0TZ@f{76wR-4yivo&(r$E$uQk2NwaQ|@}cKWO@c@C z^xmq(Y10nBv#fGW_3iO*xxM7C&s_3=wbtvqJsg6n;dkS*5)u-xg0jt7-=CXIjE-h6zjSlU z%HC9PY+q8tJCRR+L4ft~%s6YDeosve)^p_fL75 znID~a)wg|c`r1bjefX*10uS_(5BQE~3avdV45$WM3_^L;^@FDom6u7SB0M+>%=99& z;IiIZQ^f6nwu-4)p9wrz=clw<3lj1fBorSXoz!FsrbK+C#A%!2-*t^zms1_{kOkDA z^ghp)$b~3y9<{*AnPG#(EDkdXXed15*pMH+25>4;pgDyN8}naRdCRd0+WCuL6K?tQED@{Cbbo!F|FZYcW!x+=sSvM@JL<6C@_ZpzUh!l z-1PBlg3x({EXI_d)za;e*t;Ot8sVDCZ-K#6FsRQ9^_;)X zH5}9L8a%qLTR0g(Mf;&D$p#k?t$L!7O1HERW$PNQI&OP9zw-F_ov-H%C7}rNj2PyO zYKho)fuKIhlGFQ)0mAyiBWiw3=~TBJmIPg7_bQFf!?Sj=3LM^xtGLL<;up z+N4fd1k43y%tUWBRY-EzX+seQ-HF8B!B4qx_>wN$dT0C1J>2jbmLwvwFfb8q!^Gu= zrU}_Z6cn4^XR1CFW*Uls#I&)Re4`9~jkj!iZAD_nz3g9O3s9v)lZ2y+ZW~76Q&)9_ zv~yqivC#;_+m}p6AWyj7xT=x9zc|{x@OE;NeAqwo{Nu{8rQ=nR1T^BM<$qyW?HjGw zeG-fqRh?+%#e9iHZsN3=6oUJt{J%BrCe(2sRWI2TCSX(S1EgOkwk1>l&%Vrn2Ww6_ z$*d@!f63^|@FQ<+neH8DfA#X^NDN?yChCE7^lJ9B9B}+wg$YK~1Un?KsKF43S6!Dt zF)4b&<)2v{)GTI#5@KSnu6V$fxu<}R!iHBs^idA*XZVIkIQ$H|;!Q(6HI;+M10Lar zX|5_yj*eQRYHSk8Zkj<<2-RCX663d|JvP6IG}pKESVRM7-4cDx!gWy_vImiGzYUGp z0L!lbrFCowkJxpFBMaW3AaDPzR&Qx(acUYX>IBZAHCD{Q;S3q!{BmDZ=mDqHUQMaC z?z{MiT*{SgqL)nASq~cMFWl71Jnu+**veSG(`+(*icRpSadf`j!FDizdWlxpk}c(b zgJdvfVgSEkI2zalT7E5xzJ5$5doUv35Zw>YS%E09oRs3%+K#6wzf0_U6C2O*b$dq( z%w)YQ{NbvpGV@DrG^5G>eT5HB1Vp;1$w!LftpWA>JC(eGv6g?=D}cQKB>)v8N;F+L zsC`T492A1oE)AIsZM~7fI7$F+7!3J8MG-GfzbhH@gUAb&3z3NSFF5Kf4I;3wL|n}o z<03a!>Fi1a{}(#IQps@vcy1*Ua3NJWdiL-42ohd?=RyzBOf_a-N6 zV|ygAWX;_&y_@y81fgBs^n@#5Le<62Ejk+PZ<5c_H=f`THLS+ZU`G8!hMUI6F5O`Xx1*Di~3I%@)XOe zE77|wnwjLr9RgItoD6E{>p*C%pSO%y<+%O9G^tkf{57pBGADqKfM_YHk`nTP{L@q+ ze4l`cVD?+;W~--$oUq(r-{dEAZ^Q}V`#+rS<3t0+TjFCxK{W<6%?i+)ShNDF$qI1} zG(iq%Y{Bz^R}$HrsE1lwdGz?^B>QkwwtAt^K^n<2aU>ofLKSOVz`)qzUD+<+vi|)< z&|7hWpR;mo=MlD0E&PBwmNi2UX5k#W1kHX{iI&N4i=}Ynf8$*sEzqZR@RAZr)_xx# zWMJUTA5!W}4a#(3nyd?;I2jGSm~lyPvE~;B8Tq}Mdt3=ijvXrXD*0+^%)Mpsfcv)B}9K|ytoj(BY@60lziSeQm3Tnc=B z)rJ#*HO=2&4&`Y#*0tL|-F0>FKIHg+qaijsU^&CdpT1lA>`RQLT4(%4ZnYU)>t^yv z6CRfee&~M&7v*u*>>qZ1D;vW$JAb~a$GD70Fp6`)_Vb%jpvm^avLhAu2V;e5Va8WU zX>v{y{2Q%3_Lb-&bpH+?>`_P(_c@~2x}W$lk}l^F0b?8g6?b$Pz`uU2ZqI`5n;mT* z9D&Q+FHII`@>OZI8hKn!6UL#rIjblyF{mDZnS1k@hd z5L~(9$?u~7UNjo$Ob2uCF+jJQHP^Eb$yQ?aywthkbPARK3s?9I;R;+}?$7b%M~`EF z;z;1fbW(}|f=^lA1c&o>t%VAN&UR1$0U|@&w)6X2yz)b0Fr(;I$HiC@9Y1%!|tItcR@B=zFjeiHy%SQ3_CC5m498(J{Gu}p2%bWt<` zR2GkMBM+~+$^gS?U972oO;I=apE)F0|1aPGRH^RPaH5ethH$T4vxWe_Pvno|Gt(Qs zVXa$QsY`p6;YY_Q#{Xx05v$$6Z3}<7=e^D{995KYw2^&V#v@Pu;$~Op1?hQ>)V$cW zWyAHn6I<-1?4KqBd9J3tpK<^)P_H%KmWeX{!z%#LkTm_} zPQ2W41t07n=>(#u(0#bPIcL0|>5RP{)v%h@Ucj>?@anWx=WodU&jS^p$z5g*M-B;^ z85j33I-ifNsKOe!lrCB1%xN3kr(w8*_Af>O7a3p_fFx}^Z+?}eg|rPVO32Zi^Faef zkXo79zq!lPs0FA`cI@?3!W>h7jUpHR)1-n7V~KXWIbdmr$0qGJ0?ry}<`i&$Jr=^) z#!sHu83$fvn!0{bZwS|!#lj>8`bTt^XNM_7;}Ze_qaeXi{1dn#RrqWzrZ<@m%tBI6 zA0)K9hg!H-?vNX)Y|@6{{rEqFE)u11uzUlKnVO1#^lw;!V{trO5g^S@8TaA>%ViO) zG`Mw_Yd~-|>YMS4Kh)4@+Lt3j9M{}XAvw4mMKc)P72fp`$sQFit+p+&V;?lPZPa43 z^)Jt?|5s^HAO%xzzssSF=ca|71)YTKn&$v^vO!}tAWfBMjWFFYM-rbY8#@7JGMZEn zmtdU1pT=vn*D}wyTs_?S>AOPy+qC)+)F6ZXVt;5BJ}|YdutU5|SB5(E*10FluIHX{ z*Z;@YTSjHMeP6?Zprmvt64G5tr%Fk8cO%_hf^Vqfc& z(k*H2s&N+#7DLU1QNCv1QW8NVxW7=kQE)xo+y{0@jb?@$s;~J+mjrI7y6oP~#VT&f zPsECjOfUJYAFOOet`PwM0s*IUR}6I8oFYs%A%;nzu!eHsAOtDMET}0U)rH)f6Iy$J z*~*MzoJ2^`_s~5{fZ7xE8?NU@(N)Z7=U2L5$yOs@%iX4chE?WYJi7w;!a>8sr%$JK z->y3zOuF*eN~p5^0hEB2I8jo{>Qo5(6`Re2{KOzvVY)i_-Dt?LG-T&w=&K*QhrCT- zvvm=1AOouWBG=K|fa4%DW z6_xd~2-f_oX#nqlxX>9pMwC|A&Z{r;G>ebpiIT>W zUaeq=i{?F_Es!+RDaU-q(hQX{ZBoHL5}JIalhbX7`w?yR^_pG*pXp+B*0Vjuj*;TBJx&TNB4 zs`A?L8`ECn2w15X6uW{=OU(luRs@}_0B6uVvP4;JeRq@A9o@}8uts2M22f^ds=fw< zfn}u*9Q*|rWIf%RGTYe8Siv#TEq=!p*01xuoBqdBkeJz4hahH%BCE(&6tr`2hyxQs zDdHF+swGYIil6^w6Rk7Q(f)G-0FBKrsC>L)gta+7TLAAtTwX>SA{-R-AhS8TlzoN@ zHm)Q8N3c<)hN(|8dA-(puw^omnNvHoS2g&?u1q`ZjF;h-cC*TZ$K)S3GYD&nu%x7o zUuqsT7&zj;H}6hVt+f}ynC)(W44gRTbiPC-A{C3GWVR_Rf?6SMSYcWWoGJ)9e#z=` z`(AmrnI=fjGQ7e<7)jnkumab5oz^C!5*Z4lSBWHSk_1`CkJo>i)lsrNRe!{lOvezJ z@+Kp@^wITz(^@B4Yj?ias4){0nm6!?e}-cVL0w_;CV2kWktF#dqZHHJalmwkmDc?= z|4n1Vkb6iug+i_wS%r)%IkeIrriKE5Cc0uQ_+0c)FNuqmsw^a%yY6`hRZd?b7S`q9 z3M5_~B}@D9P-FT70V{20|aQY;;{_Uc@8aDfVa=*|0b&k zVUb~NqvNc-K|5nu3bWmP!>P|j3^$NN0Mh{eK3-FSMf5fj)I*u7>NUz_g|aexL$%Z3 zoWh_%>&qwgbs&G_+X{v~4kj1_k%(aDpse^As%wBy5pi}?ab*oa+%%N-;DRV;zqOm$ zsx$q%&=U>D;y5q{(KpQVpr?bR2@fr@`1=bIr$2c6hV;X+^6P~9 z4;Zs~2_RU?Ha~EeQS?Thec+6NK8QXSb{EztD3bBSCSko2g01S{`|A$oJ8f>G_l)sY z&=IQly3@~-C53esu9?Dq7$I>jeE5Huv`S=jvq zZFmG5U`3_7iH$M)6WfU;Zh?fG$AmCy0Xttz$k5u%IOb`P3h zotuv>YJb5c3*edCPZJdFV(|rh+QBMO&2CsP@4!}N^_4q(bm6ST=2CS+9U#0IEB%iR z1~ z2R%d30w)PS$sg!HB()rK_T)R5Q%|(J&5;hB&QNQ}*elc3Cj+`SRWb^$5zZ3!dPGHk z3-ndES^jAY8%>URTgy7z&+DzRJl~ zaB^|`!AyD`tNb0TEH#jnej@wA(xRJQB5fA1D^GGDA@s+YV;!ZJB3Tg@ZGMI&)Q`I9 z?Ft$Zn4X-SJctIsFE!<(%^%aWeHN4|dOzsVvCE%@aqnV`pfh$KO*zT9KYVHuu?Zuy6P~uW4t8OchTpC|I$}uyoNv2oaH? z9ZFE=uFwzX@NbvD`ku*w7S#VAOgIFU($v5d%DbpMmRED;_DzA`2xe_l%2>{ykO!n2 z{>SWnq0|lQTcn4@4vvtncQVm?(W8-^XPt{bTM!(<60w6lG4nLa(~WfxS{g|L!1&UB zRU3L}v#crC6*IEU`wKgf6$Gncjha0N9L{BU=(lOz%&Vah2uO-66hH+_ zEcwTQaHzaOMs0r8ws#QJ_9`{i1Acg*0ntl;0E)z*#~XO1!!Tww=wU*HK4m3|7*6|( z3Ys9vlIK>Lzhr$HwJ@bk0-mu=6#`!)ZAYexiX=%Pdl_ORG1u)A|NA`y$&j4xBiOfY zd`?QrDe!6o?+bv%1I6ddW* z&!6{a{$;p)=HOAlm~yinaQ#_3j>Qm37OkZcUbVN64lD~*WGnC+8@*j?N8^~Nw*{^{ z;55CltYnVhMTW-}&M0~lc1Qm*ZH^8h=(ZVop zECl2OS_zA4XSdxCZC#k%;s1ciAw^xA&yO!1nZSxfX62ZyYS0w;yj>IY7Mv_}MC_UmH5|QC-G32oYn*G7STbK^8Llt?6^l}0T zAZi1hEvv)h=OU-^a$QG)OoyRdOe^|ORkQqs+C*9?&p&iz>N{P{CKFb8YI&kiBx9l| zJ}x5wCM6B<$auiXN!p{|24*WsK%0*i7^(to5SO}^=++fxd8M)oXBC)}e!vPZ@Xe^p z`a=n+~1aa~D)4?qcJ~ z5bHdE;O`@}G-C#c##XEmd$Dq}MkXc_gD2IvWISwgV?9ATq_R)kULK3#gc79 zgsN-)93Pdk1ic@Qy7g^l01Nk_$rvzvCW>e1gq?UaG-0-42z;YsO?&a-`K{Z%j+e(B z`xA5|JDf}{hZg=0JP%11`Yje%uW4NM46Qhb50Aj!`mH)Po?4j zxn%@GicZa81KOH!VMENMjnBtua?7{ng-lEUZsph1F*n;Ig_`5&;~ogSV2tA}mGGs3 zqy5dmE*W+w$*Tf4hmfo5xC5vh6xHY!hsvAnL!cUqXM36ynNv>A%=l@ z7kWZxTmAQ4^h6+YIYwR&DHjUqiqZ2-Uj&y|==XDxr|(b~j)1 zdJ%j`R2p>75nDmOK1AdZ7i%Z80WSVi0>PE?={RWSx?HzYproaKNWfaNOaPeVyy5x3 zoorBV?vDmYj~oOG6llVqvi80_)zV3!C#^^kaaxDw(y+-o5XqM#pr6#+ILyvdBKWgN z|6rplqvqlzOuB4d2`!xnP_3bz^eZ8>Hw7(Y>&XP!*|Boza{6CEYL~>_d}`6b55(xl zqG|1;`8gAsdmEXjBGNbTK#aE(LlH1L%KWFz1zYtM3u5*WnHkHe1e@`1{AOKSvn0dZouHiJ;noL zg_l+|)Ni)Sj692k1ax>QKRk!vbZ5NUySqyK?&bG7ay<7Ov~5JLnjQznaFDSwYk_ub zSd-Ew#1`%L{~Q*oV!pQJnjUO>X!GI*n2p z`Tw{8`h1^EEg{1MaGpe=0o+XJ3>_oN6GU^(+8B&kypx&(Lnw;EhDtmip@tBAob4py zm#E5^5Z?Y2NQQhdEPOl|l2z<`+F1CESKSR8+PS{{0oGPUo>y8*{NCJ~Zz+%=Y5%+U z2tF)QLz^j@a+C^*ib5yixT2P{3%r!|2dDYM~rI7w9Ik?pX0qc5KQT_Ugr&kwNQ|i(c*~q$U#hcugpDG-|k( z!`SJIeIrahp~0H4R#AqIf+}@G#$x#+TLTFt;sn|VGow-Ukb%$0>5*+_QP~T7WNE2u z76vlte-X^U56B2g*UzT=<34~WQ% ze%-@xS9sv~)3rd)cb~367WG!APqasaa)!LLS&gl-8YUCV)(oNTPT-~ax&%Bow=U9p zNh^lYZyE(*XWv0rMRu-r7^M)@{+wWg$iBW9lDHgawcFKmKQFZH2F`-4LPbzVmGc-x zbHzN?j|c|IV?YYjNSo3u z;aXJ02_}M_=d`$F_mg|_p>2+|b?=I^wvi^A$-as2v(+%^V_?oukE2*zUd_bfNG&Zd)~F?9{D=3-*P;NO-yd( z;W$I8{*|(Qs=*Rn1C}UkNZU<_zM-^s@n@Z@lxe>0vqpfirQU%MzD8RPoonoK1y##h z+@%~X)M=cf&lzsdMHqx$Ury!o7RD4hyaBIL(TgAjzuOE-D1*NQ=HPJ8Ux* ze8}KHKu@p9(boM8MCia)us)17ShH}BNYAey;HM?t5>VTEc)_2i*y1&FvMBiY;2xRj9v_YXv|_86n+}#!qFC z`(w%sUT=KyG^!c)5m%wY9X1Zk!`lgBnnmlxyt2@09=-}oKsb2A-p6bo*!RE>nxDK+ zwEach*VYgJ_A)o;ssK;pXh^P22@XYH{P_2`skOybvQ0v)w`o-JP~|dYYtQ`cTj-g_ z^2NY7WN6(}YSOBD2-2HVNyL+ZE>M_V^c)qf6dc$5-7p&_kWCs{3l#uvgFq^S`WU&n zs`~*KgBit#H^=-)#i3LMO#}2X$+jtjC8{Cv0GSM7a{uw8`LF~eaolWy%I9`!+WxRl zu&96SwJWpy84i^U9NAWqGTo@FqP+z}#(2(spbJmed&|m0^@;!`T$cPcmf1PS zCkFW>G%8IdL1mR=RkUgH>lO;o>w}fJg3eEY`+jW>_K_b^j?}&$u!(Ta-DGMRkUgBR zwflu;^DTs6WgExhFUP*z0Hq`2*MmV+GR#XI*Oue=^otAHkppaGd8Yy#t+>uGhzNs! zB7zlE_*QFyLqbA2xLAucko4#yCL&7vIrbd_D>z}IpOht%E#wn)jTt41gH#vL=FU(u zldR+asGL24ru)ieZ6%f7A|jX_=WwhW{)g$v!>Qk)&Y|f-Bf2qC=4{Ux;ziSaQIn?i z9anSy_0el809$bI%f&IP)D9~oMMY)q>!2Mw+Ut4`MnPCk8Z%2k&)tA3$HQ*Y>(JGO`A~ zG{5$<&IJ_dPAzJmbtc~yZZiLLd~`fVOgZWdZD24TJKRWC=T(#sfN5U*{^@`D$}cp` zoa5ndtC?1II|xm;_})*8)#q+pg)wka?1}@na!~IdwvrYPA5Z7Qz$tg!17RhcQM}OM z;Upo$^P^-3Fr{AE7J~!9WEL&`OHi1!oW0Nh-3Ffo|V01IhI6 ztG;C+yJqQ2RYm_p08y3H>GDeRf`+9psr|4)NDliB1*xD`qlfb1Cc3jzQy;?#I93ab zzPz!pC?1F5_Uo)ehKCMTd$b1x^A4Y?Y3-hj#>VvbB+P`5&HnOcQ$Whnyed^`` zHU!cQ)G<&33Bx&+Z0=0<=kKV^hV^|(n;%Yw9uFHc=*};n-5o}H3pt#8f9P^@dYYM; zxl*SR9r|JLGu~2uL`VdDHMyFOLbRoqhEGK`OSqxgFWm|^#I{`=ulVErL-EXyqG2!gEuM#<$ir+ zvS^WE%6jarMT2PFovZV%xj7g%dD9*c7YLuGJ4*W5Nm4oAt2P|DsEf-Ae3#JjjEEzf zNyi~n$BD2TUD@eVt`^=iSn*_?Y6XO&;J4C4wKn3bQ=l_cq2_pThJ``wwMm|3-tmXj zSgNEbAI*o_cg$SMf-O|>0+ONRBwnrN4cwVL%8yG_S0(r#1wE1ZDwH=6+@Or|x_y+2 zybV45LGuj;87~XhsGevqsnT~x89JWK%QP>uy;6_X?3!~XFs@|)&q0E$r$}CK0jz-1 z`K`gO66xrXwoiR-l*y@Yx!}4g_>2+n^=}~`-D2^O9n7cYU7NP>+8;LPT z1lH{gRR?9ZaZ7c{(aCqs$-j70dYKyBZFGcjXdg3JKEcT5wZbM$SLqt|eD`T~vfWLG zYg{wplZ~VEHaidN(xgJzNYU@0(qDH-w{^RA^!!BaeIa+0?DVZLD=;(>#qk?ekuC0!QwIyF|lCr@JY7@|^mif`JFGI#PJhIKS4j^AlF! zI2FS-ch1%IaHU+f)*Mv3JBt!Xn}GPwZ;-d0pV;fCoWFkWB~v=FbwP2`qyxk2+lX|a z1$nsVp{-4n=DMD=rv2{A$_pMrBmc|M(ckIK*FG^t#nX@PhK9}--S;UFA)}ax`Y`1g zcBSyb^wV97514*UnZHJ1SCl+p`hdzbgI-R;K<+?})PJ^E*?bO3`n}IL@iJw|qJoF# zCznS@D%Zvk*ZyUiRK?})b&JeVVeiG7$Z4b>mjfLVi0vx}&Cykp>^{&J|=jI*-GFpif z)V}s?E?U_S4i2X8uzX%QpEUL9yubgQrMrW}tJT%#WSrlhtOq#a$Sz@_J$WL&z@U8H z;-V!(IYV*}p|at2lOiW5?? zUz;QoGwIg;d&E$fBWJa5pcCgJyN&qj>hNPWD!%ixXDXDx(H9y^aPe}~*IiF~ohqfw zvGCJ(yEE5sT`CTr(0{2LuEetn>WFVDI+$bNAQkvYFDWUhyBNCo*4!K>^1g4?w;Evv zYj&O@T#L@>Td4+Vi0 z%)7F#4%&M4Hy#!iM!w)C9kUdGYImT}u!d6{k*<7ZOZrhdM)@F?D9y4Yjfv4)WqbVP z4j)f7QCcrWg*!iDBoual3<*~XmZ|;P!qp^&o|yvyY-VxTQx%z8Ss?rSBE1JOUva~`+9D#?_}-N9k}^u zE1mR2yNOce4vh2oH1DUC!ssC6yUKiJEr~LsZp7y0`5b5>@zSt`Ffw7fU)GV$e}Oet zE1*h6`E@UsIbXx!gZp5Epap{~`1XAEc$h;~aQoH_b(qnm1kS|nSve~1#?~~cjjjtE z$Gg&zFI=LWZ<2@hFS~ysHIWHeGvuw7dr^;a-87-tw_-6l+&nX`?9cglD3`=pdqL>p z_|@bScFbBur1d?atGfm#$ts%1u9J7NGZ_L2NA($M-nEUYH$|n$IjiSEonjjmPSeiF z?KMC8^H~{!pAgF)JTpX#tz9FAJG{67h zFrrD*qq+tOkrhKAp$$7xC%LP&!7Ea9yCpnx3%53fT8!&453Kkcu-Hr>8&$~}8zNTFQ6vqo^gAF9MK3{lNm(KAK} zjqKKW*gRhsDJvvKr2VkDPooE{^1pmcquJR$mUY3s|MiSETUdG@qQ|RW=iT?}ds8}H zB!iIXr61hNXjo~RJP0Ab2||WvSIDrkL*nSOIq$@ZIWz9UN4YRmL*%DyMd5~c@~FVR z)t#*iYG`R)iOO~#W4p@I$W~YjDX+Av9onxaz|cz_oI(vEfbL^zmQQ>i|EM(@H7k2D zMHJt>{HCJ4^S4RC^d!fSlI7m}y#{wgwFn$}bDXt9>;sa~Lv&sBn&+{NSV7{a2QYiN zZI2L##AQb2HRcb=E`RbO|H#=gyEv;+{~;`DJsRga7mkUawD-xC&->#;RDrJV<8^~Z zD6C5&Qp4K^$qXD>u?ty-{0EIkXyW-}{FV_TYXULPHGGakm%_EC(gigY z=MEb${|vclLWh3Q{KoF&n~>y`A9-`b0&g^Lg&JZN-AAM?sojMsux3^AR+azRyj*a| z8_Z6cY?zT8?r@mZJ9+IHVf9r_ka~J|rq3ri1c3I&zP!@@!ky=|;%u?Q!=s=9vs~}S zVCl))2Hga5C+Bz9R{v+7kJs$^tV$TZ)(H`;dP$FY3-+3!eD|okAL`f-Cy9j>Pwuoe zR)E8k@~m0HFfy`sc-AbbaY9z>tI%1@YkO!D9<(NxfxBSR6L3Yh5Lrg1mnbvYUyHb= zZWu2gW<#>5@{w~xT%4EQLFl;Kd937e#7n}d_x#c^_nN7-rn{Dz@p0kRRv+t26 z8vDNeI|#+{d6D5_?P|i)%SXv0qzo-CkS~1`&=`tf1ylLCR0B4I{);gY$m7)`4@VDxns=i8duZ6b)0{Q^f;=2qP@JPo=|4Sm}$UzRzWGq4&C%P`(CF!Rs* z`AJ>>oQ^E7BaK1eVOR+;wHWj!(^hbQcqBjUFxRPce-vb4*Sp~puO5G1HbbNy$D9=n z;9K(#e47q2U~my1t4t2wNgH#4`?F0XW$>yGPs?HISi=x#hK zCaukVnj45D{V&ZS2!lA}d64Kx?cUfl@EsC8uxD#4ZCHDH5UZWWJv$7Zmbnj&zM~i* z=Q^aZ?K}9vNe&853p}SX*_R1~pZ=zkVej;WgRr0zJf?CM6WEV_jy52BoAZ<-+U=(A4FMqwW)>#E(cT*O33?^wR?&MKad-=*oFvpFBQ;GCyyxk?i3J+Pl+KKFLIdt_X> zHd|m!DP*$pJsAF|?Io}-RHpY2O&4leco%+sEBi2MUk#=XN__dK zJ)+%cB?vWMz?Jy8I(;+3Z!9lwPwVppTpIafz@&I?RraHmhAJaf9{f_ zH*LI#5PG||kZv+diFG*Vd~EYx_!yO!&)j3k+|<3T%S%UWRd&Wz(|w()#WbyKrUnQX zLyO|}uIsyQ?-!)>J^$b}ghwzEr0%V_l7>|{JkyDN{A9<@BI&l2`k^5oeErX%aSs}7 ze276P{w0d$CxuAw>uX}v70=d7t}XH+&l0uxtg`x!2EfN`RA+B1i|>nVV($w7MUMs5 zP6=PNpC(!LBJZ|#`1TO%S@j<_DK?^9*-Wl$XP%zXziYLrOc~gQiVvzPFmZiW+)k2i zjy1D>A&O`+k)h&-BSWz-c5)c)oePDWVuq}nc{zg;yM!Y1R$%@HAX(iKutr~$!g>`1 z;f9R2ZZGj3!@GNP)7Lq@heZ}4+cVv6JJ*;iD{g5k9t7}_;YU7oJl|tW%9P9Z(O;Gr zdegcx*F7(s&xse3qcJstj>Q+lwUmfOH5HTRy{w=Y8Qm0Co%A}0yh5UUVv@0QCTDcZ zk<>kzyrSrm`)9)0fY6zs`wf^cai1tiOyNKTN*3)WILv9w2(yE1Rcf-Z6Nm{6Ca7#w ze~?;kJ3z3C{*?Wt-u1d92NXd%g@x>}r4FcTMbMlI4xo3Zsg;Zos?6ctorq>U##uVPh0A(Dmy zU#Z$7??oN(AC#p*mne^N1cw!NxLH7A5thcqf2ibGWLi$wR1ZVP+@izU{aS1IN}9&a zD<>BzIQnGR$R6IU_bwbn=tIr<5k1z@x>uC!tT-Fkw~w{8j-P(+!TAf!d`U7WD&}EB z6!(WIMM8P$w2zg=% zAvSexJF}|sc^6RkJ2wwar@*?aYAD-S<2~l8?ff_O)R53q2+{j9eP4eFVCuq5MiMFl`6ZZYy7h8w*b*yW4mo{%-4flCh;=YefunQRE zZvjn6)XUbeUxIg7! zS^cqOl`7*?8VGR()6v#X*YXFriE(LZw98`fgh{D;1}bjPtmc(Nn>J1JN;FU7e8#Fi z1l)O>HuGr&K55Wmf0>E7k)TO;?Cu3OhJk2x{bzi&F|sP=?Bik>;rI+v1(U!H<9@Uy zho{kfU%t+6B{nKhRMPQ>?eTX^M1@FSm*S{w>Kcb zwv*0rQ%ALoIED}>SfgfgIfVYKxIFv9#>k@vkICtKDAhBo-jj|`gK>`IC5^P#c00v0 zekGSGf6q$_4LC1oXd2NoN`g^HwD056hmupht7_bk9i#iKKE2p+(-4z$g?G@q5ixdT zu=*!`$&$>#U1-Vt`7T7s8kjXq|HAkn7ZQ^|BgpSOFvj|7eZ%&6>=7^TCUseX7uz%r z?sDi9PS8&QUKycUz4`gTw6TEt)=5|5A>-)}uk{_+hZ(%67>n+(F%2p>ic!G;GOz&F z@btku@|&?fq%qh$&C-T4lCeTgh*Y#uA57%R{jrr^<30VkYvg)A{qcVP5V%2==(iVj z6u>T?u?y3i6#7{Kzf$Hok)}Nkvv}VaA7tS|#Ng$6n8@{TWi)2>r)-Ac=i-*4hwTI3 z$Kjqh-{D41dE<3Xlvt_IOY-Qrx$pJ3cJF`CwziocL4^i6j~BXWNw&XcXJHHs_(%lA zj_dlcX=~CTkCaYgKapx#6!%8{Q?T9#D{*j?0>&rSo6{=V95|SdLVm94u?Q~a(lUF z(FME(=Rv?&dP&cUMaNO|g7BhuL z{XaJh8^H)lEnIFLFE(S2x_PTNp5V0LB5YKtYuA75cnztvuiFwMOnd&cddVsg#a89* zf^{*yXqE5ryE#2}-EQ(1A`HDxmUSoio4&8TdRKa?USKQC*?OVgRCr|&6e_vkgL@DQ ziUextr4M`#Bh31FVUqF~#XYVsjS>75wtx#1Do{|!-s!J4|C=OMz{#=VWMM+@gSGE$ zTSkuO84UzGHVt>QP`0~GQAYnl)VZqKz*>P07jl=`$Vc(iz4lucE5B7UWA||}DKnpd zKOT>_AJs4G-V4phd5oV)JVuGvM5#&#?3W-_ZdMYib3t!&MS5f7}ne1 zJmHPhzAs2=adDs`_3yd;_vGk80GQV@kxgT)gX1QG`y7*0lb^XCg|h$T%VQ5D=i~7c zl$NoD(1?%1*Lg9Worjl&c1^V;>F^wl16QRel7#JKmgg&%H98%J+P3wA#U}^6wVQ-> z#p?>Pd;;~*L&3@5ThEn|M;& zpwQV~>#KyzZ0o=u{ay95$ALAv{=o6IOH30*DSS_S{J~U&)s58*TixofR0|JJ2{w6( z;tzvY$n=aO%S#L1T>=q1-OCQy^YC^twSb|r(v)>0>_G8&^arWBfV9P^{xHN4!CeAb zKZPJOJ!y=8BXQO>Zo>Z~S3p@&8f0o}l!~I%j)ddB2>kP17B%3zQf}c~JX>)#UBukH zpD}zLY{U){Kb+64&?BHfxL)+~DE|VpCjFLhP~V{3S%ZO5{3l+I$U&r}^RnzQ#6{eT z;fpE~M$NWAL6)sZyM~SHSCc4^#4KOxKqX%n>`~0w>#H3Y;hx+_iIEb9)1^+h0K;N) z8|_KI&B5k*`BH@^dj9Xx2FrCL3$DC?2erlcIx@W!jAtPI?r49jKT_$;4SP9!3!Z8G z${q&@jrIl+iiZeE3P%maD8QTf5etHL>Y@fH+k^{H}9$1;jWt&cX= zbpo?KL;CvqY-UF|pnonF8WG5YcWQh{lWHf5gq$ujt3x6}XTVhSFcb}gCN-;vBUtpzGl!G#1*t#2!KPNR0qgD8KESWpKZ9{=Z>!Zkvd z?atrT+Z9^mAR-dGwY_|}dKsG;)Y(fXC#!U)Qi}kc0QC~{2MbGOH@89`G8_j(yM|h=EwegH4ThtvY)Flr zV+m}hLW#?l+XT*;6N4cpsX7l{Nn&3HSL?Q)Z0W*s4MQyLfc8K@gfb(76crMg6WrE$ z1w|9b&4Xw;Cu(ZrjS5H*O!?1luD?RTWqkU-FdT^!kXgTq+fP5?Zn{2Kt%#_QSU@6= z3wR|ux_Dy%x)N6a^T-4L%kW>~@ulg$d$#qEA$z9TvhCCL7PQh6-c6_a$vRRCCRa2k zWlwC|sDgjihRAn9+)$<#d{esu4v)lO2J%{MQTy>!JI{ZJH-)TipPHi=qH_8YCPwl$ zza!E@;!vrEt>sauU^<-fcaJI`*gHzc!jj+gWkI7bG|A?nG#KaC zN2|5h0ClOeO$ahCdK5j<6)}J|D0_ZR`j=?*ZNs#AXPB@E5sB;L-!&q24|YUoR0j9j zU6;=lJSqS0#ZHG_>~l$1QFH7~?`Mg`H6GNN2x28#Yltp&OMq$|9c=zuQdg9XY@GK^ zD=N-c!|2P%P(C%ZNFrxuU10PTxjs}JlqsuX-L|U}w-zA#{T|@Ar#~pI?Pq&IuohfK zNHj`DS4bzX(0CXUCKb*c8R60bNQtzRqK{a!Zh)FucuDYAx`J-hK?(SzmecjA8%aSC z(d=WU2$4ALUDXYBU8EbMWqf|`Dx%I%i8BJ~px~a`&j;VT`}R#x^C?l_&NLq(@$j~ z$Lc%9-~Hyk)A6Q5)%-#XpU5N{-X+8^9Bt$=^1V$dRbVpP0rbOD z-1GkdDHqVFe0S$R(}D^>N}ugjbgiI#A>n>KEqhHspQS;@8z(j`N!{%#0PR<8l9$;8+t4Q_ld$IXZwQ3uSAXzHFo%gVec|Z%+$fUH z8pF?H5Dn8BF;rH#IOPAM9-kk}Qw9dEwH6H=rhV|BF|EwEwza(i~AnY2EQwq3KOy&K70Lh|e_+Y1?ZDCu51wVE}F4G3c*sxk}B zw!sDOjD>iLJF*t;>6&F8DD4+dYU1L_7cUY}HuHVQ zlhj@N3tvW`tQv@@VxZ-u3V9X@{ z7HMj@nxGb6+WS+)Eg_hKTjv>{259{+ZZ2~`fBB3^6-Fx`yfe!czX+iX*ZR7k1`u89 zRVN2pgvx(O1RH@GCf*bFmu-3ZHkfy#@Hw1Abr?Ge;fH1gk;zXkc5&Ty)2_%lZX0(A zf_RGJ-kKdriSF8(ZyBm?-gdS)%t>LUyl41O)E2cU(6|@tTwvQhqkToRb$E% z&>I@Ruo_er%7=0R=|Q3M|9hgAX2$#$4JC+^KgB1DDjtMol5joBMsk&;H z3PJKgV~bZpidzCUU#q6VN1=Ca8>{G>&s^n@+1$!+wG)TvA_yyR@sa|LLzX^5RYs84 z{v7ddGHtKe5MxmErU4sSuCTt_^2Ru`4Fs+a#Bv0eEt4FkQ*+I_aeeD7dUu~;*Emz-{g3!p&HCB-yIcX~_1I7qU~C-915 zQ8}XpNNLeSi<4C~LQZV{&8kRg61X>d3H z({|I~hxKnCRz-eM=Gpk6I1BKyn6;+k`@Kfyyb^mC1$VZ&JO9>I_~SD|AV=hBc!lJ| zso{kLmEotV9Vj<7tWWewEw106c3%Z7*=}hCol?&h>1BkF9l-OwJCwyfD{>B`7^v&?LZ0IJ7ggC|3PX8(rryua1(;9 z2GorTfJPo65hxzp$Ok9AgOQKt^u3t-3#?h0_dS0c-XMbCr{GKw#reC|bJ%5cta_N;MrT!U zf-q4H-^q4#8zsNrlg~+cCrYJY6H14EBL_SsaSU{W7TBHhuz8ySz0~*VO`f=Zg5HjL zJJ>Jtj*a&J2~OAt<gL^;VZ5s>pl?@oC%kSn)-PTSdJjwJJ3OgLXnCBV?1=($+;C&v{nM?2 zw=MFW-yq0P(k<_^>iTvSE;p*tPmpnaUvm7Va-fUTrUU<`c3`sf7LqPmTPNA;yT6bi&_(P%5`C z?BorP70tU=d>%UIwVe+0jA??1c__u_Q|V(Sk2#yev5|~5yQWCm$OgFWJ^EVm3ZC?o z?f+dEfUcmX6_=4P2JLLY>vWjP>TmJRH0b>#hiph+MpgoQsj5C@Hx!s%Bd&pi6b=My zK_FNI6NWo=$w@eI`-`pJOQ1uPgY;H^x_Ka!s&JA%qjdbvkW#Vk-XH?h>a_G2pDZVU z^PAb-Q~HRu5UAyaM?%CYD~?0K4A_4PL~v?e10~e-6Tj+Wys)kb5E-34^+ObVd;))>Z`~#)`3}DOFq38tO^CgM4VqhgbXACOc&s?uz+i z5g`k8Wjk&{{w#0d9Nsda5~PiAI7;H>;K-y+{*^xe z9O2hw;A2L4#TWbD!$Q2{ctec_(^4gTHYcYdR%^mBT}+qp@2*Yx0`L-c67GQ{`43YS zkp{3y#VAtMrhI&8Y)iqH6a~XP48Rcw1avIMqD$S)c(E;b zJhbN|?5y2T!I18B%G@L{A$TY0TjtJqC5Y6M5~@**{(h5hR<=K$ z|4;QH=v$2hj3CM^M8wRnTHcStzR}=RGQsITO>ABnv6?mPfb2r*O6qY!E37nX^2iPL zzo{$s^v<%w-)>Ldur!U{nLjtZc>&aP%{`UJgy2E%7`;9BD(&>0r1g$Yj@OLPEdsh3 z63zRBG(dlp;C$L*Ap9`h=-*PadNe!^VS5UaGLYK+`?EZmj$I?$cRSS8pdtGuJ7mtRXd{G58jy|IfEb zQ$rbTvpTX*@C|n`#Y1X)B*(lY{7j$rds^rDYpVQ#A7yQNp_viY)7*-^MOhzv2NB(%r2XUS_JY64BTiYxel4q?spY8ORTkhD$e(2ma27xaT2Bf}lQ-)j)#6 z+T4H^i9lYKOs_;1@gH zfWzMG{_CpxbF+L=0pa5CR(0A-J_fF*xVUZ@ukNh!Vh>B?-A*+F?P!P2oK-YR_;8?7 zM_pITpuA0YNR^ZZYT<91qiYa- zs#wIubyiX7BNzr^?&q!(^}{d)JwM|pQW=3&@oh!r7T8A zKN~{{mzgce-Ko)~?*~j`|A=8S;4+h$EH8&+Mx~ADjn>_Qteg zr^_T&=h=@di8*_Z`F*y0V)73u6*tiV@oP-CCZ*(RS@Mz-DjGyfizyBg>j=G#5p{J` z$=$dvmYsE~o#I66TKtE^#0Tf+OB_$;a4V9;=g6{IU9`E<+8Y8+ldmBvLVfh}r z#f63Q@LLCgntNRR^{XRefd@F7rw>5}3`6|(S#y!l&(Y5Jl@w7-dPR@?cb1pa-`t}X zEA;jC#Xj0wU48?Nn!G4|@;dXdhnwN^U#K^VZKV*eJiQkJBP)k)AnOP&f#E&ONo@aQ{qdZAnGN^_}>vR?1j% zuITddD=SVhZ!XNSSJ%&^BT|WDl?a}7C6i{GKrYp^awv;kuOwonu0jS0qzdFPX$L!U z@^eY5A42zfj9XBL$Kc)Fx9{D*UnT(K*b?R~3TjNfNHn2$5ton=NY;QnzeYI9HC?FD<;7JLoU$=UTv>}(Gj^i zUURPsWC=X$d^t2$B+FRR={zkj4Hy9^8EPoW18Ujg|29JPyh+V7X(`Y$$;6QbtuA zD=8R$xKm1544JYv^DsbJJ#&V;=Klpm{GME6h=Q}Yv6ofUV};U|6ifRw?@8&>zPFu} z=UTCYw+0k?Ru{v5p)MSfVECCyTE1o0vaJ19YKqqfr5>mJqcx}OGr4YN9;~{Tj56c_ ztXQ+3yRrp7HkTeGJmR8>yN|BMA=Strk|yi!uDJg8Ls6X$z0+40SKbP77hFw{RQ7A6 z`UEbk2|aejb&6TS{acm-usSaU|8X8CtVazRAlN2yCqVJ|%IqB^wNF^#xbn}k#bRqtg$P54I`f4CIrShC9Atl#M}K5?zJ4HUN!d&IaL%OT;#rT`pS3|s z5Q-vBTYiySa%=AG+ops8Q-Lc`0U(gKya3E&OYiEz=NAbG%4#e(>_f*lT9!Ba?2nhoANEU=BMTw(%H z*&YEZt6L)=h z?AY+EZee&ohfZ@mPW(Q6FYflT_FIj$Yc+yX+w14k+G?Q-tyFMiwC4krD#9U5T^QXI zU4id0C0xjx0j159-=Wb%uRJ>U2a&e210NIJH4>mCTE?Hf^tQhbsMsgm03@Mv)hk## zn7TJHa@PS*Azg9e;1=i2JQJ?J@g{yts9yH~qt1`}OukEifRY$#5m3^yTFH$cW_f_h znk=9hdZXpZah^WQkINP+vD1Xx&Y|q6x)l>eaZJ2Z$F?L9FHYjb+T62M5yny*U-VOV(hd)L3Zdzp_+Us%iUXsQCDgqK)eFTEM znvJEc6-J=Y^40`jVz2Mmbx(8&=Q;P2y6q6HP8Nrk1GXH!3{Lci38=@Mr1eLtjW3u2 zw&eJDg7X+7+Uw`{ma0)fqr?CrgsrdEDo0)H`eNySEXdz4A2&vTjux~!*A3x+*+CYk zywqU?aUgN3C z1Tmf5Ck^)n;97um4u8mJUz^|hp7MYM>FOHK?yG}s%u((V*G@)oQ$#4`HzW(d4<|-F z|6^|azL*OkPz!iEVZCkniaL3{%vrm8q=*{qP>ZutHg|ly;JHEcoJk5+p25J5{}*uF z;Gv@#*V0gP?L|Z6fuw@O=g}cG8AuvU{_{BEgu(~s%89IAPppwDTqiK;XUrSe{Ryh5 z_Se`?2X#w|)v8ebPK@|1n0YlIdW$gmPusS*U-;00!l=08F4_a_onju!xfk+%^VEbp zS6kzimsd}YT-nmOJg!ex|5Wv`&2iU{+oSSoJ zRbHd;p|9>~fyoO+9<%eHx@{WR3N3$BxAaBtcP{0GeR{|Eo{~!nu z-1|YrPgEMperlC_**93#WmHvg(dE_dJ6|Iq@A!fet?$~>^al)%u6@T{%_B+mLMAHR z(NkyAKdGr{^%BTF1Z3W%NwY4cu>kVEE9LNdnq)|iBe;%JX#U_H;d6udqgS&v{=arh7!Wr_4VvaX%dtnJ+ zWwcWA%_|qf0dD=QuGpaAXycUA&2u|At-_A^I5`ykEVE;_V%7F1H>r3$l}03Rar1OY<+Q%rqVvu4&5ciJ#s;N~5VYhgra!Jt?s&g+aMYz}S$yX(0D{&L<}#)A``Ol`M~G6prUsPSv<~Gi$?aCX z9Zi9#c&#H=;XaVV-R@2-8^&3(KgpthE-E(`+=826V*T4MUUn3su*lJ&O|MjXjx9wG z`$a^mI1|IZWwGgHzuYiduV#|IZ~)%ahz)z;ordia6tkn==e0k>>AT zO~BvlPaJ*13UvfD$R?`!Bt(na-95=#G4p*t;L))8>Hv&d&0Uv269Oq>Xqj(eW#LW! z@HckvpLU)A@O=B``D{<1BO-mqs4*F1i+lGz%2B8Uy8pYOaF;{rrnd6`aSQH0xre&M z+y&^pNtSgt{f#{O;>5-rp!WLXUmfurRCk1o%VnlJsh*;BE9P=w1L%mTIe&0`WI7Ru z(M;CV{R%BaCNfM+Ug6%K_^_Yj%K_#u{nO#Va%Om4bti6luV{Q*d%o$NeX^#a>-N+O z2O6K;)+0f@TlhfGGDuf7pP8-^ph%yv4?^dP>7r|(<4c26wgS4)v-{oq$p;Y+BK>bk z&-s%^*M#3qgw_UaA~StUs&h8&*Ij=BWGR|}q9w$~*c-6rcMsutI-Cd}d-tnVuZ?#cK)x zkU6#IEi5IRfdrGDA8CkTjq5W0T9KWsdKq|peccU2E_LZD?=hW_B@isJ3`a;&9^Si+ zIJZ>dVJd1aVCem3PZlgmp^^wrnm4Q`budH;)OS~4tN(Km0uL4PWodC{Xyw!LF zZXX89T5bx=HG&3W1a=O^G>)HE)V;Dp z?PeVUjRX))XK9KF#zBQ)V&cpNS_*4IyMIk%{`05`^AY(DJ&k;M5(-}^3Ox&|E+f~KQ7vaE{i!Kv$!BUj#m-5ZA?*Hd|n zRUK1>X$Bk!D1X7P$1+E2sj?{zzSvKfCRR>4`0VpXAmbYYf$X#Zu+(OUZW#L8KdkY6 z5C!n16Gm|Zb+m8v zPH?$hneyGa%`-UIlK$mzA%em!KlS#2Ur!vz5D-|o&&|CrbS5V{H(nfBiYYx+)K)(B zKoEO>h*FbR#9CiUA%dz}z?P-r?$$1UxK4pTKaZA+eWzQZ;;u5#Eq(;a2E?SR{LiEM zv(#zK0v!eybE}JCbSz26JBgmQ+TWICLyiP>v_K|U05Ulpry@rGn?=C^Vb-0DsCaDI#^v191BspT&`89R$+x(}}DexiRaioZ(Wo zty&k8F~b-@6f2`F>bmOyj$eax#vT zchD5n88QP(p3bC#WAxTet*BqCRMUX~)$saKyIe$vYSr67MCst*sIj{FHrB^vljz>W zEi4i~9w7MW?v|~(sr$bNEB~~Y`2yhD=bMq3O%8EAgYbjLZNWDUV0{1;o~CS>NhT$( zn3GKR?fP3XXrKYaRMANS3kpMtrlj2K4jl>UjGEsEJ{pfbVR5rvCAYUw{`3~GcbkXl z5#oVifLo04&U0UHWItfB^x@~|<2EtLI?kT8wHj3^s{~I{|2^FSN#Sb((B+kDitfRG z=!W~HY}DJp*88x8y+&+S&l8Xaz>Kavk+ZT~x~frQ$l@pCe791qqQ6cfLpBm2DUF|D||%+1Sm1iJhFpB_vQ4S@gtu%3ljoLiUYn#pXl+(m&)M(m{DO0uxzWR%#FKnEz%!Nb2OmE=068`fkEiVM7GPT`0I@PlX(Ax) z{&^Yyb%ODLud}{-ey~B&fA#G{$|;>7%wI3M1c;J(dMqnT((a2xkm9?*+psylBr9SP zJXQvzW9T&TyLMeV_ukqO;Kx9;dr2}wn>9XKx8!exrad|$0p;jY;%^ZP+t8otTl-Uy z$(|eeN<_I1)VAsmZ=az}YA42|Y$S+66^YTO7}fPu}j7=sz6&JFUcJ;*r7 zEgM@Dk;)j&%?D2i@D>3r4VS(SY0Nh6%VwLc<;gtgrOEWx919OieR^ftyNOU>fM(F0 zw0n*B%X`Q4`dlZrY=M=3XiM*(Siqp$=MLu^!d0NOb=(LF+z!}M5)pYu7##2JTFd{7 z)3ms&K8Mvy#MCW9`;00J_M||aq}k9Lyq}<-3bcEs z6W0XGXPut0tkrD>Mq`Q^9e?`&?3DNXUBH#&OfnRl{b&p8YaY9yA0F>X{1=hH)o?Kb zvJxC^eCl<0F}!JaybUQ~X?PJpz_Zhe;5WX@?$}mtg%TK;v|1(T*kJ=vYQ<$rZ4)n> zF?n;oUoo+kG1 zqT}LVb|?i;)~K^udp-|MF(?7c%Nu$5cP2!Hvq0M(3@QOvfOL_Pi{r*n+`pOBe=N-h zQ5w#>W+K0r04zeiTfS{?bxX*%1pJtXM+}|bcg%kB`C>Xv_ZakgI^j^JuAgGH)0bZC z-F24hv=u`ul$K4cE9Ap|)e?SfRoghx*vEi`Q*Win$3vCd?$&M3G_1nd+>+AQ=ikKs zSqCeL8Y!GeF=8Sqck&%mOQ55D_AQf$GCnQM$EX~Lmc=}6Ut(qmgB zR@}cshh6?s18*IraQU@f`I&xbs=riL70=|^eY-g`xO71CMTf+m>m$)#|P_^YCu zcp3#Z69ib+;8LpBbxl#i;~k4>2jFv7U=kWyf8uHh7MktslmA%oBV|Nic!Z`Q;ACbm zOnaKUmlwwJh+?)PSmXc65h1g;h5*m}{roF{So){cd4^BfktyI%wkdj3dB1-`(-4RU%{OD|zO#Hs$I4LGhF%5n7r& zRjwFkPv{^SQL}NBH3qee|FA#uf@Mq62xt-j6(-3*${-f#DgjlnXDTab_D2=2&pvcF z^S{@13JoBDtn(en))|h#hu)UHcq}jOAwhkX$z>=led;1|e`gzNTQxsrYrES}rXm>} zR&)v}v)k)1O*YXKP;5-8F3va<{@cmsgAu5L-ioX$@>Pt z4OE=_^jylNf)TI@PDe+Hv=d^?rfW=%y$#6J7T7Fs zgGbz!hOqC>F6bN`?@mnGer^*44sY)572k6c_7H17*NicY40ftsfoK*EH19`sNvNb8 z0NT_pn3k0KTm14q6$drWPJ}STa<;dOvY5cMW$cK>5yJkNk7q3kf{!7}Qy%x9@Ggja zjbH;dBuVs_zi~!icb|4~<^Fb>9b7YlmWGSK4RKb+iYIV|OO;$)vvreO2jN3gfYLC~ z{P_+WEb?7i+cbX+u3kt`r@*(%z<}KWCyxr%gjsZ;<;pXGV9{@EhgV^dIOOOGVYQ!6 zYZLxt`Y2~PD;HP8njEl|qxt^7?gXgdKr6hSIp9C~v4#x&b5M+H@8q2yZ!Ehn$sdvp zxVSs?^h_~_A%H`mD!1~r_t}-@WQobCl;gIf{kBnHZCuerN#--NMj6C`PMlvC|TXAy-EdU}s zShb7y=%xj{I)Lf`5d!$_)Wz24OGf{sbNr6yaH4@5UmiJ_Tq9oaIeuYo?m&mcQzs9ciP!mcg}H>OEn2LB{Tx;cYp#i9UU;Ke=_e z%@s}GPV&Rd;knFuvXK$(Obepo0O?xYIRs()G4gq;fdvpqbWZ{5jUGRTZqR>i#5)-8 zHL{(dyU5j+`M4_>IdZ$z+AcSFNAowGQCM2b{d>&TItI7V-7;$*)JO;3U46X#-DFG8 zsrn4!RDT((&d%-Eouef7v26)V_b^WppO9iJAAy{5yj0VtR_Ag3C>HxVozI>wQuzlkRH zDLXfUiwESP>Zpn7Gk+8O|NZdZ;k_#$s@hrO!Agkmk}`Kn^t5*?MZhR!xmk~Q9PRBE zMlg1wdxtDzL z^JiQT-L{NTgU$qq#Ziv5q)JPb9dAVmLv9w_EN|M*5gVgi6rqRB-Q+@(f8Y} zEU19!`45LW9#~lkW{xG07ikNmpaKDqtJa^Q_E9O(l?U(j(cS8cQDDq;VT&2PE9r?X zeE@O)tuLS|lV4)^Q#}23P4{LM0C)x$GlYn1zfessrEIR-1c-Nc*OY z`_EM-;!eda*;vw2w;&o|h6PY%E_7t_^mAMVy4P4{JX#^y`aT_O8#L$r?!%I8`Q_%G zd5l4NQHjXvHkd=eW?~W#c=pJ{OBDLDeyIjPYESE6e&CP^x{+yrO=0_I;IaU@u^qNL z?=X*d6M;9Ev?SN!zIQ2WEj)pHL;mu{se#T7KLS!d&RYhlh{8*Unif{RGH!Gu$^6RG zNzSjDnL&Pn-J$?YWJ09I0DOA&AU$cj7-lyI)Db#5F~Sgh2=A{Gqw{52U~sq1lP1(DcMcGyrtEZ z2m1R>e4u+QBSx4?)iZ6X*#x8zUDHYMezz^mHnCg_!o8Ks%0&^xrTs%R;cEKJ4j8ZD zXkyL$&1&B$s8l66-XyVLh{YPh-+;tj2U{iP(>SOM{nhQ{i@;G+4oltN6|`KVym4V5 z2<$*%>Ek;Si>f*Y-;&@SpgK>4d+20|%F zz1CMJZmvYnxOgU|4=w$b{*f#QcCaX4fMFI+Y93^o=*d5Ht|vodYskGi7>f4gq=oJ9 znHcJHS5GdUMHtv59y?W-6OsA60<8#SF-{xYB%{nJ){JD>Sv z1Sqy~xT_l=`+Zp>Zr@M7*<{Ie87V-ytJx)wCYp=Z z#_i&tR;_9Be3o-oS{<^pe$t%+z6T)ZZQoU&dIQhl3!j-SDIr~b%nbUB6yJmcltbm} z*sV=4?KEVJDq3v*(_useD^$eXP+k7+pFhPfjw>3(Vo{fVybNv4)2di3?qU*=k_w15 z!Psd*&{TA2>jd)Bh6pG{*N;aXE+jn|c`_hs5+P~k7x)ap?5R@$;@B1fCG+M$A4_Z; z$Ft=MYNaHyxRR0{en&`F!5CcBAIKJY*)TT$)6uHt5BPxaBbJN%Xz+$we2Egaajc$qJzZ+nwypko7)Ds38dXs9)SW z*uui_^RviG-RYz^wTyK5csXUh-TYP+PndbB%snDQ$wudD>30i)R1ryuVWP(kEw}+j z@TkokrsuebtWXfN8+GhYLw>oWc~M~2Ns{8_eLX!39|?5(L!4$db=MryCo{3W;qV>a zi*>`D323LMy-JV3?553x3fM z`*AW6YOnDM0gjZSJ%Emc9S7yUG0eHRyQ z%gf7^?#0>JSbKYWUlI~T9UUFp(I^;09zJuXd}*tJq1D8UrMV?OA>Fr>d&U!9$xDsa zC#*fLIy&Y)dK|`=$ zF_(zNsA0y;mtb}AQZrPO?n_h?Ig-}n`g;jep3hU&C`t{xUHHNxZ%H-{X{$di5ZmX! zNjBA9=07`KT`LAQ{eYCWxUYD$A7-b9Uxz zS$}yqa~GP&;~AVI;COnHD}R(iJnsTa0vXYYhAw{G)bzD21IuWlu5HC7ZjO>q&4!ycux&rU`9<|huKSjHFxqJ6e zah~n)`1PtfA6Y~{>o19Y(QOs(r>_qA9hyc+d)(0YVGojd@^sI7$CuLg$+X%%@4I*KUcFLQKoxuSHfz1FME8^Wl`?KL zo!Ar|V=411=d7n?WN1QWd3mX-Vqs}M(b*(6=or3_9Kjo)k2*Z-`CHpUA{a!1yJW?ma@%>^b@z8p@%S1IO3YvN8`02zcJWcUfRPSHIs$U*I%p zR9{EP`sVYCBI+x%+3A*tabzd^eVq~0EsDj4{zoM`lsQ|D8vSaaVdNT5b0)XLn0c(C zdt|3NHmGsB!rNa+b%us}^W-8yq61rkj1E7EnnmuFJNH~~NC?)Li;9YVat|Htd&LzP za$@1gl?7`UQy3d#PA{cWRa8{`t~9)PW|4ydpA)=fdG>$?o}>1z;sf+De`c->5>P)E z3BDwGbBnogX>pN~J%-tKQ$n|!^}Ur?pB522`gWdi z96E25WL!;kvbtaDV!9U;X}v<9Vy&weV0j^TIm=9vw}){TDQ{JinuaDm?^whelFNMs z$=tXa7_>phCR#RgRC^{y&bhJwxaPD!aqS?1$sE=SC5 zxVT{62gBjmF59p};{I zs8LAB{pL&(o1+=537fZJlX$WX;STbX#tZ!^BAJ*j6;?CT93xXU0V5RIP9~$!n8Yd8 z3{DyeIIfD`&CU3!cFd!hIijfJB%Br3S*nnp|?Qp0s@J)oU= z0;Mv;#Vp?9f-6j(v-Wv3S)<++L_+@e2a2K>k|}oVN@l!O1Wl5Yu&(Pi8`oxTi8gC9 ztfV@sFP@`si_d)cJJHKMOWVC!@?60+2UcAOwAV^jo$_NwB$JAofw~QSfTVPZPomi< zjFpm?N~Jkh=pu9l7Rk)27inzqvvYx${@q5*9q>Yqy)1dm4Jt-$i+C+YT^f`0uAW5h zFYm=!u4!%P8tiOyJgDwXtwzx^-}?6n|90T0soVypEE>)iXQrS7M}N>PK7NIf4% zt&bV7a;MUA&eI4wRHxwKyfLnuv^62386)fT zzB909r<5pYlGfO%=)pMiY4Cq-@sStk2?HlzXkKTqU^VHD0{2@xO|lz>?OHFJ>-sr( zm`L~MXF|iDNO>t==r}gFY`C&jNPS9X-;T)q*s9S!8Q>&^U(QWR8T}$Y4o(DLl^G-`%faNWg`Oa)4Y81CX=l}A;4~9SZXov zwSJzGN+g~JBXdhldK4Nr+q_xX*4vq%c47rPUtDb(VvXbVVhYMHRj}k@uy-`dMU+Jo z5@KBX<1Tl<`F2(wzfumy`p#9ed5TMV={P>0*jM|q zpD4zseJ^`+f8iQ;F?hi}hV3T1^~mIqZS3V%4~MHte2eqMellZ0=RRY}ih9$m4cyOP zOforSth4d3C}P&CkYU18F#p0P*oc%lzO}tG@ogE)rDXvbOR)&t243Cpv>YXoho85O zdV6xHi{bGvFOGF^aoo7XQu&_j&@gw{vX)u4_I2wdZ|Agi#fGxAED~7<786t*8uLbW zva8-mypMqM*U$3H%i-fi z@Qohw#rsCCC)h#W?h>DsQYPD< z*Ur=(LD&vl)zvdZN>F}j5ncqljNJIU5IkPIVT~EK%di?D?r0SrnP$qg%jh?XX-TAh zQchp|UUboHFJ77CX_V z@L$?`e<84S;!(Yqxz}3{$cF|?4~OxSI|8zfH(oYeJ93W6*pyzaKOZaiZO1rMadE6- z%_zZpmZxJYdor4wHKv{?K;NdP(`JnP%U>dh4{ZC98swU=qN_y!{y|jihq6Xm8jXDC zaB%!eaITJ(zEU{u_GBl_;u?YT%dc*{{|ITa zaqP#=Y*K`qZdp?w@W1wgG3&5P8Y~^QooPzBtNt3uZO{ihQL{-t<2y39;C;1o*K~X=6 zScW#$JzV#5HtAn`Qrd5xWUfcXOBtH0!>r}eZ99_htQ;lND;XQlV;@$iDQB}xH*C3J z8qMj}Y1`zVqM~G3=AbO$>zPL`PIvr% znR6s!4ZB}&aOZjK5|F7nVBN2A%sZJkX?h%Rf$l7gFbyfNrRpCn_p@uyNut7{q%#q;Dqj-;4gpohB7$O#C>$D1)7jRBWBt> zy)X6z>349Zs})&)`5)Zy9wBYyXotaKkBTJsItC+69aAK=a~=si&JO+6FY~$y7DuK) z1ka9irl`S>PRtm&A#gPL)8l6X`LBHGJ4n8;o9L5|0wiAvK?5qds1~ zKNduKLCJIgjpU7HE*`@2nxqXLO=d@H!2Lx+K$IeA^n@4kjW=T?M@`zuXhtvOhK1;{ z6*JY#Ery7iLCsNeW~EoJ!bx}>y0#X>d-BL5&V0=v4d#No{T3s0KagbVmH1^A<}zmy7#z$dfUMdou0?uzqH>)$ViLc;zAo;XGLGlD2?R=~Jotq%5Ew z>N7uilD0tC82+CA_cz?i^Nk!T8X5@$0|O&a4GAe((*=4JphVKh z$KddvHg55o^pZelYAOoEipWuf9`Axj!8#)4`OP-C^_x+vE{~@^q|PeeL)Jrc*qNq% zBL4YV4Gz%@$t2euF1;WF0aPFH*X#W$#h%w5LqYG)_E*67*Q8F`MC)>uqc`BbV^TPA z&rckqGO{&yjC?IUd3ipZrIa~2X;1yI@9}tdmUYXmb-n_Dg@uLb18h&O??QYSrZl+l zI^DSw=YoQpc6SEmQI7cv@D`G+ce{kpHq^aL&biSuPrV)#CPT{}--8_>I|qD!fMQRf z5XA0fuSkw1_G^bjy`UCE8n%vl;QK3+M?&!ie}2)Qk8vdQ>;K#nj*O`-n= zYI-=g;RYz7MF@OYaR|NHEJh{eW&GMWX2XhY*yAfSEb#>)*vyH?tD7n2wjX7 z(~2W+MxQ9aP})MtV-ZEzRJo;bXA~_z>0Gj>2)~L~;@w@v*9*-b_gCYsJApIM5)u;X zZs&QjmYDSAJ0vf(_)CxF>*Vybh@)<33MNb0y*b(1dP~d16w{l?(**$ary~A$j-dU# zL+~Fz<&K`d+npD3UQ2YOWMx%4-kG5X?VA`dGoWhkCvk>Kj;ij6uZc@RW&3AA13t8;SEy%9cU>*ec>PHf8yLJW~5>ACAr$x+wkPrt2MYEWjWKM#r1-d%M9+wmg!5p*SZFq?9 zewX)-h`4t)Qs6;FubLZH?+))g=o5e)EnHr5EZc);eUX{bM)P&(!QB|E1d;3Lj$`d1 z(4BpdqGxltNYL=zAr_M4@)E#k%9dp86bfo6=NZE-I06iFZU@0!qC=UoJ+L&1(64jn zRIo$nkXSM-kva*Q_%gg81vQ32g93bIG(i1_yi$z2Vp5R@Qd22x3k1&B(`?RGVtMk( z`VK>~+CK^QWA>xGSZ9j6rq3nEIBY3EcYU#L+d&ok1?MKL?j%X0fYEo>Ws`B}WqZfK zrA|_$VZ==^wBO^TW-e~tTnx0=3NOTR1oNDnA}0x9lFOb9ICcXGNxcorE3n4)H8f+(!|j z0)FV*Q!~-+I#@lNM5S?Vg^T-X+}&N_ zc{r>gwxIsJ(~Uki&)&e$uxFN(+b#?s#p2>2B(&u2hvAv6hp6B7rAL+6QmR!+mUpIg=q_@jAI!J52=)5V~D(8?MzD(G>y z_Ix_J;4S_+tfS8W35iHbN>oVs;llFnve36#)I;5Cu<^#TQ*7f|GoIVSX%aZj=TOMX z@sxEe2t0zoxoKp-z9`~QJBv3tr!yPB`v?Wra9wY9#%0ugw`w!LM!RhA(fay8nlWgX zr80`LB_Cg8)9%UWMc$o4AfD7hSUa0)o0FR@5$HZIbevbBqdQB+pe+%Rs`sy$3KT!8 zdwY?i9tufDIw+NXNPhG2NMIYw^XhCZ{_&$17#oxmL%_sN9RkX8F?@dY+;m7X5{e?#D&v z053h%(E>f|&LZ+aI{a*81=$f<^W}Q^R)4C?;zlz0VLtLMj2G!%vytcg0%n7hXG`SQ zPkZ7yPO7-Cu88-mD7HQcVxw@Y=6S@y0WJpTMgB}CJU7N>`hbuS`jtdc>&k*d8W_T( zZ+%RYD9Uqld{lM*N6xxRC2x9ojcF@FOwMgcYB3a$Nq=sG_HWEBrpiV`?CrJpG$*zA zjjVMN;;Iz=rl{*EbEZrg)-OhbMDk9BV?lsI|De61z&FCcwY;mai_>1cK1x?N}%+rRogZ?hHsZ*`;EGLwfqn z@Vw!0P&(86WY)Ey%F`m-L>6{X-B8gd%|;rzjd7|pzY?n#10vJ?U2=Z6%Cyw&HTxte z>HBa@?{D|Np_%sUuw1LEx19_q&xkT(Vq#KP|+1H9EIUDsA zFlQPa;-ecr9)yKHhBI-wv8qRvGMQJ_{5Yp*6ui!PHeJgdlhl2fh9^9OM zoHs)Pyed$R{S7W1MdteY_~CDrd_y4L^MsP!k2N$Z-=#qPoS_-9E?T^2xZhd5KitIm z`aId56JwhiW{1L@1l`<Jki#Go7x(>5kQx|h;y`^3K@MHWaX{?-?E%8x6etv+VfRnZ`aGGq zKl?h6JHV{6U}sMxLSEzvvfbqd3G`zmBAW_{#-ze>^(4;ssaq2z5{OPil2n3fjEM_G zarxE@WXpHo7&(uejrW&3Y*yn;xU(rhfcw(!3utWpX#C%q^|t8?bST)Mf>$b3q}NK3 zmyeWH_;p~g{cIlmsk^%>jrH=|t~CZ+$1cFx__d*w2JZ0Vqwx%x8oguaP#Z~eM{W+@ zX0rt<3Ye?qDdO$qF^uUQh%&j)3aSh3-66idu*V|ZU7$M>R31V7xW6BTJABFgWX8lN zc`eB`pZB1fH6&?e+hq!NaCQFqb!?Y4>c&g(IO6DnU08C%;^Jt}bMsCbj(hjnL3GG_c!rC?kF4p1KF4-o5o}LF zpIG#N-Cb!s)NA`6LZo_7QI?`3%AO^TbxI{!D-;^)AR?4y%oxl}TAfhIT9$0nv4;`H zP^TkV#uC%mP1&+%-}PK`UK;<;|NY~g7k+ckec#u0eYY7autP5ZFj~vuroUHTw6b!Z zaU+m22c~A+wGVa){yc-Mxzjoa$k)0PMNx9E=QCT77Kv6Z%hd{6Du@@v3^l|9m>w+2 z@ViijyiyfH#kOQ$&OhH}OGK*dSeo@dy1yw|`(YAc19v=N@+!7JTvIn`ZDz2Z7T7zi zH&alU#5Kon>pAh4Q>%G`dhIZiWE1PU5?Jmgo@v9WEtuFlCc0({jKsF+#`4~^w(~zt z9kWe7H1cxY2eOe;YU*!a`_iktR-8#@IH;jq#?x+Qld-cy@v%vECAnALp3+~RyVNqB z*BzBVSQZPz(f?RVu0EN&2}sRATBN>Qz|nO=Hi}O18#%nbx~Tk))~c6(^2-fc!ee~` zbz^1BXSD4YL!X7 zk%%2u{!NbP4wuZ574Gt<$^xz(^VwtN_y8F1L>AlF@c$%d6?2cd2f za>7GCMNt=`Nb=yJsq`(38dmb$DJF*kaJjAKKWf#wt9Sj1X7}yT16P9Qezf?kPQ0U> zShh>bMhFYM*-iw+3iRZXDZeXq*#FV?V8Y5wy)w;GKpSmYZTnkx`Eb?7ibuT4^}EZ> zubl=R?o{s+5)_mQd;+cC*vw2rQFZ+I_t9^2T3nnOJASM$FZD;h zXl&aH85Dkfo>3on+)0kxAX|q}Ri8b1<(A?5%S7U~?Fl%C(AAZ1^bJI|qT#%uS2fes zzowih@XK_-mI4fJZX^uWpu#3nPff4)D(Xc9sxY3`2q7+{*&~L`+I5}6>Em11M z24_V%@Vss&t`Y-|+t<9iN^&oA{0ggKJpNd$kjQ2D>%re258O;o70ee)CK&vBAey|} zwXL0Nt^zj^I8cp<12;u^OEoW6ll$ACFVE9=N^ z?U%aoHme^~&r@@Kyd{A@$5Qla>l=-K+mgVGvIu;?wr|YV1U?K>BYL+n%O32J;c79#K z^^XJiU#pH86D%vW547x+p-&EMC&IjsgpjC6S*Xs~+Vbq+`eI+Km{;jZo}K$GC!Kq- z!xAGcX%B;zzC9fL+NBIpq5~`ygECcVZ=R^_l0T%$$=h~HvQT)nkX;E<|ATm^|I=gi z;KB=-m@-C@2cy%|rLn+vbzPnf3^+4ZfTunV5BH~fF# zch-D~vA;ZB&5~-MtrUU2V3cW*tQ4uYaHU$I;w%F6hre^Yubmo}->-bMQUo(aYv0ChS-g=h0EH6^Er_-P`O$Y@&?NctfGMR| z6gr-zKCyZ!iSi7rt1N*O{-Av-Ik5OmV*D>YkZ4R6#ygyL=(6a|y>lz4Wclofaevvyn{gdw#@3`tadXs;a63Ve)w@xiS;F zNg*Ca?TYp#p9A`WWycu#nz{1iE^M-Xu(Xm=W2;gGg9^IDMN3ObRJq@?jrG;oE}+-z z`Qo~mX0nowj(z3IsQhfXV^zqI_*Jpo`>d3N{_40I7Q`18M*UPBtW(b`$-GKX`q`NK znY~fCaQ32!_#dwyo|au|Nmmq0OG~5qKvqlLySH0G8C7oO_h1gjy>W#2?|*#l_|+#fNfR$iJC+sIkQ;cdv8i~bfYboRk^*Bp##!-E(m$0AMP zHv;^lTtDI>=bt%j6=4~`$uF#+LNwbIGFloN>ljj2>`t!}|JmhT70rTZ!isj%Ea7mE z%FS#VOqcVfrcdOXBm%mnk}`F$FageNOBY?+$*66Bw0{6J+R)F zVmLM}oRG}@_s5TBA`2{Cz`BrUJIOTudtffV?@+^WCv>Mg*?tWGfg5~e>E(&C82^)t zjA>0Ww54GRXBIjWU|!wBLm@{;Mn-PXm!|tON=w^&$A7$&K+t0n1I6*u6BqMG25O@U zZ*{2R_ZlDIy_ZhFZyYv!9udV}ZTKB-@{RKO6@?d{Q3L0Fa$A{i&@TCLz&Cw%L1cEor z+hAWOk?;_B%Sj)%FuxzoFawiM{Gt3$ZNb-^f36$(^&i4G>=8-?UzDkqLND; zF256ykU;ee`E+&LXSfGo@JA-akJwhU38RH};iA zj%?hWul8wGhkUd3tU4w;N=gD)ymvJvmY#>wsfso^$$KvWfnpj?g!xu(F8+H@k>}5c zwWG#Fl&&7FuCBIDTEEN9-*DQPfeJ`eaICDT3)-jY=FtK@AdWtHvOa9N+rHGjpg42D zL71aCp}0K)Nr%J8F1gOn25z{@kQhwq+DvSfy6ZHEV|CEM2d1C+J)s@Dl=&I1!vHu5 z&mfqHX}CgscN_nKfpSC+jM zVc+9t@2f=|6+nB9YDqJC$s|Q^XXR>;$0(U#r^M^wN-Dsx)aMpcQ&mm(VB}>gOq_DG zPSEsD+6kUzw`+V~!F9uoaR3Zx?z2Wu_FuTEBM&cEhK$qr;YCZE)K-pswfV|GSmZrF z%Ut2w?|-$ixLADz?(`4LYqGK0jfSUudt}bd4$;6@s?k_}PEsXz;ULk+8YoTytEA)* zyYal$1Z5eSPnVA87$P{f!{w2Xe8#=0?%>xq#!P5=sYQ)beN~P_jfwJ5G`?mOOn06q zy;x%eN&aTv2ac=B3nEj_5<7#*7o4V@x3JAm8K!{uJp*hlA&NdZSDDEY9Jvf& zq$;wM!u;w2@bO=ONjGS-#b2*Ut9W&5sdan-%yAkYWNe{3eXnBz1k)E#`i^1O4#Cx6 z4S)w94zrz)q@@_~pMOqc=joTt1S5549$|Fm>i{sxYX4c$xEtRWyhzWK8wc0Wh4TqV zUGC<-0RV5w_S$&+TUC#*3h@T`%5F@5c*J>SIl1S(RGbMKU6O;Me0?H2>Sm-WML?2S zr8s!~H}+*PsmPNjiGU}pL6$L%#mF9Ep|p})9f#qbMgvgP>A0^8;06h?$8FMul3OeU z&i(cd6&|})PuoZ;W6zb8U(+kVb@YondWgbz);u)|}th6kGw@MC<&{B+)_ HYj^((voj0v literal 0 HcmV?d00001 diff --git a/logistic-regression.html b/logistic-regression.html index 4159f9eb2..6a7475626 100644 --- a/logistic-regression.html +++ b/logistic-regression.html @@ -779,11 +779,11 @@

    -

    We might summarize this result by saying that “the estimated probability of MI among OC users was 3.71428571 as high as the estimated probability among OC non-users.

    +

    We might summarize this result by saying that “the estimated probability of MI among OC users was 3.7143 as high as the estimated probability among OC non-users.

    @@ -831,7 +831,7 @@

    \[ \begin{aligned} \rho(OC, \neg OC) -&= 3.71428571 +&= 3.7143 \end{aligned} \]

    In comparison, the risk ratio for non-OC versus OC is:

    @@ -840,7 +840,7 @@

    Exercise 3.6 (Computing odds from probabilities) Estimate the odds of MI, for non-OC users.

    Solution. \[ -\omega(\neg OC) = 7.00490343\times 10^{-4} +\omega(\neg OC) = 7.0049\times 10^{-4} \]

    @@ -969,7 +969,7 @@

    Example 3.6 (calculating odds using the shortcut) In Example 3.5, we calculated \[ \begin{aligned} \omega(OC) -&=0.00260678 +&=0.0026 \end{aligned} \]

    Let’s recalculate this result using our shortcut.

    @@ -980,7 +980,7 @@

    Same answer as in Example 3.5!

    @@ -1023,7 +1023,7 @@

    Odds of rare events

    For rare events (small \(\pi\)), odds and probabilities are nearly equal, because \(1-\pi \approx 1\) (see Figure 3.1).

    -

    For example, in Example 3.5, the probability and odds differ by \(6.77762182\times 10^{-6}\).

    +

    For example, in Example 3.5, the probability and odds differ by \(6.7776\times 10^{-6}\).

    Exercise 3.8 What odds value corresponds to the probability \(\pi = 0.2\), and what is the numerical difference between these two values?

    @@ -1221,7 +1221,7 @@

    @@ -1392,7 +1392,7 @@

    Case 1: rare events
    pi2/pi1 #> [1] 2 odds(pi2)/odds(pi1) -#> [1] 2.0204082     +#> [1] 2.02
    @@ -1442,9 +1442,9 @@

    Odds R

    Solution.

      -

    • \(\omega(OC|MI) = P(OC|MI)/(1 – P(OC|MI) = \frac{13}{7} = 1.85714286\)

      • -

    • \(\omega(OC|\neg MI) = P(OC|\neg MI)/(1 – P(OC|\neg MI) = \frac{4987}{9993} = 0.49904933\)

      • -

    • \(\theta(OC,MI) = \frac{\omega(OC|MI)}{\omega(OC|\neg MI)} = \frac{13/7}{4987/9993} = 3.72136125\)

      • +

    • \(\omega(OC|MI) = P(OC|MI)/(1 – P(OC|MI) = \frac{13}{7} = 1.8571\)

      • +

    • \(\omega(OC|\neg MI) = P(OC|\neg MI)/(1 – P(OC|\neg MI) = \frac{4987}{9993} = 0.499\)

      • +

    • \(\theta(OC,MI) = \frac{\omega(OC|MI)}{\omega(OC|\neg MI)} = \frac{13/7}{4987/9993} = 3.7214\)

    This is the same estimate we calculated in Example 3.7.

    @@ -1943,22 +1943,16 @@

    Show R code 
    fitted.values(beetles_glm_grouped)
-#>           1           2           3           4           5           6 
-#> 0.058601026 0.164027869 0.362119006 0.605314906 0.795171772 0.903235819 
-#>           7           8 
-#> 0.955196107 0.979049344
-predict(beetles_glm_grouped, type = "response")
-#>           1           2           3           4           5           6 
-#> 0.058601026 0.164027869 0.362119006 0.605314906 0.795171772 0.903235819 
-#>           7           8 
-#> 0.955196107 0.979049344
-predict(beetles_glm_grouped, type = "link")
-#>           1           2           3           4           5           6 
-#> -2.77661484 -1.62855893 -0.56617883  0.42766061  1.35638644  2.23370678 
-#>           7           8 
-#>  3.05962163  3.84441209
-
-fit_y = beetles$n * fitted.values(beetles_glm_grouped)
    +#> 1 2 3 4 5 6 7 8 +#> 0.0586 0.1640 0.3621 0.6053 0.7952 0.9032 0.9552 0.9790 +predict(beetles_glm_grouped, type = "response") +#> 1 2 3 4 5 6 7 8 +#> 0.0586 0.1640 0.3621 0.6053 0.7952 0.9032 0.9552 0.9790 +predict(beetles_glm_grouped, type = "link") +#> 1 2 3 4 5 6 7 8 +#> -2.7766 -1.6286 -0.5662 0.4277 1.3564 2.2337 3.0596 3.8444 + +fit_y = beetles$n * fitted.values(beetles_glm_grouped)

    @@ -2100,9 +2094,9 @@ 

    
 logLik(beetles_glm_grouped)
-#> 'log Lik.' -18.715135 (df=2)
+#> 'log Lik.' -18.72 (df=2)
 logLik(beetles_glm_ungrouped)
-#> 'log Lik.' -186.2354 (df=2)
    +#> 'log Lik.' -186.2 (df=2)
    @@ -2787,7 +2781,7 @@

    @@ -3516,7 +3510,7 @@

    < -+ @@ -3543,7 +3537,7 @@

    <

    - + @@ -3709,8 +3703,8 @@

    < 
    ggplotly(HL_plot)
    -
    - +
    +
    @@ -3861,8 +3855,8 @@ 

    wcgs_response_resid_plot |> ggplotly()
    -
    - +
    +

    We can see a slight fan-shape here: observations on the right have larger variance (as expected since \(var(\bar y) = \pi(1-\pi)/n\) is maximized when \(\pi = 0.5\)).

    @@ -3998,8 +3992,8 @@

    Re 
    wcgs_resid_plot1 |> ggplotly()
    -
    - +
    +
    diff --git a/logistic-regression_files/figure-html/fig-beetles-glm-diag-1.png b/logistic-regression_files/figure-html/fig-beetles-glm-diag-1.png index 17da9b7dc460f678dc74eec7fdd1a42cda54609b..507d11ff07d00e53a3f33b41ea5f7d917bfd1f18 100644 GIT binary patch literal 216615 zcmd4(bySsY_XP?A(j_UObV_$ix0DD-gLFx!G>Eixr*t>c-5t{1-AG7zF4X6F-}C#% zd;b2$*y!eFv-fphvDTb(%|)PsoCFFYJ|YAJ1d5cTs3HUej35LAv==-qxWb>X%?rLk zH5Cz2Fc*;!v9hqTeQW(*-%!HP($LmaUr|CB0)i_vR9Va9g)$a@Qe7o2`LORqPEI81 z1ABCph2q$!xt#~Y$`1>4Q5ID~;e7{-DW;UH>vvhEFZr>A(Ax4=qE>!sv{8|m6&?oD zXH+RJc(kKRap9mhe~uVbxjh^jSj8d&(bm3-{6y<~T^gcM#&rxCkE0Y!&jLcjTa zt+HpUvy;cZ&3zQbeUzT|OAJj6CFJw<_LjNBW8&_m>C2j{U&i|-3KEb3i+(djT>YeL zh7b?fT@_kh&_cJp2-AAk2%WqZ$;4|I9n}!;a8sY2RE#7pXW6vvoNjf0b$5EIlNA|tR_tx{9*rIvoysvy%C6hbW@{`)jI2zm7Re!WJ z<&6dVfKmq2$}Y5DhIOV0r(_UX4UK-bh^PFW`pT}2FLvzn3pmGGX>%tMjM0{TogLcv z`n!)r@2Z(~k`Wy|6qAv+o)SW=tkKYyeY_$gER!{*2^a`{XTs5Q7I0m=^~?y${fOS! zlxKRBJKHEoi0&wO{R~|tm%sB}erlZXy$*d1RyW0~&)Uhz_PtCFcNaH~?@|)r*CM%b zknlq&7*(oIg?l~URa0f5>3p;I3|m|1m7S03hfHfp!{1bhB8ocHlyw#nD)$(4iU_Ln~&AZnD%9(wn8#+Zb2evzGw7PKFm zD3diJd$^bsI*cM1S(8mLOEF4C`d+^vjoM(sBgrI=r0RQX5MnUKBaO=56H97ma9%ey z;Q~pfn8q307`)>o)cs&=5WiA2(j}e7i8eDbGh*H!Gi|BO<8JvbxItVctzpV;*Ph%M z-;CbAcWxrZcH~#P&h~Vf&Niny@&la56VLs5l^XVawm}s{_j)UhPKonZat8d_^vV|R zD>F0H*i~+zhz20s>zo_ljbSzJHm>>vBF+1*B8ezH*OxZ?2(j?3#T#nhyk4iJk5w}d^-YldEtIyE$Q5*QZYVT+_crCw!{rMBZd&ZBBoQ0U7 zI9d&`J!Mt~h3-XOIQe!5mPM6Qs{%^mv9MHbIqS!)Pvk7uKaoiZ;F0=$X!!W)@FK_2 z2Nw2d5LZyA=bdYaym7Rn>`mK^=V?>w1W# zEHuxMH(S%G_v?2WUX10SR>zraLX^3(aJ5@WJ>28WyJQ>MrNMIDQSn}>f8&0-QuJi> z)?|Rg%Xq!%7@~+j$N5sxnW|H78H#Jtx1;TyJpM=_(f);ovn9n6#Ee^$_OILfkM8GB zCYB*;(|;rVu9Is}9ugp{a|k~8E%3c>=)w{*y2X#T=USZNcp?kKy|im#w932D@XsxCB>$<>`Hw zqlE-k<6)N(@Za*eR==OpCt)aZ!T2lY{hzM@zx){jJG~K2(hK^3JrHBT zD_~sBW|=XFA^+EdM$iQ%90K8gJ+SB?X#|ljCo1&+KZdL1b%y`HKLLYU6-vqL*+ITx z&;J@JxSj{G$^O45gj}Hvyn=q_?ZB6a|2SejH1Z4knIxy0q zqNo4&Cxi>Ofmc-N%G2|T|9`9v40Wk@2-@}Sam(g*n&+^j*0;!I&tF;|KR0o1*_qOQ zJ=~VMowUJun_7`@vOS;9PIG~|;9NJ(v3UM>A+AFqdJ;W&$t<4!z95JOZ$a=$95z4H zZhJU};&rUE*_q?~2P$^62`10b=bW+i4*MVHMy&jdh7u_j8=N@%`;#o|r5GAd+N+YT z@2{2z_DfqB-sZ?e#A$!*yCbmaL^qv|DaVxlF{&l;X>Y@EGwuF#X&e}^bhdO%mgC`EMGv8C z@0bJ;eGh?C^3T+)UA*Okt4qVij-v42+nSgR8XOiDMNC>|=x21Qy0AzJOHEfxt}ox1 zP8B7*up4A%v0f3JHH_0zoa0RM3ln&7cKNv(CySZhd4D-?m91H4`;y&sJWI-UJ(RP* z-46+-a!zH*Wt+fswj%p}uVEznbzFbh`;Lw3Y3-F+(a48I5|UpP53>lZhz`o^2b9(Ee&^3oEa_mZdO#5!~T>l7zF|)&C7hu-c40Z{S&G* zH%0L;FJ98VD`5*QRw+(=;W+c&wwJ^|{v63~r^0Xmx-@*=vZ46L(W1s@WIR&d!>YG? zDX(pww$w0o9hGtY*(W6kf{@aEsNTaVydrf6ce^2`lEoq-&p9mMi?td!vYsT4+Ks%z z85eqQvR_=|*uSew%4Rl^cfdx2RDF58ylmQ_Zl2=+txWjYcmmgha=CeB$izZQtWKMcmj}CL9WFgqFfCz3o_FOFL>>Y>)K8nh zF8|7`-~H)w$SAw_Ox0kmJ|u6{SjXok=@d_#!~b!OgHj>7b+j5BL!D9A)!a5? z-sNps8E&rOxyg%I&aWp{W1LczAt9l z?qCt5p8Exwn0I=g-hQZAjI~d*N4#!w-~ADI`zK;=q(Vdy@9r>YK*ed+w91mF=Cw;~ z4JKf&@_2NhaP}Ifxj(bQSuT=z@g1E^yf?*Z>18NBJI&h$8kHjIf?nIbleLeVSi|SS z3i`EMcuCxDKddNX&b2FzWOwIltn$O3~v=(7L0 zFGF&Lufj0->eXiX>K`xmD1vbq8LIi0f|@Sp1}qehL!8BGn~|X_n5RTB-d?CjO%}dO ziao4Z_BaElGnl3`>f4Ws0fs25ROj~S@6)PyOuAmg_|7Q$Y~a71pSKea=U0*J7&5EM1;yV)j}rR{H-y-!92e#JX0jmrklnQpGkE_a{!(MTSrzk6m{k`$LASkh!y-max*Ea=z{R|^sO~on4Ow99- zbb*?6?oP8C=Jw&rRQddrh#_9{f<`jlq5oxW{F;JKs>768YWG|1{VUho#!KJLKUwWe zo|tPc`>wKI3Mqp%wN$m7l&a@qU#Nn4^xRx$w&VvwUSVurp~@#12b$_o0^TWdE6HzR z)3$wkeOrzXMio+V4pAWQ2)@VkT2owHB8wy{R8 zsuktaQ5VVIVU8Fo5njTw@w7XD5G<}a<#(sfeq5bvvrmTJHCr~Me;l4_7Zs)pF5clazBIYT(Chh(t8_W)pD-_?u3fS z?Zo?_tOL~tvhS-u;hrfa;gKvRrA#=8>8k0@VlQ%^pmMc#iizIksuZhJSo9~dn{S-< z5aA3$Q9bATdcb?!NESakNzO2yBm3NRxw**%;__2Z{43XQx;iz)mNAs^wkoFIWL$1` zb5o9w{0LuttZj)^?}i}i@v81{T6U)bG0p#=<<|q$zyhUgVl++KQBXz27YEHw%S4V3 z>P50f1e!B@lZD$B(?zK)mJ3|l4O%-B`ET>j!$U9U)?+p?ZES5)Qk~ZVZ3?CAwMZ>v zjM6!e&hsEjG#Fd%D&EE!#m04@@(y;^oGA{^GMjy+Yk94qT;GD%ARr+12eh=(dV4>C z3!==hU*pwlNwR8IL*+YZ4PcI&zQKs`?IP|@;3DkSc}(~2SBvkMU`rIUr8BfrKA2CJ z#J~|c3o_L2kd_}^;UYDkc0Y$=L?2SsE?@}3IUQUEukRwL#9DtDBF|o)tLAx7-Xq?b zTLX8$lNq)F-~rAHjVOMp{i))inR&~wtAxUGqsI053vhwe?ZC;65?{VDTpZSC`rIj7Ji`QBb%9RNY8}5}$+{h*&8WK_7!e@G+_0Z%25)h5LwpOB~gR zBXsGYtdi)i{03*vCK#U) zA~BF_xtP)*!!?oV4yact(Zn0C%_I4NAaj~)se*23FZlf9<*cztK>+)_1-Ej)c(k3T z+BXZeJdlD&lyed-F3k>c61nYi-g_Oy?)(BPyx0(}K1Hq~mxN*HEg$EQ|3tj_dexsu zI5D6<>>xOGK zRiw7FU^jw7;CXjyH0Zbf{vP|CCb}Yw>0m(_;m8?-R(<^G^UF6dX7KB#DTATT%{m`< zv*id(GAWM{CJU4YqTh(6%yQ^=hoIrkG|$PWAV1Bw@v3a;9$;I?YFP9zgU4rGvPBf9 z->@yhbJ&U3dAzrP=CxPpbY~|WPbDUDpM5pVXV|#9jLElKNce;27@>7fMf)(km9Wwk z@b#FC;NDy-4TxmkNlrDs({X3diZ%Pn?|$=Xs#M1+$UK=cv-P{Gj9f~brmfUq!Gzuf z@{2`ZZ4ESE_8~63_Vi);M1*-{rKj8*Xt^Hqm(GX^DSar_7PI5gEl2hH3zG?k)gCCO zEXe^kY_MkewyHK@J8^GjV5c7uSk`Sm%hlwA+2LGv!<+;7QKrtkv}vlTL2arw%;-7R z*YCOVjMa-JCm9g3{?*0H`?>05@#lskaM6i@&_P)7GC(_cPjjTxZg zr8gg^x?MGqT+-y`BLy2o4$UWQSdWA-JlOd+% zNxIk7O0Ul2cwo|R(wMs=yVal^-u2c3m4JtB4Y$1iJqO_vRpieLl_z6x_Ox_wI8vdo zf+TrcrL!Q!JU`SqBaWUA^NzecpV1E!<9wOb=a76Dh-IgZm2POLRbXSIVp0K>JG2*z zovY-`USw&5(q=}gZab-c+ioy|U1W3G5b)4}1l`}xqTWFf&tDIg{L;0K;mt!Aj*h*m z=?uIRHu`|}!24X8I|kPKq`)2ImcI;G5X)N?Q31;Z;NurauWysPovEjsNBBoDUkZN3 zs_cJFjj@h^m2l~tn6M;+I9I`S338W+ak9jHEyjI?+K!9APNsp1$gLWx=kuLDo~~M3mAX)EU@>XPmZ2vx8^C$ShdLD(I~iKY0RO;6w;DTT&!?Mk3+*wNE4 zZSaX)HqeE1t(1QRs1pU%Ya|)v?N{YBgt>vFM+vJ~@eKu+Nf2#-S$jctqV$P+E`BwJ zL+qgsisBb8zw(Vwm~!D-PK(MD7z|TJm}G2Qu+!3=iK61J)freRYEB;lH9N}}GNfN$ zy)(v3ZVad|p`!ncE2lEyGs?h|#(PwoS^0t>b8>dY=4(;WD?;&!?7^2jo)2y|S7Wm$ zEieYIlR`Oc7BfsAqcB_f7tJ%3{0QGQ{@hB+V8qLQ2;YIXF}SW5?7?GRn8iBc?RX4g}P?Jgp(C$f*tbL7=k zCym||NlvbMQleoe>G5=F+FO-kcG<=u^OCx5HGi0D8Eh0dgYG2Ud0phJsC?U1Kb#;M zR#`RjeW5`)+5qmL__VQg;*hWC0*i=|BzkTc{W=Z(ZlrR%7t=b&Mc)x@jAt2Yd*06y zn$PJ|-a_Nlthi^`$=sgl;GEz9VSK`@(0~j};XTFU_Aq z5IdGB5j$}scAyIq!Zk$f*GDLS;G-cpV)~@ zfVu!aMfReRz}EwzNRpHfHHD=75!93sJIGBlkRXw2kzt&Q9{UUaP>9@8WT;(%%2zGV zz>_T8G{_ez)M$>HkXmP!F7h_dPthyth2F=V?AC;#Ac?$EtvhbMJ<#jS?Jj3wgwsW% zud}fFQ6Axj$fz;q*()8~iL4!+)K@aFqrc|L(v`DF^`;J-m-~mL@)y@qzZ1X03+S86 zLvu=^#U?SuEN3aI#m$8QCg?JKjEfDXz%L8)iv#hU0I*l4D39=+hvXTDof9CLHQ}9V zHHDBiufL}2N_I^S-FS6$e1sS-*oW9XciKIVFTeOKN;Rsx4&R(7^rS5PD=euriHn&U z^!lbrpfMl17Q>Vih)F6*b$@bW>oT-$q3IcCa8ZriVqoYbl~MXvg{mjy)X$s%*NbLl zEZ_|@WyMMiWT`U0%L!;E8EB{{OmHwkV)>vaSim4f`IeGyB%?B0@)VYmD6b{F6NK;4aB$x&D zdP&N?j$d$Mb{iigJ6X$KKw7ymUF2-ec{~|U| zlhPy3!zQ|vv9_;#Nb;DgTys7yXSN; zjf1+MIB*C-1{EEsq}%(l=hfFFDJv8hDIPd;tEE_Ol3+QRJe@P7c&9Jx%Ey>ChS_!5 z)H%>x-ak{`;HsfE?7uv}eMA-a2Y31ic_EIzNX-TG4PhaGIKJz%d1!UPgtH%1T(Swy ziRe%VF_zE$0s~LrWg7>z#-i=T_*%guA~fI#xlg@Y--1I zNdvKD^CzN;iYSAFs58nlp<~??(AsIHQK#O($42Z*e^YCie?-4pL~((mE-NJDXQqKvXUx>jrh*6SkaM< zor-*q>7uJt$G}T%s5q0tam`TnSL~`trc+k|89MG4%AHqAExJX!&qC;#zowKt67I|3 z+dsnNMi>xPUG$dg9nAG3jOl06mA;FLXW%tvt5q6FX~3Av?)QJeQ>6AC$5#E-)^0bN zF7zeC3LvqJ1ST=xfnXy|&T`!E#X3*Yc^kxOby86H)dWNGfik9{>kVfP+es@{M1{Pz zAU$fIl=NZh$gzz^*!PInCV$0tOT~--YQfH@wu%~4-gb7$`9nYrA>;GI`I@jA?&1q= zos6}Zfr(=l$(DpFK|88H*;){zl?zo`L1sKsu?TS#$W`19?;-o;o!<$e#bJ8} zLaS79sPOl1R=5Ywb$$2~m;FR^3)^?4Pd<*fczSYQOuS9`tiM(DI*tJfXW!rqC@Q>S z3;h_zhCxV@jh`TkHG~4&o@?eZLwF0b5qRt2AfyzD!m-utue*1@W$U6%JNj64UcX<$ z>dQ_ofF6czsnYYpE@ZnlTstg3>9Kge(h|3j7`wU$%tI4J~ zRCl_A=J5-Q;vBR~Yn(S(P8*Q>t-6uqWB-s)YCfm{X3LJInI#w5pbbK}60L@*qtuh{ zDaml!+|F`a(rd4dzjJ$lWUM_m{q4hifS#eU7lU>qR|Y?MT!jyUUPuJSz58hw&bQj1 zgNC=HsDq4urU2$OI7xhIbEoS)5~^;(YVdw?6>TZJtUrMav(?E@^V(@eyv1UcMM#*k zhIXVo^m%9oGD4DKOv}T~>l0(cp+t7avG2x|aH*%L@Kch~4nUepu(%3HN}y9QZLDuB z8G+qb?Gf*VbW(*$a)y{jW=ZIl_P{Dk)vV^6D#tALtroP`{4Tm#*+dVLCh?t7#Zbh> zqo@FZaGeC9=PB+=L^8$Ien=kqNFtIl^(T0rXFOZ5;rgm15^|O<#owLShfCmby^79! z7_n1HCq3$igd_f9Jf#&e)#{```p0ysPD{YO-E4EflXIj$+Dsb;{1SXds~k+^ZtK~2 ziV|F`zc1WVxtX`r--JZQOQLrSZvlrF}JaUoK%%+ zF%f21PWkO7mz;Y>x;~a7Uj13*b}LGpZJ(Y$k@SQU@{?rHxAE7pY?UtOTXMM>Q8GN> zepgs5yP8_Ga6XN=g|cIow?W(f5antY%qDY|kLUQ1SV@buD0yuL6Q~=ZK|DsZHrzlF zcW6fxH}H3tgC$lVO4g{2?;x0^j~Da5b>V9}sF|+@43s2QPpRDj-WTn84Fc4Yh&AyqYj=)f~4FDIUAL92HM^SJOc7X%is$<`LPWKb5_s#X&0@BoBh(w2nj;w zu81r|)`{6j&9X0(j>%T$HmBz!0t1<0{AM>HGiiZE)Mt}Rs_wm$JdD%N=P*h&b3Ec^ zABHx9sKP{kr)0DjP`L8hEMq8EBq95X30#h}OslB(fUr`+7+^AdCC2cCm9^!bl8HgF zMX!BjiZ<6;Y<;P|3_iqat$+SZ^2khtY1U!a?dJa_Gd@N=H3KWwMptg==3rx>{Q=JvRdl0Dfl4v{TN3!V4TFmr z9t`&_ABUoK5w+L)U?fPDgg`VzC+w+*7CZ6!X%@^FG*Z zMM=-K5cnI1rJKML%VqM4=f-`RE>M1*erFptfN|(FrDiNKoS|U#$SSG@UGnsl2&b_KXAJg=cmt1?889V9_v8t#}GuFArYUEPX6I zUu^Q4)g)JKr(?rduiXT)C@bsrk;9Q8d4KtMh8R-Aj$8X-7yVTIM2W9!=)5|1W&0_e zR0IJQqAcwZw6r4uf3aAm7N^w`A9$tD6{uq*A1hdh89#NH4%<{cQjMaNwcTqKZam*n zNv?}qmh|MJYo~A6e@$PIO6vN^AWR)_CyNDhR^#wJ`a}F%k!1lTCH0{X*4(~U5 zBW#TC-_yf$@1*-?3Hibr&E7NeF!!OG^^I@LR|lH?8qqY z_R_$>6JWCs4qKRgMhmk8@6nlzhhKC+IDjJ2q_s5_MEe(b_7%d`daZJ%f#o_oV>`a8 z)5&)_><>bYBLh{bfdIvMWGa=g_Av@&rY& zOirqM)ML01p(glt+V?UDZSl-+&g46@{fXIRem&d|RooJF_gGqy6b9JE1y&zin%L5E zXAaa;iJ=n-e6*d64Rd_%G@TGup7SAYS{_$HcM!!2r;1?RzOzf79JfJe^(WAl67+hA zJR2K9@KS90cp=)5T|ERCP~qFZCy)3F+P*t75(WyC1yJ+HnX`=9)~pt4ZAg^AQ1Gn{ zCa{X|*x{EiH{TvTA4fi9zWScNif))07I=)G_VNeVRMB%faG}G^uE$MICWmv?=!QzB z_yun=KmU9SW7)~!_J%@P(%2(~$C{2HE1Je1`{}D63X)pKWc?}yN-rnCxf=yaGJbmn zO|ozzTK~(;{!xX2SbC9yXd2~Q8oLzRZzFp?*yHg^BnP=RA;M;3IB&$^9KVX7a+7EE zE51!bH4xdUSroW=yKeA#0)sT`nG3q1b@KWb-eFVBFPX6w=!O#oZL?qefJ~f67s|+E z&3X7eONpd9TvA=6WUjE}14-yEb{p#UYNB}w^ERWYh(4C&W_{<81fh#T=jo(7Z57CL zpX6R$OayQ^)BE!boHcYlgafkMUVSF;d*4GKM58Gn4U9hA9v}0;F*5{lZqdya{=n!) zksxxf%9o&$e~n{ZJSNpY>iO$dXFDDrwm+msQ%so0#qyheV|I|@6{WEnc9t9gF0aYL zdAK?S&%8c;-Wo$zH^i_hET5z&W{LIPysj9^{DQvRr60uJx>%(qVd^> zaP_Vj9?ChS?Ckn_i349ovpzhYlh!9gHVgMYP%`ukvM$tulZO1D%1Le9s$7uqtJwMO zv`4mK(IG#{!{p}2ZVoh7l)`7>zM!`J;p?~pMBjRou4h;kW-fctT?3F&4lu zahi*nUHx=6r7BYt^d--@%mIl59BnrBrTQ=j$KrDKB2ikx!%*%17Rw(jb&BD2RtBO7 zbB~QPVZpS#WRsR6R90-bkwv@=q#3R9NHQ9h2^S${yFA~iD66F(##f2PeNU^5(b*ltLzru(s$s4e@2k6|Z`k2%`HqJ#Cz zf=~Ti1f9sjFBEDM3l*oUz7s<4EAJY%P~LyyjZ|Mq6qO7>DTsANSF3jzHNA-}$|!BV zkzV;2df6Ei78tKOvs9#38E_LdxxbY96mag$`+(>B7s*=09jE0R0s-djy}_$LBi?-!gcZ={uL@32lD^kQn;Wr^vcZ_XsLlX#<+|9>7*7wOA|(hk~opDzFMb@!~vTAbFFtMdcS|DSvM$7zHG32auu|9?Fg3TU8WkP-0Mhd-lN z?>(5Ue9d9~2VehL?{wlvcU5?9Ov-#DM(6U77u+n`%q3L+bzG>? z9?fCBfd-s^j?|xj8_{QgQ6+!T1U=T%2)ImU-)ke9hyD(EZBSGiu?b&(*Ggcc9QrvMejA(NCMIw$DQs01{?ebu)J z>GIn%1m5X{+uQTur$m1YEtSTH>X@HDTtO;0w}&+&eJC$) zu7&O`>%QKDqF0JVWLf^osb%rgmEB+tNq#ZgQDZ zQ6BvDLeP=)_}tx7I=E%*PXdP>kKr4lsBF(^u%3+Fo zez*H8LeTc8nbv#O2W&1*qXr;#z@2A!2m7q0v;s*aIY|M4%%LZfw@Y1G7`{2c%=Bh& zB44D-1~Co_wig#!h$(M7%g@PKA*V>EMY}+`@L2$k!SSmBODSYjW@j&5G}JEWE?!9T z%C-R&;CE^|RwAaD28ZUIwo7&+s7Y_t_*;5+c*7A=0|eFd!hTf9#x=+sb($~>_~ue6 z`_m7+pxAam;V`W?ncHpyz($0R@5U`XffHoyi&`damkWSs$3td~okzeZF(&4AMGyqF z@SN!gwOy35o4}D2xn-4@n&Si`SZXB2ajws4TR_Fv`qfIk7qp>;g{PAcF3t=y@wHxt z0kGS3W*i%W+cm;K`^@2iBNHu{3(3zJ~3w4eB%ijaHBPz?VS8_VGNz*ZQqG?wpS zd0N~9fyF4nYBU%Ql+wNcbTR`#&D!=x!P z@*|Hq1Kzs$xE?(fFMQRzKYoMX$Mq#z?OG7+i_L8Ws$}A6ZP((*`uG_z+Vv7RExdnV zvfLlb^lt<Sk5S5G5KzD|GF>|m$wNNC&$4Cz}2V?`mdbVDhnY!3?OPx z5zkpK*(MlI6mU%RR+)Yu%=+Q7onnlY`pElrL)ZZzc+^N2l{Y>lAdWVE-S+-#0s+C4 z*d5B+%76c55h0aqA~{HKaZd&AMvHvS&wuQG4_&i6-x>n0$JSO_!PPydi8m5`z@+fq z|C#;>AQqnxM{za(9g~k7#L>*jXCbc7K<|ZV;%zqh2ZUKUT*d~-_ejOW za@5%Av9SNxP=1GVMM_<`^hZlff zu|_L~6glMvVx1BDnl|Z*+bDKA0k2~;fD^BQZzZ#VcCp?eDmV3Gzba|;9BwsKAI*F2 z`CNG-efH~qp54FJ6>OO1ei`v_f1C8l81f*0QMCBw3UH*nGD;vW z1}Ujr>IQ4kh)Iycwf4PBOq4wTEOkHxUC_TSa5POQFzQDmoUmoXAqQ(4w{9y0_j(9x z-rZpP%SF@Nlq}$k$=L#ehdB9Kr*udU$j0k0X63qhY0qi}kw*F2x4-^-QiJ#pdF*XvXxt#^Rux^F41*em@pPPuSlsF0EX%;Xc zCn7k9WCG7GWxR<5hMb$kf-=U^jg09_A9OWEn!2u`eu&J&Oli z?gQ|vFOnB^UY`#zwy+(YmBC;5UT0!^5TloI>{OE*r%F!pS-W=zQRmG>E@_x9Hx8qIEXmh%*vRf4}dpf-T; z9S6j>K44O#@_%6)@aC@lp6E0WE!-0rk3aj1je`8K3o1PK{qp~r6Jmh)fDKwNIt^HF zfzFv2ov7>oPVRe-EX=bE&-;rwI<5K%XUe*mEQErQJxUtE${LIE6#a6Qf8W*se&UrgHO08#0ap_VM$&2l*rW@@q6 z;j_(wq*EpWJp-cI&LkZl4#9jE8%4T9e;2#wFJSf~Fb4;z6H zbjax6zZ*Sw;(WqP@m@_8QZMZ>yeHK>z{1Yi}<$0CVcbHRCk7dR@a<96y72+0Gi z1MDkrk(&9C^u4xzLTA}It9qDl!H`KFeO$1~h(+C<=yd-Vd-@0pVp>SgeH444r)SyK|whP2Enn%tl zM=tN6r;JSqa~beAxA{oub_HSE0@)L(n~pR?(i&7a7lwsM#efyxwMg2)v*6aFVd8#HHWzXD94-l8zkW?Vs}z#ueq7LLLF z(ThORNr!;XTg|C=@c%Ut+#7+<&i}5)G6Fa*2Y_dXdc7x%^GH(8`xm`ZvHGN{`>;|R zy6WpzYy|06VI1qa%~*}WWw2#GU}Zd_X<`QIA`EJLb``ClZx*w9?N6Lnz0Xv1--MJw zdEm@%rFq=+kwcxkx<;_IBMQH3?e9C*n}6|XACm5aYx$k;FlC$i(y@;#uHGSxH}jk+ zOp))X(Y*HE(n-jVhLz?Io8a^Y)aD$1Y;pfsheKAf0l=C8NXoXOLU4UjR4E3O)|sUw zou}V0>$!}_=2^#_uG~o_uhujds1{mm_%y7VE>s@4?Zg*bT ztIK$9im?xNIz3$e+5q3W3Lab-G-q9hA&z2sQ_xz4-t!d}2?x)ZecsrRdjGcFzZ?9R4%;VD0#<{`>7DGN^J90TqC0jD1ZC1P<%E=f+fcna9_bnFk2~FWyiRk-xxx+1q zyLX%@o|P%;%t3F$lY!B7%WyS2PMZaf6W!he07|y~l`VJBijiLtrRRb$u3{_!4lf$$Dw#32Fqciw) z*g8(kg<9Y+zWazs3wD2iX3Rm{lhOQsc0pkN!y?dPpi|j#omv2J6KDKhqQ%>$Q}u{W zhYQ>H+D#KQ$-tPfMIgI}IoTe3yj6?s*mYi_=5?Ai3=YA2+oyD~ z7CfJ~OSTk)dD>ek37W%(w0=u%btk~OJ^W}?3B%Uxrd)Yq&%Vkd;Iq{G@a(Vu`lzoHG8wZuYCN5f}CJRVp%_e|6u5WA9<^wZc zVfeZlx@kt4zY(4gcq=1*LOC%H4mRL*X)q{9nESaBP45XZ2$MXjZnV?r-WHx}_@U;I zjLhY0gHA1(sR5IrP~&YHc!2&C%%6-pl$TAol|M{qd(#>#IJif%t<@ ze$mtW)XRrG7rH34XgX*uPg;Ug(8OHt8JJ+zTRfUfjcBgo+^&!?-v=0~0?(-%C&ljR z`wN7QXYi3jt=~J2p$6t;lQ_7q^faj?Ls<2@k?nq&6f%2&t^n+55f}slM&L=nK+q zgvk_=T`#Xemcm$Ij+7tpD?(;#6&D<}ihCfUq z{E#|E>^Yx7$NIBFLo-*d>@}N=ky0^W81+f)58vNjaT=~b@!RhxRKD2o?C^gYNA`tF zSQ{kX083)N;U%8^V2_VKMd(IB8xKN7_uGH-ldVL$R1_tP^NH>`pS(ee0O*wx${;Ab z`;>ust1k5Ul+|J7)AiTr1@u;2#PV(CQ`F!aP?=u-q}|R{^w=*32=Mb`@~WMTV1~%l zSFT$nHd0?ikw(eA?i%s>kgZt-U%*Nxajb4grtk#1-Q?$8B*MoY*Gc^7UfoVD`|DI8 zS4f6NTf_gHJgrG)Hm1-H(Ld^Xj4eC&wu0d!g7IF7}f~iKkHJj*#SgXiI8^&olYRwD+oRPb)2;<#-R-Fg@~hT0Hh#_=ajLJ%Ioq zmmTmEVPM3OSF? zs2L__sW@Fj^U07;<1f%`qC~S9igc)b-|?B!16SJ-go+l$u2oonXT2TH=&#mM!Bh&U z9rw%KZ-U=_+5cx7>p-6r`NWV3Cr;+S&CSznLLb49a@0NWD^m~L0L_QbRD&IN$0^=0 zTMjUJKe|k{omXKn3r^lvxB5~r6xpNOEtQs==0gmfh=m95F{w%v!3=tI;xCZ#b7(G4 zVyF?i(k+mpJT)p3M%R#8=l#!yIujMVaN4`^t4)>kP#%YOhHt~4_+0sN7Q+((^Xqo1 zYspWMHH5+Dbuk3r5ztu$P1+`Lw7`9?Xwt?w%f|bY6X4RR>jWX1-J7d zxp6$kO|{Q|u}_68gbO@c=0~6ep?AxH?kSd|&T>k~%0)`X3$oN#kvfLLTO(;!d(t^T zANdIQXg)+WlkHs~6YLPX?yHA8h7icTD^{$@X22cgzHo2F!`GDNk!}@g`=0H9zHeDE zRx`iXe7_oZkbLv}B#U1CTWOaho`+6#S78%3oM~F55lG^|uHL|^-jI>~iMObt>i@!J zBLe>+Cu)VFkJ2cF0cYdb`V{aF_d$bzG7iDym!{aC(1~fBgLc%&TT#yAwrj%qGnTMbk zhv^wXJjyA}I~{r!n~dIX^PjJ-SDr+OJjGV4=rl*6`&XM$P=S(^3#eVlO;u+>5A5rI z-yurHE~ZZ&a{<3V1kF&l5g9FbP`m!c7VPxgs;5YQ0kR+m{G;N@&~j(%{o0At+i<6_ zv^gQI+sPimD*3dJS9u+E~T%G|HAgfIv zOBu2>H3I`c4$9_09A|kW+7l#BsZI!4dtU`Bm$4IMGYrCEy23ipiD^D2*hbnzm{enV z+WMEaDV#w6V5WCkATcW^*)!7`*OFZ;Ir{M4d^ECJlZMtCG|_RJV#8xAy!I_tN17$B zwV*h}Li%&;p;KGU@p~)*SWdlxT+agt#g!&$SJ=~Js@sYE6n*IiGo02!Tp zjzMYDrF1@x0del*JXb-;iuc0J%PZTV7v6Oa!a_mL&)^4Cj#Zn#OW<{~Y>)kBMsfCV zOTnlP1Y8~wG8RkC_Ql$Wf8-}(S*VkGu4`R%S=A$Ifx>rBY561a&`M6C2QgbWnAXzU zDMsj>)kJL{X*yy>cUo!N_+lVA;2tu6OC)uaOhBd|@fS@VrQmkl?_|a7gMEJ*sNdnc z272@`4eo}s&M?u^&jtDH7=859007hus*s7m1f?GcoYqn^7AU{mp*-c6G{NW5o0 zwa)`ZJG@OP*~hMRR~5^ocjw=21ks8<+;fhlF8tFy-9~cqsMrBL)))g`W`c`}sNs9j zcKY+gTBVz-r~b)mRe2j;i}itYI)rkH@j_&Qkx#IGjspqRM9-HLSD;8QmO*O|t!}@h z0a|VCgG_mv10^o=1R5i|jt`EMjDagUwS7YQ64J}x)<5qR46kitn#e(A{+Rm6m@ZcA zppi|Ua3SF>kNX>`Z^aD$pt06Dhf2BJ`{19y1rP;1O_J-~p;6fDju>e5t#B)(dHK7# ztEq;?{QB(NSqWH=UAv5pCq6*&Qik2vb@8z#!O=vM`{w1)%hh0;-HRz7pi~mVj`cSr z!xMVzD4jb4{NEiC>?d>s=z1l;U@D8)##*r0x>L+a2lU2Fd4?47>nWR;=g>6!#6X(n zz`u3V6D7^+!Z&ar9<=^N1^O&F`ofmpO~-?#VA-4roUoGE?HA{rv{w@OyTEY#jAgj+>&My5;fE3BEzU2I1W>Vwi=L?ghpM0g$A9 zYKMhlMUQXGZ(_`TsyaAp`ER3Pg~~?MF-t%pje=aD1^bkcuFN@<;<4-DON0H27zyN4 zP$;{Ac$p@qTkV6x!^p|GaJNd6W}%?@)u&hFX&{>g?l49eU6u2D-Zl6L933o&rvt`e zE*5{ML^1^;H3qnW!kwouol{BIuO6j<{O*{uaeQ_jWpns91K%UZ_Zq)`z^J=18&h4R z*sqIrfs*Wm*q3WWewVLEu?FFO^TTFg^^n~QN`btczyr`z?l)c;p^}=XkJ1O2LDD(g z{ej96ep=w64XZO+MTGZ;`T-m)*fMTpq8PtPXi#V?=wsaIes0Cq=d|G7Lp}zCGAqhP zz)D=Na$4y)O~*U!kQM9;(2Z2>$eH@vbxJmMLn%Hu!%4$O^m*?{IY7(90P#bi!vcK=FwMw039t#|wBio6@rEsc%v_&M8-_>t#H@cLtjy za;oF^!B>!k*1ZU{rnDjncZ}B6GnuP0HLAe;EF=`I)LwA_PCojGKk?CGZ6yp6fsxb(a>fn-_$dKPnvC} z8vi#=oryy*3oN^x%gXok416yPfQf=^`}BSw_I;ewenPgs{g`zW<<@2Mt16 zP4E^rMvL-ADUlOY+FwAtrG*-!GhZbmad{G%$1LJTv!V98by$*E2O5ox8T)17=8GQ| zzOaGa&oL7?OE-F{QphVT)Kp38u_aU~bZyI^X{A&jRB3e$d|Cvbq=JIq_SQ}r>LF;p z%8!*vHl^^gTykAr6F~<>JC)tn(d|(axw2`pyLi^(`1(i(5HUY54LrHse*rlb_KDwE* zpOK1-^Y}QYpP=oJk~G!~p?U6R52B@^${+oy`iJvE1;E7yWvMS|UD1{XP*P&m?NW{* zFRjw=`5Eb%7BYm|R4ta-)*{o&kqZg(v2}WxkEVO`{oIJkfhntZTk(dIu7)k=`hS@E z%BU#Yu5B0wWDumgyFoxgy1S)II+PX=1f;u5KpII23F+~rsviDDQr+&}w<~`t2Yn8xEqEe{C^nS)D-2@N8!d z3@S;QULAN#s_Wlkh!7!pb`1}zK#33Zvbu@d83?fmxdI$~!Q!|~=GVdT0QUzchN(WUp3Z(X@_BTM%^ZUE}+^ zZn2&VbsC9i^?gI&V`2$s>iUj0s>h)j%_&+3oE|ySIjFCbB0FiR@U7J$bKbHn14BCc z+XzPwx_C{KXe=%Pr~730SsUScdz?Z&$h3HWkq7j6lj@#zDtakedg(#MM-z7k+%BB` zhf`?d`h0T^mumtN&4lacsTdURUNeX-cJO|l9ci1%COr3L_`#=v_@1R&IGM6&Hga6_ z+Frr38lqbQ4q1+(LU9%q*?xoIWJ$@VzHwhN@=El51UQ&P?`@pp6;s%h{%a=m>El0= z>alDdll2y?r07PL6sOT%A9B9XW_lsAUA`un4eLa6%j`cSE;xpX-W*9u5amhnlBNjt zGn!=P>a~LTZj|zUbgGzG#2D70<7>C;y?V>)BMR?5u1nzY(d>rx7ytX-xb7M9IEZVM~Q(>cGc0{e;3VwLN?G92m^V9ZN# z&z{0D?){g#M|$T-pBzHha90CGZ%?1$o)yZ)QK-tEYY`Q?LCo>Sd)tU6JkB?s*UwLQ zyF}xruWFkd_MP#AnJiSzfB9q3L%f=-7_z6D@%T>+R(`qzcZ^cGfW}v=wzu~k_qcX* zT2Dr@2M;@<+U0|JdZl0=*R9b0HzbB4Wc#W7$qNba<%V0fJjZGxJ+nz9ulx;*W0YR#v@TPUS@4uNLP#K{*ds+O< zBrfozk0XsPXbtyRJ%jgU(czg5Oc<4k4(M5I5lP~Co)@c<6AO8i`v582Pliw{JycWc zU64pInOZg45t8LoGg#RYic8b=2h-$17$t?rz0hi~zrO{~zgaIbu+wTMC$__K3R&04 zCB)(n7ACszNM)OjbW&*9!xsvrs#(%co;K{&8x9F_AV(oEBpz!T)xFSO=38jbG)V2z z!>Dr{05AWm^0Dz|P#8oi3mGI4%Yg~w_sCCvXJRLaR4Rr64nR&P?x-(s$ zZ(J2vO~8@jUQe$b)!=iAalWwp!=T%w;nG%$WuO-tbn5^r&REjC70Vx+59RKcDvUl# zd~-=9s(RKAORckbUDtLDhjn~+g@jQZpaoXEKHDE_am_!QbC5>~hH3UL18n!siI}d1 zkW;@#TIy6Q0W^igpTd3qU{D}6#s+zEqKIu9-Ej0dbJkDDaUPr;j}zkO9uHo)iIf{1 zh0TyZBw)jWc29(!eDk1unig+F$m#ph`$xbh`BV-X5>3S~V+hgVcxEcZLf!py~ zAA>$tqOe{-zO`S>b7$aR90qiYqwe(%ZqgE#(3iL$0=pbjSo&ai=UI{d&SpLHk(miStHcVx$P-gL^1tJd&wmj0 zW%@a$O-RQEP69rw^!F-%4*yo!e~^)n1cKuc;CKE?4VJtQMJ^9o4x|6T%-?qJlM`#L zM+j<{NGgMT5=F&rfyu_sW#^#qiIa`wCy7efQ0wtbW)bhRHf8!&b@<7ntzZ*dadb7E_Lg#J(~#%fyWX>eDnIyY^zuJ zzU8_48yfqCt_PHRCSz9c-t{qPdpAQ?A`pc8iqr^Ih^SoeZ&!^E+J!QyO>j#IjLzmk z_lIVZA1{K%^Ky_T>VYG-(nGb!`u}(ps+UkxV+7U-%XiraD9UM6+@}7vD94F)V;NyN zukV#Q4Qc|E+UbwL-Bko0Pjdc!PmGZKn~H`d?gQ#kwYlI#T}UBmyeB zIy>KjA$CSh%p+B-<%wooIsOhH!I*6GevR?#RhU=(dfzN(AW>nJ!5v7Z_&#qPvIl~h zuvMha412j2RD!N#Vb`5;+W8H{(kP`ynkL2#PvCG!=)VW?S#U1A z|CZbg3+T?GgH@a=t=q$O`CZm}gEzU`zLL{&nk)h_0#Al{9R}A5waA;(BRrlFyr2I$ z>N|1unp_Lv@kFgja~CZEhj>Ebkf(I&$!O}m4<(|jzNreS)HW@xTYem&KJTR55xd8B zr^NjV^_KlkB=MyDopKh*LZ!&rj71GVPYTFA0kH=q$on^L2CQJG3F$t8#SVVS%O_s% z+1HiA2_O|-GdgVdKDz29i0Wj)ag2Zc(ud;HY)Qf&!az%frsTpeHTP;dpG+JGX+?ny z+ks7M_2VH2=Ewv*WJK^|{auMT$;bN=M1bQXux3}8RNR8mh=F>^jKcrms z*%JuV_Ya+k4v!@let)9}6!C~L$Lhscv@ z0TWU6F;AP@D!HYnRsgFR2XtMH?6@&gWsR-Md`g z(vVqtaCg4=uKX?vB+^K(!Jcu~)kt;u`WTY0|GLLT;`$uZCcI;}a>X)yVB`UtTq_#) zz~6Di9~vlu@Y^sg&9I@epiS@r3((F8QXAC7Ds|EO&n#S**>RTBW6Bt1)17obSpgEcAr&GPZ_UAx31hZ+;y9>cab zkJ_xWk0ge*vFc;sZv{m_K8URfi}dcJ^+!McRup068Zp@DvZ{G;v-VJh~o-eZGTW<+eI7gC))l!*ngdbfS+rZ zNvL<%H?m?^TixX*^3JsFHmXi!dzYg{xj=*V>u6a%@y1{$2Y7aU^ou$c`^!O3#r= z$|FL)ZwbZP@19&!EjT`!jJf8muij%3*?E$-)ICUQfVF;@IR`amN4KWQv=hQWfz6c!Np^ zoK-48yTFLc38sIOQ4t5SQuhOK3ob>5c?yfv&T`4^imjYaR5m%r#?Qq^GE%?PJ4m@s z8;cDd58Uhjd! zQz^E%(V~|5Zjp|+S!%zu;gAGD&A9ix5J zDxwyS{Devd#BqUQjUAlN+l@f2WCwYCNlzT+v}}#n%bxZ1|AT|!U&U2XfjJQ6ClJN4 zS8C(3VNxA0l)_aB^{H}SMj?c~x0!tVa!>DX_N{)7I{eTq$ZV$9NzpE28I0k-%a3kF zLg0UC2l3#mOg$%QO=$%>6RWMP*YAL(SjU)|_WAqQGiDF=M=mGZeZ8GhE(`Fwc~>}> zcz-2XUsV#nBPBt3NNoVZDI&2R(Peb}_-=q3J=r)gYXd!S={w3~8cEl$DQIO8EgK|t zl4cRj;J=rvY~CUK^`&d6=b7hBa-js`;&kYN#P7B{>wWi~1`agGbDGdm`IctBFkQ#hKRQXw5SgTyGdeF}EP!vytulGS>`HvEfp6hWLt&=ED z>BUqT2G!{3O@J;NKB>K?1OgYUEV?osY3bo9ZKGE@u*mADRG928+v9! zs;9Bd5ZQKi+u7-V=w=)OUJh!;`Ogfe_s7m*kH{y>!o5LvW*H3%4YAZvO zJ9Hwdj|c=_`*n%v$1l`(g-SsRWTtaBto0cRppCZC)j$9nU*c!VawT>hru7j>I z{riib4}81)!w?u*6}Rywa2QO=PwIiXv+tYBS@K`dty33@HE;{Wh`h2IkMjkNdvW11 z$2{uDPvbbG&&r`hmu-3zJ``8JzY1x9y6=Soq3Fc`WfYa!WUH5#Ejs4Es1Gbu$ct$9 z53&*cCIn5t$8k0pv+1S6B7N?fP_sE-JW*mchom(IzoZuC1-h)YbZGf)8=d&65%t4= zoG2bWq9+wdk0W(mbe|rACvn0&R`q9q%auhe>Lk*%_*S0k6G5(XLU2n;j#0^tXChju zN|sR6Xf}J`gi||qQbL2VPy!5B`tEvJa)y?^Nwk89Z+bSoO92%}qmOb-py<-{`03&Q$`b zTRI}4d9PXjoht9{pnG{^jeo80s?84cZ27r#4)%^Y$H{6~KJnUWGt+w_1wff-ev0${ zS5NRBA&wzinM?On+}2JgUKM)fZEPgTu(L{&@N?)-(BmK=_HuE=KD{&%6;)BQ%1Syqgy=q2A_J}ek3@J>>}zZzLLi46esObQ zx!3AA;ElUrL%p*5*6+kXu5u)=&9(t(M5gznL@APG&d9M2hWOlM-JXj1HY8y*#@=$s zZ(jhVV4C$B1#U9YmAVg5vDWXXBxVc2uHH;4Fv3n`Ee*l-;WOhp?#=5A6PLpew(LH; z)EGQBzrJQ0@fBi4`+|fitd4K^aaPl=_@{5ff@{sj`x2@l^D!4rZLQYUQtIqnE4F`s$+tf$(k(uVmp!7V+#*KV| zKygpDN@0edt3JNUzw)|zS{jQer~*6(f%K>j{g+{?kn?c2d7znZ!ZGSOGckI{xAn12 z;8Epj?qU=ezRy>w7NWX{9aPUr`tO?X;NKDr62@N4DM)Zyt^c8CeeENx3{ZLtZrh3P z4a8+PM!;Ev4s?8W53PS{eh3Q>8}agn}4aX8553GN!&X)=4qH zA9TQ|7R%}Fll%XjLQI|zVqJd@aA?O0pA2daPY^!2i8XEO2RB`a@M3HLcs5RejPlhzgk{}cT3Fi}BB`GWB?&zBy)&Pt56Gm%c3HQrK6 z|Ir40m@158J6~V1S3mD)E!hUV4%ugdJ0%~KC+XBe{u}&3Ac6f-t9~1f-;;@y{9jLm z6d}l}RID6FeCoAUVQC~lnAddsamdl}N!MT&ezX6m8mh1|vk7E?l9Sse7P#%hh<(np zO1MQb(LZ>WR&Bw17IgvWZ_ zb0^399tS?;c&rdx1)0hNIn$gn&L~tEfvO?Gm0K`e@EZ(R;XoXM)$in4u z-F-`oe}iHxu7CdTZ13*K32fSUd#ct?42e_Gi>vmBv~rQw*k>k;N{QlZkW^z2eMJSJ zgDb&K$mG$v+_U zoTh{;o}LQZp+x$>0_XyGFd0bEL@GQ2GtxR-c!b+f`dzk?Nf7d9C!+PXevsHE9E{Mh z5BcA?S?M>`WQxY8k(X|Bpn3qximD1KNu6Mmjoq~KvC6%8A9d{w&GWIk>ClvX50U@R zFhP|H<+C-)hWlZ#hMmCa%9RZrRFecx3kaJ54;}wsv$UPqC0FO%wYZOp~4EiI|yk5Zmd3^dUMJwH8$uf4j73Dt~ znG#oAvPB|Dnt&tPo{qZ>z+Qs^4`eI1`2TA3t9{LkEgpI???f20N$)yDPknj5?8^Q6pnkI1T^^S#IEkT9 zi~2u(hh-K5UiQv+>Q5aMUQEG!O?Ph+KE%ZuO*s80yAX$@Ga{&sf_StMAmOKB;VgC} z$`W+vek#b)vr~Y&2{?}AYKwtk6Yu>(6n>-)Kz4t9EF9hQEI1X?Vq^)e$w#O|=L*7c zA}9oWZ1km_#4!&wVsF^I%RtWN!mG0F(M_EibD5_}#2~?08ieaMvhx4yO*X<2aEMBg z!ryoVOQp{AypSgIMZ|r2>xS*SmH&T@yk$Dv%39!ee|OR_#k8+#KgW3 zrlt!Zi0P>{z2L5?cxoxjmi=xohN((pLo#w3PKDe-n58gGQ{VHX{~5uXkT$2VM}9Ab zzo_g~R`qk0QG~Nfq?ToYsj8Ii_z+;g-Qz|gz zXA$esy2ycY%bCvBSoIh3zT&N605h>9)e$&;ZTI%e%vr=1Zw;%>L*C4nwiqWwYQH70 zJD+uc=alQ$A*h5fIerJvMMt#w8$C2wFICl6_I=6jwd}7SW%X=&>Z@NfL;4B`jXo$2{Vt?wG!a@U5YMZAbOw-{-f)6rik7-qGXxdc=w6!A_$Lot_ z|1>2hfz3m3=p7f9EVDNPl-%Ad6O!2lJ<7}7l<#;fZCaHaM02-J1-Z@rtwy%go@;wkT5eKTeRL<2lDPx z1;As1MS&d2;#UNe;p`A(sU!gaC*2=@L38l}Ksx8A@6Dd9@pN{;RdCGrz*Xc*8eYr; z^q`Y92yiL?21v(@)_!iV3w+51vuzzke{2j+Bb|yBQ=}Qx2%6T=61Xh7Z~aa+5`L8R zq^~~>(D#{!dK&0a<%Y@nLgy^+09NLCw%E8Cbr^4KrGT^G>LF|~t4L{pbgS3sJK5O-H zSHyZ;&_{YipdS-HXM5kIwo%d0OD888>e(JlxT0W_D&Hxyf*BLwQjC)3bI`P9Ir7fg z-n4~yf~mLt1sL~@`zE+?#AVOnb%s5%yu?B-fz%04BJ?#H>>{KSTyZA&WhE{HX|2y4 zn}0DB+kyP#7I=s++aJbmnFQ|0jXc#4Shm*4b;ShG z;+Kx5aY@Ci{Y}LO$-37S5%9GK{%WWNg$NbTiep*cKS}~1w{EU(unhY-K5GW=1wdlHUXsb*E23NZBISCRrK@YkSN-CX;P#Eu@gW7rZpu>*| zliIl1Ey8vQ^wEonAj2aj|X+!2wgF-q+ZO7qH_avK{PJf3=sA|{=JMq+!8K6d8` zGM7)<-@yjUgP>^12nRvnG4PyZJKBB=26<)4I;uQzdrM^x>S&5`5pNI(51hv6nuIgJ zV-p~ZEpLbz*+`OR#$0xSdn-$x`m%WjRP>)PBur8_2uL$;y>B0kU}+(_$z?wpGlQy=4j>aw}d4Jq9P~CW650rAKAGNro2|_qP5?vi&*b>(|q%{ zxV~%r0p))#jNzu?ljZxn>EH(ejCKsI3JI2v&iOi`ZpZSn(vITJGk-r5+j9q&=(BOO z%7@P58%`YF6*8zjiQZgudz&WqpWM%#sDAJjRUpXR&@FuDruI~*(623G&=6q9{ZSoD zL!T>4b^=0K-(j!PDRe$I4;~y&p;;e@5~Yg5LvK-mAWI{_;xxUs;RaYO|2G2no&)Wh z@0`t_zLqBOhaV5=vfjjBTp3vT|x8mM=9uIH0mo>PNxCwrSk#-@AT}m1vRiQ zWLpS%8~Es0z($f%J0X;taAdTo%5(R6!h`H-qgOGp4*iTV7-*Yz!hHw}CdV}!Z($J+ zSzkysU(0AG)qZm9Gar9s(2uk_r@ZN<+uxJob?#OPuIuM$eCU3&e8@3ey0uL;Dpx*) zwqSwsGMcnCs94kK;~ApRzk3Gd=knMl)lMVp(~`Njp;Lemo?eQl2jl>%3kC&YK}Y$M&b_63c|qFTs6_ z65aUkDoG-6-j&LK+=n`nvk>J*!pPq{#+LUNn=T74VZetTvZ z;0_Nj-+!w56I>(HDyr(@9OUD(yz<^<5Pr$Tzl&f4?8hfy*UAvUt~a-eYT-H-FFFKz zrW23R_q<9v<$7l2r0|?FTs5M~!(Ts-26a=vEampIjuG-uq=Gg!QG5>V%ixRQvx>;~ zDV>GK?kYUq01rv7;65-ug<_>Xf;~^5Hu+t!J(>%m9cb7MBb$37o1^hXXdqMpoj4_6 zkBXv$TAhz#%7ezoYj1X1KcJJdob(aWlXu-dYYR}xoRE!CoO%@jy;04r@3#|2Zv+y) z=~vIps2>F=nWz^4X8QzWU=jBq(zz%WA;@%3db)yi!(WH@55X|#*h+)FYZmb$r5}|C zD|qzlk&aYmCkgKhy1I8U+xFS*oppqcjab3X{(TwCea!$Ojy+kV1TY&b%>qBzsZ!>{ z&;08c`|d&Du7Gxz*N~N@yxz#{&=z1y4RW0^0y}B(1z|Ur#_{OiMH>QLIYaTeE7x-u zqOe0zR*|WWn7X73mgxZw(QBdBhrFaT>$%1H6736+Ko1AQa4iFh;`@U7uXg45p_rE` zM;baHWP$}aQT#7N93Wd+jFY(mgF}o_1|h-5tL`{jrm&9+rp(~}AktNVgSz1Rj@C%A zmY4X$jxz&++Lj$v8YpZte%6?FL0z888G4i-bEGUE|FcgD=Cbkl_>lx#6BW$-UH7Zu z*c{wC-wf!n-`>OETV*ZGdYROyyKMV=ANvM}-eTi%Iibm?*6MTiO>+}&SMNuB7xwAa zN0TsVo-0w?P9x2cf988o(RT2%hvWLsx0*hiFTM35`YjI2dp0#E)%7+qh>_`bmX?M= z$qUT#^YsqTn8xzy;xokoyZQKN`@6z-V`aCW3L7OKq$zwJld(SW!eEntzzgZ%68b|< zPL4A5aJOHReQIM9FAYU6sK_X!MOJAxI+0`?TQv%#!oq(58ZCguhJ_7v&){vMxHIhZaQV5^(x?t+9PN`(2g-ppOvk=(zc6XZ!AN`K z<*(mj1)seijai73UYU!5QU4{*pa}>EX7ctR+u8{YhlH98@vpkHMuln}O}+6m?K+*K zwPTcO<1Uqj)u}1QR6c<6>#Yw&d7J~%YJFYx{C=XYq+j)un)NXz(n*}U;xVB-d79t< z2ldmsADHg$ac#@rx4^rXT#2AefoBIg7LypmYQnma`ct0>yXYp6FoP|q4GBoB6@S9||tNcsDN((`cbuwxGp zKOgwrzCHzx9YZ74dKumVt+MihHQkFBAmEqEy!zx6px4kG@qYYVxGl|Xe~wr35~jSh zn=u8F7pQ^2Rt;JQcgrMw`<(ocqY=Ixil{o~xja=86ie>zSFw!gAGg~-tM6Tgs5OH^ zA>XJL(}hWPL2S$*LjZ_V&)D$dY&%UPmj9&dK#4HGV-~e#6Uu{ z6t2|$Wa9QaCXrAUMUJ`%^Y7h(fX#2troNbcj0fLPHG->+uoBgg5jZnIs?SOS{F4se zgtDoAg|jTg0?xTZy?VgU7(OQV@@ELJCH+#G_3uQ^kJ}D^3#PIt{gBy9JxGI}eCvMo z*{UG+2nJiceid7Q)Ab)*j0ts(%GR2X)&XpcueN9qyTwi}*2PL(pZMINMKoDGK-SQ2 z#K*zq^sQb{CrC$Fl~g#E?W~as9i~hO*t?$_V2t5U1lUyqX}Ql2x?91)6WrzrQ)-{*HuTP>r_#KEk+n#cX& z@4eYf%f$3cdLe}+FC}zj0`MYg`zv0YizGmh|Ibk)$2ISzGGWxmz>Bve)VD(7(o`|;?ORufpl0Husx zgy+XZBDHG|qy{l2eluoIumiC40SS9@W|b{}dUAp(UWDwbHc*j+r@I(eype`U6fTk^ zZy};S{HXiMao1%1w7uFF)YJo7EO%tv5H$SH*DaiA!s@gu!jSLx=NFLe|fN2LHm z^z#jJiI)p1UfNx61g=4PDx(_3bLkr~T*yEi2gNKGF?6dOz$+QhaNz*Ss=;LP&CMT~x62YdpqT;z35kiIm zM&XWw)9ao;LyKUAvtU47b%XXtwAy~w3xpqY%vP@pJB94eWobkvKGSR$W>`*~-^1N= zb{fnQYG}AOLRCdrh^F~=;M;vux#+AGP^ba4nx_w*1ol08q{?bB!IJJ}NZL~B8bWZkaC;Hp5%LCxAX1=&7z+h_L-oE)&4vD2b{AZ-bQJ~rZRc5Di ztr$R$f>pv4Mc84mW#?CLSDAYaEnRg90ACdqYmH>%C@P3eJ(l*(@m_6z5)0r)<0J{F zzn%}<6`oS>Zze!fXL>+`Zy745N#|2WW(*lA1#2mGJ-t}i941kd2Rv7!Le~WBa%Z+t zlOa0DOcxq^z_VwAm#ZZ^YZ0oc?ns2pv_>%3rq)?)dgGb!fKoZ?Ps9j5w$0UPmxJg| z!<*}@NDGDNSB?BLn*;+zPn%hkM;VeJr@HtH-rd2lD?v}Nq=s9Vv)rW3ph!7AUvf42 zm3;|1(>q{1fd$YrmAf9>>$m%O;eX0R93j88Fkc7Pgd0m7XQRux;{zPE@kc_HzO6vT zbnq;(2m64gaqx&&uyFH0y&P;k8dXTcbwoxATTIR=#3&V_js^wsj=*KJ+4X!zO z8ll5Ac1cWq!aTGCzm2Lm!1VG3RuWFdGMh9AwxL~5mH&!(9eoV+6{XUq8E88(Gig-< zft|i&`b!mo@x=0x&~wk$u)} zoW(Yh&BLnex7jWGth8?SF~9fYO)FSk<%X_)DA5Qqsc3RJMD!cg3zSknqYcF3r;s65 zy4vkF{$&MKX^#2`^Akl2b>B*+)|!W)rsSv!KC@S9MFnwNlVvy3qocrud0Ek1^qxKq zERF(HfjU?bw%&lQ`+s&taJ}dV1Janp15gp?&kq(^!S=6Iz!nvL2(^?S{1U+(?h=fC z46<4)mNyiBd2EQ$VbMYcvBX{#0eeTGwtw_7%j?wU*l$xVeCw?E`S@~E!2!|zKWC;HzK56LySQ$0KTon3cSyt_RyK8cIHWixuvxL3VGNc5edpA z3h(piRtO+mwFnr<2-fi)2Mff*96$ukMGIi3@M4>8$I{mZ_rg2o4bsmt2ypyAlgeNV!JP32-0ejvo3)4?K5 z{>zje(;b~JQ^;(^@JH?~AC~He@FxR#6Hr?v?9Hyvl1#}!#_807lLjnsY1r?lesl|{ zHTO#(o|;{X`^ykerJ(NVVp1HI5DBS?UKW^^lYyMwN91szrw9k-40H=r3aFM*GGZ%= zZUhp;_Nd$*G}gH0;le;&!*^zijT4R;@KIYP`E{6TEHp~pJz_W#{$O3Z%%E=pHmzhfiQlxj$@$Z5pWj24W&o`K+G>*P=`~% z%CbxLkrepj5+4c0TE<0D0iv|;#|csRtnVU;W^6!#p`*jXMYe6sTmt5pt{&D9Xr{Dy z8|hFmjHd2I1Uea0KF-*1!*b;J3RXZv=hqAhme#>dBL4HROabbXP9!hsMVvOsOSMfl zYSan%1vyd!9U=<1>xTTVFL^=Da?>f`jaC4sXMye4e82$`Y<3;DT^YBPGT`6wm*qbC z4UFg8HFt4o3oloFLnfBPYt5uob42&qL$Dwo=f4k<{X@VK+iimi2Q_gXdtJLfxl;3s zoim?jF&z3LI_q9Sr;*DCvN(#yj?JUvX+RA8lm+8Vu;wRTo>s$t*sD7i_OMCa+UKnu zV~wG27ALKFPz>iOoE-DM+w}A9trt}bBzwPM5;oVE64Y6FZDYg6*P*uCo>$M#fTsS0 zA|L@fT2wBUEWIA2&Dp_sP$+>$6=EGdaf+}Y4=UuBhEIcigx=->2eY&%TRAiUPO727 zZu(Uuz#I4jeh+yAVn}O;z#i(v7}9SLZxg?^K|`kqssl#&gZByopu2{*)MP*wh)yXg z{H+^M&fn0!DL`x>pnh1tIM`cX<%vl;6AEH`9Q&Zk#5yUF5-Za zt$UH~*qY4FSDi-YO|)lr4)97n6m`UDi0KQ%r1ZcwS=5Q`s}{5J7+8B&CH-to0NEB7 zKX(soldO{Y2;Q{ez{&)wJ5Bbq84dZ)E@-k#L~P%5eZ>~3EG`m?=Nd34d=5Wp{(H2E z>p_=1X`^Zy1)i&B9_f9cYWkYSMFUK8FLa)iOSv-Q$SXk3ODR$4yr(tlyyUadHT5#XivUWwM4!u(rxcWUt%G{TU~^x}V-5%Np;8RF z#B^L|B=tlwzqdo_JjKs4b{tYQNM_q&TZI^G5vPNyC0R8K!qJ%5Z_>DB?Sgk_enI+z zHQt!}Fb8{@b71ubkAJ`sURieo#4yvQv)V`o|EF&mY*h$-?tAa5FSfsaSW;+*AfrKf zcV2bFoagm?j#ea`mZ&^;W~vc*(bR>kkg}4}N?y)M3Rylo3fc#WZsOR@`c~ddCasNQ zBKpx#9I0G4yM#|2XH23A;ZV3QIZiB6v7IVEyYO!elW7J*v=7$qtDnmFPV0V}^?Uj$ z?!0C1$)3Et0NJ2eXo!|f*&sD?2^n)1tV#Vckp}XFUWIhiCb!FK5^!RB;0N_%5dM*{ zvwYnlKSx;Mn-}gP(D0c!(k-0yB0p=2(B|{(Fxh+-Q&EhgsXaNPB=PgiPV(s* zQX<2}+C^>x(kPLJn3s(li>}7GS&mm@m$7|Q_ee1htbMAV@qOVk=iYQ@UD}Y02bktV zYhgyoC_qdQVyP!N2vRIJy4VfLCnrSc=!j!0{w;Ds(5XuNraf*Zv2ThEFWe;w*aamw zZAfr962zsUXoMVW;h2%0xv~kSk5J2!kslJI`Ca}EK~+#daEV{mJa${aYo=jVg9-u4 zAYL89rQshs_W=kqe;ETA8~IKpn;Ha0?|gqt^ZRE+gp%^lvH;?ni%r`*= zs ztP5=sOSt6?VD7wG-v{;9E}4h5{}#kksQDViDV1amuUz{lCxEfSmXMEwndnydAQc9{ z`O5*8_tL0ac4ldBo+egXBp6RQw3&GWaKKyz;VGfk0ltWr`Ho~@-LG#GibIJ9Xzfm5 z6*8#mh>da}j7|CN-KEX`nd2Js)l14@@yiJ1qrZr|JOhN3-|_p@et1B%4=L!tU1iD# zEd?L!!E5SoRB%v4Qq6db?&cxXjZ4-AGDJv1IOxVAW^Oe!E!Zeuk} z#!C2y@#cqvAMg0741AtA?ixt;t4uDN=LvK-FeTN8)p+cw{$djRij*&B}iw&4{$T;bXn z(b*OB0In0>Flv!f;H0 z=FSG33|1h0ul|t^Xf25O9W#LlaX`oGUkY?Fj=uyp_!!`+2ZsvR5JU_F`LT%cY>ihi zizCdg=zbz-x^Y#rF~f*t!hF4$@)ME)A)1kaS8QjSFf;v;cXq=Qk|EMd-kj`9Hj05} z#R^oiP@q~XO34B8EVR;4gJG+6AoF-+NBLI{{db-KBZV_1ynny$x?zW=100RY5f%bX zjOhgH&DcypOZC!V0*msrc~?5Q7!7`vVKDn;4j`EvoT<(Zw%s-lLZJamPyxPyWz*63EANv&>!qKgZC^YDwiNp!V;Xzc?W=S zTS0>iB7o6AjyS)2>4gNF_+}yF&SWwC48{(?6vdM80c*EKvW637fFwv5mwI!UUPEpc zAIF(00Q4*Hz74*PyLPb|u2KM;yM1ch>#lQcgyYqoun{HBHaZZX^-l4#XIv{FA&wnU zcELJ#d4zykmX~V)J;GJzDTBKP0ygNdbmGTVSStPi?aD`7GOLMf47obtB8n9!kU zWl7p)tKBnzOb>ZjvG4%>#Sl20;O*+0d(S&~AB@LovM^7UD?IYQEPyl5sj+6wsLmkF zNHkTB$+nik=YA2LD^MLX9_#Q0XQ>y}rcMe}v#3ORY!dJ!mcUZ-Rme$Q^y(L zn)5-iknkpo!KMry6GG!Ue5Qppo+MCu;Q^lR-36n=^e;&9vfx<)%IVxPARYH(M!?q3 zJC-zo>^z~@2bm>B)h6JB5#jjbUjy2B12F#I59fiz%FMHg=;S9n|4}ncTo3IF2n8Mj z@W&?jt3h9va09aWVi^S!0Lvy!{+Kqty zU1n_i4PKtZoM*YzVTV{qSJf`v3J`aWs%JOUcsLj^zUL?0oTbvNv78g+07zhOEJC(I zLNIQm`rqKy7H-Sv*YCwIj{zY9PvUGFR{M-SQ3{kClk-&z2t1{r`UVtGIbWUH=>y-3 zjt@F* zb(LChmgsLhS<)N*;K}S?kSv?!P(OmrDTAOrDFjU-@vt*8 z{Dg#M3c4$@3KOy$&|UuCnm){j6M6i}nZLa|3E;Sbe+z1G1%gA~==9MSpsN0WE^;tc zk>SDRgtWXw6(}GZj*F%=dKgc`9||G7t{axCt{+x+=|UzfD1-55U9qr&SP&mtkluMT z|H)10h!Q6}9)Yb7ixcb3{k$XYW<6t#b&P!58yc3a0FW+WhP;pkUN8oz);Qk&iKB{n z=n;XlIg`N?2JMqv@G$YAt~Aw}_eH*-F%Q+jnwybP(KD*Zx!p^S(Ipm+k~}I$FD;3p@71aejbE$0t;2t;OXPH1sG*s)xM7h7~TC>-2?o>-d|veU+I6 zkpt)=p;1rS*!P*l#>Uf1J5=oa2}-`tfLV~g?89A*_#~EJ?JvFOfOfvc5(a${i#TF1 z4k6^lBXN#)z3+9LCj*rEY{@e3`S7ib*(X0eH+tWx2uiCxj_0LS0=1NMU+39gZgdq` zb}cfsz=zpo4n7YTje3DR_Wml;u6zsR^@(H%+AKRos_T(fU?vC|K-^_5H&Vz&SOn2A zo!m1ZD;RN~@|Y?Ctz06HNc$_@MrpCMDLcITl_x{w zZD8bIX5;quFd$9NO9%Qr`NigcNLaic1of+>Zmuoc$I<#-!9BTFzx%g~$bM5fMNZbF z3l}`Ny?b(#YJQM7CSkvO;Dfp2vuS>$P@JEI&if6Gb^)ww?m~^jx?jYk6eYV?q%Gmf z++_;f$**}?wXCMa0&~UE^Pj_S;Of8roH6IKH^bF6pc1&tnEaCItM9rV*)`8f(Q;;9 z_3J~E+O%K%-J#+*MF@YU1@&|*11OzPYdnw5MR;25z7=7ep;a&?lBPeX6X)4UQwgKO z;TH09hvn|zsVn!{)SA}?i|zOOhZx1x98?WQ zjb@xxwZAiB`jKpHE235Gl%prK5F2gE(lHoCbUQQ9%#$|;1Bl|U?ycm=jYjKFP# zj=$P>zn6Z%&jjJ8GR=SP?n*TaBd7PfmOW}8DMIPq)zI3$qI#&ie2Xo-JkCaFG=vpD zA8XogHV{kh5s7wvcz;973{JnxjR?jSoFo|nPEl6htMd4R#kew0QwrTmaep46`!r}3 z+Jv9&bVt^#w#og_`StU9wog~=d>V>JY*$-JtkX|ZHgCgEcifGbnPpT$3vWN>d)?)^ z4M>v?+a5_GTh=mH&aS4>1lq8})!Vx`1(awNET-ti6=tis=z2kgp?$(C16aE? z_W-*?zk6id;x3c=@_HS`xi*hR6xaB8fm(?}&+!K@qtC=Rik@-m^JEn#+bwpSM2&f4 z+d}!K0^uQfwKEdf9>4|0 zVx?M$z7GO;JKTPb!G)J#GWl}`QZ;Ot2rKZd`N#)qSp+Kv8Y&xpn_DhUvt@)4SRSD> zfDyU25TQ>hBx^lSbip!E1U zqU_I#$TT}t;vk(3B(Z*E_s=fxwywS9zu$Wnfz#*XnQWkUna0#r{euaw{@=DstzNO3 z{sf#RM*RHh^VMIOcv-bdR_5#6?mMD8`w%T>s?4qgP?1dKzED`G$Fu5kFzZ$2W-a0v zpm6FnKKi1=&$NBiZoVWDpNpTF#Ze{Me>-vDp1ggx^5!v`U@t~&kvW;!!}zb{tGr-) z_`4GKA2$bIOo|^ah1`p4BGId_wQM$bw$TEIRQ=KzuJ5Cj3Nr@p<7^Xz1NldUOlf(q zSMw5mnmXGuXn(a9N|OEA#FXeF#DMk%oUbE|F6;1E{2eQo$nnb9^2~6I zNJJk%&$BG8viR0MNfn3l)}Yn+xm@CxG3y3I|Iy9qDst(g$*9xDud`Isf?eAK9}w!j zJlp=-^E&B{5{cl+G*S7UBDgk46cYzrHz`tL`Ro9D#Pi8#-WE%=Al~Gjk#YT+QUA2< zUOrN*V$S8)6noq-+Tl>>=|Rhu<;LJMZnu(wlb%!hS|{O+)wzC^MZqe8w)-Nrh~_&C z{?AC9DjwEV7VftXNYv0jIJaAP-EsA=ZjvP_CK#a7uibDOzt`?t8LME}nlxJSKD{vP zj}t3>EB6%N(T7{HV2jcs6ZQl05ZZddkbh6?ZSAB|aC@$+#B}>WDB8sX52d>G?)DGu zf_vVnSh8UG?SRvd(UR*WMhH32R8mo44|7nJ^&jD<7 zht`Mpz~=p%-n>d8ng};$edVRszB?Lg+G%N}Q zR3E#WUg?7X1J|Mcn5K;%x-xCs4?ZDJ^Wx>M5McDV9FZh_fU-RvEeO|;rk9&AUw#)7 z?iBD0)PtEEzP|!=aHk}Cx%-d5OL*491)QWOz)8UHjU!JOFQ@EBk6cCq_f_&wsHUr3P-o4N$ZUDN8It^Pwclnry2#)h|-sJ-SJ*sp<( zkv9SDlpd)=AXjwz(g*A)W{HxPdc@(M_=3OMwL>k$9o0{~dEFT3uAZc2;6Op$)tun= z+|$r+p2Ig2@bZt~Sl)_V6L5kaFro(z_Kme9_3_?E(F0X;^Jx|C9<(jLTQ9~(l&Xh5 z+5G&lx2=qjJcnT84#TsX!fiV%38?D}%NA zGllb7Q9amK#og~CEPV2NXUy81e64C-%&&}yO+#?&VkKSFzg*Q&R$^zI{5M`9&(CaQ z>1OXZFG#P?=;F`TVo+vUPhu$o&H!K~65}^uU`YUBj1onUKQ>t1iV>c4G`1OGBXzur z%_7ura=evPx{CJIgd=xFBop9OLm?kEb{jMES>lfUn$5FKq0xpY== zl&L42)_-ggjM^+;a&$-g72q<^h>cJA;NTOmj6xn$j&N}W=c#VX<75&pc^@KJ37_V4 z{sk?7O%OrhN5jRl%ERCb8aA+burBHKhuV|OWww=N>lOOP;Zff92DQ8TP7oHbZKZA)+~wbZ)pw^A7XkM zy0BFK9y*ZBk06Wj&cLSqH81_in>)C9^csmVOkMp-dakDBIoE}Y^lJt0kv=i(mEEDn zhfN%ITT7esMYb~N_zET_Nhm2%!rL&O;>ObQ-mBBPcGUcuAWRNdP+I)9SOHInW9>VG zlmZj#u2D$!Ab9&4!3Lj`T~ZuhUbTuP8|CeL0N;SGkF3$W<1Y>ut{r_6T7lubRNuMx z%491;G5)w~^vZZ7L+9l}o#}y7^QMJ3_5_F_4Fq566C1pO`F|7or=NdRwWOkOCDa(P zg^4@kI^weC2bARo`!w#B^=9&GHa2v=^~i3yS@WFImKm=t3ac>Bi1V<8z{-V!pAYf~ z^7nN|#j1H{=q`jUPt*&?&%zG5m;p<<4}QEN%;fJ9vpTV&b}|(LcfXoMaXN(hj^4R2 zvNR*;&~~=Z_wV@r&3y#rH_XK3H?p!_sOU>%J)Tn+(Jh*OzF-hOskh}dIL7i6Wes>%to-uCfXYkRgUHx%yl5o!1Eov-w_z z>td1#s7A)e~S6C0lug>+j^_qIv+`gy8u z^^-{=_A$U&>TP;l(5bmzc^xrWD}|g3{wQ*x)#NMP3EW9)p_Pv|{P1na(J7JDkm!0H zJjO4sS?kf`$);l&Q!traX-H^(TAoi~HE}0CuL2+{*>_@e(P(`+EQ*Zksnrw)OlyVt zdFm@&bAO5noAvqsuC}JQ0QPn##qRr6QpYR)V_%|ZM?THyJw#UBO9X5yHiP-k-?DsP ztXTtuWO!2k`JKQ#agHOnjUCTpAFReu8iV7>o=+8kC3`f_FL|HOLV7bp@qehWC~jaL zR&VCDM$K~DPef5SfqaL_ju>cR5V>s617fX@r4v(O5L}}aNh|){fovEcwyz9XlZ&!J zC@p~&iImxy31Qph&eSWS@prQ#PL<-~u~1`=Yp%Y%^({hpKrDEtwlwmFV3}zQfX0Y5 zRI%@pO@J#N1z(N)Ed_=Yyrxv{=sY38mqK2if}m83KnIZh$kvx}ycQ_X1BSKp5Cua@ zHLp7#tIYSQ%&lmt=ENX&+8$*z)3;L?3KC-Qhp1)1x9z&bv73Y_R%OI#cQMZ_oDLnbZ$zP3a{-r28q_swWbqab? zz+W^$c*Qr)?@1GkAE9viG2r0ZYHc{aP|M^))&Qd1>r(YT`+pvGsd2~|$w`6L2tc(C z`07TK$W6}Rf*WXtZGEN>w%yC*TZv$$u$2e<)X5__JXnb7{B3{g93E^jtv?9b7iX&+ zF6w?B%bXrp>nyn;-6}4)&4lenoGhWIMTm)sW0zdHy(YN%Esp7Wa81tPOl5hvpq&rI z+?YXEzGwDvn+jJ>NK0BefC^ckT);Ms1SiF$+1L=FBJE==G_DC`YK5&8jLR1!*zC20 zvTOKTNPhv(J(k{gNBW5?H&B5*eTx&UcBXq?nIWl%CgC3R%E-U;j+|6M45bvscfJXK7yB904t7jjMO~C~)#yoT&Rp9FWT#eP8tbT2WVnMSKB}_O0lyYy zapP+HZ2hmYT3>(0$JlnEFDlZkKL`I~(w)9Xf0+@>2#JIB)(5>;hTZGkfAljJjf;5w zDRjGMPN43$4EzdqucfK`{o71v#$i-Iw~Z^AcbN}Y zFd{1E6&EZ2_%C8-JiLTy-%C!jvgubQ<7Xg@5%Ul?p3_;i*L&@j|F|+ocMZ>87Wg}s z`@ZWe)ME<5mwQP^7lbC2#w_wz3Le!iNX*dn2TK6Y;+Cv^9VZE|aXNfBWlZbuQs2=? zdR9tF2-eL#Vh$SYErjgBQPgPR+;QTgpPz*cxJ z#l$JXYPr^5@^81FioxjPUXE}5h-u9DVj?wp8?jvgJpZx z!^P>(-QL~yrVR8$D2dv^Et}lYO(^mWEF$AeiW<;kK0?z=JROSxx`+Ey|ICTQx8kgZ z&AMp%Yrgt4W-M8FjJHAP`N*p~Q^biWy`akNaVv#N+JvJdR(dU4DWOe2kDkPP?47As z#=c*+h}zyT|eK!-|?oe2dg3!9jn$YZ~T^q&kmpBnBHy0 z9ksRKdGA0@`eE%dY(GtV>XmjUKPC$>-(z#{88mr6*@+nERWz39mdU*9RPEo;L&We` zw~!4>7<%3NrNn9E?DhQJay>IdDfm@FmXJl5{v#i9?z!g*uuF@)c+7jU$UL8iRxDt# z(I#_xe&)9c(0eALsGZ+DyV}m@Uo7)GAw|FKR)g*t%Ule!c znW)p+J;P7zj@?Y~ingr55rb`g-*RO+Eno0OZ^$XDg?TQGmCL{H7~pPXTf{##uP19f zYf?X~QMreut&V22@!~KBoV9+jE<|_^;&98qdo~?C59c>OlJzywui&C28%gZ>Sta;g z_Zju8^=iEiyvX($=N?-%Zj*YGGUoGHH5#pN4#B+U%LmHBbUL6UyRlV3gaFsoH2jY* zkT7$E_XM4{S|GkUw*X%p<`-V29e25HN5ik9~uM;QblFPry&?&>?hZK35XTS>i(`#%v$>1r4A$Nr(05EFLOJdHQPackS9~4 zlezG^xpq&eWoDz8ksRIO0yS0K_Ax12?yuN|X@gC-q(d_AM z_pSO?m*t24nx{OZ7;ya;64BxP1`Lc8QmT|HKd9Dls4`|I7asaYT0*$_#iu6j*_SBh z$V$pY28x>qI#fimdR^Ia!cmt2Z23u%g^W{|!S1|uTEJ~pKkuQ&9ZFW@>|HM%sdKUM z0D2MgeCHt?FSf+_8rMy~aK(VDWy1lfP$fdMDYsAW?B;*!IbG#MOu^_cLaa{bw>kTi zDe4+u*S#x6GP;+qrvR0_*y5NH;MW8v6UZTwwjz_|o>eMP|b9hL43^~IM0&bA5QWT^1*nP^b~av&35N69@6 z>&fI7G!5y@Rm=!`adWGty)T8C%l8f;H$=fP;9>{5`wRLm>yo&5DX;^P0>bBK+0lk| z4-Swu_Z!>;Fp3BedH!7K?8ofDu<&_B279z&QK+L8QiFYU0^8XiD9ajSlUKj5U_wS1 z25fnfkUCW5>#i4@psoUx?uZYj!A~3h_7G^4{tZ|1iHl_vounWJv6qIttS;&yXIK?s zmT@`ygjcln3lcli-8{=JOY}K4OEPfdvwkmi6x-9KpbtpY=>&lYm@O#zba_0bq3zAE zCwXSg3BA&g6|4FyaO|yyb!%LZ+=ua-SbP=GaSn&6)$C4Y&0hIZs23Ne=9Z~lm4Qso zq)He$wWq~RVOy$siioZ1!T!_{B#?D?tC;F)poDXhj0WbIKgW-ZfSi!OlMY&T(vWM| zEK$3&1Th4B>x1uXl5jVb!4u%9s`ULJi{G~vb#LugOxZ1RFK_u?wc{!`4efk%w50Lz zB^%?PRQN2Z{9U*r2?|9GJQwo_Cl#9i%)7#;wLrWBPlp+3fy>Q%FPvX}Q3T@OiLRxb zs|lGOMdfVqkQ1RM7P;D4myFwRsV^D&dG9U0EH~*mclJ93oD3Z4yw*}YB1+n()VlE$ z@j4D4eD^R>L>PT*IAVdGR6z!%W3UoRfN!H75>~?d&dUot@o#Vhp^c?6)OL6>{J?2e zIQq*pR+aY!)K(c(Z$fT)%_mqb)gJSP{c)%D9t`GdaD^*#)5E3?rC*_M+u2|WsSUB+ASVr>z~=a3(MR#>{=Gq# zha?ALNkW%~0IkodNpxD5mikXN%GblPf>gdR1m}EEc-D7TbVSxn^S5K_A3ghWH z=BSWo;tLu#q`_P+qeD)#jMsF&;`!FRyQVnop|gAyEV&{Mf%&^UrH>38#GPUU=ozdRk4BMfbag0>ecV*R>4Hhmi&! z&-sPCq_F8bx1KlT9}u45*@nN@j}D{c&+wO>X$f+%^=vzHSc1>u{d17>yyl#e)nIemJ?=oO{rvv@Em@jp+`@6ARC{Ag_y?xR0oRrgAFYOL^|GXQ+siJ4f4 za))0_$x1>ul|{jBv{G@HljWLBY_2v}%`^z6xgi`QmBAHmXN4v`v|;*7!m7Mm>@g(` zq|yVakk^x-E2H(|o<`$ci#JI{PUrkf8l}|ed z33ced8rV-Z-ipHbfSikik}4Bzf7#{2$TdC;?XR}Ytt56ljInpL)XAD(`N#0EzW zY^pZzJURxQLS05AGZ`2co4ESR+btmQx zN9yD=Z1!KzX6ukGH+OM7^Yt>^O2Z_6#?AoUaCtw)zf@=n(vQub1tp*pdCTO^_XeN* zl0wS}tb0E|Kj#w1oJ3Mj-lbab>=t$c&`D$_zdk^+|YacEae+3Vh)Kfuw_(AZ|?}v(rdq!s3}v5NNc| z{oVzxBOY7y%?Jv}QXDK?)CkOw;fc_Z$(CEFxeJY80S3Urip8zQaXAUNbMysStrj1jZTum>e z>n7w{cY%Y%VO14OcD}>F{bGr2@;`N^a+YkESFje82`hK>GCQx9+5da&un;yBC68_v z={y!qyv6=3B&VtVwKr>pD6x1R-lAHIFC$n)BM#3cFF}p!dEV#r)5V+qFqD8!2qegAbX7rw*ddCHTzQ z6^fNedzBIrkL~Jw`fhDpC+-H0zbd06P-o|Pf7PC|(|+ga;xmz$`!xENDiHv`aG6-L zaAogdhdohi^Ynlef;XF=&zX&1Vw_^m&+5kEH;9HrFN@JQ!!e-=(RSgMykJr>?4C|} zWxiV3_;OfUn(-BmZ(7;H)l{ZPDgCLLp-g7^bDt#v9AL&{_(jbYwN|&pM?2aR6JeTj z@(gOGA_pi0?tEUAzcRyab1OQOES4~gx2N-Z7(~G}`W!KwVv5g&$>-NZ+mR3>R$g6M z=XC{~>V_WEf%arOG1# z#SW{ zpRSRZ(ZOQS;H_d$*|O`8lV3|@u2Y7>C+8q;ndAxEM;Fb?G@f(prCu_r-^RQrJZEDS1}>N{69p-EffYkJcNO9?R#LWu&P#mWLC{x%J;67e!CTUcxyV+fWg z4IMx8TmC3mpEEBFmr#leB!2&xUNFJhpIV2@_Tzy7|0#d-pAi9<`(2aVu9^1=kE>&U z)xfrR(46efPpkL*?()VGnkS zV((otUaX$`t8BlR@^!aQqB@JGSaj*g|BrBDrfb(}u^T)?!?&9AV-_W;Gf1+MZx|5U z8~#}yxj?x(r+x{v?@!~D%WC}GRsKEOz#n4+As~k(BgZ~-ltgy<^}Y{-*7#-8fRrxb zj02vy2FWDQDN17*$$ja&$1eYK;%@w#SDpNgA*om-DOZ$p&6M4KJuV_tFbv0_^v$uBVb1ST$aZ0z#omN4FDY#_ywqr?MiF3yzqX=gJXK@2gb%-~WG+XxN8a|EWh56GM5u>) z!k+|cWKM@!1cz@x5L+>y3Bx)720-K@-qU$^my6pmM($~}fgkV|6G`rInzf2R_(?-Rh&B2;>*-7l%7NLr=D%P^?$?(CP}w zOY_;k?4>(0`7e-YCcP5wEf-2;aKq_R@q_dQn9(NQW~O!300Iy0`RsMj#&too@Aud4sYQ3I z6Q>e9{=$aLW&g2<8p2DoX6hDhUqR;$?_p9qZ`tH|C>~i zFXE*!)2MN^s>(RVkyiZPbgC!eMrnMLwFnR`R2|Cg=?mLP&WxSi7@iQJXuUu+EYLCg z_3)ym5zqUIGb}Lde|P%=!6mBe{`>ph#~0X*U{a(J$9^bB5`Bb)Ngi>}HQpU-C_--Qe33Kob=l3|g22 z2D`cLT0P1P7SjZ>6LcxZ76L{WQ^cK4lV4qV5NLp^5VWHdH1-G{tAs zn_O()LqUnu{5;;V5`R`!>^r{tEdjBhi z{-4ltHsac~hRWjREUd8&f6YPff_@9F@E1m5Bc!vHs>##4`J!AU`3tub%yf}S>y>(Q zeJXPAu}oW{+zR|YyJI&I4E^gn@huN^Uu$tLg6c;CTm|kd>ViL3&F>Z1P{acKcm-g>6Niao%c#j(myzXBFUa54(yJZVDl3+crOlzbqNL%S#IM$#pKz7m0CHM^TqjBx%V67fP1XvYE+Sk$OBlW&!N<38HyzuU}wQY@4fE-76cpEGzK|0 z&f580f>7Mhmnd@l7x$CRHe=LzE*Q>ZD{JH9$;x0Auj119<30Y{HQ#!cZz$$h(*B7q zH}@*GJO_rP{}9lYBogKuxqn6s*Ay8P@i0!cu0{FDnoMBW2%Rxg7uJnO=Pq`BwF*2Z zBgpDq7;s4j{Jyd$_1@uY>PF7)s84EuY`vKO?R4lCUbP!D?sdPm+rWC}IK^@dP}M|Y zjl0Gi{O~y6eX2`M`~ftQ_Xt14&T={ufO(I!wtY>qjFlXtzXEQP5K-5Wd)=t~!2Q+# zqJCnCLs9|KmLw5BUA&5rfEn^DX;X5`?FcobQ6yAJ2>kpOyb-kNSwJF|! zmQRs^1y#92h)4O)hOp)trVYOz*8SZuKfI}rG4eMYK)hzdc!e3K!2An{y!_o8JQ@bl4^%khe9q@|(qcW;u<_R5P~_Go z|82bJ75{DD;B19;_<3q^ZPV@5U(j1ON{01y^Q$#xAh8?>dz|5}D>8nAl;lDCc^&jh z3uI!=16(vb4L}Na{`l@gENG)CLcEm#cm$rn|+W+rM2xs_L zHsTo6!^{M#@a&>+oZGt-zTR*-U%V^A+I`o7MxJr`+@d>6*3a%z^M^=P}%v zg`3YP{mAf&b;3I@p*!I+qG7)qP~Gwg1~(rSj%mfp7g7CwLsg{3DN3Hhb@^GC7rUT& zc!(gA5=P8L@b0w}ATB#3HS%pCoEz`TUl_&ud(Ar6rr6 z?~qFWh#AKv%Dn-a8)hi7H>>H5sd_Uc?!j6Wml4VM1*gqbMe zs{AslAl6qU&%{^(tz9sgINc5i44uv%a2J(pAJl3IW_{KyNPH9ToJ681OMS*F=?^TY zrc_yS0%o^<7JM#Qc!WIE(L88yvEb7Ki`~oibVHl)>!uH_pAGrU#98 zpH+K)3AdzRp19Eu%^TZ-&M(+QWANLbsm7DUXou_tQz__#93dY+hLqTEmbmW)+?}y$ z_H~NexP3`D_~h$j;-=vpTd!|rO2_nku$N(Pr2Wp?%1yT8hb4Zss;)Z|ABTRJcCr4eglxpHSNmbAj6&is zKr?3n$UV-AKnTYIBg#yUkiZ&&O7L+)6Fuq6z9;ZECg1||fz%_FnbHRjt1 zuZ|FT1u*tL4<$&Y?egQ*1cOn#`*6UlP`&3mrboA}MGnP#Tp*7>7*7;%+6B6CrJu1D zY<|AjP$!rmbFm*nsDB#%a+DNA7#*h}N}SIaEN*rfs%wwW$7*Iw{n-2!<*L*3Bg zdtOR<0T~+haU-UmUo3Miws{O0ds3HOeJ;@smi_}*Te$`~ZWKA)DC2w5k$<_!F!Yki$C1w9m>mh$+nGD)~0_k8Eq2ke*K z+>Z$z^lap_sK6h#vhddp(J-Syd&_Dt8PJ$Xk_)<}%I?@le?=+R$BSeh=S0a0ggrx& zJ8CIyb93CF?;9?=BIK3$d*aDa93~sD33s0C_oZlIhx@fN!8Ex*i_-FD+siHWJ(&S@ zh>_=}Y59uvU}t5VV|zXXxn!ibZG!!%8SGGfw-Hpw3{bK?=|KnV;$uM=niLZs6?|5b z-bN^kIjB89l-D}3+Mzmeljpj?Yr>dc^3=^#A%&$v0^Hu=T#xh89r zOr<=LMp?rEXq}JCS2+6WD;|ds`Y1&gZ{h`FzQ*?}lwAxt#G8=fTCw`UL_S^V+oSC~c)!$ehYqw%0{L4E42SQ2L0y+1BDPJ7x+olr>1Sk$4LO99*0XRtPY z{e|aV-Q^$7)>_=(n*UY9NC%>~(FD8EqJ52I?eyO&7_j~@p zX~P>wc}e$UAETm(C5d+G^w)z4%f4`% zK1S4w@U_E^CA?kd0=H1;T!)+?Eq>CrrCD?}UFI>3aheU)>G}?g6;i-vCH{R+wA`^Z zEb1dQHRIvZ}Q>G&LP`>$EZKQIF@7j}mHuXEkrcnfbmA`RijrV3=RvITbi+#P;y z5H%u?slOHz9PXDBFl8mj7Zexeu^FOOkQkDx$Bw)skthrVfSSTUIDm+(BH&-r5KlnZ ziN_hGt%U*YZ7DhH)R}Wy0*O8WJo^-?14kf!p%=|5-vWtJpEi-kWao!CcAQs z_@WPgsAJ6Bnf9^T7rGL-e_wG2+7rmCS>HL?M&Cw||KKr3o@qSjxa_>94O|GoL#-#aVK zCQWC5Ec8S`xw9_%z46d7{tEd( z9ty$h@}x6NL}xcICOn|tP&};FlpA3GzXlt*?!-Q*kZWt)pjanoQN)*94|tq3sRj53 zD>=U_AoS%yXZw23oV(a>2H~rm0CrZsF<>H?Imn*ay=~rd@mvVAGc@(Pa8j57oHjZ^ zi@yWfD|ZrVIVtVwL#~Ub$kv)?E3vq5b39zRFYjcn-DGVDZVspbo3CfPsJ7~nF|pu% z7^xBv{;7vigxL=kKJxAo7f#Kf8s7gTGjZ}q;ar?F{zbYrlRJ?^QK1FVhXmE zMwlH+T>V$QqWv^8g5i2^eMcolSbi`|y2l1TA$({?Q1Vm8ktm(Ae?8 zNa`qst-H#=NlHpH5`zp1fPNG|ouvkpy^LiY-lVynosc{HB_v3UCH+7^y`3ZGv(h^5}kaA9sJ1)z@Lti{xH%Z){ADqWF4)@2h|ew z9$M#~JC+ftH&`%vdVx*6Q2ZP|X$Tv3;8|x)!U4-a5gp)?clH5Bh5m^Q~qy9j?pBhx@w!uz}W^B=ArFw&usT~qcE1_|KCa=&mcPn$C7Hn z9h&sfu%@YEusj(mh!O3{WLTQ6bzWfUcYU<)nC>nV=#Mi#%=FO6PBpm@^dFGYae zb~Vwk2QKE73|@NE#$3nssZcLVlzVgY6VeOV9E#!DER~Xa7nC?B*<0$*b@EEsf9*at zcuRkcC1-%xa=_AHm|mp~c(osHwc+H63*u@pF_!x5yCU_8?&X=Y7sx+6uK{iGNxOh~ z2C-2W*!v5E{~HzH+A#b@ms|AlLCm+)0k?UCqP!uL`%M5P!GWe&bLn=9+5l{xcXKHRg?n{1lw&N z5YXRMU`e~ndnyS3{$-Tic0HNS3uhd;2dC;vMjAPKp7PcRxW4wWSHD3GbzI}1chth7 zSXB33Oq!3qdF&Z4!*FKt{bhAhvhZ&d7lh*9qjPq9XHzS31}~fSxczwZfQYzB^7I_b zsz5WEEJaHI?{uXyl%OQd` zS6j6eMN&KrH!pq-k+7^PRvZek#l&okfI-^g=a*4UG=cwDAfY-c=3(8daeO`{WMpAJ zu@+53=0&jtH|s=sYj^W8~jB+n59s!apk zm;}NN7CI#V{hTH%bgUBg1ulKEEv~^sUEuaGJVcecA_kkPkz{+5<0tnDLI^@k5))t^ zH{iPcn!J*^^q|ez8h%%y_;xXtG@!ib2--p&{lD4^CaUPzE}Y3nl&4DWHTu4Dn*$J? zwSr1zG5{nUq@_2p_#FU}kEuDPHT3nDHa#DaJ zRfxeKb)HVGl%svi1~k(`@iYJXdj7xAnwr>QXWk=O9Kfzz%@Y8rT2U54{M3Tf;`$5( z0-Yhj6jp#&DKuNkf)}y$ZUbf5NUzE^1$_KsM;3*MXHR~nzZUB{Xsdn{8#p%O!~#c? zkcv2yH13bOuP@AbT7KpX-yY$xnZZ)~uASc9lKYZJK{Y3_^+*Y^!pqG?k^6t!SR5`f z7|76d1rMd0h6g(vz6qH_u0CKBDORxp&{)y`=V}PBVwIp-$N>zm<||lgjC{ZunH@U0>&+B`UirA&R+? zQvqHcHL7rU3^b?Ud_!S%Y84W1UU;@;6E5Y z*LDu zw~5Bb7`3-AP0>ckb%ABsk9y9DqxEv!htH7A8^lip^lUe))v_L`FBm*J%oB#;L3#6g zFHOFs%+U1>FdI=qFtjWmg-YC~YL&GZf0US$mdphTnLKTsZa9LJBQJ`|d=(dvGn#Qb z*l`*g)-b-4qRp+(+v|`Gu?e!@0g*WZ=Zbah8J~u%S8Ozs=L$es+j>qRY zR~uauY=^%3PFuKLyJaBJ5c8uF8ZXTX^P995=lCbo{mlC^CSq28n;E;D3jF<=jC#Ln zgkx@^U%QfaxLCt)w$AafS*cYHScI8uiMl*ne;3?)r2e%o0!9a0DrcUnEZIj9$A);n z?h=oZ6s;ZYOz0gEJ!ILsX#CPP%LH135W-=&4+3vyLF34{0)a2>(Ongn{wvQxpr>kF ztL6l<9O3J%U)3h?-+x(~*e#ZXYxpJd8%$1pkJo=fnSa;e-4)jTkE$oP6x>y4q>ppF zfw+AWGx1I3=jFqU(-ik8BA2Dgxs5zJ`@6Rk_vHxeKK z@p?%%YA}iLi0B5E5s}o_3-D27h<5oqvW$8^u>2 zZ+i#3d zHyfB#k^!cg|2=aGH&B&WH{VxuNyUJ3ZPRZDkcp1I^8u&UO~5ICXfrZ+Lg9HcTLDY0 zbC#TGCkOlVY3NJrNOfN~&yv#D1kYs{lLj(yG~k7=)rbF0aly@Qgbp)B(yQvDDH5su z{>?scL$-&i0WajdS68|HsKRgG1S%=gfdp&G-p+sQgpwmq+cRX0y24Fd;gBU5jRZr~pHp%$vph~T`)|Z?q`~IGOt`-PdY{yh z8oTXO`$DpmU%4i^-li)%b`8 zQapw`DRtzKOWPBm3PFy}Bse0d_A^rMqc z{zb4UG@XTvUYAxq<9}-ClP2RE2uzc}$gUGkNuioZ=0W`UAdt&t0)1VDyD!}9Ex(wl zy}U{rOa&V37dIzXD~})mXtk0}u1FGk{=u+5ct92dwW=pv(-=~iSjEu9*M9@#z(|X< z?=T+7h6kPew&NI>f`p&3R>l0!%z^0$kR4ZfB#;{;VhLy309^m9+`a9!l6##q=5%2$ z`u(RWFbZfxtB}&ujz{vFvgU7y@G^^95a*cZPryIau0R5x@fYg9l}Bs@Rz(y07`54> z|7)YbIu=j=KQoeQHPzbEK#|&5OKV=7vyU#^5hry2dt=EXR!^Ql8UZxC*KBn;8BU?mk0?W1oBx3gxx%8mZmfy+KdyW}{li#X} zn|A&GLl7*)V*b!h|7T?ZFcbMJ0OuiSSEJ*!q~o-oEv)d6aX>xbg0u`PM<7QG+1Cc2 zdTno+veSRG^5s5WrjX~*EoGP(H^ENqIKgEcC7_znJ_`GaL7v)m;wAzKr0aaBvBfZB zfP70q-Vp3Ppcz(0g58nL$D@Jsr3a^i7U8Mkwb67YaZ+CiaS+`)g7-EL7F)#L*EfJ< z?ZpXt7O7lLXXrUZfeI)k3{cUVTlciOlJ_?35_29*Q_+5d-RvZDeNnIdG(k;6_`4?B zx6rAce*dB<_zlgdt*YecYVe=Bm@+FN>SJ0~a2ZXp(bQy4uU@(7#=Z2JN1ug14-?|p z7DA;t%|e0nVE(dX$w-)?QwMDwHJqM=qGL|kV|{zbbI5QX4GFs0bJR?9KfrE)C1l&< zdk^(JA83$}B6vr76o@45S3bo2ekSRq4G$Raqk|3k&Xvb9&aJ^`%e{9WfJ1T=z&pzD zl=6FQev2VvSN#zs`UB~-4UYDbnqWx~MTg|cq}+7cmx4&d@tm!>8jQ;6HV-j9(Z@mRa01mw{-g{&CKi(&|@~+5<6VZx&d-1*Qr?5p6FiJDc1wOCc zda1g&0*_T#=y3&Wnn3&R&QsF%eVlk_i0BFw7<|!&oYz3|cIY2Vq|^`oeQF&zu*tVM zxG+1N+H{I%n$%9diG+XDT|=5s(YtlF0@7h(Q*N`%kYaZ6{86L!KCYwWg@o~M)h(fy z`~}9cn>!#x8R`ub6a}X=AOuYZkq^DwkSK}4H2?NnLZOt+#I@yP1}P(a1VXVsEW1%e zcxF2ha)Ib0UYlFyXCKQDExId@-i%N2NFg4UQ$tT-8=4`t8d>T7vH^r&A?cqUeQ#F=G>- zx_7DvB=WP&2{YU+Uw&owOJhNgGg0#_e@T?c>mk7P3~as{oAN>-fBL`$GBh4viHPeU zZp9ZiUUCp7J@=}#r1nu(NsW%k?nUtp@98^phgW_HnY>$d>>a69OFp9xnAf|Zugln! z%W#UALnJNfBCHcWsxMAAKgQ83iKurCMuEBR!iBzD>XjoT&)hgL&j&dS8r~98U1Ipr z0H0ceO1jt=FLw^cm7#?R&H$Y8>rVHsmto8Kf5tIs^!SV6I8!;c7$AV&-gnO!R!E+{ zaJ7$3{bKD*I?9{T-Y|TrnFDj3+JH&)<)^Qd`0C@_<4siH2)y@DIZdE==3cys)8%6A zqmCvAqGuD1XLHWf(Dev$0C>LpS;cUSb15?x_dI0h1lCTzCDc8&yf3a*y7Cv|GKjDb zbUB`rWeKuAG&d)D`zwXgw}Ovu3WoabU8t@Dx1TsK1`D8xEWbaOymw|tO&#Sf>f9=N zZZt-Ovgt8-Z4l7}AaCJMzNfGsT*#@nfQP~iMn51coVt5v6}p5M4FJ{^t@TNkc# zLBJE{0wL3fU#tXpFM%`5O(e07xp=3I>wnG<5vV_ph45bmeo|^hHD@xMCb{3gzOGQF zW(aDtNopt4^H-j&&@;Ly8wV3tqyjwc*3MIX>mxb&iuq}pA?b~W;xcb@VMyzOaVgKF z&>wHqaP)EV?GU2{t!AnxQV7g;-decLd zBv`y2Gu+1f|Bo2a}R0zfX8KS)yUX87(|N#01!Wm9ipJjWwdijl=l23`#w zkCcEtQ*Pw#-OzP5VEd@u4y>Ch&?!j-oVXi&B6x6FNg^3WK)qY>FqwV4o0y)$Na7%9 z)34kG+U^;xR-ga5(`;c3I7>t8cD%CwLE5CuQ79E7fzqsdxTs=c3BQ#l;4t(PH`XnY zUuBvJ1uM!JcrLom3Xf-Z3 z5n)pH64``q*QR|FVPKA{nX>T#dfRk;#`k{`ll|REao0H6Gk8t!Aukurgf>hGtjR1j z?E(V>Rs96LVWUqcIhtDR{eVmE!jSQ8)TRW z$UsG`TWz0?7{~5)I?}-XYSDj(uYS2a%S`w9jc5iT>r~CWg2<%>(0AcDVVq%~uU>dM z4x~R4x+L}|S=7fjcRpzr>hfz5k4wnw;HF~T}d>Gtl>K+#>{soMvc z|Gy76R`SE|PoAA`K0Zc8{GpFsq;#%%%lwMOc!V*o>~^8v(+$BX;NYZ)I=>kA-s&AP z)<1s0b6NeINbFZ(9YxAA)?BT3b>o_k_%+}o)~-~IJ@i(pSb>Qv2Fxlz&JqXJL$7bG zACDpO2f)Lx++;~vO&ELt^@<} zoxmGSram1{=O9&)_MyewoooBc6?-@t`2ATm$j1yx5e(AfNUAhoWEY9oPO99(ag|iBJpeIiy1; z!W`mctno`m=S>cq=4n?mUaF=K=y}RVT$q<^f=TP)2t2V~!%oMEKbrncqi<|ngb}fm zUsoRhzX~Py-+cqh%Y7E8PW2ehF!uyU|D(VAYi0l*JOJBIMCw5&h zrtJ?;Jvu5npDFSH$h2?gk-gI$GsKA;-r4aN2{F`c^g7}Q{{JuU0j@VhvknyM30VPS zs!1u+<9o`()vvIe7)Z<+qBWE|f{5r3aJaF;MykRd9LoRaFOwn<%4zoVt5S{yo9u|Y zfhz&x=+fA$PwCeLAk4efTd;Hgl5*n|`MfnfNO;e&Rf*UFF&xG&kXJD)X!i!A$!~c_7HcZgCCQ^A ze_435+XvV})yWeI@$@RzM(|nh{$ceBiCva88>Z3AAuq{or{m1kO7vun0lj>cN9NQ_ zc5TJ0R+Ns3r|{M{514HmxSOOxfM1Fm9mJe!_T>4*L@8|OHJFJWsN zw0JdAp%1YSQKY|xOUlR0=9VcQ-#2u@T)N)*6eiQ#R~r=ObNI;v8tC)N-Or3k`LD%g zU1HJL{9tim|L?Se(`x=)HB|+Ff6`NFF6Ek4Kv>J+Nem`!snUIVSawG zr5iMMrW{Ox*e>5lSJiDV{JRy%FJWK6nD~mEx#;MJ_`qG(p^|4z_LK`%odzLDBA5uL z(eQycmQXDH;p(PpsMM2dJX)AgRl}}$&Q+z>Cv=|q%axy1KRJAqR&tku4O!c_@Tf=O zuPMt7u?Y`8ZdCK_-3r(ye6cD6n4OhΝmvt)j+k#3rT}fq+wK{e{aQUy!duup-4iPj$NeS5LZf9uEtu|&LUK8&`B2i1Pk=K2l z3N_y4_1$QvoCm8lL0v$L_`oQD<6+x(T7r-5n|H%^mRuzX4$O16?9w9s>U}ln$C>Ko z(k_Km!+`(C-djgywSHa0bW2F5ASr^hGy;l%w6uhDh=L&94bn&m(jX-b3P>oeGzb!s z(%mHryzBOy4y;%Hit>uFOpQSm9L7nU?4bLfMK>K0Vq&3{Y(>DXu>8m0M;+85-U6Ai@}M z^v?Mruct-OJURwAdTj*AwPVOkA8Lu=G59v$ors2FE=`LqB!+}>cl@NpaF`-b}w9;qVfAS4P+WUfDl3?J4Ys6!;e~-a<3FKlnyndy&&Py*q zw03_BvfE6BEn&qct#73QN1Gjcp+7p=*zv!8&=)57pf8@Kk4gXIgP8n)kYWe`IRj`~ zGZix=rrNltAmA^CGDgYOtqejK?;Sn?CVuB)<4AHHJm)`@62yhGsKQ|xC=;E{?+hX2OQAZeFwBcY!x)0~S1i{-*oyzVY6sZx38($F zOb=Y)wU7rOT2XJdM2f*rpSbCfBd9d$uH^yt`2I%Jk2qhRwlRrONKY;^_%#p;EhU+v z6OWx~6F>FOG+FDa#S(6BOdAt2+bAtSKLU?JE=;qtF;);$LqOO}$jzif+ zK0F!}>2tIqj@+6hFvF5Z<9)%J4kWn8E+|Eo>T|%C(B*r{V{u1yj@5St>*vq%-45zc z50Re5gWcz6I0Y^}2inV0q#UU%vt4cl{eL{Pzp};u`1+X<`G$YI>=;Mbf86t*oB!(@ z`j2Q`cb)&^ul$v^eCC3)albny_uq`_Pwf5Y zn}t}UOPOwgz1ee&<O|YMOaR(_%gn zi{%MFs{}fdoON=67}l)IHFEG9_xT(_$>$L3G`L8KIS*$*(1ink? zI#{QN)n_c8{verG4^64aka~Zp>+^GS7gi5#JL@s?X#e$zQ_ZC_d!C~j2E8+5C7)n1 z7C&hgZo6qQgc*Wj%FW)AC3t_>fEb?$V?hVSKha+P9Nz>@*2PZNjCh#)EALWmEO3>gP~ z$0C#|H(2AbpY#UNxd6ct2T#_}o<{cOH!H^di#CrBB**g`mhW99a+}1IJ7(3kylxh& zASMw4S&S3GS)YXC?+fIE<*()YKb=><#mSrHslnL6{iTZ?S-1K~p$G8zJZzV5a zai?lFrn}BPmn0Cz<8}rMt)hnT!=+k^Xd2=BfGl1eP(lRAr%koP(5LdV-%2u#x~6r9 za#WPuo#ul8xUSLZH4IlikliS^28_x^Gcetj)?)dA(az?OI zzkqYlF4e7A!gP0X{ilBKm%*MX0l1h+Ugx(_Rxc;M zaZeDm1V*^2j-Z{?YmG#IG@`lyEd*5#2>drSxt&a8*h8A2qUHoOX$jc1+`c((7FT@T zFM0>~Y1kH9!%!-IFN6N4?()M3%C>fj^o&q7x`PX{W$vb<*#H7E#_WjoR9ta<;~4J4 zv+`Dag_Vyh{kgWk+5$qWG8X54m`&>9taJ!b=IAa?Tei||-kf;MNd36n?{W3Gg|YnA zwCJC1GVE{VF1NQ+^!DbSOQKrEIuZQ=p4^m z++!gpjmTFwdL`OmN-rgXE3sp26fCGLER3-r9qj?aSv<=?N=cs^`7(2JTZk8Q={w2p zEqgwUFo&(G_ggscT@BxtKI2)+usQR478G8g9dDdg!FD^TNgbJSP3LWJ_;8>a+%ekh zwcQatyJRLTt1C=ODK`c3XJF`F)g$`+W=yrY_l}6|M*BdKS`h3U5w5t93ewDvlenDs zlr><}-=%6{Z-BV6M8Hp&e;M}~8s%nJik5px2pvlEW73r-@8;ph92>~lzo&kIBM!L$)C)eXW=FK8* zCU|7@9zKiw>9$z+q5YLl=^>`OFPTlhQKJFM&S~H-q77_8s(6gzB1eA}nGFxNJZ~Y7 z_*FUXAOaMblltusxc6F~F%eQDpO>}=zn}~vY&ytB3|HQvV~}@!g~rR`D--2BE?o9jK`B2&*M5^lE~km^^7;F95RVs-}6g`j)jiyx>q<7Gk!po;i- zab6E|@+K*y5Vie_yVRDqy4&}!p`Y0EVnjP^!?Pf^zg4C`TBEby|Lz=;7?VxP;u?in zuyf}9nV;tTN|bcE5t61*$tIftJnF&Y^bi~G0E|ml7kZeOVkqIF%{wApWEg$X(O6Z| zIRM6rbVgN=m3)O({*?ZlULlc#sO^;(*k<=&o>uis*hJj>xmok@)q7rHEczw!wxX9w z#OXd8?;Nl%CBW9N>gv07;d$E$h*~UUY+5mQIZmL{d=CoX1(>Ju0*pmGKELdR?>+GfdISihh?;(aliD*SpsW|PFAiEomeSyH`u?(ET@U-aqwG&Djxp%P$6 zC@k%3B}4sKGd#aMRP3bD%QLh+?-;i!JWcM!J)ZDr*=zaXm=S%e%tW|aza=S?_UHk7 z$NA0q4-V^9-Wc{*miOG+4My*Ga*>~+Udqh3Ewc>bkGoHz^_9?^apyM_ zd(u6X^v%OA*NyF^H=S(d>8VkE8FUBJZ7azbfyTz62^rI@@$#cL4z6ivztCV2SrLc( zaIx-C;0^Y}Yi;L8pPU{$C31VAFY2V_>K~AHqdg&*H%X>fx~Y#Zyg(?tRXZOO=?QqA zgpiu)kToH*0;ZfBLxe=baDf+NBd} z5kEc^-g=7T$#dj;xp*HE45BgiT1kkTd48jW3OGZBvofkM{;-K(OddrI%gC`4Cr=o? z6HX)(Wz#$F06mkEca1`;WPwDfn20xk35~Gn3J)@%5NS-LTnSWuhLl1c!Ne3Hl zwk_+^_lrw&Y%eQ`ZuNOv?6>fBecG?^${MIiRG=Upo;jL$e8KhdHoWWmearh@PI_TH z7qthNRFdJlt1pex00|-;djqUqG%87=p#qFMHXH>FLuWf|?%KlrX=u8BGKV z#;cE+iX|urh{l~76M61^G2+m*3GAUq_v10`z?$o(gQX_D|84cN&TOmldRx4CM4ftA z3c{+LNv^+T?#7RszWz*PGyb#ShwwtB<0gi%VPdDp=U*xRE9@+#HCSnoqGHO`qWi)A)W>1=N%%h!lv&x9^p}b?&c_c|Y!J9rBe% zvA;aK{UDV;S(_KdGS&X>$|AUuHw7m6xmd+ia2(tr8s*Cp}C-g-2>DFrzH=8HDn26J@ac9;WjmIy(FkutJQ;9_cekQ!es~(%57&_Fhu-#?y(*VG#&_?n zk`AR?lP@xh^Duzp_p=fxHi39yC3WowDSIa|x&ji0Q^W#7jtoWs8LBE21yGC{w{UK} zUrxs!b(KUJCxpAZdEg3cb~p)VYp%U9Vn_ns>vZI1h^upzWxsQDy6d+Ea9^U{xax^W-9_-m#|<35ymRpf^*Yd z!8g6wz9Vsfh^HO|*KLD@aiUYvxerA(bI4PS=++YuxF9F-dPy)x2+dz~Z&W28;{2=+uiy2yfl9{e zu6M_;%}X)~PZ`+fGiRQAt`PA1vWVTFBVqSLq-(C^ncj%3x?~9gCY5_6xg0&IU!>sl zm@Cl?uw49!J^)5C<*Gm1x&>9tW$*IbtDo0b5!*oIZ4!`=>93&8S|dnvT>!8v*^hmM z-h){MlS0R|(57(@MLb&6uDkQx|(T14F0No-wvucL~KtMe_0 zso_Wbkat}Kr#6SlTx2Bl*tnX7x!W~dJU^>sNEqPX`t_8!BfHY1L2Ie1MM3Wv=4@Z@UB2p3J~zXo>HE`p-9jraSFfDjCXGy9iQfw_nm_;} z^u#DTY#jVEY1*GQ8VnA{_q3bhE(&s$OPL#9{}qS$2j7REGb>~^sMPf?$(T7y>D~Mj6EQy=KfS zp9Mzs8G+?l^t4e&#S;pK-%2iFhu30oAOg9#H`}VqA05{WI^0X!2+ad@ZpmdDb>;tl zNNmg~1B`&F#5=_S$jb@D8onRDz+(r|T72aq=2&VPCCsw^tD6&biaaS3e9)?`?Fe<)*t%2cZneKKMG0PkTzb0SivU+Ua4&JQ<`ePS5xjsEu z3s`?S`0+sq@S^tsQkugVvG@?2|d^z>m#*LakTi=ao2QgWU(lRyH={dz`PoOZo zcG;e`Fha;kSo-yB-!rc_bn~F%;j1KZH{)#qQEnPg{(23nV1!Nvf&1d6L)WmXP!{On zRi*vV{8RLCgQFE;tsVmxJo%OwL+v0p2$%dG3@%lqqVNkhkGW;TjZDe(Gcn7S7AYdX zD;O!i>1A(@#cg>Q2@8EKfqMxvJ80;b=|~jse4wqC3mPJXiVHX5iQeOipj5{%@_P^i zEDfLbxY$;9viy!Z2-5vhgqrC`eh@7d+m{1R?YvvYEh3tfEyOU#ktZVNcy&nD(0!G8 z+~?xVU<;bH_Q&u45c6Vgp?o|)ExLvmFg<|FBZqB@E4H^2vab~kosB-YYmX%Z?@zQY za?t(mF<(#z)yR7&aTf!LmCI|eW_E9cy>%}3#yoQZ3as+_bS*K=Jv5|qTOi^a`n;63 z`7DU9Lrd=oGjMJA?)Jk2yD#x`gHP&;2gpf&v+a6x0@Mxw4&X)75=~a=_98(|Cu*{VHDOKr^8El3ya#WYl4hk_X_BThY?^LhYDFCLSiDAmR{_AdMV>n30}=L)z+CA{rhAy|`DDEF z1M>^S3ssHwo)ZBaC(f%|rpVLZMgbEm+b&UKlA!McI1!nupK;`2>d>N=Wu$<=561Vb zr%(&ugZg&rt^FqbQXi2l4Ux99^`hwn-N@Ek-fmM9if<((0pCYP67>E(EVzBI4iCbU zic_m1Y?~rK~4`|ahvG%!frc_5WMnilip$kNnAl*|FZ&}=?vT?o;}X5usb?4& z{dL1?H2;sky2&u9m7#qT;X7)TxFLfbt*U5Kxd%Yk_>}*I`$T+n7lSg9|4+s!HS>EP zCJd6Fn2-N?t#=81kq@B%-owu4it(-RK-XM@MX+^(tg5(6sr=~|FfrS>`SVRtsl##H zrcpI{#0DWpc@VeiN=@$7pgm4CcCqoOy{izr+{Epw6VdjhkviTXAZkwBqC)aFOneI+ z29_KWfiXx)=bGa$`kl3%^>iivX~0N|p(%?W4hLRaPhJQs+}-(-^O^-ItpXU8g~W+Q zVc^wL8>~>g6ZI5VZ4u5M!SAFo=RlxMWVjuCr}16p5b2kiJ5m8Ai*odVNZNh`$gM+g zTjNBM+z!{Vb++bV? zr??fm4lFNfyGop&p!Q19-8}<@;04Iml4e(vD!*2mD+oT}y-mLraQtZC-tJA*Hh$?H zAGQK;QV=Y$zGB2*mG^Q^3z?f4YoEm?0h@**%WjZwiDmYD`4ln zI+4G5VYXRq-7o>dn=pgUArCtHM8Hg!)7^jVep33S;eiq^XKc?=HcL4T+4vqJ(?ejo zaseksaIB>AgHJ~a|Dr?#Dk0L$^%d$7B!XOWzmrCPR}JnvA=q=4NvtN_{q%Ml zcx5VeuMpnyc6mBkPeR{?SwFBMCehS;S-$7`+v6LumarfsviA|U?>ACswHoij__Dz|L3G>Rc;8F~>{r4D_$pqBIQnr*J?=wv^$^fIH-1hj zj1J}zL2jXKp7_e8wl3thXJ&fv6K+6}Y(Su73(J7`G)fyWufYu(5E1y5fRTA{F>f#? zvK;8Glw^4BJ%8T$t-@4R_-M>jNq;1;?SiJQupWJJ`xa)u5{IoB`tHx6L4)t;bpYUY z0u=tF(%1V@qr7YsjrD<9ieL*Sg8F_mFd1M+S~jce{_)C&fL=eMQOV6o>of`7%3Pq; z%8TbV(=oJ^$56~AXMbcQSc$VKd6$Tt5cFX=LGc4~wr96%H`YY-H_OK3`3n-fe#jMg zXT%ZZ0)#v|gn~rl0UNj7S?$9-v;)S}-wo7Qtd&P$QRf=3Zl%r9xks}bMX@8 z3}r=0&Rs59Qk~;hrL!vq4(oJ`cA99H_cYr_)lidjihM=i)Cxh@)p=O;(RrWvvA%4i z1NQ2sAG=Ew`?ILhu+_|8h$2`mXjm<1VsK2;cFGnS8Xn=}SEoQ)V%v4cOJiKVc1v7R zRFmP^@YrGj^5~$^LLY42M{9Y=9kc?eb)8>_ng`L5Xar7PRoc^jI#RjhWcy&l?3?W* zf_5nSrbqZqs3_uPp*8UO`u=pSi1x7dDa?wu>C#@rk!QqBPhju3Q3FRL;`iR1FfU|v zXyrrbXGv3zeTGPpo*HQTIyp+QEVmJ>I1VGN72MyBpcNfan=h*xw@49wgr_2BM*zbz zzbBSl@B21nQPfqRV~D(U2suN0W9gNveZa9yg?4^N<22y@$8|2U2`bBA_Q!v?0vywv zU_Dvw`vS+Sm>B`*+vIN_-lh_IwBfAL={#(;Ss*p3mOC+-KaG2?=la)l9Yju!bei>* zG+;VK>e45VZ_}va_b##AwX9g)AQQnm2&V5`ptarq0W(tOt!VDcVmi^TP$S^BoM0+- zR)g}+mHRhKrrsELt`sAxKlyyrqPv*B%2w;R2J)DXHaV3=oQAJW+^rcbzi;b3AYU@= z3TR4-=hvhK$xne2I8y}XMMT4#Lon!2P&V@O-F$BtYZHNwF-3DM_0msy@ui}Z;6i{{ zYz=Z}gcCZo46(>e-v4um*1qG0x8j`G`DwQLS-54t!Z zbJgHK;#ZOjKwa6gdP((J=}NO8_JK|j*YWx&*LOOBt0Gi!{8@H6Wzkn|O%I~qnyOS~ z{guV#&b(H0XV@+o>LX6UGzpvSW-an|ff=!rQh=NLQz29B8VstVF*xaYdYrc?fxQri zR1Bu_P*{ZCp?`x6ejgvU6llWAqq3=TCb3ylXVX80)8gd2n~6}3P5DXTFB=WNMKItg zTPaBR%bJ=j6HqA%f1$KK;1f7%J}JyO!G5`WRl8s8*t%gq9R8L#+GF44f zF-ZELXUd#~M?v@G%!uMJOtT=1BS=1P^RBnHzJ1WOpMdz5#fZln>Twz16}B8|ux3Wg z-$rt43dJ^k7-JRVjfr8%=4Uvl_T<>`Fn-677vsSKuFNgD``4^NkMV3`Nx;{A-#?br z9F0;k3$N&9@sDy}qEVc9Bet4a0*zxEsd&18n zNN=j7dL$QsBw%}hb@=9)Bk9v)S|9Mg(w0nK6{Vp}^W5uXv7^ZQl;IS0hw;aP<3dVb&1lt{8^#!_MRvDU z_HhmbhDlHHFuZwOA2U-=U2-#fgyaQy?$lAHVO>mY$^C_r4ke|}x3!~HYDXnlKOzsa zNME@#euB&E`(XZUjoqxFC%L3bhu70P<^J0YLIFAkRHIHyDT4}X+AB#=cxMkm*Y+9L z8hUHi!xvr(ulG6Q?$z|Y?aw|t`RKRJ{V^x7?;G!v{fy(9*iTF`*Aad8Fphm@zspRs znl1ifl1_DHHomP2v|P5Xt!^^fT7p~>`lHvbTJX~#=6^nFklL*bYBD96ej$Z(t+bVq zz-`tJJO_jpaqfPyH_Y#=U2YKF8Lm1GrtAh5jnx-uJ$?U<$(T*6bhPwELE`WqF93ov zq?8LVY20pHa3^URqL-_*7Szd^EUEs+&SvvWxfL^s-?+ZrvaJ#A=*og&N5ya`Xwd7bn~(YXBXxfF(~YpC=OP%6CV z{4&*|FkVe**ly^Dd}Z|48I3gt0o~(<=Z&lHRsQB61mA4)$gM`2{N=+gP?k*60L zqY%g!6~Q(%{?+P~wnm#26{2O{L zc`Ap0Kijzr?6qiJ4{twvgH{906a1b0c^>SAuqLW+!oNwtF*lKEr-;42K{mJnLOap^i0KrY@?e>aKZ%eKI;p+$g~H-ddsR zcM;`+tF*2XL(YtRX=|o?XrtWEzZ{i&*c*y7Pg({FrF*Lp=z%v}n)KF3CaMleLQ8Bt zT1u7L(hjp@9ohP+vjS1W^l7i{v!jNoZ#JRCZwyJZ?^zi=u7LM$h=sK6{weS_r%VMV zQ@jo@bMHz_;noFwNa3(e668EaaDIRPyTe}`QLxK~j6OYqsF8$2bOIj{I+a)Hw z9dZc#pz%5w%OoFWqofjWNP}7M+Qe)fsGt4 z9{q&3k<|VkkL_VFQ|~F$1+y7jpxeZZl!%ZJ74dN zs#>km5=;lh(~9G-KoiH{r01>CI`2s?7vQ1jqZRTNR4HC&Lq<`R5U74FS?E7&K7Cue zP=iY}2W#aZs!8hsD(j6kEDIy5g)>O{lWbJ+{L%d0mGq>GPi%Do2x)axffOlFT1S2{ zzRON!+=Uu%C^z6lQBObJ?$d+ae+xmmST2~eRsAsj_9wt0r-h}i~jWC>_fue!5%x^Hg zdyx#|3B^Ihj$aMuH1FV*4a`w!r1WHC)q?T#FlrlGrL51$pyR#|(kTCpBw!R{*8ijQ zrT4=^YdIk1$V3Uiam1joEPsl}1TQBUa*K2rAx8%V3xZoWXdg?~!N$RBeJPNlCrAnt zm(HY_b^}vB&*@;9v;$+ccsk6>M;yS_~E-|&>y zEVr^4tC5kG?nmC*4O8AerUPlFCBfl6fj%mLx(%fbPi`PwxrNDJ54mSVyUbXa{3MSW z9BpMOy!FoS;f7q;&3=%{(hx3HBgx0@e5*D{LmzoY5UvSzfuZ@0@^lT$%) z)~n&)6`3$?dx=GxNjV9km=rs1Xv|Ojm z;*>V5tM0${hzX&k;AhYogmNYC^7gaQRVm&_!)#UAxynC?T*q3vrRSxd2S1fdAT9eN zY`;T4OFJBV!vfC16Oh%JRmnX<3Q{A!tBUtj+Gui*s-RfHyv8;!Jxy_arL$#&<$7zz zh{xlJwXY8wM%6d9gSVD4Dqe@%zmi(ka5^*`4H9Y$$sXDzj;a!G+Ar@=p;)STQ(vlX zg!k@9xA~cn0rpVV*^e>aU(54CeR=)T`5`wvK_Q%sjN79aV2Ycn;ZMUfSHQJT?^l2} z67ec#^*4I_5RLoZB|n#I5pss}I+Y?;zwQoFyke0D950T!_vBTn20H+9H;;eje|a5e z9rNXdb-h|?Bl*wwk3{!^n-q|SUK{NUxoT(g2u6y^sRJPd=PhO#%cHsRQ4d*y@qrgmEN=Mc4&8Za~Y}TtZ zlKpQ{qLsFvyaFbpx_aMEv58H=mda3OeEe8_XCQNLNh`v=l`vFD$2c4L7rMGBcN&d) z3ACVN;;+ydyR|z_JE-KBxpfCiQCzuSXY}&9PqIfj^3(Mjqn zYTA9u4=6>a=$`W?PsLi(o+Wf?xK!1xTV{AA4sxV)4NT2Cfyh>!T-K^ovkI*?K%zrAeY&M)kBir4x!{?vF*3{;Nrue`{iw!`8QjV z_~>d6YR6$U+4sT95uT znsdq>!?7m3jMAYTXw+nKPpjOu1%TiUhJTS%p3Cs?qmr_<9KX8NQ`Z{2dz9eu0W2@J zyoce9p%A#xSVgePUeGrT1OHT=S*6x6xsKWbSGSpiVdbY9`e~}5#^_h=hqQ+ya;w|} zkutoyjmW6GewcI=s~=3{NwhO$JUv%BfCAz`?t#Lm7@Hp>X-=4l{PuTnfQb)igeQ|7 z?sZ_LXbuKB@se04juviwxIHriXpN>y02;=9MVAm7w}sd&Ty(Ul zlr3S=N3@3$)Rs8cqrSOz|p<8Uq0JwXReRz>Ed*aVk@s z1^4q)9m2+f#J~3@v$wqvByhd*?b^l8d0+*vBCl>NO*ont3D$t7ty(T%hhJU(to6FOiJ+{g6Q5$c0o^O8sn;M7C3la?(u*_{b3#g)0nzVA=KKS z^!*Gox0^a{sMI$~iWBW_N zvT~(Pg6eWFd@|MXDS6v2B?L-6`nW~oD0-m8(S%y4U6!64MjPL^7BzqyAZ_VpiT=Y$ z)@C-~2JLH=2@k$O>$Cp;hb|MW{vVhdte;3YuQw(>x|Je<+j#sDM&Sls<#siqy`-AY z)?X>jA|{2RdpQ%CU%|H_4Xx|B@902)tF$4rAUo!^xRm!PL zC(p5BXcBDDWL0`)mM3MpRwc0T4LB_Es)^+<3P?qjScjYiZ70VRxn#XRQ~PzCsn-$y z7HwiXO(<5FgOi;a540D`gEdoWGLWdqGGTRE^u~W*DM&DNiEqrS5OZ%E$GJ{z~`Q zihVcopqm8sjK|8COav7}l&2LdV9U@C-{_LQ)M>U-iV|(fbZ7&2!Whm0+i-7Kjpw#R z>Fq1cinQ0crHx}dK>Ch=BTX@Szw?(*IZsg1j;|?l>5 z;aRy__4!KGVDWqaCxKoOH6urWfTTy+vkWu`Wyy=G-@|O_nUOVdXw&L8R-#}0%pbaS ze|i~w)(5uE-uV9DVx_qS3m--GZt{RlkCa|k_F1oRTGUnpU}4zDvyzdTQBhHK$AxqA z;D|T@U_(A=dZIeY9LpF~yeLHs0HP89D-* zQte_uiL$PXd;g|3AVhZoP;wW2yyl-TqxMMkmfM7eK^h`gIr>z99KU>YE@ zX1-pq`>prBZ1$8#S=}1@af3^~cA23ql^C_=7OfcOVUrWTVbL>alhu#H)aR{&mbK~9 zE7nm|>{IJUx@%Xl@lTPWqJ`$LFfRxivb%tJc=0jQupo;4Q&b14lg8@dbc@$N9S?bw zfrlGEiS-QdxW9<1Mk;N2i4@R$?)VusQaFHZ&FdAy7zY|{kpWh_8zzlAY zy4su^TtOE7)@G;;)<^U%z3xM}H8Vtt$12fg)judjC>?SF7NhVtSmIqkaaV8cm~~ID zxIXCI0l@Kk>&M>CxQ*IrIFkosomwtKekW*CHz+d#{Za8VU2a?6@ycplHLA(!kP^(L znxJt?dU|ur2sQ4m={pg&Tge5>b}h#(plo@3%JG2@$lV(S^FiIXB7Bb4mnzIF57zbz z;zZDeL?pKg)cOayNWl=2aqlmkbR!ryKL8t4ZISfLNe@ba&%yj#G3)?`l_# zBKwrckVH{dhT_?-k26@HV1FG=cE4-aaf}*-#vXul_c~%Y3R6rxQiK{fBv<_8t?s&9 zU6);xV;CjB{Yi%Ql2bLn#DQW)JN~?}J%n%4W24;lSSCXpoZjue4z7p2mb_Q2cIo(W zRqxFx<>&Upj00?D+~<)LJS}Q=sOmnGsJVkPT5S4tEj2kjnU}v|x3ZC_QkZiRvnh#~ z&#*;eKfe(6<>|3`9hiLttXVC&R}jK)k<5dATYm|0JP*Y-8HdhnL4HmS<6M+-zsoS= zTj}@7slG1?)&1^Izo9EzqSVnk$@I0?66fe`Q^Z0I^Tey!_@nUxeLVf7< zO*2Fh?Gv|Sk9G7jqJRqHQ_Vc5;e@xnMmM_rqfkT8C@dL70yYosyK6xg589%=|Ev#_SSW)DX1{+fV}(u$&R4d*0-pC@sFKg!`P`rncx zoL5LF1Ey+>0vy;Vqo&j{+)ilfA9)PgZo~vy(}}#fM*ZZiT0F=7yygSact6cvA}d4E zl=x#K_d2RicM_BZtJMaSlB=oRjNRj-8p7B^wz6+OLK7H*X~R4PwGn;Bb+PPcv0Lre zG1Zf}pI{D+oE=K`Ftrs{ekZtUzNQeks{d$~KV0+s`-x@09kgnK6I*$qw*5OND2nac zi(lLJhNGVc@*g1$g_U!YeM7}hvYi35iJ_Zz8`>%9|Fm1_{U(XzmT9-j&=1f!Hn7g* zBLyth-u9vGvUZ;e#fel&4Up%Gy&0^at0 z2{Z~1>!<%AivRcj&$Pm#Kd&!E;i~hmL%5m@Q`^rVOxx;&VprxwBW~&PtHhBq!y|zF z%jI!0-#^{lf5cUYKOmWoWu$hMg91H=O-y<>Bqc(mRF6cjqW=ZFPlfb{k) zVFu3nKfaoOF7@AU2yqcI;O5VYe?IxYe}jXNx&@tR=&=4Bx&Qk$gI6Hv7pZXXTKuON z^uKIJ)ljIPIotAEME)uENdZ?iQ9S|GOan<(ef?DxmEB|F_Wp3%5|BB@1N9FF}#pC`SEospS0Zc*Y!D zSj?6EdjDVpZ0INmt_DKAmpc$I_e2MflwUv;ksrE0st^`J{@39c7Sr@fMrS$u%^t$E z5@cVzpdb7Jzm^M`Rpr^yL^r}I9BWDD|q7a@VIYJUCI3w$xH= zgw<*} ziN{pYAnOwl1-Ja#?~mfPwZ#2(9Wu(9VN^4zSM6>~Xj)*1h zXaO^qE}({Avnj3!-hlQR3iE!PiUbeN7&0b}YRu+uYZ_pjC&KUOB7DheqJYKCg@w8T zC7<0IMmzq!l!qe*E(V|lEP4zw2M4G*6o3c$OWu_x7K!91h(?l!XF~~cz-9VQLrUkL za|y_?~Q;9*Y>t zlzH7FV--+>*Px5?lTrWQ7RgtA_Sp_nmVQ$=VTVdY*sYx=)Vs!>(EW{UdH3|YwA<#p z(TH8*F3gAwLW&nSn$?pI3Y6mRZ+Fe6fHsI*`f4Y$eMMBv*5hC$R`r%x0AkWQbQn3n z3nF`$&rkUj6QZJ{-J`*5^vH}Gm$v>s>?G|k`?|1-2^lZYh&mVZ#5b2?o6=!yeuVKu zd?(Mx6-VNBK%LIb=f};4vn?O$64Rh6uMdF59zEU zO@Stl4LhaeK}*H4Z(aIJjK6_cfC(;T3cJ2QSe_JNfk^V50|*1D>{RU3k{tZ4ClFLA z52`Nntgy6cG?ft;&_wn~K&f%|`zop8*DkX=Gbys~H@F^t5HnZ*F6`&+1^Gr7n3dnp zvqbqP0{FEs`zB3?&^UyG1?*>m1u2*I2r5^81cMbjp$sq~;2=o&`<(%=OG4_?8NABG zU&!W=8w7~_-vGy?LW3Z<4IDyK8h#aP7|0Dv?@~=;3lfPSibj%!phdWb)oKWAN~Gr&e1T`jj>7o(mgs z`u0``p(OV&Xdd#Jb9{xWNagfsllld&%AbY@2`;j$cgt-;K684keze;w!po^~mDpH5 z!2Y^o4HgjCT!9T?&8WjS@$O1dAggUZHV3KNfhA&r!LhNR z&QeF*?H}&d7Y0!DIalyA9#Tiq71LMJ9e{gSnY9)$qv%th3WvQchrC9h5aDh;X)Y(VbJak?>KyH#S)3#He$xrhSdc<4(k%+w@G4>L@k+> zfpwPVv6jE>a8;)f$>Y*;w2+)C8zC+UugjJ`Lff(ktNarBmbc!%Md%hfA}ER7r+mJ{ zvGo!VDiu&{+iF?Z4P^SMJ%|=wqA1j>DZS+uG!N(8xT4$X%*8n?=uQNVVHi%ee|vJd zmFgtQJTSsP*sO)0`VB#Qn5j@2t<501c3%&IQBSI{y2QyWDsnf1-dvnn2b(LU9AhO3A$K9Mw3{lLjtRn!q*ZlA;|-V5>8%+w8h~+;jAkncUs1`cyPs zzR;UBcVZ^#_bvwz?h;*m61J5XwazW#b4LccWdx!-!fc)CEK8~(tDWiy*f_y5f@ON+ z{laD01UB__D)Ka-M+PV6VCX)(vNfvNKuhcA#G>?Sp@7^sr-C;Pj4nmMbmmgy6>86TUK)R?9&@(D`ef(qP)oK7<_My3nK?2ByjV>T@{maf)D;(qFZW zdQc8 zaB)N$QMv#Ix6pu1>jM1OahRxOuw9K-U`{xWRpn+~+8%TA61tHXtHJXcR63%g%(xj44p ztx=>{{*@ihAxxF>`86fCk?%!iPK9fa09yc%k4%ErkM3xou7JN5?IFFRQN$M_$7eq? ze9o=$N)62~2agFck7B5@8Lx5L=pedCQYpn&wWzY%axNJG%FNIBI}#i9jrEfINv;s6 zPG`8zVb^>(L242HSpyVabxVWXAqqE_NqbqrlFdp>EslWyv^Fvun z0E3ZEr5Yf1x^db66Mf`nub{X_&v`w%fLyvfwfwo>l~7T{GNygoG-AQC&_y)duKj4D zWRQdO=}PMl#GK~3#}nb>*6HH zS+|$JaVc}h0-aIO{!{!b?&c~mE`L8E5!w5I!8%J!z3ehh|D=Y040d&f5w#gKm5J9- zx%3ogDi>RtXf$r%t=_zZx8sWcZ@2#r%DYEj9cEs-+OhDZGEXN@t4*FtPX2H^wAdy& z0apv50d<~zoV%ls(WQ2WGDCi(V`C*%3qFF!88R6z}iE^Ry#RTN&oIZkcxN0%1AzEgAQV z7W(HNnK4Xp2zjg`dIwwCLr^hGS(dyTahP2s&+BnBmHxKcf9`poQj%x})9GuF)vp>B z8jr@q7>Umcyx)UEG2iq0f=kTTNDs>PdO~~6&1W52zJ(KKrOSa7yZ_+foXbFwgZ~B zE!i=4#qqwoMy^#NVvfb-wJD+0Ww?yF1|$b`ZDj3y8(=#0K4lAE% zi_}@_&v4nV#M-ZHC!D3lzm40u`g`q@2dfAtJ)DwyOQT?!z!~pRs1E z;+;l?-X}W3#Md7LpB3^5GI$irJ@}lB15?%%Nd>UHyWTvaKMmwxOIx8MU*l`X$s50i zSc>QO1rKZ@a~G$B&z1iK>XVm9j%os3XCBhWFG`%#W4I#&Y7hNt_i-PEiExGn3%vjx z0gl%7(Q#I(&Z`+i<80Zxno8~hT4BMTU>M|GjoJ$^^+d?vG=wtN0&gf@L-5Sy^U`0) z#}!owet$1JSk%HBQDsoLMl^b?@Wx?aM8n;T=F|hia?l}ZIwFJflfGJR!JwHJzm6iK zPEL0@4F~jDB9*TO^wX4$BXYQ3oXX@sNKuDQWA(~P?uEmHPu{KhQ5fBP{bGzFb?j7p z!vZ@D>S-_Hw5D(FBKTTc2rZi|jeVeannO{}=CvUW3zRgfMY6J?iK(-4S_*kU^RL4k zo-Fw}fgQ3nzQ}Bv;CG|x(Q$FTd}*BV4%bJFo+iktYjap8Y5{sUBosLPLi2dfZ?j5M4(tj9CR|e{r@D+6LjZmf{451Lp{MJyeHDF< z_Hpa{?k=~wl&d$xiwxA(VxzaoyE&47A0TgLB8MFuJ_LNE2&)0piYkbZY&@1|&Hi4U>e zvw9OeQO#gboq9i^efLV9iiFZH#;3;~!?JMH= z(D(XSOQ^mvCXrNlPPgoGKkUukUq+LXNPa#BxhOaGG;Fbq%qXWbDb5aY^4_nn?M$ot zTd%-8gqzE=S%~P!qOWp{WSGX?u(p=baUyKdL(x3E0eA{mV(b=J5Y}t%v72vo@;hfT z(SJ1afoShWC2aB15#)ll7)QyqtkTY}Za!HvY~Dw`koL}7Wy`W{^%S+Y-!t#N{ik|N z!rFK@YKSe&fOkKS&*w7l9!*;bL0eiz{u_&9L|%0JPV>+J-eWoyl%+I zY*E;>@}{T<7cYAiC;jEa@RG-;tRr}4iZ!17Zb5E9+w#-xRW02vWpz)4|B$c02-nT9$Ab@ECI2b z8oU14OHYQ3?F;z>W)AyF3E$>QN zyU+em6zFr8%AYD>| zbazTh-Sz7Co%5Y>&%I+X82bmh_kQ2?uJt@~&S%bvEX%4B6vK#!hwxcZg};e_STRJ` zJvTX$i#UKAw0W>?UH#r6e%{B;jo`wb?ST*~D7!+e&po0N4rOeC5S05;HITHK0?y8TfO&%*c0dx^$UqWwzC<1_m;O8zuv6Q#=7d(%D6 z*@-Icyi+d$At@78F?jkyhgJ(Bj-7&hG}2)y-Wu4esHj^{rtMk*fFKND|y zl4ln#;}Zi;Oy$hfKXHIG5I`O#S|#isG6$wD<9TcgYjEH3g#45$ZFmXtMt1L#hDBFZ z@yn-h*00l@iX+$8r=%C^44{KkA`|8F~s7W{gXM)WRtfx)xSJgy_gG4|LiTlar~%*5->%kIIj1M(r?jR2VEtp zac+tCx$-ZtS?yQ^;4K0_Kt_H-Q#S0PaWjTVj6@E00J?EMe82O4#*|!@g8l}0`hL<& z)A$L%(P^>UKl~h^S~5jqON>16UiKQ4`~~JO5&&pBcb6FR(O8Aylvp+D(^J`&=%|43 zi-y^zpd*#WQbW2XjcP9%H8n&@ixC&;**I=K39=UIH;IY%u z-TnA>19o0$v$)2t3He`JC+H?1R1X4gZAZXDc`ymaP|U$h?`|E7h;I9>b7KwF&v|aY z3sFWZ9e@BtW5nY=0IVFK^4MNj=W|q8A`&8h z(4~=|nIB%7FFz63@Jd#2!6=hwN%VBuF`8V1(hz0#+s15kM}Wg4OQ#XqCx-1^ZlK{H zIMieuPz`V|#^YKLzHQrdz8c7<2u5yiDPa2*8AQo#t`mBVc=IO<*BfgFiSmf$W~HJ( ztpU+Yn%cq+yU(p3DVVXPUVLfeoPQ6Fwa@3&uJeAuaT1hZ1&kCRS>60>IhJ-Ss?Tej zq7r=rrd4y?<*7idEhs|YrqTJFw)dVzw{__oT6Udhiqc$uFP;R;U0b{#R)**PAY zkqioL)~S2QQ&h*}{K9p@>W^3ik}6)?e9qgmf+Q&757#08o0gTA@8qj2J5q*TxQjgbYd+7P$1QA2p6Z313w9b^TjD zB`Ie4BL2rQL74&IFV4PPNM9#^fL?!VEvI2qu_B+o8~ywpP@zRv5N@u%nROycTn5%Y zeT};_-%!Hw4>8yt2l$Cdg}=U^{pv&l_){vF*=Vzn$S?dxYg~2IfIARn=HklpN*{$b zWI^(&ZlGR`(wJ>@+6I8E@wa;2geCr0TgpelnfKpoS+}Uk;Jbn;Q<7F*xu6r^IE8Eh zd?6f-1;v4LDut*cyRiE%geKFLyPy8(MV}HBDsgd;PQ69#X(z3BG7n5zloe}$R#pT) z{Fik;xG)RI`xSw-w*$6}4AFieyeb6X(wrOUOfms;0^w3lASZBnJ(4~_+pJjxgvMa? zi>i4c1hpqoAL+b&Jmyg)eaBev=T?$%Z|^tDYocM)%*tTtL?k2zEFYt9D9IU+Hs{g{ z2%u&kSnim$kk1j!p6Du|ueVH4gZ$w9-1=!gyEI=%*em9DvfqvupX(6L@K)@-u08Iu zK62@;=V?l?o}B(2$WRCABv+YnQ1FZr_g4eIJv6gta@Eq`lP=9!KYDp9D@S7m>@5zE zBi*fFrSx0XAg0-cFB(2)+HB4Sf$Wc z=qL$USiZnBuKeSsay*PlJ6POfPm3jDSUR77t_al2wKbC8*lh-e14+78YhNu|KO392nxAJ=!5pFxP!xiuRS2Wqv$I!#;c(a zq}~2t0`ZUg2P=1bcefr1-s*T3dXL;#G-ro@uNvfh4#d*Rs0agZ$iK>GTr~t?^jBn2 zR@7&^$4yTlaOhSrV<~&!+ON|j>m$FM2Ht+04@HoFG4e~rse9`mxXvo{KlOZb&FBdG zBJ#Mm2uufLkui+xUQ1~?4t{~7B`Z+56+km|OF?M1c7iQfw0*mqlONt7?N0UpLeIv+ z(M^m};|ZzV0v-lXKA~Ez7mstdC8tMMkSKiC+{mgnn)Ga5){N0;8E8JVWx4*nt2XoFu?Q88X)^$H=Mg`iN z8 ztd;f7)y(P>(34er{aLxWkY*j8g}n90-T!})`_N~@74eJI_Ur7K5f&SF;mLU_xL6kgHFQ6HFvgot1v2_^)D{zd0ul z*hcwqe4Z#rS3Y|-CM>@5t}cAFb}5>`P>OrEES37d$z=Y5gv0Pd#}I^p7#Wy;c{l`P zuqVs`a#yG~o9tf<)c+PjBoh1SV&_2asE}>xGpZb*c~`dl_RQ*ETTjr1JQ zVCF!VCsfYG`!6czzo|lsk$LoySzoNG{HrJVZOlR9f=LamVZ06joW2x+0+o3RSgxQvKs()3XLjvgX)qV7zsu5daV8-!T#GfV}PR~ zV~itUoB+eSByjfBVo@Qb|3Aws788adf+9{5^)&0htfjx-VMPvTWDebDt?&MyDlNLB!FJ)1AdGiAj$0MA+5pCY4U&kw9C*q zBdtRw6<|J4M)cDK^J@@AF@iwOu3_ODanl4bErDAn^T2a078GY) zKx)AVG#jO(@1D#Vv32b%evK#uZ8M7AeeHks9=^znOhe5+K0=rKZA$~m=PM~KfNbFa zWyPR9Yv13TEm)k3%&}3|WSk;-ewqzC{4|Tuhd}2F1U-$`(bTBf36MQ{|ebZ*%@>}VXXPj$HC4OTdHU0)FuMk!{`FW z1Jvh+dUn_)ff!$WLCOI>;DYbn>KR^cezl>=3lE+G5jzwcwhcPQ2!({4et@K1J2Ld= zN8I1VO5f0GSY9j<^4ZI`Z{HKf;@MXC(qJvo+ShA3Oc3xm;q!-eg_I<6r&vxGe%8K> zgT^zEh?LR;I1hIUJ2W?yZ3SB6YoW{-Z^DpkG7l{HM{25AsVsJ|ScyCv-q1f^2C)o% zA*#Zs+`spbM3^67pt^zZLOGY!8bnu0QlZTUkSYuRNf^jELT>=$YW{i&fBFr-QDg^G z1Z;NV11at+F-ji50K-cDXP&dHA}L0H z!nPk6FL%Waztv)gdOO2G^*~&GFmg+Cgu93e954o%*8adpAc2DB- zm)-AK4-?qCma`;{uyb@NEP=IWA~;9Lbi6)K1T?4aYYPJZT_sSAyu#*YCf zm~u2iWHz*&U{MM`n*SCgSfH!&JV8~!e(D!ku-#y+Z`uq}?Id#g{q`E_VSSS_VYq(@ z`S7YvTO)5$gA^v~_g{%E{PLT;F4C3`8NVj$pdz*>UI1)i1(c2Dk&Ajv=!txOz})@; zWce-C;M8uuO81%Zs&-Nkfb=P7%VP-PT9>$kx2ey$>}-K~7nGaQ4dhF#XtSP>Qx$Oe zdKyCMY-g5geEg!LIby?-_YU}%{!Cn^?P&RZrnDI#Pdv3=z-pYsggXN`uswvLVV21B zhoVeYz*gp$9dM4Eps&wP=6rlkmq>{=fQ`k#RvYY^389Tz)XtGH zv?S*1FAT$bwezsa7p3KqCQU0RbbCXf!Ig$nL{{LSzHacsvk7C~}1kSDMI70u#PvAohs| z0XJQ)i(g8o?`Y;n!dD7QNSCvPo!;_+c`edHl6wX$B6|%Vp!t5XB%Cz_Qjtb~mo_MA zC#&StGj~SIn%0ey&xPak(@ffk);Lo0FRCSc0+-Bv`nv38FH)zm0&bPk$2 zU2Zp2vohc&A&htV4uH^}hftVu-fYLKKgEi2jwV)4vgg`BCW=q&O7Ck-Vg>0k5puD+ zw6@?;=m~0phQ3U_?}4x&KC)Q@s|vDff~X^~rT85(RRa2nEMN-EtQCSQ286dbfCHC`)L1E;4JoEkWVcp^%Iiqu%Z;Avq161hh#*tEVc4EG26`Y~ zil|%FoxPtDH|H_vpAcpK+WTn8{TezDRJ9AS1tuhc_2`u3(i%AT6J~m>e(yX-$hcEK zfw1%bj%0D{qmf5=OEEwL4a7r`9UBrtGc_iOH)8||HNE5NrGi8J`5S zS|;9aJk!Sk4zfq!WHBP*`6}c(XX^L1*q?ML<(Kz_Nr)2UHG7RQc82~=z5Sr3L%r`L z@A3fxRpUNZ@F`VRIlng@O4ccaWI}2ikO8$emkuIFs9^hNd$Wz7&&7mpE`Rp#^+Tiv zL}Z`;WLUZPy9kp+^YiES4IUlLDDv>(5pDoQ790b)a$*Xcy!Su~2;VGC$&WxBRUn~~ zbR%fFWgmbVg%$X++3@Yd7Ygg)`}Cuq%PJrxBYFTE5C#&tu4^nZ`daSpuLdAr-D}$- zrd7p_H~!*}!esc?#~3TX7}$S=5jfW8XuhqNt&2{%2HufxAy-Wp&X~B@FH+7!Aa4YvY=e$GP1CU-^{eB}a6I6C*R8iM}9 zR5l1$T#;CcY@?{egs+khZbL983qCC6_I(hM@zZ1!#NB*Q)jFn+7Npa{Hv)YNiwSJ= zsASgJX>6U(@bP)dHLZDv%GGC$M)4=kViI@wUzis?Y1`)kyI!MOSONl;UM!FiJ^;p& zZ06Xzs%d=OYj_F#NiCtFDAK^dh7Gu5el&2Iak8Lgca5bRx1#L6a+6uCj&WzmwFVOeW43xO7@rTd>jgCJwIhq#{ zwIv;w_t5gQ6{h-FGxHG+CXJR3y#ZwubwdwFQLyDCsUj3G9Ay-Im(d6&(7`4x6ohU% z#R)Q^<8R%2^`vYwl63?$5+&!Eo!h>khKI7J`xbLcieAgSgi`NY-_mpG=Dl=%V-ms? zZHI_D3sSeb!8LfHN&iIUqQ?Jlk*#-CPvtSkC5GSqeE>OI==wGjiOvC}pbL0M(V#K< zKD#BB1Na32rAgawF+T5NSe@6TW!a#U{Hu@nxv7j&z z`pjr@^F&&5|8)bJ(Iwx1y~ViQLOmJa*2fbWDrE>QndylkOjK41zowJpQ$kOAub0=Syn1tC_{M2Kd}(HF)?=V?Eo1LO^kTR1yFSn! zOFWx%Jn{Z60uo|zBnZhwb!DCCZfn@A`}C;ml4iMCcq?S4td)YJEq#r}__Q?j}XNh<(}oTISedi_4EFYF<#q!35IBBXb{^D1j;7cgmop$=e9G`4EaAF4Mkr z1@?UUrk}>Hp?lB22CG(H7`(ZMsJpZ>xOa19YuTbdC{C@932z9PT9c{md-w;8@I>aB zfgMR5cfa`Yu_TdQXMm&Wp<6WnJ5DgmH0OqwoXVh`j+Q zFAKb1HsSYy2(YV#sz^p%N0wgrMDx#fB(X$T^pG(u@a&cvpo7;^BRL=U&JwLf+IY zUyxm?QF!f>+n2=s7vS=YBSbl*aG*74i^jx&o43AVceU%3q5ji@{2qY^N38*Vr!ey9VI3ci@m_+Q>0qSVDP(R2q!{Y;qrRPb^qxbf7Z35C7} zU_VG^k!s&)cNHAC6eC>gD+5Lc%*Qvb9KlXVj>5u$L64pom9G$UdkPr?e;Vn1I5&EY z*Bcn&QrK8stC6|DJIS*yUs&;&MNLj6ZQ|dF348z$YkBA_#-1XEpozI2LCj z4+4hMti*NptzCM%FE1GxQ(8cRdt>v%GjSNZG8f{k!WWec#)I0J?GM_;d*W-lbT-cn zg2+owah>eqLfAd|fNmh>dD@46z&i{Si2QvCw<%=}v#ye|hu&KrK6ff4>c=fVpLP26 zqp3?OSIB-*RtW5Y0Tm?L58*`_fZQ&+r^O+%k9!-1hR{o~Z-bB}bDtxev?rAoZ3Fo| z_b=&VOQIYic5N)J9l&xQEXu!^dKznGj{XfdIU5NTi_0wN(;Scp#N#fl()SMXQtzWpIVdP7l(_g{N5fy_cn@>=pi7a)F4i$N&QnP+px4-^hJ~5-<7?7pG=# zy3=WTa`p+G=)3Jf8E=^K(7JG}c+Am5La?hsWV&5`Sib27w#v^r-T=Dk_mt-?2UNwqiZ|UBK{A80@*a<68 zNaNK+y^W>q4U+*<#|Azs*LlRBDk$G~fnn=_t~ec)NSQ2T1QB0}OtmB?7$y+AjsBi9 zv)f$S&`1lV=@C*fo#mP&!ho-@8z|)>VeF4WncH_|@(M7B*c3tDEsq@&cbL?{_B3eH zv5wmUK4c+G&ya8$S;s$~taVVdB`SYyF#ZHx;ct*IOopZc11|c!^$J7$A_aw-|3%_! z!gxwUFy_JYY=A_I!u(V3v>W?ubi(}v@tzZzc&;Z#hZhIyUGhF_MIqefLjZ|w<(IY}*>(>L6 zGx(#Bk$6!VpunW`S{4Lw9!R!7`{XaHuz;V{(o+L=lGVwH>NR0*bkFmZ*Py2%{&^Gb zk`FQLq<##mV|JsHel5WKr(>;sdtVB;c>zP;G)V))`Gw(V5?9fdh1`)1rcp3!^wNQ$ zwoBsIdcH-GCp2+Y^YY13QDV80gWaEY2KtTb=SvRjnRrj9F6x&O*Az_t_Mz?P{)96Y za{4dKAL&(y+tTo;ctelF1mo;{6!IukG9>p6g0>gBv%>BWI~n`(i-v*R8k;4}ZTg+& zAlwIVQW<-_8e7Ag9+ng1Pa$hRpz){i^2f{quLw9K4k$3KWSRO>W1oHs64CXRMmXVUP=@wSwW%eVYrg!Xu z58Z0hc3bN|g1~neyF~5s90&)M8qZ$G8nnly2sw-Cnl@=;kNSqf%+z)~INta?DfS%nlpTPLS5qp!Na(ojj^Xu%j(QJQES`J?wili zna?MGL7&=FmR+=oIpg->56v~Z(UCUno&_UCE6JVIgX|*Cg88>IW5>&5-ahz6tK~~^ zKLG7uecs&;q{$F*0PPnSaqc|ASByn9x@~yD9OBwu+0-0H?ROatm+weXCNkz`A+6t; z7#$qhSjcG=>5|A`uRS;v-I3+dBoMw@2>S70VW_855DtcP8R2~8h+mqB)c_D3_IH$C zf8{T)oyO`bf2pmgHIY}|(BAYmOkI|mW@wO*n`c(-?>ZC$NR z$i;1}?*6;n>LM36;bJU@AXq+&dhhdkO75qhO>HlgK2{z zNdN~f&2&)Qnmo*3%=uHO#iu|k$8L!Xpl_m}DO>%z3xJqm;~Vmw8;Mjd6X_upA&V6W zFqgA5Y(Dk0^OKiG&;@=OE(|67i2>$xCRctoRVsjs!a`oe1c^K@cAWfWuDkT~1V9oz zuj4tNh&SQNp69kw;&Q(2_Rf|KW9(n8Z2FK458|WbomOGpMW-pDEYsijQnXh`XvTAn z$L+zXRnVNq^F1Whc7Y>UtOT-VNO36$nTK|DL|vPG7meXD4ea_#(w4?~p?mb@#i-h0 z?Nxat#?X=Y;8{Xox_PDG$ME{%U=N_WR36prIAO3nYUMMT96n(Z`-QIUom19 z9XB*@?BC``VBKL#!%`T9eQS>Pc+c!x$#`?>bMq`2V!uEoMes_~m0s*@KEOg+{BzyG zE$n0zbk!E|56nk$cKd&SbOz+b3Ivq<<{OY!SvRojml|F|HxUKy7QrOl0sQ5XtEf1_`Z`07V+IGsX^|zo~?EV){mXBOZ-Kfxdcd6q@I0CUaffzy?}8 zrJlwb))LI8lQJ)?)SC7CWDr7DF2pu|Fjf(WggcW_cm7k7fJ+VAc%YDlZuYoL>Vx~~ z?p;tJartf7yoLwU5Z}h93)0M*aPDsEK>7u^wC82wGX`5E! zja|Lrtl9_qJl<8a1$5}b(anW|uezz=@#rJ)JoO#kcFX zR;_VmD*kL&P>4NUAIf!zD^df2TR^vI|LW=n`s9B1-a6}(_M0ce2vC65G+2gaYE;yN+ z@-az>H%2-?)Y=X0Q+Ac75cq~5W|7%A??6$S9D4%<^u%KEbYH}-A&)W;$SPD?r}__G zKehl`nR1fuZw`4WbXX)$wJjA$CifixArxYjmbkK^fmWy=UtDlGpD>@7%%QjV zi;au+5O6_CV4EoA! zz{BzYXy{afPeB71NXft<6&L#f94ip^UJ}Zo%}Te=B|X8=z7-uLD8mB)2~LZ(u&)zK zV{b-!F%!PL|HZNBB=%kqN1Bn=NR;V4n5`3F)u}MxP)iu{Iuv&}J@6xF?fqgFkFPQx z+Sb3~D~_-r5{9qhd#b@j@GR`7xHPOscUnP!w)W@eK_S%pQ(&{y@8#0<1q1qDBliGQ zf+M14F3zd{vA6-~?mEZ`r%D*?u&E@xJtrQ_zRz#mo|#gj#=718E&t7fscJg6pYF+? z=hE*qs4E7NL#*-#sR{8F6Izs*G4{&Q%2_d$tb~-NBJ8d25DN;Kdbk&hhI05^h zLn!UG_UPVir8K4#(ylH{Sq9woDP@j9v%$DfD<0*Ghf}ro`82c~1?5f4^Nq2K>Md^6 z3pYaAHzU{2RQtrdNrG;sVSD-eclFvXST4op8)8hqvhp@9<&8WFY&O#2pR>dm16{FO zQnn=}GWNSMiZ*w`3gr?8Fb0q>X&H%&Abwy;3j(OMmf|y?z14n4{00AkUlxYRXjvZL zv~UKDXeDmb+GjvOaBa?KZFEVkIH(k4|3oYgQ1+IZ&yg`AY~88hmbAa88}Pd=2HTAG z77ooK&gVENW~!og5hGKy@15-smCGrmh^NBp=uzzbX&N4D(xzYWUljI_$}L{ z>{{}zr$~&L_>M*4%cJQO8MxH<2K1v5+;CEB9?$ZJAYo*^h+BK(yNf9jw7on>-ieoR9fO(XJGXmKN$qw^X zJ!*$H%aC){rVF`l-ePJOn+no*HIx^8PSxdNR2T4CQ>i>mj*YJTh5ILuCh87**jIp^ zs*_VmXruEN6q4E(z4CwU6Cm}nRSP9)Z|XD#i|R6>1HGKdFRbNp4KbPcbi#qyx+Jl= z6%1UqBI~K@{$o-TxqToPNjdRp!%F$5mrm>`^5RJB)l3KF;vMt|D_vaS`{0#G_Q3J0$~?@;_DE4d?X= zb7%YT_Y&IZ#!7I5H2LT+6yL^K`xg+DYeo1@s9JUd-Tgb_M!3VD8+?WA4faPq9C3TP zknJB%bxhqGOr_fA%-W;o3sB`5L{c<~eaHMEER;aE{*`3{LMaH=vW&*(Hh~U-k=r20 z_ut?Ujo&g8=u26u-qB_Cg2JT`xEz>tw>F%CUHd>^jBefOZKqe=a{L2iO#HsSOp))E zrJ98e7M$1--1msI$t;udoOiVSUQFGp*g3d`L-qRVBBq$p?zW-Bi~Y@nh909SRI9Pq zrB2q{oMhUSn~cWEeS&w&YIyS`u^+Wa=cZAbemeQi*Iikx*WhZesKWI)wE@Ea%sQ0gsQRqvl-rC3?$rrj<0kp?Bm=zn}}QguF)BUOz{Lxfp&fBfAOPT+{j z8|D-1hvgqK0c;bP@D7*j30bCcUPUA^F2&Jzj!K)o_6ydP1fGDHm_sGFPPVt$bauQ8 z1d0QaSZ!rgO;-)grgopn`->j85U9q!NUkIymO~+YORn6rQ1t{Zk$y=|(4|8h)k@@5 zsE~_MIsl6N)Rbo6C`#PEFJ~dxo>T{f9jZ(g9oLbI0Z$)-f-n>r)cAxvC;PLF$65z& zZ#t^q?z(u6y}ei|d4ple0dF?lWe`ME`G`ZtBU{mY?G8S6^hc}jYIZMa?#)8Prguav z8fI#DITnTB(8o^~2LDtbGBEqqvPt??0``UnMEh)f%MXEaUf^t zCD?rf5KLW6!(LCM6l>GINXp-s8H~g=hZp~_cNH|>enQcs{zjUAXpyh{Do-x`1xrMc zJniG07TW%yJDoTzM)zTZK*$@rg3R?kyqlQ);`F=r*JtXP4Z?%OsZLFv5{fH5oFyUM zk{z#3=o3UmynY>Nyo@tTYk!f_a)&nl6*xp#ROmmMQ2u=sLr10qZdZykLnan(I{M^1 z7(z73$NHq#Y3%~{1UySQG-z9*`#$gPY8rAC5n?;i7;d>mcch<`8(H__D4W0xn{F<= z|G6##MGUt|7+sC5B1N6Uiq?G@JnYX!H#fBDm9dbS)v#O+*tmz`SCb@Q9G^q{bm#NL zyX*!xp9G$#S+5tr-l%8a&AA-qa7ip+9D4UeVq+*bpr!sNpriI5L?=G^KsNqX>j6Y? zV|%qs+*0x&*l&dj!9PDVzLLo-lH9?7zAn9(eAt08THoA;L1_EFYdH*Soe;kZ0|o{8 zl>vGx;pw*KiUnSY;pgfM?|PrsNZm-x-K|Yp+vL7=>Ym>6$ETZ46mg#CY6tqk^;$Wo zYzDc={h`uC#2ENDsFwO>K{Ohj;~H3WFFpU#Z_emDw*zHn^-eW<)L2hcN`ZW@M~ah2RhWL$!6;PMy?ATMOf zA0Xv%Nm=LZqmrEZZT*}Z{f=W%^{l0MvbNwu0`0;Lt(*#@yLo##@_f_pGUe2EuKRXLZk zU6jh3c#@ZP?YFQQQ#_y4zbZLU!O$Ay`Hx+Y214fmJGu<1W|sG9+=1l_<1INOxmJRS z56@zh`i_C9E3ko>VeOZ;YGiC|DS*jnrx-kF3EwK_1Tu>G7ijQ43-`ViT4uPlf#}AP z<*mS;*`vIusYB|v>L=ZG7 zN3UY{tCjat$WTWvxB;Z&=+m80D<*dBGP{{%Y$Y0f*tgjy->PGrMN3Ah>I&tf3D1vp z;z*tl*3HA_#^`6)3zX>iUxf16u$h+2dEKoA%H-H>WL#mHHPw|!URf&di8q&hNe@OB zADWLasgq*&+sM!&ZcMy4OJq|9b+J)CAaSjxHx%+B!}MfF9_>^V?ikv$%Cv&T;sRJT6$}O*s3Fi$YPdNNhb}K3ov}DL9tNR_l zc4_b%`*scG<|T7cou2*pl#q)0E(%#Q0^vwxlg0G96O6ju{CL;&BOkY1tG7ABg8=~+ zqGc6*mJQqkl7OUZj3^P<|ENNfkI)QV>B$0lIgr*eoLd7+SDo{)>J_JPFx2l{bbD%n z=Ud3u_hkAomZa=t)bIap(__V9LL)A^zoH>!NvbH5*ShN?Ec6T@4AM9@0=!i5j}P|0 z(AGUlbkIS~N>y0AgWj!f;|&PBE&{YqCTUKVM~HUBid-w^Wr zFLCLYaiYsd-;);MUf?lsXYla+EgT4v-e8xsJ5~2N5WNnV}=za%&YQ zUbr#mgV$1L%xfJk0>%H>E$<_qs)uZd2i-u_;|F_mX�ehlL=LdYc|+23&r`h7=l9 zT>z*@q9_#H{&l*?xv&@}CmijRDub~1W~3-AczD147I2?QkVJ2^V!7|OP8$Aft~a6(r6 zA@=`phRtKdbwPO!0L6Y4S3ac1&9|j_mIKw$_hFfY>~yqp#LNx)VInOL`Vp|jA*o>t z+wL<&zlUmgWPdiA5cxD4uU=T8Uy>j+q+<2>lvJuHbMGu{Bb@7W?| z%-6L%xoeKMkMPI@RF*sL$hEDUeYcN69;QQhmkS`%l0(nhS(*Ff?C{#J3h~+e<1nV> zI4;)4!%iQ)dbKY&4@p@83Zmglw-Nt1mES74#Sw#BH9rYRfV#mh*GA>MKQEOK`wBo8 zCR64Gux_>TOK|4lm;Rh^WLPApB`CWry?58#-12PvEW6rY*7*0!feW;o@8-*9OVcoB zPtN$5gz%Rl`##uZ|I{y3ofiEKMd-!mi|*V%cAJ9e?*A=3msfFBO-{D|aL`8R{K5T$0dr zb?RZTv_SVRSP&fQejGHF&gESJIN|#1=h+PgLNUkAYXf<Ux z5w6xDJyb*FdGEb&jFgrz35_-+;JQJpw_JuWs{~!&Yd1keD{Sx+;)JaJHlbgG94V~ zHMCNkcpf+y>K#5&jUuNT6l3Ob|JXHJLg)JOa^cpX)852_eU#6UhQ`zCPPRvFcu*_4 zC@I;--V;lkms%&+21eIHbsH;}JKB-&e)KY^O%jLM5hz6No};ndQFu=*7nj9oGXpHZ zhAGI5$YWEfa@_#Un_%G~0E(J_{n#nc6cXl06bm5R4gg~EVA${R@YM^daZo6}B)bpZ z692XDfR*B06J4W6L=##Bn9N2quraYl%uk&BAck3`)FyUalrDR?rarv|6a_S&@y~Yd z$AwT6f0F%qxi@LQIau+&r|Hz_n`~%xq7{CZpx@RQBLW6I@Uj1v>owYw-O3DqxmA@~ zY;(zd3UnbLRh%#?)7k_OG*xv}xvRX-M+i>|6G(3qquPR@U_d&cJ&waE`Ehp^ot=p* zHeQp?l3KaxBi&49g5b2LhBN|YL=1tyagu6+TPzD+%S(&X4zmhp&1+uE1xr)2ptL+6 zK%xgi6y4iXb0t94BeZE3^hJ#68Twv+S2nwJk}hVy?u$^Ix z`VlZWivwPuYEULQ6kx4igcS#rW#;Q9yoWn2`e13g6104lE7i`DOV}fqTYtbA*5P^_ z32d!oZJTEZ6ppH=WZh2)KcU5(vbc%kD~iJ^YqgOCq~dv=k+QOgKG7cBMokhuALTJKd@bi=6(5W9`VMlB%^W<7O;&a-fM&@~9+UFXSS?o<{BY zlfK2Ll4`@c_+T*W_7qZLejQ)1N|Wb#Yjw9G%CBk|qjuTAZ;WlN_l`Ix55_fN<|$s{ zra56>7Xa8qVj}&?a*;F6e2CMql@BhS66Ksdaa0ozlwdo4;Yuxc-IqBi^}ar4+a=3T zfl6cjMQ~E( z>cnpR-gqo>w4a^BM6YX$ooW^IFiPQ9?vPqjR!I_@!@Q3a@2YN0(7Y*NVb*&s6M$%Z z4#Q`+7m3je0uUDa+Wd#h4+-8pA1(+(4@-<5NtLnAE4*@czALMsji}EZr6*ussi6IP z+P|3Oj`|j3X152?0mCDs@kk%Ewg0T_(+u>f~>n8wwx17SPHaSP>2W4?;p5#+r)|w8#rT zx5S&+b^|(-4{{LLz#xQp9QdspXV70(sS?d=0VVs;qAfV%umwrZe7Q^d1*^Bp?q_vA zE8BRPg_StTMCAF|=yo%D`Oub~8H`r-Y1jO&N)x)bgSoMi)r^&d*gAs>nAsR)t$iH3vq`| zEYd<6e>LI1Tk$;l`G^+E8GEH~JxS+vM|Kn}XyP1=i-t#d}+ z@Bt$Ms-y*xk#*qYTeWMa!cGJQRcapayiF5)HQ-*`zjO)WJDiCf|2Zv5gNj_0iNfOl zrUD=UAY+p>p!e9x?a|yk6BxQM$VSB?oi7co44OXz{3ZHit3^W~`_=Bu=YSs*+d1GH zW4|?%a)os+yuQq)5p-m!uFl#rhJj#ZJT8VBV}V@dAD;-EJV^BF`9ds)`q?o_Rv&r` zsi2;p&JujlEE(oj&3dH>3>GTuJ0IR552tV1XFzh+_rCHna0RlklRk+tmjyfre`@-HXV{R+f54g(xLsAucg>BnC48D7PKn0| z>EKHcnt!Ak0l(8WusKk*aBi3BQSn=J1O*ZgXqeBzAYA`BB#9DpKf*1eNB?2gm)mZE z_!YAZ`w{h9!-9JFj@~N0FUj4*p9i595z~3OjQ*jd$D5Ri<&PcT_L@j}mE6tgju%D! zDRG_h02P~!1_<^B+tGG@98;I*YpE`>cq8XLvS-u2WUEVHLVUx+*WY3Pywc9ZDC$5@ zvFS#V(`*V+*CAUB4%WCa2f!bug`LwaktdSj6rCVjeXmFY=Ei8S zuC`&57z=AxU=0!ZsUOU(So2mu!ad2JWU+flw{~C8HlA8J6kPsl)Pj#!9J7F_*CQ5% zTpF99`Pf%GziK*D%>v6mF%knz)6I;qz*A_k=okH5QJRxD*WMl0T2UyN0$BKc`5 z(xl_og2x=CN1cVZTobU{N1mvrnS#i~o0ZqH4FjNi2*YuN z>6yY#!`%VDG{IBDrw$lj7c}C3`OZSX;h!(<;s{vB=}NF;IUJ^0Rd8$Py?LgIF$rWV zn8auXSk%KuA5(HeUN8tSp4_eF~k7bDx;P9-g)PTmZ2$TFYB8O{83bGBD3&b>X$<21tsbh)b4Ef^kL=*87g%HBR8P+aW&y$F34CJ7<8$AiCf0`RjESv?LwuqKpTDe40cQy!D`8fU^j^UTc454S>{NS59 z{DA6Cq*^i!X1XE8cB?lUz;Y6RP_P>q^pd?doVYz)+|mpAjoDgUAHep(G>P0JU+FMH zwYWeIpj$c$akmVj!|@kplf(`$zVUs`Qmx^VD1FP9%n06nw;pF^!#k41jJa7pO1AQO zickU{x?bhYS=-1BXY=yV_CejzQ<2xxuM&zseeQBwlXKZMfBu&WEPh}v*shuJ+bQ`B zo}%&5d_Z1v-F2rW%u35M{MBZnOnJuAul0F}SS}B3Ka#T>@*<%KO5_Y>l{J^le5IkH zl^s!mVvP*U*dWT?Rkao7V1!a7(FZ@))I~US4S|XKSO31P+<1~n=l_J*Zz1}OM3X)l z0jkbEGGoMWyRG4z4S_Zo{^y91h;nWH_y|8jTn_j z`=S_V;^~-{j(wicufp4VG%3E4Dk@30#w9(JReQ~(8I%{@3J69$l_!@+55K*BuJKwq zuEEXgd!1)p7xw+o7JoHIv**@=Pbg~?X-d&0{d}fu^4{ah8F{E8r_R!brX8&3=W&0K zb3c|w!&eu&iI;R{gqLVCE?rXzitCm*?@sHr34G+IHOV+mi3|ar%OiSyHvjGsX#5x$ zz-oJrGKQf0H2+RA@IgNmFZ&@FYa1O=-4B`2E(T`;jO80u&k2OZ%rn}3L7^KdqOHyV zU_)Nm-3Bdx7BX@N-Jbs;>pQ@)Y~TNRJY;2;D0`P|A?uMnvQj83nH3?jXZ9#7QZ|(& zD;Xs_dt{W1>=kA2`9JS^`=_juo)`@Wy+zOM89tTUcELW~2l)GE%~Mq$bc zFy!7HlFYOb^?GL*#HVPmYl>??;=&*wb1H<2lWZYs$%7RT9rNbcs1NQN&F1lj&xb2n z!Ux31Ok_u`8e?_HJIf z#S-PVCbtTf{8lngnvKtQ!_cP6n3YRSRle!^1(LZx*N0?>Ql&iQgsvCY=O5dX44>ru zDnei;g{|lIfL6F!&leI2zM7dZ2w6pnX+hAkIoNU8Gqu5kiQWl57AmJi=7vQ>y!*cp z77R-HA|hk1>-T@(2~;7=g>Sjfxk|D^dZ-T)l$bOn$9$jbMo!Yv3|`0f$y7b}UQpo8 zLwd=6vnN3xv3{`y0x>>Q8roqjozxEGa!a2KPI(=7I-|?{GQ2^X>WcHV5{s$6K5BwZ z{3^2fC`Gv*)vu++1ChP>qn|Q@8mHPo_RHkZ%vEs%kkk-`RK%Isr$ryphZSH|8+i0X zJeJ5NxSSt*KCL4VXLG90CM`Pnry|H?x6_u$Bhl}TvZj=ozSEt0L&VCYoRZd#m}u}J z!vEPR)8^4o=L}FpQ(a6tFDzS|qm>c(ZtF6?{t$W4Dl~yeLZ=eA=$^rOh$`Xwb+FV$ zV=>>BI4GaV3~QL&?6Z_So-R85fR28W%9O{*If-M6IhsRDi7^8m8F_0=POC+fJYs$9 zQR4YM*Oj(pIiq~MXOWmfvKg>^I{x^oHL`UVxZNGYD*%e%cKCyDA_ju6Tfj2LA{$6d zkRZ{tfcZ06;FmCkRRVckWnLw3d#XcBBwjK zOOYC$JCUyR1yZE+5?1t%D^pHpTp`Z|i;;{@Ut%)OD{6AX)xvc_jk{a)A`>6OB%3TF zx#(%e3wpBI95%isqg7{LD>M0K;g1+~rAUsq(_85ivx!qUFfEY>prb>u*t;Q2-R1)A zF%rs#G~ki_a2+1v)qI?g_=hUmB0$QHOn{+9fV%sFxuF@@ueNYpges-v=4taf+iZlm zYhR?bRsZ$vHIkrBe0#GWS!#_tyH3$WeeafEU)Ttr|JB7B3P}|N(+UAW9!A9#O{dV# zZ|01;IcO34!|s+dp`(;i`=jc}{&pTv9`%J*eFT&k0dpBAqEE_{vX!>69G4iJx}=-5kB^klys`-qMz!W!Ya**E#q zN_D~u8AZ~ZY&@%ngoEehr`|RnbEMYLve8>T5*KEB;7mO%jZf3I;PI zFUE0UeqzWoE21sTt4wi8&3}CjO2Vkcul@t>c}C2TyKetbx0Y4R%K+WMl8^fA%0hEq zM{dOxKbl)h35(w>O72!ORmTU@5XNxSShJB=+1b%2ARK((Z<+lk3xJ}kcIypoI1Onx z!%U9MX)es&Y$8zV+9{P3>#3d2{(?nqymE!L_G|%B^8l3iu5wW4FxcK}FW3FY1?KiV8Ir?3d-UpGM(s?hVd$V|rK{023%Va$;Qt>yt9UX&J z*igBX+t|PmrhZ~8m)u@9uaZ7wQjQ}QbU`XdQM6N^Sotr6>%H0qyvS=$?wk$9UJ~@R z!t?$;70qB^zL<<)&8yQ?bA*IMXgzBa-&;!{7c>X*2^FSMx?asT@N&0~2$7IpI?0-M zC~igD2ca88ZYczUa?ics93f>SF=?Sos?C?21OoL+k1dCK^qTfK9-MurDKMuL_fAu> zmUgX)?3LTsGe*<^_?>A_5H`&%!SIGl2~=JMp-HjV?HeemQu!S3cbvt{C_al0gi z(mfO$rg<Q^2zIFmw@eHX|RpHGNNdFi5YovOU`&z-lClfbQlva zQY3Ug*rjpUX1Vz{FOD)lI`aY*(Nm@{aT-jJ6CbJf#yu{KO5Wq9JoT(Ssp`y8d92ac zq05)H5K}F>?ZossB9E*Jy??YTiRiIeRHarotu!Rq`khF%=92c^G1&CV*8BLfZkoTgF@E8(qGgoh2Nj)RD|QQ2b0Zi?!5a0)0wYrAPas*{n{= z@*79%j{W9GI$rG64Xvt;Xq2X31%$+C(;l2Ue00KaafBY{^ovsvJacEZKq`ydVOpNGO$X&30}XukWm)BRZcujOL z>xCM5TimI+sQiOfvdz7XQ#U)W$>o-&`+ID^T$tAPK5zb!ko=;{>n}Fnzb7=nVB|WP7*^$7Tx^9P4027az9i`GPGlNOG7C| zszLaRB@Y*tCnpplRS?F7OQZtd<0Q;vi7I?7v#9}lB@1Ze-o8f$eSPnG7N*YQ!2^~z z;ij0YCAL42&He8kV3rXjFx4iEt70dj<`J@0q-0kMRw^Bu_9nPlSP~y81z?{hEX94evg|KGkf;QGaMqn&oHb(pX}jFxD#!l zsVoI;fB&au6uyb)e+HnHHSeiEnP}pyxDkXuSYYgJXx4rzYQUBfs9G&~1NNlYZ&r_~ zqZ;TbU3cv}GtWpdPPVw`+`02k*{mb^hL=;tl|dLaX(x*ns`z50Y#B1hH;zMQ#noDs z&4x#i>Lbl+$2{bYi9LCDm59oA4bbo7{+`?LPNAP0Q6p-AcxVOQMrcl z$u2c-vT`vG=#M#(uIYuq;RTpjdS7(LkHoeQ=v2Kgb=?AXsf`Pj?qTw>$7qW`wM}#^ zoS8ljJJvS-h?oQPakLs6x-$4|oaA7ZGR+tbMY;30@1TMTzkGTuZmK=$8i?+hQ#_VKJYen+ds8bd}0dr=mRN z7guiTq$^?bZWd=)ld`Yrf)&EESwommaOb2*sKh4Yqm*)0CB`@SRiSTS$~AivJ9`^w zZLD%QI}ZSCV}`jnB8n?ZZ*xI52*eV($_0`#*ggmp=&?RFo3489a96I0(l^E4e*dI;2ttQkt8f`YC z+1c8(T^q$#c`Cs%&3QCv^asi? z0WpGkwNjentlrY4^J9BACb#XU?s zN2E*>hBBtM?9!Z7aM~<_>;d=h<;1LXI}U~f9b#o7*?mhZ>nk9Yv7U{f83~U;4z_h> z(C;-CS*P1iNzjZ>x2=Se&JTQh7ZOf09&*xcZ!Mj7rtj7deMwq>GM~>sVl+Z`ck=EC z9Xk_hH6!EXyY|Q)1X7GE1XYBNV|5|tt-FmWD_+Nerb-nCBkh`c0DZ!JVd32z&l?je zSZgX9CL>d}-+pvJ3!Cbd>Jo5rC-CUW363N>U-O%+WyjdZucPsBG-t-%{Sy8DSyY|B z_E>#Ua9*DHhTjM61FS2?dGsRv!TLbD{j{8+oc!5m60$yX=ayZ2UXCjdb?4|02F3kU z$5++oj5uV6j!m{SBZy+sv8VeHgPdj7fk<6>L!#-T!Yc)E&SHq4R} zcIw1FQ)yEk= zkV(`%<1!rb+44H#Zm`T5_(uCMDBMq49*IG?@Q6{a2?E7xH=EK%tY|j%st>M;ehasW z$-XtD7$v>sGN>3tLML$FF8R!Imfx-MY^=A^W=OQ;ncPxl7a?pmm&X#af_CNfCzQ^n z(*37cF;yMOekEs|B`*{jBC#526=>SACAC=me6=|Y|zY)D5P zOs$pIzFXCfD!3uvF5Ypi?kF_Qx7D!tg%K^>MLZE!!;HbQyD!8@<~K&`zA#By3!wtI z3R@~6V40ntg5um-_a>`T*JJydFd0^JEtt)4ad$7g93%IR#PYUxBFmNO5TQW1Y#fAd zu0!%JLUd|&I4S7(hh5v~`SWqlFmhe_a!8k~CXOx;&}Hdp#A|GWNA z-?GylXn7=i7FRA)Ze30#{#@><;}xjTpiR+u554F^GHIz`v~Kd@NP$YbCbjjPNy7Il zCh`RFt~sw;q^Qz0efl3~jBfj_sUz$;&*+02zt4?dwJNKiZ|PMZBRF{3KkY(c6F&F; zTE5+0nUD3|Z)2w7$QcyOh21vI^uf(_usmwF0Ta*%RWV4^|B+q7_-zr$20jPBe}GK3#6(OJuUoFnF#;Nr2^$Hc)olZkGe1 z7s<_3oZtEPztfz9#rQaUNz>$c?>6OL%?CP)@8v(9*n09#dFQ|? zj&MoPNr`PYC=GhL3@*0S;tvjx3koF;LhtOyy^ODXjL6<1D@a5)r=2papy5>qR93DU z0g-64iI1b-I5ks!oZo{b-fZI8=)j2Q#0_$5qT@@OMt*DJY>%-dn8=v1{8-)Zb@7y% z-;7_B3fQ;XZbp-wVI z6fRNdX(qYXQ4;oiuaC@B9!y2rk1t!}Q)+m8x_@L`H0wknq3!*B8Zf(-V_i^3xU0==@(^}Hw6e~stZX85<5P$EFtzs1@^ za`kGtEPjBC+0E0nr=$Vjug|sBr9*N3=zkl1F{{rYLq7V$f)xLilE@S%Pr41*Fmrrd)8)8PnmSm1;1%V%vb!TQ}#s!Ksw<8NU9cG*M8qC)92%3^Np;e1&y1K0)e-FZQu~yMRfK z*w>1mC!|DLm;PEjpt&~*}G(wDy*P2UMd&5H8IFy0HDW!DrUPP0NL zf>C?aW~m}+6i4zRtIEw@b)j0b^$!-Dwm?qxwCTt>u^P$vag^>HP`CGAYezPUO){Tb zBHSWSJ)A{EC+DppOYvgXGb9|hIqvL9AaO^4p!@X-Iw!*fH>hU@Q zz895ZwQxCeE~eQ93`l~Oljo3@bL0V1P!BL)uP-2Y!r2kevS>nD)u#fXO zEU8%miX!3b7_%-+k}_^SU8oIv(rK>u)d#eN1JTzU8F-D%UXOUkAH0bRd@npNwp*F( zJS5|~AQ=@v1TdY4t^WHjg44w}A1Q?$*L*CSkkws)uK5#m2a>?76Xb}cX}h`?DTmd?57`39^^IpT(s91fnkC} z^^hQNyIi&9+kniuucfg1GiY(6SIr##DiG;}>l)IrK`mFeu={E;;6+!#jfPZrO4}90 zZKaiZrM@*R)coXWf{#E>;9kkJTYK@hYXd!xB0^pe|3oaV5Xz_uAeq6#RWNHgemnPy zwm;qn=Lm__p!iw}F-s?_H(|GY^Kn_OV<9%pe)jgG6H_Sd$Lx=Tt1pB+z>0OgH}=9v zGU{MQI;v!-nd7146(z5&k1O2(r|?+!aK;?cum2(Jrr|*Us8GOiZZBK3Mmt; z1YXN-;Rl!^X*-St!EGU}vybzQUpyZxmX=syTCx;8dTJ0_ywtlAz)&M|QOCQaAX6qH z$|D-&E)AtyEJpkA+^mxm>_@;UdeLAvNLcE~x8eJmg}*w#|N1{xkd$&#rKDNBm5rd{ z?XX*OMfr{wmg$92nlZh_UP_V;MB$Rwkt7Il1zo+m&5id;SDNXew3k6{DQZbItYK>6 zx|_Ty^(#Ho@JhbO8Y)@xApdj0vbYyuG&6)la;lrPC~`k`#PQc;6xSg$oH}9Q>VlB5DY!D{cDrrz!-Q zG~J|NHXN9W&c3PoNMAXsS@@unvCbn<=<#OI-*!8l9eH{=(%%Tj#H&rIuxBad7fonS z^E~o2kx%-j9(${~*}gwsARL?bYT8$e$<4x@vY#znW%3)!`nIB{2M-(_C7&D3*&XC< zALCrq{MrAR(vs46;k<}hVSVM|1rjY%?Mu=oKG_U6QoZFIaq6~Col|r4YuhL@d0;Z5 z$$G0fEfk;5?0E1>iSLG?BZJT0YsQk9Qpoh!0jWTM&9ub1Z9zrvI`*Ti5-?)!1~$PN zrEr{-vc2JImmiN&B|qP$pCVj=T|(Z-d(VkWFW=-jC#KUI_{cWDOhrwKVTcYg`e>2$ zD&UMez@X3IJRX{TmHV!_PBh>G!;NwDbLyjrIP93M%{^ zpM^Qcp1QC`d+id8e1qBDtDJ1))>uTb>9fM84|Y--q29PUV$mMZn!?*vl4q4pVeFkP z8^^*M1oWNConNW$4lRZg0`ErVeU*+-u$(FiM zUGiz|+XTn~7jj_)8P6U=4>N-V?9U~Q8@<2x+FoYig)u8KeoiM#vwDtx;danZ5UK-# z&SC~_A3Kq|iR8xb>-qhyNB^>FfHG^Dvg!6ny?-6Ek^@@TnU&Omu=)C0Na}LQtM3n; zf}D#-eeahT)KlCb6Cr6lp|%QC}3t<3@=lGfd689kzqy0aiks0F&Fu3y0nAz?v`bQL&+o0y zXz4aU=`>%x`x^<5&jO zx57z+wu&DuSst(j5Nbv7-;fKXTB7SX3$;`on*GJr4q5j992PHH;BEo96MjVTb)4SQ5Yr`#rGxs||ku{PQO}27L@|u&tk6@i_ zA%z$wYrBpE0O8oPM?5Z8?ASiXaNT6{-jC4!;HHrvJZG$RpC1ZYOf+Sc|272Pq`zwh z4Dl=L*dThv?stXz8?47@BmH<$y2Z?1Bc9`3lK`Tw)&xOZ{tHRa8Pcn0Rov?3u{?&r zFL2S?;Z+r$;*hA-D;&INptF8``<%23CkDU=TI3XHz>kXvG$M--Wa)Oa4U8sC zLg89+_EmaUHtl*fvBft+gK+Z+%va#lxfJ(T{RcQaIfBD0qB3DtlbXVVQ`Th6^qe_& zL#cUrkN`Q-%*Of<8rM4WLWeG8j;4h6kvqkHAVWs90iGV}FCR{2pV(`N9gs!>g|CLk<-h+e0`>)ye^ZuLMyB_{z8}FFq%btoSSDUKy8aBMPM~$Iq8_T{kXW#|gx3ctF>^*>vQFL)pwgGk7;l@6o$IkTVz; z%=Z&5g4l{*ba$r3FD`f=Fp7PNnxDRu^Bnsr0qhgI#^L~+r_i&nlE2h%-r-!Ho-cp6 znDnz}T3)Kl^XztjXywiz!%u4(&=NsTON6*PbPH`bR#0bU>J^w;u;!x-3(Z2B@E>B< z)qURruN9Ce|L1g&LBR$d1<=cmp=+)|n(We zWBKGY6ZIyQAG32`L2Vjm_;XZ&q2r`w8~7D}4z?B9>_{i_5o#K^0%I`=4FO+)Eyi-6V{-dWfH)^60b!z+8&AYgOQj zonWXb@wDwwyzl7`ZWAsza$YO|m6T{B5zYJz+fzcNxYz##9f%Lxd ze;RcS54gD=ep3vZNb!Z|HQ1G^c$Q9cWb|*(x+rq$~*jICXt{*sxl1K}kqM-3yEQ zJZmu0z}cN~`HG~>WwK+J*G13>)^pqOE2wF@Ff(OFU$TyT;wWSlOv~t_n1eeV+~8{J zNmuYg+9*YyJCEtOr?|0Q6Q@nhu5nmv@P?*~)UGj62YY_th883Fuoqm^j>M=${2las zaiJRatgTD(71*Bz<1#u=)fU6S2|rEBSfNMjHg;g7pBZ3H%fJ^r(c^;{&sgAcl|a3- zRg;v+Aek2mUUEj~`9av*)*R_t?*H9BebCYOF&8*7kWOvy3Pp3webKz%=2^yCG~Y^Z zj=taVdj|qv$HYWQP#iG~@je_A_1;)>G;`bV%sWSL4S?B+L=;-h z$1VI2^ombQ9p;;Sz%r@=_nhnPby*S|Oa=gK-M8Xa+Gz;VwBa^ATnNAb!p@aJU)#|9|&k@Kw|GN#B4>@tvf)G926)K&cbu$xBq@xVeDp z4gDJU=>LBD-+x0EiczCVO;a~(8DaK@xe;Ftb?1PmE4|t9D|+P5<+756RIUFUz@_{F zX20;BaHqe21E}ld7;`nekaF~tw3kHYEf3b`NS5nc^M8^LW+_DP{dl|!hldRRgk|ev zCPa{kSXB`%DKfSRRNQ>sGNXgQ{z8SWz1nI%JfE$w)bKGtu`}HAkZNI2A6?b zV*{Z1B7bYS!C#<>(N~Y6bi|Ly49px;Q~-Ovgq(AQ5mz(~419p>E=h}%-s=m)yqBJ< zMS(cH5eY7xr0IJsX!*bcs1t1@dt_n-daEd~;wXW(n)-4{@S}tJlXn_ny|szj^F@cj zjEqO1h;~*6Rb9sH!-&Hrr5wa{;4UKN9K^qIz;0BM2%~p*i4U(PC3s6xPe3w3S~*x~ zwTo}--|+_HSQLP6ZX3vy2g7%c{LRg^S@1<$>&}7qLRCTX^1cD{T>&j{>1~^SsYx&e$k*YasnWX7jK;J*y-w5#;!w zc0$vI3F!IMd>e}3HYn8uwr&2h*VyA2_47><9FQi}=U8y_^Jx*of}@8%!sk9x)dpYF zd8TsguAABLk8kfw5VMBG)E-=392{zTv%Pt|NHnUNUzd39)2IKwFj!4NiGHFfP%>AR zSgp=<%Frt!yWvFJ)7}C0{-dR3EDt!58QuivcY$P!1?Hdy-fMIdhJ~R1T7jwjjT2;F zN%%3ZalZpbV8p(t#A5OSsN%|J1jR=&@upSJxt0`98G0BDT`To@zqHXB6@Ix9Bh*|H`6kWYn|KYvWSI7Zl?B51wp9Nk6o6AMxJ_Ij~G4z}?TA z1YwI~Efw!1ghAm2gLds8C~4R;O7WP%)3a2mnhLNLeXdj7hPAt=&!82+Jzw(dL` zDsiw!#Su`l4DI^Mk9y>2-tF#C?=8GDX2ND&+coEn8|RG6x*L}f&? z0dNeVb1%L3{jB2fmG${=C*S6CqtyJDZ$a9e^Z72*0+dCFL2r$?#}zXkfBU8oPC zcmy*qN7Vfl5mppIhkJn)2R*@llifzk(2 zlynOShH;lL|A6!e|BA~Q`yhBuKi5FacYvIJA`#gSGcu7%;~8vp?b*aOva-9MWJzfz zU)@#kfSkc8CK|zI4T&Xx=LUmZgotB>3Ty$b|63^o_qHP<@huA9=0Iqnhu zsC{>vsr8Z@`Z#I+&4922XsA*wsKFW>1@xxBO_0BuX8Ke|iuCQL;X0zniZu7@XC-K8 zZd_rQbL9UxEw50W61!8L3u*Uk6=Wkc|UM;r*Vsp ze(=1LD&iacF>cSmlAcj=niXn+)Clvj(GqAp z+ls9sAz{`P+%>hu@&cUY6HpimA$OB{=Zw-1s^4Ds{w<0l&yLaHdWV7nbjbI&1@;)H zrcbyZc>;xpv}{On0^XJD>W?Bn;$JrPez90-@!>edvZ<-46%ezd^}ug+Ty0;dXv`qY zjd+jhA;F$kKuUq8PXu9~z~=z)Cg>iIx`ra2*w*A~6{@&Y9iPCux(kQ*J1o=}Px{=o z(Ygw~z&9#Koli9*^UISjfk98<=%y z7cZE&{S;z?uk62t;yk_bxa+{`il;G>_NMJAq zMz6i8S7zi3%YVZ&SiENxE^@1G*iW16OB}wT|Fi&p4&SH|2`j9!pDs$k=43(x zyxb--jBk4D!qzMm>ww(84c#FE3WKUf z^2n5`hSc}*8nnIG?S5NPcLE+_jIP70+ij5ZAXf)Fs%Y7&$PV5Z~wRVUvYraMR{FSy?-tY zM0Fyn_bAF!D)YU(1U->13pzyg>mQ=#t2z`!bIxLfDr4rT2614RxL3p z;UrjmRlygU2|$gEtQXXv=JSJPern5b)bi_x!X$8JfUgB9@7QgSQgLF^T<8VNl>P^q zL0M^vF@ef(%9++s7BE3v z7;xsr^xDTNGD2GI5$*0aG-xOM&Lac z2FABz`(8E|LS{k0DX!!#MZ|&64<1Iqy1+| zt+3@G{X`@N4}YSys^I&1D&G3WW|H{3oD4wLn^D~_7Syw?3YdWurAJ8r631hB^Ob;2 z1kJtHPb}(`0zuk``w)t!$drTQj|3={VpsE{BIeHM^ z)XB8a6LOGkpS(F-QDgjmsgv}@5#Hr~4!}EIAKaZOIk-;AqJ0&ywji%o&>$wOd6XnP zbxGu#V+=BzM5cimFRtwijZPEl@PTmqVk)4Vex=D#X#SC?QvBT6f6nxtUy*6h^$}mz z^8q=0r`ab6E7Z~J!e=xF!E*Ke*Pu=z44}H&6sqdI_Oy~1=N;*s^$=q{N%a=ta$5~STr~LfgyR&j3#-~cq zg4RQR$w_(E8#hq~Ig2q)grrcWpX+T{8Z8a&;_NEg(%^X-O2ji#Ae( z(n*lIz-{ej8PaV7M`dvU&1oEO#b!<2lMa|bA6Y20l$*%%*KiAJ|F9}$YvIP$Z3IdM zxcz&!DkmHG{(stp9qCB4f57W=X*dBsl#CkfbL049a^q z{qu=kcL4U-vDpSJ3z^MW!s24l`dAAh7RZKU``iz|3{>P*+z=S#jAx)Y)tZ1SH3F(w zWy!fW;0H%2#rG27DT@Sz!;6P6*0%^g7*8{`946VC?QSkX>IG?|_rZ?wMQUppTe--T z#C3`Nb-sgsG$}3nUq}jbf&44r_c}Rx{F(fq!roZAMRg| z>Y*3Cj#~|C=;-FS{OLr>PB0&G4HYN&Nuw{w5-B3jS@S1?ies+|WUHGEsgC6JeTgi1^BvN6! z#*jZ8u@UL5K1E!4E6{)Xiz|ct?9TBAJA$8yQ}J})IeyQC{(JjISKJUJIK~Y$BrU(4!f2*3x5Gb2}`a4jIgo>B#FDY)Xeg{UBI~s%s!K*Y*C!zSzsO#sq zsT)5BR?T}Qg^Nm`enSUzIe<@LI)4OetKDge~%);lwLxRf}cxi5i$;95Dbm_^`x`)YR3>Emt zCqv7k35Og^|GxTF;WCW0@g4O!jGIOl6Zm`L%|N5K_S9AGP7tq#p5;=tnuZ7C(2lJ& z!2Qus9W;TAcoIQ}V42Sq9`^mRMm|QTUL%3BVy1fh*}G2Jq=2+MNFnM-sQVW&QDXdo z_X%-FL-Ac3dJ~vpA)mlUoM(QEC4Y5-MXFf5pFnG14wHA1ZV#4fK~c$y3=$?u?}0`E z$v^C;lTbYDej1Tw{GmDm*!x_!k_zQC!pDHDgz~uQf0`ft)3g}&2 z&|F_$4da0qtEE_Ok2A%sOunVRJt}>fSk1RO=NaX{pX_iuOz5?ie=#m(CDzZ zexYSYE{@45Q9BHn$XLOznSoTUS90{2;HX?`>OlW}r=gvchv%ocsrzoJ{^VoT?Gf;(4|uo|jr~?C+!*_-ir^QP+)8q&gi^J2_P^ z%S%jXx*#eAN5CtcJNzZSmk=1G7P4K`5booDKj(arpz-!($urPoewGnxh&cHo{@uxO z4grhCNEu|;(R+!sYFs*5kudN0s$3xU)Lq z$wo}^*{1~m+CzZ2B=H5hu-OM22VE`rL6@mat1&_F1%gd?U^$6*2>tU!Wf__AG`(F$ z7^qr?@BfO+vK)qG#`p1Y{2`WtQ3gLz!c`mOAkPi?a0SiKsu%27|7m0U*~u>Ba3;2~ zq;?`uA=zgjI8}HxR8piq^Z-YbD$pwT_ldAZ>Y?E+XF-S{5NzWL+i~BQ2IY;W`QwDc zpSq7P2h*TOlr+`ufc`+n2SzIJlv31EJcnqYW~g0Ox4>|YAIJ4iT#-`MQw*TxxV)`< z-{Xe1>~HJGk@%w}1rr^%SFOdMWD-^UOSg4h$BM zp1y|xTV3O)NDsFU$ak8d5P{wwC&#>jXd5>tEdYw2U9S!7=S(tI@Y>d?y*%Ubn8p&i_@9ajoa4ik+`K<|CA{G`GC>K_GW zW;iCh70YSP0fd1?g^J@ZPSQO;yalr=GTx{U7l0)U$s`d)HUn2w;<&A;tBEx?lN-3T zxC3BAEA!;(q2s>W5Xy$2DjwO@#64;W0@e&0a6GJt{kxsckSTqpN$sRzzV^?4!;0cl zs9}4yTB;0=ny!=(01m4LrIESAL<2Kp~D?;jS zvC^S;os12&xD>)U3(ua&J#3MUuv&%P+wb#5KA-ua4+F+=`Oi~eFGGgGS2`t&-BlQ& zXVjJ<)GQ(26pYXje;(m7SYz%N1tIX!QNE*Jlcl|fq|SS83(@om?f2P3QlQbw`*qTj z)AXXFWlB=&rw@L(d-qm_jw$;b^h&sv(pB$8Mk(zX3qs^&pJhL>qbiP7YUX3mZ~u>c zW#qxH`WmdX2=a#RmT&wxt1!-|Msfc)xPT3g3&7vFn4h z3}06mH7{X!OcYs<4O$^V>FtgF;D*=c`u9rgKQuPhUtd_1D%9Hi23N>ux+Jw6rXszP zxDk7h7~+W+cqWt=`vo>t_@?2CIaS1T6u-}QF}(}n(Ny0zrs}`eqOsr_^`9(&-%Hc? z1Sm&6kRllp{AQmmwCBPwU71DX*oIL0D~K}jrT&}ef~uc(EEJ;n9o}6wX-|@H?fNOy z{r6VE(2McG`^1T{p#0zQ1iwUa_~@q~Lv^eoS!c;G27Gt^dxQUyRD>#a5;|KBlK4b5vgx0rsAL&_cN~r9+DUQ3E z_45r(xKBQ1DNp0`oU=T9jDiX~u?iX3y4dy^_*ObQE7(tvij2Qr!x2l`6e$)U|33;! zIAze=paq#_kHrQhirUxQIaZI=jKAnbzI152mrKO5^a-TlXVxw|dtV?b+phgPK>QM9$&t~a;8l(T0pFbET?iJ=g!u)X){kGqIatn z#ni>lqKwzk7Axv75!^R<4j=V6AihVfoH1LaF$cN)mJbp0ltlT9i9B?S5PikrdxC@P4W8x+iX$Yavi7tP6378j3W1IK#_<ciE^dA6#CecCB!7Q!LuBvc#9iA6?4B8^ z_Pa0NdQY{|KoGR)Cj|xW`wh;#Y$)jrJ|Fc20eOY+6Qf$kW`i&f*QRi9>;c~L7W*ws zouQv>^}TCRsyu$!J;CUL;@_D&jc9a$gGID?POOEX7e6BXPKR@}L%Ae@4O=!;(A4;} zBMfQvUuwrEJ}o3iL+fj^#BxkX*D!kr63;xzwjjWZIBnhiaM^ z(Exfk6MXT=Y!1n%ML_DE=l%MCLE6an-FNmf_y#;bs)#t0WH?Jm-v{!AH48L z_*SLFu@YAJU>FrVh91VV#QATgN_FPt`t%^-ct z1VEF%rR9xz%X1w1>v5cMH6nM0B=Fo?c@95Ix%(Kk4lH>`WY~-{;Kgi~?TMWu)#nah z+*l$8iYau|XC}ZQV&HVK_D;bsRQ{)Gl0aP-@qxbN3IJZu_IN;bq?~Fs76Y7{IO_R^ zRKEKQShgyljAaMmQ5^J-YUiEj6J2zJ{)H{cu{Spzx3?rbw~NdWAOuUE>tslizx&lE>vfn?~yqE%1LIW(1FEW8Siy=RD$G=755)a?!oOJIQwSL2>eFsjmF zQUzq<&M|E*$gtu6{aD|}eC@@q9@Z{32Lu!Jx9xViE!+P*1b-iWeWB|$Xe1*a;x44) z0p3!965bqoW^5X1{vK!`jDca`0pXluVtC@W!*#V1mv4Rt*6Yi!;;6W^<&aVz2?!BQ zbXI{wporl)R2(XBrmz7|*WSG@wJVI|NjhvTo6|MDF{$=j7yCEW>o|6)Dy@V|{_cYJ zK{pO)unQ2kqDm|$IaM$;_f|MJ;c27Y=AezI({Z&pj0^`$Bj3~ou@C=&2r+<=x{)OS zif~V^5>SMn?oH#FE!9QV-3az20MmLAcG}Q^FXZqV*22FHxeKIkkyH!dS3tgOtR%|| z9lXR!tDu0#rX4Ltmbvl5|DG=^nK8P?77L`Tz&q$REJKt0*6S{5!-_BdAK-u%gM(c! z@%R6T3?x9(lAhgB5^z`1upu;oQs)_Dz_N=m6~~zqNJYh2y`}taFIVU# z;P7J3)7y>VeZ0z`&X8i0vAckS<;32%WvP3-k4j&bKa8$ik20lt;4a9Fhd}eC+I>aV zF_=DL1wgepz^fe(eVsBaf%{y|<$tdQ#>oX&)kmCs+tC5WmeU_IngLQ6bnL$9M&rp$ zgW(122B?r@Xr2gv0AcEL*WqO*ztw=Cdv-^|L9dq>PE6bow-JRCm|{4j=v5^eP0rWR z2zJ9?(19b&@Jzo zFDV~@IK;6ZWG>cNYiYHIKq7EDAmbp5Y`>kqjT89l8SLc&uPa=#IH7Fv^U;RB^MR7H zR!P(;F$cLEx^4vt+k)mce1pLMu-rKV{>GigJ;Jf~xBWMwm`2McJtvxKf8z6=1HPw~4L4IN>;ir2@IuxdOn$riG!^x~k6rbO}m${F(3{COe2*eD< zslBtD{c%Y{k_`|uiYi!a7KK|0zK7S+PYNGwxZro!PcovM$JpGN3A{u{j_`!5M3GHD zv_#878x%F;UNq~tuh|;SMnqHQ;|yKJJaiQS6GD)LwLE#BYDjV3Ao1nnGE3sr&D>F= zbQcP{A;sOwsiyii$I-?^7FudfMDolqk$*U*biE% z+unnePFDr?ICDTzx2e({O%wjXof-KFMil#DhL$6y&5j%a(%><&%D23%`Aq%gP!1w1 znHWkd37b%L@qbu~dbv}O{Tnze&YSKc3eV6PP!yRyJQ3Id0aP7QQzVCX@iFqMrw0gz z0i(X1B3tdqs#KljqMh3f@D)Gg999Z47XLzs(x^}CC>`h4OU-!K@l-?u5*<`4u>*mdikp6Revf}wtu&G$#ScxjQBQbHB&)~L$GR}YbXUJ(SI{h7b$Sw=g_F$}= zt_cj{$qOw-CwiTHxnbAea9C)e=W&OHGd6UG3CZ4k>Pu-YCzZ75b&mliqK*h{L7(|Llv%J#Xhi|1z%J)`onL_(kZuqV zkPuKpK)M8_l@193L8PUmJlEX&*?ar!|2gkCAKs5=4EGpIH@eoEbKduTUB9|Mb0gyd zPC#olIa?6l4>#i-Z;|^8=dAx)v?Sq$s4jq_eX72H17O8)_AoXzz&PUJMEJ(HpUH5$ zO>lALV=lep4pjWPLqGqkUoFRV`97-oJrXAk_t!RYgQPNwrcYcPV6G6_(w)M%3LtaR{O6=`;{doTy7{(3|D}N@@y#DF#5yWv9;7I#72u=bf@!D@ z5HUrk`|6fdVAdydwhULyDbXMQ0Nt`Cti(>}oY~eN;uP7nGB}}biv=+Qax@Mxt3Um( z)0zV3()~&OEx`)+&0D3;Z47sgc1cXP^3pS)en%j8WXP#17_?ky@UtP@eDK=pR1IVx zC9R2OxUx-A3IDThWrK*rpP-WSl2|wcMv9jI^luu8*bmL<;xRy>?_X%9FRo2g>cZX% z<8nzpzkkFaayQZm4WvAeO^D_#&6Uvwky#CXHD>aWEj4m0-{00g!Uc&{Lo#t*#IqNSlzLbyh?f>pft)hfRY$HS2nk!oX7JG&!26R$2pq&QPpy9}P9&2%qub=;`5}QT9zkJ%CHU$) zxo|lH;`n>f|M@nIsE?`9IsG#BHfPP?apix5%Mw49gz3>SI2=2>3f`N(Wa9VBRxA79h*>(2Ii9{7(9LaW%XEb=8Wh}eBnkSO$D$qAD$ z3&Z@+X2)oN15*)&=E~+2=Rp0i2wVn1Exs_&35Oi!w+id~&MxKmz757EN@E?nU%M*q zxsx~g%9QrnW5b(HA&YPpTE5IC4(LOQGnUb(b}aNYu-jDB`<@&+302sgRH7SND{a-s zz1+u-@~=kN?s>-nPlj#JMJ+od@hE`39})A?x1LO^v)#Nq;4<&@cB(nx zoRo!e!*_?r#9*KTF%K*O;g$p{k~?fYrNOYZ)P`-7^*l1qF44_@(h_q7k~#ZkHRPnZ zMY(C9EMRA7>Y502n)kl>6G8s}Y)~D%s8*M7tAf8`T4(=E1$ehb29@d+W9R#CNkbXI z7D8OOhNg!Wul;}dHEV(nP8r)q?E?``bK*-fz?$BekMdx2j;g%Lr41jFF~<;%fwMF= zw#O9&gk^KL*jUbA{*{HH1dr&ba>|{K%{2a(U zrKfFY?_C_1&v~pjU7;_#IFYFLK3JPI4+@V@uPv^cy5>!WD>UaCBbs;&2A0L!Dkqii zq;6Bi4#?ch@IL&!cCxOar6umaxj-)z`MxWeNcZ&@%K!WvW)@&8-!OK5hDA6N`QWqU zDF^9YUd69RB`4u6Z-7d?>BrrZN3#Q9lbC2QA3uR+1=F!SBdCT%AnpspoMZDTyA4)> zFwtLzXvSFFIe*)SAM*(q6mnr*)?HZysEIKI1MmFBlDh&u71PBq<+Mr*xU!NdI|;s< zt`=AW12VtvjeTz%f^_zE>{^vr=9z*vH+=sWaP)4~<(5iZ%An= ztLo0QveH;v_qGljF!dl%`z|((4DFkhCZLxzip+Jt?X~fC*(WmVg}}@tIfT}TI?iOQ zV(IV-E68$)wPJ>~90Ym}ZT8ywFyE|wz{EWI!1jin-Ry(*6oI9QsQV@~jIg*|^D zGFbmL%O{jh7p;+BL)v!2-(I7n5fHm?sO__fGJ-O^JqcV3{1IA2wx+709r6FPZ!rN# z^QkBh3ak5A@$nB(R8_pu$7tmHl*?51@`IEjNP`HxZhv-G%~F0AFA zgh8A+Y(w39S6_+R+|8KaiD*%v)FcvrO{PT*^5jmu-PqlD=32K{q+?7flSMoZHh zprlu|;fJvrRgSaLnlj2HH%S=O?qHyunpreWm1n1ih<@5iEWVZ-T87X6etWtH0DkQy zb`SN3Sc7ml4dMQ-^$8-w@!cq7cwm&=Y|}?0b*^3F9QjvJVoX))XR{*QLs|E8u5<0^ zHvTmEgL(gGdbY$+F&KSdXWXqY5MwuDmjQ?GRABuLdW2HL(9VWf9$moATJf^Ln{}xF z+WWwvwPza|4s}pZ`SeSWwHYT@-rD%5-ax?(M-&hM1nsWHg`7LzU0O3^4|d8x(wH^aX09)Ms2 zbJp*%1U2iNQRYz-91%FntR?>YO;4?b{ryxhCZC zI*09G!(Nbn_Qk;J^}&l9baq_pFvU6+3U4T7^n48P1{5_z9Y1(V+%&6JYHDic0aPDyn&;tN=s zPH4d~#}z|6oWtZX^}_(_q3vL#_7=`1oVdqmj;nL~j%YYSp+rIS^YxMEf2w{fODXjQ z7vDLw1W)zXuAa%-8&q`^HZPUb9`MimbJ*UlC;R$iCNsjFJE-eRYX9;3^xoO7hUn?H z9tB^d+cw`XvYUA(t0!2U-0I+_!P(RPWte#o>o0nlEb5r^!jY{4ezwm3*^jJWD)0pC zR&2q1QacmmOc%Y^hO^3ETQuXbKmf%>Bvmj0y#WHd-ICti@ z$O&{|t0ihv+aEKisK<=X;hT{Ks07^KW?Itx(+cIOq5&jDql;wX%#jtA7?sNp#C7a2 zaXvas;Jn7XCM`VA!#j*)l{)Fw3O9Um~$g~wQ_$+$no`N3Z~ux0qUgl2 ztMchUeM>6SGBlX)dMEwhObX(@i42O~5q7>u+~V4)5v79H9IZN}I2{0*#_t-41#qi= zu|MMIk;M6Uaeyq>?a{kHXxN+&sKQtB8bXM>zaVhaZ9a|IjS2#>r7#1txSB9L7=8*l zy_l;J_Pcu3Yj=eSjzsrogx~$t&TN&2QE1jU1>1#bDkU@3{gAAft)T>6xqxSj%##IG zQ3|}jKyLN{K)SubZ2|TLg@$v_Wx(1XHg!Ok)U(wTaVDbDK}jO}PI7Zj`?&aJnVJIr z1?L1@L`+Ehp5)^B!;%Q06Mg%OZ;cCzhD#sWyFq`j|ASs;@$j>HVGl!f>z8*$A8F^* zf)B2Z53=hkdN5gSur&BA`zGil%iIeNVfs9+3{fu;6UUq-Sc3?geG7DT>#v0GvHogi z=6xwfGJmzy8-k#BU=Rs1z;%tg^C=zA))e3e_hAIhlg$3#v6jCiB7gM&haAKP=qs>U ztXt>C$~r@2ts2-Tu9nro(GoNOEc5w?biBVSA%26~k?nz42BXa$g$|@ax7wb*|2$9G zi_!>CT$?H1_kZ+&|9Vq^m)eoP74oV9u4IA5%?rOhmcQ@O$ZJ_i5|ymD{##Ipu)Q<> zoz44O`|#HbW;Mn<>TG~7hBDJG*~P(^Qik|rCXu_NRW*oS5ZW81s)Z6sL7c^&WNj!1 z^RdAn`mTfOl5*-Q#umQt0Ue7|!O@aR3L(;I!%WuaT{j@-_Yt)ic3K?<$h26yq8XAA z2**KrTpX8`I1ntc$gGgPa6oP{WLcJV+Er0D=C^L(TJDBD7#*l14VHy6WeKu(27_T5 z&mBwrv|N0NK%n5%V0e{FBb!v%Ve!s7oq)_lgsV_22|6x}g-7-^LG zRe?zHsN8b=Hd|ti-!Zy>y$<(AW1^PL%$<32HyIM}4d9Wrbwuni(D*#G89Mg3x^yYr zauhlHFW(prBPaWv7x~xgHaW(3SUNRY86awbs$j)}JS27(&~WJq!5if2>6z*)7Ocp` zG3{HwRXKm_6aRi8D}bo}_QnFCSDmU<=!?A8OWEkL{ahO+3H|Wm%?S%cqU_?NeV=?0 z{aN)p0{*Y>2C7MQL}V=%nZkDj>M)O9$`Gerz_g?%lq0E_;8@sKwMF}9Z~ON{go0a3 zg2RQ^a6>WY1p>7|Y)z?5Ap|*`#Q+-k0iowwlOh>)Eur-3Wvandn*&xDt+`Sl11_Ek zfJF(}te4kR{umO^D8yr%shoD{J2tBHlm|lx8fwY#ha|pqa|%L`5its395zJbk14!L z9N1K7MsE}L>u?Grz!IgdWqtHg9uF5oeh#pR$tCMpW<^$jz5>Zr6D5m)R4D{nnhVx< zxhMjCO=F>AHURer@psCI_o2m%lT8q}MYD|qk_Z9Jj05%G9h_PQc&3<;ejCs>7QxmB z!xn6>!NraUY7ng>$j4q}X##kX2xF|(kbzW_l%Ufko~w*HkSif>vCjyj_fqlNU*iG` z{o_Q3at78I8=NiAESrngy#$X2HdE?ZoyM3>u)G$c#BOiSG)`_HKAR$)9Qo;}V7jLl zQBTaEXiI|KR}ou`|Jw6M(6sBiKZi&UalSe!wWc@v!U2|8vmgqrDz^Zf(b70+<32q3 zi%%ss29*YGIJ{L90?g}#Gliv(j7rL@ir471EVp4v3&p$ zq!zuGV*VBTe{+j;MbF?px;q||?cJ_|Rdd%Ag~x@9l^7=w5g1S1kv>{sL7brNV!R)NSiDjM}T zd!`W>g=bGoje@N{XVLO}TR6!fdVHk^)+!}x#%o>N408aN3Q@gHIn6%tq^x{snm+7;%Y#U3iNp0f{!a)p>0&1XhA z^zQSq?q&Dqv#2@I48mc6nZ1n4f@mIiYnKGv8>D4oj1GPah@NGD$xXdPwU}BKtfX8B z@Gbdz?TI{^1IFAY+0cvm=#Mw%(5s+z7pK;8hg-)T2>rUj`BH<@w7V3b!T$ISFfezi z0R>W=B$TZCt)y0GD#Vu`%mpAGKacd`Ge`&$g2IU z0|nKmTwrJ@3psDHECXo#AEi9IfO^OvN@RE0!HrBo?oo@GU{a5s3S&OT;XQROxg>2a zRLSFKAUr>n5lzZ?;yKJ(Wng0~eb ziSF^7;hKlA8aT3K{{(qIPs(-tR>vg(dseNt%c=B*uM=c%E#I-BYe{Aa!3bh|4Kq1S z^WeE?rL^`V9mIG_FU5^$29C9Uv1v)#*#81-7W3>Oj4HB2^Ql%$6Zjrxh9L2F=Na;V zVT$pBT}~UO0Z$5L&2D=wS?10nc?FC*1bM)I2tk(`m{SZy3PK?EfHRqzmd={rG7W|O zxfJ9I*F~qW?t)8ZrIrteJ2GH7{3S^Q|G1u1S{Ll-`5xO}5D)#kT}+#0%lH<63Nb5X zKp#(^PIvp2<+FgH>~H+5Il^@6Pl5R*|FK|+y^s#~bldmTvhe`nJP^KF$Zc)hXp{R` z8O`n)O4fnh8EKenfRA4og{{27KJ5FG3rdXXKn3?iiOq0=!Q*3K$XMwO4tTmgqMENq z0$6n(4RS~dGNil>i03W{M|eZoNI-LmxYj73zRf5>ABaIlkjj0^)^OQ0dekBPjve*z z{xmczZgUr2n!O%p?YeaZ7bxRtX%`ytb%i$z8lVkN_(6W4%D4u%`kaKW!3raaB1NUt z+z%e$3!Vy3!-TGIQFs7zH6@#-7Jf)Hy)xt7J%eVx0^0h|i4q&NSARVXZN=+Jg;T;w zDuRfk{Lw@$PDF@bB~iJ0HqZu0$kP;Ehc7yMVXF1Ltnk=OeX)Q}9Ben1ejIa?J!o%> ze3M5YxxC+NV55^1wX%WEH%NDm-RQ`nBP&bC`PmIp6Wy4fZ6w3 zzutQOucDKu_PVwLpmbNIn~~2;2lusGP_ahN*?+uH5(>MLg7|7%))%AojKt>;k#C z!ZJtu>)+kd?4T;W#tIuExkW+Xi^CHw^z(vPp#cHPkOMFlS_EA0;Vvhfc0unyZ)rBb zS()_%sw$2^AP4Q-alsvx3}XIosac@s92E{IJ4}MA(6_{N4kEbQ6J*ljn?+W&HiTUr3zZt$%LG zjGGq@%Z{rp`E>}KN#p7a`+>>4#=5k!kb1FTB4+bgp7>6RJlYvfiOCzathUWNj^7|2 zxi?Kj9a}~I0kVmB+N!>>qLI}jkfOyxJ*map#ipDQLP~mC8DX2 zIf}ciWP_ThW0igDE?SXUbJLXFi&)tw$VX-N;k|$n2=`~!(Sg?tX$zjwO@jNh`KJdY za51{TF%;H+@uT|A&&(Bf*~3nMkQMbn(ry*4I8|{2W_%PQbe;!@uIx1~)tHk*E3)h4 zZ8DrxyH!q&C+4*g1~cZPxrkCr27>*--nI_P_Ji>EQE9L55p`-`wtulL>`~3j6eMec z)G7v8e!ouLiC7_JI|1B9#>WD7K*)Dpp^uSOgM&RuH|S5h)3zMk@xxlJH8$KlSID6p z8M-#ReN6pQrUA3;;T$vm$3`yJx#$4Fm<7LWN({=*#*pJeB(SwWZ*Lro?Zs|kQSkx% zs8o4Kk>t^XgfnE}3j~-Xu>oJTcclx16ej^?BMU50@4+j~0y5)_`x?sR5{E5vi+!@T zJlK=$KiFU|nj$?ua^8g%_4q1$ppLhr7r1ac&{0pSJF%Pnq0PMeYr`0_#_j#MQ2`S{LyZ~j%GnnreI6GlPN+WCa&HgpNGzLtl zt_7xWGm+c9QkM*@@@rJ|gLg49F1W7gSdKM}r0z3s)Ouqe{Es#{TpATi?#aKb2>))t+5WHo9U9r(feb#N z&;Dm?^yi-_JVqhNzJ}Ik^RHI$_uoF(2HpLNux$j=`Trk&U1OF-zmp(aN&P!#`roeu zSIDwaFCFzxF#jJvO^j>;&L9d6+u*&>e>l+JKML~tf9urv*T(|m#{b1-4vhTh7>8V) z4l-mJKe0CUtIq)2E<)fh_GeB(zJ+*T`3VHFAv!rOn9qzPK}dh5g=yRfs(?JyMIZ|t z`01f}*=x7ZXK%z1u}ndQ@Z>i5#xI6eK*9AB{{G(b2ac=+=zG{M9`$MceLp(*kscZ0 zMXh0Hu7Gi6Aa{Na0wzFWR=J`3kd;NB0=qD>0V30SpuBaHwbo@Bf;w#p9@ss*I*>=l zK?+Tli)|YKp0~lW)Xy4y3SxU)KmLy3n{_U#N&IFPg>8Cc(jDqlL6}ZY^x1|1ie9*t z=yw9LQ=%|P6I+n>62QASBzsX612Q1vKxXtFBt5*~_)LP0kv&yrk^^GZxe@muA|Qv@ zq?hUbt3?Gqb=v?z*|md~16ofA^x2H(m?1@0YpUq|G+ywGWsl1V-F{E}qn!$xF{J;Q zq`EJD4369s)8F(uP#`rOemRE-7BTtFoxy2@K$QArH;tQR=`TOXMrtxzxmif-Mz;F9 z$Ka{@q*R3fgpV(bL>p;m>X}9Y{&SDNWTLHt#asZvQHDEdqA-qj06wGZ?R`Vd&k)330VcW7>5PwL{ zN-T&5`{+n_K+U`zU~@s#As*^SKq0CDuUYj8-HLW5#vLYzgW8U`+z<1H6Fdem(rhLc z_Sj?8_Seg36TSX%&@)aK2mPoHEbs@469Db^0Siw1DM=)XgggHeJ51F}s%V`hDv~%pL z9d!^8EoWZU1S*sDvd$xsN{Ma&6$1lsVT}rK+pq?9un$(*>CvJjcZMO}nLg=Ufx1d!kB@ts`1OR;Q^)6=jO;(Ih z3#zBNY#}P=_h{Zc>6o=$-A`|70}SMYJH~Y|8p&Fkh}u zeuJ}q?5MP+Eai%`P3yTy_&&Pz{y}9pr+A%u1)zO1t6yu~aa3to;UA>t&`6oP@C2q$ z>(M$(k(v@_+q#2pAuAB|vhUHMpa`O*(k2g>A603%DLiC`Jfm?O#4_6Xi(PFOU;`v! zjR7_G?Ym*u$V0EP2n1Q;`tstEUtl>SujF~vpu5rVLn|RqYo%??)cN^e?|$(5pHMuUSdqOHYfVSUE^^Tn?2tCZd?}AV`36yi^A{$j7;}TN5?|7WI`lm1?90Qd` zmPIbnHBJ_dEWnAN|4S5OnpcUMZs@eiF14Q?=*HC=Q}cSzuJXw|@F(TSUv8NmsHbiO3L2LvP{6vBM4 z#qzvIpEahFa7zF?@8wGN`e+nPKmd2&V?XUgX@>qV6)M}VpHOev&sNbtei{t!3}hzY z?w&%2UgRtI-K2jBOM2G^Y#Do}5#_C8_HfSZrGQ`k_QAVclz)t>mO&^tMIZu0>j3j8 zcF53&k*;AW>BibUFfNS+Ud`ELV;iJ}l`TPc2UnapX^15zMkdhzqZrIA2PgL{-^a}2 zo&Zl`pr&R^DC;_a@`vt%-C(v{9W@y_?ljs6M|WQ6XUq*t;L z@@1=LUTL5GV!#-AnrJ0606YMf8X0o1bNn#%Aaf4FZHmF zX+IRmArLgHw(My@0aD4xR$wGNw<+Rya#qN;;rD|<+GkuBFE-PV>z?>4U2$Ft)fruN ztKBOUj30EBq}8b-)*86E>+=&>>o?%+FzJ@H5pkTEhCIrw`~(g4K7o-eWd`42U8O4$ zubgdxj5GiQummow$sK|jASw4~AmLn)cNhME!CUP&kL8)FjH?auuB2E4$xM4`yp#x~~Ra7PIWYInHoardDz_jvV3Q z8X3!GDL%iGl!lY@-B8+uZ^g6QH*l2iBgc*IZ>tpSX^N%`)@%MZ)|UqDXJy+I8Ywdny^zH2J;P7S>Qhj*E63J?#7PP zpFwLkv9n$a-gX8JAALbijI4#=Qf8>~;wjivs&YoC9-LCkj?kKZ#=_6GFN#;D6_89j zvY>K(63-Nw??4I58W@81fts<%k#`S+vxA6LwX??-O z$xfGY{@V%rE{%w|d+)^I%Rt&8v)qT!iuaeS2zF$*( zEzagwg8>^zt{gq=8yJev+GIZv6vkz}h+44Se;=#RWaBRFTsAo{EA4IfE*Bs_`{K-d<87B#*VFiUAhp(<2(h`S#f)-I-we+d+=@4! zNn4nF#GKM<*BL7I#bIaMD*79B>dZ3mka<1wAKhuFV+T053#YE2j}OOYpz8B^Rva&F zrnPZCJ^GBFox+5-P@i7$)O$FRy7Ecp^PAi&&NByBc0iup`B1MUbLs8h!74Fz7+bny zCs~F)AFi(A-||WmZ*Wz%LV4%8g!aC`kE&T?0^$ga?BCXBV!w=dKp3j)*t({?B>rBx zV5k3lcX>K0`QF@;8w@2~Kl^fkg72ZF+KrN?>r1fS5`)h!&?3*jN4Z?gaP!;}WjD(? zzgL`NdUb?1#T=bzWSwSii0N-6u2IOZggL)EzlwLg0Do63&fVV=3IpN`fxD{_>PUYa zn2poYD&d35l@F7Jc2wyoNUsUZ^N{ur%tx;PJx}qbp(FR!VcjJ(|LE1y(ktX|E}0Ie zyZcH)XcD4o@A8z$opd_t(Ra*R*Xs`F1`+U36DvrGwIn{j)qDHUdO7ENlkUdNq1ZzR z6bmkOmobz=7?hi{KGpz@*}a;+GVyKv zTF=)v+Rl+oCTKFt_RN8!dmq_dm=9I8xjEx19ku9s-)<&#&3al74^PYwH9|N?|8p;f zv$H71Q52s(3CvcLL<>ERR$D*a9oWz#eoQj+`)w9dSh)#WKYG)ZMVcuzIIH5;jtD$) z9-{;^hCGT2QDH2{EnE_v{0Rc;tJ(N2hC6gQhks=OeC!+Hm7rTu<|A^##ArWHE=msJ2V6bUThQ=U}y zjQw*m;;q}ZutJ}*9GGs_=?OV39MbV|xub0m6zdDSZC0OBZi(mEu-~z&F`4AYQ45*V z)gtVcDG)uPR-7@u`SWy`aG^0O$UZ5M@bc{)ae_#8zPKAyRThJ0kWJBLlyU!yU&~$~ z<9o8mX<`fsUB@-WKDQWlZmPhvqT*)s%LP84)dXU1Ukm+PfI}>W=3)0LDLLZdSRSq7 z>vWwCV<2;V%C5`uZ*h3EMkXH;uNWvLY^u=((s>ErD!GdNPTeNAiz``~{qAse%A7e5#B2X2>dGc@!`P?FQ%qHz}gP}(eg$b*4NPD00|lcL8wb3e>#dPN%^ZwHAKCvyWH{A}W0 zG&(Vd4AT>&n}xb!*2K7mj7~xzn+8=m!4NeILl`fzP!ZoojQa-J8+wv;K|RJRPPg3O z^s3tQXB6eWF1EHep*9F?!l=AL%$D%aRhz;fzV?|)_WEE~jQGnS>B%JlVL>Bg7GtaRH2$AzikBs%1LbN_Y4 zGXZnOxL9z1{uBvFlXSR2F|AK4>qIz)k2RREl2F*SvTPG^2@(rrJ&^wO*0Yi*z>-2R zwnQm{Ch`TCuS8j?UN8084d2Nrsw`ZIR<$Phnel}4qD}&1;KhUOv6PyJNQu_W6>+K( zMdx}I(U^3%Hn+?boLD{Cd0S-b%iXNA1I0)Wq}QDFuPncMD9Hb7TK0T3NhPeR-6(>XXC!pVfC-h8ZHki85L-1%0w~P-|VVj`hDsaOp0%hwg)`sq@R+YT07^f*mUsQv5fnz zjFDnz+~&zr!6?%8TkRdS>JPpy|DDh#yGAT<#`rN8kace=Vf1hLde~R}4kd{cBhT`J zjJ?P~Xs@JmIO_f^m|v?lUbmG+YDf7y3jg#r+SFltn8O%|ts5^$n)s^px%KYJGxWNu z7HOrXEm%yk#&AN^i)I2(pHrM{2C)vw%=$A+H`9k`%X=w_-!iz;bQkiPMKcMzA*=SB z|Af36k?ZswUK%TR!d1j^9{3_A)Ozg!0g5~3nNKw{gU!X=?_=6?43tgsngVPY>Y9Sn zV)w?g{SR5k&ezOgJ-|h^;3ug1Ou4INTt%pAKkd3xmS9eD|(T6-exw^2TcO1!{>|b>dHLO53zUDRSve z9odLm-=2JKiXuL4m{t+b7Y4X-;UoaITHY}hgj>pq(Vfii$fFDBUftSM4gUxGxy$rD zj<0XdG=y|UHh^)G-I$OAf=V7U%ConSB?Z73>oLEnmh=aQ2^|$HvaHa^I{f%becZ`F zwtuSndSSl|`^192rXTHGO37`k!HXEJsTueh6N^4|={_Gu7+x;VAK{|SX0dNwhh5Z&j^kJn z%`OVSaJ%&<4<%WNnb0~9*owpCcy!Uaz#xYksLjUdbw>UgqG129$@}Uu`$M?i>yKz= zkq%!Xg$Q$#)2Z_N?qzxcEoIKo*7D7#Ox93dx@rPgBSD4zRT&Sn`mNR{$e@@L| z41GaFhOmL)lR$QR_PIc`=xhy#pksXXea&IL#a4W4+u7LAe0!r+M;p|`diU7mzc<>L zBMf8++P8_yf{pi}b#%G3DeD!I|E*Js)J3PZ8CMZZFJz_37C$9j2v`Q0z=B{!xDKW` zW@1u|x?&kCX8bCLx)RgaEV|sv)_iS7v`m4b>#{GNCam0j@pQ5J%!t+SV#*J5yz>}? z-t#{`tEjoC>0u+0DY0yTG2i}K;YJFfmKmY+oZec&cd~;YIrUK0PA8G3dl4&sqRNkq z&du^W`rts;$w~D*+l6tbHkRpX==jGP5`FBCwJ_>y2{_7{ctl)MOqJG@T52l0ZqAe!DtPG#L&_Mr}e?v1RR^Twk^CsrYhiT{9ZcKC^?x5++tY?8!}`s z;{yO$m_4GaY05WjqOy|;LJDs>DOtUv^-?hGi(`u@Bg)9clbXhM*_<)W3U(q_A0r}=3QX*4Pk?fT{1@0W0Or>gwiF&yZ8w%U5de+>Vn zH}Ow8r60gRu)Iu4SWO5#Q4+fE1k!P0W>jn9>_4EDIE>*EDRn;6>S3$SGoP(iY}F(u z39#%wtZy(Wb0{i&>@eXn30f~+>*0zYx%WlXKh=GC!sC)=^3(y8r0&v7iRIn8!hGuw zLEroa==!^$sCdt9T33~SVmP_1Q=rSpmtQrp$GMP_9~mRA4TuNt(#;uZTQ~hGXLZHT zyM(&Vdl(<6cf?o&r}|($1@;kJUn#Ow_Jb=_`1u^YPUT z_p18d>bw1BnD>S{^{aL65n9*!HDEUG7f84x3U~>kvZyC54)fxL4CF~WWA<L2RyS&NkT3Yjo0~8OM#Fw;U143CCHBFHd~?mbc*XD zm21eETZHM`2NPB$c&%OD44->=PQ0Rq^J@CVb99Q-f>K&9sS8Z7122B%qf!RF-I`ls zmfI$;U-U^Yvh;H_Q=^+R)P z!_*>j-ppYL96$bJ_wmDRp#mWm*NtleYM9la?5G}o=-O=Ehr7h_X?46jH%usWr||rf zn6%706<+t22eKTCCX%G@gML*=wVf`3f|IYaFtl1fLHj#+6Do&q+|MLj$a?4kKUGqv znQ+bV#J3ZVCG*MFeXdyzdf#9R@=$duYXUOPHv11vOD~91+qj<;lp3|FV6|81Q7bj+ zbPOf`9St$^~rnvOtUc z=eG6>C21B#J#8ukA*8<8j(I%FzeYhobSGKPc&k(DTj^_guFxEE4Nclwnd?=arZNeh zRj+LB8gYNA*Y>|gFLNhjjBGDk#@--I+m96}nE_p4`8{8P;ER!K0u5iJQ5N#>Ps%8S z{*IYp9Kn^fZSApYC<(imZKG>{HQy6AdI2EY+9uY64ar;25aUNP`MVywl^6D-FGR_| zN8N_k%ISk5TWHnb8%;8CT{Izl>~STk>1s{TMtX)hS_>Ex z9p;x_eazMP2_g`a?#(+7udnt=gp}6~p$dH@ZZv zbQ~~wMIsCi2yVPl>$dW#eIdXuLGXFpuxXQ-xZ#8ROG@q?fGDA0(~~Zi}E~5DgcmLIT?Jnm`vyX@&A#TJ-_V09NY^^8AFy zURUWB&g5;25!$mY4;HrF)_e7t|8$z^<0jMpm z>QnlgLW1KXhy~GNL4>XDgOD$m-5JH*SY3`UD|MFrX?e{6)CY)DWZD<>-r6v0g>%r5$DpK81`4BCL^mO1b8@__05%IuJE*DrZ{oXy zg>47M->ee33?M;epu4}idJHP*H)q&VwNUFajgWkkZ(SLmA6{pXD)T7Ls&kYy<=amL zK#PwQHpyN?3MEa>D1jNdSUe^0Rq)o#c)i?RpAsvJlmdlo5{PgQIAhYW~+b?l6hTqSn^VFB_#Ee>H9)VuzT^62 zNrgleqon+>WC?c%V2cBhV5{$qNCaCi5v>>Pu1n;*Nc2p%4Q%0XuxjABSoAXbLNcXg zKMKv0r*wp$rKv(6$0gS}KEG-AG#TK_ozwzq&+f07ophw|uvkbr7GJH96IOS_tDRR|bmYS#(RMp0aDB(L= zJvgBs>BHSGT9T_Pf{~*`_K;Nk+1(l?%HTXCSb%=3W@5f>;W%Iuahd#SN@Lu?$R3b{ z5eEiv>DGRAb-%WQ`39fC-`p%Io*kK)lqP8R=Kj=Z|J~is9M3%3SR8rjIg>S$yqp}1 zlK1IPiLP(z^enG?L5?q-^Ho9^j}zv=;LK=Qa&_3(YAxtBB7?z|3y_vg?4;yEf{m0% zfa@QroPc?h*~#^WkV=!V!-=SxK~dCAVR$p=ht;=BGg@8kH(Xq(e0@O-vGh@yVZ^aX z3X5(IbtW9TU{lE3_$uf<%=;4Wby}gV@F@?B8HNyimeuuwM6AYU9-~`fzkkIFjJbBx z#;Rm!2}bsVi*EIwGq6SSX?33~;6@Y5nl*lVk-n=jNW!9|aybB`3c%NO zk`GXyWAVtzzIjElZ_S0?Yi-tJA*up`RNk%@zg%Ox%-^sTR9F){IUA?^l}aLjVF>2# zgytLSe1gzw3v3x(VUjjo$4lIg4H?Qln#bRyotaGpZw|ZRqvgMM7F`t-KdE`!<1PmO zVUgAp+^Z`PLK%0j?}7Uz_&|u#uO%h8E@LAgu9PuRcCSHVm>=>tt6Y{8Yr4XJm zM-f3YlScw>u4ue3bvBSIK@Trz>ZDQM+%VI_ao|2pX!G z?V%4SSo&{vO*!7RI#g6 z3mivk$VgMN&G2Q2VtHInuT&#Zo}HoS-f<7`@IT)u0E1Z@rBxi6EcH%C*hWKD|iL*O=u#kmCAgX#WMwyGQ>RbTntwbQSM z@IM7d+gIE;#_#NWT&KJ7clFE|c*wd1lN&r;8eqlg7U{A@SIH91H5Eb%NL-7@@d45Jqo2@%OHj6X<5 z^58&MTxIqGL?&7fA&BSZH6)b`K`<(u7L)?#!4p}mTcAa^o{j{9J_OK{!?+6)-j)#K z7D$7;Sz=;uFfE<}g?$@1b+2k!P}k*yug)@w_-&#bO_E(siQb$~6Q}~+;-1{*h9H#6 z=u8QSka+cD&=%6+f7V68Sct3OXM5$3gQS%S2%iu1Y-8iHULTDHaTgM(GOhLP62>%$ zC{ldSzp`BS0En z#XHUV!{DojpgjF<9f`9$$2VWsB`DzwoAadO7%YK2&>;lbYJwUSbM}Kd8yj!X{fM8) zDr^tweix%JFteNyDZvkb^l*L{+Z$zTmazL?w8&O2~yg7QQ+`Ff~0 zcp+}ONx?9rieXZ+_z_o_>#DC#eXRr%l6rKpNYxe3s)l<})UT{mC&=4c_oa=z$q*tn zfkNO#{)Lq9J}Z^FcW(Y*-Uh)`QW{hC@rwl7yP#tlg}~Ml@J$(m{iAwVmzM~un?FX` z6p3rhKY4CK6>sq}vYy^E0d*Lem6nfRPT8O8Llq{21XPaXsgkKvJMdEU&FDJ5C*qm*M#RMD40KQ_PI=9*UX$g`{*;HK%bV>#<+q$^z5jJX)2*`p z!wlc1=QD4ybPaal=G*ZfQuQ*hQ$bT1NjEtSFMrcjV~7tWfj9Gcdt*6~iSei8q(#r4MkHD$l<0DdHGdjg^=jRl3} zCrJr_rzpRH_IDA4GNKDSl091*$T86C+^;PWR7_+gd4a(n*}jUdz7&*0X8Doyc`@+h zCOspG0s+O9hqo~nFnGkd?sUG`_dc-|?bJU|@f?7+gI}Aj?3N9}u$;U9%lmeG8RLPYuv)c>WCva)PIKoP5HL^Yj z`j408@~iDem4rQ{Kwzc*h8mrkA9DrVyv$%C7g%y^+#A*1n~yMQR?3!iA`BJCc8P}- z-r4<*M>cb5v+jGD(G~c4u#U0NRDMXP2LWG3eY!QL(;z#39EWC_zD>R9yfSJU;oTd} zv)XUEg_nCCKGGGAl`W5`uvayDVI(>k5gd92r+4>&gjIW2DEu|3BNxg<&t&Uf}{(P z=cAclf9`jXX)6eLuCeP#TkZ^KRtP5HSw?2Aj!S3y$vF{VP60eiC$X&4WR-auk@ec$ zil+JEO1X)+Z-k>>#iqqmU#B&VE+aW%%^Il?(KF5Ds}Cp+53*L(97O-dI^Cmosd&$rGUz z26A8X#~UECeK%wI77rvnkY*%jHYoqF@c#5pm3;eNYsXWT~8nqsB3afgt4Z+ZIyD2m=||}?Z!I6U1F+^ zO>~W*FR7~DTlG*1nkraTz3b;IyWcl{wY^q;-9hpjn;s79wQ*ah|8jiHVGI+jU#w56DB-9>Z*|u@bp(Ilk%VeGelmvkNkXf(AMo!gktBQU1d7a|d;nkRlh@ zfl-K}*~^hzx{arUe^D?U>tGc`pQ){iU_-XtkfAzkb)~r|o8q+3LX$j%&v+>*-gev6 z{j-SZ`xaie2BWd-{O?$8>fI;p3UF+`ea0yJ;x_n1TMV=CdWLy6Zhm-j%hG4#0p3b9?9{u6zQiIIhDXsZMJNV0~`09>B!a*`Rw$1VxWlZSQ5NHfP}Jyb@F_ z?hU4SIbWN)+vix{PILU_P%f%G$dX3E8_(i|76ZF^?0gUSm1@c05zka-yt_b=ZSa`# z*W=dn(?dDD0U^m|au?`^^B>2NZUl|z_FIYDj?9N*S`U0&E52LDcS!8kh2a z7O;wnNMu15z7A4^!~(YM?^Wz z5#eg7d+#rFhBl`(o&#vD^|8-caP-wV4*LSvzK(= zCa9(ww-2wpoXnb(-(hz!rt4CJ)S~cMW3%LKtjpnx)au10e%wAMd4g7a8)E)VN*yl& z_3{#ym>r}=0gX?MIp5rj@z$swO}*xP(QQvY=nd2)xrJsAhTh=b)3O%Rh5jG68=gd$ zS((Z~V!laaB^F1j>@5B4%FNd6Vr)ZN>2iuWqwpARu^C_V6}X&M{*<03FP*8(KmH}h zx>p2vWY!DGKZFJLD|I|$Duec)7Dv;**FfCya{8MsJHy)4|MO-+dcHF#>)>f~$~g4EV_ zNO3Y$MEN?iI$wjo&CLQaa$~qP2Wbo+CzZCeKvof)&|3ZzmF50SrOR;@z2{K zYprB!euq zKAQXf>xqu!O~C;|zRjHSX5ng%Cq?Fk7A0r-;X$RxPkCyY;mK}oV6j#^0XACt)QV)UueK=CH~#S zo6+ywn1dxDHbZLtQ>FNnNk&Sfw3wGMuUErgCrMjt8M2zYz=)}B2yWdv z1|Jnx0#T>mgASQLkXboA0E?^^9}L)C4v7raw;+z#)*W+GtC!W!T74^DG2y*?ocm^% zoj3_wDVIp;;T*LeuGKCY$=T1&6QwkpkppMf*=l>$i;P3T*!r&Ux|e?FAZO88BH5rJ zi~of*VdY`)aG-Rx)6_Ss|5X>_N!=dJ{HD2d?`py^*q!=BEryo3dqtQt5_j;H_(jnx z%tlF_L+@PkeVaVz7e*_TH(zz$di!F&sKK1m91@M3 znXaK=n8Xg(5(#XcZzq$?5_rBw88$YX4t%@1E>uY3zBg!8Z33H;QMSA6gLZy27)IzJ z%Q3#wHhn+kBXoC$J0*T+5O(|L&TD#2niD=c3{-;M%%1H?da{sYQHOXeO`UA+J?)s2 zW7GiyX1a=PlI;O36JLVQqjABDOII)1#-&XuTJfEf5%*Ea28p6e@Nft#id+k4XH9;Q z^xJu8dsP zK9g9i%$%1V|B+=V;jp(xX(M{k&DTL?Q8Xy9b0O^a*_SlGffwAqp!xGIcTgVQVQ3=n z#yvJDx@ChWXub!1b!9slnz1ImFuJz``ZHiFXLk<=gBVwJ;o{ODj9FE&Z^OGSUrjN2 z!>Wby57O&eRDB6EOl$O{*Ng6H(*+iLIar!8t(1m8jWD#4v8EnsO#mT^b+Xa0g_(#g zD%-AVnBaxV6LsO$UDwttR) zN8&AcNz-co-W?CJZpgwGdko0f882~(#T2VnVPHLqp-m&S!GLcGTT!*M>9sXkZ|)NG zbPORa`qTs(nfdLPZL``q2_-t_itQ0Se=E*}L6Lf5(Q?K%L zBoT0%-k*=UpQr-H5Oyyyw&GLoB45?52ah6F;i5D>S17>XWX3;N_}=?*gmZnFx%>D2 zO{2)j*ox22{C<@5T+RSARpqQPi`HdXi{;c!+_q%3Ccgjlutnq==oDUzI(Uc2 z;Gj8Nv^c-%hs3R$08@lY9|20O55-X9dmOL5az*F;E1_j|fvNdDe^2=7zbE`sRM;}& zjHl9AC~f>Q{r-Wj$}8Sh9~IrWMY`|8la=%;){~5V51a3ulwpk ziy7}P1&*NW^<-W4R`AXtBr&~c-nxX>p!$J{a~mz&&jMNL4b_(yso(n~Z}y2thw_RY z7UDrF@75a{oLBj(RlRN72wbMv?(c1N8{+Hj+Vyui1-23FkHcI;9wSFmJ`i#?@PA?L zTE}QjTSjSjQ_vNi27(s4YMG`;JnEGQutwfZXYl4#5eYFJxH!e_5QRlmPqRr;&p!rLitgjSccHpc7r+8T5?8-Oju+Xx% z#Z=R=iy=8PcHMQuKVxZn5#(*XfmlKT5%UvTpHwFU*Fs;lnIt!j_ld-OvpGa=J|*)9 zo{`%$unR8YU~hzZe>MBpv`#ve5WXIT?X_O3V~ZQrn@t`6sgF+vg)~}G!OmH5r+Twh z7jqmPL~*k=1D5m{;wW11{cO_gY7Y)0^v{y65@5@8fn@D;<`5Af({f#v|4M$W&No}1 zBbE&W5huVFL*!|Sfh0)iu~?o=Q4;u|w%;@lsq($t8ST9N5nan(m=?Z6FE>$DJ;Y5V zri}4C_Gh*s6ML*U?$S9H-*N;13pD& zS;O!;%z&GREMl(99?=PF+CgK5*Dw$%;L7edpj9W1o*W~LA!Y+)$RyxWm$4|=9AC1n zRK{VcuK@$(^+;2x=pe+y7;elN{Aihg;2jE}ebxWe&nQnE+ZdaYbJK7?Od_?)f{sS4 zgs;|6YHiwTj%VA$(0B-i(nf4P{ZJ3r-EvOIMy$gm_TJ5!$G?Z7>y=pft>)O#(^;_x zG{gBj7&~gYL_`4|rNfq(HY+B+eGFk;*4gLg(af3d3c6cB3Eewjp*zIc1LI$2C>5#l z-bG@cvKZP~6OJfT`w85gX80Dk_@%(?Z06NO5mvw6Z#{S`m5>7sXAsh9xWpz5G&&I} zvc@KS9PUoW9~S^oY(S?DU}=aLUgeaao5;te-J$C%_?60wiQIto#I1|AY5gs8vy8D8 z5mV7S(0*UoB+!)h+56?6;m@Ed`t#GkK8|HkFzeuV>z|uez4?(I9h-KujA;66QQ@ez z0ZO8-pPks+qM$yDb46R&d-KH}|AeX)pfW?A0~55oie$BUxBqD@a{Sd}9}#??jm1BT z@Yn(NUY3GP`mkn|c#(PbVLs->7qAnEODyvGUZp#lao(vX)xF0z0MOwf?WHrzHbqT~ z3Hu zt$u$nAPsSp4`41Jf9ugi<0zX-D`=dwCuhQLxtsQh5VO(`_7~W@GA&NkuZiDNV-GMq zHf^SlDy+@{=1Rs;6cwC>vbGqqLu5_!SpfQ&UIzr|HSgE2$5y(SqMQ&GcFH6%A`*{?i`kd~^K_7t@mAR&gB0_$_30YO8&*-xu<4?seyVazYN zP%lHYJdY6(7L2LkYi(mm(0H34fO<%KY_WRQqy{UZ26um=koWnGCena6GaEdSdq2!| zGg;N|-f-hu+T+cL-$Azchp5AQIIXR62$X4Ex7=u!#w*LdHlk$m%?4o2K1|}q7e9h; z0EK&83F#Z?G#QNOh+2tRxN~~4PeA3&`4R}QXAYNPk!?AE zvhRpy#M&VD#9cJF1E&Em$$JxPcfy9f$%MwN9#CWr<`qMES?8?Q9p6DzlXfrS+2=gzO6ALUh84H-@wG|r zS9CI>)4Ij$(+R%N`4FtB87fl{wLf-DBqc2CvrFZ;CSukKCUSD7vnv}&oZnIK#d!lW zY%t6VL@la>2hAyit^ph&7ca5cfZHqGti&m-emjW5^(ZHi{iTiZ4=#&h5}z3mJ0kH+ zGW*=Rv;`RS*>`2kPP+66Is+U?0m#G&D21I&1FXj!=Jkwm2=7@XdiTs1)N{t%ema`SZ}VZ^l0$u#Ai-f$PT_G zhdj+|$o)3~6NGqd$JYa2vAmTQ5U zDDKM8dHEW7A9q{ZZE`u1qEHyJs7z7n_#D$oB8<_im8>bTrmy(0){;Aj`{OJ@Z?Hiz z|9wU>+?Uq(YPIquWSY8MP}LupI!s0{|2|UFh2>Nl5csG}l~?qB753Hp`#z86%256Z zbvH>g2BRFn=VXDS+O|Cn>=}v%T))o~D2sTE2dw-xup@PbbbAe%=GNC3@Y9Nby#5gYt}K$nY^h0n(*wdfDxQ8efz3uNqUTi{jp@M% zEziI7y7o(pbWn^{9ds1uPwLIM=QQ;fzC9{Dvb#2e8mooaR_mO7iZS%Jw)2D zQJIaWhHI@GqoY3$>tD#7hb)@h>gGqg=QgRPnW65(e%whe?7EbzguHicb(;$!SI~RW z#3us@0Q#NbQ&fSZmkYBFF-k_TvS356?7bteFG|zd?z5Y2dNV%1{xP@+xR9CaI_n87 zWVc%u>?zl~0d%x9{f@)n7cd8*h-02WmFJX^UDZnu@9E<2@%d1n{@(CjRr9?!I|W7J zv37rW9fCT@iK8eUyudlv%d)5RX3Qogaql;(1GS3Cci&=*eVv{Q>9dz$7)D58t5<%s z6)?mwj>m&cITs{rS3Cy74j~JUVToS+t4@l{D8>DK@6mn7b+imMX=8gh9IMEnrYbaTv*wCOR}(eNjhG zg|#O&J_zSLINerBcb7ASv|)pO66Rk15S31v&DJc*z%iMlB9 zLw6naa`m^4Pq_c-2?<#8Ka&@xniMJvjuI$s;TyUI&fPNnqRmD55Xn&ojfmx)di)(W z8sVlz?m24_C!wueY!gTA=2N>wFI5drK$qy8a9M)iRnr-vxkQ4w1Wy8CqLv2p;0Qz= zt@}bnJ*E!Oi7~U?eFMNx+5y15~TaJ4~Fj$Z2+7Kdc^N&Q!MHvQPraJ*KoG>2y&iy}Fh9c7b>&w}~xOPxXsDf#A+Y58~e?tdUC8ShJP4gEt zrii#epG&RI07c+kBbU_lYw3SSjr<#R=Qm?I-5M_0`1i5~tYF#^d8d^9BjV=AW7swe zWQe^kw;j?Q-B4h6KWMpJN&H;`1vS#YS38N{T`k~G(0)&}}xIaXqZ)W`cS#HFh@!xog|NWYj{mJqJ)-0|5 z){h=g(6_x5MJ?KrMyIu0^YjH#R*>m@59zXZU_%eLMo&f9mI7m9xlJ2!X5atvU`HnE zdk&%bvvu~vY#q>pAYYKwu&G}&BE(&53>6@2P6YVZsXbh|G65^-Vk}=8MLN_&F9H#$ z5a>>B;!%K*H-Uqbq7}RK|GaE<;*~3*_Zs-rz-|#tR0QtZE&NR`ii~OlFAD=A4W;r9 z3~PNehQWMw%LN1)3;@uP6WB}?uT|qPl>ZlP75qq6#E%@GH8)fO4GIT5>47=sU#uq} z2D*Y4S9S=?%gc*^k)S^M`%Y{K9($QIbG!XlHANb}|2tj+#6 zdz1hEZQ##rXb{yv9UPkspMRy`|M<^{zXmWOHuHpBk5^g$MUD919EpE_hztPV)a{fy z`{*As_5bisHf_*YlKqIVsryG;_#dBu_-j4|z(NfEfAwQDC$L5k2EE|PQUlJIdqS@7 z|Ho~@%4)L?S(Lb3LMTG`fl&kCekqi-;fd|jBcgj~Km={2yV3u{Gx%Q==RQXWDI>?P z#gGYuR>02tvDj2+SGV}8YLL6B57@j}9WFGS01w2>NQahlT@hf@^|&;-=>PS8`$Jt4 z;SHQ{^7{tNEpN^f5w3ip`1j~Oo)9)JJs1|2jg`3219>2Z`@skTUwOk8)i}ZwY7k_H z@?_bk<~r{K_h?HHVO81K@ZVnF5Jl6YmG&{<0wA+*Abt6xta>;R@Y%lP-}DV5s#AC+ zk^k^I0Q(*+E(2$oC{mOg<2EQirC;&;O>6>~(I}##dJK#+m)HOy2Djp3?8&!W3By-l zw5L6wk!(BmF2d-|k0O^&T%mN2eBeHw49JOTOS9WTdWmF|FUd@JaF?#kuvG2s_NIU*O&`` z5bjjcImx$7{?0FeTZ+tM6AP|@m(ai)y+#GpUymNvkjW|qctb(fULwMuy4IC21&wL1 zq8`{CZQFnMyZ*s?>Wv8BVDnk27ZA~Hes7_Q)$YTd*Q*a`hiPdhZ~D&=xv*8=9?qv< z)&qAG3jFECSMzG%so2!MKgGXvKI*8?SyNvD0_D6F{EnM?F{UQ6Yl_>gHg;l6^IQEx ztP#W*v8Szp#*lIaV%=nBzY7BaC>2`FYslCyC)`N$OQ;73KCjo)icPwM<}|X!4RCg{ zutu1X0I7uC(5^DXlb4y@U?L0nXlb0bL7_MpNAyJ=#1+jTIxeG!<^l z;q%5e$#;6yIeH!J?kuEo_N*=fVxxJ7rcbZU9QazLkLE!4fQq%Q3Ptf{gR}oqK~hey z==lh8(W2B!I;tZFBrf-$WCog%X3Z(zBPlMIQ0vH|+pvg(Jbv~+LZoVm-yU_k0OjNW zc+~fl$@42Z9OKrx9Gf+BO`}l*7-7$P^%d8=fr((*{_y(85oE|exG|I=ha+)HI2~!oz5Q*=ZBk)Dxe zN*SV1wFLS^7ET(KsZYoThZS8gJDK0Yc*ZNlNoYJnkp{%)T}4r^OWk=O$S2Caw0b7> zuaAV%)6-6KUYlMfk6;E_Gd@*mR-3T(o{sl02V!+y@;nM$Y7P zY6bb7v@?UB$< z9;tF-nv}^c?)AE*NRjc@Ch$Rb|pdI<9L__t8{ zatFUJP?g9y)c<(|<A(EAJzs5)uAwAfnVX7Bh&` z#-$MC9rv6BSr%zA&_I>$6V6Zcyux24C`*Lm1Y}nr`GDQ)9mx5GQG0o2|7C~Pe`mmM zxrYi{tM|YR#PDe7mW#{kT&4J1O%8UHC}Ws3$Lea0Wzw~&SQ5Rb7Kgs0C*O=W zCh=z$9P4ywf0X*{IR^X?R>PhzWE9ahnO4 zOeBc8>rb~0h}aw<0Bf(p9CT?%CAZ9WD{sE(SWml$EdHqc>-7ubVn@*JSaZd^iwnPO z0N%fPodlVVz)}LFN-fVcdK>P5lvG3@DT4cqa1Q+{n0N4v2_jN}^c&z1mUCa8yNs&| zS<%uC^%Z|T-bFuCc)u@- zv&Jh7oT-~V;g*KTSe#iPt91|&g_*Bz?`yFNAD7tc_QxpVhE#2Y&Jz=S@|kzJ3`-Z zdoqY1W+G4Yae%e$lH(7XPObh<_Uq0o;c!vDyw${V+Ss*a((Yg4I-HvruyH~Gx^4u1 zNqzbW@j*zIXqi+c?qCJlIVa-8M!*IjmoiMdsci;n3XULoEigNQXSr?NIrFiZ0f}V{ zoQ96D@5QPa<|O&`Kc@pxA3>ZOyII*%iL-!K+1ls=K~E$;Fk>2HLdux~IT|sjKY{g` zX~&R=!^sZ`R6Z*^zGTp8ddo^^S6NZ^sZ6GU^9Uow>?k;?7Xv} zHXoP>$avFr{0=-S60!iBTtY3BS8Cocs%#U>IElhY&2yc?|7^r?1E}dQ%)u}q^-i6= zx5r!V4WO<;yHkT>;K@ieeMzh?+#YN*XPsqlo~PscMr-{IV%35Qt71*gfk^x@KyU51 z;0Y8MOSR{M&mzw&&UaZ{gg1iPc3naBMqYaB)-xCy#?2yy(e}6qK%Ooj8!&?p+k8rf zckA!j1kQ*maMtw);Y+4Jrd3u!j-;b;pV0a!KGWHCD5t=`y$tZ0B9Ju$AWc6{u!Bv` z?cQk5=U5%1z`3HpwzF9OHcSm2Wdc+zh6;(C^7n+>MG$ zetxxOCcocv8GPwulPH)84PmQoe++xde4pGy;48?rwWgm2JaT@YALU<*>OJ^eb5sea zF{>&2ZqK{PpD}ah9$z3bJ_)klfc*I$=4t)a*4=wi8EJq_o6$BoY>xnv`}`n+FC!N` z-`l>D9+eK=!71%?Y&9!Zo|u#aA;fZ`?nDi%Xj*$mw?BEj{?)7m+{nzw!9Zu;d5%iT zgBCuIwz&-^e>P>fxZqOm`OvLxm1X`{&9lT1&c8Toc>oq-j#rk&sB``V_0G@o=%bb%COeIEF=`mgZ z4z4CZRJOYIk0RyX@=eZrWdn5ul8n=DT(1GW`(U?CD!~j#h$8&=aRY5|rQt$}6D=m# zzyRkW2Z^v@mm|UJkTB*u4Aeea@;fR#5i1(94IfCGY>$pReh7K}^Gg7r6t%0pm$;rd zl&3<|pK(i{zg?JWU9%adlM#cb&F|0ex@bBH1DHlG7vLx)7{8ijF%z6Y*Dq;-uDf~2 zt+I&WNH6M+yaI((^Ny^OWQQpE;iKWtHL1h~YU)edc+-T?R*?l1HY-d$g&CqPiHiM% zmgzR2&#fjn^#mZj;3W#PZO;Rwz?sokv-;QF_dTYLGRl@>`UTB$dw@0G^uo^Q)M~=V#*IIr{n% z3i)3CoQj9Hmhzub{1|;3rj#42i3idT_)ONUdjyZ0zr?P#aRygJj6hIbH*G?zAmS~T>zI~tUbsjMXf-_GFCQ+2tQM|Qdk@7ZX)Gr zo~^e&&Eb``z7h-4e7DhY9vnTZNg^F!J&)oONvi72Ld>Rxj!(xGjy#81ZigIc|Cr#3 z%r*+og5`jQ7Z)>%Twk|$ym@1s#VxPvma40PZu!E~q_=6oHYG-$ap#L!Bfz9sbP=qWwoAZ|tUR6^CfrwKX1e-{!mQQM#e5OqCC z@ca_-A*f!oZz76vOrJW)cQ?2chl-i1TJCI9JKB8Wp|k{Hkvz6m9m!~V@2mR=jHq{v^9{_0{Jl z)7^n`R)utn9I~ibvSm4tLw*D z_K=18J)&V~jOzF<# zD>LJ2E4)lo)U_G=PbfWz?oax|zGI-5P*0O)GRq)Y?(eD19zwGK+xvY^&#IChH;gtW z>f!)h+)2yw`8R#Jh$Wa|@$rqcBRWxW!hvxzEOeY^ z-`nFy-|D@KUc#4_1x_)H-k6rh%pxg*9`M0xyANU+&?_Jv(*G6=wwOlt__DhX&25y3ue7Z83cD2|wr175Zz^PDecVrLxwgQfI2L;B<*ZzM=4 zq!oeHt*YQf(cGtDurH)f0v8Ua`F*cN_DnM*tPxAP#~%94AoxaNPvYRq_*qC%VT91O zK3fp3$7-cACv&6XMtNSl*@^GdXz6^Uka>Y_vCYue!!#M~-5Gh$7D~75Z2*9lA`V_J0_f1A1kF}Z;cG1$s0Y8SsN6_oim?-@2 z(HPv&TSx==o-B99Mi{|pb4WA}rEFS#Bz zFtX<86yBB@oZnOPpV0V&*2p2nhi3>}%%6*Mefm_V`s-4GnFN(hG!%KeCG!asMX(;r zwCCDE@GU5ClH2Z2if9IRkPK)8t21D5DUFm0NiVqMyytsWP}ypQlfc!V zv3(GP&!HHGH!55pxt8oj8@Tsx?}5-CrDpChJ?{YAC{9p*CilNPEF)V|P~-@R;9*nz zBp6Vw$}#A5P?N?U8}QZrCU*JH`#fL%QvN6Yg+zK_;ycECM{tW6hA{?!ExZrZ+NwC7 z8%_D~a7M_8Yc#cx`UCSgRh=@nx*R||`g)VYHWBqxS&x?qa?gjED#}RiAky6BYL)Tr zBfoNy2gN;8BIKr&QM_pneK~t1ACkmZ8+qOjD@KwJi|;1NX$598(M<^tzTyrIW6B_LHcCyA%KK18kcZbw;iEk zPT4zNO!(?4$OWLlM^V)+D%|H(Wwi1_jeEvitOg@Dc1v)oVxTNKsx1wAr-T!|8v5}x zy5w5DP%Ef}K*mTfm;BKSWf zM15N!$c)Lv_dfKjD8ADzMl=aQrvyiKcet@B@8Uy)uMl2-abk_(?es4OUR3o#cxHPuw;fSiH5^MI!;7uCmZ zXQ`!$9W`p)L)ryP5g6kSFv9{;MzDFB>772+1j;?q%xvrje#k{YuR8YC$E)reVgg0L ziyS=Ue?rW247{#!>R;(TRfK|@XC;okG!p#*2%xIyo9~&shO#I=#0}xR;B- zk%GAWYP83$$7j6p>%DZ@*&x}c{s#0{a#QaC07N-WTemXwkgmk_9yg->g@1$++`FHW zKZ`MGwq9T4!Zj3pen>kSOu`r^&Pat`Wa+3j#>tvX;Z8krX~-d?GUCLJj@jli{O!$s z^sE6`fbPFJZJ@O%r88hlMs0nm5qoPmbIvl8@4xyPKfU zHL+XonOTmPz9c zv?ALyqq8Q2K95oi9Z73;BIrCX>_#(8wS@3S%gzdeY;nJ4PkvyPg6b8gW41j&Q8MFA zugu7b%0R!#&4Zc>MpSM9rM5-Tp`}DX2O&ST&@N69h#REBFUQA09uOITxH_=$1m(>+7JUOG>D)4QVrtP4t2E z?Z@K$>^pNn?e`P(i8E-O7c7#}5MG5oiT1VbF@7bE8mG)ARd5z;YUc|4@l?1Q+O~rs zB>0qUQpZY&!Bqe~M%yBR0~&R@J45SccP4>{}=~33AT+NxAsKpB*d(b2?${mkY!-Xlhflt`onV z0Y|WyqFDzK-XhIqq!+*_&3xygHKy&qW`)TuNzm2c^i{mw2R*=p5Ig8^ld!3TG?f#c zbx}BXssX|@tLt7~zarI}ppSqCCWk#gM|=7jciWmvYEo9g7)j2pW2Ud!laXqx$8si! zkp%0pUc9yGsjbZi2z+OSY2u_I`V9VF*8o&feRU~!d4Wj`E2)wFu9t-;d9^ab zPyQd^m!1+?Z|m`|jA){|Z4Tt-xHZ~I!dj#F_dETp@}QyhEaeM`evOGJMFo$44tiRk z=1lFq0#hAT-3MI;bAXFDKoF>cPm=FM>(4JRN>4(TKSE+SKFgotjEbl_Ea6C%mhqYp zzfBg+U`9&5H9y8$ERup}-h}qJ{0HqQ&rXf|+^6M@2`KK0n}>B)?~zLncwHXSW>tnn z-3Kv*V7x+XLtsLa-uEsZE=lCC4WPeep&;k3jbIfK=!d*k@yXqvHW48eMZq7AAH z0dUMVnZqOvNj`UT7cfT)g_$srDZq}vzk^smE1{CI@`m2Y z>Kw~8F#1^0w0*{YR#;3N?LSu;5BDV0YZQ24yY4oj+oWJ|{$aJx2V0yIfWY@SrOdm+ zXIu(Vncas_QA_4nidg&fW&!Pcy3B*Zwxg!+^9k{NVQj~nzb5W%5Qt{*u6P1kEE#a0 z=Ho`MosS}qvhC2qWxSvHL}P;gyTd9grlmR(S$>~&)DZ!|p-Sm>%O9Jvht)R>2gJCF zr76)*W11$?F=!B^y+D*jso#$66^uTzPJVyc6HVFkmfctEzi|iP6wvrTTM3Wo5vliaThqqvoI z-%VT`2zHZjJ^owGYpOy8&||!BD|ZGP6{E;lB>o&fB3w|IgnzH+04-MkL+%8)DENek z5rOo8ZYT>$fdgck%)?4kkv)!0t~g<#Ah#X;IMvXxWips6yhN&HSt_~(0Xrwhk@nyf#M}b)O4gSaq+@`l zbq_H3BK_^_BNP0;mcBF+O%Pfl0OM>T$Y5F&tduYys$=nWl--PGRg4OAJQgxe<4VhF z@8TuEqRI85z;>{V*~Uo1K)XV={P78=#_KEZpRDu$EZ^fL1EeO#kQlV+e9pAgV~gSv zykPXapjJ;(qzOfH2*fn>Fk^_eBq)6IG1@i);(NHp%Y;_vI!gL<8&UpUpQU2BbG65(p}9BI<~+p zMrooApm0kg_H@p zpO@s&aAstl9SKd_E$s=8_M-WWe!tHGExS2hxdWyZs%a8r6wX2^yw#%U_sWT=s0WGdzQ9Oke zz-*MN9yvSKBF6jrJsoU{{8TVt`YN}$?%2$?%NTb(UA`z6iu2)Ps_K(TW0^B~le278 z&yBO)H(*S%8A|OivZ2N@@Q}@f;PDRtOlZp=3b?j@w;Jp?dqcNif)N{Q(+?&<;ff<#Xxuri$_eSSvD9Ds+3YbcO z6vH@!=sb%a+!fTpR8>}nGKhfU-s|xloIkiU!kT3##J{@)_hDYoVMq&cKtFyT6vXkw z8sej$C=jwG5_;sW`ObSp@g%3NZ;>=U{p2Ra}PTvtMaDBao$nnVQ?j>U?v+n8HysvjX9!tA~*AFgw|Y?a?g6Wd}+Na}CmK zdUv2=x>Q_yud!e|6B68lm*y{(Efb0V?8iodQaWJ36kZPQyxJ*y^3!ZB$izkItew1K zsmx85$U8_-zSZ})`K4!Fp+~+&e#DJmIlIQfoT1|0N&>Qc#=U?O(*8uY1`VX+LIUw+ z1CKefPDV0|N<>Pxg(!!D-2;M|;)e#}C7ueBQ2<8Yq zDj&d{`q$Lvmw9Y#*XZekcQ$jRp8MgApV}BRF5jrUJ$wKATSrotI!7{hyCc1+tY5&> z;%P3T*yfV~&as-8Pc3K?p8GVoh1#VP?|CMv*bk=Et{8MMpCS@>`ObwXT4X^;-B5i^ ze0d1HhpY{X$;O)6_z&aAz5ZYOQOnp_{}kjb^Sr&4Gr}FJm5%p$ z1>(A`XYXWn*>Fbw_F-_y5)@CAjf#on4VPZ&VwsA z9lniOvNjM+#u2bPp^EI5yd@%Cul2{I-(wbkz^jy@nlHd@|T1KE9pbUq3gHNm4@L0pb#uAQSsPcR=nEqcjb=L(YadNQ$phfasx3rM`D`@<<9 zn6V)pI`B@_g#NZ_poj0amSuWCAC-;5iYk?H`kGAFi@zZkh;TU+(ZVYq0Zvwx%kQx6 z_D?1z8V)+jpF7V{SSA5m%oNtPa-7;P_@wco<9e$(7pv5!{k(@?CPq))?S2u}Q?e!Y zh~4TIkDG&UlLM}tzka+|+vflb$3H)2oLXR#@>%AkgYL-QiF_yHa4FTqNn)^W(Sy+z z*wcTv5Y37`95{Fp7DXNVShq}X)vIlHA#U*Rl8uHEFzNIjQ#p!!yqXY!`Ba44LZpc| z3~)O(0l!-s6d<{G!*i56U0t*2eqCeij zWBZjmnEWfJLdZ>Q@hVP-#nMii+i`wLiyEE)V!^=k_c_)i%a4my`36QnWB#C7A;sdG z<_uFo#IsG-Oso(LDDheMJERbKnD7()=czcCDWxruVqne9&sAhBMl&nGV{gP&n&1_NpUD`gA|Jp`=jdALjt7Y=AHA!5 z`I%IWna<}==bh8np6shx8w;YDWjUu?=g#ZcBh{;K_Q17-lD5OZ-+E17yO3kJgq=kU zk$Qqt0iuD;bvuSgQ<)WApaJe|XzRx(9oRg52qjBvCZZ1n-3k%G$fXbML=?w8d3DJK z=IVQEt@K+_TXfoKuA^yX&=hC|W=7iM1f9Y6+CqbGh~cVzd=@?FUHHdA=*>oqzI*P| z#@oiobsIRyYzMqop>1Qt#}j-@qH^n2Z7nz9OtHM%#8{4;70~-S0n~5r?OD(JvFU(T z3FR~e^9vWLZz6n^u+4|aBoqv(^OO>GJtQpSz^`)2LF%y@N%}>|rb7MDZbzTwr}ww4 zs8A^mE#D4V0tG&syn_a6Av^>T4uWggMt6Cv0vgmp03;$9vo6614pF z4>0s3Xrr(Kd`G2Ev8$u&R^dn*QZWyUEyxlYT;H~gWPgB>2P>Qs=Aai}(IYOpHy9O@ zKUN(uoe@)xah$H=j@LsYvMVQdAOSudCmZ0!jn4L_Q_q7!{~&r&dV5II0ZjAHuXE}!t}w93kfjq#V2i>G}Ml^MXpnyznrbM6Yd<2U%tdJ54LW|3`A&eAPnk2!|V z!K>}5iln5xTgo@gF8YAx=XreZqWL&jcqj32P@BY%lM(UuVE3%>($N5D{Uzj4$;1Sw zNvCpTC@lOi=5^!ca@vVZ1higNk-4+sUz(*jW5@<|JdRPA{ATdxpPK2){bP)smsDLl5&o-l5t zBTF*$=+~=vD%iWYN^$yLgy?S-OhLKT6C;*zGM6Fm2E3vM_Web^UV;pxvdiWGSg5`0 zIsV>QQB)}MbJI23-{6qo_qwo?USreiHTVG{?iv$6@KAy#BYy>hzIGQ#sh&CgHV+#h zg6ky#OQn|!H(b!KJYF8<49L%*FF-z8;!{SW4Svx7jRu(}BsKe}ukNBgdgru7_dT!mA0J|SCY@tC8*7aSBDDmpLUl$%t%el+Q zStz3IR;Vn%or*zM_z`8~#@)I%=2USv~^+cCKSCTnHpF9ZCEp5vGjVjGR=3 zZ-?XO5!6fivzs1jM*-sFh-V6YzaMr| zq4oEyK=9k)O?rvHjfygs5#(qvXn(}j6@*#?X0%vb^2-1KBc>*pUH{J!{p%4Dp9wIw zctWg;ANmBN{SiZe3_Y(;W8acjnyzoHBM-k#Y)P65!&$}cwWb5s2=En1c9G_gf{ODa zpa2qlWIa#G+lmr%IcU-bRb>~38*?Trd_@#LY6SWwWe1P$58*gv<@tr2E-Va@769lp zwhJ09;wUuT4e9a_MFPUnzFj|hO)i$t7#=LdoxhBL@Sf{})x4~;2J84JQl8-D%d*U7 z9uVY9aCr)x@kr|1nV1Ap=Rxu-7u$>mV*Cq;_kg(k2^QQizc8KPPkBt7Fq9wz`K5}~ zDS&%iZb35YZ1jcI)Z(!!|Qt-D%*8V{Kxi6(b~%98W5_KsN`0D8e2Brh_(1KFMzrwFdj_!A}Bk9ocmM zQj#}B@3iS@o;fWCOuo-*lR<B5AY5@%j!}uy)UFL2qKL`4wLBgEeKtlI zJV%sKHcX+qV{c}RS<#@?M6MHK;KBEB@f$mVEt~~@Eb#<4VSjy2%wRZDDi4V3ZAE0V zZiNu=Nf$svOd*gY{EJP5*iE#((m9kVxOPK1CEN##{1T+r7_2a6uzf)pfd7h6J^Ig@ zSYYu#@>IMW5t3gG2REX3cE~+M7%Z}j0oRuv+M{&{OWL``ccF=tDJ9UWD zPN9Jzcp^wOm>TaOKGdr~Y5`-}iNzBV5n#9$w1008p^HJ#8T^Ok`*U7L8u`@N+Odqb zofKZWj#4BPQa+S7@sM^qqKwgywWuO#t75~1sv-qhGvA;0`_r@$BXk%ag8g%9`MJ(7 z{g!K!vHbQPRhu^ppy|@O-_SG&xauel@(xexKyHo*(79WI<9l8MNft zAddLduw7m1C&6FO5;5*##ndg^kP^1ORZnrzg+n7lk=Bks%EoB9Fv_7O=UfmEw*I!( z@_vUMUKy(?qlm<(UAtuPI=;ULat8X-hnRh3RwWK>deT#uCpx|$%sc7?94=Wyr=$~p zxO7_K5_5q38lB+>fEvKEeb)XRtYg~xdUgPGfPo{)S;hYqd@tgh7VdfS`!WZ2mfBy0VppD z$lzt9dZBdKB6RI!Qpar&)0009KPyZn2edC~^dcjP*Yp8}Fn=Y~(wQ#By8aHu|r+@V+0$@jDxv*u3N@t%O5)6S15IR!9E&8b4^1J{IS}`$+_BWMK!Laj zsMXM+qQ-yHKZx1&o zPLKVlfSCg;S*BX&Fj*4O$Xuxvb80xm6Y$=Y5dF3LnHx;QPs#Kcui4;LaS!nj`P-OW z_xP3nneUrIHBX!Ok>F4vWpw0Zf>UU|19$oeXmwb$KbxM0|5xO;sYz~gk9H)z-5q9@ zPae~G7O8J3aKgg?2YOnw%s3KCFBY>cu?*A8Lm*G)9mxC@&rSN=5o%})c4e#`<)6IH z8zRAO@oF8MuMNpmer;CSJ#SF43xWST2gI&JcH$uf^>UZG81roetwywkWGW5X+ zT)H8Onj86;GP4gWAo6+VnKc>~>;N*iyid$~UFUCq%+V(i;OV^F*RgqiDo{A~3Y?4C0fFf%Q)^HI>WYv+3K#-HJrjsiiYzz2)m0c zLsm2f;n>q73j(!-zWb}KLqzSPu;#)ALAbwfvY1IsWKWV`A*)S z_|Y$zxPNjQwoZI~6U(`NL8+KS6?pHG<3MJ$w&9x!w8tz&aL{N@%NWifQtRx3=|j6i z)nR)$6l@>|%o|E#REl||sS)||Ejb7o_B~I?i2Xuq5*$#b>;=C%%~6`APq6gLF_tkk zItEr4C40W7z5@!lJ{hjiSXdgQJ!o8Kx5MuIw45y{cD?T9BVTk zCqk6>U5{Vzj0C)wVM;Jk9f>cDyCydJkUx=b1m3dFEx%hPY|;;rwb5?UG04#>&}>a{ z?Xc!z>o^^8p5M`m5>9(y(<@Mj)&1(&Zj0FDvml+?jH`0nP)_5L1`u8r5`O)K+=-^n z?KT>=10^1sgVu`u1(2qcr4I#aIl{#p0#%62;yj9aF_8u=e_4uA4c#YYnNFBeK5X|j z_J{Xc*sgtz1gnoyl`N~cS2CQv9L{|M!%TK_!6%zQ$Gi!i&9f?)Fmsp@!`5p@_+%6C z1PZ}^y@OOP0!oG=@DWF4%RRoM-o}qy517{DV$OD!etZ`pMgvO>cZ?@Z^>xNL+VSh3 z<1vv>ZG?tVZrVgB?+anV`rQEfo9Pg@UR!#F3>rz_;fYGR4s3EaDOUSN?5AybE`?lw z!jyj6?RV_Dnf$M-VNrt72~|ibQjB`Dp)jiGA8r$pXw%lR^to&}iETKN`SG={iePQ6)&&jL%>ztCRd+?`;Piu(+_5Xok07&SrZp{6e;zVRG=)|cak`! z?x_;5kto>su;SNim$9Y_lkHs9Z-clxm4A=1Kj+~j6;RnUgM$&rb&^yOVoe;AU!s=h z==uR{j9=%Cr`Efw;(q@6GW|-@H^%SrD-YpzR1e=#!;atdst~cn^Ix4SnJ{(re&-rm zo6W;axEDLunm*^fXEPm3(hDKWRNt5~jMd8E*X}t=N7%uYP8M951sw+k&U}tN0x1R~ zjhMk}tMyZW;a|B_W)|iH>=PN17yc*Bs{g#ODDPni#3NjOb+p*L`e?JppmqO)C$$^~ z^SyIzDh3Hny+$B?I2Bp!E}9YIH{$E_+b^E?W>)i6F>zU9Ed`?I^yJGAp??$P-%fDc zKl+}Je~Q?)+iA-Fm^H0UndeN==OA8uk184Y9@V3>Q7VCSuBNx}nNi)#Hv;==2BnKg zO3V^)0w$J?)WO$uwkXCp01dX;whcx)<^+!FsvkJC0+^U%?5B-ehLwn|QAuWK`VPTs z%Q@TXc$UF^7}my?j*uzr@mc(d9&UiSa=n0;E#6JvcyM&eZGEcxR8YY9?eONs$<>K= z1-}NRF5k^wMOk~5`9OrvNLA{mxZ6DAqqc?QJ?$$*k8{s zqwu5snJ0Gpna6^tKWM`FbIK-V%@Kd`dwLef1I#;`t|7~OQtwC^OSRp71Zym@3F0@R zVHUp5w>Z@}T9H5e@cWzUO=~}Dnwss%H}|$j20agw&jqo%C3kFgc;gwXbzo$~u1lxVUwh}gH&{x3xuP&1gB> zLw{dfLeb#EekH=UF@@ZeYSWNF2J=KOl=^9zHoN&ljc0$SYDwz-zg<(C)dD5`3YlSx zV-8bp#Q~W_^8wXB8xrtJ;!X1zpje(j=bXt>Z5wb<+c5qf;QiW>F_qVR+ppGeY<0_+M#Ba;~67@D{#g-dJq=eOf95kA@K(y z7cerI2F)FK{RVmSWd4MbGbsTH1tUvx0;@H`IMK}1n1urL;p^TEEb?alVXeMq5x@RY zM(OC+w`(@P_~Bgj!Q(kt$C%ik7^5Pxhz}3nExcxY@oda(xE=51J_rv@S7fcAKR%Rg zHOPKJ{-qQ7!+i9??>K8Rf^YYu-e;ceZtHD#1H`ESvn|_|TzL1pf*HtR33(69?eNc+ z7d zZI~7L`ej6pkt;{a>dVqp*tq0j!~`?VQ}cHiTrb$kwuFY!aTLjRJ0p{I@$}kfPeYXG z14EZOSM)oV15$zYGpgQl*a}R_d+e>QlW5MDe2I>T7S>&s(av)De9pJ(tyF#sS6dAB z6zexhoO|62EZjV^*RINmURqSM>0fr^u47DuFP>|5RG4T-wW>o9HcD|&;s z%$!d}H{{A=dnuZaJZS1E6kFuOJuZ<9ENR=`o{QD@PT#POJxkd9anvUDss)~&oRfX^y} zdzc^}khu7thnF}nNc?u1kJh`zX|Wji`>p2RVSorRee_El7sr=6>`sWeMvu_(Z09zU zW^CIjiK2-nYA@e4>NbjaBAAyu$`onk|vO@x%APa95?( zvhowl{t!f2zxD)I=d1a(p7X;+kpS(3JHRrfv-lSCV!EJ|zLoob_KGr;vJuExd4!Fi ztk9WqB6BXw=fiDF>%o}vXAie;-?~!f2k&XoarVUA3kb~`^1nod{ zDMAxXVV@WA%W$kAzac9U>?=Ss*Q`d$8kcR&dV87G-S|`>b<9rAxU(@l1yqoMZgu5C zlS~WitA!Lg&X1+JY>}~lTAU!vET0q&T?@}xdExM@r~i_?K=O`P!x%qBqhpP2f*HL! zK@PBhrlx$`@%hyTv2*8fIT z056RzNyYVbD*P0`@XQRr$mqy(a0=OPBq|UNTP@s3MOzsXrz4r8R6j>CHGQ|^@v0?& zel20_8Z*^Kqt85|-VSH20YP<*wZUp3!Z2@d#Wt*asQ+riU?jCV^IQu_i&O>A3H7BDEfHHjy9%6R*n8QEqrZ(yvmUG7vzR*+`>GV zXqjGmV?xNo0;gw&rg;4?^*S9M!j5gdS94Qe#wfRR&%1;_xU*{-??b&YSLtdiwV712(-Ywu0d0irZl4!F8UKao6`12`a(<((U4Vk%?H?56&g(Oy zXcUJ4F?`5j_XF7zAwBGdx}<}Fo`4%SyF@k2drc|5ILqP1(@z3z%OiJ3#NJnnNuJWQ zpRpRj`j~OQHH8w+G~O^wCj6s~FmRkYjaoOf#Vt4dLZV{yhhD~$DY?R8umY3|IA&9* z#ViEs#vy<5oTdI}@+4pi4#m1v@|@eHe%ggjEvt4Hh@Sb{$zm&du2qM>urZ6 z(Zu~~b|EZt&?1!Dm}?|ri{l7wBqY5xL`#EN^8@9=Z@3w%a<#nW&FT)e5B1(b|IY#_ zJLQqUM01dc+Wcj}o&gJs!GOCDKo^QXF<5K;6z(qns{CZ2mVN#HpD2GEMXQYFXV)E4 z+rwp*%6Dpit&Q%x(@K2rB}0|xHPbeXIf763NpFDUixx+4w>i6>>0GLr5A^RWo0eEn{a3Sc44GhNg{NiHCf9F zeB<~JSOYsEN077|2}3w_;dlE;HHk^<=lfR`Op^LF?1e`Hj0UYK6$t#OpUfhRJck+6 z6q1=#{B)NKWzokWirwsHQvXb;*^JJo!+|y!q8H>Elj`0tl)h%abq?mkkeZ#690Mce zNm%z_kHke*b2w+)yizOfqn)gkm$4VeV1$CQFbR%cuXW?NH+KS1w>GG^M_ciqw@6uQ z)_~eVzw;}&^(at8EhCrR4fb=U9SJ->tq4Cm}RrN6O4u)1%1)CbG%Sb?C1kP zFjW7v6x9m&FuXABKS)VO9YFG+QyMo^YgULRfcs2lh3M&afAY;Ec6^XrV`3boQcB+E z!=$^TC$~?hJe}+HTPvub#gygY>^P`T;kGj`c?9}DtnP4ByRW0!|J#F7!igMS=aGu8 z*pS_PwN(5umgr4@Ln7Y!{tF^;$}_h}1hn8@&6%hIv*Gpf0sBH3A(V)I+O zgC_{`ZzSP9!swWesQs_`N|PMVWyDvDm!LYV)AL0QuIYL1lK9!k03m~ol|fwrfvX(z z`*$zf`Q|F+JaHqP8e_^HMQCEU`2@WVGq`eSd=c`Mvw%6BX-#CXwa5BsNHoa=4(d9E zVxu^)!coorjSF6zWb(h=d-v`m2=Fvl$@MO=5lpp_jS%rZsAEiB>xexp6nX-lU*Oze z6$FKUbfX<3Qy{F}q8&SKPDf(08rC66C2I#l)GOFqkOXV@v0B5fxpMb6{|Inc|7JX6 zy&-do{NJ2i9fjguwvBnG&6H+o)H5Tp5i>no3fR(%(k;8mXDcp<*Qp4n*)Vu6y$@o> z34SQULTb}3sXY!zwXtC<+}Kb{r$F^8GT5U0K}e9a1{qOyVjdrVSH9*s_)_=Ci~8et zOsbdl;e1OCMQLbD6qoNO%h=vgfoRD(RH^hG-^0k~^G_s$i|)w}Oh0>iP|UkDL+D|e z)W3f$T=gjQSbNy4YJto(p+oj9N>>z3dY{$w!e-4LE^o+|zLQQCsz(QNkuxq?#iS8To zW5RrBk`WwOo4W2-OW2#9934mkRw&Ltx|{g5ZYtW zI7-|(1ZafQZ{&r;_`g2KiEQEo7itA<;RN#kSB^x*1(8{hg3+6}6$W9xnF&m$sct?( znETb5z0SM8Un>^~qzv+2m4^d6CAOd?$i19B zG7fBTLtyOe7<~c_1%$vg@uBcFgomS~Yj2Ceddbf6GRBh0a){!4>|L+RVu=gt!=12E z`><%(Ix5M*)M>?ww?l5)j=Bp!z=2`KI??$h@UW#1A0%ep*aJ^Ou#Ot~grrM7_kRa7 ztONq@E;!61KEAidu4jK0!hC!=PX~MnRqx`(AXUJV09A&%pn8hXrN}^WAj4xKhN0n( zNIl+Ys2ixTUn}-O$9)e}kpO76_^L_{FJA0CoXcemasv)UOQ0hJ3IXJHCN;Ju`X1;q z61tBZLg3|&R)xr8!|jhT=i-3av>U0_=QTHvF{Y%bNePwVNo2s^NGO%w)zb-pi!vrun*-VAZ*-E;I6nTf&T+2^}%Sc!>*50>cfqI z&}E{$vsGSg187{8Bm*Nb#4%6O;eU0uJ({@7jxbD$xU)>Qvj(=ge8KxNJIodTIB!F= zaPyArw?Q(OZzf-hCzj?$jkRy71wtwNx)tje z8ZR!R<99+hki(P!tTc*?umZR6Otyb^GZQf#&p=%1^LC6uubW;IlC?^K9{`Dd=`c+? z&YCqiHe(@_v1w1;@A$58dBKFt^i&1Ys`XWqdAMXc-HG)ea*9z*97Vk6O^~9GA zR=CNlVyOn_94(TtWQ$L6B6O}R!5YP7^L6)?4V4F_dH$zOKc;k}$&etk1=yu|REdLB z_>^~1;>-_MpGov?N;R5`&IDTgZd|?9E!_DW7xciAm3nussX`-2_{w#Cw|T5BK5sKy zBdEK;w#lkYf`R+pE9jge2mvh*W?=jF&Tuf>O) zGR1buRXEUE%)peHEEt$FOu*=~`o%9Q?&zX167LLjtMoVL6!eCAif4@yB0hIzq7#WIeH9ufL;?VHjSrX= zR%7!_S&)rfU!Cvm9^?%)ZMmcM?6@Z&?WB1MwTpxAznRE4+1$>vsPN;UIly{kSwdKuc3k(SQ@sO7 ze9kP#_VQWSZwUd_d|7$DHMHRd_R^X`g&I)DtRKh({MJYq@L(Lm{foEV0bBu{QO*El z4t))SaRm>!5^pbL-IX2Jg6VWN9Xkm1n7@~c4ADjD$?3Sq;6n8@gC8HB73nXj!s}0L#VEC<~T#cPhdrkxjEs6F9$6Q$Bn`S$LEKF*H#y zpg?ymZXZVvB$_r|5$IEmw!<%)XRXLB9<=M3PVh!F6=;Z2-S?+ej3q~=V?)yTI#=cs zFiB`S9{O%4yAdpA%samIA;f&X9jgxu4TChq2f{_#?Y_%IwpW})>O|j%C#`;y z82CF3rKdysepG6Ap*R`^FHAbY8SMp-B2nXOJTiak9c0@$&Sr<`AgPB0lDz9{r-+Q^ z8vd!y*$;L#sk87sA}o?TZ#F2FQ-vbN34Pi_i7l6lPI zlA@T*MEVBd&}E?dUK!nTNTl4X+Vqq<#EDUgo{{7*cu#WDy0ca7e=-A9Pf(0yu)b zamTow(bX}ymzT;^2Y-n2_Hs2{jnqfZhJjvu7h5~9{C`DVAstZ8PSX4(L7;Qn{2B>$ z%xj^*9UTyxL|`cwPJNyXr*Ko=mB|JoN~T?<-KN835cBL%nY_^A%7L095e%%D5R=o) z?{$Mz_DCzBt#Nua*PIW7(hKhl2sz)-=JjcaBwJ3a z(E-ptar-wW!j&`$<7PE11|elEgm z(t6KV2BIYqz9C;Nv418QKOnhj7Dx*1XMc%F7)t}!AI%vRnU?9~KkVrXO@e`9XY0=I zUpEbr$na@jaeFQPo`Pu{t0kXxH26F?|7?mfDOKK6sMVdKtb8yRZ3}w~w&YAYD~IteL`?B#-sX(Xh&Etq7JJ$N zlAc&|>bm%LWIx{(xx)|v-VqS$3@O5qq?^$cQhk=gZTD+a$PpHr{hjSZKr+`RkIBvq zWVlNkP*zFrrL%Tp-EB4_w$KJn8xUfg`UI^XV5gzy!KCElGbvB_B0Euq1vbxqF{Fc8 zPaE{O#ETNpGuIqRlLXN9ji*@={OgR7qj>664y6DF0u8#^PdP796+hOe6qQj|v85Ju zH9r1&S>IHyu3yO^&6e`ab_yE=Gl%fYMnBz%&hRW}+>E(eZ!Nu+*uJ<8u--=Kur|2)yI zr~I1yUu-cDv!3tkHhw2TEoD@djMm6>XX@CJC7yjZX_DA9soOOUjX>XnEOMk7d1lzD z^F?>VZ6`=l;rwZJ`IKls5^A*iJV8Kl8Nc<%`Ch$I zZ^}p_CcpThRmC>-WdBQT!g&c~;MyX}mIG*sQx!Q`JR=cd+)-D%fY6}zX+aP4!>+t1 z(<^>>LuzmlFGF>-6*-QgBy9g3)t1I9B{1NaA!Uw@!7o4dL6#vfY#{l~z~>{5V|}9Z5D+ER8=6 z#a_{J^@;l&!h~6q!u@f6-|wv9Ztot{&N#3MJ+)|_Q1VIeDDt_ATz|pt z)jHn={w^zI)XIcJUSBI8M zi_|Kqxr@_ZwI_;?oyO{(21J9Q$KV+j7SAfs;;zA^{?SvvD zlKh$d#v4UQV3X|9u>mrtzB^o>UoXeC+p)e+l@4o)(PoCV=ZjAhYT`F7B{c^W-I&H) zf}XHl{3MFU!<#)1jCCKzd)IAO$qG zMf!Z(?+(p$X9+-~M1 zxBev}h^A45%DVn=`%t`l68C|BPpe`rOpZ2MF2GtdKBrsK`{V~t^ttwn3!r#(Y#+|Z z+kaXe>@`IRK_m6ZyKUKxhHrG;9N9wR!PS@ouuEfETlV5^c~VESw49gUOjpt#06c|l zXJ2$-Z7UNuzfN)841197)w<0jDvi%pOODWBF&}nDXJJD>#dq|2>W;%b$kKrEC+BS_ zFS&$<3S~vqX*@YG!hM(SRmC*cY;D2&z2J{O?NYQidg0O8(Fi(wSr!uUBZ*7E`~JNC zP4p+5Uv=v}KRa)zCW%HXb|Wki*!9X^6&s$7u%nVj#KE;dwOj)#LGP>Zd(!#GvcMkaL|M(X(3S;+EN1bX8 z=v^Yca z^y=3jj3;&^`dbFFU5XnM6b~-X-aa3DZMt=t%@^Q@8?3}R&{oYwaoRT{p4$)=7i@F% zjPo7|pEN&inyO@;--08#+8de5D?ia>E`OCD%;)e=K$JKSHr5V&cDR4ScVa6A&MF`` z|MUB+gzD7KZfx6K!=jl_oLqvE+ECXF!hL zE)=*FF+oHI9&KY>$slx!JZDe$S8Ak|8}+*sS-Q2q8hNlKo}JFwkA1@-C-m$2Sn|B6 zF{9i6>9@TuA}N>TMyhUhiPj4_GCn-10$Kvj(IVP%jLFZ!hc?Q^oP6{zmFEJO?oxj= zzfizbaos{>;tjq-!Nztt+K+}GpRV_Zo`8J4BvctE{Kw~c|r)#3x zJ)gdbyu6$em4^hHQ!UYx@#fNo5RAQ6q!fdzef_KNL~G4>)fcC&efL+PoQ6tX6UNedt>__-*lJx zuso57x}vwtC>;9Aw#mR`B-|umW{7-!*k?sMrJ17Ko#m>+=4hij3wxNva2Tz0KKx#1 zQq#Q$38m9S*FOC9#(qW^{?Wv5)d4rnS(LreF{hf!t0M=X)X}O>eqWt`v~QfIn5?yN z(@c*mQ!Anh6OmXQmK#vXf{V;j^IL^Ru$kE#f?5e$c;%rWlumgW<}o;N`9F0Hxs3~T zgi5UiJe*q1w9+#q5Wqr$#Vduv6{rJ2BJL&#Dd2)X>{CVD38AAqr=xt)D=GT;YVwav zrpPNDv)BY;5-aCUx>!ovwKSbOY`McHK)JzH^z4hj9+3v(R}AXl^6xWYkkQW|&dh863luDwEg-`$cBl1yF6Za*FE=+O;<)nr zX>U2__JPsGsZcr`lbq-+t|~L^ILb4V?gfRkoYYvxJh6EtehAzWzPdn!4Yzb}LPCC8 zcxQdLe-6rzvvJ}K@x|FD?=wgyFYcs%Xi1V^B;L{ycM`vrEt9$y8mR?K00L^6!wX9r z$uaYX+Y31&W`o;-00P|O0azc94>1Ia1J+g>X^d`VKo&AsxWU5BpO7IF^{PeN$Kpap zc@>est@h8n!{Pwf>X2`Y%A4Hyrv;afTDY+`1L3GEj&|>&$p)zRiMqB$Kr!?c|{)rYd5HXlr31SJci^I}%b_Ack01d=rFRwFs%KyB)zPqJ22rbN5h10pDd zYm4ZW#7Q<_DhraTrnsAaU6Z|BA?B!y8QO4oK~eE*s$#NOiFi3K5pp?2r52%Zv7fF| zBr)4w8T&`}gh1aC?j!D2zwYYA$$Q@hp0Tn@Zbn8GWS{eEnKEdXvt&#(gbpoKh|B%K~+`=rXCg$y-M3o8=j86eIn zHB*AS4p9G+3vP>inAvn&Yfm@7lLve0G`Yh@NB`3U*)qLqDFsgrV{1U7(}2bVTlWJ53p1%FvUkJLMT1Y ziVc7G5-L}Td**I3fhQAG`xL92{BEg)Xz%8SSh!yo9v#3I9l#2dkQEWJCaks4_N$e z+Sf_tx!0^wBit-b8_D$7>ugN{CcoDoFz>X-#NJh4g%mg2k4u>7JnwM8?!pqrY_h2{ zYHAX&-TH;KnWaBJT!|@9MJKv?{FR-pmA`CvpR@yP)T$c(suf|RGo#C zZjwwXO5*}b{12f1`6 z`)7E;L&$)#Vns2g*2!cau@pMs>iEaIRo>G+LRET1)cEa)I7OjzkpAeT&0E?vyjk7J z$HJ+j=Rf7X}Tyg3nnY$_oDNo{9?)Y3OSN~y897( zQ3Xle^?)dP)~2)?cKRg5#CC-=Na7!5GP+D?nzv@nDnW#^bz(5CUSD0jbbFiW&e7UH z^d=$U3;6`>4TOY~ozhi-@MWr~_F3~U0gjx+^Ud4-=ak!ezK^ONCg-knx`wo5s5_1C zeP_h|*-GaeIdi)olnVg!AAN7qL4Jmh(o7UWHx(R{2x zl-wi{$5KVwj`!zABBCD)-Y~K#8pk+ssu*_qH+YshDeSt{WetAB(lE1#*Q3FjY*v~p z1vR;q-iI&)@d%Xts7TtJizISO8Ytz6{r)!K`i1_~CW8@sgrRq_=7Btqls3HDInt-v zld>av)7Dvc?{dt_F9Hk+6$ns504cDb?LHFTHb#z5A9IEDUA4Jw&nen^S2Z^XXLYg0 zH);r`nL3_}&{xIVfBbl!Z_}H%I-zkvGR8(IOm@Q!a~Za^k5g3eHC_1?fOTvB!Z~VGm2K~iD2C<&Ez@T zE}c)c)YRD@%Y^B;mGBh@W&*?hZGwB_I)Odc=iI^$I^o~7TlGHTDlB=BS;${52L@hD zBe(5aJd2)W(~1n-NR)?CiK6Qmtp7!55|F`SQYASqW_QV5mQiXv=f(02>{}UT&QY7t z4u?;XgA0>}!Gb`(_hkw=89TJR9k7E4fUu+)h%L=4`kyA?HWG_`lxigWAs0-rpQ2ie zH39a*kj%e6`k>(WQSaRR7`x}pi>HtXLr2K0mg_*54gxKe@xLaSCnI(UQw#%T)vJ6x zQY71*`yWqVq?Gb(7V)hm3OrDe^N?1FJ82UP2ltevG||`pwz&KyYP)l^RQXe0P!mx& zrKu5db~a}(OBL|PcbhrtysIh)nnHs(JJi@uv*L}wQdtHE#>zf)*^!ar$LW zK%k3-TP^J(93iiZrq_$GA86}k>&E{jz`!A>W9-fX_n~{G@^PE`-$-VNre{vq;OM6K z9RVBa;X7J9Njrh_79G2?QLs!fz<}j#T}dzmnaPj*3lD;a)68{R4Cz3uV|N>DSECS$ z-LpKPY>>dBjm%Q0QWvN&@1FHW8v~CyK@ukzz(Y_Q-<)8`m50!9p>`XAp+@V$1oZ>}1Cm89%2vfBW6%e23Bu{C)i%woC6&=M9+bG*WE55H({#E< zjAV>|1*5fT=}Z+qf=UOVTyqqiS?Du8k5_u>SiAaY5D#e|uX>&`B!*UggCJ)Nt(82odfsx5CCA=f-$Q3!n1x{JNb*h?$A-< ze{F{4BTdfLlx|_BK3#=ww9T=O6q#Ia6#&`#59;EvP{2(r3xn_>`a`b9V!+PZp1X;Z zyS+Mc;^m{~-!Z47>jd466|caFI$~FkX{Z~j@Tan}oHFqMXA!UXvhmR@0raTn6AHcP za1klufKuZ(Q+i%lGduT9(+!2wcsMZ zv5DsY`Q^%<(-#*@a~kT)!;Zq!@ItbM!hr|Kg}p2~s?gOVml0}-9-kg>xI!e$bb{yOY?q( z!PNJ&>1*uw*+r(%Y87h&Y}_*Xo>od6^eKNvf8i5Jqga;|1DwDgb~;MDN#Fid z)O548IyIL+_RWJHM&Sd@2CYpwt_|q^T*^$HKj;V|5OLsD-5wrr9%`=s`R>foQ28O= zCpgpAu~3S384#pGQ1oLnc;@mmaUAF%b@=-1g9^rdE}5Tchp<%DFm%k1xu$}LwC=uK z@Tf@!RzH#yifdGz0>>G?7Cr_R`!}hG5cvo^S+@H~=G+}M=09xzu5e=<$tc`cW~LLp zF(s56&l2;VLI+mLNs{xHUtFmED;;U75 zRLfkL&mF&RGH#A&bHpS+H#3o=L|yc%SDp>g=Um-WXTji+aHR(xw#j}k?_gQEha?{B z8snby-$Zg4elFe~pSizV*UAbS8>ia}yB}*oQAa1FkDh=87x-)fb*`mcO$L=I>dF5) zB`Vm_pPFxNaUoLDGB%eEM~-o8Z$-$rEQpko=coRQ35%?aCDvy%~`&Csrr(Y$|{@rbMwaycd>)PHW{JL ze4VI0aAzGF`Hzuefsk+3=2_L?jiAv{`H)@rXf^*q<2%mo-w7m2E=et_$=y|4c|j>G z5q!ErPjXkT%S=*_f*c;N(HQx%exiys#|@T>2QuEC-YF=-*+5 zt&|go#0#-_SKdQM?J!|-R2rBV5Xm)cvQw|tI&48_Zhd)+Yv11bU!Dhl%+7c6ruOVM zM^ewe!bV;C?*5{9R6j>4KL87s*FVB}i|SpTso=qmLG^|78$mvM>5X7yNc5dhSkigD@ek)wxdJImS;=vHSdW=< zn2N4TVuN6O1sbH_Mq$Y>cfsV4n1HhtOy)1+|E}*<1oaDw$@sF6$Dc}c%YmHwxI%vA z_ji@D?4t^8iw)?{Ymcs9!iCAgBm&^|bv{%tmwR|^UR8}GU!?oN?yuvhT_6%Cb~y_H zcJaTP&=MOq^(}w-{9ZhdC%}jz<~5WCw*5&)BZTB+4ER0*Rv&33nV=}Gc7y+&XWzx? zN+>qJPwqK2q4hV`LzL?h*r?G@C_i-whp*AqoTM&`&{|iSn!%j;6~%ixSpS zJpT_hk}xgvS$m1UwmSAMsn1y;U=!O*{eHBnP0GMsdcpbiqhBP<+j1FNP(ksE&X?Jc z^G2^!g~w6|y#g#oyfdmNby&BMC`l;4fjjW=zSmu1*{@t0AGj28W1jWm-T@G!ZBre0 z$!8|{g$IW5X6R`M-i7UK`Ve>LKNj&q{bysP_Yc&D_dA8rr|%@%tQl55NP@ZH8z4*Y zp(3$x=MSB^0o)oDv|BLKRPGA}n-lp_?tZatu;69_8A`R~{ZtEB%gK`6IFfrTKVHgg zd=I#3qxKTd2JQ;h-{>mFWT-(f-0@n$17O^$y4S&0HzCSU>wRW5dU$Ibr~YCB+(229 zLfBc>nhd5W*K05XDE?rl{RZgHX$4B5t2$`H8|*neG8S*{J)_b`ueRw{C{#-^!9#Tzn%D=T{hn}zg3$<>a@j(1Kxy??iiPbnx>f;CYFq7U-@ zy?pPL;o4M90fKN#5DJWP^Vj|PGmzjpJP*Rxm5d7s9Ht^dQP_*`8RlX{@7r;}v3?g> zV~iUVh!n_+cbpsqHjES2lKM9e9Fx&#>3tuvl(VqnajXQ%S66#Lz&j$=P#Ra`+NT2Z zKVULaQ~rKAgGFoq{wou(hDhIlH-sTk}DBaY{&_nRM zB4~_;8yCDh4)w5EeD)tL?F~7oQGwCMMyH~|T0c*fhIF)VXJ?tWx_n|h2S~jaz_Z0P zgqdf{kidc9rx+~1`pGnOY#aPq()9N>s^I4aA1`x5PQErlP5As8? zlECa~1U&O}B|5TtVafkQA3v4z?X(l08$ogdm&#GFnQh(&)$(4A+>O$<`n&-Vm3T3Gm18vgm!c@%V zTcCdB)~>+lM~#XYZ}-@@YLr;;y2PEx6lF_(^}9yo5T{Dg_&no?0uHPOXaog?T^?C0 za@XJqwSbAE82HTw?!`Cc;4&DX|3GAspUW;9<;5XyTFbHlL7`*_*OOqfz#pd@-)ek6 z`B?x>04b#REn^R;3gs3sZqY;W32e1G{%#57M$B(Q{vDEEQL=rj*I@?qoe8$G;0Zj~ z8~K%b_3l}MLYx$6=wL;iX}_R^#nM<4jH~@!6gW)z2oR*hV*HB_mS zTqXk6n426aet39h(5G$km?*yr6Tu%-6O=L=q+(|)*zVj842R+N1DZufkT%so>JUtg zvYiWQcrlcW@KdqZ4V$`9kW;512C9byClzzqP$b)aEf7y@g1`?GhbL&W+y;Vsz(F24 zu;tBX7QKb{2;Qs`p>z7A*Hy$j>C!cH`XeZE{OYt^NvjAjGUNdnRXa8qz!C!<7dbx(zPd~zP}q={Sr<->f^8re0qwGp@z{2^${?+QdE=N zQwiswg3%_rcqY;Tw{6{6*?VyC!Z%eFPECR%0to7e2t#lU3EIX|Kj3qeq-7EVvDh#O_gqXB=^0(5vLhme;)#X91PmkrkN{GO z%<017Ib=0?mUq0!ET0E^06Vd{EkPH8yAlkeQFKxXKrPkM{U;M^{9@?0eBdKRx7hMf zYim_$3QnUjYCB*r=aIu($B1{-xgS0Oj0ZwspN_&Eb?5S>*wu2@dLYkBnZrg0vB$Sh zAtq<5cM^Xa>w(cU&V8iSWu6zU(P1h3>07++q*~LW=be(zrD5Sr%Jq_3?vwX}o7+Qp zGQ-qzPgkxLcn-16-`T{ifxthN0u{j!E}D27g6zDR8WT>C{YWS%Rdw;}_yqb=#Uq|X z9bv-1b3BAihBeRmt4BPDhKx$D+1Nvku~l?y6vUIAH)JK#Z1nlB?4gTQiN31WXz9ag zW(j5bEzlG)wocT{%nxr~hK$SBjRmuKxt|O;?+8(i&pRzYpQ>2T&iL+|r}uwcy=7FD z+510CcY}0;G$`HO4FaNolyrGW>28#el7<7)E!~KOAYCFI(nvSLvyaaA|6A)>YhKKY z89f~Cd++P|!w}2#=LW#>_XBAlYc_wO1jw=cWs0dM+1Bg^kj7OvxZ264+R~5Jb5w_0790_zULeYd6em1>!>7q>yMTt z#Kw-j`fYk=Epg6A+FB@H zJC5@d-Yq$C)yMrrUp*%z*pZ~>Fd5UTe`dgmJEEEKK1GS5xz<4>cFxEQzapo5v~4_P z)r}kZ2uh`ihEXu`fl8Uas*fTQ|xT3y2k$MT{gXY4Ntl+0W^d%vYzto#VH}9ol+iH}BCgHL+I8~~5!9A)~ z1GKH<{Sjp(bj&)_IlL<&c2p?aCIOw+bOh%_uUM;F&(v@uN9h?JE6y<-Q7DCKD&K{X)00i`lHL65@u?}BI zEGuPhf=2Q9jIx`E6Vm>Bu?AUG8;4-h;V*A@i@wV2Q*ZPcEeO3tW%25L7~yy#)^w!6 zEAV8&;pgiidt*e@Xc4Kb1Ib$lFX{R-H}a9*$fqGo{7%6~5RWNs#pc*_+(UL>6fkRy zti3wB_c>bO@fOdkd?v)~+sAELwFR-e_F8;j_s1v$#rTSIZIf3oBI#FlDZ{j8_?SBl zw|VHbETecdbzWz@`I<0=fyd)#9-)f2_rZs%e-eB4XHmk|S3>g*8nXH($G{BB2j9cjVx z9jRv<^`GL9_7**9QtfzB^X*LuJU~>gY`F(AjXYPw3V*s4U~|2wmKqViG$ITmu=TIA z#TD1(vn~?z7)R>($GL$;m_-5ZrSON+eTohPXEqI5o!1qb_iKj$7ViB}==nk7B$s^9+U&*jiR`d$e%l;?#)BM}u~_At%E~)H0dP7rpr-5#cK3MB!=FQeWb?VjMnBV@e{()# z{1B4Xku_KqHq&rM<0EbILtk4A=yDMY3Vg zr{BdK^V7ID-~*Tw9xcE}$Be_HQsNcgM-EE{yV!Ake}l@>5?Fl*iz5PA5o*X=K3%nQYDylz_>&JYb%-JeC zdC8Y!vJIyW$4l~GCn6kzsBZZ&m3o@z&ZpFO;j3U5epbn01oxvUMjOp$%`W$&)%h-c zcgVQ*^KSzdMA8ZkY_(RacXED&Hl9DBPsw(O1XU1(mAYI}S-zC{>{O$d=2_>%@-=x3 z)_;PIMva}t)<#O#@7%S|*Owlyw`jaTN78TF66X^n-$YSsWER!k;Ogr;HUJ02k+DEh{*O zN&q4&vqhz(;SgFOfil(z+F6k3-wlRm>e9EaJSxkD-%3l0`$67A+bedfa^Qw31*yA` zPfL96$r=CbxDaVL1NAJ?n6@jZ4PU3tqZirzNWLWqxSY|dPui!5C|y*El4rrTy6@r4^-pUog+Pa-A*PLVqh1Z# zN3QQ&x7uePTHW_Hy@{x`*?=HEdM?bgy(ES!x|ziqp#PpyaMMuj&_o4Xcj!m%md;TT`tf76*T6;w+U#}@6zo?)@K_=+jFL8YI#eVOR2*h%AY3bTr4n7q zNdx!bKqe8)T0g5XDc9Kj>mN;Uk|XtSPycrD*FLk|@uEx2wtMgG9|?f;e6slVp{1gA z1Jq$~Hoy;bE&zs~JfVe`vHl0aNa)J;Xb_^jZdw>jb&KkE|k85GbM z*}xAyCr#D&}YAM5*%A&2dc zET&686owd7$}vc{AF!iTLVh>)#=t6l=YaJW zF^6Ez1W-Yu}^ND+ZU+_7u!AKjqs7r_5;Wzl?dvU1axhF zkrgx6)HsSz%1XJMwwh3Si^qYTHS;-OCUw1(6#4q>>!dB@>$9+Wk7~8>&SveoJ zPJH>5R7rY+CesWy_`vYublM_Hu7F?nSSA@^j`T(?| zed9Sk%j7)SwV@D(&Mtz;mc0c8160Xe5hhmqDVzxf77e9?0tCCbPU{+^kaOuG&DJ~E2%-{WIM zAjQonBxS}DzLAPZbf91UVqC0XO`2bOQnf&0U)a8+yjaA6z%ghDj9)Jh=J~7eFSCJ2 zJX>NcTw*-CN;p;^j51bJh}FzfNIpp*+M{p{P9A?$J6}N=bZR4xXx4Rt7ZC$0$&Gth z)9#7V&zzYF>jaHr>^+G@3v+#>otIPU)CUeBU9J#svf~$&4`!ySNEONef_fDPEThJ41{0+Nd&94WC5=d`WKeB0C+>*QEE%W z?C!z+cV{T$Ngd7F775G8$NL5<4XHj+htkpLzpR$p$dAj!-hQn0v+mgWwL>}*Mkrh~ zE;7XgK^15%>0-3G2-lxbpc?@>Ca5XOXV?=9c?=l#z~5Fg4gOC1v*0|`O8`d$Bb9qJ z=WFKN&W|+8r}*P?klZiu(cjq&?(tc43g0;+fGll}2M;cXxT8DN>(8M0=Woa>(3xNv z2Gc0hx+A0~RPr#>gT~YJ_q%nCLtLVO*lF0VArX}!#PKF_vtqQ~T}Cvd4RWA|p@FOi zW1TN@HQ#pQXTh2Qi1VA|cW0|;Y9Atr#SMop0JWRS{1K1m?w?2_o&&z1dp?(I;R>KF zd`(vgC?4bBIeEqyIMoC5B9!icJBmOzSW+|0y~33M-`(%#jJ4sBkXi0@N;#c3cDVF| zQmn3+6vGM8$SBBF{He z&VGFZs4-&#Eidcq&IiI|O#JsFPwblIqNrSYusciJzM6>CGy#?8P=hCaa3i1?^uNE= zo+4ic!_)>nY+OI=eCTk~;r?v8#oUDj+7J~Dsh^T7bmu}6qv;8nl*4Sq|Lqpwhk2Yk z=T_Pq>c))U&S5)P97!BGf^oY^u~kT!r5zA~17{`Q_yZ6Kwg?ajdUeV<1;7LGdOLt1 z`Q*8x|AQXm)BS&(H+C0=dk$$uQ3E}E{#MS}tdu<^OU0RS3U7Jhn`M{-$Ttu&rvr7+f}t24VgC3m(J<;>PfH~5=xJ5Y{Wt_>w zeW}B1osy8iFl3+5^nvd7W!{%g^6O4L#0r1?hfv<9h^X8M4H6G`uDmRIl}5sIpl-Op zeQ##-j=WrUXkGm(15+3Z4PZ$+^>jlx-jdoP4=DM_S)Q$jqm?NYe^2f7SS9JH*+y{^ zX3*tIBIdJAGtwx)Tx3#8{@cYFWmn2S%T>0|I16Z`(YqYBv%NihzvRcW$i27i*Qfw} zR8cu$4WoYI(7MoJjND#Vzn0EZG}d*{dgmDl-Yv<kigb`wGsFW3mu)0Lt^9tDMB)Tt)&OksPL;qg#kQa<<{jf_yTpz93woIEK$8{e+x6 z@Bj`q%fOUjo7`UPn`0Ptkz**N8peh{kU3pv7MjxHZYc4ug+RDWHg%T2(%(djo??; zY6@_&PvHF6JsbF-(g!hF1cie;bDxXKrjNV4K|!X%E8^bV6~+o6Ae^#%mR4gqL|mg$ z24u1k7Ji>5oH{CEtZBuFeuL`h%_qwjqh)`(-(Z#>z1x}P-qSPTox|~Wg&63Szupd*mvu5k#B@2d(6$jXnjkz{C1y&Y|Hr83hv= zx$fM%ckwAry~B^Vo{vpc0|Z<05i_-!1d6Dnwm2bq?mre3p5Q22sz^iWjk`gHqzPZx zR9On)8`R#9#GEcOlQ#k2Ze4SPV8etC^rn+r2?jL7<%o3}NySq(duBJlmE`pM6Dl@2 zkv;dw5I#bKmU^sP>LO#%JHi(=U&z`jO-ztN1|a?^EXP$~dL>C;yDwev-V1S=((ZBp z>HEjE1(OC5V?o}a=dK_3TLqy(k>ojhcLLZ6He!VGYcx>fGMS}I?dMif3 z21()s8$CWy6#+m#(?Ox~!9lJICNmS`p+~b|Ln`DvXn{rDZ)KL}b?acVsfSVwY?ij1*jg%|pw7)Mdn=uarQp-TLxLA z&0#`!jp*-b>u$M5%{lci#vgQBUF#_!U3U39{wqP}d?9COiSpz|-*J$C)1I&P;h~E_ zR-~vqolKp{2nG-lI)tUVQRphizZm7U21)+U_;RHzrKkT6k!T(;eF+&(GG~D~h8#-` z5)^}znxd2Z!ZP=_%WFdr5NjyqfS`07s)IM4Qap0IQ_voO0u(d&odAR~0MQT=~*^Zex31@V$Wy5wX7k+YR5n=eq zMJdr2gg~kR_Xmy;ZBP5L)2Wb#^+=|zKcZWpcYnQ>;msBezRf4u?)COdN{sguPZCo& zm#3tkU@;zWMo@X=&fwcV7AjIu4SCfBF_S?9XbJ~tM^mw(;!*>9Uj~xLkZvPPYph@o z6;|S%e&Uq+&&<(@mOD0OfH*1?qNzav~qq=}dej%(LLD@Lbo^j6ld`%f^$CvbbBL z2ApIs#)#=9d&-7nc?oPY2B5X$MRXJ!5#e~yo&t>L;1P4%K|P-Ug!J=?Y`UJS#lhv{F3H+ znF6fKbci#0(81_?t^mhNVW@I0V!Z8r@m^QBjV{QzxSAD0bd_H>y zuBRi%oZ$12>Z~IQyJdmQeC&KS=p&TT@mET!jR!R`?-TTWH&RHT@mCb@hS{$&lUa?$ zeNwbhZICC&BdBk5(gouxXGwhC5ah&6-6k+-v;J(}xY+spl0EUBs-EuXOHR&gLNUc? z9$9g&1GWa;Ni83Jr-5;X;2VwWOiTIg1Fxqi#DCI$f@}WIAA!rFV@5;yAbKKVZ-bsT z$(wBkhSShOT15W;#BTIf;vjBS1GsjWiWwhZbC${qY+c794e@(UgxFFxA zSsHG{P7WcT7IT+jqjoi$JOt0x9kh=+TW7hau)1Un-G1$`jtyLr8S24}Ayy^U&hd@} zV7CE{T%D(j9~Bx#+M`QZXoz_f7fmCg5loh2kAAfYmsRwIip4V&!=d^pqv>_5aG$Qp zUcn=_rAg9DMZJ%lzDc6?CC%F(a|DH&uB&l*8pe`hxE}4(uOO>)Np>ds24ZSluGu%@%cOqpn&S-xqaeY3T{V-TR`&(UX~FoTe!#Dr6G50*D8}H{@0(x0HCzl1|t&&f$lKp zj|rU5M|UJG?3=8&_eCyD5d%%mmWXrQ4fzpNOyrc0C)!0T4?OJ5tJHx{=Zb!TJf#Rs z`$Q=4CX~5NQfuM3g2^>l2rDp&qw;MDz$X_#8f^{nXq1;g#p4%|b9=EpJLU|f)l>>O zy-Zj|)YR|(+-aC!(h6?UmwpwI`o@0$7DoQa^f5dekGbL`8X=f@`A)o2D^Etja|cM9 zM2D4Yel}Eu+NJ1C*<_yiqAKmxf*i@#K5-IhcAS2q(U&O(8~S(mo+HuUnI?3H$^i0W zwZb&P<5cwW_eFO9fw%vYw?OQ>jdA~hau+7y<00z>X1JIGKe++zNF#U^C81RS3SW!kQ&sJy@6R3Uaz1oYV=JfV+O$kAK zZr=p^DtzhT{@863%DD1oOP3K2NfRc+cG$qA?ypgVAkLI)qS{RMNydnhAwUkfwR64; z4WZp<{$$w=ka}iO_S|m)>>T{BYw~uha-gxJ?J^hnM#A_Dgmlx3Rmbo|TQVpU0I8_L zneCKmh{OF=N65m5nu841Sde_~2{IlA1U39YybKTYx0BY-3{4_c=s#*9KF|b7w?VD` zK68e~3#m8i?&k+Io+>@n3}H+7Hwl>pdUAA6b-47( zqLNJ&@W-|}i7*^U=cFhgIH5_k6d5)e*V>Hx8{9P&kU?;aacle8BG^Mvq;G{hVoMD`n`!rWPjs-WZ4sRJV@RF|BsDtB zeORt*e)|t}A$y$r!N+CM9V$;L$G0P;@Gd^IET&~Kh*d{UYn5oGCf}wTZA<(CJgZl- za69iJ5e}9+JH@~))yp@b-G57p^@}UCdYGlmVl66IQAZsc95Q&ee z*RY3W6?Fe`C~>;H2176}!s?3)um(GS#z_4~g3tyPpl$nA7YlUMsAtHX5o~0LpJ{1N zMgng%_@t_E_~K*dUjuKF2P&|5ESU48n9r8(^Efnqk_l++}58k?xBN+@5p$+2aj3$f}BM4Aac3AFj3X48Q{@8 z$$^7HZ9#FnX)fAUA1sVQY)G07wYYXE zy2?k{f+3DdwCre}*$8p%Er9MsdW0A!yh$qjaCeHxs?-VI=@K+pffumcz56lswj7b} z=5u_85}3llJ4p*qgAUR-5vWRO{PEHRH7$Bj5)A6w7EK{%MJfcl?ql;8b1>hyGXgd_ z-%~<%-C|mhqnrYO^|V_JqP4n^lj6bmK3Wv#Q7lDX-t;y=ZF-C%48j$Y;QVo6fy0B{ zclmlvKAStnE{$vWQVFzjUQh$kdjY#Ere}S)VnS?KT8un3R=n+iCE$Ixek1pAT^ ziJyJm7C~E?LjH28wCw0W@+zO)#hmT=#Yk&3>_-IovvoS)ywUPI0NXV0kX-uc|1E++ zA0Er!Ts&&NG%k{9y;0Z*r)aZVbS^Kw%jGWcp_2)Q5fH`*o{^0jT0%a#mlvSobD%2- zQC6f@T2YF4hftgdyscR=+0fC5(53nJ>(lxo_^ltoN}KJd6fFUGm5L zHa3wnbld0h_bUgtk{@5dN&4@drN$4`A;8fBq<4&QOk2!E=2K~ld4b6~pc}E-{dk)F z06_F-3~-8@`gobHwx3jzCuFP{HbBHNk9N*ju}Q0kqp72iWFGoY5F^#a*8vct$AM>7 zLK2d<`@B0-C5e0+r)ZHo_!-|y2(k%u zRT$lah$JM+EXiVju}puHx(q#V7G!R8_O#+%#9aVDQ(;`>!tu9SvpS z^d*Bx!;g$yySZ+OYa_U9-MDTIzsEKykm{6X9N0MhXFt)um|;I^ND z?SvfIyO|>>U6i1HYbXDnL&g=+ph*o^DCzx`>_#t%e1ijii7spXFbr3b$d`37~u;i3=5PoK?6 z?!n1Z6z8neSAaIT&5u=-+g6qwq5J(kebqYk0DMRC$js*-S<9E8A?aJFuP6mgFejSIOE9=PlE6b35PKBI|4~Rs@zbDVo3A}l_QQlm^ zs^m4gc=foif#@GQd-(FduOi+V=s@Wv@*@TkHKV)GMZ9VUkVzPqIk#Wum5P-c@E195 z5yEa!Px+OCM2!!y0!RhqIDvvOAxhcEcy>lvIVQIUEu?tj7J zYD~E*wM-#xn8Oj)uc+f;uqKV8*SOk*F`5}OOCop*+L~?XCGdr_hENntk(p~u`W?8A zx?Ke~HXM3A&tA<%Ujct~>AC?dM?1~cn@RS9Gy~rEyDqo%n4xNE0 z|J`#U@e_mIqMvAEx;(1STmqpJK24{*O&LP8w3Y8D^d!0VyXV(@{@o)4N=aS9TS7Qm z<(C5tCBjmQaa`U2%6c9<(DOL@9Vq`)K!*kF)_NYBkKT-d&>pY7ibgT}IP71{@C66m z*HK$!Lc@O|f1IUL+HsAYM8IWovOIl9|3%#GtO2~w&uT3aUQghNe4T%d{q;ktu?q%8 z`?b~f#BR>mnO70i=Yz{o9`*?#3^%nP3o4+>MKf!EYmL4L zORT5BP53dPm{q56K-hDz;J@)siWpxiI2c9CMx|ol zy5m9I#~^47qgSNys~bnklJIL;aGO*wysmlO&(um*`9I}D2Y%qb!O;~ZR4S3XU_9TB zt=wKeA)OyM$TY$2LxunYewt|v>iXOh@^OoH&F-k?? zyoiQ-cAGHxyC_c%wY2$l_2vF&*{qxf5gbql`HDfB7a4e?`_6V4UHEs?*&$-15{NIuYXX(Z7NB9g7qXK5XzjK*6H8ptf(I~p zDk)sA*Z_y3Rr5704(w^4(ewrr+ z1if)ET}T>TU~%bQRp*ie<+Pus=mB5i$&yk}mcwI1AxZ7bQxG_u3M;4|V7Hn5>}_w= z@!4U?4p4XMKSkLbtwZvH&tZxPOcJgnus%<~r(>I_ypw1HdZ^7g;#fB^Yk)|b01?}3 zV{W_g6C!0jU7Ki4SulKzN?D+KJoGoe6%Vw8PQUc zDVC4y^v_lU+n!DyHAz~|QJw0)5uU{c;X-;f2$hm^41}wL^5!cgH!St??<>m8QTz4! zckWF{U?Y)40)m^uoh;d306}o84+6Z#5C~L2N^8jwr`?` z4HOLoE>iv2=pg_OCieSr?F8H)OebwW-enQuJ$1YOm6~B`zC&pLyj|?JeBjmFC~Atl z3cccLS@xFHc#y=dUXT0V46L<{1nv%?v(mAfDyC}+dS^u%)sIG^zzL)u+730#b$nC` z{B%l^pw7(v^v}mYBGv+0DIa9$=Kt6WDSl6&7XjQnaCsl|*9K26>z$;-hIl%Jrkv1` zrN^m8AGC03w?e-tfgeTy!PDu>XJRNSOhG37oQl&GDPH&rJjkjcj6JM*i#LE4>|cbp z2?zDK2RvRU8&Xrnuh5a#=_d1^_1F5hXYIBCd3<)DF;oq^yG3(IetvAc7zbi@i|&` z<7C5k2hBxFMH=I&zbL`I8GtS|+76^Og-uHIh6WwJ&9sBDK$Ru~GmxDCFoCq{`@o`XBjK*-ram6 z=7nEhtu@|mJt}FrH?v$H_iMo+81!#|Nm-ge=^MO3{MV+*e-nTY=Z$C7Qt}Qk+l4zVdlAu+kGB3pYUwD8bR#I@LFZ+T&bBsB(W?V zQx#T8%_BD5qf+69#9pNM-?4|@;Bfq6`u@yc8z_>j=xdRWBbIsGOz~O$!NpemUHwEv z5M~3F5e*qQ6Th%=f{Hs!LSJFlFvQ|ba}n>%41asx?JF1gpPCj*s5A%P(ij~hr6%!V z%=c_q#1*oR9%NI%;keW$ytI}H?z_KBR0qNKqM>epYF&JEv0DtGqjrt?hC0t5aUK$l z$3bfNf%$7GhE54UD${>}KuHA-jRqK8=G1;Z(=^oj5>DF(i08OZw8pv=3#agRKWzhw zFk_m53y~Qsx=?qDFk!yDEE3z%fE0W~89VwqmNk9kKaA!#TEPZf?|V`wKF2(Uw;3EA zL<)P_HN5&*Yf}klYU2;Ux0b#L3w?dlN@&E7H?N%B`G#uvLwGkPuE<#aCwb;Tcy#+F zWrioJ3>SNG1FFzoMm*n<8=yO@z0aJkc`fgC+*`}^!F>OR$=MANu}7XytDCLzOMrX4 zwx8O5;_m4{P^EFZ61E2g1i?p>7qQ>5B&=5{<03^3d_fAE`ZUMh%CbkPqj!x225q-j z9b{GJeR_+cmK>7aatOBei@3dQWDK(}JK7*)3f7zuLZZAYPFYgS6t{Z{$?jTF6ISdQ zbS}RDtu}cc039eZ_!{>O#K76k$ih>mUm`(%OIf-bm=Q{S<)rWS*<&d-F(@m}2vRw$ z*-tgWnLeGEBd2xq956?->xbi{%y~~9_I(ZY@5C8|1pDg3P@+jj1mBfoQwlwWB&JF| z@Yb@h^~(}6eUL7uOsR}OSkOh4L{iu#EQ&Id(}@ND0 zfen3>Nu7_`mM^s-{MX8*_*8baY|65^L0IYC%$nuw$H)>N@O9d@4-${ZEe;0VLlEc@ttFZ*JC@9{eu-5`ES*wT7<^eV;z3Nj1Ct+8AJnJFAZYZ*~ee zb(((&03W+NFI}8q>}Z7{Md)|MtW|hK5J^c~qQ`DQED3wJ;m{eSO;Z_XxXaEC<^>;9 zB^@1@PaRyX$KmE=Cg-Rovpoh7YU~vWwQYQ|XqU#n;aBeQSn0G!$;(Mr-D($0)@gW5 zD)y;Bx-{+{=Rj~};edW9g;d3`Z)A+|RtSPip7~f50^bWNpetz6Q5*(!N(>G95kivq z*HKVLkfo{8908)_bc81SI10^HtiOb!S2iMAV___>7!!g<8ckE6csMzm)Eok`R<*67 zOHbaVwNc3j4j|jB96$Z;Y3<>W3oiB`HR<`H&WB1`P;AhaUG#gbJdu9Oy4j_3PYMS* zApg5PbwqP0rV94b$Fl{E6}2E4$m+>F!OlMnztbGP=f~4R4XT>W3ER6SOtg6$Sxz zxnaP_EOI2Vx8XVG`4he7wSGQbXRsxHubIwBp7qNYfQ|&fKT;1(qizc+M~G#8f?4c2 zR#9$`&`%W0N&4&syIyIMyWjUhoR`LcrLi7N_Ygp)mXD|%#yj`AJ!rHytCes8>2LPh zpDhurNwE6A0l1YB0A0|i@-t``7E}cW-AwxDqcxYrE65ZQ)`{hLX+{)ECyxgRy%8(b zvs{TkX@Ps*M%D8MHP$h`5$VV%bUBsN7zv$hszit>CX~ndRVVOX@j+dsR{VV$7yYN# z&GMHRrun2)QkQ5s4Y@!?$nK}h)g>Nt`+r9$y|Sp(XM7Mgw@6ZBxL79!yD3SWshNQ; z`S1N91W!cWbZu2MC|cUS>}9Q;{5BaEi!|l$T|omc#Gsvo7H;!YsC~uv?58beyEbX* zn4*h=nNPf8uq%ppwp$>%5!o%O7rflMfa6bHAoOUeJ4Zw`9JRL;$KnEF%pKc#Cy6&` z-hDHx=)*=>d{bbGMCF+OID0ZcGs;s2SZvxCR$n9W!Oi;S){`-(QdkpanCF$dMs`U%S{fpgrCmc zTTXfpkc06j!1sY_^=&)YzZvvG$k|Di%Jr+VbB|0aI7m9MJ7!h|F^%g6kdEei+LcSU zEHi?L?hIqwdbf2>2jN9PYC@z>v>VI+bP9|zQZa%Qs4O$%4$A9r(_PrpH?9WbScdO~ zlndm!RKXj`g#ZzN65Ij%ooOakB%Hk43os3T0;F2D{OU`xa3D?dFgXyDgD>nk3Ow?J z6np=$hmW}5t4htPp~7+U_(3{VEJ0B9}}2HbYM;pNrkZPZiJfbnE5sc@B9EH5Grs1mS3o`c*H ze(ez8Bnn{Q`~sZ$L_uvXflMm2$zyYJjlKU#_g!KFtyV#6edIgx$K>@4K)V2aWSQkR zhA_M<^sVBL*&F3tJT%%}SJ+zX@o4oS-zNq-heY7 zl(@W9*gFlz5aB&Vl3ebwYIm?}a z>-)DA`2$Te9(OAGrjX{mG&_=pWxj?3QEZwF7-^Bcpt%uw=+B@9RFSogX#% z-S)&6WZ*UzzCjMjZ)IYQsT22lk&dUx6RB+ z;vVXI6YED0AAsfys{7Dwr7Mk^Cvsw|r@^nR8-0P@ED)>eN*13(va$$y2dbEO@hR4QxqnIqpfzB;{i6E;swzCTPYHH)~{Xa?7aS7 zu*E=PLI#FACF1Kv+oUNa=u-$f@eP5SCCc<(tqg12#^CQb_W=ZAeFNS*TA;ansy%0+ zheZfN)4K5@`AtdDWuQZfb|I7CWUL07-KTux%{9a7Y%rho&QCJL3ehjoXVL`0{idPC zB--zi3x%ciFmSx`CD@>+lf?U7@YPz*3WQ2B;8l?M2k5l%TVrG{14%)YfGFoAF9@HS znaA?aNon6w_=hOL>KP(vhYXqW<496*GfWTq79es+ zV+2D=teZK zuzFT9<${>xUO-ne4N&Co&5tCQ}%llDfWmC&UQ zKcB%^mp4Ai*)vB{j#Sw&ZA}O!V7vtJ#grUj0;G5;9;En3$Jx(GU)9-YPfc?dN3Dee zz%;H!t#Y_ailBg|M`s{p^4mchNO>??Q0NTCzo(bCH&35O8#Y=`QwxwiZ1`YH*Xs^3 zUEhoc*wFv@RPZm~2&CW(1kw%a!S1@w5h`Hqd2`TD6TkuVfK6h6bvXg&HaZ63E0ARN z&56gN-I$yyR+32kXCbuvn6Cy82?D(DX(~l@*gFwmKFCl8>kDR1?xUeq175jpe~>U$NGf~6`D-Q}(hvajJ$=VfsOMmgo+XL{D@_IH5lzIMXg+tZZDfp3 zMuIp}16RCQIqP#!$tN&J(M{D$y9SIr2S4FS+bWk2xoJ_Df5Fn+?&GbNz>}&!ON+%O z4jN(UT2i|;R0~oJ)zzLt?3+?^n;GJrQHxuhTv-2OWBzjc1d$qWVSH81o8*M!QD;VS z%3r(?vjEe7C9UO0gv&N_1c#znJgcWrrdMVqh=0kSeqp`vs97qoD;OCQ$)F6jb25(z zZx^f!H7KfS)U6Pa=V=PZOM++nsIjALK1BR&v1}NUk4q(G$6~tjCJ3 zarGnLF-V~n2Y?g!zbpCg(m{^C;JN;O6HM%n#}HpNI%QpB9wN|7;(Hb6)@3*4CBhz81v{bcDu30}U2%*5e{$1)<^WbsKnoiP6%j z0Jrk`yTK%>%1P1_u$nlWZVngzc;2y(dl>>=)lM|p6A2?!LL8;WEst$0h9QOp<)~3e zHGLMP#t^`7TTvn$TNgX_6q-%@U?#=0L`?~9Z*{!Nzc19kRV{EC36Cr?x=$%Y;W*Qv z-tM|xxgkdZVQgJSPnWcgGH*Jp+e0p3%q6D_{4&`InKhDtAV3Lxex09mnV5Lz=v%_k zFMstQKB3QEp>05Zx3VJ7jZgi+O2uZB20o%Z0>n+`lvhk-a&R*DMV!02O#l4B^%eN? z)oZMc+O^Oaf5E|WLB&o67zznYl{w$XM4%dJ9mqdIt*qdCbWd%1P)8-|L8|!&oG$iq zuXo@$lX_xrmH&Hx)9B#*T46KJ3j@APmNC4q*n*s$Xj1FEFSZDAje+>V{P8*EpY(*? z$Su49lBSAy3VVI+?X59c++?5%EqpOv{$kH^QcO(8515MJBbe#)aurcI+q1=e(xs_y zGgH+6SebxRu{IUX!s6)vSA1HyOiI{R4-kYluJ z+YgadK`ky)nj`(+YZpl12`DAxFlTczHlHOxKPn_r?o8C}(+8F_$i;QRTVZ<}gNY+5 z({)6+GBf7|ZmiRG*sHgT?uF)Ujxkkp>TtFTnqtSHQJWxHP0{16fO@;^26ObAvz=}Scn)NUp?4nG?6~I1R}sP z_tbBGeB^!|y$D(BpDojW!mAPhgo(<4l0w`$UOfV3u}>NoJu*tZeyjTo5dl$j|J?*D z$U%TP#mGcH#?sb>RAbXfh%G@gbF2`QVq}l$l}NkdYwy5*q6#QX!d-NFlU(U=rDo7# zgqdZFzB=^d3lP&2$nl;ZE-&kyJ?j%m@57dD{dm)Bi!`F15QvHda16%IKNlI!&-+xK zROyy{U_IHiN+d-q0kKq5HtK@-IZh2dmP)j<=z!P}2YI1t$8g(+p%fEbuzCmJR>02D z+vio-cb3H*KL&9|#2KS7`S^eT0Mn?L4NTPTP6(5}JEuI0804?5!Ne_b2!|rd9)n5h9qG7_>^*;^5ztdK3EBpDU5S7r0N-t|16 z&-3~Ip6_w|{(xV{eK=J2&HMd+t?N3^^E$7Mwdp(){y0e-E3)Zn7a#^zF38>z=o9}+ z@^Yi=%nUfl#X^(Cck2A%dY2UHBf`~>DY?{}I(5)KBXW|}J)-C(<;G)s`t043pW{Ts zM@&H0jXj81Z0`4XEWSTG^YsGbmc)pRflc9yxc)`&oz!kI_2!NkMs*i0d0Y{xE7bRf z1(lz{dO(=g$6x~XQa&{Bfz#RAey0!XHzev!_7)UVcP5S*v>k>vbL%J-mc^XnT1K^X z74V&KqL@~S&ACKE&RMIH{o6|q=}O1A{*L)?FM!|CZWC#M6xrkSns~as&rzVdn`c_SO-gQC07-E}W-4 z9r#5t{Kp&SqA~W{Bn%nQw@OT%=2B+<*S(0bPQJ7Nd^6#Qqqcn@v)1XlS~*!_0_6D8 zK7BdJ#xguZeL1P&a!0p7^CCD*I26TweU0*mQi<1W`x9)Y-Y>(YnYTJ)R&hE`9fBd7 zInYprC;a9rE(J2Q)FeK_6>SjmQPQcrG}u!?Rz!D$8&dY5n7_F=h%442<-l@Cb(-dq zd!3M7A~Zb>%(yN=y1a@7HTtIjuv3bZ!(>Jo2Rg@ms7U;)5Piq^Q#H2Cu@$w z448h_1^=a^5s!m5&fNrfPn z{Td~AVwbDdK9BsjM^|HwUWW45h5zzD(zRXw)l+Y4)8CWfwbir#eoka{>D7m^#f{H5 z-`D?oo-t>Td}58HLO=BI&6FzYK!^C7pzRwaZIV8WV6^1~$Y(>JOflz)U{S`# z%RUrqrVmRJTOjJZ4x4HDgu*d0rtep&Z~yoVqEA9vYeCr%Z?dFc^^|WozFFkTL#u7GbaM{y;L`RQMW*Xg| z3sw&W91%>ots|^DUj*-VtVTD!9MB-~`QbxwH20QQ^h}R5D=I26)>Jd<^5M)&6ix3b z(4aTnCGEK|Wkh)45gvYnzG|k7$?~&0|0BQSQJrN1Wzc#e3tx(*yMJv=t^W(cPx zA&%eGlWRLH-|TQO*Tl3&Vaw#(Rnypc2h*gAb+Ho}iM~B-o*Q*Vryh_#@l(u!>IAob;?McfP1V`64?*<19VaJ`$pVqz zt4OFIIRqc{Zje2k2Ib)KrT2uBSxGrf0{tMu!>u|~k*x)l@dqkA_YLQ9K9y2`JN@j% zqc6;{?+fH5)?dHXr_Y~n1~;_$&LEGB%)H*ndIL|M_Ny#tF4k|yPZiGMHOlSYWj>7V zi9&j!C|-!+f0 zs`l((?me3gIcZZ##H=xZ9|?eV(C zwF$TWSW@5k&P}!&NF!$!H{t2fZ4as5!M2N(e9Af(*$+|W@C_A+#;8q1H@O4CFzu-LY>vjg^3r^1Lk9#q{FPs-c#f8Gd9v1$Ma>t-&(i=Vc&Kp`gf$?Mc6)3Cw z!kY!++O8*g;D_Nl)0+B~8#Vm}=+?p#JYbS%d0UZAOBjiD2hp%IB!}EJ&XZ-BjO|cC z!WP{nBNtHQ)zPwroC$JGzARV2L13-!Bqq=yK4Zhqu-*HnZ+6?9l2zYG#Is|g=V>1; zQj(2ThIv`hiN@$?vI^nF&8EP@*_>?b3T9D*^%K z@NWLrvCP8!P)Osy1AxU0W;8*LewLK+eEdvzVlk;0M5Sj&r@BgI?`#W%Xw-vZ?|Nks z#DHT77eLrp8-TQay?t{4c6+lOX6SI z4KorFW(-k9CS@GiyL^8Dza}LXRF_IZ&ijCudc%VH;@N_#o3>+WU9OR8o)t-7xXhn2>+{I7YwryVk0p!e zPuhvmB!?nXbN?bs2VT~w`z|0_6eVv#PP9jZ-F<3SLHkz-3l}_6foJgK5+RRCUDd9fa)3$QbUmfK#&Vdc7*UI6(y+)kk^l&Px_gpEW@b~J zb;~NL3?6`cjbSR?#UOF|R4&eE((@@|eoqatg&~i(Pbzc^YsuZ?ix!9a6@1m!^{8!V zp3R}1$3Kgx&VRKPUq zpD6`usQ6^9hoNwY&riJxJ&#yx_N8CoR&`^PQL1zk@41Tz8!y$C$CNLBAbUG+ZK-5r^0R?M(VtIL2H7r zDMA)}8TOH}dP1oBNd$mNpCQ>Jo72aVmPhN&{nmClCqDKy#)x*3&uY@hvXOhU?EJ7q znMIq>6HWlRk|F^xVN?^$=A>>Q_Q{jCssCe`q?L;5*#O%onre3ihnkdX?to#|0kBPP zz8nU2@2ADCuHmOds$H?^P095cLwtX(pu+CSp@9Hg)P&wW$MF8YBKo zh&czc*L~~HG~>~hOQOAs?fd~lAmXQR=102uEj0q!pV2cErVENVHRyp)PW5LWUvBY+ zh4bhVs>>E}(}L<{IrDUkn1DV(3)>LbW;nm(RMm3VCn4NU!RDhit7zm0;K`>J-+S%1 zRKoOojIc)N0WR;U0Q_%58nW)*#6tkceG|kHlfive^aTPJ>+xFG1x0FsbjhYSbYq#} zt(A;zD1ptvpKG7Qsyr-oqqaf-KUD!*jfRoC_oAJLeC<3}t=b${`KA138`-rWB8xUS zK@%dxR6BomIGG}7X`xQ><6_>6SdtHXWBz$2M%0XioR&gOI*Q5Q%h5!QhD=uPy^8+! z0M1vg^Z0N`k3(0VNN#?EJBRyR5ExHE)F}wl?s1o@{@uS;oTfm&LMTZrFq;L5cUS^m zPJ)7@{JZ%L73Qp^)3DWn34I`ydGnnM;!_NwZd03sQK;eWhQP%yiJK6t@s#$%5-Om( zyT?@^_#sr2BJi5e8rviYksGf|XPv4b89-lM#(xfH*o`eSdY7POjJ$?^cQeh&J(ell z>|9#?zzCVJdQ?sGiuTB|v?^$OAEsc;t-;Z3>zE_&$?-=}c3I@=0iuF3y12m2DG9HRxoIIPBK0B;p_76DL?U;b2MB(Gt2 z8KhCV_R?eL9NdaXDOj4&a>N&^J-8MkP;T0#t`UktV)Z==1rj&j5Huf?H5^UWUbcJ* zkFHR~d}*}OA|$g;N53L0wFNTag{v?Sk(>{&q0c&(+DBKqL zg;O#8=ZHCE7rgyVxjDLpLOD&!OUr&{s*TnU&mC(s$Q~p0L^L_;RVxxFdSM<5n3XY* zK6kR)#KY%Hv9h)%49)~!LgF*1pTgx+_qOMm0&hg-K7d{{j{IRETuDv}qY-LFQ>j$) zZTe`R>E;GgVxFLo$Gc3kQ_|kQ?&x6J?+&Znv~{q^mkGnB{+4JzQbBR89&Py_&DALr z$(cO8(IU!CF|>q^BideW4#u%Og&s=N+5DkxcJGUO%Ae{8g2jEndmf!fq$T99tC-QDk11mG(ygIE_ zpqc$J1Tl8Kg1Z0mb}cOb>8^E!ali@_Qe&Z1L5onPnqEqEYCR*MQioV*`rez;dddc8 ztYyVRs<}}+!V589Pk7alo;X_nbA&WfU}tdJuh!rg{z77oyb&cnimab#e<)B0@Knx0q0!T?Q-#47a~)A{nP0StB4r;L#3N83yL{YKPWD>@NEJDevMdtw2+C}ZhR5tG%#FZ{PJ0o zLr+xR45`?7meYsXc}ao%)l1dP4{YiV)Mv)Zr_+i0Po}Zqi7j6~HMN>|p!^`}X@lS4 zyBD&LC@ybF2!?cHm03TJm49NK-?^ziYJ4U=qw&+P#XHj(jW)qmC%A=Xw_hDCdf>_W zOU-FE7pi@yKC!vPI=;$Wvi7b~V%&Mow!gz~>F281+{tl2U+HZ|cU9e^n$4yY(ING! z4*r7PX<-hs?Ow}gj3&d5{A1hw({*K!z@J3N&e5DaVQ$YRF^?AoYSU6X5P!^ z>?dEpk~UjBQB1n_H1ya4s!iI)%QBL`pLBX`^)|B{Fdg9 z{F^re^fMY)Vt$>!?9BuZE2N2DyahrcRwP@NBs;{N_lCR(%|#4-svg^Bcqx^BXOotb zT7N?=?73!64`#+vpz3V?xb`<){YVKVlQ5+~cIIoYYNNB~HF7$0-A-iZNXD2?M4Ov^ zC+EtpW_WP?3@y`fmlYk;6VF@hOBG^qS}qd|v!q3dwm19FBk9ZFljvG}W=EUgmomYH z6ch5PL@6l)8DTcIz^>@*rEPR<6K&pYD1arzCAU2vuebI}F!An9o!PttN&ki+aY8ru zhC`)K}_mAUz za6v$dYC-E50CpS-a zI{LeO6el0?>%FqYofDON@M|yjG9RlA&iDPD&0J7Fu!dw7^n8E!bOfWUx0ILaq?Ph? zmub@O4G_3|4^jR=mHsLSX8wvtC!;!D`x=Zb2nAyB{z!1PQÐ78c~$mm;VfZqpRD zSKs^)9Ur_7yN~@9RO%K>@K9v%M>=@`nMUpw$ePaJ_5O4*3;{>4QY!t&!gQYFNe)j< z$J&lpovXR^DNn|8Jyf#@PE`k)n04y0P0vDvT5;f-{Xh{9733&2+N4DJIASLHG(s$; z{&YI!SQ}t>QzCS!*o%V4STPD7Xnn_bWy&o3!w=LyYUi~lfP&>MnATBi8W5!Xc#<03 z6iD~$MnwCTP}N~9`8N*uwD|~*7ZrL`Ubz<_K{x#U*(dWs>JsxWAIGKQ=l@XuaDx_m z!m$F=h3 z#C~t4a`z~)zo_;NECVBT+*MDo;}I}GSD!lN&J#%8S01K{{)r#qZHGKsto+moe$QmR zoZD+!i%Q!OK7w2~@GS^rvQ2_L%sYNT8^kl&!%H8ZmoBaagi5@kGh~<^YZ6B`j<e+zw1xVWH{O1#WXR_BQ5Lmm z!Bp?vC}6CRFVV47$X)*;shejJO5Urn%~}egC_~QHzBCGK%a7RK2cnP*M42Di9WK1m+}iO%1~F^bHf2*d8HKRf7+DVCoG% zS3I;{OMtF=+Q~JR)a={wK`*34r-c$BLE)~Ze-+%{fMk6vBshHItx@I`#>WhsfaK9; z)YAjjS(Pl3Eue>uBJNm$u0+T&PRFevT#xXuhz2s3;Aj=?+6s?l!=G&Q{AvxZ6csHU zr@3t5)UA5fs-)(Bv^SY>MM_tBD(>xaQEdVt`Jd!cD+N38^W@PPD2_f}d6vSn={C;c zj}@@<44+R%uH%3}j`|s>Ub>>FML8-hUrNiJCMbnS<|xpR0%37W^K> z%rDo&I?R9*(|`y@sUqdwPTAD{mH2nExfed7wnh#t@g%}^JCS?l40>V&*tKiZ^ zk4$&GRawLsu`gT+OcxI*QKe_GIF2!>zAIPrn&E9SJ?_;*yWzuCeAOV z|1~Dh37W)6_qRr6*SbR&2mD%s2UqlnU6s2DZESv0zj%xZBm{@A(uF~=GYEW&A>JoQ zzi_wDhL-HC8v)gHib|ON=HOQSL1@Bzm|dT_^yXd2JreyOnHy=B2Bw30`(&DkZM1_~ zj#|bO-pGhQS>Fu7V)lUCk1Y@Fj-PP9UUfU6?Oavj(|x=t70^aLAVy=D zjxk&Q(|5p%j@Oa|{NnvPTSf5PWI0u?HM;>IyI9@k`Vv5$YwDZE@bQ)RU2C$hH2LKg zBlX~P0-+r1Ww(3jeGiYMb|4H#(6sBP9Ycb{nt7)8EXSvQy zyb6S<_NMWxw@&?6SIdZ>yVft}>Tf)oW1K&6f!Q+uJLH0wuP{)Mi+I|#us2Q4gB@_N9cqZG@@e}G+0F&NmWfCn(!*$Gx5_c?`!Uvf+#mCM)@Le>OXb-PIU?QqijUGY5B zE02TQE-q5HXcR^^3+Y;B%n0~pQ>tC9$@n+g>bUnV9M0~*uz;4DoN$<{(892urMY zPPZGAmF=ELBb4Lc0Q1AbBilY6&*QW=?zvrm`)rEqQFAh?d0bQJD7Ps^0 zTee4Xls`jv8nsc>s&;~f0GA`1wz4dGvp-#LtQ{!F!$ZFoR_kL*-n=Ue6?p#nRlnF>TjG?+B*BI zcn!0){3(C`44V$p<@x*^X{PsX+k#)nW3Q2#if%{n!WtsiO{pPR$e477yKdb zF>>?Qh@@)KTjClioz6fH348i){)YF|9WBqq2p(_9U| ziYxjU?HZG6GHuy=;qe|VpFWFVT>C7olixQ0X0EGGrFXTEB}JV78upT;>J}vs&Wa)` z`S{H@uTf(e8dvlLZx#b5GVHZ>jLL-#D`d7+TBK79ttsc?AAeA8I*XGu_}xzj+?S#a zoSKD9+Nr~H+!+M2pn6^Z!l$pCxp0WA+jQ=UB%zFZ&DSa42kI}~U3NFEJvW< zWa)oDfnyaHr?zGAU>-PnbN?%`POez}7uYrrA##CJ!fo zFxR4ErWHiQn^YFT(_MVN&m<7vcarRJXdrKJff=;OFUzZppj4 z{h^_B|MIE72$vc7EMWuVF1R;60<_0Ww?v;6*h`Yy8IZBu-uR}%W7<#)-*U6`X>dd8 zrCHDVM4e`McfK>n!(?F9`{zO~!!@8thMh=muAV_7cK4737fGgrQu1{X1)@C!gl2z_YUwv}ddYc1lIzbt z@vmRk!~!Czu)BNLDm?y=(fj9LO{w3CGiRCNTKWC+U;mHq4>{#<3j8xkZ~m`V?tk7z z!Hq*C_Z9Q@)1L_7Ux#4-Di*DoDV=(-x77`9)GI2b4L#j)L_%>)>}voec7mu!>g*9> zpC~G8^Ed_5z+gL&35F58NU5wtpn0h@=hR5jPiQ}ev{>Z7`Mx9;BtqKkB!PntJ!p66`97{bt|FO3Jpz|^WT?skJY5l|PbjO6*g5tHz^ zDG59!X1$a3f*nN0@-bBJ@ImIIhXBA0zs7C~yMDO@5!8nLqQTj6LeF!~*eM^-q&ZAv zB}ny2F7nxr6eS>Ht&Q2N{kYLh&796YS9K%)U|C_km+gz}-XqFHOxG9oKBGwLLORFOvEMdZ-?>f*?8TyH3z z$N}2&Hqhmlb^Hm6^3>CL0g=<*I_ErLdGf``u3Gdms@ zj6IL@M1z5#y__dVEs^-IkUZ+Fi(*r^&`pQ{0}tK7E?WhlOK45Ox$*8YGtaGP0LnW- z#%eqg5uwa7MEK|N~|2jKE1m-acoeL$aMC2Az%AmW)s3K?2f=(PA`2nE9=rq!%L5pMZc)kq*GnC zYNdJ0*toy(z`|jc9vDYaq(zHnrO7LJIN?`I_dr*#ZR zXyGZ9D^zQ@dkn#OU>)?fLvqZ|!w|yKFXZTDUSXQ_{SKHOWS9n~%~w6$*+mWUXk>Z- zD`(Cm<1^YMHk-Gd^!N^sT#!y=A~ta|^a#|mp@l3r5LJV2^?(^Tei{^;C68t6GLa8H zz<#i#p36R5Vg7-W64YXE_f)R?IS5W~zf+{c8^+9f2_A_aWuKv*#VUtU3vAwgn~|s$ zi4v8aZf&P|Vp}XxmfZSCHCdR`$hd%5aIXLa6Nso#3usi$PEYAx{CBS-*^=?ULe5BlGye^920aTgHh_)KuIq=d&xUPbJC@^y8$gc ztI|b@P2K~Z@%pRuU0SXPLBbFL4WdM?mGxP>kXKB$6+EQlLgIMag(3Zh!EmIAb52)_ zvQ7O=8YwjrtJeP-Oz=R~Gnq#-3#%)y5nV?rk8co3FJ9Ei-x0OGaxpxdM^M}tG)eC4?rgIN;4@@_&HF&zZe-`~jT>msX z(Mv)%m`?jXYL^&Ybw9h3o@vTfcTZ{XP%3B$FtI>FPwBoNOCPo2jAAm5l)T(H(l`6` zGeMt_g6WTQ0aj54i18~`3AhLcy`F9Eip4Vjb(PGc6=d(I&6&e9=vN8Un!3GkOZc3P57Y4=@LpuDoY*vXVCPX6<EETa`Rxzcodi@Ir=3LyeClMl1>yc|j2l#G9M}cUY%pl2)xv=Uc>v#+qdw+G|KvE~~XST&$5Z>TW)M zLSdIu`8_hY{<~zzQ{!7gt8t%|zTWNk`OezOXL+z@pHV2~kl<{qU8>m1oa$N>PjSP< zO?#b2cQV;Ro|sbvCYg8j^VYH#+7=5nSYj<{X}u8H%0;u5b=kvp@_;=&$lU_g{!GO) zKBe@FdN7iHzQTnD<(K*x10#?|uUQA62JW6Zoso|da4AMDEo`?uP7{@)(Enz9<}VmHUddscxQ>vH`kIc63j}#qthQ)zS&&CQ_Wwz(4X|`; z+;)+W0t3(OAnc*Z7uBP~z>lNlVT`b6oT(*~(jbMaFI-R4%6(iX`>`Wys&28?ZkDv! zt4Zt|6iZl7H3gvkvq5i3$?U~W}FwbQ-U)p!|dm&pC>s39#_111@ zeklJWPSX#QFik&sN*JX&DZhMvoX^biKhMBNOI;3l-3cpZBUrNbj&G2S)ZA&5Pto6d z52Xt6O%9_K7Q=^_w+)++X^lMP`=9bk}_X_It5A#pngDWpS+zlH-_ z$CMOdjK*n-WanSg%=??<1VS`<>9oW;4VEj+?S`d z60Z2aHxTTE!G-IM@|Jfdp~=PdE7eg6y%Ok%Q?^qv9#CBb&4gkuSJ$PuUDAK1hj}Dn zGi`kgCvF__AFmP2tODBpG91~H-3^0ecS1$OeOVMv-FcLf{N1Y+2&*R(uU5h3k)t}i z?Hf&i6|x{^hvN>P8xzSLS;hW%3RzQ;@Yd4Dulg@0ru(8Ec6B!}ooRi*qmTs$P*E9- zoV&8lA%uNJqE5TIU7~5n)x-lXMTxA%ia>(D3dyuEuFIXwbPgp@-i)pi>B;>d~fojY|;sA(0#Y@myZ>|Vm?4nSf zg)PLc?=CTsoZA}xou$!h3DKWt(pmrv8<~OI8RU_iN=fv>v+9Y9X9r_sJgEAt+Xo2< zI_}F9R!wedjXtGK@c}I%s3dQMMfNs-tW>A!6WPCB-k>AuDB z5K!p9Rve0Pn0;|N89BZsCi_pLdYf&ri3f;55Iopt%gPU!JD@d80*@UinV*f^1`I&h z|InvfPf^MXy0+12Wi*x6Ocad?!pd^I^{yoc#1*ziAA>*c1ANH|TZ;9Iy&rf>gS|kY ze4)1u?BJugWX1q>PgRZ|wV-QGCMmCI0w_HC)5V_0sx%T;MjNnDj@Ot^oa%}hdZPFM zld=k-w3=+VBPF4yDocittfvg6hUqD>2OnoB0z7x+*2I~|L53d`k#qDiar4*!n3zAG zdPTUBG`0BdlzAa$dal81lLHc`U#CyOhU(d#H+AIR)QlYAc(BXw`(*84+#0|R4pVa4 z0(H1jzZ!4w-M}{exaQUEE=ECf>^?MVyDqPJlK!gcuBl%>9nLl#Vx`IV7dCi~EF}}_ zw;n@WsRFEV$>Od#Fz_4T1IMdvMKGNn*oUy@>hBsJ&th)S+sa27Kq^VK)I)lC6VOfa z?WSv?Es35dfItc@X(b%aPnPcYD@1q-Cs=0JT|1#?*^g41&^hN7lV#GfRUCiLuu7QT+-=va19=|TJw7}6e-K-C&;vzQ?(~muaT-Lr z&me>?sajRflsOBr*YSdF{4gLW^wyg1w<^+^SSfZqN^}BBOgb764pTMvACg zz6TJ}@$A$-bX#M+SZzPVWyQok_&|=&^0D@0izf``_)E7D{G-d@kyqg17BXCU8Y+cBMl{l92CxChrqGD5gIwyD>Yw z0!c!k|L8XBOn;`VW2=yIYYe?#i8^aaL)yw*^$#|b_KkwC3KR@{qa;o|J(FO~oYA|_ zE`G9Kg(bz6YcNSMg~ObiqBm(~xQ6Artj~7Ex877eLfK`n%_Lw5&ZFN&?wn>F_hB1r zxKS*$x*-x^hup^M+>1)5PHu|T2G*T(HW7ZD6uqOt=fw}oze)|4Yv=`|HIHN%-$(wf z6#WBV{PQb|I=Tw?0X2*BA3yGYhX4d1CqLM8)ED`SJN}n<1&9-Bq8Pa4CV;d5Uy$d& zf1NTzg8*>rV};Fs|Ly}(zZ1PDFyt$yxyo_(F5W*8y^4nd&fC~YaVXw4?Xv{f%3n+ zH$1NCqw7TfZ(O4(5d$+Gk+6{))s&R*y@brSHP3?Me=g$96(sL`224#w4T5v=UN4|H zPs;uW7x}^tcjvS33B(^(gRsP?MjfegLTs2}IpPgJgK!REMCQj|ir{78Sb6?Y`uus= zQ=9>r{)Yw#LeQNkkO+0fcvk6R&ZdZ6V=f5#X|Ts0P7@;6;;Au3(n>O6+s%ah)+S~Q zq>)@8>ZXz&KIb&951xh#F% zCZk!Xz?#BE3v$=gi9l(h=^e#=$=GnWoInk42k`8>g$914ZG*7C2jeB^vC^)F-kpLL)th_f)x zeM0a#tRiI%wCw&`5U5PFzz2vL_?w#RWyS`}d}bh8z#c0HO~$ekv&%avB#9fpJL&s= z29RNB$?&zrjcI?`**^}FMm%FTqq2iM;Ly6DC-1lHuv1#~6aG-tB5Xg%5kM<{ba;^K zGToxPfsi3!7vR1FRF@STDd?z=u!|A-=z{5F*A==2b0{di-w9wl$C)!%%fS5(s?W;e zL5wwXd_l%ICim9#hUFhQ-tYOJb0NTPRs-p|35p{tg+UON7hZcB>VA^(oG)Ze?{{(& zO?jp7{ix{si8Je+v{+{FT*-VeMhf6oZm`XJr-FX%zqc%gU`ajzS81u}B1rILLBVFO)5G#E;d{=Y^SdE%?#5yvm zeu6QNLObD>IwlGP1ig~@abTToXpNv8p%Sh-?$F03+aZjH@0_H^Qo)KpxFMEQHRI!x zpAt2!ak@n#U^?yzV@2wwr~OnTQ${ycZL+u>LUYR`YRA^JaRzRU43f8ODKGHG-%|f~ zS}9YaVF8mRF}4{k+s$bt5ifY1oDG2L4`E&C6`$17jx7QQY=L&LCD$?O#dEO)H9F3E zQpabY9F>xVts{Z!?-mSssuV%Rd3_g5N9d92Nx5CX(+ebQp*rGv3e+PoYl#xXHy90DzJcHvN z_2L$e*k&+{%m>Vy57m~xdu%u1qD_h9K>9=a6<7s9(8s>QrXYsh?=fU?O;c-davQCa zgBuUzrlyU4zULyU`1e;?#%^EBgwW8)`o^ONgr+bUk@%-Po3^{n4xfBssTj!y_G}@g zkf%tXa1|_|I>qPG+^#cWo;Kse*=Q?VZ%a*iiu2AqJER{Pmk6mwY5xo`*AKJ%l(+iz zk09dDl%~QFz{{%a%S0OXwN?#Y+Z5?pWeLASbhOj&PvVw;5BI_JuQl+IWG81>PF-xXMK}woj$!#Q?v;12X84QKuSs^EP(YP(bgXJgkIpJLx##GVQ3WXFy)Q( zxGxh&P=>>cIJ!&9RoryA!vKD;W%m^hex!kZbf;D=9VyH4lGM+jLQL%4Y5rQEdmx)jbFcRvC8zrKmx(BqHG zm=~y-Zrn0*kwGAXHEtZIK&xo%Z(3+76l;&>hf)dZp*wGdya2B*UChhNagW5+7C(J= z+%>H3SY|ea&qU!Jod7wviQ*BhH3u)Q#~Z!&@v_R6U!8c>CMuxSL1%I&cHHCBtw(T* zxjPYw=K`(PrI9c3@!;#RPiAgy#_7IL$NHk!pDAUmVgV&1tELu!_522Q!*s@s)$Pfv*u8PG)teTS|VV|5%$+OpelzX zyfwmp+0sO$cVcFH{pQI*AtM3R^jZzKh))M||MwJqh=XZJl1)Ao zLMpTzv{m^u%gq{P%yAAUj}B|bhTr~hW0o8KvB{rzlS8O90X_JM+9FPEm=cGP$3B}q z9;ZSx+RFtJmuF{F7Nr`J;@AZ8y$Z{Szf|HBO1~L8?=2$*QsT9LhLy~e*!NsqJ_A{4 zlI}&EZ-{jihiWumoOTOhsjlbrXnf<8NWmn3lWH1VZ?xuqjkp-c)EF;)DGNH#H+$~S zZb~ex7UwI}TlMA#XVF5zY6wb1TyE1H@^uHjYeSQ9N$Rt>kG>!GFSRIQ|9UI6FAQNp z{(1q?-H;-ioT|f%bGp{T0+cO;wDNpit+xqVRJ{i-v|4`HZai3a{&l*;(#~xxC_`hx z**on({Jn%d2w5?1E<^o=B_{RnGjb*0yJ@9eFE^EDk(qdbXVs2u?Pf@1m>3h106qX~ zi~&$%T*RB4x)nZ;e;s^Sj%yzm`WTF&DW1&h=M?fKE%eDUad0x^7#lXWUD0_d*{D28 z;d6ruDMByaZQ^T$GL0^&Q)r`n!s3?~3P?^$Ubj8~N7%QJ>*L=4SbZ~5lKg#|n#U(J zZ`(i5m5XT8-b~2bxn^yYp84$D7V^DY^l}oB70>2fzOj2l(&-G}6bI4R3{ zCj{OIbBC-^+iWAHNY7*fALo0t1v`9~D4ee`TPiE2NbGr$Ero!V->3c}pB2bNU88S2zA#00T#i*J7(rhFZPSpUxQ z|GdJEn%$-FQzAmVMUtXt6L_er@S)7!_A}Z{RlE@#@y;?AND3$48nWI1+1KCMi&ioa z5Zrt{>`51zkxHNup%Q;Y?uKg4zAt$6{n^)K;>Cs*-wsJ`#SEwoqIJW)9>6>Vgr_2l z^2juF7>p(6uazV82}&S)G;-dA&JUI$M2^{l<20u`;Ceo|O5 zcfO+6+Mu=bSd~ijDQN~uR@$AXr0YE@*JzD}n#_*wuG#7v05_mFLjQVs5fF${ z!%jP+7xG>p+hQq%kXMb@i5B?QhgUG**m%o2F9Qn70N04D4%!6*boIOb=ZW)6WiRjj zblBrutOaX=u1YC>^Jj#cTbk5r0^QZTQ!c2ERj{hiL#uAP-#>5OLc%%+RGAe-A6+pt z8{=>Y+*zIYEL3k*-COBm%JJV#l!g_n76P7Jh5PTkCHw=Oy|;HSVf$6}e|+mpH>x;O zuRWlv%B`NJ$>=Sa`|bn649<^L7t6RGoLo(#!Lv9d#5-0+c%K-e(d+Wpwrd1*OOh;2 z9=$u?5$FZejl~|hI|c_@q>GR?h9&L6`6ikIIIsqxk%0Rdt{@6ywx(6eFIhA5G*jf% zhr-i(ojgrHj-7c&fOwN5p>?m=xpeV5Vy8fODc$Ea`zhjmiWD|ER&&7A7sR*8XPXC_5P$Tbr)(J= zBHW6z1BZ@)@{GNG4%t{>R8j?{ea^$k7m7u=UtwNS0sB4hX2W^~_AeP0mv3(=i)lxX z3u|HRC4&=zc&@}`)#ASv`k6y6bAj=kLym{@hrE@fC5tCvD!lvNp~PczR3193gSijJ zDuu7_dUlPtD@;uHJY1swOv$bkKCyhV#njHdg^ADta*Qi-_X!(lQTnK9e%(q#Q#-wwe%c!DU*O*)u+PFADD zueoW(2klx!*8wc_vC=Y3%h<(m9Ihff|JE-bPb8VNM9*e*|K8E5DJ4vZ`idcK*HGtY`<6o`B&s$P zCT6cR#LD{nx%UpQh-&7gnyWL6NJFj?nI!f8wwhUnu1T+2l>B4MUGHau*=n;^qk`O} zN`MiO45?0j|5Q_c9A=>}F0-4hTEZk0n%rpnXpreOn;cq*SF|B4<}a+;Tx6mC>-h-l z`xn;T;s4N?H05Jdv(w%I!ikj_f;gXah`AvpE+r+V9S|;3w=MTpV^uNLxVx=CuG;5{ z(dFP8&d%%;y4~oRR?W7SqgUq+BWFI3WO>D=_f~9)Y@-kddlN9LedP*mim;#5dQ}%s z4H>@O20#=2<);dSYv1fwteg{`E`~a5M_lZ^iP%0RrMfWyF#Jx@aI*46ZxeCv>(t`7)gt&f zzn=(8z-hvyKq(=;n6}|V8n<%>zL(?hLd}wT!)~{q;w|^=CQT41Yu)1M3F%QOOo|)D z<`k5_6y^uqovfDZ`4gyw)PQ0N9uTzaZnct}BHOSyWv$N9W*kembi%>m#A!O5F+4dr zrCAlWPqfCg{RkHG=f!f8z*ERSaFM&`=n0|VIhb{?QuN2{uR3D$sb_oh0pUs`B22JWrAZjH&Z6WRLix5XqcKEqeS73Vy{$f3g zghvl2Ff247<);ah==k(0Dl5UVPOsjz#rE_+bgKwXq=>rEp9)=D8F`W)Yg#;SllKLb z=*^vrEcfuYE5rmJ!EQZ6xL^6%s7ow}^iPcamJkj4okTtGNQJY0t_VqS?$3*L=@@eT z$1~~oJH;@-;u1p-gPSvhR|TR@?_cuE>-R^LB>-c*SNnx1(;gnfG`!Q$z@>0R|HhHz z?qJN-5!tyrbx#Bv-V)Uj;^PB?D>hDRsed3%py}lj1VlyR-j4!d*Sl`iC9&ok&Q4AX zToQ=ILJkhj;n>g=>$Bg!J76c!b8@xq&iC^DGtK$jn6%lxUs`#p^b(MjmhhgG^3)XU zMD&eRSOCVx?tlF!q=h1Ua}_m~MgZrl&V%JO4Ktv4gzl!*JPV!Ng^c_D%b|uTPms)l zYy!q$FcamA%{vmYAx6fU#R3B~5jS`{Y0AjCv$}AQYj44J&>et_KWw8s8@+L3rK&La zspQGV|IQ5fSQ9at!Vd9kMyqLhHw8+IN>^&eDDD8`2+O(pF8@`1penYES7{W)H#v9KODvX zXN3L<%;v}f5F5y41JThe~ksBJl+#iZ~5&Y{*ZkHO8?}JPsqd)rZe}4S$ u@9B|K_W!?_zmufD9}7J8|4&aQ;0V9Hz*snMc%Kvne^eCJFO|ug2mU`BFxlP! literal 214684 zcmeFZg28Ul1kA^Upy?u>Uh-9A z&^_+Ya$R4D=xsOB)VnLBAN=oA$X2mBsz4g}Y3N7gLy3`WAN5|npe+cw|1tLwVT&%gkDL}dnjY0Ov$3j00)jS%BwjI9}aF4VyZXq$VP+M)BgI z5Qb1Ot5+S1b^B;k(R{_wt9JAWU!Cukn~Uy+NpDFf+)#`rjo#N0`hlAe+9T2y=(dN; zqL2MDf(+f)AljAUXm+b*J=_ohY(%aubvrPH}FriZ47EPG?8tl#o^S!;Z0c&(n^FzN8ikE*dXLnA$hI5yrUme-2-bVX}#HpaXkx&k!+IxeF z?5sDO>NjB0K9Es%g>Bpqfk+0-?#|qW*r9m3 z4e(uMHb#YBMZS379QLe>DkfKiRbR)!(|G2t9kRp9TdxIDNC^{=2U#_^2kxKeI(y3q z&X)RhIvl?jfP3eu=gA?2BiwEqK(O?sS!wTh-2PX2-;>o4^VG_!q@B+lJ?m@lkW1O< zpQ3KGX3*}|Z#NK)ZA=q3&L%u;WXh z+KdO-2P#*TpN5ltK!M;f)|4`llLOHM?-4;T!R8|)H4ZTHDdl+t`>JER!JKbA(@9H~q2 zZHmK?L-UY})NwwgETsteUtbZvkk6F*>C;qLWHA5w8ivq@UO$+ z3&Dy5zJcUnKEwL24~ER|-AfE_aD&TX94>=84^yq`H|40bw2}v96&2$2t?CfV$)d=V z6rzQqBu-1|9O+o(`5zs@=zURCGDWA!9OmS7baa!|a~kR;I&}Ol2jc@px((GvMn<(w zJtY=PZ2<@yQ+hs(s>#wZw9i8cIm>$yx1i>@JMFQqKF&HHW8}zzaRkPz%xaG7O_O`o zL<>9`A!27vCgtsIm2@n#qv9_;jFJ?po?S15vxdyx~TAlK)!A~*#V2|(jUV@OmQ2sS35Ji@oE*DSTm!9CWkckYo zHtZixWr_#G4|Y?)kz@3*ZY=pc>=SUkPmn+=X*z&i`mS+(vLP4%k9Kl*y_F8PBQ7d$ z?=XivN}4AA*A&F?0CV_h*tl|2QC(qDu|!u}&GlAIy=55QdA7gIAaA{|jd_24jW!z3S1Pw#>&#FSQMvk- zmloxIzSBbyE`Y^h!}FxR&T3_wwD0$7{)h&X)GFcUak$u&^M0lr#?t@WS-sP4<;-2K zTyl}8O0Mk4CQY_Pc=d%{5F{!RBs()UIx4nv!`elJt?Vt}k(cIP&^lh=_-hnq$SH|g zA4cF$5n!UqaAg0gkS=u6$J_!TZm6%kejf)5#^0iq({sDO-fFTpL>;d*S23Tj{XSl* zr&nHHZZuJ##%4MB;(8^R)bTB?$-KjmV7cq@yF>vu`{_eW?wSFVr`*5S!)g>T^_6Ph zhYQ{0s}^fE_aQIb z!mrJ0+)4$3@V^R0t02S-e3)kW{O4!f=-rYA`Q%nSx+oWOma)&GQUYJOtY*8_G<0(w z^p!hag00D0Z^z^`0<50@HS28I{Y=xn)SK^4WVpE_tr$Qsh-_UU1cs?@i*8#z<;Hzr zWMR2ZV7-`6A?nsUvNjmqoc%i4Ot#UQ3(~a%=Gz>1n!;c6X88#i$G3is&$S91fQiZ> zd-E$Vy`Mh*e`*zmGuW0mAb&}+6UY1VV8K24VKp7}VxXk?#)6?)#Ka`G@pO|HY@R-<7^L93;2A;3DVvMPBIINNHsKobN7R zGk#eD=RWDE#_^Z3(gosLS1P zmyERZ=cRYv4^WqxMz;zf=XN9-$@85F=q5XV3-m(!`ewJZ$|v(PE(0>h8QImVxzw*z zGI5A0a#B1Y#4UFw#!RT~o{gU9J0lFH95}Z}(&ks52n(BuRS=4yp9-}y#-CrWm;Jkmr*X(k*nBA-5FUb&2=t=A}-`r6nKowF> zT0J?jJd+K-tX_9fJu}5zzfC^m^8htX-D+6TO(?4cRfGu?@VMAJ90dosrUm-643(&M*&n6oG?r|f-Sf)UaxNyDdQ4E7XY1Ewak7&vl7ygi z{;m@C?W9mNY2Wy`YU%L@GcpQ=Ari#{9I^Y7^i z!h1{0z2F#4yAl@*$G+&y$U!AAI#R6Xb*{z`e)yU2y>##s;>u_T2UPYswF1>+dX$Rg zd=<0=x$1~Ghs}OW&WO_;QV!`@kVZW0K!dh*-K!6%1X#*-E8TZT9q2MsCAwAc#dPRe zh%A^V6R#6k4L?kRt}d5+b8(Ma3eCjcz}a>&Rxw~mcDUwzdYEVI5exA zDG(4{CHk$8i{sMoBc{Y-RsTu+SD<7_*VQ7pz* zWsrA^NGW>Zz8typCE^_tN~Q>1(ps;G70Ycbx!+_2=Ulvwy_BL1Z8Y=n39!VgpR6SR z)FgVtFRlp`Rk3aOir+}&2Mi3dh^})ai?1&kmI)QLuJeqs$%N%ho&srGD>_oUG%CpM z{$hWwsugAM2LLrZy@&$pElZmwKQHFH%-(+^u=gTy&J;?ZGVn!ar+P85*P_qz3GzIr zr7c$of1R{Hq~7I_sWUxhlm!P7%RmSghPXd|`1Mya1aE(-VXw;t(<%}ZMYAD4ScJ-7 z?D+a+D4VbGkp~UC!m0+5jHw74pKE?7rHOv)19hs{arw0S4)495!vN>o>#PxzQsnGP zKM$itO*}^2TX08Ytxjth50Y;?Nk41U}X15BD6>(K_1xu-A>ST6#Szv1b5D%lEQQCG8$ES2c;@0%dyp4n!`#Kux7 z(uzVr%*M^gd)rpn(LXuU3^RR!KI3yV>ZJYC=F zZGqR-bJi6n^m4OMcxFnUJc5~dv?NgOR&%FevL;AI$M{Iw5`>7U(vdY&+M+M_i(?t z1Y_zZ$`(7}f$3JhydA>t>ZFWyWD2$sq5VQ+spI?o$9$c`!1K}^D0F8Cavv!{^1WB- zem0y?IH{dwQU!Zh{cXZ}Vb2?fX{}kgW!C2FrHA{ijZF!p8v&DfGj2bLw;Sw>YeQ&J zSpHh)N#D1C@?$+=u2%;%isHunIX&d9TDIwgQN4xx3%Ver!h!8{>{BnFjRdc&W<_Ke z^+a1ewc+*u!9J-F{n>UL6L2$Fkv#(0=^F>Dpmg6+{v@%0>u`2Tm3Baw2rP#K`AK2M zOZEGjCGR<+Q5jsAQNG-Mx5lt*>$Badp={YgLCpft>$k!Cu=;v1w0A6REqMkkR3Q=WE;AQA*bK==r0j}Vo>f8Xr zkp}fvLh}Vof^|X2KG%wTNAWC!l_+P+r$Q0ovc}Ji&L!%k_zG%m!x;iX>B0*HTA%2_ zFvqYVC#xROe}VOEc*;>%X9c&9J@lLX+R^~Xo#E5xxhO)%Pgu&m+BQu&6q+~H=qA)G zeXsmW6|VYG<024pYpH>y+E=u*0q_6|s}2Z~5(jJ!-dk7E7T;z%#!zPJf$B^EacRmGPv=y4Vk1shJ&2YtP}BEF$!N7Wiu^T_&o zWbCfBd@L;N*%j^-){sy0r^~4?}RkUb2X^C*`;p7qS!711EVb4uD?DaL5hnDH)07g37d;Q ziZxVT>kNHmUYI!G+h;P6^rmZX%a8^Vg|P!Iz6)+Y#0rcyO>@h2K6pZ!<>$}x298ft zX*Nrp33p}eB-?!d?2RZW-HiIm+h2c_Ddnt~6s%)>VS|J`V3+e;U!9mSyKQa}4S-290&Oi1tb{7m!C(I`34T% z+$qmhTNS@xP%kQ*gcb*`_9@r7ooEDBq2D*NJ`XYS7kPtV#o*jV>U{eQ;kAQ~xusUC z+J<{8--nB=bbyytTm;o;z0j?EP<0@g#{GXyMP!j|TV0{sJ@%INXArvj+k=KG2Pf3m zB%Vj2jIPR?8=~6AcqL?-k)O_p_b5?SWy{lTF4|_A1iR6Qn%B@rrVBMnnR@3Xmyd{K z`lEuAVpkVc&c@ywe7sMdvv54cI75`*Tlq=~Yg=?{8LoWbtX!m# zCV5(|kt^HmsL#N2E#bZv%H0SSGDsJ^Y0x#q>5~0yk}Q{M!mHm3G9SqbnsJ1V-iP2` z5QOHLcAevWK>M54C;FbOd<(EH(W;V8_gHY6`gCIBGj8;)#eW~HsE0!6bNzjY$@66d zCE_kv&L4hs`%J@`R;*s%Pz@V(Opo~f;uQeRO5ffJg>3928P2vNir6tv!?ncHtCfFl zIqrPs1X8jLPRHFy>nYd&VlsEf5!CRT%0_(zs4Q#aG$4gwC0sb}&#EzFs@;8fW<89# z%<765v)3Lg=yBmX&S1uFH=?S1ZG4Op_3<=fQNS3CSO~7zm{*dT{-P4?5^@YP`$yqet z9FoBjP$SW(SMT^OVLSC|+qXKn1!te@)>6E2@3GUM56L&`;8jQeh5?RX{L5Ax06o0i z0|_3ewjmj>{`hqL)Pz)p57)O{;2B{|Z+tEjX?wK@Sdm5=lpEPR$!OBjVw?{&aO0N_ zz&Lr|3i*h=*7U&Tm?>rGEz?7&jn=BM)*a5;pCV7PLYbu{`TbNRT>-M%d4(mOY~L9| zptb##oNZ@v-hH>&epHGE$wUI01E^Kn4Qd=teh=A-(Za>A5_Sx8-@@5p;hw!lG0udV zDI|O%<##S>jd2GEu@?Whx4>}y0wn?aihPv)`$Nj)Y=Qe5OJOCr*2p+UZ414O3#ewP za?WS2Pz}FCh?ods$x3!FB`(24(TBSPm?T5 zzI%FI$NBA>RnO=_kIR`;hRll6Q(X-Po&T1q!a#w>_~}B>v$1+C*@AYQw{VK6THm~0 zYz=+xT*fKN~y!%p(W@U26aKlE9nZ5|5v+%Bu5_-V z5+qAL$j5mMp9ZY>GO*v~$SD0>*ml|1JZ@=YvRE5>&?S%BzmkWE)RvF2K{5q?a_<$C z-W_0RsBj@#@8u&p+3|BuZ=uQkyqr8q%mZ)giTB&7QoYg&@wI91)VtUf8$HUoz0zja zX}m$xac{Zy^SvLi;?##aw${Ri#qJqZ|XHJD&HUMa*3qtUzT(}0`lmqLgd zr!p7%vTcwQ+O1$xZ$!;`0P!0T2bdUo3q|VR+bG-zj$f=b?~W|*YtvL`N+A}jQzBOQ z-29?(yIgQN=embO_6{`sZo$42)`c@@%7HZ`FTiG;{CEFT$dF6s@^1~KZj%u3cZZjD zhN10rz7CyIeBv3K45<-!W_Pbx8t4O{LTY)d3yAts&VR{6PeWr9zf#kVc=-hM)B;b} zF*1#%tM(x?n1pSnGKX-U2A2!KTtWNKhG>3^aOl9;EI2Sa%Di=5f%B_yi`IW#?tX4j z@hu+zW9u0)5_LcH_Ht_1?_N|KQ%nJ|5fD+SFEZ$P5WGFhNCOD3?os0u({*>pzWqXl zFQcBNgjWj}zISc4Q0#(57r;2GY$7z9D?{P68(8u<6!gMrD+VZ{b>FWh!agpK8cKWZ9GUoPWc1Cv zNvURAq3lRk=b|wCpugslFGP&;=#i%b%4l%~%Qr$=(Xqp6!|;hg`IvPSI6e6zs*S>M>yM&hq~_BenshT^p?ioOhWa~` z$^N5NqT7DK-lnrrnc~&V6(pZ@Kdf03NCsl-`m;LLVYmD#AwyKsmz|eip+sjZkK9al zbid1UYNck3@@1J1ASv|cRs~{1nRM$VSxgU)PR+6Um$=_g>vJ{5VSIf@W}}%DaGki5 z>}f)PwwTMbWV|()n)B}GXLs&{=cu-kObvT%-%&2k&cEFLZO61C!5AXjyzuu=4fr0kkYs*$b?o2c?Sq7Uk62{XS%GiZ?xoO}1I#w@ z6_xDQXl@rXro}2`ML(yVyCa^*rTY*C`rZO&$Hdb&ojSxqNBf5QA-k+4s2YGX&^{p% z_qQ`(2$oLx32-L*&-D_z>bnYPOkxG1Xm87WRo>pfx$MAC>O!0u=Vu2CbEklM=o%AF8vYsozzu*7g1zrMd$T=_ z-DC6=OUq*-`uR#ADQ~;_KQy79$sm~uN@I^?2g;FbL@WTr%aOn=fRICbgHE)Ju3f7j z(K39LzUm~Oz-;05crkhMt`IGwk{3~5v^-x=Z((4ZIGo z!OfoaK0B~8E@REn`1$-jEuJKavEAkbddR*4Aa)CScV7CR?Ef;Kt^Ae;Xs&OshfOy= z^s<`{reIh&rcDf3IV_@V{suaL(O`DU8k8tv0GDAFhHSmwCh`MSI`%;>oUP@;;v3u8 zc|Kwo2`*}Puj$FHcEOBp>FNG63-zgN4nE@8Yz{=|6X{gMgqZ6FiE9p2Ep$jCM(ym} zngZza#ZVHb3`)V>`P5#aN?zDjY0Lcy*2yef1}%b^O0@7amX}28h3EsZ%e)_Xqq29v zgzeEq0ZSknV%5G^VC$3=0GHE5;^7xH1H1So~zTxXTRyNlvD-_ zc=!>f#)K=BUYd}>&;|zfPBm$~JqZWw@#!>z3bgDdU;Nph+0#S+nJjVhsgR^ZPp4ge*I#zaOw*KKgdrHY6HbdSZQ zUz0+$a0!AQ)%i0%mg!zO03FN9ki!V} z?kX!eh$XQN8FP$jEl%$9_iRT3@=pL=?wHV&IF|K^^Ggq%HyD()PmUhYr!-ReoRD3K zS3c)i%~hXFYTHNwrinAJ@hYx9Y6xp}xof0ifIqxt1u&pR3j)6_?`3N+9mYs~!>9MD zDqwuqBAq&A0Qu%ZX$(ZNDoLr>*~iQ=`A9vP>Cgn;)L5t9i=Vj|gR`?g2CFIxB`TrM ze&!Na4Af_~m=sR00F%C6Cge0Mf?~HlV5L+U4nLLlCp$fCd3egR60Aqb@_sx&a)U)E zraWac^r=nWzFibE$=u#oy$gXOxG%zpEddMh@~4@5j|1Wf49Mo60eP7O@~mVA^jef< zGTDx=Je}J3=+w%ef7X^~++lphFaM@`!kFtpt9 z?gEpXqG?iOxN8_wphj{|S+ZyaPBD$M;fZ4~hSJEX(5hK;dDtTYcG7 zqg7>r<9lx{=RVmv30cC$(4gsR$-n3H2^{4SN zgASu@w%b2uKQNo5)%h8wH?|WoGD}g-7qRK z@f-RoT&-c(lLvyjDQ3Tr5Y#4N8k(-(-_WVEch3mQe)Hyy{cpskt|iKCkX$>&|EV?t{b7%fVY zfC3iX8da{IL!EP) z&7RjM%Jq)sUc0LeXiGNM3Rhko6~Q*wu9B{sM|;nIjvYQbK&hMxMQVAZuJMlsnAVls zW}>NdGM5$PFw*tftApDIaA=Kz91E)`svm2oDZWPBi#KdbTnWcCY#;ba82YcG!NZ=+ zXzc$f2qK;sz8LuJ4yZ4%S(}d9QP|%7_*mwQwt+?}Bv52r&hk$QbHVmqb^wept)ow$ zn#Sb$<>Yxca0Ka)S7=mh!OPrEJF0F#3g$6eVSltN>bJUN*F{VNP_OTgGD=urW}79_ zp%Su4M_+W#f3jI3sz`UYhb<=n-{=LJq|LycI5sHY%HyC;LSFEEJij_P_CH_tokMz| zStbJ9QWjh~K0_P%haLhL#1J5jA$@(^McO3q`|1pc7p((`KL$9M9*QL35)R3L-lK!XLd>H4Dx$QfwTeEr2-lYx;Zky!Y)so9ofC*!XIi3SbM<0}ArR zTn3Q1P6}mW1iG19|rHw)!3A&xc+w%P6X4p zZ0su#^pZ>$@(M$qHwDv>lXhz3_!7R;`S0czDBFrEvOE5bg59Klcyr-G3m{)Y;A-+-#Zw+qB-QqtNz|EY~kRK6eqAjQzoT5h=1?8Rhde8;^D= zH(l_fx6u@Z#xd(L0r{z6QJ(K;el&p@M|E!-oUN__m@QUF=3hq#3MJEd`d{@RlDy34 z!Mp9nV;l`)a`fg6?gWAe9WLls1`*Fu4b`2%W`f~Yz?%ZA*mx3Az9R%|=BK_T0HoDV z3d&FbKzwXW3{L4mJNnM_cSGa;1XlOqFnuLd-}RtB)P-`{0-SIaG`tT4g2wm1F0?96|AX<=~vIJZ@RX}!A0A?#C9ruEcmzUSQd=bsx9I!k*O3S$ZQv(oDU=Rfh z)vdmgx9QO}IEQMqEA*E=Ja^VR1tJt96=(Sv*Vvq?KKIw7Ej~Vv4Z_iJ)Ow-b+zN69 zDOSqd8Q);$~^$$brCn`yC`t! z-|Jqo_yzw&D}jTgAF-yVrCD>r8?wmq7~XyA*#a7bR@b}Vi$(-y=i#Ie>!b}KXXATU zHA4$B9IbEOKfUn>qo2<`9ldyPTr{comFl^{;KOBhxazl2#R4@C2``Ko^?*^ssw3T@o-T$xyx{P@SkzP5Qgkb z6ygbo$_>W}ope)ZT_G{*XpUXo#CHYW0;$4$SQSwU9PE){d`68Do&HaXAi`4_3@zCE ztL%gmwb)GAh0nC+?n;RqbP{m z=Q|s;14G}`(^+VPmK3hE+xPfoTLGPb&Sl;%IF?39gKT?$p}{4~IUM>JseLRaU#X7( zqGjR2<+M8~XYu6wwgB~HJkWv*KbYi|9*tEZtto_b=~IX6OChSxWJ{ns@R-Q($$TWZ z@mB*{`_FL+g*5Sp!xm<`RDO+d|6%{w&We8?+^Sz|Y0J~-Fk*&+WuaddM7}F?j)gPl zyEcmLLq0`Tx5%>XE73^5fZ$^l>FOWS20Wi1xG)KCYk&~kY?URR#=d+^XNhjZ4| z*s2)7mcc{Pw-@`xf{A`>6u1ok|R@q+9X+72tWAIZ!Tn zlYs^9*t`J$-~>4kUZYB)k1o;d~2q~G#Hfs3MW?i6| zAEJA!Mz*tN{F+r8mva(fYOW2uNubLT^8MUP6>mge!Luih5%@z^{~5Eeh;<#%)0Z*)pF;3%z)G+PV~Mp z1=5)KxAZimUX*;(L+4X^rPSig2Zc^rI6Kf8l-_ zyZ69DA9?|)0|?XvRCN8aVvtX!v;}|?{@rD8Qh;_;vdo-_)tO`Re&_2_vzu2Z=%?&x zG;WT>OWihRqQi#a>EmXU(D;`5PbWZCr>E~$Vs%>!%~I$7f^*zGz`fNAi@shE4pAaS z&7+6emYA*C0K z&^&s-|8C-G-g$cyJcoNmEG~MIcWtm8GsSZrB7cWkK~e2zElvPpu(m0%CZ!$?xnN5Z zM3kCOvsGB0`GVK!x)~BB^Ely~Swige$V65YgrQ##@eqeHpr1r|??)@m$JU!~53tXs z(q!E(yjC>3jJ_u-hQ}{)-^q(0Q7Oyr>1bD)Wd^0=M>hd6qTW|361N6TPg>FuWj_U) zqPAOk%q?g2gz)d*o+Dk~1%%)FQzMI@NDmIVxkkc|PPhFG;(|XR!w}_(A}sBzG^ev) z3*Ct2g4}uJbOSjwl?w7(TcNC44dZBQNmy`` z%1u|;EH(QwuThxV4#>AAaO=0WuBV6ycqi~4>aIJyV+m|~dcVpmm;P1@4Zn}huN|{^ z=mQ#hZvyMw#<&W40c+rP3qZ04b~Xhs=P7KOuXFVz&W1yDsw`p$=Ky}1y_k*fOQ=$+ zxb!`Uz*j4D3;B;IAfk-n+qpHGBg5FX#k-XPC~9*whWlj8^$2ax4BmzYdSaXyoPZyb zEix!eA!GyIOj8sR`e)lC?yLCGncR!6*=Y$MFvdM$#bofN_S1b%?#6`AhQ)hB4THKl zX#=C^Kxi;=&nn{R)*^eN9mYc>c@x>FY+j#EX!OxPpd59T$w|#E9G-TE>da984O%`@ z1FYpsfmFYvF?_BG_k(aO{YGS4fJ;H!hBeh!4v*8g1h1Bzg2J=@TfjfABpn7gKZve(%BLcO-e>-sFxTNaNr~Rm>OQ#ha!D9N?&pOXv*He zfG9F{x)SUnIgnI$GAwSs(?#|Qj-QrFx51>hu+&6mqTq~T>odyF*MB1mUvwBv1o;$A zb#vETa~H17qeRn#_%4z;rY>TK%vRnKQyz-RMadb=*(W){Z39k0^|!wu0nc=u1AW?qT4JEpKx2AIV*>V z!9lohSQ#>B?!zWe96oFt>MgLJqxx{uJrGI9apcu#(Hr*tBvA8=L2-lqhIHX1u$6;u zW?US+OTkSAn30a0VrD4h@7p-=2#Ki|9LKEBGaV)2WV;oc6P4F%mOjhm$>VNRO_k?} z!d~9$u|k*sJd7y6R^}EQ4QjDpH(pjZ+L`SJ1VWy{XWNl2;je0W+a!JhfikMc?G?bb zkXHa{%6(8IsiXqVp2Hz?Sb4XY=pJSF3H=+d!=_nrBw(`dq8Avgw+j76IzP~1u5>>X zCb?Ft`<9_n598}{pP+}b>TtU%ZckIu331xH)cN8$65MsO;Lqa+ z^Im9`v?aBx$k1T)FOOmZLVnwF1t15+1-KPPLEidxGTiwYusm__NtjNASj`}ixVFBx zU;>N|oGVGEf=};K`*HuQB{G=CAsi60)|PD(!(*`G;C(3*VL` z8y_$gk=U?ux3PVVpKu5rZ(TV4=xCnP?!7Pv5AXSA&*&?mBy;fQlXsZV?GFdsq%1Ui zpDv;hj_pIXI{oZ4WzcFyIJ@oeHKB{DUvsCG~eF$?Z=EHe#jR z;jRx`1YlFLUI|(#JH+>=x4c4ng&z35dYu6o^W91WDN?TgFc&M5P`-f05$uuyu#+kZ zkYRp>%Mb_S|jU@`8+nQ0OBsc{0*eo?@A zf=X90WW=6fdLnvvQ^W!rREU*FGB?q`*_z1XKkneUQ*Jj9PJ!=;$5mZk;qQ1UEa-Za z(Fi2X_*T_3to2uo=4%1T%r@;1V?CL(uoCODiM0A8W{aWU;Fk9v((31rso7MY4@BJI z&Yv(b&(&<9)k((>qS!+;I710pMGV@yNxUWjno;7?&OHlIA2Z`eAFOJz$-~8xm_g9} zYBQhZ>JECj#E0zqmCz1w!ug#yqSMlt z66TG_{q7KfJ)NYP_@u!B_dzIlJL;`7cEB8KBDZLQUd-{GFnGR!lX02@% zY2|A?M*2*OAEjDq9Mk51TUsJuI|Q6@1=AyPv0hAAuN!IOe(DYu(n<ToD>`YyJDlL z!b56OQaS{Bqu2mj@m>T2(r~ z#%RPXvx;=JW%*o6Xqj75C>XVdFEv@5|5$h4;G@K#{6!4+{TYWJP#It&mdNd4I|?%@ zFS2=l)7#4YT2z9l5{SKor-re~=FaxPLjA~tY`#G1dKYEcaZp@boJp#`*Xh>K)Etn! zj|W)IF1|XK&0eiB1A9)v=fa2(I5t^T-ui+HA4 zK9$c;e&w$jBuNN%-CA=YTI!8u&`|#@B(d0VjQCtQh3ffRu)vJY z2lH>j0MU0T_vQNrKuaw5xU{|obh5iim|aas5Z`G(JCtNg9_t8j=<=B{@vJC5(?QY! zReS6SG=LLLNJO7L98aWdynF)&m&m+O$4L#2(?dnJ+KPcZURPZ-&D|myE90c&1wKE? z-|=W>Kfn?-cVWHfAP2S3;bPdDH6Ql+pV?29;21|nQb*IoE0I!4==AHj z{~~$pfLP6Nmvg!id~Wh2Fd<$T=l6hNKAM#AngY%*5=cwsuwPqzc(>K)c6#>R%)1{7 zY&v5z>Bskrvu6>u!Jh)uWceCqPEIuxSA&9wM>^U^nsj5%aR+!u5rL4&qBq&unQPpv z+}s-2zBxvKL$D4oT^w2WPQwB~`;;8$Y(N3GN>Z75`m?TMjy&~D62hhP2Ssu3YSIE) zM`rv__%J~rLwEzVIdPBzUt?w)X4V(EP)MJD{{E0;PozxtMku>aN7&ardZ5DDWQEF&I;p*d&5KL)|Q3*LDO#`&a5@I`uu&{e1iTNBO0P%bK9N71z z9tOm_pfG4-ZGgN*UzkvM_FWPh!17cp9Yepp3A0k&pQ_eQWNw%#;as!>AvYCq))7#+ z^X+Cu_it!52_BdIhlvJ}KYt5A1pMhWC|WzA(I4I`BTz)_v58kcz-~C~dP7e74vGD$ z#TiaNGn9NZ;|9)`yA+9892gWW5`zRG^?OyvS~Qp}0&L4`bXf-?=ZcwMM{{1i^|VXA zaqVMA@2InB(S7ZHQAEb?{8BzuD29uT`R{46E&;-nN~QMX0p^{8e8ufRo{>uLT}kES zO$w(>lk9^qr@6hzX8%k92fEAW@=n9gRRs)!h6V3NP& zE*>i1p63mdra)_pIt983y5sc3?e0Wj9!;NrT~$EPHqd(D4wMpr$s|Sr*!*UVSxNi} zhMr3w^mDfZvE`2zQV+T2KZM|aSGkU!Eip+xxr_EXm6O`oqENYqa@Puvc%qoX{{eGg zKeT6DfvPh3*ZV=GI&W03`v+tA4_}m0qnv(FGVUW$C#0E+4c~u}z`!%OTO9&awOF8O z>C_ck?&P3pX_+&x=(4$;tb@HS8;aB4qa*$B2L+J*^sn#WW3F8WKkiE<+W0VL>angO zK{La4e$WK`p^ol}Tu%VQM#eIHDKx7~q?a}iOL3>STD8ir{he}HW&>xw_6}OgSByrc zWf~HQF7RY0CmXv$P^GCKdee-Ak2Dru0%jDH0AQNwZie3drYtRp83SA!%<`($$;1m~*#Mx9ucx z39fSD)1+oud6r$j^#vhw$bbzUz62kk6HkfXp%+mY8-?zNRJ*Uc$P(8VxA;RDUJWc8 z9TVELm-y6tc1`at`)5twkH~O*Rj|)cp~0ZC$7_o zBCwUfjx{iQo<5Srk=M-`Qrypx@6}e94C%^mMjKq^ zr?9+C76H=zkY>`tuaQ3|ig| zFz|?r{97C$I2NN{r83AV>V=6ymOM}8+Vm=w8==iX0d|$sN$y!QCP}T&c9?YAZN`7% z=@HqMg>{>T3!HrX%<^nj=DDKFGfuv*yKehXt5NK(Y3Wa1zK^FDqr3@E zXTRk2tK3A6bz|*)@J)9JBlhGUF6j&g$mtYj#p5p7TkDox0O&ax-SB%jOA&Cr(B-n? zTSafMUJz$sBYj^4y1jJG^;f()7)msNe`F{Vyur5k>3ew#rC=JrxEhUH| z-3?2NG)s4P2uMhGiwa5$NJ*EZ#P3>tf4=iPGyLIAbh0??_oyofeq=AhtgNDa05!w-Q0CE`jSgWO@Z| zms2?!F-(LUAuS(5Kn9EGy#De-@4bc0a|SV!dkhzM(&%T%NI)5K&@QNsSLb!|lBkc( z@lgj;J|`Vg{{veQ-@g3zi>{zE2N6_)ywf+<6gX7xaq*XN&Miey(^kZKL=JE%P%>T} z`rWtq@Vr==i~|X4-78whNQ0}AJqn3%!sH2)(qTrsS$B{xibyJ<-BL&U>e7>I0HsEd z4AfpX@HO6btQbHGmi+&yP>TmPmN@m|kKV4FV>!RmZ=`{5Le7KZ>-$Cz$Qi{}x5UDz zmry01wQ~hU2OPJ4npz)?RmZ2&>(o%3vc?~R-gjuq*KCaI<2YQgUOzN5S9-D zi|b%1AT;<4*X*{lA~{g}P^8Ba1nY{jwNy8M4w4N&IIn*<8U->VmO57!+CDw)hxxN3 zu-iP;?-UvNN5_E`$f=(tU6wCaV@U`csRcMJs{Rr8s%ZT73;KuQ&}e!lWCz_!W=4;N z`0D(ZDYfMaDx#HQ4eqQiTcYKdZv^#>6_)|Rr=!c}vGe`8=SnC-KJsXtSjy>DX!;Z| zCEvsx%+{A63RT5lqB1DW4{4dQToZ=zC)YtBO2Lj?$a(Ms9K#;NN#+ZeXHZkrYqcjU z(E1D|L|Gw^4nbW$*{z=#5k6?61FyQONJGC!k!X(>TT0xwli@{=4>G4oZqhhtJC}2S zC+xPxu?7dGnsug-#A@I?{+P^W`MLJ(pPEwFtppaXb~v4NHrb3?k{VC-(luzMevcUd z@#i;PUy&x8Z;HU|M2GO6ow@vzmvt>dj|u#Hl72Qjl^u`qm5nGLM8HpiFwTZcHRiwh zOx)bAEcl`1Pk#i7E{ZB&_ooeW07hc}8OIDdnaXD!1FH9D7z7}_qLAH0R<7o~q)kv5 zL4N%m(DxhzIz|zc*X_;|IpU@nE`qNJa)$MOAj%M#cU8LcWhDbU4Nck#Il>ZF@U z4Rci+0^$(hGAewn*tMTX@7IQMwur$WU4FaZCDl|x+S6ZOdUrSeqM`}ONWRFL7ikSC zIgglNacJ}(kbVOR&DR(hAipSioAtAiIKqL;dq+b4i~XR};QGi|n$i02$rIYRjg4aF z`tD=aIh%5PLfO{GD-{R5IO1^N4@2R=6>9=Q4I&ck$zb=82MFmN^;TwkFEzM zl4(-p&q!l=$>%vt{aa)>o2d_OlKUclR_~x9!2)prcKz68;TDMLezk#T?Bc7+&ztS` z-9WR`-|zBdLVO)Gpedl=GkMJ-P6vRK$yIS_DSH5|^QZR+{U6>YPi>A$Uxh^2kq=yS z1rHLq(=41-sp)#@96GbAf@tDC z`JVxX2A0OB#L~o(1Yd_hnAg(Uay)-Zrt#1zQTn-t7Z&v&DQ9DN$yF#sOr;}4b-}U9 zC1@QT@n-J(#UZx{@as)!ezZf|QP@L|_Nrjv=gz|nK-h-L=3JgJH~v>|3)IjlNI_TK zR-@osQT_-rc!);Nf?RMFr@d&3=qjnijMLf}On|%g`4B#TPQ|gPPLN6{O5V(^Sh@*)4aszaEUjaHbc$xOkQAOPd1)C`XJub1Du{H*J zpIM`a?%sp_gxedBG6}x-c2sY;M3A8afdR_;F4R}RiX5w02;Sq4{BLc>%|MqE?7D+c=BW4~KeF8CUcX&5KZ}9pOH-FYb3qu% z7colfvDCaHTFr;F{(MB4UC%xC66QX*=s>@@?mYwl6aQy8(}rP$%I-Egg}HiFa{{h zKDzIfSKBS-?!f}af!|1f6RqD?>{TA#lZa(X`?u;;u>JS){~8~1pfAEhasa|PXJCp` ztTAbaTWFvdVOIn2nJ}y?z6RC<$7kB?iNz1eu^NHLBRV&6x~FCKq)5rCvn?sASbDmV2FPw~XxI{Z-u9Amke#@udw8fYt67(J|(Ktr{u; zY1Vtots)t}Hb#(nM1$v+`

    x2&mT_# zjKrc;t~cSr7MJy08YOi^8?s5a5oTV>NGn4TaD7CRL~e5%hi?7y@2`PL;RUw*v1=-- zIQNq=s9PHf(J4{&SqDT7NNn0mf{UEzgqDXhwZ4-8SzjQX$K*=~&&q?}#ToVqtUBet zkfdI*`166ez?zaG-jq@;cvDQ3TIr9n6@@2#)1JD|D4r<-ry}_6($+Mxj z;`kgYypq0FQFEpgOUZJ4G9jZQQAl`-tZC9{`;IT5!(Q)t7*PFTDp3M<%p?_+wB1Cu*k7gmRxLsi~z@)N~kf#}9%ng=+v& zU_j!CIwVM;VPjKD^X?=&jO^+Y6W{#(_EyrUBxY#Z^xf}W79bdsNXj3>Q5yQ_#<141 zDSc~7NfKvXdk;5oV^DDBvO9+6Gt$@!&_?01XYiKn(u3+8Gkq}n0bT!iv>%p7Mr6e= z=8G5TS%G*VVg8I0%+Eja(>$Tig);%~L%c?Tw6k*z<{LPs0a}lA7#3STZHQKCCY7r4 z)WAur1rP)V;S2*!!l=iRAJb&9%H$|`Tj;mBM`!^ysEo*xuYpSQ_*u{De{w=x4T$G? zw$lI^UR7`?pv@>~9M_aqfX_8vA`f-Bz~#y{UNTr(CSrnZyC_8(O;YBEAIV%qD61GP z({zQNTDI@80ujT7J?xG<0L@?DG4t(TmKCs!xXY+63B6(K?WW4_a=WSsS=PEA$dv2w z`LrmzLV#U*I&n(xxm(f#_?ROPi^6Y}e*4!4{GY}V{NWP-&bFfxKcRGLa2Mdf%>*zw zGy>4(-W{&L2V(7~p0$S?%eUK(^I}BSihjPy2|oKQbm2H9LnS$p4X>Q!e|WzsIVMUc z;T~4Vz`Mk*f6>y?0uir{SL6=%QBbe}lz^W>tr^VrN1H)LF71`gV9X;F4U2nda&+H{ zdy+9cFv`lxkPk+Cl5l@8BPpD~Dr;!w=u2M5bqvEQ)rq&9a8G<*V#-`@_QMgSbNy zc=`CA4O4z;1K{q*O4Cjg6W=45b@Y|Ii0}P9|6g(a&)C58lxNo;#LGFts1ZOv@{V-F z7YW9xf$m#COhY!%^c^Xvel7k9M3<^H{R08vf)VVdCdzY7Tue0`=^RWsncz9RK0kCK zj;NXBJsy3q(hH7RaWz zrO7TIjXP|8wNPx)rhO`u1G!jbocd5|l} zVEafOv2B08YI`-n@E?RH{SJxnb#7PivJZkT+o$QOP1$cDMw?GK+dF5g8exCBkt!0M zsgeR(zZWC(sGbEJx zC5~QjTYsXkv;WrOV$DD*%=n(A-b0aXGww=ak+t1hCyt0M5~D$~rd{CK<*WI;WPYv< z4ynJyt|LD<^a;rXIdzJaSt=F=3-!rZb;or4i#^IbMzW<)rt8ty6c-2rXa4}v5XzSy zcyQ<4nfJ+TiOmPbP@%v;jRB!yg`*({{Dqwm=jx|ib4mqhm^+lM#V!r=D-B{kT{7GP zdmi5Y?8jtEbWrtof&;Z5Yx!bP#F^aE1qPJjgk02e9X!u|noFT~I)q|DBRnSbO#K*u zt}Pj4nN=vv8_}L&*WC&9O&%D5bf!0AhTU26^77JU4;({btQ$+sTT~GKc-7&@cZ+! zltfx#kHmGR*43c3u{4sfQ%kfKZQ9B`;_o?-iv)%5JYP?2sf^suF8Af4@_GtqanZML zHg8(+J+Xh>C2aBWc_6E&Vh|p)X-As~2r)zCIc*;?U3&o>&s5GY9LJ*-X`*T8Go@Xk zC2QZsE9`;3lz2b#AiCC3>_0q$)xDuQZ4Aaao{C39PfS7{ZisQ;ej9feVJ~2rLVXY$ z#C;2HUCaH2mcOEjyW4Z|N4{L5qM{VzPTI0>(2aH7w1ObACP4#?9=tW8mz_ts$dNuXsOz}DIVi6w zpQ&TO=D_-R9w43zOO4`%Tvr)2p%WJTlUVio?eed9FF(46{0kT*D%l^_e6w0^;`!Pc z>$x#Tul-kf73eSpR**-kLJz`KascHYI9lj`78GDyz(cuxU<5oK7z_P$Hbf|#J%9Ru zgH;o8OSBU_s+*|p7D3~ZE49M`Yy}{3=n;MfFB;N*0j-||>P?{{M}6)L(8V&LjFRq? zqrsv=9}i5;UVkM6yUboM8eU5*bP#+XtaJXpUL4 zDE}2?5!R5@Tu)%xM+q7NIRiuB-hZKD(&y4S7S#8o(TC>%h}Gf+Hyq-xKpV+P(z+0AyA|@5U|HT zFkJUxw;BM(cCnoq^p4LkB!HsZy5=VSM=GzCVqt~Z@ zOBSG>FIG+mJ$t4Tbxyrk>c7j{1g+BKxi+OAzse=%`I#T^uRK`aZ}ljTI6xtI+0Ta4 z*y;#kA3z%Dzw7x6P~BPcGuLC|ql&|7=g528Za_W%xeBp++YSGKUVO(cwX+FC0q&%} zU%A_BT53CUp?iv&>3=18dDvT}S)rT#eKY2f%vvNH>nm}`VadRDgck<3MpNtd2Cro^ z+u8ZMK~h^tP7>SZ$geN+YbO&;pdl7%y65x%cRy;-;OZhXLmrY@e?5~|oe>PU^El<~?JX}gLwpq{l}nymCjdg$OoKx>Ztz5V3l~zgs7} zZaLG}{Yq3TR;V$_hwcmyhy42}o=kyAwV>pbHEgV;e=$%voGt40EEWKaBR9kLL^5vm zXJ}QB#s9h(gknr$3at`^1w9ZjY_v6)+IblYUeXsjTz9HmgybDKmy~3qNb?}GnYq`( zx;hMvr9rbwadB1+CX*J&1#q|20=~<4fsbY~SV{y@z<9e}5ue z5K@>#Ag34sr%e$E0@ehY>?a3!86W``H!ASv9lgHT;2^+d=_C5yMjQZ0WBSXNs55II zLN1gHzW=cjL0wW~B77S^stxLkdHq^PoJ7Y`o1vO;oi)+(-6_1E2Orsh>z%TPKd@L~&`*GJ5&IXWVPmruaXOQ|wi394!_29bqzKw^Bc z4K)I7FfK2w7DED1=;a~WT7^K>iSW1GgzG-Gol*bcy~9xf17Z%)VFDQJ>!2e1@K(K! z*M)%v?e}hr9_aj%$n8sWP2^eXEMy{$J&JRHOSW*~O6u#IKrHF%VI1o|y?sb4RY z6Q8;$dI6)?IjFk?0wWF#wd*V4#>Yj^QsFef5{6XE5T70 zjR-_w&42Si0WgT3h-!aA#0}UK_S;TWM?FfDU~KfcsNmlqgW&6U)hy}TOF4Ss)>0te zV_6+^(CYc@XZi2QScX8z1&QOCvgH%Yw3J3ydcC@%KUdm(bG90a%i8wvsUbwGn06v@ zO;`E1a;T9>@by7XcU@!i1iI?(d>?Rtrh(JCkh#7U7|AXuRfqOKw|xnS;BQTqjilYy zWtu+{KcLMzxkp0fyWUBFE4(yMqd@j*qC#L^7BHM2?!UtG$D1v6{6+;!R3l#3l!SLp z7AQZ_v|Q>SEHXDXLFlIzJXh@lN*w=-StUf35Dw@GspECBDBoT5kv>ez_Se5UUt*Yk z-eh#)hZl;`&59q>1#)GqfP@hFj}Accw?O0EwTg%gh|7fH_Ft!2XQMG+H)z4WAwr2! zzNfy;R!rgK_+axb0r>g!TYoA2zO6$vJ-2Am%1GOtAL)E}Rzt)Y@g1ck`oAVzp17 z57YbKH5Nxx&O-`VlO-Vv3T6Ou8wuaf5A*}-R&119#voOtQ&Us5aFS>#kn&zufzW4|+7&f4G`!*uc0(LHWH9mD3%Ww$ z@O1IQp0qT?x;K_x9-3B)zzW8R#-o!B@zg!sWsZe>UXDt*VdfXjJ9;aBh$9kLEcQwh z{_+*e*4$$)v}g52Hah;EOn*dsZkcdkp!H^^>Rx(fI(cZV1GG~&*sym*#fJnJXY=^L zcKUjReOlOT#lU(m1#xQ!J)%SpC}NL?qDvrkVj-en*^QgkspS^{5`sx7qJLTDCv|56 zQcjFsv*2h;{jnbr+{44#fM^rNYXN-|yRiH2XV_Ek-@owUh4jHyB4L3))9T?M|7gD6 zT221)-{c^9 zTU%5iJamCeVc=9QL;L!`57^GBfC+<8l&oNes2o&=%t1o2bn8G^dP(Px_qOj(2# zjI}1g5L&$GL?OV^+m-9kI$wHgWeYPSK>cH}i7D8zw3+~@58RWKbwWCRYS zUPDR@C0huIajj{w+C;*Sc0S9U@A-eyaDNkL!ans%A0+?U#lG z#MJjFRN~$)2#bLOt>|?+hQ5Ct#l=AGA0cr}@gmeMBZTgIgW76(TgxDHb7c^ncT!bK(%I)n8DZV2I z3=%+ATvCE@n<`J841FjlRtlvt0JQ?y$XHeL?vLlv-lrq#w_EO|3@SnvUUvF|pl0X- zGYx`3NO~3s3(xR9?0&%NIL81ecWi*gXVb0@mW&iCSXtfO(&2xKis~J)^(;xhUZ7)W zt6F}PJZ4Le`xFAM^oj)_din_Q#Z*h>mP82Jx6!a9-l!k8tvB`L) z7Ygk_svfQ{HlpC>GGYJh9=p>U)10Q;;t9m$`3 zuE~K5gdz_&WdYM*Jn+%5E&19H2QG0yJ%g4BIFHm%L zB+-w|`!ui_+)@KRJ(TsKgq@lRby$ny$VxAZqA<(z?;zg1H*BvkOw*PV;|&8W0$0M) zvSbUvQ6L<{DySu!^e!DYicXZs8`=IsI%zmmNAL8@;c{1Ji&YEgy9v(gnXlpWd~#=^ z0#JnPpP_b%OC_CO!*KM#X8e-`M;Ry+h_MkY5l~ko)dnO)QHlzwpOqd6;$@op>^){F z&&)wwWT2`5_lqyWnl-5={yGoPh;H{9v5IejYzozrqO*v(i5iXA=*aSe+ZfLvVPOW3 zC=(qWUGZtS;Zx}AqvYcZX-A^~z#(ooD*#=xmZZg9JV2C0m!G1d3xd{BRD+OPiv}lT zw2d-IP1%{oLX=;OronEut|&bU>%i8QISS(~qixCH{DF}OZ%ortlcy!cxB%5<58C_- z{llOq5i$RqPT|>jBYI-`kZu<#Q~t72va7tEF8NLrhAKPLHPbo>cjz%F<3|CrQ#1Y>1PZvl1{keCc)-O<_y=|V zhjtc^z@>F0gVgE3)pi)v7<5GP3+v^97X0po;OmY*biVpn>L3=6#OrvN>4Odq(3q3s zAiru3&AHv)6az;{A04g+mim~O1MqbsETRp^G18l1xdeQ(+?(AJ4gj^BE5rl2lP~(E zAt*Gt#@;N^5qm;X*Qq?OKSsogu~zMO=WjFQ6pZ!9ECi#l=eY(nM z^CDB;I%FBrp#aKM)`66qvU*^Nwn?xk?DD0Onn%GPMjiNct2vy&@S%2UiDx%BR{KKI zEuC5#Ccuh6aCns45SO1x7(S;~B0?J<8$~Dit#!=P(sqtw zWiSi<*+7xfJHX4X!*Ti&Oo|Zly8Tv%l7?5^L;EIX%_}w#(%-ASlpDLCzV%qpMTN#u z>$@uT$k8hQKHB8c0Y-2PZnOJ1i5DP#^Y<2Dz|QqTel!7D1BWG6YWJoDu*WA6dp>O^ zVJywN#{NS{^g*SK&ujzp4HD|`V)pVX(K!!(kO#`i%64)GoK;8BtU4ztiHJnXX`#0{ zCH~L|_Ex8f33@KMfTbKs$lv`qLX@bO-RJ4;cb@$oeXQ5uMhnFs==y!}kjRxRC_&wS z{^kSQjMxH!=NauVgZ@n(WiMa2H4aO*|B|C=AI6I|;izP%HlT*^fCP1Wnq!iXc{avN z*}0f2Z}i$jV#5!Cgbmx^;w{Wj(hu*o4Up0b0G#z8sp-dv?!7RPstJHjDx`1{B~9)g zUPZpw8P)*{of$W<-si84zZ&26iJb@iNtKbF_T@2qjqg3(-}wIDtNr8|RmZ+at}|ap ztr3~c#?zYllY{elvl*R$z7UkKF%wSDWLHnHsI2~44B|?m+%%R@`nPj(XYT+k@DbX> zi4>|vo7zs71++7B3V-_E5}XQ*Ihol&O=S<4oWR72og1JL$4ebWBvpbL8uHW>P{T$M zYAXL`ou}uY_^c(=V@EkFs3%J{$5TTKutB*(BbFvsLZY_ z5Si86)|6v6@KdF4JVmvBRvw6-T?69||bzguk3!f-)2-%UYmUE%9V5dxCb zz9sKBVNs7VtStzoG{yj60NM}GTj~*zrL526H*13+j~5-6_@ejPP@aiKTG*>EFkiD{J`K#C&Jw0}qqQPc*y3&+0-XW6VBL4##7@m$-MxbCB`9`Z*iW zXtWyxI`B#z^tt^ii43)c-k`IdauGK9th)r|3s^m90D6;-@Rq+(0@X~oIAS5sapDnC zzs$IZj!T7p9AxEtKQ09^*WNz2*O%Y@FHqBjJ*tUgEC&1m=l-3iI!>Y)mHOgK!)t>P zoL_jIumZV~VY{YoxmV3L=1&p5K5ZZpHK5$)mWJZ7mr~J2L{jIH zXhg1mC6s~Fu4}@76b0kT%NG^;ZU+3cb?>#W%h3+BA_6w%#hsfR%;20S z=*s}19@&6K)EH!wwiVS6O5ZYs^~wFhAcQ9BB)|M)c|QW}@@(E==OSa;*ahpE9LfyO z*nXTuE`fxmCFb(-$2a|`#X&RVf_GRx{-90}9JT7_wP5pLi?)Mt7rz56UFx|| zpZHFy2o8gn?^f$>Sy68zNz6u0lT?pgr=@(FQbLEP!#G#bW7DNdagQwX);jbVd!RyqWB4@ z^I0$kh=fAW@r|jIe}hpv46?o=gO4juads6)4r)53l1gNvY-g5JXKyw#)P_g7O3EbV z=*Z+d$lE>)0mHFE3(=DE@^r0GD+n3dc>`&Sb+nU!o#TNbD*UwOD3n{JwhlxX3$2ASv&*xieeWWquAj8GL4g5z!avpIbh7mtM* z$y(a0$qRW>Y&Ncu&TF43f3iWVCeFc1S2|Q@MWpk!S~^WoO?%_wYlH2+o6_j`Lik#H^OU%=~WJryhDV4{o&O*$F5g|sL`?6ka3Ln{tY7kI-SzOHQR!>bViHu7slySSMz-L7$>Zgo zI}n||_2deKJ;fvHUk5TWS7Ep9!lZ&)6RW@8eLjM&W&R%rc^A@>zl1}0djhdB5O@|G z1-XV*;tR5+Ga`4|-MYrKv!hC_c_zp!^w?D%+UEE)bucy{~D} zrr%YB=4Qq+`cn+q@t*jCw3e3EqUjeIl@Oe$cNmFslyBprqHrJ6vH-btwR5bJ-g_ym zQDzc0BU=Id*p+K3Wgg;lG>KVCGO{wgz)^Ez2uoeF3R3b7v&?gXMSJ!LR;d=`9WKH? zo(2y;4(wnd<)rxlqIHPz7u^rKRmSU_8D$oE8%r*b8{R-PmP8puXGFw`9QcQzo%jlEf+?}d4t>we||=VtUC+>Ly|X_Ld=YLP0yZplCJ zK91AcCYcxWvHH+BpZ(e3qkW=_W-a&qkWrsX+gZ(J*yp@nmdoW}!pAegJH^6PP}xVA z+{eu)wx)C9J}8h@VEpMDE4eEcVp zeI7KihbS;Wv{XPFTu!^@Kxs&>(*wc$?Y_-d^BHRS__)V zCe~UMKzWV=?=KuKEPwIoKw&7Z0D7Jfm^D^YwO4lS8vbwx ztn`a_fzw2}2o16ba5@>@0*vozpFS@>1r0I5f~UHZS&G8ZGT829lHKSBt}{ZGaPbrRA_P@I-Qz>ZlW%26ti7Z%*T zAiM>>xJC}(!boY5EWS^Sf5-=mh!6qe_bk`3bIj+Dt#d+0dvTtTUpX< zFov6GnoqJ=m7`V{1mkPfnRWBLo=xB>R(YSu9I}LlP-E2w;eX&IsyakWBan6rc=cbnMil{EYUVQy^9{lm z!l^jafySn8`SThemu|TpMlz~#fjMZ@WGnLyC9I=r^adl7Mt55!imcCk+t8<%6DRv7 zMAtUJ2Zq49es3jx82!^|cX=e%+j9*6=3TDn4`+Y>{&Kon;ujNmcG>t68y;|wX+1-8 zzrDi!@cI&P4qN>QoT0)d^WW69e`$NT)KK5@S;?0g&3z=Co=NqggTj!iOHc_A$%$5&b-KK~Pr#xQ&UwTDLt?<)*z>1B^;1+-e48%wc@21& zl3zWqmWKSG|D4}%kR~p!(DJpv3~%C?H6Bt~V_~`ZiJOd@TBZG!m&+SlP?QHkGYKxX zD@KlwN5434Yj=FJzC888ICc`vvoQF-&&#M@LCo97G+aM1Q2Ih>>B?m+6&3dQdpK2bDZOb_)27{q zEqEBzITGF<iR2k~iIUUhd#N8qb*AP8>u-BV_zbM*~fINe*57uTp>)hE_be zmcuU`PGs8g0u+;@{($)3j~fNey#Nz0#XtPy6A>{U)Uuzcr6J1c_T;XepvTRHwpAlx zsjKel#^I}9wrM9+6OujUHIj{uQ74pw&%b5>@h_fPu7&oCzJiz3{k`@;igXbe$oo;< zT+qUDnlmYDF9%5M4HR2kG->Ic9$Ij(aG}i*cmjao+wxj?LUJ-ALQV8g;#UcK5mgEh zxXqTYudfdSi|{&VJ*S5SU0hs>K$%V1kM-g4%cHmINjG0m$(L32)R&l3IZc0DzyAWZ zm8r|&j)G~l|J9#q6WI!Gffx)5oF|=QCc9*-&9y;eXHkCr=VNJnbs!@A~!LvcQcczAffrY}9n zXBhwpY!xmVoClW@z|WbeXR4AUN0~S3;}nhvHe3TC2?=Qmy8Z9#Oie!6=)$73H+-bV!g$lwAn*oz2ii;JSgQZtg4;F8 z577*Tbpg=B3a|jqy;y=nG9=HnmF+nH5{WyAvww%9(bcUC z>2#cv=N*Kw-KbMcc@Ra^_sJ4IEjzo~4^KKBpj*l0TF?$m-c2opG*~V~eJDkGEZ=;W zkxfZ^?*Zdbr2$F|+3Ak;C{qr-QvJ()CO4;mcQCy~^v?-6;yqr|%nFh1`xa0Aubbt*JE#*sON)ZA8TrW68C-UOx#(ToVvbh1W{k5(V_`Vx zKjL#61bw-Rr_oMW$M){dNFO`~DHO5vx9?To!iO(o^v zYTVg6<)ER->-$OE_ByHgZ9+{%BFT{yI5cV&+? zA@^P8L>=lY;AV(MR~N6_ELN1w1xEIy)V1ceL#c+VajLQ$ZW?1YN%JbAM|uiz(GS;0Mv`b*Q!xJaA_yD=bR?01?L}r~4}XsQJy@xs z%6Uk@>|y#?wYN`PVy2EwRDb(R+`2gzAfHzX_jyG z>)i8Q{u&W{6?4a)FXP=KbV^qT;)1QoPjya++BoKs8qg;V7Fkc|gQy5)lxnV$1ls=L zH#J2g1+nRTPZPMF)T)5n`6rrkroK!V);mq7;^XH(*z`VW-KmY-oLiT9=4kW_c0B~& zt{?x2_wQ2M`9>9>h199s|G7FrgQp3+oRM}ZM2H98H3qH~V-Tb_Q zH*g>Mn^|#7z3hha3(z_R_dby@h)~KNsYkv$$$aYKssm;1+$zq9G>jgV?`nXi^AGEy zwI{%p-c*8FP8wF^SRi4j!0Ke<803{R=@37ij8yFgzwcUtnt?(3>hxVamA|^A*d0ss z!>pvERjsukj7YuDq&tTowYlptGP9_u*E*tyIatv2eaL|Yn3gc?M>f~%f8EOZk)Yc~ zjI;)Xb=DP)C_20vZ^KVOj1 z{-THVb~j#9YC5pmbYVb&LUj$yr_e$}Yx2o^Ebw<0!3I-YQj(RHuWp5|is?NNdiuh@ zn}z1@lEZ@qHNEG>U#=VFOhmLWl-|GccoPCM7?2O}0*f|>;+c}z77f-RR7D(;dexP= zl^Lr*dT;r94xViCqhLH)zUvw~5Q~$t(o2{0IDO?fyMi#MjCIr}`7*R5gx-t>0%($Y z7V(u&{=l%W0H)6rf}4xgz#LF8<-)+_?D`?%1i`>{!J)b}CRJ^pbmc89@)3c%QvD?? z9t5F4pw3N(T*D@TXG>O~(N9D#68ZLRJS%?y3pP=TQJh4LN!r(Dr^dRg$ZtH7I25Q_ z`^-nIF20ej`@VBQqWME$v1Q}Rt76A*X1~+msm3t=!PSh!c`$4fNI#fZtdDrFSP-QY z&Tk*MYhz}Pot&KPEBjdy8_-Mz;u+hq8Y5f?u$}L_NJW1&L%fKk$2@jm09K7O0864q zjx!6vQ?Z<`<|aCC%oI76uWY+^P8Ydxy^jaZ8YnaD?xv>g_x>ZcaO}`I@0oU=;wVxl zO;!?m|0a%AC@6lnP!VKKPQYy$xfkHfORw142Wf>IF`oRNN%e@61{c;Q67RIyQ}kxqGvl~kG0E8K zGK>B0JV4w3{^#nKddjlY{QTNIy}ci_YmxpTB>y`UU_DSpTV(IGA-tzxO6F92<%<_9%U3iqUV25bKkRoXd-D!#qox6&fXEzXb;n7h zOS4VUpuj&&?K)be0k&kGx>p*o(LbRi*-2_*3dEQpwcyiUBufAg)#_|_77Y^W^Hdu-N*X7n}+BDSxmw|1Xh|8rDUlZh`U(ObMa|CGaUL zT7w|K#cCQ2nt8;Oi5YwDZmDylw6tmA+DXu@N=ypUDuVp$qX!9e46hh|F{EUkhLbMb z2Rjo76`T$x3@7iB=;Y9ie^7Z+YlUG6vm~Ma&J&yA%>cCuH>v~=D$1`AG=eqIHVM8o zI`aU4CUD!n;s}tI4gp7xECL&zEK$>YJM|+0v{Vaqeg(_m#eG66EGa?6lYjdorL{@) zX#B%LL$z!y5W3)!Rv!MW@_xt*IfZMGSoDu7gfJb?>kY!SyA8VryOHcARFz5sDV!?(ht&eEmYTJA|^2|hl)4^q%$_wA`IiuXJ?=$}E3 z+R%$wQO39|#3f<~HOs^9XS#21#_kHlWaXJiZ@+Iti~gb=7@#o65MdYh*qdX(5xdB3 z1M=`qX7N3;?uV{`f1i7J0t)D9;?%Rz_Q!jldg&WO!xi*H>kyY;Ncbj;UW#QBp4ehz z%jF5%s9jV4DD0kz_+z{IWyCo+jJj6tYX!b8Gh5}8jAK4tUOllJeuE#ri6avU8taDO z@t#2&ZD;eVfC-?C4ou-_FfA-W$lBuLK+SU^Iz;zhuY*aAXn!;UAhR@6cLuh~df@hMH;Z>MC+Zq-Y7RGg5 zy!vr829Xuky3Hf!Ta$xUbAC(udNzL z#$0`-Sv_58{s5{aBAfdYMc`No~iE!eGQ&ez_#!%tt=)OD>iXUk|e~E_=-X|Hp zeqCXZu0JCKk;s(z)vGW}%FOZvI6Th`1T@A4Mh6nXWdzLMr3UJdDr!UqmzFX=A1tl7 zBfJvwyJ~o-zG(c)zS~r!o&;M%r?%l2OGV3KN<)r}*5RHe?-_?_g9&j|JV`;}{D+@T zwvW@Q7`b9zR1Dib_8KOI`kG#Q8GGs=M`8$3&cslOb0WMEAj0RP%o`xu`)C3*Z42cG zuNhX6-#6eSModE9=;)y!Z(&(g*9$SJW`3rNCcWgNG|Bo_pY!1S1|)CHPB=e}z9lON z;bbdA@%$Bv5hjdM_wfx`d}ikEcX`$r0<|j~d(v?UDWnh;N1e(acNzBh2KBOQF~Y}F z4iTB6Z1Ro_2+%9>nV>bFzA3G71Koqo<-6?=DeLbpx}D;I)dGLs}n-;PXmZ{z}$ zyl=^;jjcB;N;U%w&N?mnS#5Ch6ELYbx33a&ve+3J)mp0GIvZ3#q#ApB=KqLua;kdX zobTR-XTf}wG|ov(?mo5O^(M{DihfT#S#qbuU^Ka& z@#FSuFem66kKtljl)$1!W!+u%dBEOWevf2C9h6AphcAFGCKQiawBaR&?~6)r9PTUz zZzfiAHamT$JKKF6lC~!2=RUPpRO2TZ2uZg@&%K;wZ1cP6eLA|+xp^-B=S`N~=8VeW z)n>*{&Layg<^9=u08u=p1!2}sp7y;i6!2vbp)Pd$1E_X5fS5N4Ve<` zIVAguv$ylD?Jv~F(b4Tm6}nJJHpxG6)ss;44m`adoR$BHul_emu!d*n$(k>R(yV!$ zMvJo*2PEOkO8T3#pcjyPO3h6AdCQr6nD9zhzg{O~uPSxN18&TxmCk;>ZjfZSyrO-m zCO}*=WZFum1wEccJXyufx7RgkHt|8~@FDP`FrK0=@Yimy7FThiCk8QQfxAT}kmC2atXx)=irOQSs?w-(bYEr3m2)*sR z^^U+KzyA*ITLEWOIbO?faE4obaDjZfiuGF7yIAQ(zd5%Q&#SJ#6=u@8z7=dMz{w9mff75=kb+GeGN9!N7)Ala`FIop`O6=yAUPKFI-h7;| z{&saxS@UUwXuq?MJglNJPhG6bOd`{nK_o$k_jwrF8{&?&t&oP86u&}tKY@(8WVkDSXw9ku!A zPP44pwa>AF#;^`6%erqvT>~?dQBxQ*8&UkxYGRQJ`E)YPS-T)*IyVHtbN1Rm-*k-> zmA(o8Q*~cWg^pU7UB6PByW{wia6B-*%J0XEAL0@uvH^+0P_$q+vDNRjNsBv+`xq5p z^^2EpBVUl%Np%xpq7-y*ZEXp;N^t+4Hu7trf}Q`SG)l+wbQpGM2;Ldb^7v84@g>S@ z|C)AEh_@o6h;*WIz@?0@CCVqksme_^`~=+E#sm_jl$hMh?bV05xRoX5q`~KtKhdj& z+4QQXCf=SexTraOYsvfz+2lr{fp$Cc7DxdN4<&BEv9m?O-S@TE8fgADT}kW@0FLuj z@v955_v`yqjP1~b@r$gkalstT;0LoK4>?q^DKT}>Q=LH~j}xzjbUBc>Z+Un%OX8zy zLjc;YMST0d&PGQvb49o6Q>i1(ux3T_&S$2VKarIVE>AW`5w&#vvu6U#C%_2hjEILT z0^Wv~_$i~dL$RiXQd1xS})8NAE89+(bV(cqas02qr-L}B7ZW8NVmEYD3WIokqx>s zgMQ)tPv-(*m~EJdP8Ix&sdXJ5oRk-OGC#xo{7BgSRnwvW%@rD@Y+gjjYt99XL*B3l zpFt;bp?&!_hR8paeZk;g5A~AP@r#VQ4Lus1hxzGKn(c0OL%)3Zo7Ob?B6dWRj6tHS zO`NT>2hZ_RBulTpzZqjBdxW0d-4lYtw~(n{0(Bo(2h5sDyRb;?{YdTPj6VT-CX27mu5xGGR7}}B zk#U|C1A>Ou!uw*t2{@D>6%!NUI4S#!t5eLb9ToNlL;ZFMfk|j)Nah!Z@?MAC`fil# zOW3PFovpT~EPhYz=#4i~s#m=X}rae_gI~ zb)BQ*@%g;ReZTJ4h+K#ELE>f>q$upkQ9M+>5Ob=ku95rhaFG=vT%--xSn~nk#8HAn z^BLP#;cDm?3D;54TB4p_qz_3W4M1%`+{qhLo~hIUJiiCQmuM~?0Aa0c(+ffmyt)Y= zJa;E#=Ru@p0giY(`q)m-EVwW12s*y1yhiVfQNJA=Mv#`casNUu?L*Fru#~E zvVM?s{_`TQ`x`$|G)jt@NW##|}z)-#3^B_PIXI zBNu3`Y2sJ2Qo{)N@wPr@57Ax984%D#cJ}NWa(1e2jqCIaA(RR?V~Me@2Xke4pL}aiX)4|5dw`^OSf5$OE2q%oH<@0AmRw zcIMh=YT5!Tgy)Z~i|j6BG!yg!f3M{mRlpNL>5G|=i-Xu<8)nuqX<=mRFuqTJ;TTky z7@{R_ibFlac-$)YqzM+_Eq!7&Y#GC?PWtWvz z;gZ+;EW<0;S|~K3_8uPEhN>Bxkx-lhV?lcdo24}>^iegqmM(Q$K!2Z%s3HgY@kj%o zR;d!%Q?Nex2B|m^Ca-ptra9QG@2s^@do^+d7w3S9dho-C$;!$ARvNNmbzavd=oT}2 z6fN!e&uEZ*1lZyOI4`*UsTAnQ1jc}IVeoFUxoU5| ze|_p9SIpCEk9k)Lw@y&7rcr2*9Z5STdR@xk#it?AX|5^1efnX^S;OZe+&@;PTf!Mi z&h;dTsD#tg(wZb>QdhgScVmaMkltX%uhN`^9d+w1KR3iKhcFH}*!?*{JjwB%(PV7B zZSa2D+$5~hxAeh%)Cp~Ev!SmLOwK)G960bjg4Q4|-0U5_6jfYy<-jfGxy=)ScQ&Hu zWEx%_0EK0u&QaKJ55JQ~F7ORNjEuU!%IZ`emkQ&@kp|+P_0@5(O9Kq-7Wq}+tS6wC z*YG@p*FRs@{z>zUMienZ?n;rk+;bf$VTW_n&~90hi$lx!0;pbYUSva&kjYbHkQo2x z@Xv=wPL**2_f#C5`9CchOZqVIu`xcE!u+JzP0|-YP(mjEYQAz@%>bXg#NgXJ=EDbk z-J~?09|#U@r}m|yK{dpW16y~wkmb#LMs{*es;UUXf@fI;vR}%I3p;(L{Jy->JYxbT z+*2c3N1SYIz0bP1XuHcK1Hn+luw~s(S$1dgL=w!@4*);AGV;iO>JDYG#}h6_w^{ha z@!-|?WzY_zja*hi_p!#U5HFPpqbInH1_&nltGsc*18G*Exi4Z2Bufruen4jSV6`|Z zTOVraFTOU_Z{Ke%8J}in=Ljre?=5wB<-0k6Px(S-B6WMRLFea~gaSAixXeut!V17! z{CbAF@@v9m#(~S1t+FulRJOnu2WV4_{A2NlEyb;b4A$1A(eg}W^4DGgweXmJeUB~>MyMsIgnDpfxOs}Os&Odaq~B3)O_l%$@!Uw^ z|E}?8!7PwrigB(v*7$-@5J{#p=xUU1P;`VcTdkjd2+)6)^B2cV zEQCcA<9IT176(b!4>o?zUPN8EV7axZw%$niNm7DF(yY)dZ7-d_M<%iG)rr#=R8>Q@ z5`+N&ji+#p>O8geAUdOeAIjJhIy>6K_@my#)#^YHOCI$0nXM52?lE#U`~qJUU!C64kXeeJB;E`{4B1!ms0`_wqrcIy#3{ z{7ff@^YdeVa<2M&NJ2l1F+egcB)L3c*uCiHLp-Sxy z60}muTsnGsd!=c`1q~p>hE%jed;cqLo;I75LJ9T0Pmv#k*58~d*f-)nTlrmSGNz}o zWcPk#^?`R?!2wZoU5PdnEys1sY7Nd0V65X9rb4;eZz6t1%q^dN^zH38NFcB_fQtjK z*lNLhHr{!e3W4!>&1>}A9M-K(E0{7A$p(T!E+Iv_#*V{pzYmPaI|!&m+KL)P&tRkd(n}~V z{izVddL=IcBRtWSjvRJVKS3{OJS4lm!+!I@$W(!?gX)qcx7Cdg~8SS|NT`D=rV^e3lBkrBf$Po)a(p7qW$&NY5gJWzPu(AK4VA(@hP|FS(GeoqGcU?8(6 z`B3-HzA)(Oe^Y1OfMx-J)@jng-XpNIofS++VrAc{WZYUZ+dbT8d$|*#+tGWVp=#55 z5fh#yNXaRx)Yz0Oy3XiYF-r(y@c1FB^l<9$ZRO`GbhEW8y4S}GOcMkX(=LR(N7lpS zGc0Q~D`CZ3oQ^&)r~f&h4U4UcHo0~(l@%C8kd5wz$6wk>s3a|m8J1J!cHXiMmMSH% zp>KLHEhi#!*~7!5E7I8V(-jjtK}~gak=lF`k`e{`IPjNWqJ4ezbce7F-7Ui-T+vaD zTPM!X^oEi^L3L{Hfpz>0YDjEs+kM>R`Q)LC@w`t5%?EzobTDq@c z1LtITSp*=4ddpSCr`8!|?&=>^j$X@FOglJ)+#mQV zn-^YO@|u5obfFgoAz6v|E~6B$gi}-qA`SNSYVSr$Z=2N|EL=^Rf8ODbpAA(JDjti> z6|sG|-J?S_)dO53^?bpS>zq2(l*`mrTrUzeaX(UCj3 z)LM+!sv`uEqHmcW=`@S0bHzo^Ai^%A~(XN-KqkoR@IOQwfcaDAWamxbw_P~%s` zcA`|0-C~a<%oBW&zZFs7;dfu*6L-YpeTGP4qJ*89y$7!GuL179+YHl zIk<}?b~w+{=^Yz`ZL8;BA6y`sxKy8Tsa^&pbu0L_arqPOBy5WG`TF14Fy_XneNoDNRh7pK2?nS z=XkMGs9!Ldd{Z;e{S~;Y4?7?QuB??lYf~8-IG>11G9`~9)h%+QdbyPz7&*tk-2MvNJ__UgtoxK<2CmjXJni297HG< z>Wyc=4!+wqyVeGDTg_;7Ri+(0gk{?Y{vx!pzExoHA-987)W${}tM zj&Mw1ZN-@Xv0q!IMh4vQ>*U#~v~ELLO%T)y&Iigp3uD!#W>9tBy$dYCzKjbeC@Yt6 zT=mSdwHWS92I3wJTz3OTr9A1iacMb;KD)#@Q$Kr$hpI=1LhJK+x*g^bp{n)o(We-= zIR$Dd*r9KTrxkgfQ>D8b*0Z{5W>=8%iXvSl-da?#`pfS4$L{ws-v^PceF5vl3UqE% z-b~En2av4AJEgq%xUQ6#437<^V%s|x7o9ZJ%mNON*vhSY?gFx zq3Y(+6_Ot3#$fkzOr)Hg+TVCGd`s;r)KI%zyi56;!IT&u)J6-TH#W^i8sznq+Kkx1RLD(}GtVBBwBP4|oXga#d-@#Xm5=kQ|!Gl8Sr2W3){*!8pn0BewoEN~NE zdzr4%Gf~IP0>zb@1%A7=jhMO*BUBzxH`TvElc?NS9Hwv_+sW@PNlm0?0rB=R9f<3) z7RK52+5J7Qhv*NjF|mpek%G6oD8iPD(Wx-XiO!~2O@cA`PrZUGZqdD#VsI*`DQ19u zgA>!6yv6ZaQ{oo~Ds?;4gbcB=?CeSilJGl_x=-=63>z|tBRJBl6-}P0fh}Oc7J#Nf zEOyx?Bup$dJi%FMluY5y4G|ZxN%&u-_6oUr&l>rX<}kt#*Sj6KC6=d9J+jHn)Mn9q zetXS1JGFD4!)>1$2KldFDlxmw05g3X0h6m?Wo0C^a;Xkwf>!cX(jbDc0ZWZL2db*c)e{%2|vSQ1T z{rLQ|EUfybnbT1BpsA)NALsVOSx$0J!?i4mF?}Yo_AVmbgw`pKx%h$E+HDrsj-Kdf zX}jupF7*WZ%O(@rdb_ltQt5syfx=7y!CWwZC$|kf`j&jXEaV#d+mMHi+NX60w91rUGP@zJn6GssrBADgIZSHcCojH>?q^YJB1G@E^fm6p2 z&vAta>(@9jV2x@%mT{7K18P+L!qTBj@T%EaSQH)*(PmbL3}?X9eIRQY&#(u1=lrO( zwL3^78h??cpJVuQuEA`Y&-CohT9EhSijWkhKm~LL@6mKPH+SHLb6!hPhHaWT1+Bzl zDZpEZiL(|}qC3}7dA@>g_P9v(PQtPd)B;^s$Vin@3$?#t8=dHRWZq#Db9~z$7l820 zu+{20h2%HZ*KHwW4guV`)YB=le?-rL;oQr;`@E^j-@LQqC1TO485($T0s^D#yFrBA zuQw#r>;?e@s78P)Rtde5u%U}B21$!FvDZaaXg#!&4YeK+=W*|EOO4x)mPzm(9o~MX z<{^LCI(9`lOa+y|>3$_Coi+IvU@@BlhiBNixz%_S&)%6Og_|iaV&wQRBEx=ndU>>5 zorRUvYuZ%cT&F#3^9z%#95O8L3mMDbMrYhKDY1Rjjh2J_vWJ1*&9p8+ zy_f$9*O}@&>%o$1pIA)5GzTm%$;kA5m-o&2zoW=7JScHo2+88&G0Z0kmU|0q<6JDh zywrxJKTcKRB*3)22`nvP!1-#QfX~X0$ql&7;}LebX$YMus3gv8<}fjiuVxSs_5y7o zkLWWsjRCUqEm=^|yXaDhUg|4#Na;S6{zO-+_G0Vn4H-?4@i$$J(Tgi#TAhiaw3}^L zg&?;i;xF;vK0e>kNZeY=#Z)#mUV_IWKt2pG_qxW@Oxyv`u6^&_1866E*<1#K2^eD_ zyH|==WFZ}%w*}nbP`S{npCuiU{wrzoTvR|)DrIQ@prd5B6-G2Z^;dYp%}x?44l6`A|T8L!i3 zVce~|VUkrw!$$&6GWHv%^>deDZYjeG7c1La1#4GgmhHwZTbtwqdjs zXif=I{28hW7vA;3{AzU1PNTlyX$ZPY9;=!j+86uFz7+r{@W}4g**vIKr2VsU7xBG+ zKmLWdbuBd!lwszwnbGt0dcR=Z_GUe3_2oIt6lnRnxTe<$GC%KJB^EwV;d#fNxfMuP z8BJ}`ep#)@H{|Ho&pA7Q7I(iTOXun~dG2<-I~k|bk~(CcFkw`}XTb|`U!h?$i{d{Z zs5y;@ft$O6v7&1smGfYU64sxbjH8tCyn^nmh6x4lZ-Gm4OHoqS$9dFP!o>!wr^9&4 z`bq)vA!A@zdd%^Ay!BI-ia}M9{-daS+sd1L*p3p<)DHMuQ0(Elf#ZX1HbRf8{YBv{c`)_3{fqpiJ$O;MvhnDJw4yZ z2s4a)LOpJG#D9p59cX`FPCiy2MkJ7iNlHrEQ~JDs#Wy-x<26^Fw}1V;#1*yy(8XBG zW#=Vs@?KI6jThnm%vtz|cNr9{R86SUi``f(;a|{BIiIMT&$LOvpe+y*JV#I7k*+lg zs5XI!R%s@L0)o_k_N2MZ9yEjLM1%&`!DgRMqhn%XY!MwnD`%s|uusp9)yCLA5P`P_ zGQS_&v6R8Oy%o!;UBegg{PSxt$oR5Q!~(d>2)XxUAg|-FpbDc8uVL!;+-&<3o$8rL zZv=L!UaGikC&0wMN*Ab^+!*Jqld<##Iw2+1B|8P%f9`VfW8LX*pvI`{ zyVNV)y-0FH{wr7Li7+H?^7iY}Q_y8U!ZY(4pryP`{NahU0a4C62x>x^Ob;qt9oMJB ze{wHBdldW|{%&I@`C#L6co0@AlX>CmcX4BH&@jtwxBYNm|IF-3o6_MQ#8i6CG?0iv+3~t zTi2bpX`~ZW`(FtEA{wPJ4%1ib z6$J5Ptlmq40@Oj>Wwq*tS|7zZsB`qqhC1e_%H`K+8B%#_eX@D-CN!3Z^n}07!>L%u zjMbA_IpJ@5xc&a<=g#`W(`OBtCHHcjM}3f)Q*K}~V~59YiJzn8dHyD=k15!%dx5z8 zu3d9mo4PT4IQ^U?7eJ^gk!YZjyPHn5GIwu2=^0*aZrm&EfKYB%!s@Blk$Jm@;pK!% zi34Gj6rNiek5~D&Ho9b8%Z^uPHu;UX% zXZ#qw$}0mw4ZA(}4zp}h8W|2DfT>qacfan&Go+ImY&9$z-B7+d0z6YF(B$1o0sFe9 zp%HRCrHE z{Ko9_hr(snQv8t#@9HMV$58M=E`iP(UtOD`3J>guTkgt_7v(hj8tXM`5{303=AD)} zC+9NX6T~D}tC8R)-fTZny_(_+J_k;f8j9zeJ03n9fM@lF&lDk5BG#0}!&B7wY`~uS zA=q#4ZyfqN!vEEa7e7c)_R+Z*+M*R=XMVPu z8@E}cF*0IqV;GnOyro0C@<7X|t2;e!=g#%e2cy7m%-n?)Y1LFiW!P86__UVhdm86= zXOk^_{*fXwm12N)TE&md%#%A~vP)fOQbZah(IrhLJ|>Axzn7m@-^C(f!SFS zN=|+SphugPln_v)Q*zJd(%eXzmrUaycs-X;95*J7ED8!u(B2%^U*@^MM3+3Y19TvM zZf|4Me9U;i_007+u#R_Rp9TvlTj;6#-ru{oX4LA1c{=I8atyPsDqv}I`=-Q$N~~Zw z_TH^Ny8W+T( zOecp`c>;{!n4#>eGu|r-DqqW?Dz)TSSiftJX|p%u6{a-Rj0a zIyy1~GkQwc-?!>THgzxtkN9Kk^4HR`w^9_Jk#RViB@PNCBz^anRO=<6M0Wi+qvnR8 zeiBd$)3s3#;)EE8th;IOHE-j&V2RPq5wTNqu~LwH=~VM9n~Hq7?4x9ZB9>Y#%sCxf zI3qjr3TxEB3rsEQ-J}G1_%d?g;Yp%oF9!s%G0q~aV7Ut_2@D_#h^9N|G56(qtiHyF zYf0zwN?4|MJQAT4wyP}2klU(aVWFqYDxwM*z>L~(F$8vXk<3wM-gmRI=&TdU!R3(YcrR~9v?pe z?D)U}n8zoTu4-ie3G#(?+jD~ezz9lUzk3)->#6sE=u#}7Y2!`%oux0GM;qbd>^N%T zSv*CmW^XHk4uMs1hBnE$lqy8;a}j-kMQWI?k5>09(n8`j8Mz%Mg%&@;^1PVrIIQfr z7)f)JZ^?3038|AQz@KNr)~qkGZAwSVGR>F3yt{&3gP0W$t$8Umdn#(^HBs)q+vxTj zX0v|M;B>krmFDp&o(=6@a(S@c^!z?gQ;nD2`{EM$72lJ;buVBcZ<|CK4Nz^%35>NL z9rnAg4Nt+s6ESM;9+ZF#7~oX}wo0;DUO?Cz+&PD|zl*7l+Mjq_p{;Q>eOl7Ur4#Y$ zRazd6raBL2o{>@S+5PjGnP7+f;Easf0y%jujZ)Ceo4VJT!mKJeF6~=k+PWX+Gr*10 z{$tKgnOvGU0zvYj@G_&C&*+@GOLlMsw5^&fResw96rpZ2wo)cuGiOU_G3kj_Xf@YC z`kv?g5y{aRx;7VYGW&{tkSV~1u-J-pV=#2Wk@y4GKW6E1Y4W+08F(%cPv()dj3`w_ z{3~xPWU8U;wu20Cq(Ii|07`%o!jdWO>Hb+FOburUnho3dy5SptWkiyqcy#J)w^0P$ zVCF7CpJ4o_ZL=0k+{>f=t2n=lud_)?UKMh}C=rK$dTnsxs?clx7RkkWpB1I{!{3pK zdljzQKvj1P5-&L3QZQQQubw4C2seo5Aqnp1)FAN;3_>!>uDLqTbg2`P&~Kjisp@zG zfF&sMaztM8|Men?AsS4CYHLr4(T%MLuU-}BhU{N1k}4AozIYv_k1CUljCo7M0?=_j@zZ7Z4#(Bv0Tm4$_@>`B6llHHvtRbx0m0H61{KEO~&8RRSm31H9AEIi)}< zD(tR@rzDIbMmg7oavEy=2VN8G*>p8s*NE_J!Q|@~Sm>uoB+0yudAINOg3iq2UGvo& zEwlwYE?-BV>>{LuNrY%b&5vaqc-P)*+z+xnK8ZzZd zhpt02TX(qUTua-`w*-WJ!^peSu5*O6BOHI{bO;LbIAG>W@xwmEK>bvQHbxMPS3ve9lX!0RA&fVewb9RHcHzuJlb)}@a(5W|ApT()NXNIT02?Oq62ELKOMF_%AOMx57!_JI0DjV zw*>%DkyE9^kH{GF1rI7jbP^A(c`k47#QboY+`;O7a0U2Em5z@+J_YVtpEJ$oKAw8A z4h*F@nLs3iMtQ9Nl$xxuBBL~oQ@Bu#pHHB*sK|y{%QX)ViFm)t%)QW>SG0ZviB(l< z6~XGTTVn)U+VY5>W*qD};}q;1%tR5K>JxSJFx=bLj!kyUobJaaIzl!GJ$Cc?6k)rt zFjwFE{@tJ~s+_#MmQI=v8ob<#?&<1!dNBnnMVZ0uIZ5$h-m>3-1eSQC5kIh$dw3gA zh=Iwa5EPHqU-}rFXW!9k`B>&)tTOo^JP7oT>*Pmg&N;pK>P2!Nf8^v83$Ql4ssYGfnXz)hn-Iem~zkj)zC+?DVSBY5&@*7f#B0u#zuGcz2FqHXR*Y{ z0{5YB7u&`5>p4jg2;6$iDEYlpmSUPL7Fc^h=}XKw7T}@gKb2w1dQSGb#lXW zxQ5;#bjBe0mE!|r@;XX~U=TDca$;kXIW%A2%jrV^(2FrlmcF%^t|6s_n#2_?F6Ev9 zHbyx{?)OKLQCZeyP6PA>c<1t!98%=?aQ>ZLr-_=Vy{m;vKgg5yW zydvp0S+KXad>e#?wJxctyp%2`=oFGskIQgE!iBj+Nd5e^gdX)0^P6oW_%1+l8hLk0QPOt^3SlF{hSnT+Jfxe-6a}7C0&}W{-5j=)6Qx zJz0z~47$7cWXQS+RKN=Rw72Q`E8EjSrR7JO4E)Gus&gfME2ESg4&4+OLE=;Qju^Oi zcr6xlXhQ5b%{GVfxdf`KaTb(RzQ3Mj{0Zchq>hqtnFU=N(?7p654pIhooVi1Jx3p+TS<6>(!@ zlzZglRPHT`6tUu_@U;9GDa9es%9>D#3?`6O#y{O-P#iBZ`+-x$W$<~c@F4=K$_tY0 zKqQ_mF!C*yxJMNgw5iAhSp&oQYgEBh#9sLm<{$q%<;Ne?dn- z&AD)&{x@9ssBm43^6iyV29G2O@|CR4)%e_gDlc@U+9M4zj~@K`8M|Cbv@yOc_2p0K zIBbj66nWk8TWOW8=l&wrOy2lAn%Hz5am@`ramC-^K`W8f&lT%t9shu!*CQjlLdr8U zo-L-dvxHZ^Qy_23II14*z~_yTpKo)En}w)=jeH`Iv+sZdZ`4Bm3Q!vo2q?L8Y;W!B ztH!tryN!vDyubH8(&h;KC)L2)Ew!R8>EGJ{d9{l5*9m&-FSMo|uhx5b!MQx5yvlz| zfpvT{h+zxTo&sSI8?-_FrHJn+Vgnr~aCQ9om2fJ)Uq?V%yL5E;dk)N(qCqIx8H7Vf zKabOtzPjp;-=x|4(fWFOfY+0;&x4kuja&MA4xdIvL{PA1hd5&MG!V6d!g8MyPpblr(-Ek52qQ zV-7oQtb}y15RO3zeF)scf)mu|2uitQFA+fV>j}!>^i?V(zee~xZuO#&Zk5~Ak^QU< zMxHr2Y4&4RR~(?7ose-~9`B)`&?vFP^d`wxR;B))J&iEk`@;DoJAW$)!XvTpl}Pr3E|vxo^+xjEKXQcXqrb;E+}E+l+4pW=9Oj z_O7)^ji=UtrBYFtFp;w56TD7s3PEMR(nO$tIPwg}#ZkPkt51ki*Vm8xxGurRr)e4D zyoH)!GS;JOdo(il_|c@MjC57^CIE1TYlfL=zW+hF+ZD1?iyiGaCiXDY7Z$i}a9qH2^E4#h_eJdB( zuWd{2|D=&H1@@7`iSjFmkUtu-PYZ6E3Y486{iPDv*$-tiuMo@JX+}hV{O>c4$FlBj znE$b}HiIB*j==3SH8%l!xwuY-jA2y%Rt z0gN6L6;Ckc7rl$b7Ytc9{pJ!A8&WgR$p7!Q48bb{3pM|PHI+Ls&_8a;n6Ko7HC?Uh zLhPk`VDg-b3}6HM$N~)3fCPhfyQ}XDhC4%lXqX7Ksa^Z)_tXlFi4G8tzKTx|eHny1 z3$;?Rg*}1l|0+Z_9nnDO1Lg_92c4uj^$41w)K<2OV{*2S-b2+n2PQBXrs>+1-nvV$D6I4l+G% zGXK7_Rc>tQ2^mO?7rwP&UwK_=Y;illCHj$y@8BcB&md3d~GaXTEj6w8lK#M18_M3!= z4KXHj)oLvTD@v*-iPm}5!YX=ok($}<_}@`HHzXHj1 z-UDF24kT`JMwsq?a9aN~-O>8_ihsNS{=29QSxNK>bn=$yJN^vD|1=4cwAi*@E1$9+ zI`9;q$EQ$4x;{{3vl*G)2pKljqAsPQ{>vT2!haepFOQM$0slpJ?c0VVW8pk%Nd1{>f5FS zh0nwjq4x92zTqd~HLvfEjj_8}s zO|$xmyhr0RGZI_^0@~3`?XjqDz()OncDFbHqb73OTW>)49myHKaPHsD7f_Ce4n|R& zX6upJPPx1ehD=+})QuDrf|z38<*kD#dLhx!p>xdxTZxf^3$M8c@sCstL{X?=!zZq% zr0BqSc&5`jDd5{-`+;W{#-q=x4jz02^^b4IEwTvps*I8kuiP-u%IYV1u1r zRj?B$&z%U@u6m1js@L3J;qRKaxLfD~vAW0GrsEm%3Q2qGauyfuh?Bnjb6y;8&Ok8z zXh#UOP0W;Yq@s|`cEQkxBA6?{YXef4?10l4#Jdf^poG=kB(PH{+8KLyr}Q&qf&o=o z_5z0Q-}*hUo=Jyau%^M{-_!HBytsp(Z(6AZ=`#8*yxy2ga=O3_yHgL( z&W<>w58QBrpaCTbkJ->WQck)bEH@tw59s(J{BC{!D>vozT>c&;?n+EdykPtvd2CYh z=TJb-1zvn6{-vrLGqcABEYnT$>1S`bFTc|GbSan7dlI{PYt-569NW3Y!GdIj?qtcZ z2ZNChvD&gfU*mTRU}FbUTmHx=3z#`J8bMkuQj~tc6GuoYCFd0a!@c+T{!*^cxRxxpgfF2XEcc&zk=jZ4K`pUn}zhzYv{T8&kR1VW5*TVz{D zpvv;n!!|Db^|N0E-it%In=XVv9N&rXb5CMDuk!u%N#!Mgx>vC0Un6-M*A{xf_6tc2 z?#Uelr0!8fL>!DCJK*GhO7fFlA?4VL=Fef#jgKxz-2^PVJJ+2b3g%oq-m7(H<31}g ziLUZod-uStM6zxKEI5}+AVTxsb&6Pwk&%;soj-Y!;8-<3*j7?jChBT1&&}$qto(r2 z;@z;_nRd)sM#g22J5xAY39sDSdOACK%vx?95hq!VnB?lQ_kS=l&gkvc`NAt$p&&Gi zzRJTuZfW{l0q24^K`FIQt9>Hn`pDTfAQn>0NQ;&(K8P@^(h|2Z(^sV|b;q^IGYfC% zIvlk;9_R50RczO+ey^tfOrTS0MuNe`N0SA@oA_z$u>1>O=oA0jMd4ht>XLt)4`F}s zs??j$aY~+SVOP^7=>3o89sH1xB(0EdR0m4ZeelewyH+g;!Y*saWiyH{4ZOAt(7~3v zy&MO7W8{L+%mDFjMsa8;-r2JGw;bV;7JiijedR>zPCW6$!^S+1^6btP8W@s}g+*j# zWfcS&bvlB^|81SglVUl$SE$c=i9`hIsBfG_5VEoK?0e)3NWBc&19y+x*^-E5=zmc$N|>NSm>gxYQ(UFl~a9?H>F9H6syZ4EGLV)cHSs$XqPw z>o&jd`S;QWF-IU4Wky3$;)n{_Dl6iz>Qhz@ptUacJgJc3vDX_JhA$9UOdU}4c!`9T zn~>rBND^^Ce>hBuNASL?UWvRJmozJrM-}FjtQF_S)Xgc4^C4{I%Yb!iG``!fWvZ$v zI({b;6O)+K)TQOu{&}|-hlLQP3{xaG8NV##RRkHoE{fZH@y4ILs`mkeBQIVq73OCv zxpn;kwf5b+HSA`S4b&;Rg2U0Vv6rjVU+rIqPC)zt_UR$~CfBpy(vomcV{mmOQ&$D=MGB&GHI^I2hv44vkuH;S602X`H zKl2Np({DO-@j7@swHk+MW2X66h|+Sp?ECBjf5$(_BAcZwstoJggzWQ+Y?h8FIAh`f znjBq{1-z(ZsV4uQ5_6mhWMZrh*`jlO>H-7B9P0hbQ(k!nd9NIn;B*8tP3O`V!t-ED zuLr!e=U*4pdES3|6@TxH=rtxVvLwl4M{%itEAo{F5qCvb9#BDao>(OK-2d`tb*^$^ zbIbp}l>CJykcr71#N9u-mVqMAQ&H)CC-^Ph{|bO>dHQ42kRkEq&1S*QwbyQ{aZ4Q8pFW)Lg4<@4nGd&U-> z4D=WziPeM0Z2U+b%xQ28ag-=|Rb>8m{h?4GBuqaPaqMGzI4kp47z%fv8xD_q7&?qO z039D{^wxXL8h4J<@P3IOI5EH#_|E#ul=VM9{TFcCM?}gLLWgr!N$)1 z()dXRIwbr6DiTu{bHjgHJ|40R)aNjt$HK7zA$Uwx{*Wrc$0nq7Y=J{2$b)U1OUxko zIdA%TE!eJlmw(KpOP0Rlp&Py_Y@2ulvgg$!pk^<7w?}oh!u3(4tz^&2_ z7a}lU_=}yyG&seq{cB7oxzhprz{kg5E^NH}_YqstA_alHk*?0)mxX+?KuZ=9Dk=_D zewub1s#=i1Zpe(iLCA}b;3Ami-!HgcH2>?fHQgq7WPahFe(>iIK2Qw+cf`hTul_xg z;SXwBlaW%((eSXPT(Jh7S(PJtJEIu@u|Jy#clssBPJ;-0g3%Ip_{|ZBr@%!WJdqJz zK--s_qf8Eaaaa_torwa8peY1D_>Tx0g6%prfB7jtoywS3uvYtr4>xpY#zt}wj_L7^ z4usFqD?gUE_z(I8uOH2XU8OAL8TH`Ha* zL;rJ@qn$WJZCBRv9mtS~JNY|_OB_Qi>EsU>S0{18y{|plH!$0c+j~?FH$?iH^?f*S#CJa7QCC1xtflBVS zc{ahVJtwlnWkk4g(29M9qzW#8S>V1xNZ@Pl>pjrXs)UB0 zi0MS#xujyWnCUM%KyV*^tBEQc#(+Z6 z!-v6;4IuT<@bK6ttSa-(mO8;KpGe8rm`Q2K!kLAPVVC9)pX<>0`>x%{Ey>s_b&G*; z_GgObN>Yf2Otys@KBTH|lWFTIsTUuu*K_l!5$LE(O>Sq(%3d~ z=w5?z*h|66m$Sn8I~b8iHCzm!%4jI795I3)tWMV6-X4vp#$aIp0sY>4m}E;OEaHY7 z-yl~>e;{DRf6xfT({^$z{AmVYsZ_?C({wdJGJ*~@jw%aIG|*P0WOUsnR@Y<;@~Eu8 z+lw)#?kI()gU{<2#URCjbj?Uoo8*&7-P7;W{r7U;tu_+g9RyGUAz5sN`$@WDcA{NA z5Of&%w8GLN3%(`jBV>D#NH1l!i4yb^LZc>d%!G?_YH?Xy9^XE zz~mmy+<*rglb_Fv_!S?*eYBhsKe;9AJjh$XCgWg5(iK2f`l913<_S_Y!W0%9FcBQ* zJ4QCp9j;Yj7~P-I#3*)5EA?@Yd|SGDviRO=v05>U4JN5Tzhiog3;*o?42_yS4<#tN zMynm5tc@LUTA!wy(oV|7D(^E$DuJ5?%>Y8{Z;nHa84Kc4$BUAYEMV@0b$|kMrTdgZ zDlOy4)LP(MpUwFJq-cnLyIiBr=`X~aCq1Siudl7C8K06uU%4NY7z=Zw5886SUr?qe zn%_z~#frtwFxuEw7jPRUrLKb&#wXQvee&q`_v)TL2ojT(wE$+O^n9Lx?Tze@?d__` zbKPK=%`jYD>TmKnkWA?OdBaFX87F)~r1Jj~e!fu{+Ot=@MR&?HF;$saS#!X1-nv#> z@;V~;=7Z@CD2ZWrn;T|U)tZ}4SO(ftwu*lz!l{cdye`h~UQndaP}@YqR(6bWN)Jsw zEmF9E$I@gy*6;a7bev5;;O^RwdYt!FxKi{_4FxZ6vrxS`hf^W0Ydpqj8POP%yx*nM zKl#9MEWfjZ;DkW3K<=-lG%6Z=mNu#uk>3%$ROze1U|Li4VE$CF~j z6aQo7gWsO&87Zah^W#vuY&2BlT-1rvg6_<;A6B8^G6=1#zg_|33iAl|05K-lNy)J-w^h#d_KU zlZ5U*e&T%36tCWE1McZqxN?6`YegtD#*=@?nibkV6jgrtkw4o(C1l0f=EVq&>$loQ z&v709#`!LSL5{TT?%U4wHSONF)_$cx&G~8?FXF761wwiPf<+ZVuWd0H>U=`v2thof zF*hdb1KkS9BjVk)Aqb>g^!m7&DZ@*IuXdu_c+w(72OawRQA~8SC9N}s!|$nofnunr@HnR<=@RvCc4d0nkjmZVgq}2bW zT!i--;1g`+xA;@S`PD)%oInD2v>q^jt0_1(5VnIfMnpZf9f;%j5u8MZ&G^lk>wo`* z1CfgL8@IwKnl`FI1orn*VDrhdF><}}hb?q`bbBWU?EgGlTWeSGr^KI>$5QKtdv_sN z1@{y^R1FQoI$>5P=idQCg&)_Ho^BTS8A!3>iC0gKi+`8o3`Gm~CARLLp^xlcM$0bo z$U%Gd9QV3lC|nwvxcK)VFfIuqqnf1u75l*7zek#Zlk;BHQ|kDbCkh00E}j`75G4z~ zew~>-c9rtM@SAFd=2FsoNA{^Btyr6k2SiM7q9 zU@7Bzl=-;CR^sTp$f0M7&r0?F*nVy2_dB)A+bJS&-X?9Qtkm{^hor-NNTE(dm6P|A zMVN5MkllHPfLdx%@=(}!v8Xg8G?IRN>lI*nGTh zkoQ;m;=Q`rQ+ADtcOn>8Co|1FcDd5v(52iHbu43dusGm z^gGLPWtIseZW*mJThRB$5Q~lV`s#57yuX^OW6g+s^YPaZx(YAGIg|G|-=dGH$Z3F^ zR@^_}7 zmBOiZX%SQIdvfF5;CRQm1HK2(6)+J8DRI2k&$ZqvjuAR$Vst#llKx&ix{o-(i7||aTnPL=W%ZEZ+ZnmFua9V+ z!>1|$m_zKF)K*!)mIzP6*_*u=8q}-PS+JY;BMyHzs;%z)E(w|t+BbbbGqm$D4;(mU zJ{~{yKLzpZV=Ur~JBlCAAZ#FcUTj`(Q4q-tlRpbe`~`8{4f%avzyw0Xi{!?#TixzA zkk=#gtw0YZ_YdreJFPuHGB>`vwaC@R=;Ly+e@zD8h7&!dganVMsP$z{0cW_tuwW%68Hr5zMMM7>B&L6x22a z0+z`$a!-Z}OvOaZ4?$s@fbfRE4u<0wikPg+?d*7kscU&W*KAglY)7G>1t4YrY?w$q zcTzSLCKICnv=8!b_!`OQHCudTs}* zk8p_|^uIdLyFbB_t=fL50GAbrFYYAPVIg@oCHijbQXSmAwn_VSd%%>jC>ffU~z7o10OtI z@SyJ5Tq@yz4=n@OmJvz(d=Yyfp5CA^1P0Ym@RH}FCaP}OAl@%Q*{oYIl)Xl!;xtiL ztC1>sZkqly3%)e8#2#N4!pz;nD{#o)WW;|IBn*(Qs1|_7)dMA z8X)g7X?|-YM2DVS-unslRo_o>zymdwV=S8a66bZpA=N8kcL{}lcV>nmX*vOm%BW04 zYt_Q|?Jd_zF-ylFT1kKpMA$%Jnc>Xw8h@CD97(!L=K||97}`d{H{1;OV4t*+5L(bGup?z53sUhx_~Y4~FL7 z2S9_-Shr7hrSf~$_V0>@Kd>tYoa`lA&^dn`g7oLaREx)IoR){gFg`fp?_LzSx4$HI z2NWcjD6|s2UBi=)0-;ulVEr#q> zo;eh^>kza2)H77Kdg{TM2NgchqX~oF$kXjU@p)Bo1KBbxj=xCUakWRm0Q)_>u+!M; zf7=J6jS_USxY0uSYK@SJm&7~RTFLtbmG!56<(!Vq#{5?IF+ z&E5I>xiM^4L~{h4&X^G9@5q7^K2jRL1a2_Lx9@NVZ~%xB-j$<*bPvD4I{HP^OzGA4 z{;jd1SMwrU^>f#7 z5WfdSKQeF6-RzcH;f3wVQ$j`I?*$+HGIHnT{(x=D4>$q;@poryCUZc#L{{#(@yBbC z8aLD@5y27+1D+|sY>4;&vG)~TRj%K=Dz7u^cYq zF7LLSi|KkWF7{yXIkcl{z&gr=Iss4Tx^7l1;W_wQq0xUbb7?;wobB@t@tJ{5M zi=45+`!dZm)hj)>z z1TjD4Lxmtx*!e3zzy~iL6t%%do!6-B6(KFkD>_D9QZ-)4P{6RtIa;u&y8l++ISk>S z$U;Q@c>tvyLW6A0iB}g{-}L-^d4aq758zp|J1S_Ja#MQAEyV!RbHPe>O$BIjb0A+( z`bG7`|DJG^!U|BPZoO{s*j|9t(Nkz zq%Z+lM|^^*WmM_Q$6`XHZ>!zd0@kNE*Cu@E+Kot`1zH(Y^&_Bwmq5)$r~CcRs~4R1 zD+Luyv-ecRLL=Hku(r=1;WzFl<$_h#n89eRr-z6?XZ{&i!T2{O#U!T+P+nGCV8bHb zs^Mx2ng!aD27G2hFKuL~oCHMnq6!PAD6@}W#HeN3I17`igo?hV^c5dgS(&BklbXq6 z!s9{Oq{tiB{qFB4U|@i1WpO+>Gl2E7lH9G_4-A11p;n542g+#9n;m#}l}8A|djXnl4?E4ZK2VTT8qH7`R~K<}y{Cjga(wEOn+mN5EP)>f#X6lk8U z<2t*zDWd9O81zU=cG}@d2R~+iB(2ztc(XB(1dlc26M+UBG0~h~J(y7oz`m)1fl!<4 zuell4bEWGOdP*?9o3x%(WpYd<783{8z%#N0sQZ(`umGcbaLoh9J;$A-P*qDOZeUw+&@=;D^O z&NBUy$jZSah}(*K`Z#ct4g2tAr_lL1pVDgmmOoz``9SL|7%l-KW6UH%#;Eoej^^NJRtWGrf~7 z&8f5D=?mhLYST?Phi8;j-Y~RxVUm7!&quJe@@iqKxw>!EWR#RP7Veij_gGXjxy_bY z>GI@Pxm=4iRoJOb4n36EsH5dzoB8zW6NCN{cGe6urVh*L?Xn&9H zaZ{{&CS2Rss~-P&x#JmHfOXF5Ni(G~Lz8{Ei$->-o?)xd^VlE9q0{ce=>0Qc&-lY? zD|)oIolFL_JwF@lX*qj_ZhRG^wz=eYnkdStOSBQKcFAECx=JgDE9j^T5)M1Zuk!2a z-y2NQ8w%q$8OXM6W8qn*qMKkURMb&fg2^= z%<;k2+*6_T(tG1vFipF7>Iz6poo=1$z{RShPt_%Ua@q%%SHxc5FW=FUZZ-bi$?sRAwJ9G#1y!*A#<-!)%_$0)J zN8GjvF3<l7|+D$`uB=xNNRy zvNM;SYsWYdeI)H{)tR#?{Gjy3@QIZPltxJCB#}A_GS$~)4S1WGWRx? zC!e4xMlVLy>`jaf*>z^02`DUfSCL9?Sr+_G^_cxX&j<3gmqg)C_NV>WU$;Xjp#_~< zlW;#|#yn`qxV~>x3;eodvQKG8j+C_*=4&xq8)vjvx;459Zc z`B6SLzpQ(%0!>89EZ)_8@#k1Yk!|^im8Dwx)0bo{f~yr|VJs~oX_i+BIA~F{r_-PL zamY*&g$}h(;}Kt7L~>lR%&@w7&5y*9o4@(zdv{f5?~!eoFbg0p$k}{M=QqZEwY08z#K&1{DY61Sc)+&GfItO+FEEftHd zQXzl%{u0Rlbp@l96YfQs>U@Ke>xXGqImo2v8DAqDxl_bSK4u9|MS?#2Rfg$acs74; z;JT`@YU@|A7{{lPZ&JC2(S`~1hLdJekK1u4v-G-XQ&IAXF;EwFz~$4e;3Dc1q^0&c z=(pdxr?4=__VfHKa$3G(oq2zUy8bF_&l{mjj)BY^kBM~i1Jkhzk5K`R%SK-e>v3Xz zj^#@)keO<(Mj2)(erPN-XCmU}@>%!^S!yC1FDb4N25Iu;(tvdwr1qtXDVi}EI4?4+ zi0#6*>S!QfvxPQ0OPT*64udAqKq=g(1{`Fi@06zFLUSK}SXbzN(zMxqDXA}$W+%=f ze5*T?CUti4g!$i(^I0MWruWQf!n4Y%saS_3je9NIBOj_c#}*RtH4|zYO8R+xzG{N% z4DHTRE&r%$i6>?a>XUeF^~-0M!~mPjr7AYgT+i|Gl|F2-2X8b44Vuj@X`$24ynAjd zTJ9!}tJaSJOcVkngWH)|?ZQmN1n>E9Miq7w2#^|AzZB`(~zZ3-WhWz;sP zD`D|&j)p*zTu1(4?aA+75VF~A_Or&Kohl}%A>}5@D?|9e%GMOj}=%k4<)AXISAQVb+fpel27W)!`}c8Ux0Q0W*5Qg;x!(RaH&( z`EjB4LUxbPkl^OV8Tymz7#-`2#(h-v2?x-|+3HdS4)aE&DvrhB={q#HHmE&A5@4X= zVb4x^RJ{>&1O+V*ISmOhQ6)Q;KXvVZ$x*XFG6F1KacOTk*25<<+3*J#C)msO5>xY| zYpg5h)gEv^KaEZLAPP`OaFU(w?VRxXWfubg(yQJrG+G_&!Jp-;z| z*nPIYPWEDQH&S|6Z(tL~@k(gB`uj`Z zY4q@O3$xaFZ42ASa66CuhGmyTLCP@Kkiqd6hL4Y<7qa<&*eC{6fYKRNP{~GJ4x&8m ze?>k?-0o$4>1jvkobWXqWCP@+TA?p_yHS`7M$^^X{nsgPH|~co73fXb!W{J3rQ00@ zNf*JW=}DJUcw(9Sw9~oPj|@iROEUMKKJ?ePIpdkoa~@v`njQ0rBsTX&4v|+)6Y$Kv z6JU6k*fOyD)tr2`*R;ohS)G02$*D>DCO69$Os$vTXu;Iq>({U5d4$^vj(=hF7sU5G zfct@$>guq)GH8jL4;4ZW?Y<8#AU<=YG|G zsKdA5Sc^0f$D0G~q`1-AypQ(`RY)6y@Fu|F&ZT;+)m85*85_4ujW zaQf_HPHl*1bHmh|5Trm$xtF_snQrUIV)OOJhaI*znOB5T$AE3n5qI0jny#YhBMJU% zC>kErzQLfAIFZ}AXCDu&_sWdA*s0b&`mTljOo>Fb9=JwYW4R0mpW`RM^%G1mBX;C$ zD1#~*y19*?C_7x%Hoa%eMl=+eKm>~J|M+C>g78rsk#Z0v98rsNijTDOOC@QPG{dEGXsuTt zY6jf?XwkT^KS@x3Ry%gFs+#jD+B|RdMLY0^_yBRQ5T0mAH}6Umo(JXiEfEqzq-5n$ zx{p4a`1~R^?9p(6*>I?;hx>9{PLyhTDnqNE|CySKUGben3>8gKBPmKl1w>DXUx)t<&dv`yiM6^p|DxsXq<#Ns+-t#bG?mu1@bk;bwED!c+mfl zl>Ym-`19@fC~-u6;{PA~af*$emHBu7w`cax^W)RPL4udyY^;BZEPz)Jt8$U41GoX` zWt_Jv1^CZ^DvcoL`pa`+xN0HwQ01Lp$uCtO*T_?5bp;!?jE_)i z^AnfXM}Tx#wH822c(4Fjjm!>0WB!2i-{yOB?Z@YGyARdBk@ns5Ca}5;CW0*gRitpU zqr8q>jg{3hxp*Wc0NHjTU?{S!mG{R#TPdi4M^p{fQNz{J6Oi8QpM#M&gHvq=mBI3( z-eFK;ooBWyi-w`08tildWfqs%Rp?F;bJ#zIu3wZj|}62*Q#hf7u+AR81C5FSQHG8#vML`Ft9?gBtF zpRr%UCvw|Un{NHq7>{$X+SdBpFaC!vTU_3>9z0wkUW?=!CH zCiFb2KsH4J(>I|?39{tREwfDxwmr2T5vo55IzXwNCzGpl3j(l75KstGy_-8#{?onufP71lOaNI zSw}dG11C12g?IrI$SC*6nsEZmq106&C_{3x*7b z^^2U1))2^i33L{S2tB(!(G#D%6~LwI<&$0>)}v*)2!(xp^&4DOR`Ejs+43Ps6`c0^ z>Q{c0-PbwmWDwbNwcVMO`DQw<+5&Tlg7D@%x8^7=bi21z#k24S-u7HxI3seAVGPGSiPat5d0s*eC~BN-}4pY7Yk)v;gS5p@AW?|siJ=Qd+dqOoRK;abTQf{ z=gx_JfP2()mUrf<%+Y#NKbXyhSRr(o^@c6{1(Hjqh{dcUw6TmuTCS1tuVR7SP@tgAmC+h1(06p(mfoMe=j^5z zg*7n8f%2RA*6bp6vgol1Kx&5 z`l-U^pvV1@0%rb122k(>cLErAe-rs}X&sCQlF~L!=@AST=3JIQ8F_^68i0z;0C>6d)E<0^ zYy*zZhdTh?odXC*G&pAf@F*LNgR#*272aDpEPT%i9kAr54uD>9?R$t+vw|MdYnp5` zda|5f*W3s8!*@gi*KE@mTX4SoYva@BYy+=u((=6rH4|z?m`q@TIBg11xyBSh6OSZL z_v*8=_Jahmdutb(nCsvH+r5R~;|CLrKqG2&^ZP~pagrYj9_!ZN!#KXc=PJGTk2vr( zk({zmE#Wt!s#yT(A8t#Wt4czb3?)<8I0AcP6UhevyuWMv!D8|=XCL(Tn6pa+z-1)P zZCTe7m~bm6mZN(;(m?akBdav2h`%Uw-7=#gPmVQ0sDTh5{&z)PoLIB(Kv_~tmE*Y=f zebRNUsHMyk1^Hy{Z{)U6C%D^Tfq&MzFfKA*&d0ZqIsUa5b(t+51uoDhOc9LB_q5J-YIs96 zSZyA8xmC7RS_gYwH0MLAG416wAZ2XmOhVnH}PJ%esw*zu1M`=@UO92qK89U^&Su!bzI$d<$=lG z>C1Bz8s_$aMnxCsQkcHHxiI^Ws4kY&7Y_cO6SAk^#Qmb2#QpVgK@AvLRs&VZwd!R> zs#VXe+?y@eb&SfZs0H#IR;9(nTgI7PG-p#V`0smnGv7{HW!M-1+Lykg@NKZKe(?Hj znZ2#WvW?!VS~w_Df>7&QcWS>b%h`>K3&CyZ&r03JHa?7PyaxMleURad)1>R6KDspr zH)3|_&hZ^{Pxl9}BRit^HEWcQ5A$LauUREjnP&wLA!`eJVyD2x?vZaEF1EYf+D#)QEdMGq4T!4>trE zKu*cx?6c@{y-X@c%-FZ|iI3$76uW8WK|b;A+;9K=P5E}+Ckl6f&?h0h`i{JYv~IZ9 zbfG8p(YE>`FH#4{(KB6k_t34oLt0aWS4t?oLy6-Lx7+ULw?Bg+ z(O~t}dJ!s5oFcQuum>TcYm&XH)6wBih(p2_8p^rcU;O|(Hiy}+6QbqQ(yVLdy*ugG zXQfq=4RKF8U84lPv^c&=+NdNX(#hP3+k=@Pp8?Jitf8oEOpu~?^CK`f@|yMInmZJ; zR@!%QQPRL%cB?XZ!RS_zgkWoRq+}+n(~O}~$XJy?LoW7>T69g9t?&cunthbx5u}`5 zn5kB`*}PkByOa=hv3~`B3?!PFhfa7qv>MOrpxF%OnS_b zhdIH7pJeZklgO)(E}VC0S6+qx6Ja90bT@gdQ^viCl?bNzi&A3j07B`K}!^?tCvIhb}&BdK8MN5)P?2%3W+!NBnuKlS$s z;39Hde!*)E>?%^S8*|1}ji*HQYreSq-2HYlVu1Cqm)Kduu)4kI1Y9=m!;Onh4Zi02 z;>SshBvzv2O6*?Zo&;I?)U8wZM|t)oIo>pV<#x#3ndH;UMI?4!Vj%wFa2@F3=pHd^xBGPWoi{G8=OBP>Y-_7pxi*#PuU<=mr)k4}Jfs?y^+anNRU~`J3tx zQk+!>=#RCQbSxn21!Y*He=K-AB%pcXQ}b>5!Oa5t__sS!`wN zYN9WSQOdPAwT)?P@XDaZb&G)JSdTGTds{*^spIpBytZ}V{^6C>`$L2>;BCncars!_ z&%^>FW>KG?fK;bR{SIb%tcOm4_u-1X59&rby$M1IIv!VVe{42Mm$D{#JujFt z2@z)2jt0o|L0{^-$&E}JUs_KjF0&k&OmprWiVQG{{>J$F=Q8H;wHR*WY4_i9AjHdk z$AnmPi7mk7^JTA;N;3@~IwE+ANs!QpT%KjFa#*0<2xFFkA7@>+sG}e zj%~a_)N{v{cIUU~8gZ<(F9GJPxr9=24p$?V{NR*z<7l%*e}L;@0f`~ks#k92Qhk1o>4?QQ z=shxl@SmPwJ^uL3!eah8YcRoRKjnERB1#Dp^<~8`FzuVJ!O|nbD<*j9Z!S`vLs=-! zc8?nJ>L<7t6qZulaXPRU~ES+27PB^co<1En(g*?TAk~H7h=tjRwmr(*EHulL8rO#}r`O!$< zB5d9|^&+;V)%6-FcXMtyFRC!x#^k*nU-RR!$IG0uJdxxyFM$z=9^@KKx#$oIY7omv z%1%B>FWy+|x0=7`k55jUS#Uml8;SeNK|j5C;i_}lSaV=wjmamC?doa8dg4P8;YN1U z>&7WEEpm+yU<`vM9Rt2sPZ{I8Dhlnee>Md-g*yBFYhj;F37Db_ClY=y*}Cv1GyP1! zt3gGxpU$F9R<(G-Rlc#UPhX|f9MOMCj@fiEklpK^R38cpakx`@9Tam)H@J=WuF2pn z4K?Z$sY{hBYThJ;0#QQ?l={+!^2hnMP@p{?ZvT>H6h_-W3x;yN(UkO}!^nXoq-$m7 zwVaWjA(DsdE;7NgUh8whR?RHO+X_t?tt!AOp_x4%F>=uqi;ypRr z5t-r)Dla^f`I5WYr}|qMC+{kSCJPB^7AMm%LAq2Id7hZhvd&6CLN=4Aj9!SkxkNB< zB55L&X{F+Jyf`Yx#82b@Op*2oZM{WHc7>gA{Gqb@yHDhFfAU5#3hZo95M_1oT zTP^=z4P7*(;Dtxu<2J)Sv*@9_`p7j~(!3XoSXw-KN{UpX(p&1(eW~LwU#P#|%d_Fm z)6a0yeWJ*^xRgXpx7#cy<}6{~lwYKC@3N(1Pa5^9pR`s1H*|%nNjZ8)sHKhDJ5-$~ z0*zkf7y}w<^)N~?(DD54^Xl>1`9*7T;%(vB#~S!JtAKUtNmXD>kS| z{hmOMT^kXnVO*NU{ahG3-!_7_*igk@N1{r~(3V${e@R&PT(b^i{w|?8A8yddHJm1$ zD!-xg9PJ(I6$Wz`<{lG_`CG4}d|=kdm17t&r0yNu$h7@}(1^sJy_&=}#DD6t>y7)x z?hOK)4NGRLB1M zyBF5n#m!IWWuZtq3L%8V2xR>4<5GipWe z-+sgl)Edln&s`?_Et{@xZ{+*#OgarKC^5Z@u~?hdiCY#z1q)GYrAOvmxSz)Y z-B*=T_!N+RYYFR}sAcOznzmsGl=)Qu%6HZQ7t}4DoWUSkDh)TXPMZOg!Y{z?8Q;X; zaC(0pd1@j2vWWtxHT2Q`!Pqpdy+|c%ab-GyS^?u>LyH*`x^ z@wT>@cB^B0i1KjoKg31N4qRwxQU2}3&TZEQ)+ssLPEWOpIFFWOR0z35ESAKu5Y&+P zPo%XMHo2iW+Ro86O9#re`SS88U`_j5eD=P|T;i#>GHyG7~z{o*y*pK_7)i5Crn zF}I2~Z~JB>hE`Z}R9tz9mt6_4+W`+s#)vTOYds;cZ-QJ|{Z}c-PK+UK5~tH7R<|Rb zufQGg~+^!QsjY)jo>jvvGh0YNs2hVm3euhf5OC1$!o(-=C zLWKCcGcIQzP3}Ky(R`hb@=RMVHcJGm6CYDo z(Kgc5*VAnaHIu$cvv_-D{$>%`7m>+dBfn(>hv=0yojzY~d%FG;w?~s9ibF$sN9TTO zP+XHJmA&dzU4?Q&R>?W!r~KsOL+1EU`ROdJuh!LkD zWgIzL4=S^R{P`yav%F?%BQ0c_j|He+U!*q>7CpS%%t=h$yj>Dx%Qx~&3cFX`wXRXH zK}KJ5+mvDgX$mKbO#SGIY_M7noTXkhb-;A>?;6`@pJdh|PekF~yTd#79I2>s!aj3L zK(ER_^4mf2wR*$Wut42%fZA?lFn3mCE%+zX+TBH2LKheKw(U?=*@Rx}(jc_D-SCM) zW2(~R?5*SOd5yBb^e!e~ux+Xl=@YR?N=RvLsQYMM4bgH3I?l`U9ZGCt_BVEoMwTN# z4BFVSXpdNJN^uKFj6I>Oral9S3a!|<>C_o`hr4GJ49u*2rq4KUx%QZEzn9{H!S;PD z7u6U`Ks_xK5#dT4xO=?1i0ZeMCV4~B!Y4)}!pG6D^ocM(qQ#wEFX>8GS|FRHO<92}VS(=?9A#-iyN>QS@8!wPHk6uA<@B_lR z2w#-p{l+Rnr1h#ZlccLwfbd2xYAP(t09DO~F(7|8m7pU2VQI3H;fyS+6Skk~k^clK zD&3-nP82%?A|63x%vLuk1(7s+t;*CdsuJ_e5eXbQe*?ov6e@Lwd2PiMmyeVXzqW z9k}l%B~!;(VVl=9l6!QYlo{Al54+nH+qLhCc(TsKL6=HBF}bdeg78A$2FVn?WLJn- z-y&e2`EDsmG#B6_6Yytn6T-0$JW|u#8(T}0b>3YE&Qzja&yC|FyLhT~Fys4fx87|G znt$#o3Jt5s6 zkd>kJ<S&-2)8TixYhJ6lFm4m zXv_sVo+$O<4bk1$;qg@_mYtM^06Gi5Ttoei-Q^HtYNNF$6uVqyLPid~b5u z1BP%=7fdd-F4sSA&A=jCClpR4A-jF{ZPap_)wNnE0L50_szRdp*$(|qn|bX22%g%z zOD373?zXqaHu&Q?@2z8TeZy0GRr4=xj@)xhd$oD7G^AM_Iu=dhquoI}`b!z}-h+u` z(BSPvREi{}>w}y!jI@}UI}^^Q*SAk)VEhl}#{qp>oFsQ=7=55vBV04x6ztLaYSr`I z5QV0A*a%PmB-_kz>4zwFd9=@p8ud5AvrLhE1jWTo0s6+h9q9}GYEm>7tjG$LBOY9Qp`JKk8t z77bMnA&$NDpAn)Qsc+~-9|is^pzJz)qF3=wy_$o?ijjCFD;3vGJ}kFM-Qj(@=c*~@-Pa`*Qs5XMBhzW zj{oh?<@Wujw~}hf-q&- zG+P%|(jx^Fq1`|RS=yy258w`d?Kx#$B&4v^5M6H+EPr=r;_73rD&m@=EBePu^iHC- z`R^!OO?OJRVed(6N2XYgpi397gc2wInJ5g8MX zh?tMnp%nLWjO|IP^EB$L=vv2{vA0`X(#I10*p}*(EsN0h2jl z-Nz>j+n)}=-U90Cp6K)HZl=<}l7Q&R`;RpEyd`h7xw4G1O{Y;(;ho*Y zdM^Rx5JVJ$otl}qw*M1Gw6T)@Oh%d z>8s$3oC8R7mKZIgAM(K$M=;JO#<{WJswO8g7bH)4eC9xS^u3g^WDOsHN|>= zuCy;%6JJUmlpLm3WnU+~Y}5Uh&7@evZ9{-CTrZ3sRR!#Dh@7ebSIw>)d75i0rd$04 zRNP7oU;R9@97eml*vPKWSxafweMUVDUK$%&j2u~hFGQMV65qb{TrJgN>jbyRf{dAN zn!)TO!C6>m)-qYmTZEiwF0@{fPmfLQ4@^YEjh(OZ49~IHuUtTvr}A;$TbGqV#!`1~ z-Jsi7U$IlvT$k@sy>+@fZ(VP?S~Z48HB5Pxy_xjpY(9I6l@!z%ZEu}Qob$1smA?)4 z&AFGom{YvCXkXHKQznWbKcp#_H7~=6_&1I+KmGa%<1K!1>}{8_QK?6Zw>^o}?uH8- zTg43_`c~J>`>9MCF-C2q|BlZ_s6Qz^Y5cZv<+Svl@lmoT_XCqy=i8nd?`e~knfQ#! zimX~5FY=1-dgkpZGB0!`aY@SA(q-$cN%h^iMRcL50nG@kL9f~TB+X3L!8Gpb$bN!NQLX5Go+GTW5k;!WGT zaP+w9QpnOv3ja_@@2ZQxf3yB9l-q{=7I*%ASpWMA zJVj`^{gzMb2K`eV{O@n||G&@we?I?v<^1(K|9}1bzqr4AcMRxSOB#t_@T{8+3^&lF zCcw4R0iYAY41f?N&k-OHAkI-Yfx5FEMk3_`qGSLh>JsmQJ%<69IO(IreuF0!r0dj) z?I2EyW#AoXvaH)hix_0)>%D6fH66Gi5eIVU%EVVqRsWK9a0y*gc!6hGE7zu9Y~qVJ zLmqvp0K;SP$)`>Ts;dK`D)x#FKdXB0r43)WTlR^d7=}abz&2Q6qhJ0E>Ju*Ljn>}= z%NT-!^~jvw_NcM)AN4Svf(gql$7-D1>+QEr;a36`2w|r10LL_PtQOd6YA^=Yk=22E_~~%h*mQxMBasU+@zONN2fI1`4D%%0^>XRo z#2n!MzQ#$V(XwI$w-9c9+joKC48ol08`N1%mn0qMR1m$?BfXB*!s<}m5?&OT`z(RQ z(Kd(|e>Lj;*U#8Mjb!Tm;rASTPv8~x%HUv_VgqY;lldNaqlW8t=6EEpuy#H-{$%?S z`G*wv4B@(@Nyr||QD0syZaT`Hu51CO4tMgEC-KNM7|qofn*_Ib2cjeYMBbo-M0pwk z&y)+)&SKU_S8)!wu`b*}PaXoR0?Bqds1{pO{6~HG{2opsArOSXi~Ib{XXtxB_9>dq z+4g5XOHu?IkTVUoYz+DAy_O$A$j7h^IEZKSjugAE4x#26I*@AXuV-HgTJjvh7ru_D z^PgH>4P>z&}puacxI$7xx`J)OcR9B){wq6|2bK|%t5|sw7qPG-DiP3^_pKX z4$P&C+i{v?{v9Q!T_R$Sz0te>q3QIM#92fbS0;~m4TZxf9h8U82f&;C4syPD_@^<_ zl3PO%>Y^C>oD9xE|IW?6D`8QrHh+0~XyzbL!?*~rK;kx*%UXCYdU2BDL^kPfgYj)V zG~6Vl8HCv~4+i-z!@{x?9)BU%KmqzZ|Ea70vJgS=lIppegvfNfPEG9`fISjo2X|by zm<&R(q!BelR>>75b+b6}GqCHpB_>?o5dES_t{aT(BrHkt-?Z^6^+dkF`tJl^b<>Uq ziJFaul%4l0n*>v<{5LW!Cpb^#yGsOe^X#DR_;d_xwj$E^i zB~r^?klD7__uCC?c-g-?z;rSEHea<|OgkJxa{#f%jg;Q&1ah??LeoPg4kh5+)d?KC z#8t-=slsD8jJgR}^AkS@T*?gjRfbqAgG%wJdgLd&C{}p${?o%H%)AUDG@0^OOq;r+ zdCqU>Cg@ECz+O1;DUcBn+a2VT>%RB4pj_?ac_A3Y)gHmyK%a1>B*X!ENuNg}#g^O> zY@=ggO4U;~Jl~{X9AfiIrQ|!}jy!AV=TUzJ&PRdy$DqD`4vgE|h)x1I3{6H^&7S*8 z|GSddWv~}L_K(YuDBoNJq(oaI39?K@8m_(y-d7EN!Qg_YT3kPwU9YmU#P7S(nm$W= zwuJ51-eEBltQK3LuBiuO|09mI5%-4tuTL`MIbl9Iq@<^-Ur<_l5 zRra~fyUn+_-;P^lmse%PV^@m)A+4F}>VD7JP-Mu(?(&B(f`*G*S=+T1ADsS}f#b=` zc^C7aCPG|pQy%9ZVZm~X5I z(89z>9sj0PTZ8PeLuavN?vp&wTTTYXXW`#GaVHCBd)dY_0r(WrN;T|kw>*Z?)jN+6 z8^!~dx1h}a@_huSSA*$P=UX`NjB70|D<1f$e^@izzE|!E`I+Rcc42lgOnYR0Zz3f- zdfvWkIv1Z2ZzAkje8E?LICwEaq^6Rp-t#)c0lc01ao+1l=*8$L4`4eq- zhd!<5_Vv|GEDJRJ5FfLh&E2!>dY{CTCi_Qi=aCnj2d@X!gwhKJEcX1&%1qTkMNauxDk6DKkOc(E+oCBiO0VQ# z(lM+Ly$*EU8l;Crgg6bAH>GzJzueUH`V+%$CVQxv{+ zy#>p?SDxTt$9LulxYKw{KHZAoCn2V%X+>tMJ*Td&f(+m6XWT2SzL8e-31$PtBEvV!yW_c4HRH~x9#hD%lP1vWMPfih85xBmAdM+Jdr^hP={ek>`2 z1FGN%q_lg$(0&;ELMJa>(Du+$p#j;P3Ks?vRZ{Rv_qNOg6g3Zbf2^dgfO=tFr|Y*5 z_Nk-loF`@6B0i13h6MCbIo4fWi=17;G^KF)Pxids;JLb$6|*>sMQmPbN0L2=7z(8i z`BD+RDe3+Q1V}e9F?!a%k|Arjdscw(5rO_1us&M`8Ht`5G1yOtVbU@}s~S2vZSy9e zlKeUS;oVMK7|DN~wlC^SEIW@T)sCzb*xKX%dWgHN1NZ1I7_H)wJ!SZ+6q4tR#COY> zM`W?x9tMk+z2m2gVXjq{0((D!i)~Ezngbth?S=)~ zW4V8ehW#k4?e3{Z-+^PaH>n!zA>@LSU^&7Qv?PLJ!gsmde8#x;>4zHb?>`U=d=bQQ zmD(t{@;6j<;v2^q*`NA*&KJK= zr=v1#a{9Z`)l|nt`Sb1TKWnjd=vfFeFw=(72QJO+9$p&*_FKoja7ImF z9$$}@UUAZp+6eHLbuAh#R@@*yJ>ORPJQ91*atsPR!<8zb9X0yHr;2qKT0E2z|2QIN zshCI~_q~~W?jskhBR*=uYNG)f|#P6bDUaCk^9hwR&!7!9<}i&;`K$ z{jj7~JmBM2RP>%Nxo{lB zJ>t;KfA~08>MBZI|5Q%vY=n^CzXSR&xX!ejA-lW-1)LW#4pTRI?eFO7Q9I+mU_7c= z7~IlUiaf*5r)JJY`90*D76&i8p8d@`;q=hK&XI2KC>K-Cmp1Rbf(@Iq?p_Qa;GE(VU zTJ-u)n;2$sYzWx!lF$BmKyo3c|pQ+ zDIxr(DIX$KzE8^0tQ#j}Se0p@4q88?`JlDssAR>LwZSR?&v|1yCD~HShzc%*v#eE{ z(dj!AytKh|#xQOC{t;J$D7zqtoFc#7s3LQpOlKLhExplilOd8h>%in$&}m+MPEXaP z>`aF<>QOPd|F4nld$ouC<-rotiTa4mYho>WZ|U$vRAq`%Pc3ZvMASn00&9^d0` zhvF+}xEA0;3nViT!*HAmYL*XYHeTPP4F5S+jQ`* zd65z#-XpcxH0cR`A`kod9|C6Mw_-}zB3B_qJZt3U14fUt9GgcH7TTf9Be4OUP zYN8=cKy;u65EtM(zO;t;;rfx|ex^bNH1dvr z-@v999+1t61TP3THx`F7TuXdG#+5?09+{ZQu%oQG>uQEk9@&!jPq`6RLH0Wh7?#pT z<*@_8#Ku}UEn{kV_`N1FxNpdr5)8L_V>h2dT%t!wfsK0m&$g|%Sx3R!Dl#IJCm^ ztCk6dJX5rTHccHWVr1@@XGUlJ@p6h47X=APGwj7x?zPeulC+kfTd=CkT0%3`@%SVR z9ln)6t*yu$)17;g-b0WoNWXSHsmy;EL1g4UP~_+ck##FyNq>!3bJV}%8t{aRhD{JW z9!ow_$`-GalC_3yh~Pb@s3Qy=LyRF1Q^c>i!ocj_buw)hkKUkWeD}ap(>6TQ&JP-4nO(vs4DPZP0i9;I}_Hn(`F)M)GQl(fM(fM#G^oji($f}%|`zc zN%dTk;BJq!QCEG~Ht_G`Vx*`~yF@o$hLcR0@+_BlyP@>6WM@xgZatV9ZAQJD{c~Pl zJ3D)ZlvV00`Srj+TCgCon5AUm^+0ce1=B<4JFYFGjMs#dM6r+m4B@p`DOadSVzLF- zP2O)pI6U`|w*MOQZk0~OfvrBra+SQg(DuPicVps`=|9Vch7%5FmR;g-fbhyUK_N(- zZHM91J3iC!#jZ<*?**`P_Aa!164HGhEVmS3DiV#jLH@RG=6tWcK@XKIM&f>N{UrIA z{5fqtA9>ZbQ_hHO71}e{go%>$-7{QE^J(4yEIETb6O)Z=!{2AeYk&O|eC(pkkOxBh z)_{sYE$X+ycYWn0_yGH$_hj6bR2K`6<6y&uzm6l65*o3E z_4VUSldYr)#uW{EfsqYLd0cYRXR@5abXA&VDB?qm0LKK#-e#;Ju-cG1fs2 zKBo1Fo;MS(8nms9Z`W-*GexB?KqAD(;8*4t@-u)wU6N%h>`U7aKIm8Nz4h~Wb5KMg z`TEtZJkFH_%s^%}C6`jby!I>x(-EHfB<6;7()Nd8_QfU8n>HW6BN})06*4XoQ zx=d=ZIq4H92o@9GltxM=Kcmwob+(T}#d1{>2&*`l>>knv43LtjRjj zYuAOziKvlUFfD+{q&a#f5sUPRCVRn6%JGMwgqcVWW?fDOVg3XdU(Mv+vqH=4eBDL_ zymtkY3u&U+h(p~y+!3r^G_7hF;BF0Rtz)TAY&0y-cGGA^B$q@z$ceLr^5=5fvi7<} zdR!r}WJfe8s{Pbe3-Av(KC0@~F1~aj37aMfD(`D2?&B5kU!>r7OUUk`zT{zmPJ>dM z^KFbNz$HtoybvD0^i-6=3r!3Do@cZ)w$GCG0ZjQ$0=k7q;B0Hui$#!i8^hTWYffFV zq%rJiy)p=D^}2}Vz$xo-K@IxPo6cIiF=wN1+IHHvx4+MLu=43&TUeikrR}|th6ju2 z{o~;g!3j_ht}f-%uYnoRmZ_4OI_O%Jk`?BTLCNS~lcgP74FnRDk`|dDn;ONYGD-Dr~nmeu0p*ZJgQDKfy<* zqgOF1TuUd|japgM=c8Pm@rxoV$dj-1`M9Y`45HV^ zhg{Q$)`*me{tsVY0TtEO{te^M-QC?KAYIbk-KhvlBMpM2fHX==gQOxY-2w_y(jiKR zlz@EuaNqad`~AOIYnE$d=`b^ApS_>w`4y?*vJQ6XjY#&~T5w!m>3Q(<3l$W}8;HQ%+Gm_~WH7tHA+3 z*6Vm`PD))jFtw&KVKKw8hfgfi4LB1CscmA%2b9<#yg&PzDk~9}g(9Kl(lldJXhvdQ zH(S5>y$j(X2NE+X9&R6v3a2coQG&9+dVz}&GzoIKKA7(ssH!cz3R1jr+TloM`bvUq z=iSLh5>xKNaXS+PeU3Ej20z3NuX)12)P?Bql4kPjauF)e2;_+3@`&3L=C4a)U-V`S z?uDlop(&_FQ0%+p)=x$KYm-*71!rGzg!vVyVO>n7Ow~MSL_M9!s9T=6hS=F6 z^qy4BrK#=rw3%%+ceZ;{nXpj=QtyVZUk3hMYB}P$ZPigiy~fq9WzY0eIutZyvx!@g1-Y8T1WpaR;{i~A+PvFy5J`JeF=FTim%q9}napGu~Er?^!3 z!IvYwl|(>3>Z=@$r(JvfxV_2h{g7H%HA|Z@?K5(%Pwc15p%DpBmVi7ss*e$CojusMM-ekz|!RgAdTdQQwaWVv))`o!)tb!rwTYL~;&t4^BZ-Qg-x0z~UR)~gkI*=_- z1=O%I6VG%${7O!*Jc;_MH3TkV29-7{S{s#`GD}Ef5TOLeAb1J*f{yr0Pet^zA)JL* zfppPFp%yU_Np+t$R_FVE9Dy%LX@4ZOilW+lw$QPB3}xR~WnZ<^+btJDz1Wka6_CeS za(rbWOP8O3DE8xBcub|#{=Y1d|E?(he&U9v7vs;|84Y=U)qB6D<yrLU3-R|S{^yAnDxBX0UWUs)D*8V^=)XU=G(T)qLOOYYH~W~x>`5qOj{iLg zn8>hXt7iT;i0$uT{=c6T=3(XGNc>8yG;8|eNr06XVDfM8=70Z7@cau?2iw8_i=Fcy zvP}V<);M(@<$5Qpx`KZ`%4=)ltkaB z7WhT{7vuatp8SNY=c!Ca{@xz{kAK0ar3ZOhm+#rw|NlNFU1Bn69zgLmOR(8CT!7)R z%0))>|C{jxvJOMDNTq#%!Gvjh{oBo_qeC__|DX4{Ap_YG%_5%Xf1ntf3K5&KbIDViSUI$hiCp-3$T2MJFEwG7?56c)_s^u?ieaXAb`!5l1k`N zhUbrQ8F#+7lE1#+8npkP_rUE>Sjk{dU&B5EgRQ0?1+lj#C7=i4t~#7Z0;B^MdyrZN zMZ~HCz}bcWpDp|U@?|CRhi3VPJYTp5iR^s3b3StqSRfnP?z)~rYrg=J0x(P|NldE5u+qrdRS!s>jR7m-$YTO?&n8za{H`%@ z^G0S$*=LG4pC?j%ynI7+bv|FTWP6_7al_SxEt9US2oA;+4e#$jiz4W?dFFk^-E(%j^|itt)O3desfU?ZLNn6khSjd9kR``TojiECdv*75GjxCSqBL*A?v_MrhsmHJQ=k1^HNa7e~rt10k-hR%G1)?DwH#S zNA7`38L9*WlJ1fm(&%tS=<49A&^|`iiqn!Q*2pF|d0BJ6^~V@6bIpQ$NW1>SmREU& z(0->H=qr<487TffW59n-lnjLe)qsmz`k#o_Fz8MiN|av2%!BOnIxhk4gGMZ*!kiJ~ z1>9X;Kg!7Y3Jiwr(htOMPgFugHL82S=wSnjdnxm-*rU+qKy++y z?Hk~c>O4v6?1MwkQ^x;R$fu62jjWFS81Y9&f~F7E;s(S|z09p((C zJ8LWkORWH4A35s>IZ$!fUt6Dg9Ey(>%H0$s0%x2K0kScAfH!q;A!5elf{D`iOR9KT zaDJ71qo}zH?UKMO>8W5y7+tX=(6#vUyRF^_HU?3UD|w}fAu!$PlvT`N4u+g_fKu+^ zXez6ZP%O00=ush77UW}NJ8uTu$Cn!cRptv&_eTZr`pyHO3h#k9^zxdp3}vv9kWZXL zUKc;qfzfF)xXFekFLxNg;9ZbES)r4t>t5)sZ}G)NfnWI}Nud{}w;#h128J<080k<9@ImL99T@kGOcpzF zLoNr8e?&?4gGdVCCLYphGXM%$dt_BGQlnmTi;S4430a4RODI&HiBJt*cmpUKkcHC` zVoHA+y*L`?C{UuLLb;2?rjO_#rp68+UDSb%u2?@Aa96tT!FpPpz*fkQk=r9?`S~Zb z!$2-3nCpDcgXPbV_bng7`x0n)#>9`~^vZPP!9e{%L(!B%!>zl$yL_H3W?s`n%;DQK z6B{O8AksLlL&ecV6<=LJBxla}A__7X>W$21o^nsqd@1y>L@fT#1#!PR{2LFpR9mdqcTbSBlbj62~IPE(b$!7PoNaUCF%UY&-v?-~TV zSg+Q0X}QhXrw>A*r;z6r@Zc&6km`B%9Ez9j5@*Hu8cRZ5W7IlH{$1DgNv2(R|Eaq0 z0wWX|N){(wk5>gl-UXi2og+J?dTjfj2ZzFg4uuJxErCW|@R|cBeSRPmVLeJ3oG|Kxr1y*)5ByK~!w<`n-?;`B1VvuC#Bmy7QHMR4 zAUuP&|Hp;;MgJc#+T|Dzq&rys2rRnRf$AbX-NH}V?`$tS>1-FIQoIPY?Zy&L0alic z)laZh!fQz|YOS^;;kq85gIY2yv0aTl<-0IQ-TdAl^;G~5Lh>L~eaOdr7|i)7vtRTx z(gI%_Ug`}}geIsm$vFqM7@8obga!B{GSl6bO`(LSPcrzBltykF)F#FQU}|(ZK?P(S zB8*5XygmKcj+WE(^jW~oHL5w@AG%Dj4{3*}b;ztecX}%+)j~@e znL^G#B?3y?uyD{T`1P~0gQ)Hp`CTixx_l*zA-KzQ1}$)(TFt-j8%yIdMPJp^<}kbY zuNOeKSmqH=C>WW25e~8mISxgk=0&c60*S=-Ti2?iL&k+bO^#UmQW_KSN3;<#V;n<>{{aD~a^IDW0gmV!>qLxGnpD@5raSbXbR3 zoog3HvIa^YabuwzplM;Xh6P_Uk=wcpm_KoR-r$}R#9M|EOTSQRkw?($7bNs(MvJ#5 ztnB?%V{s;HJZc9oV&|_j-cUqB8UUXzMU0>e7BDm$udm z7hVRpF(>^62yW7ElkEIod(lzc-Zn&*{fl9qVO*@e)PyBR=giT z%q3;#jlY)Wea=Ntt93k)do=4#LZO2`rYjOm!sLe?RvUSELoBZ0X)cm;heA?uMS>>4 zwcsS=fPrEP!E@do639Kqw%F-4#sv!pZ0g`3 zcqbbzOMT;}|D!;|?2Fn6PNw?}vaEP@J(|(KNR-*PSh!U36W{CWvE#|hUnqws)g?2% z(@NW^qxiOCJ2G-}AwJ#Yu|Lu#a5g$G;<33nc6K7_G4^!SBgZ4>Oyq3DU-wxKHG;zzeoLUYmWCxB8nfnYWPycW>P^T&t zq$ZO-73liQu6eAid1)t-j`&5bd;7wH!kc?6A^SwcDyQ(Q7twW6Ls@MWMFxwfpugK|N&4bK`HN`GgRd2l-*)7f&ku$krniHAu<#CWRO5{lpWP|^Qlo}j~@ zY_AO0QL6F=7_u3G8?g+|KNh_<p-*s#L)nKZ2 zuRO9Z1x%3_qu>m(MDTPA1Nm{jk zalP1gU(>Z$4@0ZbZxQsy>{d5OZ|CoFlc#9_Q0aqikj)Y}!#uT~G+tUQEB=Lw-wuZ? zS!y0zY76q=7boSd+k=%5l=X$?hYMF<%VY69KhawxV{9>EER8wz#5q{ zT6=FKZ1|K^PW$@^tR~>%NC(iHc9C(?eI3!qL7OF4bC2L)K-2i0(@RjX;4;vq*M8Fc z93v4RoIlfj2KixrH99bNovkYpjLwv*@4|V&D$N%fdPdwU2vfS7MY0j%?8qkm9%OQ+ zbjCf~J#X)f?a>NZ4JP&!NU4O!p^+KN&Dptheo&2@>HfjgN}lyXRYHc2XTLFE5Vl{c zo1qL*ncp1|T;f@Fox9U9tb)V*#M*0X60e6lY=Z?kgtSlsbW`!K?8yF^=$&JR2H$WM z%-gG~Y){$mq~vOAm+|{~#yy&OqTqL?p(mxsZ&tmA4^G`tZTk zz#*BF5LKrU!Biv|8xpdL0nKVj|4SkLcQ&rTJn0Kaa|Po^%^Z{;3Y7|SpC9;hSIUtg zcH*dMqPD)F-5kw6zVGqqO$eHF?HQN@Zuzz~60*u-ZMVVN@8;zEXA~3=AM$`WFT>5U z$-M|U%J?bVUI=*w$eruMvcU}5D=)s2-k}Ds9&`$dXkflnP1n>2R8m;~M4M*lHo+yv092OGF7)~Fe5Z9e zJ&^`^S9g{G^aS--D5qqxs4P;ojt9NQCb!J=vt~x3P6&>g)JD97^>s$Ou!aS}j*o_;=#S1$xWiq^Cogo(ogGWMm&# z7D2y0tqj=bg~0sY9k@F^+*kx>o-37H=ldx`dvI;|K~&X38wltb4!wi24p{93mEX|M zt#Ugb1Hk~S*VYv&vyCpEzoNU1Eb|*()X&Uh+WUklwOU3rz==-Pi*b;zE=CSfgRK?L z`}FX$B8_os?s>b$YoWIX-cg3PTr+T~B0@rbqHAFiVr{UTL*bML9}*z{01W z`?3xgw7DL*!J_mdmrso{5C;1n3$<*Lz*DMp*qUVZllt9(eqel&z`(`hYTD z`PLfr;trw0+8`+{%bSQUEse+06{{cO%$In1%!OWRy)_Y}a`v39v-kcA6q|3%zk-7G z6;nP7{u~{gP`nT`H0drszYa@Yh|QGHXIQ1*icAElH~89GI-EjufGC4)77`#}B_KS* z5$CAtiRQ|Z_^!VxjJQ4|&1n-)aQyo2H>k|qfvb6h_IF_6Q&YS4W8Tq{6ZQOIRcRuH zWk`dG`j4Xzqm~gGZ35`?=~Vd0m>tK;rE?6KXlc!v0@ad8EaN~9xw)n!uir1H-NhI8 zwkY&feB<8mTF8F)VV%N6A`hbMp2OT*Y-iVEm9awFQjyX|naYPm1_l=2(=hNK{n}r$ z&eYD@*pmtMS`MFvsyGTX3rahlXZ9OK)w>d<3l-qK$NyE;@11w-1lg zL1OuK4N{b2j9o#gnD2p=d2TQ|4Wbc+?J5k7o|gAl$PvL9+CP-nV6+SeM3Xi@uZ3iQ zam<{c);^{s{bld{X|B!xgP=fwx4?xr*6&Va1V6kZQ%>pcS#et)GE+R+5@aYAVy&0FtW8 zOg~gD?#Biv>P;LFJ_PKzVRK+8_@)Y|ptaKz-1P9)42|--WP`zgf|aU)S)>Q^@waWbI7_W6hJ!qJ02tA zh`{Y(+10PDZ+)?U<;5P*!HSJT=o_#c27!pI0LA+bGA4vWDVTDGu&nCOj?UOJ)66d6 zF%aHSdW>@#uU7FRmw|6co27aXh1VmlQQwJx`))gTXegPe-_`h=MvV@u&FIb1lltEZ z>T6=LiwB@m%po76BIIdU(U^Dcm2#%o8TXg;*^{_~EY`Z;y4z%0S6CWHLBa@9k*p7+ z7Z=?6iR^dN8DCIzuhyS`Me?6dhm5~!I-HRSK0QgU0_qR%JHj*foWJ@mt<={@`jDDN zL`0wg_b_P2bSKgih-8TlYCh8u`4a(Cn zyUqs0ga)uSejbX&Nl1dMz3hX5C(n3hD%NKIgMf4dqh=H%An9CnM;5Wz&|9Z1;`S8D zO8dxJwIK{^4gdjE!CUgUz{TIuWWfxF(%+qX;sQZPnOE-16k1_?Dk`qP-@jf`iFyC% z?%Z4-Om2Emu0;h-E3yjbM5$lX$-*ead^OUYK3pHhvRSH2c;6!#>Zmy_`+EZ^TbJig zq@cHb9+5uu%+9P;1j`-m2;`keXc&JXIFIJbM;j}?wCO>Ee6Qt%|4oXi=5sqjVm&+17cZzvc@=u`0s$smyfTykiLPb7*DB9ht~H~`RUGmSLQ&m$Ia7v5N1I949OuLkCn3<#vnmvt2m4^THY8cDnF2PQ+fF^?~f13$oq>4V+IBWd!Sx* zpEmdTIg@#Fy&nvctGi^|e{XR>@sUW>g3oEcvvJChnNHAlX=)Mx3Or7wI(_I*)5mT0 z3ql6`>0hhNU!!Z?!It{(3Va4{?IK3pqeH!)poyBAno5?Cc`3soalQ4ZulvTf5^A z@W6^qL&&M1{McV=*Wkj#1qzgvmGKD(-Vg;SMZs13fjyamBd=imVaeF!q@IZPPKE(8 zMdp1fw&&KLv;bTOthAe?R;(>C5JS(;eZl*S)`2~mbh~?)-TvqI_Ioc4&~Uz&_n`ZM z%<~c|DtAz`q-bbqf=G)wQRKePFm_aQ8MmG+ygX>_F zm1hSxC~In*8TYD;>x(t;k>q~@zhm2>lLN*-st9Na%bzxspgeD-FhU|CCh!fo>wy*= zOcHJ%)XY}RFwgzPwj+QW4FlkC=N$(WNYD@fM)bvCRCWeMAjTB-lb0olA;P#FX91vc^mcRR8?^3e?>eJVMr>uXtrvc>CJ2_4FHdM=BLXPv zwK7Eo_1L)iDV<`7R1KBU3D%o7R}0lL@9yu0(3q3;$tg9@f|xn}yM7cm~Fu-ixS9{PR`8chw&j(p@orKTB!{I00HmwOu&np)^zVj!) zFD~j?_&qvjErPb5iolt)@+T)*8Vy7!%w?6kN!_4#Kn@JJa8U+hO!%}3^*DUaK&1nkyp|9^yK3p{K>~$ z-&M3G*r)eN*i@oUNKOFe-L0})>5AC;!#!pD8Ek(LdJLJl+B5r#sm%X%v)=x>#9$>= zH`f1$u8O4)C^Tl-rCfMcKcJ)H=Mo4&o&3V<9_BcQl8BTc{1cM7{*~!en|OP zRLmy5vWFhp^0Fc2xtLT6D|qai|8Q!{Rt1?1O$s-kx za}7Q^s@zg98~;D$>;T^=p9&;_q+^sUWlU^3b>1pI(f4 zqG5YiQbx#rtusm~%S^54YsgpgG9z)ZqkL>St<|&INUz`|C|s4L-B+Qe{b1H?-xGz`ycJI+zwt@9TVGuBvU3OMQD4%@*%UcX zGYWpr(5;xa9EUHnc^Wm<%hh4j7IMs7LFmUjm?x0`2o<$|j2T1_fS>hNdSrgiy%I$s z6Jd7tCG4DwiK7&#dw>7gX5L$-+%<-)YC;v8D@hr5`<~!pJ0`7iJ+=y+eE|K>T?#pK zrFC>Oa&wOsnUVZa!uTy|TYxCqnv!ybL6S;B74`sKtJ@E9Z2O&$hK2R%ut{327=wiS zN23}DW*)6==h5#NCf~aO0Dt!;x=urzjsM)-V$hU9Hj|Mn^R?>EZ zzGah|KKh0%?__V>Oc*m3cN0v+UO2Se>828$mdE+vQNn7oFhNJgU{r)_4}#Z*A07j- ztTVQuQ!Vy?Ck_B^aD^3P?dKyzVBB#avIsbom(h8%12-;Q>4S$JO^h=;`ovZ5V&LGU zPh0q_gMPY-#7H>&`5z|U0xV25ed7l>rMq8-cJE0iCD#so9YZjG?iTnxkn9`TiME5O zFcZ^Sf1a`0#FxCN_pG+rxw@H2-|Gq4lJcXlu+((}CYU%mueTguS@bs)aoT>Yb!i#X zNvm45TtAlgH$HyCkOjb!cta$TSfKO$Zj?aupUv`=AY#;+g(cl^k>L7kOUd&XuJpr? z-0bY?IYFWtOg+)l$*!ZO%hZn<5jI$umrnPWs%2qsJw)ce0BS`+%bf&@zY94qb_sb* zz^jgko@~S_{~VKy9w5U+tj8c{>@^b^qQhG7`3lNY0Mj6$>C-|=*WH#x^?h8mDbyJp z0h=erHOnD76%SRss2y2KpI2zg(*wGBK0dMDvGHcdC zmKBi?;-FIAddcmjw?JcDF3NsUSeT;2opQatGrPzB+*=__Q_WN2!mf3Qn!0*vV)kyQ zxrN3ufC*9oK|s+0XgG$iucdv-=vPg6WgfT)f|2*@XH!J`uq|mnB|^Q)|BP zl62fH?@3URF;M8GV=E@AQ%uOIWp}_rDrc~-sKv=0C2SJeeO4gE%`M$qHPC`j?2;{& z&?|thKTmSyB+RMiLR4%d+`vGOd#oVhgG@N>X5?~ayk)fYJ@T8BO${LRs6(N6Q0aI= z+^t^gw$^t9ieDArgHX9)294fATX9)+i{o@$b3T3PN#)3Ak5-_0FJ8(iDZp<@!jV?K zC>K4qCBR<3{AbL*$%=UWRR@rsvVjPdeA-cG@U{HP@aPCZ^hT@3<-tkbhEVo+q*&5t z=eg?|^W$cgv^ap_^7k3ass$@%m(IVswOo1oVNpjJWl_(-8*RvB96uP1@X@pJZW~Wf zOhH-SFr=Pj5=unY?}>TJKLg(vmXy2-;)`0KprFWGokA|}Eg+1rA^dj!u5wMF^%IxhOn(WV#%&TlcDon+|xa!+67bG~0np9nH4Ew64OzC!4QA+f^h2Dcgu4efrHG#_< zim0~sE#RJ+*Ue!ahIP0G8muyso~&x%BXMNX#M!SuHDEUqXF=r40I}+d)wn4(*IEAA zIue0X2-HMzcddE=x|(SFCdkZr-^)@d2`XaCrqelRByLqu2`52gh{OlLDjZ1}VaU)3 zMPB}?!bQxIxiL}cXlhA=7Zy@wen78~+37KR+DwJ~eJ1DQkirVzHsWEO?xDMP@2VIV zO(i#b>8|HT;-|p$GEZ;q7CN56aoHU{7s#_Kc(?kcFT7a|z}6zZvVSxha(1q%Q@h&# zFyONao7C%>owf36T~vyH$Atjm7|v;EQN z&_iNH&R00~8R>&8R+ld7Z-Nx0HxMT>cU03)<75T3BSPNmN6oRT5#YzLI**{*Bc<@k&Vl`}@BtYlP66 znkNqy{9eTfQWtWrSHE|zwHrKPU++_V=;yV5IG^N-m*>H< z%t`RUJB?yA4sA}rvR+6_B;xu-!I@`=o5ub7JGdru24-!#z^x! z(RoMzYtf&;D^8~+=C2Zz1g+A{Sk@v~LKXy|Is4ob@^BCq%5pUI@8Q(auT7uBfD>^eW~3G{buNF#B|P%&~KHvfp>Lyph)=1!-1qt>mAH z`4A^>=EUmFcNb~q!he1fmg)We#y_CS>X;V)Kn?~9G;j)Hq`Q3MuWP<@r_1HnZi}Hx z`X62OKXC+r+9EY!V_}@(fcpd`{!vLMhB=p0>uS3nFMEI;uFwhsJ8(IeH zb6d3j_@#qQBgqM{%$LywEbPwm8~qxCFAM2${F$cuQk6nd?g|5>Sv)Pep43R? zO3y9AlCIzsgGdnY6EkAEyD&-rqc4r}Gu4pd4Z`-6(OZ z1-rxN!ydplbRayOP=_hS{W@Pm8#6z`gnfhJDG7dV67RVf~N1jx@<&+51cTUY(d-QS0*xLi}dd$-lf`c7m3v-7|dC8je`TdordkMO_lbz-kLf>xd=@J=$wo0mxscXnf7*&!wez$?mdhP(Nh^ zDaSD?p9@y{xPyMPA+k!mwDJJk5jUG8mRd$04KN_6&8!$(U$=uY&GeL>yST4(A-&b= zwUe@m+7#S-)EvY1j8_8O-qk9<1ZA$JICCqU*Z)O_ULJ#1x()Fk(5w=}i*rHd%jmdq zg#nj@^nHcVEE^6eK;=(B?#x*LeaJW_7`SkMh^L{^dPU4(FtTB5#ODtao=+^t&*&LA zSb36wqrG=X=e{1b@s*Iu{65n)`tyc; za-4w*Qg(R0cDNOp(<>2l?WfwR-`LM%Mp~Kv9E)dr z=kRPkxp40p239?&>!kDPaY;yM!K7knvMhh9@WBu1!_}Xn#&ZH=J>_sky#V6!*AKgT zyJWv;1$AX#LtbfMyDMAwn=Z|$Aw&06Ob?4bZyf-%$9G5d4--lL}2sAq7WwR!G~fTxcZHPON&BFc8wPt5iL zK_g^dH5~JlMe9u;QR=RU0@$D9;>d{@QaKzM>+ktbCE*sit+}hvndtnvO8%brlx37y zsUrY3RBF+G)_Q&F&W>%XOtInE?75d!ieHqiA5*BR7xXIF8T}L4O6DN|HMh2b(URhO zjAmn!kAQs|SZ?sv1fY?9P5I#`gzoepOE8J&c(t{%2MVm9}_bdw%s{c>ObDVlX^04r36bE*8(A;654|2tkb>Y(Cm& zpXEpGkZ8B=v6KI6X6 zlwH&MMI)EH;55RS=||fc^H!m2^^@st`(p>yFo9=EyK`*(o=%nV z*Ul-2$zbR<4v72EKskm&LJrI$cSrM|mQ&EsR3``%W@l2wMn#RwE3}PVQn`Et1_lpd z`&kBI-?Su+b3raH^`xYvU(NL%bW``>XfMoO0*!#k~ zYAP%Ad6??(A$86cZ=%#p0Xh4XE~}HZyV5>(+f%DyMY0ikPtR9;cO@;GJ)d6&tZZ>r zr@_%tLc1ehR&uHZlT1u-Ey^>08WuI2c%O zdQ|RL%9iOA>Fvx@Q0`R$T2)N4i$>m~#?{we+>zN_j1hJz$1ms^`r{6$1mJOxKD=-b ziXnF-BnZFhC?sOyKs4H>AfCRevfr>x>F6RK!_8%Q7Ij^+>k-Z?esLk$}XD z9-&8T4ovF5ha3L}hGIjYtkTP>ZJOJ{nF@yP?J^F#(TMGNADaaD=B$M{^`9@E=?|EsVM%Nj-FbgCPI<$+2v}*vyPkWC`!k z3r2NpjxyP+do*I+l?|*B!YUdk+3%knfqBbTuW>f0SVg~We0IN5ii?jwb$Z=CLkiY? z#q%UYse-`)K89~P;h#caVK$lw)-YUZgnb(|1MNEejzVLt#9q10t_Y0ZH`-GsoNSiu zt+ZJ$#OPeEqRCg&BE!Rfa9g(e@>#M-ALA4E@(|`t6su1RX^!|w0bv#drJ%LXgJD_< zPy4wn?=ZG1qRI8egkehH2?|VG`zHWl4pmn0d4|)F9#o8TnQ|K38yrO3@~0_CFIG?9 zIP53T(@A3#^!GcK`DERMXy<8TM=<#mgehAV}f9ol)ibn0}2u zK5v4w2KsnL25BJQd1z)fSY4J@z33cS08Mi!i=iP%1e9f+=}t$$sHvZ{Mf_Lk9AXQT ztVU=HxTp&N{)5eDN_MtAx?y6Iz{%sCs<^|RHPu|1E=zxkkqTg?mZC|QUF6;{{@kek z$hmhION_*kE+1<@m&V03DV7(m2S{&$mwgq=c#S`Zx44g2l{@rcXlRH)>O*(*S(XB?fFRPE`Wd z$VuRSGTc6b^!y~vTJY6VsRpcJf@U_+f^PnQ3h5^r9h*dXHNV2Y5L6LBDj;I~8OYpj zw#{FdD9`vu4XA_@5at(HG}{>&6nX~IEuW*#uW4r2Wdu@7S=_hq=aOYs5Bs8!a#G4# z^kSdSDnY437d}b(<_~q-rEA7-sn^z$RJe)UXG^)I_>{e6l@nz-qEz4L5KG{3c5)gV z>l5*SraA;nX_4H%`=4yt`w%xCKvSr6L10DcYWe*I5TpE5z8Kl)^9Gm=+#v73Og2p6 zU*}9>h(DZvVZ3#q@;-9PogoD+ zj}L(~tk5y{g&~^2=)hzdNuir<(O?t%lZ9+Pxk8y|2tOAkRC>W2X?2CvAHuIf#9_yq zD5|l<_Fr#ik^oB9vagZ!wc?FFe>x~uj`2gz`Lf_nkyHFY~uMT=|cyLInnKS%duDBXh_9sx?=Fp!y5_lH0M zIo}=3<`lxP>~d*21lR^{nUhXQ`refHJ3n8t`vz) z?>HJ&I{)D4u)m7@j7r5lwrayV3{j$MDwUo*TUE_RyBS#`>-*?SpQzHR5Q*(l{n;>p*{v~inZq$`f zH4oQ)1evUW5AX)ujWIIq@B_RB)?nwUXQ|2IOV-3(qQ(1q>_KUIW`RTD7dSVQb@{E??r-5 zTMF>P5eW$Rv~+0Izp1#E0vL||T+(m(yiW^@iS?U{FBimt{`=vs38ra3IzsONZ20b7J!6Bw z%4faZyKMj|_m&8e1)#bV(WIu<-1EaN65_CSf7!kEOIPQ*Hz1Eo5t`?iT`Z2PXf<++ zB;zxw*licUH`wOOv(Q!(x;EH(+={c_?+$MaL_K6Ju3y_8#yt8W3`jz69L0U)V~bT2 zsLLMW%{J?=Kf{52#hFJ?R<3R2m!%5_M$n!o?JBz5M?dk&GFv=;f6)f4A|K%wo7guj z2R8+I_S4+ju5F=53qGfF*X8;X`cGfgg=_Dxfs|Y& zHBVr4s06w!Oj2HH-si9LVPf68R0K;}k~XrC$~+yg<9^hr=4_!_ z0y}&P8UeEs*lX;8L>JNvi>W_{Z-+qQn4iYDis;c&bhVKIoC0kS>U9PHwXq+?W^=Xk*htD=aCW7*q^{#D;U-Vke# z`DN4vVH+fS6WdFf@aQt@_x^}amJGx%^mWrtbIlQRv@q>DgH*vyn)u*5Z;M!6@Lg(} zixF-b0Y2O2mO|n$5>povg_i-Ga*G-4pr&xWW(GZU z38(DXKnfd4p>;PVlcf!P%A0(^dNMxAiPfo%S1pB8&c5#pWL%bjkLFhN)prO(gW3haxL}?EVxDwmS-xnsSGWwWrNbzeZ&52W?B<{qluaFjnT^}M zI{ZL>4{FUrE8uzXtwjmtp!1b1PGfv7^A_fEA0-9vbFXa`*6kzKrt8x>b_b`Zo<0Yo zFL?B5z67Be83;t^%xbR$IV!rw!cFAF;Yf7vjV z9-<4g#*Q1=b1C+gl+4ykjNy0OZ@}{rIJRpLKw_=R1L)CjS?|61pR*V?&i`z^(l84} zFh6tx>_E>=;R?MWRN4KQt8$$&`U(~sC(r?XOO>meEHkXmiN`>eXTj$wnmvC*Pt9T@ zw?c5jZ;EC2APxz7wM48?Fs0Rd)O2sQ{W`8r{3Gkhc8QTQ3nP4}(l{U3)fuNEaH}wB zvgez{y=`fdg%#sz^|^~acRBvPp+~ucN+dkNPl$@DlSjv48^LH^5L6kx1eSU4xsnwB8I(!nvGv5z%#|R(L ztp4nOd;IJje$Y%!($2mrKoF5iTRoH@H?(Jz2M$s`tTHI8kdV1>ZM)Lp{eJS%y1+9yp^h>329VoH5>K!e$a)=G%Y=V-c^BKlVG-=RKQ4=qYH!+f&Y~s*D z{jb1VteQr_retN&$Qmcxhw3&tM(chEc{@AC`KJg<4B5vYI481`r2+iKr>VT_D8_(Z z2{~8r$jHb{34pXWy~JLE`d`m)x!r6pcISh-U@K1r&V9bK*!HdbD!lgx zK%?HbG}kT>!^v~<(QG3><<&wBV0w3Cjb@Q1NuPmja& zBQQ6f_QsSAp>rE>EXDGE3A6R(F#s@!O zj9Ef(zIqpE%3*?fAmaXqaYj@Hw#Ki=rtzWr1asGv_}=J`ljL8P}7 zM8TOGM9$vgZ5))>*N0qwZ(v15hP>dke^3sGsT48mL3$qn5kBA!7Id?!D zq$U>%)b?a#LlQe&=FRUk&c8P@tG?WcN85J~!Y(K%aIaeL7sOS-!(j4@CVSxp1i(6lu77+*8 z{s4lAPgPU{YPO_=o`oNqL9@5IO`MkQe*9U^P9%*=={P^$P%{0RrJt5oa~*m7L|V7C z^*hSb#g=}KW5Q4%nW~6>W6p2Yfsp;{OR9JO3yPAp&)xDt=LaiQl&b_@fMKQnQ}N-$ z@(eF-UC|Ux7CMH0E1+r*TZ*$=&%m1@4ZHvG9fF{fU4X1I=Ef5MxiH!`WF$o(Fk`(K z4*}RA$y!T#Q9&+=v`AJ)Mk$Gu;!4dWs+8UOS*YZgP<2B0og=M`bmiJOOVy{12tL^I zBbs*46u)}~obD}r+dD|*Fl5Ili3E%(a3Vnc)69P$!Sg$z-#_tS5cjxe@zTjoRew+; zrh9e<0!now zxcayDSLcWB>jQY;w$w~(0D^+T;hO!MKl?W+|BJ7`fa-GVzCdB%fD$Glf=YKuqaYz5 z(jC&$jfixEfYQ<>DP2l8BGRHD2uO;AbcoV**JHu^|Gs<2U~n89<@dzid#yFsoO5ON zNvSUYcmapVzMs&+t{Ql+|5)D`oJEhXJv&rg8s~C1CMKExMOnlry4mbiyc>=zLVnUu zpE)ddex?^(9FPfr@H#{_<}D#eKMvZw_`Ci?-S>KP1EkYOp9(Jr-2Bl)b^hPTdC1Au zY|*kbyv`A^i$YCU5Z;Ji56HIq8scei-~Rw8dpIRc2+V8??dx}-+f2-4`9V0@rvix;EsR`~jp;0KvKy}A-AFAe%oGMXnpNT? z@5zXB9+!1FyBD}U$dtQJn0s5R*CA3p13v=8+km;KM8En~2s6p`6_i}-iFS?>S?p(sEFI9<3EWxoNLV5DV-a?CJ?U?U)k zbh4x3E}W5mr07BH#;975^IzX8D57fLDxsP``}&J{^OUT1E9iP_2W1#ldxnG_yNT>m zRiDQ%ksa1nd7D@Z0BRj=^!PQ*L`F#RCyMtvg85Noz z`hI*POsC4C@gXUt@EW{;p9-^}qxv7W*F^qL-1CrYKt7r z`~I!WEL~qWR!QfA9?-`P4HM3}zOpsqj84(UA+6H zF$3{l$Rx0t3Fx@A6-@PMjv(0ew}E{`_dA94b)* zJ3D)u!M)#>6+!?d;v*e7+W%AvY_G~sD+TBom zg`&Ff-Uj!JnfqNicC$&4pxKwzZE6JXl8VomoFXa;7h1tYdeMH-+sZAH$+>MWsxAEP zhW~}pU`ybOAqg{N(}g9U1Tu(Zln&iN!x3%2IDl1RKa5=<0@WLxOaiBZ1gYwxcKfEp z@6L`*7&x26&Sa;gL*&JQLPcyloXf%|s-!UZ46(AJ`jBQ*WYr+Mg{zN{mX;T`_Jtx5 zd?w9HmR2QVA$IXxi*-oH(0rh)>cIdu!p5@^N70J`r7IQmTwWGvly??=nEUv`o?WK- ztUJuyfc_8mI@gO-rhweQn^o95Dg)v?W>J^pfRZFx+oYDKEHN>u zQ(>uodvgnvJ{{1eDp~|;vK+_&@&aPzAI*C0b($jm3xG#`F zvXVaf_1yx~)a(a!t)elDr1D21D7!I72iNbl>@ej=_37E}l=!)eiq=T#P(S~ zq*pF>&#PCg(HRDX$q#vK^ifPD0d*nr56bO&IQX;ImRla-KUsY zQV-g&5)!JxmU>3!x|z}WjGUq+uzKK<1*{Ll3ys^hy%`cUsiq&(adC0=#{jo`^;1;% z!<)ya-vRO%jj>NwPa3FTsq{a0kmxmkdm{DobAHzf$!0cTaB}7wDl?0G&TB8JZ(soD z7=tbN*U-hjPFM%|k|ea$+!6&`e|ehG;9=rO#iof&W$3;}haMN}jPW&!++0*#LPEL+ z4MatgQ+{;RTF+fh(?0Dbm%k-CvHe{LI48n>P8~M(cl+KaQ0FhLuyyiH25$PS^~`@h zgSCAPwRxjC!v$brBTyN*FkxW=D=8dWl%^zrK}Kc3sG%SzDKuM#wCS&KTRsEE&`f~3 zt!)W-lJg*SW3|m!AK)sA5OZ77J@r1{l3!b*-+~R?*pRDy4$`%YZ9Qnb?I7a+<=J9GLL>vO>5L36Mek>3}h96$xR)Hya*<@7!M3^1r#ln>QNi9x9(2=q4{ZtKyU zrry)WSDn?aB9s6Z0UDW+3ywMM%xL0B4PW!ZIe=_5ZfOHNx32LFu!(|c?vAUruF?YKpllz#r ze{|~up+mU3X_z6jPlY{Cl;DtBwKJ9nS7GK8?iRE#06w3R45lT26~~Eg1mhkD65(*| zz}1)s;+%`Fp<%|urz0t^ZXv^E>~ZCqiO*tV_gay?p&ecR>TsTV2~X~po}*Q$tnZ@V zI=&B8Dy-#Ci{iMvP&go~QngI@Hqt??5A!^^Ewv~?k@gc3$iAV8^P~bx!vs2oenalR z->uLgu4x~Q`br&#y3y0~sx0ezw)<5xUz(v@mJF8{X8aE2jBHUoH<#!2j0+VWyLPEa z3#cpci47Xj%1Q{a_P|2{(0Bwv&ef+V0(fa!GhD4ypI5Q?X|KzNqKq=JCioTXB?Cq z>I?V3fN;)kNs&RQbVBb$JJnFCQJHWXshzqiy8~)FyDeQClYYNm66y;%ha97xp6P)% z9aY7`LKRe%E(Nvx{D~4hO)08TMwj3Dc4mL)40X!g>#5JUvTRcT%uRzl+bDV+FFu=D z3z&u~GlbDNi#Mas_;q#*J7_vr`+<`f@V*IPHm3&2(a5kEP*%YYy|Dh3iU18Ywb^19 zm>kX@z~Hf01CJbAY*L==)lzz+;RCzk+}+yc&d%8DFC%^7Osr+V(pJ5KLFYuyGiDb# z_V9l@d+|a8A5}iIP3N7OBp|mAC&yI$0y6;LFuB{jqTcZ@4omrcix_gLqF4&nvEO+q zZ$)gotxM!k(VU`F>qChb;FoULWe^2Mh%AZcEgfNijYM|7KEY)-miD!kdcW;Rj331! zCqP8|_*BadGohdx{^uDq8dm5x?SK%=e!mNZe^OW*XdDHC;Q?dfSARmTZz|OV6K&=g zi-7Ho_*+&t?1BmSqCryi$15{pJ{hCWF@Luh_Z;4H4Yq@iUyK!p&5IOJJig_@X!|TP1$?c`7n8ukLUIQHM;}s17$C>Z^5x@mwIG=H&bo zhIM0=w~p=%y-HqGac8$Q`Wj0Uhv=9J4XYZDRSIRWdtLuyzA3`QDG#RtyO9bj1}tCd zk!3Kzqd{QGwqawD-;ZkNF4?VH+D6o&Ds1zU_QEMI8?a+OeL@Kc@q6d!>$a($Q@18u zpcq9H`2I4(5lcIc#&~&t4)D>^a7F2vi$m<@BXTA^TXQa;2LCX7?3YjVY!%(Qdgf9* zP%I_K2Xqw`6@U6fHfi8u1)RA}K`ycr@Hyf0thv9#i?bu$piiwgqvN&O(&Go*f{)%9=j4X<{v@89EG)Jm?i zE*+tG@jM_h+(2wQln6~Ml&LM`;P4P@Cb-b2^^5b3MZwn=AKLGA?p!tMZu`9WewCt6 zYr+#|w7&nZ^!cm9jNjP;J`0-o_>Te2SY@W3QroSufPo-E_nN15KNT|quW6_nMOMn} z8x&4*FwTC!$YWZ$$dG79#5ZG7??PW#>9vT$vj}ry0c?45e2_Xmm>oi7#Es;)%S-_*TZ7 z(NkYPJ(N07B<$)#`ye8Sj17vSQ81Ogw$8;Hu-mrM``IWrvjxAg<+{A!&aPicKk&9KXw z;Ou;4VB`Xf4b9T}BdF%t9hUAH*&q3<`ZVEwiWj;#TI=}WNv$561K`F__HJp%B_x;+ zSKo49Hm)!kIAAT6OTIx!bD2zj8(v>}MI<>mo2C1`_)pqtmi%WMctmZ~4&Nqtecflo zRbKwtH=A!=L^CrjqS>J&*wV=qWwO?{c(0bvS{TJyo~tItJKJ&fYe=N7Vw$j@7EjW5 zMwUUDDu??(skFaCBV-#wh@@}NyejdkW-i_1Pmb*t6uize9`{|&`iF72>k2*nc|k2n zBSUVhWack6g}|)Ws1%#bju>7hrDafM(mve#a>EG2Mb%{^eVyaWM5!L`8Y}AlL2$eP76a!g|E#mr6($d1I-P3;gFZ@xkyi~dCmvdD^IHphGc|>@r zqeDSR4aIOz_9A2wWl#ycMErEkM&CUzDul|$hnfdeFt}HV0zY(FH8(fUQOHrn#)p3adbQh?#(b6awji7O$OcCPI8NJ5Aa69P>;mWVBpzs|b zqN}-GodLatBSt%4jygNGzngWA(aBdAVdN}d*f=~tAQ6Sg%_O5Gw-y?->n?*l%+Dg$ zk;;`lL$wfp#)p{Far7%+(Sg{PZ3#3#Ka>Je$ZhQ1t8FUT@l%iXz8p=1e{#DD&oefG zO6(rnna=q~B%rzllq_aupY916hr29VzAT;NSK~oIwVw2!#gTm=%Q~^vq%MBU9l(%A z?!&nCx^4p#Qo&01D5%6{6uzdc8dtrU<-E|S=^lY1I z8*)lv>0CuKm>E;tn=R+_#jv{aO_K_=A}uk69@c=Fbz#*KOfl4!X=e3pVL)eFdxT4+ zybJVqyWT9w_yncIOblP$)u+PLnml2HBZO9ji12Dmx=CgzhFVuTpSj}&F-|UH%QtJ5 zg!CJZ&{7WI3k2a8SNRXG%+@?YtB~&aaFh0~>-Ol)^hpn*6uzxEqB;u7{|u+w(Vh3d zQ_Wl=WzcmepfWQ<1)>Dq%lb>?08{6&x3w`cW>dYCXDHHClh%GvrQOv_ai=%B-#lH> zqgBd~szCL}*1`L&B-ic)E31Z8OS5T@vF*ce4SxHAwgB9&gKNVg-jHmv$U`Ua64BE3 zvf^9eM#=963b|S3PcX&9!X+d^TnukIt~_tFuLsVLSn;7K_ZFzxt6`EVdO$oG;+G3U zB0B-B?DzfH#;a8S-I6jMw`61rZv$Lx(!#!y9xqff)Io$yZoh1c{eZdIp|j%}Jv)2J znnMpx(Wni_4<9Ld<=DnqmaR%0Y*^Wg8)+}Ons;QdbOKO9SNSjpB8P@J?ArHOQa)SL$%La z$`#6mpE@@Z$7b+rb~)rwX8FBPVlHOLSPT|L0~}|z*aPiG7tU~{+cr}-Pjtd9k=p+O zgyI=Rr#DN7@eTr2)Hm_=a~i|g(VOHXI@+U_3IyJ9V3IY&rrq-=z-X~Yb6e3eiLR!J zYJKG^2{=D+Vob*0FI!^Xa9v5o1S;2b0BvBNc09b6U=hx3|Cgx<-d1Z1~(q3d@Y7%;47@X zzEKI*eM#-78E0myMQo)4#lf7S-?ziC5JkJ*rTo5kBRlA`-uQ^77GeKxMUKlwB0T&~ zmqSK(y5xs+BB#$1XS78XRkXSM-j%<SYiA2g_c>rQ#8JswU#GEj#21S?6&P+8g1 z0O74yQvUL}tNbp?!XhFV-`DkicOm}@Cfl!}g1Ef8_7=(S!Rr%2=);wAF|{j_szj5I zRf2nLX0Xi_#14NdJ+s|oO5^A}PlU@zz{s0?uk$S4y`)fL6-9@YGCJ*#V&FP~kby;> zv`WtR65+8_o29ftDl{z!E+?{PgAe7Ba{*e?P@fOr)+1P?e|OL6JX^tI+7;{(gfj8x zD_j@^&niAvwwU8LepkLtawx6e!EKNMAmJo@v(6~inWn2bk<{)7_D@Uj&khVthI5Ta z_|jRV=sAb2Q9M1GWeV>oHt=TmaPwu-u_UEjs~Cxhu5}Ftt8~GEEcKT$)bLK7sZqAp zfYCKuPEu_G z`r!O&^fzu{qGJSfI$V9p%qF-^CT;xTj7ogye?JjwD1rk^V&l?6vUEKM=VodN;Tu0Y zFvnG`)NUSG%qbzX2g}Sh8m(fl3>vWiBo^iR%{s&;+|Ga9SeV3=>e!v0WS{dR@3h_G-ksJICja`RUQdmnKbJADf$StD;tzN09e)GZ1rPl&d*QX{I+I=vtx6h{N8kAnwZo|K0 zn`t|9i%{v)H*_s%{ICWH0e1vl${650RdVLmg-MVl=T90(> zlU-Z^yIXj&@ZUgO%ByecuLTyvwD4HsvwyE>Iw7=nbU}*&4D~WP4Pu@T;_s59l(jck zQ>a`w-6$SD+}I${Y0wfoca6BP(>QmHVWU7TWGaT4k9M`eHK0?Dk)Q~u2N%6&XoU@s zR+V~0SbO?@*)m&6E;wqcuT)K)LmK@RXys$wzmcLp`v`1A5-{eV^{;$}TdJ-c0$>N! ziCJcs=oLi~uK=y9*Cl|QR_I%6H&207aCJa)@2z)rG@8dV8*3x@y&;dtZ59jZ8N5H< zjAxrFsKAtwtdVsTU@1ydbovmrwpJ)PudYTd*C}qRT=1FRY|z?|H>>c-OJ7c+F$}9f zvr=|z+<__nTBuO8-!e4h2P2nW@2>{|Lqf22Ve}Ue`R7r~wug8f0F$ zGSZy4e+E-L0-GR9YOH2U%5+ZO;u?bBZnK~^#~~$!{ppK)eJb=ING}TXO*|>)LH$B= zKLHKDgPsg=8cAs-HC*;%#AR=KYu}*?V+GT+zg|og;O8H6ApFA-+Yd%LJdci^Au&`E zl&Mp1t(e=3AHB>!AW6<(Ud`}YH`+73GjhlCt)xFA)x-$;h3n&M_`?-eiSLreUg3%lO;kr(8-lHa4HG zq(2vaMC~R0!5{q;4Wm?dcXU%}eg$Ts_MTq#;qFCq;pH-gJM_Z2pI$XhU}J6H@CJk6 zMH0lE5u~kg1`obEbAsQ!_9~e2cNGgTo;+i~ePVOC-EHYz2+w$qrXcVfV@iRqu6cnH zACkYlvgl{eF4XV9&dDdOE~@1ks(AAUsf6?Th!Gn8(=bnA-~&E0@e5|*LJV$3aT{Ss z;MdNhf!bn#ZRVnFE*u~1V4*laT%OOBn{}I>C*TER_;zq)9Go}*G&GgUSH`aVo|h~ z?5b^NvlmsV}Fc^*kdh%eZhl4c9IE5hLU(Ujsi^SZNkcTaML~cTVpm zK)+1MqNkW2s%dXqJ2q;)iGP~;#TOd`%PWL^D-I)?;DKbv?MHj zsqp18ULhx{o%G)XvZ*vUi&Xu3TryrreNlg@q+uIoSJHX*b_ z*rYh}6NQSIfyq{$V37&ZsX|4t+GN~-U?u@X*m9%u_!<89jXl<93pNWCS%-{u1aX7zEP zntliSxV+>MAOgd?zqGI(`%c$tJ2b-o_K0nwQS`TVH1`F@-Ae`3QHW?T^p7fZK- zEq1e&$Ue=0fgkj$?h^?FDn z5OWo#@5zn79 zeR2B{VmVSF!=hD%#JOi6ef#E8SL?E2uKwDi9_hCA_V#8#{}6hbkIV*(k`mQg7fwD_ zG9*aS)`GN(32f4@BjpB?oTQ#9)UM@r_@6E%G6e`?HVXjSpW5`($K<_)>3QK0s^v~o z-iOxgG_a=$>F)lZ0Nz&=I3ah!yqEmMfWW{AV9G082fca};=~Y0czvapK2_Wu+)j`g zN`o7e6cj&a!G>T46v#1v>%9YOM(Q_j-msLnNuIn`sN9Ua+feWxzXkE*A_t_)lH(qG zR!GZ@(_%mx%*|+QB7Zsf{9F27eCR+hW&~HE-Y59X8p^`L!Ua#lNCkCj>)-w`h5E4s z4A6);O`naQZ=tLBK>^&IzRqs=P3AbCz?()Ed=V{jVM;iX0gc1#qS(YE=%<&jmqLez z9pdc{oR=HWSWXcKsA2}Vg3llqsTw6=L>yxNe%(XR1;0tW$2IWifWCv12?FGSp*842 zwIk*@pm*(A5l7Is6@fa5lXpz@49^?v*%pcoAQ;U+Cq4#j9~VSI0rH|2!PsA1b$qMX2n<6nKFHFotZw7(l9wZj8)DfJCUcxw+fE;o;(z z`O%L4NQ)~3$J&iJPy;K_fS*F8-p9b2|4E|;5zaXm3l@tIv`_o3*IuE4o;DAeC+*@0 zICK~EJ==I{V62ZJbbM_m8d0a@5p4M1%|8>mgeEU4oVr~Ao{;uONZVB#VEkJ9YmA@; z?->E2R-$$_-xZ62f{*>0<>u5t!gYAkL~uBu`JkUXH5L861W?N9!Kq-l7jJ5!%clfx z!aQ>s8tNRY-?&eH5J=C}yoPn8ARv^@%tAP%0HW0(TU_w%Mc73cEO#&|!fsQaBy@X$ z_DV=~3lWV>Lh%2*%#9!Rs@W3s(_;coB)9LgC1|pR`u%S^N}iBS;37q5I9W&JMHU8j z_Fe^on3L3y8|3%Raj9qrQ-dzjV%?rBzW?k7Fgp=#bn=YY{_nwF|DKK^(4ED^%doJ{ zpRZgIBPz)i0Z$={IH$^JpqS6SucO0*#hPq&MQlXOhic@9iOyZ_-L64X%~^0(>^<;J zKl9p_k&)G#N^r2W} z51;3E%w4UVsLce$b*aO-BN4V-ahN%)9BUtv zoD8G#spx>3DiXw5NEhS9nB6V9ohrwcW@R3998c-2Ud_( z#AH`kHDaUr6q{QAN`e6RdZ(#7=nL%-EzCeZ~LtcJQ!Z z@cBKtECVfMgrIkMnBKtDf+@aQT@^QE8amo1xC-B`{I52=(-DA zF!d+j>i>YqUUU9(H7Ff!H<>H#T%Rba;$3;5=AR%R-uVdDc}VT*V zW~pzsc}zN0gsc2(YI2|YO2@a2S}<%8A7aO5RMCqR<@zd`rsKv-{ui-yv@5W6#I(3n zx+Spp9L8VlJwI^Pc{w)jT4++ZQLv@6{A1~hi+`_ADL)z}nHLItduHVAzB$weLOY9t zy{*a+V0k;XN$D@2dCy{5S2r2C(O7c^!)xBcP+zY9m(gskS04hBT%Hnd#Qq|!*T zjc;ux1-N2l3p(KzfO(YIZN6wlccGHP&N614FD1*o)JRtzHlQDs9DbgdFp1C8c3Th4 zPQ-ta?)xlBy)}MW1Oa_9%AkTiA#=#lI3yygv{z<9;2wB`rx5t%&K16{bb zw|%?|96wjLQtlau+UT?+ab@?Vb%zRhD9GNUX6y^x&C%}!oGOS#5tw-)qn$r

    j?6*_mu0@6 z?$th5eo9`F+sl2QyYB9&X9L0-`BwYu~Phg?jjI14~e-QDhg7u2mrK zgQD7W--ws9HB#0}pNKuj%xMM`>QgW?d z<*Q_$pWdAra#79iHh!NlQRzHIBrB?L=Med2+G?`pcl z)C`OdUAFEe3^9^i!bfw)Z&?uf_WVAnV$wp{M0EwhW#+MVwJ0oVGvB&UTaiHqsV!FL(03MOs^ho6n(5(&+8t8=YcU0y>SI2l%U`$o4&6$G%`0K=TL`K zUD}{$vD{~!*g|HPgWN}oq}&KTm{qp;x!9n$ zj#|CgZeH=qEvHxcPI*lQLtld=JG0rTrOZ)lps?`G?`OD;$6N>mPy0%_xBx#ajD^9M zq~~^1x_G|&Gue%qZOnAptL+E9(RJMQJOJG=zUOJ@IzRvOJ@#9`Az>XcW_$Txbw}7@ zQJl?f2bps(jw)f@RsI-EsSTP0Pgk(onlTU$F{}*I{x2FpF(s3e_(JFMGM*FqHWoned6}rkk@WDU z{b@m!JGyVG(-~guDrhPvMkcX-l% z$5DG6SmeeF312{Sl%f42#bqH^nEE>&DS^ftw7-WOink&T+>^^248p33Y_w3g`qx*O zbjHS~Xz3M&l*c@xbf+kD6T1ZuzlSNN6r4&QY~XZw3zNyep{1E~2@4+|PVU}N<`5=W z(#1*^#WI4_}L zG<6&=b1gY)dnI0Q0_kJ8|5B%3OCaQN85p>fRY*ihlvYAn`Q94E#okkJv7i*!$bjhh zpJU+nd`6lk7R8c95`h4KS|r3p`u;mX<*PADE}`^)PLzb00N7Hjw!=dXGxPrhtxboo z9C@~$y~17PJNV%pB>Oup5zKK8Q6dbcc zA8-r{G3LPWb(!_kHFwa0o4u)nMGL%X1|C&Y7;@7)Oe4?-nZ{)nMYUb!ut3&5Gbi@C zf46tR2Cd;qxUoLS4PLek&VQmbg)`it=k{s8H@}Wi$kPlVIk}ZrwQlRy-;?F4icFRs|*tm(uxEgb2}v zz<7jbu0b{q<3%a8J{0jF2(?=m z1<@fcy^ZVkw83{$fu`}AJ7_SQ2J5y(gdPoTXC&si(K?3+CchXA57saKOv?CZPG#V~ z)Wgw4aI=M@#Lx2`$G`24f<}+Q8Qcq7N9kKY(Wmzt&Aj_55);TO;v@LX*`qYMC@_OG(fVEeiZfQQJ{S?4ZmgGeroQKBJ|fE&$1A3+(egxomV$=(g^k&~ zJxk5&{Qg`DU9Qnx0SqCS6VWDmhDbMyRB(t_wG}6&<(hufWj)oSNQNY80O;&}zTyCnmOw=~4rPxyOu#7yz_Qj`>GYY) z_rbbTrh@OpX+ic(UT8`l7`W}9I!pE5`ezk?;H0^V_3z`!UZZzXp$vo9y>B4mgNx$< z%DYh@KpDdDam^+-7(9}t4YoThH(XZhw=}?DqmZelpZ3-boa4itp`fvi)YB3)9+iNr zSI2*OK?`FR-1!c-r6WQGI4_-jl)pPE~1j-eD z7rQj~SO21jP^v9RA+yT&06OnFEyabdRFW+9^mwN$ zlXw?k2=$+pkcjTFi)47Yke4y=0`!E`CJwIrzM~YDx8o zqC@z%s}DkoEkYfqv}=#L*ebxCk+!pw{ojM|mZW%A&a!rvnA64(YB}jdYd~BoKujL% ziBvGIeC)^9G9A{a?Koxx0Bsqx#fCySURtkp^ui!ID{LRco`F*$!e5KxUvY-1Y>iwy z@H%yAk!jcoG~5gf2LOb^NKwI9nNo)pm@R+Ds>$W}Vs7EfS2|=u#==lI@Ek_qR6sx< zvEqP%VOw2-#}!Pp8d83p<$n33SNCw8@Cx9v?mIKFSVmkrrj^!XNR44#zYec~Lr>?@ ziR*vqMbq`1=Rxv+pJ9S}pZ}UO7dPGU;!U;1F|;}(&jxMRfpffbWIX@PLXuz&y4lJr zcy?{q9M915DN_Fg`_6OyaBS;|_@BZ0@&oPPLPSBmE}tn$kgvM@T4fj#2V5Z#ZGV?6ns+bSUm;Gj(?L#l{w5Hf2R zx-`?4Z@WQ{Nydrl-y=q%pJ{Iw$hpQaNFh|~d3??kb$;;<;>X!72N>rb$ilL@2r|AA z3_`8@5RM*=SeL%%=7!>HYrEU?aH?iz5K`dJd;O;#ed{VlM)~%~6Btted+XISuWY^w zyMn?(yO?vpr6{Yw-g^rLj9H5T5PO#;n`DlV@^Ng;uV%qxh^OII78gM1fs4$_5!K=Aw&akba#Me*G)?pxX;@IR~o z*k18(P@T&<1m1-)?QJt&w4}+M;+LC9~=CNimkU4qY?p2IfFV?&TKY@3lH@{t0x}E`ws%n;bh()Cf z{rR=2W)ij8i}znP?B?-h`4la@$Cp{aei;x0h{T|ce)rt2;mhuuvsVd`Y_P(NX&*N6 zO?A~1$9o375DKRZUCFCPV7!4oQAddA70f;0vS~@>2J;@Ys};Z6jP!uhp;9 zY;^Sc79JIK7k=eh_+64>NH1Be&2}HyHzb4zDC7Z7dCj(+JV4dRE#ALQkx^CA95ons zZ*KQH7UlKueRVM;qfaK68{A$LXFfPsyp<{LGW>B-jGu_})|uQ?p>lIi-}i>ij*7QQ z>-%i@1?G=5i--@tOYHWp|I6ke<;Nh%f%*c97AB^8kFMzc^IzZqsGZstGI8oT@+|IG z)vQ(%(B0n^U6sPy|8&SXGzWlVoax{IOvHjQw^O)9?|up&T<$fwEy?Vqpig?_soH%x zle<^LeNglU|fbFyR``wecVBwV0R094@tyzROq2(<&yYMRT_f30e9y4-df5~j#g zH{2&mIq{eYD({~raZ1&8o{7fdQ4-pOe<5AP(uYGp_F9qsdf}zIF>@t`M(kV7df$XDeBEOMb#^VQS6jk2AX$muZta=Rz5WKCnvedy740 zy-dv=$P%q!$J91g}Pe1U;cgFq~qgYvaY%iTptO&OUety*e+j-N;E<>(O-v zW;4PJM?)A~NMEd~fGS^}rJy+Iiu>=#5Zb}&K`Yx|y2*b0qf_X{-N{ziUJUk2pFgft z&ypZ1X%oNP^BW(*DBKj(`NcTb>w4x-pHKPg1%R9_QrrOwP1i&(nQJLzLaSi}_4L&X z>Oa23Y7~8fR?QL1gf4RZ-UV1t?7iKBfSff;tWI`ei#ST%L$c=4T}fT9MHct`?dMvK-znx_16uoq zL4bBpyH0#}bz@7-Bf*A-_msk}Yx|eynbj-%XJ)HYv#pmU)wJzZIw!KPTfjNJyj0p< z0Ui(|S#l{llPEbF?%WmwU6+{d-3NQu3d+zMO{7g2s$Ac4Y9<`#ddRhk2!CapF<+o9 zuhbKB0zauhyLk5bCSX65VXLQ(pyq6w`MQte&6ER>w}?I9sB8>t)8dd$Ap zSdt=6_CU5FiZ<_3hn6F?NP$ZJr9thEIV~wCZAap54IX##c^sRu%m)N1NXwc9CGT}9 z+$C@B7mG`esAX;_j=nCf#zpCWKLh;n>L2p?AM7H#^NVjwCD`?4dmbHfL+cU|+b_fL zl@bt|e+Eh6sD%tuT0qSHdo9oBe5-YRoJ8Rj)F=xoPGWzP>P}g*?Eg}MfnE*?M{Q~M z28!vByXew!+kh z(+o=g{^AQlWVOiidC!7z_ZSGuF-0@i2FLK)5r8IS@N|~oMVKWuK~MYZI-&zMn~{r_ zz+(vkWA;xo?l70w`j*Oj)>YTy<_CM9l;m2jOYZ8NMLUV44^Otz-$4GB$RD-~i~QV6?v6AB*M=T3@K&vhQX=Nf?NgFGv_8lK>ul*{@r zYs6Hx^?q)Rs?o80lmGa{IfKb*J^Ig%c6?a3f3V5eC7Z$YCxQNzcaNmeFw15WXg z^gBUKSlnE?GYXI;{ z1PP66^J*$=LIlZ=#XyB4HPCqob5*J=T~MjQH}%O&_%jPlsSRDrO5BS zZTiK*tC81EJQEf~j|NfiZBwM;HARk=$iHrZUGaJ-JuIr0cd?9@K}*G<#BZ2 zc!l-8*T(V)&(O-f(0|Y1M4<>jqauJyH%$R+Mv^sH3^s4Np>I9{;FD$Ln1fW@Y8OX$ z87M|a@vnm7*tHOzjq0Vb1w4}He#f^@AS}f5F2!}_=E%dgUsmc;8s8A0%nt7mDWUOX zZ@htwAfEF&UuCq)4X{1i$#^3tHwu>Ru3)ES`Tw_$)|yZ%ZD35j zsn_Hi1v4q-D!~(E44mDq_?F8e>w#fR|DzQ5_=Va6}BN?`06J=Ehs=7Dt!T(k#3@}gGxDZV?7jgs2S`0>^}G`WhAa}%2A z-gQ@vB_c(QD9x(!Ew3?NnN?D4Yosf-v|G{%#=UYU*1Ei36;{fC$MD_rNqsM&cqfjL z6Vs9+zq_3diP6_Z$kTh{+<2!kbwxuEY|I|NbN{=r=MVQ`NbesF&{=$mfa|g)0f1_Q z<&MDOd0hZ^WeV>Cjv<9oCeFtGuelMeDWpA)B->k*GWIQSLiDoK|Ll#T<$pLS>N*v| zvjiBlL*X4B>rqo;TM6x1s78`)M>;FmcSVW{x|tK(7#1JV=N}kE-5WS9^cNtzh!PUG zzh%!!M@dWAC_7}SY=WQ(Sn)~8(+Y#a*WTj#!l(+{YHwzc>nOxt0H4Tsx_V)+ zEJ4j!ZrW0xR?!e#tXfu&vZ4)kyv*%`NRfi zeprkxtxJe~-12a45F7+^7!YU8T!xo0bIARzR$_nW!RJ@xT9B5SH$)1D2#PJC)+Go16GKC#P`ZE|dZuESli-YZb=7NoS6C z0#R1h_Xcv@fWYClfuld{8ci5N=@be?kvI~`8n%}MX~*@jcPI0+a+Ep9Z|=L$9n4(! zeCRk1jP-ZEHN@A;pyJ?mUN@}Nah#7YD^%Lik zyaaj)F-o*L^zoJ;uG@Oczdv&X-MpG7XlV)G>w&fJ0O$hJTQx@DJ!-vgoX5wBBx7n! zqGUo&TA2jTWOT)_d4BIo;PNrdXRAfFh$`=Fn)Mzs$J)E0d-Avbo~|g~S1+zH3vzrk z?{mx^l$ZWLZ%g9YCnJeSQnS_%c75QTx%Al}%%1r+h?t+P7*C&w_P%HkbnHzw0OlJ3 zE|{d7f5Our(7|vV;ek@4c~4K|_yYsUkyQYU@MXv}%V?9GD6EKNVt&G5If68;Awrrx zxGQ%2_d98Apa|9k`Jfe00Ue;gj@?EtFI+|QgnBjBNzn4?ztdfw4IMgN%q(pXbF|j_ z9;gAXd=zmEMS9=DH~su7Ey<<{Yo!ZtSdUs5o*7t}x(r8zK;;-@sfGYMGj0leKF)4Z z^|7KlE~g&tbbF3&Cl}vi`n2|v>$?J+rA;#dI&`bhHYP3_hBZ(KMbuZ<R-oi6zM*1T`wA+ZUl z&V_0(bv6MGD!q{Hlh{Jkt%OIDTOxVf!4$d=E8-U>a}LV?J)lmFu1UJQEWWk%+2H)v zXTU+M;HEYqm8pHw8m$ZMm#1prZ&n!w^S@cOT2J&}IvM3@P~{(v*}h{|&6d6PgIN%E zou=!zcoR$Dpq#B`p*BD$+4DvF(3H1AP#ee&sor(k9>1(xc=BUw5G*-Duyz5htls?w zWJl>RSihN{dPF6+MjwUc?zv_~Sg**%vA!|>@Z1bS1CqtYg+77>p6FB9B7>9+NDyz> zp2Qi^4`Q|isH_BRkA_%kmlQ{}!%6>zII;_Lr6@ToAHs+@Xhc=1RZwB%Nn%2)&Iw?Y zOkU9&CSLd1dwR~LJ<)oJaK#wsi$HMt)jBW5Vc2W{5OiD&>d0j+W~u8{6FxSoyH*uL zty$9XlO)8K7V`3o*slqWWeDZf>@eoCdHeghK(4V29GDVFWm}2L6N8tDg91+4b znbxhr%eW7eAbqB8r^|oNf@i4UGRi&l`sm;R5BDT^{%Z$SAsr|TcTm6R_2(Ha%Xyso z;IB>gELjN1=h|xusO`X19{u(q$pYz{p2xVxHa{r!D~ zj0k!zr@9z&m{}^wG-aeE{`BmT`^k*`Js5 z#D3zH2PEDk=#8-CLIKP`B`(oX=H;FhEIX99F)hWVpx zpIpg=33`DYBV^LO1p)Ev%b_1^ca9Jewd6cA(d8iYatU(lmkja>7|GB&v{`ziJe$f=O&pX6rDHr^57Q6Hg~MbzXcS}w zBm_$4Mdp!%>#mGe<-zuT!jO)=QTY-KD>vIWKM^T1F3|O{tRbmgn#hwHbzZK`xKj_m zSeCwTn%oC8zeuVFSO}L{`huYAHR4C8V+sYGJ%_V#&Aa4QwO*zT*sqCZ1G0Z`3IY|O zDUYl~0D>2c--jMD%Q|YVlY0s2p^n{?ABJ`*&dXpXU7&n4ZG7~*vn=Io{~Tuc)&P&j z*!Kve>!X)5KDzG>5_6P8`{~dsUNC=8fW90>EZ4p4(u<$LNF`v`dh6ZA!qqw6Neu=! z)VbBjumDce9+VeNqN#+6goDf0W| zOQpb>TU~&+61zzc$?EwmqI`hTV>h`CMNzz`(G~|^Ix>*Lj!VtFbXQl%<0yQFbT=e zu-<^u?fHn7r*c19^luD8=nlb}<5G~)VT7g9^Mgo2Z?}u`{E7x^4AhAe;(};Vy*r+> zZF4de*O%K?yGhmF*)k)IjUw@cj^wC&6RVy_wa^j>@KVtysZ@S_w*Njg@w8Mp|8+H_ zW&71JNFy^G8^?722h<=#h2k4y8cy%_)onr6J`7QG6w9RaiO?O~hPm{h0=X1{qIRe? zl-gf2)R(fwaTi~43Q5c-HGm$NM{z&~3B^EC34=}vkp?BCq`O5zN<>1WK|rKb8bngM1VI>D1*BVY zKw7$`;jI09pFIC~f3EYpE?IJ5V??|ZFJEedlLbpy=!2vCI!jS)duzXayqO`(bU zfzQG_M`L4^f`*8;wb(z^8Of;xS@fB{XQ&=9B&O5ev!Vypj!zHKFLSiHmsTRbj(0Do z5+g;{leH+-Bd^~F!DZ4xVi9nXln>2K#Vl4IpB#u=r*6k-Biz)$F9{Aak35CQ&%(dE z0pB4X?2Rp?pg+cShAb}^YUaUkl?T^Rl^^8;J=-Skc}<>P^krAn+BlO;fTw}%H=$$o}EFZFa%uXsJ67wQqkS=nsUy*9Q6_l7Vi9DEo|k#9#|c5>~(`F~t|UNG>TrXU>~*;AtsK&i45imd$-2h*1s++xROd$#K8_QU-`W{HEnX3J z(Q9SjE5kSl$L;xRLgezE^Imv-W_-jy^poVc4B^t=gw@5lmhlfD)jI3OmnHQ?2e0QT z3s%m{U8o3084ERIg5GXezEh%?3OYIyx9$pOe5ZZ)WJ7R1FLoD1Lw>uY&i+WZ!ojR% z=&91}i5EqBs)sk-2hJX4P6S#YnBQ?Y+F{SmDEqT1Gomgf(Y+g0@-a5fEzrUR zOetIe3PZNZc?dSDFP&1@-+R(~aK)TPq0AfRB~vVR1X%+k^-1$%wfK9b<1(URJa+QU zq8^~nta!wV!UehJY?G4~_vg3zE>IGevKEwoDX5r@PdC+L6@LcAX@ah|=Il2otqrA^ z)ylU+d+R-pX~*8Dh?zc-uxs_)NRpzjyRs=9LF2=fCfVD($BNuDa} z4zbcmxp_f7g*_+ufuoS&iHoL&7=tXg(YuR)gVH<8T4d{bETDU*aYM2r!v<+x51pDQ z?s&zfA6Vt)mpQOk%00&{1Gnc4d_u*|5*Qe>P+)Yl+#`8WE^1Fmoqck;$th-~|F=v{ zkG@O%CA#qlfO?4-j&zEQeH7md4~5;HeEC{(svWMwP65X#oUHa0hE*_|)b1imF(B=v zQZy0jK<9o9t+)WYVUSvWHN=m|Uq@A57Uj0r@>8OU1UZ>1jaydY^%RukY`!%y?sde@G zKoXx$z{LTBbunhKwm_WKhH6dVI9#$KA;@^-<%R1@;4yM>(&xjA<*^8J%ePws=A4;# zv={itNAV%|Mx;+AL*4GgUI9VckE!I1?n=$iR_MmE#6Aa%UIz&MS0@rBf49c3=Wr-j zaSCZ`JvUMT6udO)0X6g&$`n;+J$h~>fws~*)-6WxFiIW?!uB&%)fWC<8?An`f~+N@X#v)+*K-X zS497%0XL3bCriGg@!46?5ph(z3>=^r3!a{;$d$@m31iJpcv!46*^eU;B|N^ZUihzP z1%EnK9CD6qASSyYDudx>&kJbp`Q)hb++iB_+xOB?WZMoFnLv?j+&j2$l?c!uiCQ7W zzi6IjTv+Vt4ay(dJJFsHrI~;Z&#iO=`wIqRGXsGz>M6}snt9q2jhx^dkMMvNre&7J z9nsen?w$U-Pr>rhC+)&bj$gY+LbZ35T~1f?>~eC-2j2M$^__27imCsqz5#gVeuSNa zz0KEqfM``2Otrx>Sn0Ri%{SH!jor$4K<9#BEdV=f)s4|T-m9c3J#(jOOeRRGUWPSC z8}kKU#J7xn0W4A_AC;0kd!TFs$xk%v`xpmW*XcJIvJV}r=h4?mjl?CeRM&A4HE?fe z9q?R(pv*I>3TB05=Ut*|Ug}FvPj(yX6->JA ze#dhF@-JFE$R_#eCbH*mKl-F8E+AA*b?T}ZvD*gwhD+!qVTfMh?j|y9+y>Ez=?Or@ zuKh;aw~9@->`8s(xUqcs9&{Szr10~fhSCzvv7FEYM&19Y)DANYSgZxr=`Dn50)b@* zuk>5=;m5k{HIVT>!zdSdaO$l_O_P{C*Y zUEYn%Gso!GB%WD?rxM~MGEbIgzA#EqZphZ1B=zzT_`D^w^yT$BJMVH4UgO(SM@fd- zPNG;^oYc*+m3^25MM1T+^YXOZ)^P|=hkY>LDRV#|Nz6?Ck>CD}KKy|#zb+GRJe3S} zelY~xUR}nKLWFiVd&(UIYvh9WyJ~7JR(3eA57p4+NoVnzG?PC*XfB4i=6X zvvMj{7Ge5I3L?`97v29ZB6_%XcgGVTEB_Wf_%0*xAStp-rsYe4pi7^LljyG+}NvuvE~7pQ2zh(8Psuf2)r3s>j0nls+n3- z`U~*g=%Ugr2L0zyzZj73KRhsXogs|{B?{82WmwOG`2I5-q0Pj?YvPMg3CxH*>R?;M zp&EDwfqJ)|&MLV0Wq@`42Sg?aL9Z5fRbVkm`uNHk>^h$_-#>4GqWvKZP~i>zP`%k9 zG{T(u?!ky%rR}k}eZ~w6m)mcfN`!rZ@y0+&oH(!(ot8;1CR9$!&r7n|drv+-KC@`_ zCj1yW*7#YMJp@?;6%|kWmc?`8)dV7-CIACp;d%0q$eis9_ zCNNY|sedXtNHiKM+#y7D2ZOgtq?$+o;>*eI>4FO>neZ|1Eg=(~6LdxK$3?8Rz;3KS zt~}q0PJK4`SV!RhUK!gwheJ==wbTBWnyYdUSQZ$W;b~t8F)$B+n_~65?`SErQ8@LNNQ#prI7Vu9X80k^?iy z@Lw~+UMSHgFr%;AanWhkTsg8EE$>D~$GJgE21%ItdIN~&gul6TAq`OvXN!v8p^K^m zByQ=gJjat-gGi;1RJ55Y=T;D|xbOAN7}Y3!CIvP!9*jphG6&BzE) zH4lv3*HQJI`Y;kvAFoteWvvACqQ5~vF$`qc=#}D4BPEE=3?;UGptDZdV70Y#pIv-gNT#;% zDSMPPmim-;j#IF&9@5EcTiwc~obu0JSzCCuk7!*fPVo+KBo=daDv2FU*Mz|4_W*I` zm)Z<*3uhI)LG<|5T19fMviOne#$#2kzX4N5lequ{$c;g1^z3wiP;FLs7AZ&_V-jD8 zXW&8-%P-$|=&znXbS(TalDrp^(R475WrRg%|PQ?{OMAx z?V+mU-PWz?y<-lwF}cd8PCA;cN=J<}0uJd3Zc>H)8znG7F5_xlAJrBhgSnsZ-f7RH zL}4T5caI6UPXX%9;E6|tgr0`(>kTVdRI?610)7zF#@kW01CdKX53bBYOk1|QMn?OPMJp{gI+wI~QUmSNY@~xi+`!JkhpjJUbIkY>=Si@bFOa5$^?q@sd z+E+XHFK~=JwxitgwcDYTq~#bO;?uP5O7_vqh)%AE%!$%6Nj1f`+&F!7T74__g*Ul! zmu&mG(`gnJ)sjVIT3~+ajNG-W(H~gX5P&>S^yj78#DWGyKiOw>1fG*Hqjoo3xf{vr z1$<)`#jBiRc(%pc^ny&6udbco#49VakMSMnp_Q$0aG`2^Xz0CfGpo4i5$^6acR;F) z-qbp$N55UC82NkjsZy`s3vm`~R3~YznyGXsipsVqLvRKVtT|oM&p_Yz+ZERojOu#R z*w`JuL=JUy^n&;dHncrPAsAEq))Ps&=OXpocPUHz~L)w z;!EJL9J_hs=?az%gVk&KzlKUO`#}zrWnczTpQTv+I#v#+OV`}Mn_}~`&Zi6l%*?i@ z1+*JTyR_PMB!RzV^BHs2#Gj zR_s=;fGa6(Oyr>TDK;i<;F~X%o?b~U2nmwiakDz3!`-ArS;ogn_j+4Hi>*6IL-(>Z z-GHln`t%AUs$+P0stP#yxO+B$`B*~Hj^lLzLqGemR-JU~p@);o$5N2c2jp{^@obf!z09o?>7Vk*q zTeR_;4S8|QfELUqSxe`uc;k84#K_k?fI*!_S2oeOmD4_1cYPKv{sh-Cah^zT>L)#s z{r=4U9mcE5(KucZ+iD=CJ}^V7rT@m>e!o~)^q}An2M*=J#j%X{{7|3dA2PO4UVH5a zd-Kz^yV+P$lLwVJ?)L-?B}+Hdfh&zzG)w1LwK~d9m$e2Ohg*$EC6q+aZuB<4Y^h$e z82&c`OS>}-W?Mo!`67H(A3STbF2kT2k=f@|%$ya_6(?22*lK;gjv7Yv<*;k9H`086CEkq_-=@eeyv5%a{?%|xa~gzq3Q%ga zr<)%y1+T6i?&Y;^D3H3Th^U=?10SNCYnM`F7JSJ+agq_T*zsoJ1=!MHtW-IkWVPE) zS;T!oX8laNHL!O$kyPh&WM7Rb012bLhifg<4wj|sDf`0>k}hf-MVz-x4N9;0Y=?Qt z*VJGCEc#0P)JOSf?%LJY1U{)a$-tsM3G7bSzX4B1GS&f7gTticjCFHTd^3e51=bQV zg2P3l6NmF)IVstlFm;#TfoHBgOmyFpzy7BfWMTdU*ax{iJTK!cDkl$wIz`vGg$<5Y zx_7_EzvNNbh#<;sq9^cq2&0}mU2=htdczg`;1;2`)t7dCImy=!^S$3oia*(o`~W&Z zcUmWx?-z_UF{lBx*pQAzqQ>;ChvLb%aX|R$I0Pqx&FL%l;wg%y`bZ3!|BsJ=+~PBp z7ua0~E3d=U?61lKgc2O0AG!8g9Y~6W6ywZu&-U9sYPVIZ5747#qQd_mQIbUy1X|rk zNyf+bcC%yJ1r}Yx;X->IS5P~4N%#||y55R($R2S>xl^31kK%pdTgbnE_0lBKG~HZM0c;2iM zT^lB5OQkz>YB)K!Ew#^~#P}}n03E-ei!rl0Svu|W%tzheHR7?WgjrUYyu$c?#Ag{t z^1siCK|bexv&C`McI6xpHAV1*blw*`+PZUEIs69w^XsIkCiN#ozXC#VrV)~}G8$Y^ zn%`$(;Infp28Lw-?_cLT!HKlVCE z(3{;P{jMDL*b-YeZ1;*_Y26C~68%m086;Q>bA5;mNk2da%;~i|;Hna4`9FcF37Bs@ z=&uDnvmlO`@Kt-BpK%0e)D!kMYAY|J@Y9)-X}=-1-PR)@*M{J1N^)$4mcJ7FTZFms z9}tvy2lD6*g$MXveI0`nkNc=AS;84Y#u6BcVXBIY4X|B2{W6)r)CPQ4IrjnT-nkFw z7!%)nGxYYYPQ%GMzyWdi1IqVAhLO;qfszeKGb#hm3A(wgXT;Rm;R05B7>^9IkGNx< zekjiymh1#>0$8Yyh{gK0=ARbpqinNZ^fCGmfJ9+#Ul}6v!NCD3?~^IEegEv5DPD%_ zf7n`*A0Qn`Y|`Zq(#hOJzg)s~e?6L1+?EC=CVX^$A*0ef&|iybU;qp6*@Z~hl|QFJCHCLhez-jq;4A7 zUo5ZAY^m65|GS-Ky6yvdoo3#NTyw8NXlf{_{V|&6*#4LLmksj8pzB=nyvr&c9~^{b z$>GTo`HvIlKaC{!HSv;+5Uyg9fB)!zaJ}zRh!Al%Tbbei$KSui!tVNi?c2pmLzevi z6>;!Cz#N1#AM3AKF*fW}Q~HxB9(cAeYT0{^_1Kz%%eUdx~w0XxcID;v2WbHxOz znvha}bIZn_TMNOuT}F^MZMNvQ&=PVuY{#%@u*`NY!&IHX?Lv^UaL!anYps0hy>C|u zkCZgI*2@9XBc9yz-!EPCaUjcz9sfQP(l~KJybcjF{zi=NuSi*KK5#$rqIr$;MKr0ln>zfY;H)6l8s~eYN5%%wRFixj!v9>S8na910jB7 zX`P0aff+=zG1*gS;6TQN)&cbI3NEd+Fyl#$NKWI*xa%DC2&gBBrVH^O_f3`p(_N5d zH4&f9>o9%qU{37h5ir+neH=sQ{z7iO#qn?vZ{a}8Q$)=C7^JeFK?J7_NU<&0FUz2A z905uUvGRa`{HXoXt~a!5Qfw`&_Ev6MSkge8KYSrGq zp~CU^bL!JZkR=o0>n6JE3aY6Q*l}$aaA*}l){{sLFe=ooTxv8300 ze>%lm*RccU6(k~lM7xuN+7msdT}rbd;B>y&t?3rn%7jvpwyS0vK87;Q%WnxZ(8_<6P)HKR7?f=EyigNl6p6ig%P{y)AxmVfcfe!xw**>RseSrp4YM(2kQ?eH_b4)wpc$$#uSOfl^$T=#)`%zUzcH5+%R->s$S+U0R zBS3L6t}%}NGXccZ3(sBl3f8R7=9r|ticnWlt=5sh3JXG$8?!+!1mTC6>s;WQCFNv-M_p%v?X z%H{m%8LhxcWq#ALzNM+ z_)e^Y^m-O&(KqPxC_33e-`Mr=@`)=##jNL!9whr-CNhr=N7ZB2w7WMT^GOI&D{@|p zSWTosnmG~9EWziqp2`h~*gAcr_%H8kiwx5I;GZ}fK?G|9$BV+9tPU>E!(E&aBk*TV z)cD=JYYHKL_~QqH()OqLok0NIsD4g1Qawi1fDiu`*|6q;a<$y{aPd8f*Im?V+n1vX z;m(;*t^mQB9%$2(9@I*Xd!1-nRwF6c9I_JhpS`2|b=iQFC}7ZG5uP=&19+U@g?`@Z z%<+Q_&(BV%pIIYtbMdfbL*HY&AN4z*KW?|}Q&LYKYw$sWY!is2#P@L=ea_Voz%KHd z61()BT91JVrZiM3o=-IEWqI@4)I~s~i`JHTI)$fnF^{g%FIxap`x#C<9pxvyPC`8f zqi{urF`>l#uc~eX#)rYUD}GO}+(Tk()b0y3U~Dzz>*$KCB)C|MrS>^jLCh(%kd+4h zA5kJbYO5u+Qe$=1U`cBEx#T`bMc@}dM%^v$P=%Vv-&dTD zWSj4(L5DKWZ>r?#B^@8FdW`^lInQuLnP?PFzsfkx{(gmg+Q_~;JothM45KaPJ$%{L z){tBY$0=Sfg;9O@Ss?&f^ofX~q`nGe!7%zHPu(m_BtR79qpfB=4hr}opqDKnS;S>8 z$`xT#j-bR;wbc8IWB`Ae_GFd2 zJ!(wN78!|AWrp)aksXg2l45`tX9^JC|ETJ4&0AcQKvHkyQG{@Ff!Ou@?WYG_)YHk8a^?3q9T|o3Ed!be&?)5FClFd1 zu;^Q-%l6BYreFXwh``W`8qt%V5M`d{;2nF=)xWF;`_n|t_8oRZk5F%Om%B2w5a!^GQ#f)zA@|2+GA;V2h%l$GSLC5t8$uIsg^E{>V&e*<r>Z=--pQu+y*nKpEr^ z+Fo|t35Q<2FMmMPm(cBS_OG-vq*#}~V|4nSX05CS?~%dINNxd%V)u_1EhMAbp(u%b zuHXgFZo&M8%iUW5E(RPB+ttZvRg7^1P_0((`R(Ne)DMeE#ZRcL@o``xNNIS=oKZ2t8>oc&3F`pd`IO!*kq#L^u`MAOP@}{`%dt zi4Eh!LVMRO|1yoAdIL7@;$rdP1Aj7duMK>R^IUdZ^uP8;^6ouWzPFCQbmklL=sjBhCD-rov zSuGdN+U#?)a4jxILAG8FtCzH$j8%}D52y>^nU3xztzm!ZkDxW2PY6s+Cs zguW^TLh_E)UisW-0Ew(d98I<>qZKQqXyQE`;eInigE*28NS!};>ht0#Z_3-AtAST0 z(e{kPJHU+U5Bc8wps)2#(seRsX2bQMIOpSCuxSrK}@sTGAMPkp5B31JyIPIby}8 z9Gd&#qt2AYU9B~(qy*ob?v~1P83!Jb{Ux=|m)ZuxlO7J}byc^7n&dd_+HMI_NREdx ze;A;$mK&G>oXo6VQhVZd$^OUWCrW<_Rlt|Gf0;(%&NSgA1z(+1UljX!11#0cGEJi4 zD+*2boKErT7KVh$<}_l7qSyhlWOh153+wi?T8Et*3cSn0C)|Gk1Z*E2q|5UBMVgPoAZ@p*RGd zu?;D@U&G73BHf$$pvq48F5`3kEXxYxe$cG!78(eFAhOCJ|HD@h$T7Bck8!UhAjw;H z1lJ&5)h>tNrSCc=5=C?d-5dDW1z4OlCk8{yJM>8o%T*o~u)utHe^vWNfOSaQr}>qy z-55u%?kkqMcWjDK#QNI(ENJlcZ6QqGuX|K%+u~61c>q^Ig1q<>@dxjG&u2_U*_YaQ z7Z^MU%~?v3=o}i?=?go`Gkc(!vnQd>n#nB?_-iRn2Y4Uf&yD(^>$8wDMumQ3@GiYM z(2+-rSqH=Oiz=z;L#o*QPo6&)Kk1U6*_?hZjhc$6L~C)Szn)Lgi~(VgLj)FJHj2|( zKaz(Otm1ZoO0E=4w8L7Qt$o}apYI@fDzP~%F3)am(Z0Eib>1R6=(*V^g=SA4sm(PA z$$7>28uPeyGAeWw3Z3gX3&RGZawe&%xxN`ITS0GE10pRAasbC+f0|1gyCKVC4HCxN zWQ>o>WRqSEf9{M~dCHOGvUQ~ob@=^yxFe4p$T=Le{Pme@wll{?V|Twp3R;`}OPpH$ zPBhUt%+Pf)z&&*=qZPHc_;xV2)DK;;=UvM(K)7Tz=x2Pb$UfuQ5nWF>jtD|E>`c+= zXytK>sSy7q0P)A|`*Pn28#AcBrXuqCRYa=D170@u)W|%utj^2%TGERNx?Tu{dbyR5 z>pmFR9lvVI^3U=eM$({%a*Q87apSL`j#{Hdorj|QD*vhK=SHZAkYN=W>Y3+XBJE=u z#%zF(;QW1S-cGrvlZ|9s&ZtqnHqM>q{RQ#lU7W2})*4DZ=qV}jC0F0EzD{4cH!lo5 z@GY%)OEWW|B$?&2qMtX&c55be|442ak}0mLaEI3FH}?Ibd&*kR=*1YaSW*{KNt5~n zuTj{Dp7G4d)#B32zT7G2(y~oi3r<@OrNgrM8qS=>DBtLyx1Y6g`yC7Tk}@H(3+0@d zaLVdU$`jFT(_c{7J;}f0LC#w0pg|O7Og4ZsvX1vB0@0$B3`p8Uy#_h69U+7C8GZtW zQ34|wBg-?L>dd+pihX8!+YD#((~cmGzM=F}$nP=&hMZ5vc>6C5D%7Yye_HG#6^#uV zTh1sqm{982>-6pKhNc-Pzd~1DZaZGVF$Q!ccwF(z4swN1KQJES ziI$*uv)cw#dF4ICtL(nWck>(SR`hFQ#enGl76|AnK`FcpDX@-H_515L)1nl|6WeSf zCuwVKQ`Zv?0Z~r*C_+O2xX`;G!13PPbG7&C2ANw^QU+haqv1NBsy^kkH{E{d1~>B$ z_%Qhp_rB=fbkRY1z|~iH*MnL5fhN{xy*JaF{t}_ez9>Q)lu(r5o_YqYvZVH@W^4nw!t?2 z_0qEsI)*)+d29<&9|X>oNnwG+6<3@np$JmBS|r4$URrh8)3=wuUsx%^kzL4e1Sc)p zJHBil##sz1ignw>wWOuXrLEpN8K;*z$$b*w9y13mV4z=T)8lOJbClfQIBIqu9Kei1 znu6chJYtp}<=39QX`Q2H&opGcm!&fn1x61YwE<_bu{V#Y7c`}hyJM5&tWpkQY7ZN# z?{9_ca_vU0+_+bB5V3KxI~DG^iPK4S`G-=0hOyL|IS3wIf`w#pooHw z-Nm2w17O#EH&Q?bm&MzA<;=m)9wadph+J81D-Gp-e_iZM$m12rv&p(#jOV9?gyi%6qNY+LdcfAg8$WRSf0XDdvi*a*G3oi>(=;x+GpHi%wQA=HvBGq;hQHt&mJ+K+D zy1U5Nk>B`HF0wC2%V!ky2Gw;Bjjh&GymvwJLa0DUT6@l`8iBc(^}-t;H@W?ZiZSW= zsH92zn`-6cR@m8OP_5ka+H~s0oaW=x>Hhxax*FL=ymi4xNrOthtLaJiHsCbiH!AGL zRkWhqhrr2-lmKmvoKZp@8Ff zKcd8y?9$TiOQ*vY>)JhYmc{F%v3`U0c`nBh+^8JwE;&vzb-}L=D2ZI01GOX zUvYz2M*PVJ-<57V4`s?Q6e-5uKsktTM+h8b+UM^DdjQ%uvA-d@T15A#2EQ?$uu~>X zf{u4S8mP^)n|LHw;jL>XV@N7ISx7Ktuf=j9pU7#`x&T*STC52)c*g|*ECH+GI*a%Z_h>{dR3qHQ`bwB!PwVj(1xyPpITGKXi z?q5_Kmfj{4Np&i;e6L;zA?VY;sTB$$SrYUzHwo-s1kUvD;YIL}4zGYi;_PM?u_)*T zW6LxQI4Q(LGSKe|OCHfmSa;zZy!??p**Rcw=K0u*CgmeR6+#AE!p+@r$`-BRPK5&| z#cI`&Ou$w^YJ~K5r7!+mJ}uX=a_&g7I_4bWvfnU;Nfsd}m(Z^*ucA-;wFlO>TTW=G zXqYLwZYe8s|9U(5J8g$>40Wod(y4*Kd%sv}C;!zjwCOV}F~`qxUT_ewv~+I`TNgI? z+TAgUi{w8ZoN*oNF3#B0m5}$U5iB&GOiE8ceLeflm-0T*^neBArZ0Bgh&2&KRAG&m z=mtFfOmM#(eSkO|HLhdz^2fHh9=`%#a3-<5t!K+w@c_l7?;zkG=QgcjG|EDQ?~`|g zY(%;gO}>KZ(!;6MKwRim19IYzJwU)_$scSS1-4LevJ(GgZ|FL(Aq57H|_&ZoJw7P`kYoU zWylUzb|+*BEU>OJr_oX!ux{_5#%&yJ8~eC$$8s-+ zw_F?@a`x-7*6*}jfQ*0y3TFKG0m1#t%<+FTCw+_1!LeUil*80rY}Z}*+#M1tfi(yW z(gYdGt5`p#AQ_dH;P?wra+joV^jTDtS&WQ9S|n$pBM=hkiHnC6`Ba^1m^Md!CnGc* z6C{R=p5tf^Uc*Hs^j6|$5AO{hn9=g>p4`4Z-^x5#J4l>4MN!N{VSa19c7jZ9i=`6<-g3`SS(Y$i z8y-6?=7u;S8qX#8t8A>QZ7yZE-^vz;_?$(NQlywxr;v(HuR+GsbLc2Nu0C&~TUJY5 zl44vv7$f(ZWH)rev>d68#y9!5TSH8@^C>knL>28XeY$_oT1${K>gumXa|u>eeif~* zYrOfk&9Hp_Xr(KzCtr>y)Wj1}(XUpUdYWUW5?{MWHFb#O5JvEn!T7#qkL(W0EqjM; zB8=m}Sv@}dtnae?xuj?MLl+eWx_RbRdpg@gdfnWa_t|M>pxm|^?OjSl5Uu$b^Y~*|NJ%G>oBMq z93#K`{r8Xm`d>&@A-Br^aFB`jZxZc4|1kYJ1VvHPZ~Vh4{ri=;|0M`cyDD~zF!Vp~ z`upF^kHRr)%XQYHlD&^d_$zgYW!z{b|}4 zBM`CNacjh;WX+?XRvRQpFplg8=~F0D%isW?dH&{Ujyog)=0oAp7L^Tugz&91>U&IQ z{&yjxH0a2JhejUP+UB%^)`h(6K?9*yruA4=#WJ|LG6Z$Nyuu3lnAEX-2*el!`@!8{ zux^Zi&z!2Jv!7h5zl6smB6se+{7h<1f_xI584$(p=LgxcroU}WNS3&UAwfsrh0T@> zRR5_w@_TiBoLFG`^~L41s#}8Ko>_v>28X~};5BXQys_yyUip6SHeLhXz=rUWR%CkT z3g{7>8azOHy95zr`AkxsK@L#pS35%-dqpv?&0v>ifqopxOzQdn?J4S-K9K*}LgTq> z;s(wW1?-}Svi#*pc53C?7a~?iI$jcp0DfHE59a18sz_)u>12kB%J!1N;0vZlHHZQO zX~GqFTxPyYdwh0q4|@l)C-p1X=(@QE z8$4+sW%f%FtkKPfq{VN2Utz92rJ2T!-wBL=2>EK=I&M#e2n(3rCqYn+I7z5I zQIGvWGCi9&TlW@Nsv$RPz*cm)$98G(V?k>-$oeAeS_%Jbl8_Ex?pkt~u~q#uPz#U_ zRzc)|Gkje%-5d~+zn(upvU4!$T6J==nA&i`1ty5Fi7y2edfo3T2|8+QP#6|rBRR%! zQ-u>1|2z%EgJA!Sj^#Ky3&t>MYf!hmx%@{+G)O`ryf+rH2XfS+f4l=HdB&3%2a)Vn z823!O{Hg+$*v#`M%y5$bZ@+#$fJ0TxM0Gd{HkHu>7|F}vND1NcB9LKimz4ow7!9Dg zF-4+(VKKSE>yj5EMMaYY4|DGq)@9QC8F*8C6%L!rEsto@K)mh@HVQp}RhAJICT6@J z9*?_$({uSL7j39*Gr%T#gn_mMwhksLQ zhEuO0KPakCj_>TT9{B!x0p-pQg-2R%*s^-H(v^aX|42+rXRV`1o|iMbX%tQ)q7bE= z1omn3Ze55FkQMTFf!=HcoKm#W6L687O#K3gHl`bB+?Fo9 z&u&!C$LFaFM9u!`>U3ogC+fO#RJQ}gy}hw(=s8{Wp4+KF4W_suGqI4ISG|!kTTB{2 zl^H_6=NX(#drZ4irI39A763+pR9FNF{~cL685AP2XU!=H=UlkhlT7DM_n;}4BALn8 zm+n>SO9`F9e7cvfdBz3%m-@TJ0+Ln(1=QS07y-zK+5-+wK?M3~{^7Lq zhpEdS(_uX*f_%leIMwzg84ZU-1YDL{Ct_1`p&mNY`Ya?n@6MX-S+DnY^vby!yTU9^*{oj8y{ajw1!QGc_}b|VCNu`Sq-;#)t`u*koN%+DSV71 zvJAf*{{cG6cEL9G>yIwee`!#!^ZMUNK@`5R%_h`$LI+Tj8)hq~_?A$&$^ilr@`JIF zn8E^VJTbEdB=h=`@lD@E8$&?d8v%9h_nS>uOpl4h4%f;Xa}A?Ov)i8;O;nqyfw%!> zEA?fUWa`1LYQvz2zFbo|^P4Bm!lwIQw%WP}4nHGCbJP>FGD>FHaw`8`TJ}P^q8) z_09|YRno#niqjr|(mdU$Tx>)W(z>&>g=pguFNhD$74Vl|u>mPdw`l))e4QUaa8G`c z@R0Lw^Gg(rUCTCZZ(b~r@qb$bhQ<9do1u&L?x2=JwWvv?M_3?CXjr8SZcHYp(T<6Q z0ZLkw`lZkedSuoRY=xU12#nrAWEk|pHfV#mfajT>nB+UpUoxSOVd>WE5ZY9Bb|;?} zr4GTHmUT|BHG}B))Lv&&n-R==HlhQ!Cnf8zGMAN2Mjm#G9W0el8?xYUZ_oEO4VCTW z6Rvp(rkE(*lrLOy(PQ!)c{VmE=ogd2K0N{>9Fzmz@|O>CAkgC2fr-7Z#Z?#) zz4z@-le2yEYKmQVu7WK%l5!xMw&~@Z>6MJ*yB>ns3w@Ul!)~vCBk=%2{gpN`@pBDL zwy7WV^3l6}pR;?-HE`EVl7!}`%LNJ~2~(c}6sOott(+HJ09!j1PL z=-9AoHmHVSn4z^*gu)%j=|pS0RSh;jM%AjS@$N9VdDo^N3+?WNjR#1dbsnaW!&)FE zZw-|HW4f%5I8IK*FX6ze&lJp66_t{7Q3BgTE+mZ^6sLx5+4`;OcHl7gw+)Lile+x* zL5LR2H^}s`Qkl_%>>ZynWad;2$ouyC_OJfbW@%C^dr;Uo)IE4(n4c4sY#82oaXF!y z>?51NSm;Rt-`Gvgrpk|_L2Y+&qyn)}$+G1?g7C#bw>B*_@q*-CJsF;#k=K#acTJ!b zD(;Kovx1#VA}O9dw(2~^1GliU{x5C2$~% zemdt=HmXaTrFof zL@?qe-PYvJB)!sBZ}6>@D?7%@r?_LSUs?x^r%TWA(MCej9$|6(^!8EMxjQ?L^*oyQ zka?@LpH$Yb)IUZ}fBO}7w{R26Kkmnf5r^y_b9iwG%K2{I+>6V5@g#DDyN>Yo&BnR| zY*TTC_ z%OemM<*}eym&ve7Y&v>*(Bi~5|F!bt^68mfw(c5#YtyWwE35nN>z*ZzJhL;;`1=f+ zJZ>m|B2dPPf3Zl*hSi{Ot?l-mBNHxv2|7Hi*pwVFbn=|{w#UM$SC&n46x`!7R`!xh zDWBmq=9m8VD+yPYdl^P?K3N7g=xPte$G$I zdBIJdX;eS#n{C50Jh$!Ll{+4+CEP7jIQ*h`)KB8j5H|NqKR2+x*zP?3zIad#!nTg; zQ~Z<@q8C&AuN;mLlX-(%!6p`Fqr)#80+_VK@lz-7!sscUXXV?F&L`kh|3PtWuv^pL zZr~wc6d*~^xZQZ7mGpfKv^FM|J(=zH|S zEjIzWt^J)zlv3fyG|ia@cOJrkQS5=v>WS^60tu!oSA|xR01&LmWi9dqfso)12zmRV0& z8P-NkmtgcJl{KE*{k&H7@PsNFi@*n_2PI!iblRUV~BPB*|F31TJ?{ag;5UQAEs`_7`QD)Cyk)EZFL8M@wd7uR1e^;x0s< zo@hp_wxU-ypQqQq)!QU0S?F%l9o_35ct|MTErBm-vO&CDVo6ZN?!`7y$aP!lqWAL# zq4Ey<5hSUk*DyB4U#`o!2*)ax`!tc08pfRS^b5li!>XV2P6@CK%e!7i!_I4>``GIo zz8x96iEsUEQx7}VcD($jvbEdDeBVn_I8c4u9h@tQ5f(k#Qp=>VbZoq6*=&o#ok&wO zj5cdML-V-+hU3ls4t-UZoO0>H(%zeBSZx(e?S>&GenaI43vfv;c|X4?x>@|#&V1sB zz!>{Ih8})ahbH7<{!C}Ia@8mGesZ~|H#dEp_x{<7d`VA^`-0F}Nj2WO8n2lbwhSC+ zbsWtN9e-Z1AFWP-v?j&KT!!l%&gG<}uWkp9&Y5NsM@nATkDn5}9R@p_8?s6~RJ_tVoU=&#xzCmgJv!(!O1%PZ|J37)Uw@?B(d+&mpL${C)JB$4j`yb;D=ODcm6u(n`E@2zgX+-;hFAk|@M)O9zvh7Op2ZBEwc<#Wi`p0^k zO&4t)O}IKxT{YhC5vUdzKPI#|p}94s%ImHD{cH2|#o{|F$OLwuYxj~NngqLA)2khO z#Lza2&sQxH{o_JEo>SS^d|nvrBar@u$pX__{O*nctJNe2g1{-yMPfRVbO}#MJu1Y;O()+;hPLXv4o>+0NNese#^&uxz zk?UJ0tUJd2c%=R65im3C<-R59nJ*t{azq4!FS@9`Z6CoT!&t>2wAyRP%j{pGfhKSi z?87T;smEf8w%bCBd6inKL*_2kK?RkoE}Wj6hHG1BMLX$*l`qwlP9oh02Bm?Cf=iOG zO0KuHfFa$|)3iP?qM5#&!|s1&8oe^yfA50a@O^LF!ds(vTAz)bEAuRszTi~yps@>C zvM!t&i*0fEjh-Qa<1nK|h1Pe)=1G30!)WBf6K9qKGFC^Sn7F7=iFq@;eQWDzr}pG*3}(qiNI>TJ%VE8i zvi+SRhR@?^$}?ZI7_O)<%HP=CD(V1TFxV-c4(|bGPkx)fkJx3a{b52~nrCeB^;hYH zMu}ws4}OL@hfb}@lfJtaS2t1>v{5$mtytZpvX?OtLwwr|WkU@4dn7!HLMl(XB7 zV$GmrH4HDo*z|2MKOCt3l@Po|QX=imzPxaz>v`_UKLH zTlNg$l>J3fmD9$l$2X7l&m!%&z~DStFhJe0z2s zH9-BStQ>r{9TlHP9pn|-)x{z^1iE>}HC~c`RIq%M+Wxzf8bz~c$9{`iavx~GS+xPw z)l*kY7;3K;GFJ939vs0eKBUPo!(7;d24g;kL5Ccg$o%xJxXQKj0vAJT-o&cj#S&eA57=rZ;)+1Do>zW`f2Voj zXP1D?P1K4gmaIfZ0i=C^cr4Xk2E7aJ2@By3cGCLjqsWDyw;mW?c@Yp>Q+{psY3Duy zhdvm)7yk%mW!t|SyG}vMd)1yDQGwyq=O_~tgbFoW#%=bnTSIGA`L#Bb#ghk{;Vu7P z?7f9kl<(U%zN`x@APo|dl8SUF-3Zd15)uM}Al;3Wgn*P%ia{s{NJwMQCEcKupp??} zo~z&InfE*Md;f#q48u5|&(5-Y-`9Oz=Xsn*+%gm2_kAx#mrwYuQ6s+-{hl||nMmKF z{wR6JUnSyB`2+>Q#nKJ$>NB?ej`%bWfseJzVZUFdsJfcgsAHb~TD3fobN6N-Owz$E z#b#BQD zyU%FyTrw1u>LEz2Yw<#*7VbU5UyJm)UQuH5URFvfDx3|cc*#-A+UnZ=oIiB}f77Jg zLF>bLd@*SQEO>>()HA+*w22cJ(XCP)mVUVkoxtg$pLP&8VD9 z9=HRh<@^d=Ls$NC!#r(KkHiW)R0XyT7dOjqMAod;qAn4-J^4^vCiC|ajkf9Sahr*^ z{?fDwNc#~;FnZ^w<_Pr_(wq)QT~?x9>bANxR66{9;3p=3xLb5+LQU>7DMBA`I3??4 zNkry^Ph7DG_D{Y1G!Bp(Dk-_3!_s{82YX>*6zi^xRJ_;*U3iRk0i=TXF{-`TVHXG< z5yD$m5J(@8eQxa-@6M9h`7HQeipK)6EpkJoA<{iyi1bR~mzSD>MPklMzI<_IDl7%! zZDkCX9a4J`X`HIhKT%z0(;;Ck^`Uw#^nkwT;Kv`z(Ppuu8?IbCo|IJ)de!5qDNLoo zy!VtN7oi@#EsQHSnR36W+G+f2ZRuv+`E)@0<^bb6d0M}JQlmcCutfHjeoFJ-(e?X> zLRBerTfKq@Ks5a(IiT+V0r29i;Z5{B* zccFy813l?>GiCBG#xzaIom5HTRe|B}?4@nvkH&n)uTjQ|Kb-e!F4h~{%1jT8d%+9! zluqn!Pwdp+y@1fBiyIILX{?ME0beyHQY_A_XG^2KmWXpa!k>BiTY+hYi@xL!qmqxR zEZ41M7Iq0x^Dl73@Y`Rq&uRox2Lu4@jMX-MF&g258%`T?S!RXWp)5jR?n!@6vEX4N zNHuHYMAlZqaYEg;$B*+-c|{G>NiJZof!+DhcfCEoN}?J82ri>%XXu8$FdnZKk(W%; zA;z<|<8Id>Ow;if5?K*DvEHFKt;h1;BA;^ZMc;Egas?YVB?<9i*nVZA6MPT+?}uNx z3e6J5nkC5&`}d%zCLw=bD_@|AQINa_3)qI{1+484m=;OaR}HhUWsviDuML8lf13)+ z2g3Lx*#%liX3Z=R&T001KG)lFoonbiA+~)U8;6Uzc@FVTADYBYW%K7s*f4xDP0;8DXgrvVpo-mqOk=;tOkLI?-5rOYOH3Q^cI zMx0-lJ=YsbLek10?6Nyg7jMpxgv%Q~hkC+-93uyl1#pz+48jR z{cCU|SVNek@2xQ$oj0sjX~aY(?E!o7Xh=Opa~gF(!q*|y^iFTkgRye|(hKnFLOped zUGWJ&U-o+NbN(H!UVB^D@hH@h z6d~;MA2_Zc6jOw1v_oh}>=wYrgtC7kTip8)Y-Dnf;o5u6Lk%+k9)$d!zR0H@sq{)b zxCSOK#Zhz_N^rwI+Q`K@UKRTb!4epnJaboT~oZm50{ni@SL2tzqN7H z4_(*o?Y(b2b!8IT4-B1SJ^Ab>f9;&y>xwkECS=oki$$$nrmO8FUmTpw{6AFuiH*}` zGW>_&Tq0}!eR18jRkBI`R}%~k1EVJxxWQwZ2=!LsJvl_IUCWKX)a2z+%z4iqu+=_s=6mv=lmX zrS%Kd&4m%rrR>5=PCYkxW;y%3svb-U_xWVPY3h6KCWac8iO2|Hads-FRy!y&pVbOK z%pWJcdsF`jAd{7We^&QycYQ1`lW?Yqsk)rglJ{n?>u5SHhOL`L*eAl*V6GaA`xopW z2STl7))zLsnn+YWvS{DQqpphkQod zm5riAG1iU0)cxganugbc{^Tt>CnjHp#h(_p#H$J2QSeYI=m)yCISF=uSA<``L8YWh0b2Otty-z z9X~IN!O=O9D3W*d*0RTi*vTt4X)ywC)j2U2-|NRM7V};2HyE$c54C)()mc*&94-Te}fS-LlneT%i+QvS37QfaU zFS9ofIV-IE8Zi%ho$$ED(J#XP*LTDs zQ+^8X5hG}W$C{*p6bjYk2psuafBfIq>NbZAVgHyhKgZvzAafoC-nYyc>UJ0y;YN|lw2S~lr z0JGPCsPZc?PI?Sw^Gy)8zW`c*%A52^45s$~_$kPdnZVA2gzHp8bKlQ@>S4U5LLLI# zSY05eG6Szd&{My}Xy7VHB!~}S7`6!N?qoRBRKYnzH<;3h<^TE4NisTU3L5f#m>AQ} z-)ZpMSpbkf1q>O7jvGMIq648dnB=Dga0gMwx4G~S&ibG21G8*kI0V?5bU6V2&j>>s zG{r)}`Ku$1+cepnn2RaYiAAgX)#dDXOd2k!)H6bieL5Y;^>eP>fw{692%^v*#BAD0 zL}B84Zq*1fpUhxFuTx^gPb2PClFDVsGv`xs5fW_#>~`KQC0?^A)Ok?=OsFNHKQX+0 z?Wp^bFpa$o{FbC&lhrqR%|0c<)inWvlOyMxZ7s;`E@`m3?Wv}6GQ$uw7jgs4^KSK0 zVkkm&Z#EI*zBH3`vN9ELe;!fX!$!kafB+E_|`3Kvq+OxFNJJ_^^IM`;!;O zEho#oB~`9N2vN#hgq+uafCnj^)(<8ebxqV?=vBsf{(rA+nX4#F++IYk2z)B^pL&}P zGKY!ELhYrn3sU5OtIHz6(jpc&ME^Taw9Ep8n({RwYYta9FiH2!UTaIENp&662>ikjPpVO zXc%Uvpj67bQd+kz_Pv7B>?GP~793$*qvAV#i%_q9#%fOjBb+ISsn5cPe#W0DHOHm! z_Ko=%Hx<5HwBy;oTPbx>g+%~sZ9~+Jhv7YH^Wn1l%-87p2u61H|2aiMe=;Lxr-AO0 z4E^@B5Uq6%Jj*nUsX*~l`=HwLllgO6vWyKf@^h{r?U1r-~wE0pj0+)iLw*o&m z5S$IZ!f`;(ifgwG4lLXORuU=ybuRqxwl8ss52ELN!C==0JaX7GI8*WR(2$@h+R!}@(EAO8@9~s zxIKe_(YEdF?U{1xai5 zzjLzYlUVw=4D+;W zuPHHp0Sj@F*&_X7HP(YN8Zrs3BE8GMljQl)D>mn@u^Bn_<|HIa*61~R&NK%4_wEkH zCCJveScv#wh0^HyAW1HKd`QvM0zK4&zIGNJhyiL7qS2VxYNN;r3GB5t2nIW*dBN>y zUl-GK{D9sYP0X;bfK##EZN5XA0rzH4QdseD0?0^V1w5DCLVjmtCsU4ShE2r=I)*Tp ziWjQsS;ab`oQ8++2i*$N0L8x^))#XAgsqEaS7418E@F9iB>FtBRpgi(L3Z z9zG$cukr|!TsX!BM=rj~_A>FKZ833=ZHC>_vAfl(107io$NYm|j5G4^wUfh%#5kRD z)FcoG#1!8$%5xD@E6mD%kFV$ph#6HcBl`h^8!>Buh?7e%i=&NW<9I%_qh<0Nv#(;U zz$_s?_P z3@pel@M&wf4;lrgk%rW9)+}Ro{pQaMWZ#k$DohkZmYqmLT3`Ku;>Mbtu>9wCSuGFJ z^I=F7{h$*T3lEgy4WBO6m^Jvl z$MXo4A%V=O`?3BXS7Ecnmq*Mt?I%FMsj77>mv)AjkH$LrSh;On^DV}y*BEJSb8~ zj+`1*i>iyld?O66Nc(Z%lR3Jb9t_)jEs%-&rosO9KPRaSH4;NR6#WVYcsKSPDq1NT zL42vif|TnwN*+Fy04?zCj$R2^DGuz2Q5SL!4Iw0#ni=0CnR--SfiRQ=zHl(Avw9n~ z$%&KQG|SMFXZm4}=a%8re;Sc^*9dGCIKnQEfc4oAhT|Me7BuHuQSsX3`>44ztkB+c zZd1E;Ew8}I#W2Bnw2{k;KKb!V zqIMzKQOxJf%k}G==$?k+J_dMol8hU=J4?8W;{5MDEj*-FfwFA;)G{`KjMc68fUSF9 zcncM^4H_$BD+pjCl<^dDtA+h^-Ci?aV;kBtG(qBp}62hT3LSdVJrR|AL()~bwaVLy`hcDTR zuG#_qmVjk5!WU?t4=YxHp?%HaRN8rt#q=6xzMz3AtAzVkrc`ovZBCtrmcS7t8%6vaFY3LJ=ExU6@vC<7i$yPRXiW+a}eVx%Am zxUCj1lb=x^br1mUDRz+TbB9cf*5F+LJ`W=!%gB!2CVy%5yf{6yKa3Oe#ib30^*rKX)DR>5+;hUBMMX}#v!Tz zw5wm1e*?sZ9Yp?!R>Fb;pT$akMIbJ_#T5_i2_8XXed(g2CBmqk9c)y`- zE{-c7TmU{l@$j#QW9ce;x<#R5HPSn)^qi_`Q~9TTT~FBSPrO7=-ZEU}HgQUW>7uTf z#|jgMeB=0_SHPrc3l*VekSjqIa(n3;BqKh8Cw$*O34G+2OasJ(FUW%l{cA#4i{wLqZzEHs ze3YYGD_)SSeT5xG#D(d)C`k@XKfj40DM5DNi-o(JG&ze{Y;MgtqZ(vr#XMdQoVK(v zM&v{0giz!B-0fAsR#U)E@A|&pog=`fE@b3J-sBTLhH0!E{dNGO6p=2Q(@y=?<*R&I zGUAcy9Vpp<;LN|dj&V*!zKDm-j|q;YQ3pFY1O1?>XRC@-C5;bIN39#Ce*6-KljjD zVBXJ<2cg);&lj%5fn$;JDC7sxDPJ7@Q_I~`5P8rrJ8bg*BZ^!?ZBB*KVA~aLmMOJ9 zTzYha;qT#XTqN)ijKf8KO!+=J&$vE{zE#x?kNaY}MEsJmdV=%}FIw`%17D83mH~5U zhoIbI5JEmbZGviu#WD_<$Gx=*PUV#y14rcZ^PrzjP+{4X2LH6MJXJ^xc^&hCmiv-x z!3Up*aHR1gqj!nepq`43YKDw8oAxATr8-htw-(y8{sl$U{#?W!VF^~5LhC1LGWIN| z%?7ppw}SEbzg>XYrjfeIXN>eZ0~S2iJ8Ov96ggsx0$ z?L6=e*d&%Fq%&fJ{VahL(*S1@M#dzI&s#mr)VWS|LvO~tSG0}p0TTolRI9wwn6&v6 z?N;>J+?-zg2s^*&H0#w-amW3(1MK`eIhh;ML$^f!G9&=*N<^UIe0EK(3JkeF`M|8N z+^$^uX~^Ju;^IdNTV^pHwK1zhdv%flOtf9*>slyVMS`j=#qb6vweTkL;nWOzEw98f zcxXwG*%F?;f;+K(fy7_Ssh1K9OJtpZGY;^iKZ~COBaZO!kc>v#HaEj|^Rf{g5hC;c zw5?@oj=Jow_p7l2N|ab^$o5q|!{`=3A0d3fA%6lvI0G!E8_pMmh?q$tOBIb~CKiT& zPrH?G@RH;ChCr_~{ET7@rnkxzXfUW&H&ab%lQ|J z?gcp2Lm~G?7*{RBDU9h)EY~)6K5u8|f@AWiUTW-uO$Ntxh^s zNz*l`5}TH6zLIsW6}u6~3Wr#?+!d*{ul~`Z2F1{!W?&ha$QaNp5Xp|vAPEU01q_Zx zR@rHT11;k#9k~?I&@YF}C4k?D&Pp~Y!}Z+?qI4c|vUt*)BHh}qZJ z>neF@i}PlAkoUNGiM7r!z6|qN*G@+i9{J6+vBKmM(`7>vBoUPr6dMN!xZS(6^2=FZO33Js7+UAKHdcI8JwP7te$ z?()KZ(#-2Hou)#(ZH*@eH+!W_hicswcRF77DrElaKfh`q`aDo$5`X&TL1>umArUuvWLn!rWcy_G?w3RUc&E?zB-^N_{{QDpAS((We#e|A$ zBRiKyqV|I$q)c*e)ACZ=dn1T&88H&h{{jDRiz%7QS#{YBpf@Rt*0x`bIoyeJv^+xjKudZ zQmi9`Xw_8Ei0YseYQy-^BU{4q6zzmXEbj$@^CSC^09R6klHF^YJ;wW=Nb`wse`5CW z1(0G1weTZ}YD7vLSdno8nEC{>W~xX+2*O~Z@_EQ?fpEE#?Ikj!gB&dO)AU~Cu5KT$ z9RxXC6q#b{lMpm7(!WSmPGoOz22E9htvvLo0yo90`q?)zY?Wuqt=j&;wmXkFKgAcq zrRF&BEOIU}2D2-YFmFMF1ybJ(|kvL`{A zY%pw}SGV}KPNdlGwe*}$!8T@V#54-xNI|=9zQ%0r+n_XC01ACF^emkaeP9*lK9OZo z<>Y{~wE5xycqknt?~$Npi=y)yvl3A?Q+;UK7Ju>1mrvmLihrGoeU6%!<@2+SZBPK( z3+aQE;Y%I^+Ct-TEUZQ5GR6QS7JA5?z-p`c9}GHE1M&9GW@EyIIdn?OW?)aM6fzt) zT{qp0a@eCG!$D!|n-smS^FYiJ_v(XJPVEn@=*}6+Q=c(myz0M5;vx&~+`LkWpa}m0 zzOUVXp6k50nSl5MAM-J$8`L@p_q&Rn7b(}40^iaM#dnulGnS*tg2f~1P^R#;T>l%f za|R|rE;-{oIoZ>36xpDP@PhWjq^f{PC}*v?9`gif86h$6wZ)75rVpxX(V%nkk8v5F zkeJBDk;#3=ApF9|M^T-$p0hyEzS@5;18~j&nB^8-zF+0u3t-)lnNv2YO%8-I_Xd?T z>tIQJv?K%H6x=Lpl4KA+j@y^X@%e*kF^#$bU4#q&zHnsX8rY`lgA~cto#^b}Ix5IT zpro~sAH|s|@fu%M@XtS4gPQ4DN+M=j%)(g_7|LjhDgsCAchjG3WARFib?w0AFwT=NeuQ87#tWN=n?2k;3VV|X=B!(+@A-o4x?JiK+CFriG2d>`%V z6AcHZI3DV5kHRW8Lw`S6?6pGA7mk7JdKPYX7YbjA*wY+H$uXlFzQq=~jTjFv#_`(I zGV+=(X>wzst(fXVnWAG*<&Q&#*?}!em_=5|+kQ@6n|10eQr#zt=^3xoD#P%K53$5% z$a#7(J-^+bmq8T~%U|6lwp}|2;*mSgKFH@cv!lMOfK7GB5lBcgnbf1#0hv2BeEVVb z%8rWUXSAx-5@wc_WQNS}P#(JB>So&hRWKAGG!2HFxWA`nKX~573N>f1MdP=jMV$?Am*1NsqPtarN2+uB=7l{u?)uC0^E^jp6G=) zo8)bCantzHq{mmr0-p1I{>`s1v$D_^u_k3Z!IR|le(Y5H} z`{cjzWNDbuzlI#@NF#vCjWhhGgDRpoL;L32`tqVmNBvvx<8K!8rsk#8svv1(=0Jca zVnDYU)vkaXSGELe@&t!{2*4n5rvhIh=j{nu|85Q(TY#zyWzM~~>&ZGC*nCeKfQjMO z(G-@?^;^B{ndqk0Pcwf_Q({YjWiz5r%bo&4A9Xe-BiJvSX#h0CS=5!b`QkSkcBHGQ zIW8YiUkZT4&Zt~ala#H@ZSiL4%QJA8>W-kiY7E1tN}m_)+9d{WvgRb6upJPHc^chS zyfK*@u0QOa*BibrGlZ}s#*@iByPw$7xBEao=`dE7pY@T~sBR~73iI`9WdNrk5iB0mj-Ld36O~)lfkEQ(rFm-P6{lKB( zK-ahZy;Z$WlZ#?Zjc;AIZ;m@-Ly3jWRcK^OdKreYvBxqUx7l!il{)%qJ#{!HlR|CU zlD_t?jlpzo%41!*i`Nq-Ghg<|%=wb&Cec|xP%R(e#B+;6NIif`*14O&88tIEV^#hV z?9#Bq)KJTD-WR{;6467M(kGeDi_R7QH>|Nrq6qZ^5t>A zw_frTu6XIhR0b$K`5&TLQhIT(R5kqdWWwXIFWr|m57!nK=A+J?qi1d>4Wn1o{Q{M2 zT>yXxFXhV`BXme3^0oNnHd*$s^eM#86rg382~WY2bpZ%@{W8qe#f+g#y^q%?t4k%I zO79i1t00XbANU@A!XlapfIKXU`(&>{Pb2}^8SI=FrK0&QTM7t{A6Y74ENs(Y(%WY2 z_;Y;gYt5gpzZ^&2-4g!U=}7Tyo0hWgtUX(@F4Zj1Q(u^LlR&Od>PcAtSckx!XDG{Z z>~ukc{SF74`t6?r|$hm%7)*n{dWkk8H>=vDC7fv_QXfv zVcq>u4g;>FWmgV7n{!zE<&nH184o`uV!}^&FjUum548u9P=EA#iwvosF5L#t z=^N48_W}dI(V@fuQI2O048%!?AU};-K%BFu`~N63e^G`?b2-QV?N3l;KPrE*kg<%^ zQV!3BaF;$xMKkzW=g6Q&6~0~?moS(;x(9MFvpA~;r+Gn z0kJISarigv-z~U7vMag4AF%WFhx8D%`KAj`-8s=an_nwlpOJ=mO@XQJ;$|}w%B0@_ zaR{yoXq^1A&OC$g@E9&*Ig9{8>D+v`V4qN<;Ji0}u-8|D(|faE(r#Sm^=6Rep>{rA z=h3umDBLC7LKJMvM|LH?EdWf2%VMgposExy{m#2ReW3S-67b8SK>kZSsA%l0D51 zsfq0Kkt4>A=vMGv*Z)JaI*N84w2N}&T)cv}%LN+Vpa*m0q%T<56q-Im?O-DKNT!O^ z9uAwBUU8T|R6K=pYmOKh^iUP!{}-AEaBbE2h;S9a1!!5R(P)lh_&h947Vc6OI_@0Wu0J6!3EK+$dD@o+IOj=v}>IntaH@ zay~{Xu-8m(>mg#(A!;YrbHo@+t>n3HMqX=ub9MV01<9Ih3w;MQ4?_^sChcJ#vkV^?DmV6E70rUxpvBR4)>l`bxQu^oK5#Ur6zWs*77uH zuv->K_*$g)8RT2LCBk@W24So1VL!fR>weQ~fy?_~)9`V6dU{Wd&WM*QOL2S6^xg&b z%k5kOylcEfQ+!+B^;i3?N^#UC3TX3v!PC!H_-nx#sbp}_<=S~1`-oF6Nk6C2JdL_? zC6-he26{*B=*A(;_xXNbX))B4sCb)^)ct2U#1>l#GZNGN=|Z}f_T<(d!3wT6;JtHz zp&6CEu~9LrH}PC>5S*Iq{diM+{9`dsh(=ZNR!GO-MRDe@#=j$wu8(h@DB{x1;o$iw zAhydOk=@+Qg`+;OYa{>J@qTNBcB`bdn_qTTebVXUVRj0*9@1D(lyhK?DE~R18 zFIP}=8$`is??^dKt4ih)FNzVTP(jTb_3 zNp6`7=#a#6cK08i!ETKTzljjZy}|CWfQB>9G7X~&7H62Jk=IHYV|Tq#3iSezfZEVU4#`U12gHo`)D|Ftid+-` zS%D^ZC+5GsXviznCQpWhZ}}Cv?i6tKuh{S_g(?~oI3e{WVS#2=9VQSuzK;;3-D;$(&IkUb?>WbGmc9!n7LKzm} z4+D2QO&D(f%r7x(jqws7ms0o@MKJdHc~45Wm#y1)#_%)**O9i`xQP!=iv%#4gm!^0 z#%68g&5wIJN~6StS{bU)#S9GiX)1*aD@7d^k?&~gn+VHw70L{pwdV-lD6qcq=xF22 zP@S#HL9a6#%IrvypFp*Y*L6YDI)!!oz|26Q;MF1=Vd!=5W>^-;h1n~M0EDG1;kI}7 zY1arBzo%OpCt06d*?gCivKo-_`dx~t597Cnc2+y55S3*Zx8m57PA*H}%&pJfxzsJ7 z;*K9A1@k<=W$$pjJxeUkL(DNlof}-*u$#5jf}Oj=Cmy$VEg5|+NA)kaD#;vKM%Iin zs&!jLVP#d=wq9!(GV-^=!?>~B&lU?j{DW+{`J9r^-%F+T$IH$u{e6b*cVV_wzyA$K zUum5D*Pl!7Q|?$R5D0l027*;F`#~_cruK9zJ{gC;Ms&NKh0v_KN`@Mfm{M^IC_16W zIwBkaT0T44q_N?XbYwd|2lwfU8l7hE_&(DA!}UWXinVmix25#u75Ga3+ke1fCKs?J|OqoTg>aN~?D?WLsDt-(BB(Gg|-6McogBJj}+A zU&HA(_=rG$gYl;_Pt&p64{%4a-X${F?|T0SK>sKHRUp+=s;hu<2Kxh=`3}Gk-4;2;)yeS!`esizYLUQjD>Pu05ZfiyPTlaQO z0TxbQ%aT~mDRAx(TtE0Z#&w*jxDkCKvT#CiIx%_Yx?6K(*pV+~z=c%1Zz>sMiH{}g z-x1QLas(cx4#dnJ%iNIkU)NL2%oaQ4qSqW&>4=-9_W3;VszB&la3tW}7#AE{fR7zt z`o7`kFV`@)GXDbxGS>rJ)GZ@(`6wG4S$Kpn3uRnX))@pw1LFZ$`*oX8_X6p}k6gj-&3T*+ovP`k^;lRwdJa$R6F1Gs12=uRG83qOsPXc zK{^jqGw5doIpAPidjnS|+xwoj?8;xm-%!BMJ3IzEB zAAGiMyR!?4TdTvcK8rM@H`LV9u3Wy>=BeD8CBS+>#TJywdNnhAj*Kn^+zc0 zwum6!J@M}3H^qcCq8%QiS6hB*E{Y&YzUP#;MCuxQzZ}JO7W)Ja4!S zmK_2*i9J#m3>t792sBx~mgnH4QL|4Z=F z8G1ApiKW)cG@~4-9~Zu(ZH4Tjz}EO_?S|JZfSq=ox=vA5i$Y={Nxs!Cyz40FVaGKPVOnU}rbEX!^}7?&SM;WSc{mI_ zOLm)de!N&YxcgZ9d1p~`m*~Pl?9L9|-IlGT#P?=PacT(mLc^jr-B6CcP59~}Fha9? z-pEF4-@(D=l&q2Kmkcc}_h!o}G@G>Ceb6q^ZT-%sWcJW@3ToZp(`gZ5QJy2#DopcZVZcJPHsAw9*F{6$C5MT_jG zXaLsp^C~Knsp@Gj)3E@w$Iu5)K%h8~^zn>MX{~)_LrCHRJp}%%kH;&7^$3iA0TUK4 zT86~0S5#bYA4_({503Nz*_Cgf+4L*=c+oI1E~n-E6i0imD|)nA9TM)41ak&A@#g$m zgnQu0`8l+9Ar&*Te}@V>J-GAAndC6?q6IhDi;;%)X7GO$tej4j~n^ESKp>&9)I8~Gs*#?$q%IQ4orKCJPOTfG4&9x07S zopGt<8t1(*2z%!ccJs>!a=(UI#|x}jO-vrIz|PKOc-yq}tuhij-+OAFDk6dI#~Y?f zaGU4<9iehha>o$hGFB}gWdHtCG0&p8YO0Q09y9u}kW`FyR6rz6&=L&bnfPp@f(wDN zXiP#WHAcmNy0l5@2WD0FTD4Vn$9TDgTl<7PuIHT?@RFL(&`dSs&`ibm-Pk9y#a#PP z4|02mZ`zs;f?#=7pxMStPhcj`*qM?KDT${Pa9#};$Ehy&>gy*Mbi{0%SFbm1&qu8d z9o|vx{3eO2<}$5L*%oO={KiauK@zM5Iy;hNLYzFl&#e}(G_t#|O1#&Ud-hEOL#>K_ z0@MCGxebHI@${x9;rV(=G=j%1$!S+F7xH#@ekiTSM^?2fQaPt9G!eq5yc2L9=jieI zVb=_kj}%WZP!2zGzd3Q&YJd5~5@I_e`$T z2t2TLII$x*@8L0^IJq!z<0LfUS$5xdY&=%Qa~?ob`$9z-kxQMy=sk5mEVNL(g(HsA zhlo+i>>ilX?O9k-N9L#o!jil|;Id{t-mFw;6RR!Nt zEvr(EKc_5x(oNdj#l!45g<2>KnSd_{jCC`<$dtz`HvwRN7YolD_>(>S7vm{{GN2Sl zl=BSZ_y^J}aJY^bi`)JjdtY>)SayYH8HJXs^De#mD(6G#c}8=C9@}jB`)?{8hdUKs z5G~GrnwHbdrs4d$_CPzFEzLfQKk#t`_1nvcO0D^%nH>@^|R zP*;GD9WmPSqJ@$);LS%yb{OV7wt>OOW1sNH*y&HWCpWS22{n%~Yk`6g>AJ^n*G(-7 z9+Yr!5M8Ft=6Ti-VQ>Zm8EzOK3z3^qTL=JFKwbu5O*w<*44pT$mVqOVN?>%<>V?8N55_pWu|I0hNB_izxy*pqva?4$hF-) z91Goy2pQHXX!K?V(1h1xE@EoKq|ZQ#2tOjIskHpGceOD|J1b#tVt?zqEjYiqL3U?< zqzZ+(#8XKW$qG8uvFYGt<>1OWqJ2XgqNzOVYPqZ>QMUV^)thxi1iG4e(hfYdYQ>}DN}s$ci-p_g(1Iq&TJRjCMRQ+ALA9}j=Dd&T$*mZ?SHv- zc?DSvjwvd0K!hcVMkLBe_dk5s+J{ehg<74nCOhQv^^(8@_Ryysmbv#Kea)|T z?>(m%i2-5RRjAvlQM9KZO<;@6Roqf)ACUTZsnqxPDpso|O6+jE>pevf`+Syv5mszE zu@IqUZzHU!j3>~5(x#+0n%q|U@(}Z3=R`vYCKkmKrb?|XcW zojTq8gL==nWN8j|GC=ey2xQOXy*l+ApKomAW%*B!cSczc_AGXumf|g~LoF!Sk~p`v zbGTNTSn=m)Pov+C<9EX#&>M7qpM6aq%Bz*tt@QcRdDf%>6c{095B#$Jj(@`vAk!=8 z!>=`3VW#BuqZ!IfRA{Dt?WQ2g#hz<>_dn>q`({o*=sd)9PyA`1*;ZP}E2NeXVZzdU z%DL4ao9Ad%!x*&+KzAXQ_7lv^{@!8*WY3e0q0IK|!>fA)a=|CV_;RZ4)85Mja^fC& zOhPf~p^7Qs2AXk$+uTeJHhP*ev-+9_4GF{1daBjj+2uRKMQugnb+e%xDjeCY)iZv@ zKPxm(5#o7sbQ3asJu?md7j?&sP`OoW&{ICbWS92Hag$mFK}O{^FnS3BNagY-@?_7E zKV%zdcIgjV1>hUweGLs{qB3xz@rRXi{tCjzsx@OyTM6wA6oNwlaEdTusIOH^wJpcl|;mKHNrz0)VJnka8j2;yA2-u}f9C)co`$u>t95Uta=w~)zyf%^-Pg(=8laVtyr1@XdYpgj9<-c|U^4rh|FJ@0B4cN_n|oE zUNITs&52HcnSwFKSiJyQ;Cr3Yu8+J0U@ScwU5NST3f%M7)fS0Gh z{bv>=hl83yvYh7M_GU~~dPF+AxT~E8u+~HZmtGY=E=fmyRkiHNlF{|7PI8|XI}5os zbHSjv>PDomKZ;cL-6xCb4|T&%M~q20`U)=DbYyNy8&!B>qcmKbP6-5Nf0$E+7ixcfai;odSs;IrO&djEl1 zw%G9Xr8Y9W@aqMj56XCPGWtxB;KV+Nxu~$dr|&=4zzZ22u6I_;x6Qm@%U`9urj_ke-h*EdxfOS#V`An`+AOzKrE@1{ehsqMfoR}Mur(Z z$pDr(s=dNK4)pbNkxvcgYWt)bksKIH<}1g?9Y3X4^1^L^`nOan^X2SU2xF%otpsvC z#*MqhknS*X=>6T%R6J?z*=w@_;gM40PefZaE9B2)(UTBHd;k=K__|lBJhh(~VjV<* z@M?{m0B+t!1 zou08up2OfRN5?vi#-rX+(!-C$fDm*(W)mWbu^^dvGpQkbQb59;!n=92k*?h{-8u28 z->&t=O=Bz0i09wP5)SupH{4xJLyP=#O>0&!R6XcQA;P+bCI#n)_`PN;u!(i;l)&U^h~Zyh+=oc{=V51uc? zWOP*Dc?Z8fq!9%2MGlz)-XekU;9H_eIAoI4Q5xdT=})~T#4?3CN=Y5D^NS6b9Rozi z-`sN^qGZs;Av0=f%pf(0A`g1jQRhu17)+bU#C`cGqROoH+m%0LEUDbuw;3s!(nMOv zwZev6k8Y;@=~x{W+0+V(*m-}K;11*+70pUW8nwqb^WuIW`NM5e$;my+qRSPTw+RJ} z0b_BTdgYwnd-6u9M{~$4dgVv+EJ7od_rEKV|Du=L1bC2g%|Szo^P&uwh+gaxvG9=S z)D7ehcEldB{DbrSH-!MJRrYo_3JybUo)C^Qz_GK2k~(ZJwb|Tg3YuTuYTHPzo;5GE zeh`)>S=)O__i*_jWf>HSX^UOy7j^0PaoU1uf)Iu6nMlB&8$e zw?|lE{qbh_Ea_{L`<;?|KDxN7TWQVKiTbI87mt^&@2s5_2eI*AHo7{eNhpr2I$?1B zHX3r(smq$Y`O=~2Y4Q`xBJ(=0JZX*UaleD@LYn^8*#gS?&lA@Bx1&^cVNzl($yU5A z41RKG84Lek!WhX*=R~9Dnt^UQr3a3o*}L0{67b6;Gd#iv9haQE(U@{;aHP zNDTgJiYbW3Nxu8;a1QD2XMV13h9d`KFI2ABqXM#S`>8aW``%+7WYNkpgz<{g-r|L~ z#7X0^-=^K{<#}5WgDKs0@APA!u%3J zd5bV9>uLnKh8ANnZabtgU3_=3pCQuX(1-j>P5+lj)i772Mx8XVbQUMx1wBmkiww&q z9PNq8;>T9@&*)$d%`7-nq_29*kz}s{mLqQV%k08#_Z%k$<}J7--(tw z=T6<3k3YG@m$X_4PHFCURnF2)gj?RPN!yH>Dz{Z7=VhfICF^6m>qq>V`-)s-Q*Oy6 z)9c<>=KHRS-S{a;C;25X!JFahIbsS!u7?4N&0Rc`T&4BpZ753h?X}UN+?cb?x{n(@ z#j|FY(h#uZurAtdxK1V5Z;)IkqUMt+IneyT`vp_6l~nZVa8w#zOrb-|{D(rCEI&8p z?)`d0GZ!B>w&Mn4%xis)_shxQV(U7FC7e9pzc?tcs4sSH3^OSQ3C`3I+#JNqkd0cL zIxC5Lq4T1_FL&ULdKS+OB|ZPd!*Prr^l4S|B?l;$dc6uL&vz5BAQUq(w&y8pPp-KT z8Anbt_6(6TW`ZD3koE=Io{~Gbz4Nr1JoN1)?7CKJ$;^%{kLQ|qN8hU3=^Nh?LHW66 zBfN2UKZ+KMFWmo*5gR_&a|eHu%vqYsH^AX!OuXBX{eO5m>#(T5uWQ55sB}tqgQRqK zmo$iUcb9YvNJ)3MfOLZ(-6;~HASK=Pp7Hy8-hYM5i<$Y%IeV|Y_Pu`Qg~j^HEi+LSX$h<~w16$*j92H6&3ynh1TpkXY zwJZQ}LNxCys#q^*EZ&k6(Vl#SP9>9&MtSU4aJ~(ZK>G-CUZ~S+ObCs|q2z!vFz?OO z^#JD~l#u}J)a+XZTjuy`O+2$GcgSl@@K2%7d@vuz3X&vnU&l@ooqG*La?Df{(dC=8-iD$0VJWnJgFDN_ zq`L1@vGd&5(xO8;L$X`?WFIwovs6m}@6nnj9Y?HdH9ILes4-2mwk`y65`Bmo@)0*yPQI;5kYVyVu#$vb3wuHhg4w3bGF}Vci&3t@_#+-zG$!D`+X@e7%E8NRZ)6g_B2Zr zi7||6zjDouh9{%FHjP#$f3ryKqfk$UbX2`mi+xo6rz(RR`+|j`-sOxQ=fXFsTUwUXEb{ST1w{`xunRYp79l#&kM{{_f7Z zKfZV0rD$J{a86FG^1~$BQsG`L^aNpe-O^3fbO*$DH5tTTm zvt9aw&`isTjlZKgongy<-Cv~*%a4;c-xjBZcQDEOD~DGkv!-Mm>`i3w*^H|6CYTTc z{*WJkK?zpYIm>%`MKjcLIIAL(0=#rma7{lf8@_%S(1DxYA@kaR^#;?e52JL~ow)#X zraR>LGT<{x6>a8xq-VYZSGgZqq$<1N7gEE1+c_%0T2f5)zArBB6O)Y?Z zA^9a={!e{lmg~d>ufjVIHe}GtcD-L`HEdGDI7HA){m2eqqMXeLT^x_XrW>3u0hiWb ziU==fuov)nHb}$VUM#)^sTbtmT0!geJIyo>ML6uA(G?uC7}&5nd#eGyG}&`ZcnMEY zbc|)A$TmTUqH?{1i8M5tXAKqi51uF*nS(Ie-OZU7hANwusK;~$2ncy7RA#XMDS6Y# zZijpLft2e4N6CdSTrcaWiPzh{q{WgRqI+l-gsSj+mbhM08(Vy|riA(nW!pUtW4A2@ zmC8UQQBNP;H2nK8=zHYOX9Zu%Z>*gvy=p~0Qzcd2k$-Cl;CDf!`)U_g^Kr+6*fY@@dFm7mTFXw%QP(G z$qBGDwxPuBvsz4jS*Qr6s{(`8$E0;WT%z>Vtxii1C`vV~LZ?a^4P7C+Q?SS)%?=kx zg8X*}Bzu&h_YE8MpQG5Z0&n=n);?}X)Kv?+Z3J(DEF(9r%gG#lOw>-S*`YUfoq+j zu6WP;i~6F^Q12WNbwoX|RQW4wp3)5ikOj1`ZCCJeqvICHS3PG1V4bT6!2s zHSrS%LGyBmZ9uS4)VBbT_ColS5h?ln?Ks%OFEe=ma51R(09LJd#G>$64d?-P#jS<1 zHTU0IhA0ZNVH-#VA?W(BDU!~>4X?RPY<#=+d5gz-&9C$}XSL*Igpca%`L6frvSqQx zY#yb-Xpx+^%gNW9zR3{uM{RDAX2MNN%)!JI!%`S7CN?6Xf0&PDnLO7WKWq|IQ4QaR z66J9XnZshmVkEK-{gAF-Z)4_~Lce?jtF`2)0yCh`B2^Uw%kAS$7o$-hM)vCV!PplI zS?2CypAPJ^qw+@l6SGAjCbaQ`@nmdJ_8t`PQt_~$JM!sDhJr5l7d8QJUB~@n`}%pO zR<+Pf^AW8^`QXBAV1a%XA~|m&(^_srF4GzYfk0CuqFXiN_of>u%cq-3hl|cOWt+u? zKQ)TFGJtPX)oy0@>YtoO7qk_>UddS;z%u21CO^#9eU0FB|r zzWRf-G2kuK+bwe>y}(@hu?wt{oS8t~YxixwiG*g9m;=`7EybBw4?7gvM;#BNSf0)S zHu6I|z?gQh_Qd>?AuUuS-Jj(>^G)(+39TKr%o)b#5xJN{ELWv?yWz1J_8kFxMK*2Y zaU+Cdd2yK8ihWha5STUTVCLoM4%Oe^?$6D?_#tcF`}^7Q03{0y35QvvAK1a4$rB4n zaBBGv+|i>C0fLVwDls3&I`#MEVcf}o3moHx_i$S-zb{9m@PEIBn`AN#qE0}B6l;Ww87`tC!{uH6K#v!q75pgy461rgJ30D6T>+U{Hz>Alv!APn%SkD`lJ0pZ5^`_NKbGqp7K`Db8>{vzKG@qv;{jk^nNEYIo@!A&eP#* z+7mKfuT%6#)IP(I^wpm!8DF995#N&3G=O2e#fo;g}&T; zO{dK5`AKFM((7WSOcIy#Y4BWpjZqj8IGXAXcvaZvfKH%lbEnFFaW$tccEEAgC2bV*mn8Dv$oN$b@tqCw&dq6yJS+fnbDhUz)~JnQFR2mbY+FW+AKdw$YUGGFm`3cfj-T-qJ4NwRhIzW<@G#s@;+ptAqV2_L;`@_ot zAwQ7imX7Xi9OQiusd8}m2t4lCv1FE zW_cBeOrHLxal0RMc7Ii<(~K!w;d>^<=;sHd^1K|n%U^6qRY z(Nlj^D()UIcFE>TKH)6NM!V7G#8zH!XWsFCHFEx{)zIaAW>I(oEPnDkX}$=36v*Ko0PX}J zI@xy^i*n?qC_t6cbm+X$@&+IBZ?K*+YdMNTbs!ni?!Hg^kHwG%z>Uz}o(b4_U2Y+p z4A8R11-a*80E+rx8-_~frC6zZD6oo@?8WgtXOo{k={8jD-gTe$z}>85f7F|=T(ro( zuC%D{@gse_98Gyv&Hb`GtHAF$sf$BbYrS5{@9!;Fdtc=I18;{Wq|%k@@6euQ15t4V za1O`UK?P$544OJ&|a>WafX{7xUK)Ly6B$!h4Yl4$45I-dQZo`&?= zdPXu%@KpB7p(aUm5X%ejXkxcd6DTBp0idwUiuaoL4&nGVAdqEjIc)9#{+R7wS2|88 z&r^^pFn$G^s<1AyBMS_DLQJ0!J_5{C8ecExZP|HziR=onyLQCUr zzMWfW7zXc;Go-M6oC? zd9HqRybYLtBk(Jh^H?$RLDzrX|9i2!Z8ywO7(Qc}`5X4#sr+L!v6zvEMr#drV9qSK zzb?$>hI~OIZjoAPmT@ZocF%bcfco@I_6T!T<9Iku&Zgxj0BWQH4$j*jf?O#Nm*3gU zVHZJzdbz(ii5bwB)d^Op)K!XG(=K94v{c9xcRLw$1)y(PQFPB{#1qpHNwY$U(r8lm zBO^l+-A*~4mYIl5xs5*ST*&f)=lVtF2@cy|ji<;*-2;$qF<_p~ZaI-<(9=C_c4vwa-Yb4Y3B4UZoQ{lic&GFWD|%2(F>R9#8|YY(V>yS8!$C;VZ7vLzE4eo% zOP?E0sv0C&TSVOwRe)33WDlz(IF{(@=^z`)3+K(^kcxO9m(P)y&qrEhbt%b@l)+p? zUyU$Qv=NMqa8#=zmsCa6L>cl!=%p}{Sqtc;aA1q&j;JXTPP3m3k1Uex(tl+Cu;bhD zPRz~*#q8Sp*u*N|RkHZ`$$VHnbnCR$JJs^}a-Jb>L3M1Prr>1!7=8 z#L0V5&i6kR;N)3Zn3%-Uiz*4eeTF|c74|GO^00X|(dNVFjO1TA3UkE@SQ$M7vy^Xc z5@3>9x=)Cxe=fZIq89+X^j5%#508I?NhN(<=N|Nio0-jzLG@4XA6R*Ovj@D-Dlj7* z;$f)elIZzXu&9+efH1(IKz0XjP#ZQ=qx0FM!kDqNIlMGK(jTJAx{)ygU=-Thppz{J zA(vXIm$t|cUz{4|qZ#RUPd+W4?$_Qd{doD=dGj;e;?*4{%1Yl0j&0l~@t!C9F63p*g1Ep{M_G&m=W8eGAte@ZWPF6En9)2!PS)chrI+gs zvF@Tw=c+HWYRD7HA`Kxe@mr*E>jobwrF7(SiyjZ~cAHLj>(wQ z*`DDfN^wzSqT1p;WQGL8Mym`g+Rm1|VDkD|^*w75r%m6!+Bm;? zs_L|2XzJ4oQiD*sn7n)HOI6vD{aTf65ATHnFEonVulS|b+hYVTIZIwKNl@+H-^j)V z8Ajre`2*~-nE+8A8x=y*f#RL+TJ>b`O2$SAa$c#rGv;RAn}68$UR1=hJq!? zNocp}`b=Z!G_)7~6pR73=wo;=k90 z@$DJp;g;sCrymOrad`ufqG{MNFx7{$__>)%<^y5n?q`zbg%mZxfJotmUj4$#TXB~_ z0Sr}nNo06}AXdY+U-H|<)u@2pDaP*|QfN_F)#MjR;_gQvyO#62OQ9FFJ<=(?nBcGaexRrBBB}|9#EZ8b#`90AV^1kY5 zyQUkxe-KPzG#`7(^$MkJy@D*@o65r-zIN*8rFQuguDDO{!x`U<)c z^2JC2@rbgSO+-yC*qRe7z8_fT0B->98Yt+l^8jnVQsssYe5TMNqz5xdtGdRC+-|gI zYbW=aj_C<6Binv9Hm^T_FbME1P>qY5_?4#8iaP@QYo%aknXel8T zpF?D|P{6l?8vfNZT%}6rB>}G!`H=deR+!jK&?~!beMj5^Az$X2BNP8aN!fX%XC?LK zqxG#%eDZQ2^9)x#`=Xxn+spE#Lh{JZX3K79I1U4#bS(ir3B3Z?1?+*ye)V&IQU|-0;zfGoUm{l11vnzUEUuZOpK^;3 zUu4nc_3+&Q&jIoz8!-{PI408=k6PgL)?GU>jt;*<`Rb10?Bdl8DAddF%@=)JSk-C_ z_!h(NH6acsvcc!LrJY~vBTXSP@ucn@)1fR-0&KX>J35sduKdBNDsd6ActFofluH=n zwUxywUMFL7)jP-{oEYborl0%ld*#4w9YwI-G8D5!2eW8sRv5lvh;$_QnEEzgSjDhC z)i_%Wew~hU+3J9c+wt$a1uFEH@2{PNU-CC1SHFEb)#iEflkj}6a;IFsxoYk#L!<6# z+hQydFniegu5@Bf8{GFb(cs)u>BKsV8v*^s*`~0e8X#NEjIBh z>vx5zC!KD3Oi%MVUL&JOCRgiE^_wWvJkjJG2iD|zN@SE(aLf6TS<3-OI%?m7LQtfRI2c`apK#QTwaT>(YwH@LwI|C zrsK0)ES{W2Jd8;4@%$TAlZp2$<{ScvQT`zlrjduA^(@6PpSO3W{ct?8iLe?lrD8H-tZcXXyGBn{!1ptvKeti&XR)^UvxH z2Rc0GoZ@-Kn`uEJlHPZO9iA#E_=!kpzY34K8WgSjQ_A&UqugP#?ik%#XZ3uflCk<4 z4Nl+|u-%vVYm}FtfdRe>KEY`REI??z)99NI{)Q@n7aAxA5qZkW6~3icP6_{aw?r07 z{w^oKyIF0u_V>MeD`}}Wds{lCA2U!;05X=m;;tw|3Qwx`D@Y!(S)!?+|kfH;6p$q)uKYq z!;{3x{XQ$*7YbL4X@d@ zw9Kp!Llqw5<>_u|jGo~-SpaWT2KU+9RTaxpSovPDki>F{2u%l5%$1Ji0`g1&eC+*? z2Uu?tz>OMLrzr@p>JLoV3oE}%bGyE=i$0L;&#%CUuo}DAfc$gfzP!--v4|OsA=OJ$ zPROHb36m(v1%X)j)#3M24p|ChM#w&;s1H5L&kbYIL#EFk8bY?d<@FO-zx$n$WT0O| zxSTrG?dp`Yp3joLI+}so)N;$R=BiSm9$0X&+WI*w`xF(gU;f+?GgsOb$HZ93x5>N? zsWMnBM7{rKTVrR_ujW6umL|UTVJp`PSESB=hT_R;yFB*hhAUvg)ZM_uyDjZ@Af^xa z8^sn4TwjRsF;aqi+!mTQ33s^Oott-$Gbyy#(ZLYJ-UDtPF)$!b(5YMtd>-h(?p26! z_`_DMU9&P(xH!1fJe>sDDShrcihG_7stR(AE$%IO!3T_@4QkY=>`pDSNtmtHq zkg*F`w8vq$Wg}RQ?JPQt_ErXk3krIIR2zg+%xikZvlgB*DwpDTM`r{sIwYu0wNt=W{pJe>ZMCEO6&d$qYE{Q2;DLZehU$nr%- zGEOhMQjD%?y0o;#so5XzoHCRTPO53o+4-GWMpPD?(Q@fUH-q87?f`Xhye9T?yd9uP zl#=LFwy&RSSg*D?-&6Unx!b~Zz(Yn~epxyxVrt0)YJG)A=h!T9T?MYQavngEyPf=$ zl9yT$!i<2=YgruW`1Q*yuAjbU2<_bo;#eInn~_0lAYa=M-*=I$CW?hvEkzm{nv>Z2 zvtHTm0CvGqJ3@NpjO4zcrGCq8yv4At$*p3fNp&jVWkWV|NcU^s$vJb|OMcj?`Pdd* zuJ{~jGCHQgfXOA-(|`Ni|8Xpx^B~+(Ib2)N6ix~ncRF7S3cm*2QNIe^h7y|-b3jj<-bEt#zb>KzRjF zrfRPxy@Mkk;E$$YGg#;3WHG9Z7tR=%%;+I2q@gZqp!tpK^Yq{cv>LUMm*;cke#8n5 zydpA5d`5o|7UbZivmP5Pss8+JkC_GYc2#Ya$NO|Zd*$1k2~!de(Rmejo!Rh(DwS@H z8~jN`1Dz;UC3ljrsA1bs%d`)w{RN<;$b###0GPMvzoH@*0(Rpw`}Hov&W#sDJh3CG zEDB&19-W!rp$U<#(xOwdg`X>qDjI($`CL)X$EU5%C5}=54`OSRLC??el@!eymc=SN zOUe(&ZCi0}q&m7kby;;(6Qn=z%OEhDzFb6lmXGC?L(n?pxSo^SWZyt9!t_SIu*p8j zyBh~r85 z4 z7H?Z)w*wt&eQ&%{P!4Zxq@^i(Y>M<>Rct)V53>}Z&B!|r{fUizmv&qQ_%pX>mwqFU zy6}qHfezoBlyu#GVgP^muk?^BsH0O?rct-AA4hD@xggi;CrTSozN+!!c)ptbuVm^A z6>W7PByMI)Nx_=7lfoSa0k8o)@K?+=Y$`vJ8FV)p5ueL$4?llPs+H_%zyxjfy`-7}vwoNe3NM(8Q2-CU_l!mIX_@Gtx0eLKx28f9 zCVT+f_65mLsMJ0Jr18??+HFF)Mfa&{Q7mNkw0;zdY{=^0UL$%|at>ENei;mo_-!giSIS z`Ia7jbqt(4DSgZ2_ElE$Pq9BpkI~SJVV0u& zT?I6{;}W*|T4=o{iW~|9`#nu4DvF(AifY|$bF~#&uVbmNR5VDD6j}Zc>Uu(|9$Yqz zAbyR(XC1#k2}D+$3)Q*}(%jv^nac=UYX4R_i#NY(?^wL)dn{}JsT+8U_r4;0mUib& z2MaFrp1$-(`JrLl5lmvfP{%?vaJfXXw0&okLNFgDWrS;o#I8k=PjlV28 z*BF6Hlp1BI;Q_e!wNPS#p|MQ-4|!->q$6@#4NRE60Q_HJX~bkO)F?zE^%6ZSL@M8l zxyOdSZ^%J))J|vPpKfm6MX9xT*o*N8te(rfk#&;V_8c3KaOf5aW9hpWfg{5rFUA&A zfsvOE)eW{%P-UiKPmKGNGs}VVee)5m+@Q7o_WT#wPd9Ne9Qwq>M`N%Fg&`D2&Zm}D z)P=mSI}e?~MoD+*y4f};u6q%@R1A(=GI$JrIA?cv9ftSBoCa~QqbdWpU?xb>esZZX z9M@NTl)t88ruMYY7GrMm;idMj$dj`WEZ%cPU|F<`Ii5Y(bqX?_)f>zjir?9K75|{sdHj14h2-8e9T{-{h}IF+e*(-hx6decKZRHy;`iH%+`Ml(-Pm zvps&phgNLvhq!p-GuX(y9uQ*%MHY90Q#z1j#sRiN(3^$2Q!(7N=$=^NXVKWXSPIN+TtpW0_C3^ z-_!D~yahn&->t0WSaxY^@kVlPp!G+W;U)3102Uask!ljWA3kH77AX|^#8ntuTo?v- zN^b&xmZ-OT*sp;2su8VaFd>nka|V>sidE>Os;mPC>%TAC6zx==*vs}GhQ-+eXARui zINjGfrQ72nuLBa7Ep1o0Vq6F=(1__r-Zk9F`}fMg3`+n*QH6TIbwVm| zl#}Mnl#e56krv4ulvjdQl1jx^6JpSl}l) z^xYmKyr8sj6o^GT-I;WBOxoQ)Hrl8)O<(g8(V~xy?Oi|>HZAT494VE-2_YOmym`u+=Zlv6IFACHiiX$Tkb%bYR z(Qs0f%P*Qn?GK~wg3WToc$q9rEK=VaDYOElj~k{$ChN0aNOm}QnQah$s1qR2CVx@_ zs;Q>Bqas)IFWQZmb%Vc!Ek>pl5S)mRXBaqn1a%aZcif8xTa93%Q&mSR;*!j=W{vQF z>VtS9Oycdqs&%@sbjRrS_+*5c$dALh&3*zMJ%iY2oZ*e2QW}H6_6u2W3Je=~#ODNg zt8##YT~YN4x@;VLQCb~=NxQdc6R?x*IRp0L96ylkp**908!R9+z;lymZ+LQYvS({! zQ*me`F)ACE(6`Kmp@1W=6dE0jV7oJsO+#Bq5v(o?l|nYiAjB>iYwy=xs^}N$j{S&L zYHoIxy!~-J+VVaSMO6!9hKD1^3ygg~+4@9B6Ezq=WR_=H9opZQq=KbCuXovf$n!H) zW?&&SXMShb$jNpcU~tsE{#vrU&N(DdAusm?2e?u*?PX(jeXcD8Go866hLFwq{Er&6 z8b;-R3zi68a#}opCz|0Jjp?T&tO+1;%#K|6Wlz^Wz z{Ma9BPPefQ(=Pb7jadqo37Te&kqSm+P)#!hya@(ER3!6*& zwBlrf#6F_3;8^U@T+DEl2aiUGRI89AO}FP)vt(cS@hrQDF`>R`ElLDDn@tMNr< zcMsOwM`PwadPKs#{)exhf`?qV)Xk1S2RLsx^1FG@QHQ54B3lae0{zjMn4wk8>LM z0A;B#$b{UJn32@p-74f;aGkCl+T=Jn^GK-%&}Tcmy2e^#s#J#Hsq*r9xDa0`kiEWH z^W9mhSZEt@e0Ht$9_&YjI;)6_2hR+PqEyg{^vbD3-d3xLxsi9gHWgoFCJA}HrJ?|@ zi@ll8UfXqBQGv-S@a;Gb34e7HWZ4#1i4$>I<>6?2!-*$CH@XHx0lc{p6>LoTH_%HR zmZAqfVg7zWpJm~VoZLrZxXH=cPFOFzrTuV=i8*2p?_jk=GK3B5L|TMbu=Lww>H!6r zJ|-*Ec}BGneQSo(BPs_-Tfv}^We9`AA%&%H zWTyyL`FKozd^#EigmZrPni0@JO55K*9;pll( z+ZA0hTgq}$^eTx|Hl3~iUOnaST~rU4Bl5uyFuFJD^R?&zfnkn=b_O$k6dMe=;Wj6+ zdt)%Lh^?h8C-{wT(54r-_?p|#IzhfMW8)lf70T5ir`R3;ol2^|L?%!D0a)>KM`d7? zc^UnUKLj4b(~Ig3_6aN&GvY+h%RLW%c53oXQP{oWs}RH6F2xMq6Jix%1n<%gJ7Iy5 zX$=*c&zKU7fMKuJg!m=R4$Ns}z$l^!1$#mxljpKpY*X=W)m6%Bp^Eua?GS0ZBmnpw z9fqzm3)=i{-usP$UjM_t00to>jzqxapeg$tpc5-p%m&31bjAc1%hV(upjI2=DGycF zt7~#o`f=QU7ZEHOrqv>AilNNxaxoJboj79;=fTa=_#E+-AsP2_>HG?<$jeuviDWl8 zO`4<$@Wu~iLLV@`YcPrKjHOFNKI}%3KaVX%Rc&z>!@#ZrZ9ywq`~`+ti6>3nUZ@K` zyZlF~g&eDA$}NaMnsh`a*Mu1GJ1fb}pgGDWqACTgvl>i6O{HpOUJ;yDm&)?d#UuSs-pEEBFHCWxT>@4+R1dCJ}mP%nv$C zrtpr)2os?e=Kl$&QF1f-CHpii`+f};kVr1IGvq^Qf+Bgr_gz*orlP9>PsJIEhS@qA`r3fJ-eM+(Tm| ziR>i-v&by|5u|g;#HtCxN39=RWj!F`Ekhf|mfuQM&b~rb>K@N1Az(gd;;0?NU+nOs z((aI;tL7+9nP_{j=Xa_;E0gV1w!pg=FU4}-lMYP|1y>OWsZ{G3QYbr$qYLZAcHObw zu2*n)*PjJ1=I0py_CDSaD?SEA_m!YdJ5?MVt?Jj?+3ECWKQ4sd1a1#l5RKCB@Z7M% z|5xqykOr-FCOy3g#9~4+S?1ox8ai&!=4f18)_cF^`4+3YF5KgNv8OorHBjMB0bP2Y zR>#36=;xH$Pcp;7=~8>4xDj4G^h%Wu*w$>*gYSVeNOdL7&dej(3d{QJ1um-f6wi_8NgC6Q-`I~Tm$2O682R|fRQn2&71D% zrv@Tif1CU4lEM~F=beLK1WM%2j(ey&>D6DuEIM=ztIkb%_YA*(fiE%gs1qB&@a(wihINAe!wp>TUuv}i3mi=cWAo{9 z{SqxEbE>Q4Kbn)ueK0l;|5Z?jM#62A{DwUP-#^t9@ilCy9yCL>{+`*O#mUK&7F`d0 z^e>oAPeChj=5Ij8%0#M8kN_LY)Te~}T%#8xcySkdQTy$ct`J-B$+DHhmjbeQa=_iV z$qRm03$2dHU2|n^lCd3^_z`CE5SIXXJE2UH%RA*^@ch+^QqGteV}E*+dcy z45>06pIARF%f}WDKqnd)81P_BJL=%)Sjih*hYa9+cOqckJh}(~80Ek}8U7t*e~yU@Q&qlwVx+h%jdX^n;<4#_L~oTEnK_nJ5deru$#h>> zX{S~|0gczA5de`E+;au!^_3K9aVLF>>zGJNUv~!lE}lC2zANO{8?_Wd~;CW(!#6!NbBGm=QZqO3J=<^;X*pI1>)3#D1J}=uo=QXI55%UiCb*?>(vH?AP2Ea0Ko8b`F&E7}Vj2I;8?L^U23 zt=~cMAA3wk3Ex2zI6wxHax{lqB)xZ7l$J#dPz*W<#3n(!#L9zZPOGH*UgUl|ZY0vP zMWf8Y+q?#kt5AG+EPM)E0daa0jyl(!i2|4}3JO{;X^h(-0LLXlqvO5+qT04n#+xn5 zLr1>?6kXoRJTOXCCgLogf~?Q#Rd(MAQIvgK@ApP>u8p~_SjX)Rf}hppS%6#RXAE>5OlT_ z;YpN>NU{kP?ZIx@iW88vRGM5~67s#AYH{A0+XIUE6fjLxanw`Y&~j9f33?^aDL>`` z_CvXj32<3#;;*D1^y$!9zBx4ns@N-P7&yWK0-Rz6f*e0OL+Mp-{lzPAI;tP8Pc0=2a3}in0K?FFf<#Pj)SgS z%+8`uSKTobM1H~_h88$2%v!r66vk$II!=q;1c~Rp>kkj@&I*QS7bU=ym6N0R1uQ41{54Ar!OC2sPEh}#0J+rAXj>f*fYtFd86+uS5&ImAgc|H9;i4CA z@&iz`V$jXEtML4e9RU=b5f&SZ4Ww(QQZ6MUH@tA_KANw@?>+aKE|3!Dt=DAuui~)4 zEYo4nKH5x;YSJh@ogPU+7_Z>p*wbxd&QQ*(d)@*_B<2b{pLvj5lBi#x5$%za%4ahN%c;YEAP5N;4}zaZBnD7m3A*2L^e(P-Drb;qh6YMNN*G0*lkr&e%0eje z1Q83o(qaLjWF=78|5oP{+uN?HM2hhoA^mDw08nzzOn+w84+4xeQ!a7pe13pDEzpvU z3pUNs{PzO4vHpC2&4iginw;Sq+EX^pbMsN>J>nqWM=f~PAmD7T7^Fb##EgoK)x_SQ zZwKBbs&-jIaB7N2_JGVWYar!}D0~J$He%CuI$Tx*-cTQULx3c>Idk%7GpXKQwq$dO z!%mNFf_&Bu#2*BinkW=VU{Wh#4&(WF@12QNPY(|X2`pzl{sTHPK?z_5(k5KT)IiZi z`f_0jsB&cvKiVpG2<*fOZ-FXZb_7C^D0M7v#S_d)Pvo4R54aCAfWK0U_3rv3rEoH} zZ8-K-%oKBZ0;q5N~e+`O1 z9@HTL3N|k2+S|PJVU$_7+2t2di)bAXBU|0sVgcf ze!JA>-{uR#H=jMA^M6oDRZfS;m5 z0S5PA8bkSU3OM6;^CL*r9ez8pM9fuc$75k*S7%4mt1*cvq%amY_0kOEyZrhFRzn*I z3YWsudn6*zq9AklbYgor5b*U&lY}{90G6z&o!p_%^8xVV*+kebAv2T04Q2sI^}a_+ zXv@5%w1!yfN@>`U(b1H#Tgth@)y%5EVeAlzj6;sm(HI4-UvA-@;sM{cm}3I?iDUXh zZSqybef~uERJ=j(_Oo{OXVXzNShx4?oxvWo<2UsM-`M2*bZYd5V(QT#`5rd}dVbU^ zD)@}IZEg$zE%??AR9*EK@^p;q)T5!qTA#jkfyLVYuUS1)m6JQx?+n| zA0rGFG%k6{-QW71Ac&>gN@B3hN0NWWv0(gCR9adowQB4#QAJRVeUWcO6|7V4gw09W zW-mSR(%yFBQJ_-5GTTZ3eh2Th70c$#`ycCBxtF)-TDSMTHu@qx!8i9i2hEQTwNF0! z6Dl$fi;H-Ft;^60ZhlwwuU%y=R&;Xc?2KO=l__)HI@UVKJT!MU6%-bxXa^EL?EIQI zus3ccV>KX900wu$q7~cBL;m+y>z7MD%eqg!&nOypCO&NI%oA2!kL7{v-Gu#s+Wnc_ ziM=`VW5PcV&Gwa*`|Fo0;yX5Sp@Oz_9>(BAPC{gWa-S?~lu&T!p@;R#wIg=9lO-l{j zMO7WR7=SAVQN4SUYLmc5UcoH-z}_PLTs6|(;x_AWhE3V3n<}Whxk>MfHX>}}hk>?0 zUuaO+yV_`jeURg<@VnrnZAdmQl}y}NiCL3|WOZ=)Euc9O+fOug0do$coM=-DS{Ic4 z;0CleB>e`hyY{D+LA%-pr~UVM-lK`<>mB>+TDur!i|^@kpPugNDm}qaxX9zM9A2@c%}KRxKd`#j*k5Do$*oT>eKHVOMzj#qnEw>Zw;T~;&vu4kbB_~ zK%&Cq@Kvx!sLuJf?dMW8)ji)WK}s}Nz`fV+a(Hvhj?_Lmpx5nu`rF5`_;%=2A;Qls z0T}dr-f+^ALl?B7KYVyY>e*z9UCW48m(3ovcX+`CXj%Kz?*rW@8@Ihizcq%#dr3__ z|aY6w-9`Pq2V`K&_iHP?{ zpwqQTE+qkVROu_rm*yAyz_@8_wSWsJUPwoF!u6`MQVRXoVK$Er{|e*nxiFsyCX>RD z`FJbKj_1HYkW?OK(CKWXdHL%H&jmE!hebTLrn@kWC;PkVPb3%XYhQ2=cHUksU(TvM z*^mA)w|toNwnzARQG569&RXlqet)38;qkkXzQyC?)6rAp;D-kK*MGa(F_=&d^(%Lz zp6qoAci;DiV>X&1opinq+n(%JWYJ$)Fn+(h_AqHQZ2YI&!E<6K*U0g%yq2Y707Noh zT%b##-~>t!EI+6m)!ytMc|SybUWMXO>=COpUhV1uRhT<<=49mD%o8jsBBQ(li*(jM z=!o%R6&HN_VXvqRh+5WS<6d|28P)xL=14@((kVptDwWscAZ^4LjpiLa%HMrGxv)B$ zl`@*-TPv-%PJf-12s?)|-B*n(WS+LCECiA4)<3(8q_Tb}Xg`Y6c)NMq74SgQ^vJc% zSH6#2qVg(mh&54r-KqbDRy@^eCi!Wms~=B3)%2Bt(@Z`Y$q{Ckz7rV|nb6~DYUoF~ z_cBATen4dG}j_Z_Lh% zd^pGll=QCD~z{g!(o`Jz@kxvcfPi@g#}+3Vw_q|3st9LeS7 ziOka>$>KEsYR|?$_N~>$5mwSgm$25WTv|c0e6yY}Hj{O|vgCbttKhRK9(+h=n1vJ7YKa$1*WLqY?SRrnnDm4*d%uSn8ke*2F z)4{{GpuJ-cz37QCzxQd;o(ur`GpHK8YMfDJaz6-K7*VT+uh*7d_}?IM1B3nzV+hNg z#_}O|28${c-(NSbivw#>eJgc*V?}lfm8+UPit~aN?-J<;_#uBnErlU37APmyU zIZnWRkRdnlpFw<&`3e}}Q6~W*sX}ZAl!kMPMVOzs-g@Gt>S5d;v%^gAZG?r9SHVwd zwMang19DJ|J7It_QI|nqxh>ly@0+%sICP4=3H=ExKgx}$|=VT>LBLjCuY+E|} zFMfmkzVnR`^q2C{Tl-z0`prpjCw1_IR+u&YP~${vNPa9&%;Xzct^d7}9?U;e6e)%} zEXx~9E>1$lFNd#gUI zXt61+k;OjB3V1`7W6f*c^dM;lT$&2O=(h+9<*Jon$wK?B3%RLiCO!(Ym_mA!!OLH_ z6$3(qZrc7DT;+6{ZO2(?3-5uvt@R)L7FPefye&R-kBT=b!u6?F zfCjk8JM7TZrk%|f9OjQ+9|)mrBn2Uo+|{83HC2j3f4eF_`;n|W_FotqAH#JuztZx8 zRMkZ@;3{?aEKVK9_o@OGj#$e5v0=xftp{V}yvc;#qv0y)WL7)}M{~n+`hWRD@aoN2 z0-`?6l$^=78HWgreQ@QvX+0=KSrIN;zP}TLc?%~);>yp%w&5oEsCp@#;>$^EqB15@ zGtUw7UB9kAQT6ztTW&Hj`V{r;T5hAz8o0o0eX1Ueut3iG{m6r^y@f);=e9VQ3e?z7 zNw_8V<-gsSAWn8-57ZWO{^{!e&EG<9kzFnL8E=zEwutH z+Ai;(?sf}r1Zqv2ee^AD74jAVY*y|#2zc+6&(Mk*H>@koKVxLcX=?)@q{B5m#&PBE zG=z=*5b?oXZRYkssPKw9f-Nlk^?j4~Qrp{$Y=mzi-!%R>AZWaQ?S*3o9F``3Iytd+3q8&o`t!t+W$mjqKF8xFZunMd_#G1{0VVH z-P;*?D_P!}<8Rv3M~GOIi`t3h=K?+`|4#1fxLj>zczHTDHud{Q$v8R~^#;3RWd3~! z$q>rPy!T#;AEdAcwawa|HplEE8kGawLjnwNX4$#UIj%FvnKW1g1~HO}5b_`F4v zYm5NlYNcF1X-`*I#Q|D`Dl@$dH94YO!td<1;cuTWypcRM5OXu^RQ2~bL){YWfO*F! zVvsCY4Mguh#~^Vf00!AZ`76$;IL$E0mL#l48B^nu)RObczFnsgeO;BVHC+8|Mzu=% zpC=0i+<-gXOs49g34fL)vpy`)xn!sQQ{a2Ml9w=m2rvBb(#bpl|`!VVP#^E~}?;bA>EJGM# z{IjbxZ{t=U+!)A8;4w@BM_)`gtGf1sn){d6Y~$&!P{hm^rIY|WzXgGz5KWy6*lZES z7SLUo^b-H8Y)8lx@pS7+vAg~c9}0MIFH!w;Z{HDfm<~`jL%ga0PIBgTArchl$sPwd zYM=XzUebyuEEI|wbD1`a{U|dY%QVg}`SI)-XZhs#7{X=`Z-T`O5^~BRf z45Kk1QmX*Wra59gvw|i~{X6~Xhv(oYxp1R(QcZH9kVbT;_|IG2dk>S@zCSoF)9sOj z+i9FJ0OvXE)FWQ2q{^s??~`@{kp{UZx7DPq@QvEFdAY7%Ci#kliIsmKfIb&^tdD5)lHmC25LFC7lCEqpG6nxY4mJ>TExS4v>vD_#wsK5b@T zd54RBfu!I!N4%huG@-$dP*9PV${~SRN7NPrnYI$i*GwNJolCth53Q-f%WAa+2m{c* z2{=_D_-ht_d_i@~DX5m**dTaq?oRBKwI($haML=&5M_mmiN`Ym=QbCErYq0zy)78vKxEtIPSV>G{wJC>wn=_oXFND zNN+>P+LE)^o}vy1Kwt}_8IIor^K?J3P}QOG+e4Kz6bt_jfq47V@E_O&uJu<@;73O8 zA?eM#&_+4C&Y^^aDz>58|Kf8qiu4Q&nFckAI>wTIVsyZf)s68s-42)~E~}|H7fkEg z%+^T$`kxm7kX)V|d|h5vSsm(ZkghL3Vco|KG-C*;xC^n%>R;qK#((`P!FdJ|GWzeE zm}*h^4|gbvub%(J$BxhtciXQi=WE)F)ATb}!LwWgq@07FU*m-@m_px$HF(*~TS%n8 zRB)!EsHiS~DLnS&N6-|?HtAjL^z!XZdT&yeso`EGK%bWn2%;M9HrS>SD?KbJDAc3E zEQke0^v%FfyjRC2k8$pj(5daUVkI|ad34A^JCmM3NbUkAf5B|FuuhUYURfjN+{Z&F zKs|7OU{|1{HSJ}=y4a-sm_)-xza`Xf`s#FvJYLBpb_ ziloT>;MqyTA*SBH_qrFzx7gkoDAt}6X}Re~2@obmq8L^wEpy9YK&IXc=)1P^H)wF! zSs29q^{={ zgBfk$ov@v+{uhQR59_S-AGT@aD3fk>8i(&jTipXy#|2&9p^fzB8A@(RPt3 zeq#}|?ZBmf+_m%FqZ~Ot))xe2{SHFng zVZXE0k9e*6;-Q*$uU^cnyA`+I&bgUus+7dh?8frQ(Eq|o0Syq9*>fTmlK2b(`e>3I z_9$s4#3jl9?eQj&;V-`AZ%pv;y529BA3Qq_w8Z@2_(@iP@JyRL8=Q!kYh8*|HGEQ(KHPqxb@ebX+F)-Pg3(*5!RXGIu z!8x#Q$Ex=wQ_|nWF8-I38zJU`vJn-w9ohmL{v8<|BT5dRf|4>=Li?ZXBoGsroSfBDl>Nf|6^@KjV@xAsy;##eQ3RAChyXH#`@~9ev>(AtX4EqftlLsbP?5fTG`8@+BP5m`Ml?O&@F<) z(uFPhGxWT+T3afsYVP?l4`+LNXLfzP6O1-n@xT^`L%S&Eot9qV9X{C0seE2}_jEoK zB?&E`WG8;N6#q(O&nuI@``}18neYxpWe5$9QT|u9`jJncCu7a1qw8}I5YKSKwU!8^ zx$n{twa|6q)jpKsczMXEM|g)aJj5uMQ*k!*3DL(eRD8LEyzN;1==HMLweD?Fj62L* zxC-)OSRFmRidkYkYU#JE27I0?ZJ+-cx_$0^t)WT5N%N7W?jD$8`+lrO^}>sD($efeiA+(FcUnC45I8G^~~ zrwA!%JaSCBc#<{ypC$@QDvJZmCZ0sRFWBbtte5)F&dBBV*9zYozF1ix zpzi9#rR+s}qgRQ)I?Tgm@@54q9ye4f1s)I_z7mhvP#F#e2I+n3=dqx9&rfoOtrAPg zSNcS*`?}d#XLpsAH5>j?v0QFYq1dgjrclPIC*UTovkj-rFPpZT?Q^CTW`PrLXG|`@ z!gX}w(SdT~vNaP{_1e|YlN>RWQy}h_fM4%&*^mA(a8URqXNtNnGKcbHm^AcLOp9xB zS!N{S9oo(8r9XU!q2@%~bi%oPo9{F=Op9~TE6a;BNL)L&udh6dP|*u3RE#?=HVna^ ziwY_#CVz5ZFrR+57-f73^x|J|9%2|4RIZ8pXtlYJ{)RiXkk%F!&IKk-UT;)3twlt} zptb&i*C+On9xJ&3Rv{G}A3l@ORP&-{9%$#G*QFmUH%Ves4 zkd$>(3kea8<8pwNQ{;LSrWb55y%CO(1Mo_>7-GRoZ@u5g z>D8j)>i^2z>}J!^TU+P^gdEjr{sgGxh2{~Hpw`LKWjV#f4upU64V6>d764hfuIS%5 zchdv)vbzY;3q*-#M-5!k`~~0e8)4I9jpr-1lcmcZj>j7xcRP#i4I8$1zYCA&CN}&+ z$HLrw3R$FgP*n|A0b}4hP|&XPjmfB}37O!_8Ro4><;%a%3-ijGNJi zmm@6M5RNZCxNnvv<)X{eAI^2YEZ#h-gZ^sA1^Kv?nSgwd9RHawi#lU6x4x#%%iq}| zR};#k$$#&g$LN4l|9)Elvms+Nj@dA786C23n5tWMt-f|}3ggMEZv}UW$E_MY-(2z4 z%)i0(q_+sj12J{F>KoTZy#(XZgm_9xqAP00Yu9gwnK~9;cJ8g}4=rmb!)LRMm``p| z8Le4iHq0up5)E%2$QE%`ZW4Sn#%@|g7#;5h5Kw=%TFJr9_(1qERa$puEqxh#nYiB0NHz0B ztsNEHEJa=xWw`Hh8MT;)I>*asT5)BNiReTa8lCndmh>7Hm$aS0>(uc@?))%g+i+MHpJR)rIr9O06uINLSf^|n3yPBKRyMbccu&Z*@uz*Xn zdCxmlYIw_Q_Bq=!@cGrjB`%vld{14SOVX8YLF=EJ9U~Z}gM!7@o8L~+DqFE3QCnTe z?E6&~N>PuoqNkdDAM-9)nY_Cj&4rK&L>s5z-)Q$BBC|RQ{%@;i+&*8a>u1hLJ0_;% zm#2x}MmRO}^=_WYrm~HVUCtMbxH)`?l|luIYI#9MVz;8Wx`T+8lT7L=L7=8uHkLm% zUrIC~G4aFws7tTZbpm7pSH9dd>y;~GTe@E_)VBSsZkK6(LRZDwe@BU$OW>h?pn368 zp9RGrh}a6o(YD^8oJ2F|-l%Y(csls8Nxdx4(OqmJ~b6Cl4)@^$aAVuYh6ursUZ*%tyf}>FCWnC=yj|$H?oTD@h{Pn#%dRq zD6$=ETxt;|1vcZ$T-v`v6 zaxpBIde-|3fANggdo6{ygBjMy(<`@_Xpj<1ZvUT0se(bh5$$!LGLxd=NbSWER2|we z7_VkfC6w+-ec$z7W}4-nk&pg294Ty3t<_EdT4U^%Rg%l{U?8MRO2Zt(=pi_QJKkj0 zjbrn@D0ZDStQUO8U&9_t>z(7TiU*wX`JdYUfdr5;sN|iN$-M0vkT6CwWVe%@ITt$E?WEL|V9_EKY%E#=JZ@M5Of zG_-mguB8mya-Nxm4AR=iCT%^pxxVo5`9-=tIe#L_KC|m# z;#xR$eA5m)WPV>u!g}XIkc%W~D({I!TJpI|lY&{&ZJ4Md-oG)#!c)<6UDWv)<0}E( z!3$^9cmR=z=}*&?qY&i1z~|YD^mbnJ;-;r0jzia866~;+MBrdRNwc%$4$yn87{kPf zz<7aHrlt1<$cVA9vL&_t5`Tc8M4u;kRkwev#m~ zjFPVUGAXtefrz$=9r?9HCsfZ!iw<&X{&)~BZw>+?uYLKc_XLpAKmPbcOrYME!sH-c z<#xHc#bwgeS8B`U?0G$FfI7a2R>j&k%{HM|nS&0hQsb5xyWQ_ehc7&5&|5AWe9u8A zTq4f(J zR{Ny6enDWb25d%4syG4UgBnPQycQDgTZ1E# z_AB`-ez8-zN&LLBC0{d$=PB4eT}L~8jJXWt^%9&kuqPJCsz2^~uojDa14ZX*UGHUv zX*>+Ty>)cIP+ZV&r@*9{fVTG4X0nk&HJVz@|02_vMdO2ui1?P&jVsi@qHsyg={#;> zJ}d$rB<1AY4x?upO41C-Jw(-%oyux|`*Y&N0=BnzS`MC+H|bhdwBOOXYhaM3Nyb<& zdZR`1tAmxHE@uDTqXgMKyxjn+ElM}yNs#BR`oW>P-uP+U??5=~7_ zY=0>CE#I(%{m&LJF{EeCB`y9Tv$#L3tfnVwJe(#ad8^d)V^9g&3oV5|pw5h@S;#(R zGr#Y$qSsZJ>^CYftGO^q7@DbLMh%k9&G1=@z>>zx z?6PG;g;O8L650D&C!+2@#tn{hxA=bQK9#6_VmqO^yHoe8bd0oiFv8OPEjIXKNgBo! zRPFTD7BuUhZ!}=k_f}N*7YIyCD~S+xci1tQ12;#O1EtkY}`h; z*9LF;_h$&dH^?KVTNtJ13W`Q!Jw;NH@tf~6n+>|oPF>y{e;+?wW?XDEiG@#r-1~zw zyo-!l@7P3Bb`EJC`*>lWg;0BC>faQoTV|V9DoO#%hDbQth}?Wzdv^ zjxj_sc8etd=NZbe^4>RVu6?t7^e2wYhe4Wj&$v>2KnL27O^-hbs`inBKlc0Xzkl)T zrjXCM-aO8{pw$gB`P3n!zZypMRI#8nm`~&MV9{%}^)8;Lf(hix6m}?8oZ-(eJr@|R zx(6-R0JgYbl#C>KGvF9=`t|JCQXhx% z!TJMPS=I@!C!AM6`El*$hsVbD2N*=(Uw}3HC!}xAEYH|5!6viOPsOehaeLdk-YR$q za__ci!$TnEzCK!Djha@Ty@5DaB@QV9S}|)6Iu3SJwMSv@G#Fs5Qf2s91SLhsTEJYM zZuJpUbfJ zoFqp+S4p@K5i`CI{c$dEeBQhAh?EKv2r+&qAgSLPCMLv?$EKghYKy0qFiK2}4i$c6 z>sGgOb}aBl;U$UXwtmxx%?^`VJGnEN4%8k|smgK0d z7qf0x=pevHIWOaF1Ray#?N%X&5iwhiKg%8i{J6chJ1_#l7Y_w)FDX!53Z;-x9T7?Kl=Hy z6efci<)j^jR1M(^& zW)GwLW+sd03Fw;=-YtOyptN$v0z-nj?CR8kTCbo~i|W2fDuO~HQ>)Q|uglm=wCdJz{Y zGP;NpbHs2dmz27C8YB)V?=V%TD*MW`P@+dMpoFJ4DnDI0hi-g;%%2cPrAK-C-zM3~v~ZxaM>woAXvEY{zYvWeGoR0Hs?6e|CB00N8_EJFYLlmt*Vpd}X#i%;BY)Ur&X{Tc;wDps1lY<5Sg9+_lZyn&{?PJby1lNW6rJ~P{x-VHc`@*xz0p60Rz=^CrZ<(r3?~Bp z&HtTB{v7n$;v^|?a1hq`cnWgeV=QubuTx>c>I%W?u9wYCF;92!T zgOH5lOLr%`1^sdp@zrkycrQb7$HbRonPT_+FUZw~3Ol!cah#rd4ZXgvZT>2nM(cRA zs-dCe@0pFjM{Svx^#Re==>wzWXGLly!E1!`K;2l?x>y4tBbJKaKtXXMFW>)gx<&@| zB6U{7TloOtR{kC(m4=o)B`F`W!m-PK&hCB@XH1b1sAxSUb zp8gWwWm;2Jj1mM#xNE{r7QF7NPZ(g`{ggATZf#;|jV6p7|d9(^()LT*YUAG}s>DEMovYLeF^TZ2k?0@V)!KD!9MY*XN z+$uek~sd?>&o@3S;58U4u>+Nyd2O=vwZodas{e043=lhp+}rEv!)fI zWeTwMisao*?$v&qa3PTOtVcM`4;x(#r}6w`ZMES1$9+>BofcddSXH2`f4mF|ezPHh zl3Ku4*BS(0zpH$7KR380W;0lea$dQmf~MQjKl|h9L|Qg!_V#a#7RTAbf{;LiF~-5Ek~?FL%&Gj`qN2!GQK1YsFQtzmU^QI$qNY zl>4RkWGf57p^+C-Ni)u!n3bi9+I&Dfl@^@D!gmkpBch|-s*_qcqGQOM#1|y!C@Cp3 zzHeir9D+iHwpgh@MUWCg!_uA9HZn2(>Xm@abPN795y4<0q8thKv<3$03V9&(X@^YX zElvfOJ3i?(JN_cfYDd*v2@^319o=TVLyA3mF-3pG>rdv3ELXERrFN?xI@!XJ36BC2 zBN}_UiC8yhu9I9-?$MWsTyoRK<)ZrBeXym-Y4YAJu6p;xl(g>po$vWENQakb3BoY( z-e}YUZl`D7-1SyYlI*U>8Cu9_9RC@{aKn|mfwPnt<$R`ey~%&JTqo482PE=Qpf*=v zL}~gB@ZsB3hvFqQ%IXu_pDTU3ad5dp$^)dnlH0BylBVb9GlLc?d#9|O4UUdt-4|e? zIV;389A6#jEdgSbvzmtrZlA5b=B4g!eX_|IU*`0#(es*{8w)FsdE>Qjf7Nu}%PHD` z>u~9JaIP;Kiu==zMX{x%K>OM)^%0^oW3-aK7LYM~}hL{;J#d&usry z*fLC;0+~h%Jz~V*?s$JJ6W>m6(UM)oJwHK*oc8m*jQrmm2x?*}{5$KT8}$i)cq%a7 zu~jHyvw?NhS~H2Br_@%}+}gwAD!S$}L&HxX=9A`#{BoO?;WI4t$Rt}7w# zrry9MlJ*lXnW><6bdyPwF-u^h|Z=H2l?${mFBDp2rVUAi}4#+nHK|Bc* zc{}W%QyIRTBR|__wYX;E;^T$O(JqQ)e-pKAUKI}HHQDR`C42uW-cvP}(~16121o~5 z{c%txm0lJtx=bz$MH+`!Q7(dHyW-IZsyqFA*Vtogm!znc8k*+rui<@rqjkJIW{>x+ zw9bI&;JtVI!%jvWdC%YEblKAGlc}>$Ni|LW`-k@t$hBRRL)gsVOQ3M9>ljx#Pa{FJ zkLjKATZim-xaBxB_d&g-Y)&&WhzD&4@oKZndn-O8Z;QYfh1PeED6IVMjD_QfP&Ya1 zl}ITfx0KOwc@8fTh)DsjvJdl;0B1bwJ@fbz%rnhno*(et?o;aj_e|6C{aYBV?*LTa zi95J5^l)T9^v|mP)@%+B>v!D0Hn=v3m~P+Y!Q9tB!Xj$qV%{VwTguQAVAnvj!RMRb zH;O$65yJWKdz+zWs2D=my8U@%=Sv070ygtRHWo{FSNmUExNJhoc@Si+LjCq1`U|oO z(Wn{F4Dc2-F(`vrAU!C35qmn>sQ;d$#pnW9v)amoF$L^2|62UyFbA~y<;qb0jw5`- zEd`2=d1kx~%coZ5VyYE!3laQg0relT7CzIzxQdIR7!m|)zi9%D>jzTf`i)bFJ8dNP z;~0NhwW4Pz13_^(;5OfMusNVW=SwoMvB6JGJbXi=nCr<9tB$3M{m^2B3CrJV6Bxrf zy-iJE9;=cmqSGp^J_K}uA=p?X%D8}!=pH~Ps5s^yZur!oxFPvQU*P<=DP%zUAdqj% zyxk)kybRJ<$ch@8^gt*%=cqs4^|YShM}qCnMy+%YK#OMCXku|FM%+!_&?nbB${A%^ zu+iHy+E1?#;XMB~fz8h`7lF1R>0v6Lq3fZ}m>OGdaeBb+H6NP?swA-?7QzTNv*;IOuvQgQGzy6@AwM0EsFOFokRvuDi3UxUZO14vV9Ly ze`wS3+sOVs^x$9+L0W`P-Ak zQcfiE-FhGdF*NtfZ~K%f<{5|V)nZfMK4;gzSz>A$@UVppR6WXIjK(jv^04xRTb(|B zqgga{xKy;eY-_1V`jVR|iogU;S(NB6ji()%exj@uno`!QK~dU+>jHch&L_sTFLvbq zeZZv9kk;SkId#hY5{dEW3nkCH)IOfYWus=aB1=WT8n@EVG<6=^_m%rB&TKbfz-Wlh{HSrW*#ell%$!;sO-RWR&Nx2QeHDnLpRU9p zc`9pgJ$*xw^L|;05Y26e7L8ajLzG*<5ZFAczEXIpn}qH;jQodA0~MJguwg?vH`%18 zd=!mK{T1%u@$N%*rcdU^jzEDp%gZR7hzZ6EtY8H=e|G2&BO~K7P+aoidTIc8fUT=X z5qS<2jvC)nH_MS*w!f|ib!x&P_$e*jMM4zah)L9aBOms6PBNkc5BVOI|Jb#sESUfY zAufhyD3gS#QX05*M?j7J=6`W& zs;iyE|6Mn_Uy343C5=Sw^uW@;luv^(lh)_@^UGJ1U$=#_?1eGppsZ>FW7uN;sIJJn z6B1wr9c3RmGpBqFq84%Kg6pCG@nPrHYmjq#4XyC?>qRB1`J8_rObWzCqd=&MXF*KQ ze6zI%zFL&=bO?Fb*t2{LgOj~(r-Gkr^QgVf1@aecv!u~+ZAPjJG;hEs|7)Wa_I7`% zR#k(jjZi{R9&p**dV6}d7%Na@NJ0|@aj!jf2I8F$hZVGE(5!zy?csr(fuCPu=cwq_ zOZ51?AQ9yEvwH!qC*T1|GmKHJp;xJvay>9HDU>GZu5yIBqqyYx?dZ~b)gQxvYaoyE zWqi8T{j7ukDgh(a-zSwpv1KkmXk}#u7wgflOeO6Exz5!t((aMw=Fw-;H)wes5>ckU ze;2XpA6zb59luj~W?YZ#?nXCyB00l(v6M{~Kah5_+)0e*l($aiKD^l}Vh@OFO61}g zSDBfaQv`=%m$l&+59fF^$XpfUP-NAqTk6rsEyQ$f)a@7Qf&laLtBpk-z6N!jQ(W4J z%a@x!EAV!GwR2@c#q6}|>Bch=j}Oc{&SAZ+nwXuo3B$!QU^RoL)xKF0G)mh-;7rj%IfvZCq?PM#rYTE)-Oy63MKKQ>EIqxI)0Zd-vj-da|HLv|Ho0e zHI<=^8tGF7j(=fRq0tBvb(7sXAihkG+c*1}?C`LwOJ#LLizLSh6DP2d5v@EQB>|#= zv7r3cIKHtEa_&3TMhJ;uC|VSA4vGD6Nh-&_r)D=W+*Y7iu`zc^Q()=wk5x18q3h#V#k%N%q9=LqvnmRc7R4P*^oPd`FwQYCPHL@0muz|i3H98+;VF%U9O07w9 zs_mN$@(+qwtHw%_51h{kWQ;q-XX?DA9kF^XY51 zpYJv%8t$`naOhX%EB9D-+*~;+(!@X@tw=BPt9zMKE}`WL#x!F84Aoa&P9T{hE&wPs z|G}r#Z!aa2=E)v$pcptfIOJFas(EQQSrXEXTL0c~?l>v13cRG~jrFrql0SH{g!7;!eu{pP4SeR zQ=6T>%HuLoe1=_RQ?0qVd68LbkZ@#|yC?#gGntv9?)Db@Sf}$<*n4AKfkI48Pb?N;C;8x#wqx@)V9aT8K8Z$_wE5vM5Ul6yxegd&=$(dbXBFWJ*$ zOk9sgnJh}8O~L}L)qEt&fW+(S7PSto4q9`RbQ0p}8G5cptv@=v8llsE=)!#Vwy$ix zRJd$O>Z#f%+t23aH^78Wb2(OlS9njQyEfS8-y^93(WndR)|lAjtM#t+oVUPp@TOwT zm?p7q5{FhtvB7ocr5@i_Q)Q*bqmkw_&mWb@DPcOSPp#SE{1|P$6l@9K$P_vbu{Yyd z9qew}$drgN=;kBWr|4Sw-|c8MxQz^qb;q|yTd(r~!s^JVCgh4-xt0Kmj_h^@FTFc|{itEcG$HJY$oZ{vv#R=Ej4E)D{<^iguH-LA z`egbCf&+gzR))fuhaU6FRLNi;Ww&(2GT|f{E)8TaDMh;Nfk=bUJa{ny769MC3=Hy{ zOnQ2*4QE5e?bYwwa@TulH&P|1Uk8YJudch7#qTVXfF&UG+ojH%oLebz`I+)IO2P~= z=>c5jpT@n9{O$qA%-M63h2=*9*!ep(4pjcd7TLZoe_a~EJV&Ty84)cMZmPYc1}b;p zb%yCm0I!EdU6#!_S=$Y_Wy>6daN7;5*kChq6SMUv=#^>g4!p!mgr+6X zTZ3ufM(9LL6Ws^8OVE=vQAc;`pA;Vqr+2Oj#W(PQ&7FVia#GML?=XJQIA?tJ;CT{?W>`6=}V`U&L&Ex`e@ znde8)EDr&mhHSZ*3=@NJP3KEIFW&spz1w)|kFl;vu4^)CX5O^-p#CAHbG zDbZ$1-vyMX6$qcJ8cP7)m7ZzyI+?>m7LvzV9S%-&*EO~OX?u5KqyQ1fsGq;#du)lX zmLv;x=NAE$n%e| zZD5bwfW5Xl3Rlk$D>wIiWFP811*QtGChtm~EHjY`F>$UkCUU-$`ivqA&(F&zzVSXB zn<&;+{;SOo33z~d!&m592`~xqhBUsB(dESCf=Z~wikAHCCSi2qDPNOia&lo|X#i?vgT2?-6Wa0XzW0m+|v7FPq7f@s-vSlZo-t2BCPQvKLQy*N_^@YFRHfyX2=Z; zyD^hor-g4LpndI}=4`=<-Py)d7U9v$AE9f#aKo`a1eW9m20%~ zBc%T7S}tkkaPWCUj&@UD; zn#w@WZNiZ{zS0Zc<<_9u{0n^d?cbbLotV)h;~P+CW>O*M=6JA9)Au_E+tosN1}O8)IRa@7K8@QU0wE&3;ID@RksMU$*vm4lT{66H3; z_Efxk&hqU3@=y#dZs0Ua06Djw{)53k7wefgp&6vW zdySaseIG;ZTXR@0vBi%^Zsg!S2;?H*%V^NnhzQu@1TF!}o0R=chm7b%TWsh@3n7cxXa0=zal(o08Zv+_^4*&Bc$EQRoQqmG_MgVD1WqEYzpA#p zd099Vb|$=(!32{*wxu_H%)UrCYl!w>y<7zkcFyh%>C;14R^6AbD65~v9S9Z!5@y{E z*HvxHvB^%IUD-_sCAsusrCTd8`WQ%Gj5)WyyhW2PtY+OPHZ8VBP z%WdvO2IH5>N{@o<0gL$bfMM&s)myi~YSD0}uT^Wcm7(-M&rI{?@J$~c zzhLhlrTaGJ)QYK4(|n_9#+C#Jk0kWsG4dN<|h&D`U$(m2@ zCUL(BO8tdHv*&0{_nNEK|C)pwPTEZqR=Xtp+^qY21FCD1pyU0N*sTk3g7Mdg-R9bC zJl&252LOK4K7`32HN$PxhVx0u!5xSvyR>5wk47SMWv`n+ek%{6xJ>+x7s%gHd7r1 zjMUR>*)eRxctI8*lTyYbbEc~%`5h~={OS23JKFx8@~W%kF%glw`m=kk%-g+*{T`sXqR`#c4KVZ0>l&}Skx2)eQ>LmC#};4! za`)T2muzUCBWa0LHdDXdH3LH&j2C@e<&8JE_Z%87BaPa={{gLg0*C^YKp7(5kUZw9 zX5~4!)4oZ7p@tBXZriK^(-ut#qFTtJ&)lDBg6zwkXfzBGbB1=CwhKE+T&c|A>|-J( zvmL*Tn0KFpMYN<$d2S6anULix0QBB5J^|1{_dxkF}3( z3n8(?ID8S{K*Q#|*caQ&+t8;qvkMY6OW=4s(`ms}MoViZyF90QWZcGrStF(OUaIwfAd%i{&w3o&}XUv%}xLxX$cbu8j z>(h^Iz3a!56LsEkAjmhGk#$tq?>p)?v^#5{rQH@V`8OR|4pH`D z^<@Pb3G4PVoy(B%8Zdy}f=_9)HQmY|n*CuElm!X!;dcY|Y`%Ix;;sQ2E)QnP7RYjS zaVGjDFMNFQ0?kMz6dtUOL2C4tqpg%E;iF@nx7r#8j)ZLQ;|0;Jaqnf^*04dp52BhC zrwo%6)u}SowfRDyqs+f|NI<1<>SnhU3U3ePfx6r z5RsGv$&r_AkZ$2n{%+f?2UR$JZz0kym+=Q|q*WlijtdnXj}nsE$y&AmKBi#pB=6#`IAd{bz8<|m{~{tBy}t#0UfKJ zSxk^7>N8;tle2*8~( zED?W5TzIIVwOQaMOw8eb$pTByqVVAiNHKzd2+3 zq|B&`@=5esZ0{j%cOHBTnnk9)x5VO1H+k2_7x+UdK`)o}w>s#1CKSyq4(9$xK6h9Fj&e z$nwbTz#9E}(2Zc?|2U`r0bt1wzRb3qGIv16ny zH|e?sKrhRDNQIUumVe6EwjNoslnU(L`3$KnJgNI7dJj^_BnlrJy;h-w)9R4MIqsjs z>F-wx#PmaAj6u{UyJ!R3iG=GOtPYNsWofbbCX}zQe+uLHg+Pwb@D*8QILcR0#YwH_ zN{38q91R;}VLv6j8{RCh5v<4haH%KuDP?Q_cv93%s)Y-zUCFk*Rw_g-9EyrUfpqwXV5At$MhO}}bUVYIoOPb>%ZTw=CSICiVWwN!N3QNsR9TTC3AArM zmIt$o*EKiiQj?gh^N7*e1*ZVnrgkmtGCt~RZzGJ;LbtZS8SlkIT~4`t6`z!UuH(O7 z>Gd&C4&U0KNh$;Ta25n8&>Jach%;BezhOeDbBh-@zaCEeUB{-!?u2~;W-}jO<5pV~ zPF}vRr%ZZ$U~UjU8Pt$27Yx0e_G+ak7PE#}=lpcRwF^4;jTf-7YKCFdr_C+Jd2!D= z`9`diU?3zA%ij+_{inL4zD|>(rzoPlN~=Ige+(q(A0d=@l`xsc!eKjBJXSR>NGR2U zI7+4iQS6DyyT^$Uf_N_onwGB)Ekc?HZ?dOP+S{(NqYyN~z%A+{fE0D;OP~~T5018o zn4dybE3e6%Q7Z@e9?8zBMPubPW~2p1rAqIE%O(&RsPN@e5OWR7m)8s79#1Db-58|< z9Q@%jwcwz`Q=)E8``@D-*g~vVW$|1L0!JPYTMJ@e!$Jm355Yd^{d(zZ!C{_`iu77SjJpp=>HN9DpGdDd($Qb$Hpbg@~uhc7(a}` zqBGe0e-A246n;Naa|YI$ZuzA+Jbi!?VGAz2b7RH0kUHwNQaL$Iad&ws^$lYX1Wme- zCpv3#FDg!b5~xSUJn^Cb_Cu&6XOX8eBs*;oGS3)bf+so(w?Os!Sm@ToB6e+_l3Pyg*XdIWn>F^{t#+A0H1GL&z#SeH+FW} zmgMEY7~`O=->4A<5}!1t*9Z-`RazOqvWYuTtrwK%I3|6mvZ~NRnM1+CrU(Qy4#!B> z`rbWk5!V}VK#YBRgGPcUl3G#pN_ZA4hVa{Q=D#VzlWf!{wV&Pn|v}dyR|n@SrsfdQ@W4WPl?n@S|`623_rG z#zt7R8>)ZVX`;g9PDOlEL*u=u$@yk0UskvO{)T0bA{>x3I!Mo%!fV&kkWPbYWLQU?S!QMFR#+4eW@C|mKCw4{VyRBk(#RnH9WZ) z(4uj$ctq6=ZuM}Lv%f}auM&_wFf%AS+=E||h$1jH5SaiJ}%@0Qn zUW>w$s9QfJ9bny3`r%*qhbALi$pG!KJD#Tld@Q_Q5?0@>dd_&0<$2X)0I9T zetLY9HeUb#bO{cTQhDfP#9uab#r2~FFb2G!1ak3je@+LPU{ z0-zU>UiZwUQcG-8v)WOxXs(zR$lS*nZQ7d6=<&cc@Fp(hJIX&vzq^;^*ZmSR1m$xe z&E|J;B=zgfg@RNs5e6qV*Y*|kqWJBEFX)8)Nih(RMz`?j0d3aOqVH*O)h>QVeEgJ= z$Z|a|TBr?S+z_d20MIRhA#={tJ_a*qS?^E9R^D!(rME91-)i>8jhlQ`5o#vYGO9Zf z19z9`x$d={r$6k?x>q7VZCJTXEu7r-D=3o2nqLZSh8bl6G<30~x;ou{Ewkf4F94ma zoR>V<^&3rxCi~`*)A4LE#^DPHfaj7jODP4}&KG|xpplJkHQWiJB94Oe zV+;rJkf~d@-^ZHq$J#pSpm~9v6H2%K7Vmp+=4a`CxcCAtl+I1JGD;yz-><^%#XzdBkJYIW?O%{JeD4#* zYi$xD|77v(|Mm9X;Z*m3{P=M?bdVgg$lhd=y{W8FvLjhpAySm=SytJbP*!DzBBQc* zMzYHamC-;rzvo-`_}t&m=l)*bzkc_1Zr8bV@E))C>p33dX^JiTbu@JuS2HcCdoiHQ zq-iLEw%}umZS-}zUmYuQ#aSB&7xulws78}XF>7`(@3H%F3qCNojZnyf`S!PapUGBV zFp1iPZ{t%P@YW)yU!gJLu9Z{TX1K$;vv1g9GsW0qF@erpY16lueASu`(5h4Wb7>8v zEoWDK=8#%~WGsG|J2(Qr)$6C`lyy_TcvkC8#YCYn_tuM5O-i>URA$szwQCH{Yss6z z*JD!=5>Ed2GBo}YV0W~72?8KXKpo3;5sI3u015|$z5@X^??H|-3;ppXo4t@D7J4S` z?(SB$-*=_4qvJOVOC3v0UQicLoUeHH;9IXqefePm8k5~uZyZUFSIa2JrPYa(ExXpW zvCK$5>xWW;)7ph0!keLFp@@sN-MP}X9EyWcz@(!TN( znGNld649&lxc|;&+IgJvnbnN&;3M|@r5tH2b#Kx=VK86^w{`j4>hn5Q|H~Y~Go?(j zV6Ze-QqiMnHhV33^)`O@r{>+G9miy9oF-$Z%{7$bwQxKvGx7k_KXzndzM>P2ciKGv zH(J8}N2Irrh3V&}#DSBLtdR%WPkW`jBFz~N?7gnw>xu{4 z`hue5@M6vv609gPOg7|8rJcM@ag@Q)&5 zKgy#|DmnQ+Zx{#2&aOMM6pxPrb5f8F7NgEuVtih__-7aH>G+VAKOt&f^$VL4~W z-}j`C^S@q!_G4p)W*z3za}#!bCx@l4HfK8PO%H{SFlBNh4+IOvsv7D}n4*vW_2uC+ zDFv2QhJL~+{-ap7Ds$*UcF0-$k|U**8cz7T@=|B1#|ZoRz?>h%;d~t^UK&7riz`CL zSrGaz-eZ}yA|VR6=3rrQebhEO*rX{taiR)tnrdvs&-0I($`!yOWb4P6Yr?6Aqj?ud zk9R}sCH_)iW;osRx9%x1`+tZWk@`;8KMRHZhK71-BUC_~kR=(t z_XbQUuFSfX%YgRD5Z7urQ&0RB2DjQ@n3zs==4BT*Z3!)$M-qC3(C)D|R*piLl=wDz z(;V-kbT(+P2jsRiUHk@i!wX*HQhf0#zpwgwr2ivypPUnot2R<~!;1;$&�w!SaD& zsiiXcmqs>7zpN;f^l)Y&d~HCDigZ`WvH$l&fR}o2g-2+mQI?yH34C zN<})@rW+M)N-FKT>1%&Z-b(oDJsac}-0;!(b)EFV8^&M*LM^o8#bzao$&j&$6(b~Akn60#o?rtrLVaO}$tcw5qSdjIOi z=3_2o5&A%px(>#d$2|z(+JlOr9Xgl!Fet&~J(;t_{>l1J5wkS&1!rl)4e{1O5jafV zTo!=bB#N@JZficxk@=;Z$j{f0PDRmoFkA=Ddm#DFCIa-$+)=F{wN3Zvk)E+0U(G}X z+j;5wM}l9*sjvS z8;U!It!KegU0`~_t98e#Dz{OFiFN-uBA`?cM)n{zmuLgXtw)Mb8a2`L!4ZAd7W*qV z;2K3EsjRjOvcPtfv*DoEft`2!%8G4gB5{{v&iAlh(3e{qQU=6l-dy6f-D487Msu^W z+=LX>7Ch5IVyIIH(^*M2M*$JiXo;!EFrN(Q}$1j-T+dD{e+>rm++0t$fT%3|7 zx{p+-PVc0*UiITAIWL19k zIZjvMY!jAK;~n&Qiy>M70gfn_*3+@X2d> zs#`~+s_kD&Lfkrwq;LffAG5Bf{od_$iC2J_#pFFpfmF9hGcTny@wkyripv8l0AJ2N ze71>ygWLmh^y;s0T^TB$yDFqKrq{jN2hlG;2-pF3<2h`@)-FD;$Rwpmw#A@VTh)e+ zQcvDuzw~mv%=$FvV90fz;2Z!pt!2_u2I^N2y{Vx7N+j%uM{;zpOt?!14mC^7mpTsT z@F;jC`9E}m{rlS|xnH5N=T380i}H>%Yt{jnEdbfr4!va2IZy2us1BF^*Ub%sJ4Ns)1&7@U&{v5<8aw z_#aeQrtK#&u!;iJQ17L|$Ja@DFnqwt=R69ZRx-;W?1_1)dF0hnN)lPTL4gwpLNZe>A*)UtQc2jN(V(7iDI zMXv|ohPe$qJZuS&!)bu|Ry+}hPrAx<1i3h?=j$Kf(AuHFok1PNl7CyEEf`02o9eNr zqk)u9hf142rYWCR=aipnINb!^aPE`!q8654S84_mkVa$g^c!o@NB2?RSW06en1867 zr863-U(=P;k2y!{f9h>5nETCwgHr@WEchwbiH^kxk|!ELcdbrI zpR$7p=*f3_KD@Y%m4aqlAttR)Ezlj~9IIoT|^ zKCUX9@KBB=j=I48Gw>l_ynO6P9hUaC>lb9-Qj#H__9Lh5PUlK~r7zvhD=^<_gJf|T zQmn1BJ?%wKTtSz|;MT!wN5irul5UBUUZ`7GK5DLqu>Y>>^G{s7#--Vc$6lF2cg{-_ zg_h*7UpL{rec_;bc}H%{o8zQgdQ6xIo?aak$rWbvL_ssZS0(SSbZeSl|5kmtIVZ+x z4vTf0NunX4TJ0p+aF=tPf@1Eu|`q8Kvi<+7g7vn(_{D33jJRCV^6zcVVG_ zs}^q0euCt!3{zcR-h<7**z8s7WqvXJx&qm+8gLUW&_EB;2am0u#TUzs zS~8G!ZM^KUHlkgZ;Uy;s6<&Cz*=HZ@XPpN$2@QzekIUy|h#sFwE->S)Aq$Y^vT(`f zB=&IQsAE{Vvf&AigthB2cL+H+>g+$tV7b<=>}4Oazy2Vzz_lbkE-qIGm|?<35?JFk z5$@{uu7Xr!Foz>X!KRix)6lc3VZ&EDFn8d%E1I@uCuM~TmUu$L2B2{*C20H z+oXu9NtXS6898FP(3@eA_HWet?hiDF8drx6Q|#|6(3&KtzpE~MrdktwEogRDI;WfN zbBBubbGh3W8MHW*-{Ky|szc8$;y5a#52u`I=@Q{B_db%G*6-W1VT<5l&fsbt3;!8W zQWA=bzFYZ}>8Gj*Yy;^OYJ@u8kiLk^8#^NOH15Z;DAN3dK&bOR#{K%rJBlxNz2?ey zSNx*=_V&7aBi`!BcGn%71TUUzUSoAN(wzCL>g7w}nMDvYPLB8g88 zSX5tX4h)ZW`|{*1I1X|FXL9g`CeO{K!bg1ij0~?e1+^_KpIcjmB#S%Tzi_SpBn(=w zA&6qtCaTxeqZ=-kPv!_xjFTs@r?#Y70hpn;YRT2l;Cg1$Qs$4V;ca=sPp!+j{TGe~ zTVuaW&*l%m%lGY(v&( zG)yj|%Qv+x9dpF@^HafubDRC2+!5y z5dV@{ZKuEId7#=1;v*p^7P6~A640%$e)!@*3>lN$J5g6qNZNt}sHkNl%FNHDuOyhZ zz@YiTVeJJ9b94Mub;qNanUtu@Y?*W02gnY0-B?Qx9F>WuU+vmwBzPZNzjQcMuARj3 z`>xp5F%RM$!K!K5xUp2{G2v+8%vd0x^wkc5^_>RkUzx)V(zA^W#}_xC zA$_y(4eu{nyay59Oa}l^zr(Lb1Gy9^D}SYw5Kl{nkyB0{oJch@nG$$+TI4i}x!Tvm zG)|n3kJrK9YCS(BORpH_vQ=F0o=c$k4yLJU#+zWyXizm^2A$l5gK-rwh3R|~xEh(w z)@}4?wF&9Ij;c}pnCQz=nwI;$NJTqYGk`}*?4t{QY%^$_k ztAx23=ul5P>kvSL$-Yoh&3#A*=l`HVzwdNegECQi04cqECJSoLs~k|r=pY)pQ8Ce9 zsL<@Ay-h5SAO?4UjRK94`Y3py(_9d`SC(@knyQwojX$nXmS40IMUBVTY+CA4;FnoA zhCPn{O7H2JjX+VyWdmbGXQ&i_2}e=zVH*vn|CqG}$!|&YCBm?Mp5}+tya0L)%bnoF=}=&ezNMJO3|X^(UT`|2dxf{w|HXwvE-9 zNRjpcE^~nHZ9pVS{J7{c*?Eb0Ou4_396)ZO&wZRLB`*OcgS= z-iLZ?k<^#iJBI=jz&+m`{_gOV!(GKQt)!Ybq%MNjCw7$L_aGv&a|&6X=S%d2U(AFa z8!+OXjKKKlusD$EVIurd6b>uz$|wbPUatX*%9JpyQNoZ3WTb)J;lV8GtHT-}FBa80!LN)UN)f1Gu{5^u9d5o8_1C+GBFE>As=5Kkob0+2G^3@&uUG7o`Ky_7Y%-^>Xmd2%a zE9{{Yq%e6P8cokSwe~@f7(l5Zp>Sl3T>2`(XFz}Gxtt}X1Go7Mg-UO(h*O@g>BC4& z|3o+ImRwL>u7r;35~L$Woe1!cIsrlZnm)<=kK#aq3sl{pG%io`L}0Sth~Bf zPey?0l8${4LcPR-2Zn|XVE}X`!FE{R7D9h*CCge}pT{L*tv6brUc3is8+QI7c9!Z& z%i$|p_U6rsSNY~It}R_sh?$lpqZh|A2Y!-$e+Q+|$FGth;@7Gr1zSCmb8Hhg?h=gS zPQ75$_B-QsnsQY!Aou>`4?wjV%3qDMOS0=urBMhWeqcUuwhO1$b{C_6>hlO$vku(P zdf|T1I~6<^Fx08Uvk5IViT(zPb~I3X%imPe_d@4~kscjw8-N=;K$gJ%>UzbYzW`0c zG{s|Y_Olcnlxddng^Mq)KL-5*=LcVGBu1IF>rJ+#yZ78bQpY#iry0O|y zgoN>KL+CGDhj=0KAyw^qY3T;cqvH|CQF{_3eB}K}5PYYWKUe|_GDpeGs6OL-@=i5- zQK3KbzgQ&;oVw`&Y9U{BPR;nz5=pjDRuWE1!?2vtD@moPkr>Y_LIY6I4Be6D%I=eh z(vc#nU@D0G7?SibvOgF}50%iPS}5PGO4pYw`HhK?v>8+Q|L}?d*KOu!Fh#C#I$Kz` zb(|_dC5QF!4c+(GE+mP7#9$O=i9R2elMM0GN$vz$o+g+yBB_m0>Z0i~W&fC2rG3s_ zjm=vNJsF}`-iy-^GI?C&CT=#Wxf>{32-QNNB|R>DKd-#)=0P)|z&$7WyCt(M* zN~@>+C6V8R?Ye22@#rKdwjH&g_;wx(rm>C>n!UzmXO`SetoA6FsKDGt(Br&v^0x4Q zAh^JkqC&&))C8FIOM=N3)^9yXoC>B|KhCttG29!SxlcT&tVb+xj)UPVz(OQ;1VF|yy%v;}0j?d5vT(oW{E@q+ApWwhOQd2*X=(`A%s~dB8vfzYm zKjY0%5ec`8SZPmxE*o>OQY|_Xeap6(%?IH}h;CCb*MtLrzZs%E?k#r%tuCiud!l{R%+$?);b~Iut!M#x$MoBANn$!}A>MRx zH!#!m9X;~rAKZ8&_I9OOp?`UzEoRM%)|X9*3X|P;>WvE7?`>g!VPQg$g(Y=6%x(fO zFG2#A>4R9)9ARz{@s8O7$b3f`vg|9|fdDofQM-J)nS(E}u&!fvow;Nn_sOa{>WuRw*~X&KHul}#$$>=j zmVKZG7%fy_T^-O8YDda##~@T#lKJ%%UB?#3SpNp%ctLZSLK3SS=H|Zi^z>ws1F$on zGi@nd3EYwcNU4w7uAB>{rM%g6via5nldCP;Bur<1{LCPmwamHM%6OyT;iT8cDECf* zY8%xGeMk1zIC+J(vX*GZVo|vt@2o`<_ExmoGsR*VKg5mj0z<>F8j(MInrdip2BbEd zf`t1Ej_=E4y;;?AyuQv^g~+ZbIWXMoNdu`h&<1I~rHX!kZ<<}7dovkn9dX_qLfu~n1&G0A{i#(} zZ~}cAZXK}#N+dR;lLzQV_2YH|9=JvXghs!$e8|8jy8vpa_7vygh6(i)GrdEw2lZuA} z!>@0&Ml*UiT$bTwmm%-^dbul^;FU$dKP;9B~ z)&|ed4H88vt~S!&_51($%94y(r&DRt6E6NzH;j~QavNP@OMzbf$7h%;VSnf$)wS*c z77Eg<9%Af_=VkAEXv;<*i3N$3(0aGzRKbJk7uC>^cA@SRRacU5o#Y3!)`$ZJg>ylx zf{ljKEd+%YLJap3JhwkR(yDczyTF?i0;iC7$`W{Dd?Y@gpM_z0T!l0(#TBWIaL~3t zRz~kA7oN*U&;^t3peWs_Mi@(A19eAHEU0X-3P3C24*;7UVg+@#cCYnzZf-N`r&{a* zB{=^d%OgVkQjx9Kp*Mxt2YHQpW&Q`Wv){=0`$DjwFy$&JdVgO_n!oub|Ho(iF>)-i zGzv=c(=7-p^7jw_^F3P0AKiz#Mp>->_rCjouAf*2poPVKY$^V?UjpApD@`w=21Rm< zYrx|b8Nq}+{y2dOXlD&TV>geD^XpW@#YvcZ028QlR>o`fi(q6S+kKeaYPb$kxqgPx znsLlHgW3E5e)A)FEl>sx@?OBy?G)XsvRc?0>1U9~up(wpCBPqi<~k+FopJ3xNO;a7 zq6X=;*Hjh3JZXi*@Il0*fer-aB|ui*+u6`9gtdN$B^|mCuB`}Qbr3V2dGYy{>#LlJr|BbLy$^<(Rg`!+6;X+uuI119oy>#JYut6Q?L@nK8~jJ@54) zeX!n_*ipkJn!88!wj9Z!03v-RoH57%3t+vos*Z_$gJL}l3}3#+0+vjds+R);al^nn zi3z*}ia(}KfWBnux$Ku3b{lQOAx{wEks#g*jLfhrd@SETcP6vc(3~wgdIg^vdflVB z^|yWwKibUTL@tV#0w4w6j&jHtMOIb4e4Y=#fW4yMYF6b)gG^wn2zI$H`L?^v)}As9 zA)=oMh3A;&JvgVed9fbu&XAS71`ufR$Cl2k*AHA?)@WoUkX%S|+3R66%o_DkYwX;+ zSZRND5y*Uoy*Ikf!Z6pB+{6k#3%HnaS9O+7k`oqdOSV!i*Q`_@Q4K2+F6-vi!5+Y<3TYmQ-q8qK2A!@uSc&BuG6v90;cE95$U8i z;y#cFTabS9d!c9&+lP&maMv8LZpD3opawYfpFO=+mQ!mpR-I<;1QaOEjkh@W4gjHq zAo!*?M|@?HzlrUNdd(N58A>@NEbGJ^vAjZJ2I{y}w^*)@o7g6=Sk*0oo88w4F| z772pt{qwaRNx!_S-gtK}%ZZ8tb@dj)uf=j<42Mb#MlgxsOfjq}@GzDRNT5{VxoYj}GTtDGVVE6bX+ z61vKQkOL<`#is!!?(06HcIR;C3{HaT*2J8QoG;e)&1RG2)?^MavnO%ETi63zBmd0u zOEmtLab<)r-S9`UJ-fB?E`Sm&;T*T}#~M6-nQlZf6MGHe0g6o`SJ+e{q2=dU)gov9 zfLw>qYp45H=@2b-l@BNK|ecAwzsF3-l%|So3J8U!DstT8eyGKKQr36L&`G;4z zqv%48;raFXcm3WTV=FJ0L6ty_lJBp0a293^c^WTNLG%2R-1RxmbBTg+Q%xK=SN?2+ zi0Clja}iMyIeq3M5Nb&@Cj>_u6A^|1QXeUm)t>lKOdS**AZ4o2DE>mjBx&RnsBA`IUDD_o`KbGp}t^5&Ks)?(S z%-B-=ZXaoie%Q4rxL{(JyIwm+j6m4vGyeA0FPc94(`7-#OZY~J#2xd2W=%%AQ9AD&_C%+ku zT0{#}Qa9`7Sw~Bsg8G#UTD7$NhoX;3>M$-aLkM<4Z&w#C-0QFXc9nZW%ba$ByPvwk zI%_wJaX0;m;Y}p)o-q>IUQn=z=B~WIp@;u=!cm0)Il{erpCWP%Xue_kHR9iUA?wV* z+>2id^C60`GWa8_)b6K8sW(qNTV<#NhgchsGI!v|3eM){K|J+!lv(~D0;?s_yb4Ut zpXfl4Z4o4mf!4%P%!geGsubPV$4MKhcw-o;`OzzQ%kN23PRm0`K>RBI^~`P^z3%m@ zIk~}T?VHj1s8psNiW}0O^5O;+*y^kkcxB+uXhGzYv?T&Vo}tCJwLd()VNYoDJbdum zn!c|5(7GJC-QnMtFGV#}KqJBbh&8Fu3kZIRKr}*f%vms_$kA{wVx(zYo?tTTTk(NP z0$ij%CyHki-@#;MBTw!R%r{s4UiMs%rH?xENzeIvbRY2AwJQ8ll--s#fBek~qFCya z$&IPozxR}HkCH;%X81oL_v?SCpGK_5I zg;Tf2$F^(tSL3sWa{?LYzVpOf-n(GkS@;BD6TfjL!9)GuiS)F3JfWxc;2W%}4iISA z0x6H86)rUoFxFy$@PXlmXdLoni4m6>v?D?IOscp> zqR_=B+Wg>d%?eb_GtW%x1P>s&W@R7I@l{wO(b)%P7GM_8%k9e-U~r^Kkw~^yti@hr}a}zwT=t2LkGzcjhED# zeI)k$AUD{Zd9|U$CzMOAZP&`giVd?GNUrF$NV3^@{Cok-fLZ7uB|9gT(t39ilCShw zmJ>#orQd){bp@{+)^ms zJqGF0KCI?X!r=-NWL@fU-|@aX#QME1O!V1or=bUz#=^G+-4; zkaB83tuIz&?tJJ!PD05IyU&8tx#Rr_9)m#rtHbfg%@vJA&UiS-88oFz907Vf)ZYHL z{^vC`ISD0t$&!mi;=eA6^1JZMMu(=H1^(kN|MPCz&_EGiQS@Te_+PJIn;`o1Wh0MK zQ{)rs>5ZWFMTF!_K@i%Uv|xJiEVS_24c>ta-v-p=OHycIL{4JFv=IR9uXYfSa)LQr zB7#QyXkOuVcfGv^1L7F)%yN*;asYmz><(r!SNFxq^@d=GZ<~K$MCk zG<@oiz8hquWA3Yfx!R`nXz8V(o#l)8`v`6ah|r^Fl2_hym_2j8hbAOZ2MJa4&&Wyj zhmZSh-Ln3^IHD;^Y#W?CT5)MfY@v;C>_g*zz+5;7BG3~*Tjgjs5LHTmKc%qm_&zol zdldtnpU}nAIY^^?;#mWJPxjk8>zEL5(vUKs?GW>WU6SE_t;gjj>tszi9hb4p9vNcH z!oh(#J6jvYbx<9=*gDTMdMh^;?3a}j0K-@YzvB&6;J^5&)iZld2dvh^6!fE@|F(VY z?Qx9klAZnL>P$}1LGsY25tCjJ<=rO^*dC2L>4|^w^`%)tj6#`aVdYSf9MhjtVYnp? zxTA``K3OtAneA_PbNEV2qa-dM>oCvFng>ul9 zSbcIb^9I5yCUC{(@u7CXLrMkW3|7|{r2jO}XYXsNj9lkYHbJ!41v}E`%D$wyn>{pp{ig9{P4e&k|7L zL(fi)g#D*Lk{j)URnkupx@xiHW3dfGDMN&_-lR)Invnw%N!e=?o+BX;LuvTV<*9r1 zj6J=ms7NL<90DPW71lXppp^vNVoM5j5SBoY4&#=VoVccM4?F-0)TGZw_bTQSpyhX^ zE+_khvFN>?{RAqRD5=Yn(tx>~&jdzd8hO~cT1gUU>I^B^`8#gP&&XW zlmC8ras4+q_WM!yWt$E~i6?APF65s+rCR6x3B0Cho70bai~+V5h5(8pk2Ch)(9xjCz_=3I~!NN?m;{Z;Z_DZaAeyE zFjGAbr{;#@^TR#f1vH-3&EESpg%9n0an-c~g|tg^psES$965IJ_IHELy@P5&URrY*mOawB2j7?%2=6 zN9>%(;g(uy&vu0kK4WD`q!Y6XXWfac@w;{kb9SJ;FK{T$eY%mrq}(Rr{Z~*Wza!KX z)ee4*iw%7$=2|mh=rKC}caJ_mn`QcsvuJX$aO5FvgM0r}l&*t3FgwSvz0~=>!tLz> zeeBKWFy^t?8DUaP>!TylU*ASws)BtTWQY$G*jQ7y8t}WWB51}@!+GfIAHhn0KOvJl zBXm9zrEQh`whj8~f-M~{6gWevZh3>*`QToDk_BI=xA$hcAjsUpNW~-$J=WTA@fs6e zqhQ~>w;fErhbQ6+25=}Ydy!M+avu~>j!9(fw3MIplQuz06$Mf}0*PN-`*L%r*c?uor|D|*t? zoi42(iCuLZb1Pvw`|{XNi6h4Onlu|v=6--OmMb)i-K5q%zXVWS;4?iEmlF`fW&&qwRv8aW9xI|hm@Fb!s&0geMTVk=pR~Gq!@AVV8<%5Vum!*8ep!I z;i1b*+ojvrmnV4+*~viWAH_3OXT8Zv^UCku(f%)l5BE;ZYVB(wR;ijzlTo1AYWLCb z`US)V64xU3CWA%O6K$1g-5E` zBa%I4`PZt3mL`!W>Cc2wnPqw&c9L@x#omS97B4{UFow!hJ}QKWo&4nqQX9uAX6Rsp z=jYUeK~qESnB6Tv>aOszB%g({CLfA@cj)Dq&Ib*18-|@72B5~KIhdG_SzNGNXYl(Q zmr1iEhwo%rS?btO48ddbKo(`dEW`ExCz zh%x?9Q$TX@cp-oFatta@9Uy%}0HF!#dS z)%@YmPXuF_0iTBgo*#zZxOxjx=c^W{Z?{Tx?E)O4yR&y1BRMFq; z(AgyifY7uodMoT``;98A5O~JaSx%zEU%mw4hye*(g&)-9R}}%%PlAr9GVxE`yUPHK zl{<|H(ljoD9F7trpc4403)wt_Z}p+yoDgc*DZkRliY09Y()*JjTHB^TLIYp5*+`wX zw558)ZVtpEuJPo$+5;s6fUP9Bo=dI@LM9CuytsFyDSi6a2FyGUHzqi($5G<79E{Rj zjjO!%(+5T08mI2D8&^V zp4V7?#pG&nNA70NT+4W0WFUks@dpd}$)wg6q;sgc11kVmb;sn)`hNz=Z08xt2@Y_- zKSv1thSOlh<$9{~3jERrD(pVNT8W5KxT{mOWkWJ2Mx=~5PPmd$75s(6YhHpsJnO5| zdap%Plj(q^qq8YfOs2X>#|Ko+O&L{T`vd_W{-ImP0<}Da*hze9x)#Y^5%?5%t$mo0 zp;P$~%Q{OoRAM3)e5Ld_q}pwLD~ECzR(=9l_&hn5_1mE#$a^m6h;IPi6mm$pP{tKw z)Zux%=t{Q%3;7?rCv1oQG1#Mbr=M-)EqcdIN?zbRSqVLM$T)s%oKqEM6s2Zs-nF$4 z4J|Ty$|M@xGGo1%i&#luqLJjdiH)VHNYF_Oc{Y2H^l|8hh@pRi9*&Adp7%|4Ss?Rs z*gjN4bFXEbn7@IzO^^5iVk)w+6xTjE2AsX0#xH%m3!noubMw;=x_NvKG_FN#FjvkQ zIE>enb$CFX9DFFs$h>~_CvfB`021`8yFEA+O*L+W>{c3X9G^2h$(#;y!(^2R#5E1U#dME1^UMj?Cjk zH3>Kq4?r+Fjx2$a9a6bL|`H^?wB@s>pY#_KV{8I@0 zq1{Dj{8^j%AgmeVU|T?wki)J3$N!qkzp4V5yWwS&f~#aVd!!ePElOb)NdRilm^TTj z1_0i%ONlx7kLsC)4xOIFr5ZH?+6Ibjl=!dhbb#fk#~h=7h#vry%;-zE3i2@j^-`jmt~(z$jRb$jfZP?GRjEHN>uWZ|=FXFTUYSwm zS}Y<2LSR?$G|-z@0Z@jVRMErT9ciqV-T5f}_d|x%j(1QC`5Ko#p5%x%z!VUq8ccMz zAo1M)7RGXTvfNfngv~CLbm*mO_m}*r#dXoEAJjww*+Vw22K~oz`D4b}8odkm2^}_q z1djf8E->2%xzy9V0Z3!nt|y&W=;h{v#ue-@oX>{?%Jy(?Y`-n`i{AR-Orj|NnV44R z?^`o^#(!gA<%{35OiVg1o2Ynoni1gxf3GgM zO*Qc2=c*&hnMgl%lMeyp?fB(y0-)Z88Zp`YhSb=|>_@A5c z?{Ai}LQ{wADAV5w_&@(0KK1{2!AX>^G_DH&>$QnhT7}e>en-LP-+3ke7-#GbbG{Bs V6za-pZ4~^caZ*R^iHc?5{|9{9$X);d diff --git a/logistic-regression_files/figure-html/fig-diagnostics-glm1-1.png b/logistic-regression_files/figure-html/fig-diagnostics-glm1-1.png index 6bc0786e16780ede62572f994e81b76c22e9e9ae..cf9bddbd40da19d89f3f76fe14e25b02db4902b6 100644 GIT binary patch literal 85143 zcmeFacTiL58wMH>1Vs@PML|GC=|!YT#{ww5R{;fS(xlfAkyVtc(rZw9R{}&j7DQ>G zBVB>eA+*o}Dn|LDi3c{3!1F4&Hhg-pb1z7R43CM#4DyzNT*u zcjnVj&nkM2Xf;!yu0Zl+@X^=2%MIs7EMPmw>xzsYkX<2sKG0*fe&C~oUE-OMqaR9O zdMA^QEEHklo?m)mD#yc-6SDKM{|Ute>#89ch08*Jn51x4KIgecxi2EQ@v5vHRRIJ< zsobFL$Nm7daMVRO-SED*t1(>8(cc4UkUC=nu1^a2Y*2MHM2j+;1BPpeqEWzZF#`QXtdTHQ?Pk9yh3F;}-u zdC_#AE=WB#Nj&8G`J&qve$!nqDUNdFg%~{*L&ybw-IB$tpAmW`>}fQnrLKtZk%7-D z{Sgf$$QmRARy~3xV(ymo$K$b~Uu56?(+X}@;+;)z)k*}F9Oz2 zpNkl~c2c-Lj@8}RZ^f88 zMWiUrSIk$8Z9`O#gNZoYK`*#MUKd%>?K0(h-iqNKuj}W&&Ln3H@xAFp&uh~OQNu$! z6n^^6F}v95JXO?4JrZJ*R9q529rWSL*r?gT!b@By4q`iTz(8EK z(7$P^q5|UrpDAG^fi^HQ@QDQc!vOw)!AMg`e||$Qo3iic=Y6%%#ZuZ28ZekF?B?|= z+MXn{gA|qL<&rKh^pRD(ewvud9egI`MO(z7gAdO*Fg ze|!cu&G3h>Wm9a($z&5sZFE9@9l_7Xlc@Ln>1$FI?lZ8yVwGI8pMUu4TTnhI-~T`F z1pd(4kc6Z)!`|>X>+i3-`wUrFr|=)XejwX%kn(|ueMip8Kg|?rO2MDLCX3gVg%#T* z=+^yd95gVu!z)3x56P+8o8kn0u=*QU##@pSESuw_YV2Z%gX#HIk4UfI{t$_dqw1sY z!OE`Q>s)J+710s-^(|?vef?jCnm+Q^3GkUOW0zX}YVLOY-ul9Kn_i2UX1`CNj4`?< zUfA+gM(a3-n(ftM;ts*;U4vlDWmYD)PK`mnkn945P@yc*n{``4eOnxN1VV>k7WdRA#PxreG@9bo-v6d8lxC zF-{_Gqe&2>9Ko*E5_Eq$J2QhdT=LRk2B9n^x$@2F+>WVCWb)2tPff zI`o#$$1tOMphja@5NtyRnr(2hVsr^YQ4{=3lkxXxdX)kUqW7GmqJKw+#AU8WR z+mGwr((p2_qPdcy=C>5l`{b=JoJ^DPEDZzt+s@X63`V}1*<--TX3(vtIky!%ym;tC zdW?xUHU|6Qh)m)Tcwe`T%ear!dd6-#eU3HTMOyWg>gd{@;e(5x1FBa0a*IBMNzBJe zX{Hpt3V3wVX?tg_MyAe9f4k}H{H++R4CR}R{58H5Rz5yjRU6_`>il=D$JUhjwTI9C zeuQK*N#!57D|T)la#C_|Gj#rPA=k8We*3b~!9@D7t@G;o56q*e0psY~ZgPcPIk;!hRqBPqrDq;t&ibr-n(rLz z_E?aqp@;nls$$d4JyZVPoYz=uth}Gr-uc&90!c|zn3h)T%oRv5rD3PhOAf_t@=+?m zCwLW!8%Uyom+{9(?*bSnj@qXcQ5V~0=i;KGvElqQC-`pZpAs8z_K_+KzdZ6}R)8)E zn=fi=RX>$GSMZ_wh1;#)PrA1Mr>A_vIrr%s2c17HXCnQ|gB7d`W*>?*cO}Dh5}HN& zc~lZFzp*59(`ymF^ZqZ_4Qz}@xzg@LvRE!8PhGne$oAVtcuYqFW4hg33XWD!BnO*6 zr}Ol*-I81>m-FDLxPg61SGnB%4i(XKPj`E(>>=MIrp!XL4`!w0_2{u*t+;IJfkXDi zq@q4vIB=fhxxlW+<$DeG2J4x4U65L+-8c1)f<@W}RxlW|lGU$u|OKKfbirGJ!gLv0aHjU5UR+2tLX7!fAwF8}iB2(K9Y7f-jELP0`n^%VFKBX;8svyTED=N5AUit+0u)Pj2NC$v&k% zv0(*`jeHe63I5U!$Z)y{$3gJIQRcj;rb{-t`K5~Z@!Z+3W-r-sja%x2aLgEipz@p7 zB|FGXgQ``6vjQW$^-{a~HJ1zpv*+zV_IMeDpUv3k=TTd4a9$HhJ>R7_K7n5>(5BY4 zBt-9XOV>!1*9k+71aU_B#=*fC^!+29j1yFZoqXF&d*F zd#~y&1)r%e>_{Ga^q_mX^Tm>tI)1-5+RSr$<#VO|mjYg13$(=7e1FW?*Dqycn*1@x zxgbl)C%dA1j)~utIG*4b-Ed69!all3%rBf#w7?bLr59t_k{D;z>=&~yCH<|uXz$&K zyaA0h$W*2~zecf{nns~F&x8Lm<#yK?H+Jt$_jajh#D24y8gRkbmsBOsTq=0}mMtgW zkPopCz|vHZ?!8pPb=^x&Z8*lMDY@FJk1NLQUvA+Bsldq1X;%LNGFevZbueLNY$vst zy<*8_#JPvSY#DNeYjZPsjXh8AG4bJTG)b1_r1}=hBvISUFOzBs%;D*KJZyG)%tzRP8V@iRy;2|FITL_3BtqWe7 z?9uePlo&r6h4k;^GR<56qUNXhrRNgNuI8 z8sW|k^B#t;SzrsOAGl-76Ga_OI3Iqh*=Tkw8vW~vuM^G85|WakC!z3y2{c=kL%x_| z9%RqIW{U$DMflft{C-&?z7P@BfYR4{c#-zW(-iX%_gNk}8jgn%z;Pis4)wa<$d0FcaB`72A}WPm6)3ED^OnIE8!K5`)VF;zbyHt zNc{FG>N#>*R+>}&qnW8N>rPP&n243uYe(|O%GO7MjiT};%Tz6V6j+bV9C)zWS+4WF z&tNeQ&)$ z&jiaakd^AO7^_+Q#K^6St(Vtkd1YBP|jpUN30k z-lt`;QL#{Z6VE#!PKnSIYmI0~J)*VYK9hG6Yn0hhLnPE>LV;Gc?~HS%9HBw4`o)Mr z*qoGyU>GrZtuoU&afzd?!MSZzV5fpmnh$Z2fp4~YMcnp z#tIs8Gfv-{%yvu4yjjnJ@Vzi&y0a9cZCu~*m}tx~Jd*6*Z;vi+5uYg@h}_Jr9c#lRw1M$nfub#%`xxiF!g{$=(mEtWE)N}HJ^ zwgFvamB4DPU9BP=g`A743i~!SQ09WdE=|_Ec4{bC93yJ8a6gn1_@eH0*9t$~;H*s7 zp%E`)ZzzuM)I#z2%$4XhUzg-v^XaJ=iXy++FQM1CRkgVJgf;9&xXg}cP|7{8vAem~ zq8%GCY;If#ffo%Jb7k7|yfV2ZI@K+@E05i*CO)GTo?T?aafV-S(%qict5L)nZ7erO z4Qt>ipG7N(>ULwPwhe~15;t(MzFY-$(VPz#1jKZ_=&ZTI9URKa#@(!XEL6sc@HT_n zg2S1qzEz9Wrzdf71MeJv^Y&+2DZvTa{;Ej(Ekpx}?GHsgFq0m+^bnq#SELvyXn@vf zl1w>H(i~=KjR1b$)*UhOl%0#Dm80+F_**LBS`HkV(YrhAt? zPbN$FP+p#hwer>_O%Vv*2=`k_)x~qGaYTj6?o2Ak7*^Sq4h&=S`DzVq^P?KV6|+pb z?rmhsY};_jh@!hTlk>9Hyk|H}!BL^u^vPiVw0hy!FocA3n-?T<;Ul>P<@Yv$-%Ctd zY~U_bcJlF-Zhx~?`5uH*jOo$n2Oip$HN) z+_yK9N7K=N2M6>vT8D%aoBS3j#J4C1<&35FM1 zJqUB?%%wxPDGwK6kM7-@+*%F2_c7%|-7 zltz+M<_4q;@;aCr>BVq64DzcjM5;>672CND>^EhCfsou*OEN}esW@g6RXG>+vI;L? z=o!f5ZtduT?)ISjnkRkRXTy62-g^TVcaOgDcO!rM%)vvi}(B@;rN@;~> zO8)yLC@CLQf5^W-sY%65&M4CI|A@$DEDtB!-Jmu% zulP$AiYGWKmRls2b=-)_ATkR=N>;73D{Yt=*Yr~fb(Odz#l7DoZr2cFs)6IQL=Dz| zypkl9TikLDosiF;*Dr1$>726p=AghqAxJ~Ip9S;e3Op=R0^$!4S({?Q|) z3&H%=m$`LAc4ntt6f2C7L!}Odrv*-FCiB&7EzOD*(t4VLWW8Mhq^Z7InKgvm%A^x% zM+7?=?>p|z@^`6@K$UN;zfW^Y4?uW)l8R?2LX4V5-N&Zs1l{ZBCg##(U-}HZb&6_c zPxds!ZX`uT+4Fq-OIm;tPNu?IH(9R+!uot?`8Yo!VYo-qNJu_Y8o2lTCHK;EVNsdD zVsIrqV@C}3;#Nsjx(N8YD>EOT9_x5SZxYMI$Ce#rg<92_J~C6MYN>E(=d z!(YX}$?2JBq#bL9vZnq+l%IINBr&ne$Sc$Uqny92@OpkSHN3zssI6{MKVbU6b1uf* z6W}aM9Wc{7US<^Bb>*Aqj)RZAv19d+r|D{)PlnND_jA9SUloAM^#z80b-t7uU1*fN z2|+OZb|@7KJn*g^CO&gIadTBg-x2g921$*)=vx-}D-=wTAQ;GNn3;YQJ1EJfA4D52 zAfW0NFKDG2^gIr%DhIn-f?d(gYW)o+biH1tud7WpU$UTqlp)?|cvH8+e-K0&l5(4xg}bn zf^T_yw0lRgu7oi)tskUekdZd6wCc-=_;;WWIbQhJ2HpT0{>p``fmVzncKYQ@4cr|; z+y(ky=t&wWAF3jytBUwcPYU1D-t6nCj;>J_FkD(64aYpp8s1q&qvD#(i?Mn&n_W=I zly>q0L#ouWtiDD4(tFO##20-DFQw$E&U+YqW%|MqeDKp{8<(%fnH_&ELOm96@VTshel#W z2ku`RSC=ADpQR6HcmlhfJVY2;8xQUsg#lDBeAbutK?T0s2zB74ABZ$Fq1f#O4!qLm zrP4zTdf`_?FMXUFw@**jN4r&ecgrm}5VzL~?}kp4bti15R`OS`o2fXN73IApuVK$d z&0LaMtr)@=_zDo1Fbd5bBr1 z#iJYOwVN^gev84HVwbzWpK`32E7jasU5?)t8S)&}^m@E1vL>-H7Gb+oDrr^8r`Dpm z369RdJ)(1KaS`q@ql3OTNCRz`A_FqgEnwjuk zpjchmf;Add!k(H{dNcgjfny+BhJ&mYEwG!WX^QE`GZjiIzNW*stT}E}Y$Y~ndePm@ zmONL;rj|I7%Cc>puI!Y&bfY(35^MEVx3vDMTD~oHcPKsfX@1dC6ni>Xl%p7Kg>qYG zC^OkR2a0dHzRF1?dQWE?5Znw~MJ~Bw%R>es@F{+|1_#G+hqB02Lk_kp^5u{($WSZ! z&51Xvwv)XGSv&sp7#jWB#2>Jm1n!30fBSvFl!cW{Zu|%qh`>9?*P%c6)$9?*}Q|1TDz6KmG?o@OZ!%?i#(jw+Mv3t$`a|R!TiOb z&$UAZwX9un9hN6Ka;cGpq;-jRIUNE=)0aNi>egqOI8CL;SYivLbvHz|+d)p2Xc1g{ zm+Ttr=S|?u%C-F-+u-MWofA_nZgZ0s^_U{y7jO{PNbWx>i8ZQMBJSXb$>g6*{5G)d zR?^FHB6FjaV1@0oeHs1S6Xy-}4z^KILHM@PFmY#XMqJZ02A#a7c#F!ZN)iBsZc$|w zJy`C-$`|mP&rB7tabJ~8HyZQ|$%AH^W9UmOaE-pi^}&8z+_bsTZ`c_LsT|Eox+orE zrs=(-{>~5B1`)*VUfyMFidj%^S}yycd%5vWjot&A%$(7q2C)LY8Uyn?^By%4Q32}q zbKR+Ki@qJP8qyBJ{1k2|=W&VJ9iF%K}A{dVWlJVmU%#!Q-d2AzD|jL`FF z$psnW28Ir8qTto%Eo~`zM6eXfo`mZiy%NJrYL0bxVV^G5yO__|cX*Unc3I$Nuz5~~&{7AB-e@_A-2kUQnf(B+k-mN40 zd-}8Mp~&fJV7%+(DVu*7OuPYL72=Ha27gbxcYmGk7P$6}{=xKbFy-FBtStfmW9eY* z_6Pn){XV$%-wXafx`HPS7dF?t@xYb7cO8$jTHSPFdiL`NQf5d2tY9n-4q`>MxmS3= z5$VeiUOd>>qx$!fS8*>S;e6TW0BtlVo&~c;f9)H#X?rDS^X?(}lnat@ix6k`H@`9I z;&0?wB|H=3wsyTO)5xjrcn7t_Z0q2)ui=0HXdo%AZ3VzRI^I8`s(_y-X?5r*sTuwD zE}(;qWO&OHAs+dgDcT9?K z^k4BJ^a2-Cz|N;|UFJCbzdN6VREm}cHup3ce&FBKE4cM!D~Lk&m3z^J{rt&a&fJgS zA5;DJB>nQ?kTuxEB!iL%6@Izn=g-Tk0pix@m6hoqP8-?&;s>zF2M)}S{%|y8Q`o_P zq}ovYKOgn$xb_*!!dzuV!{7g&r0o4^>oG8(-Ye-xN&6_JuhpleE5ed%P*m zW_7lA%AAFuzYAZu9SuCfl6>x>Hwc#R`rPuKO1A;bfej$-3@DaGYc^D%&;{idKp|Q$ zyQ7&MSpdwqkkiP=m8C}hOyQnesKdOu;AeJC;6A-G47T*v^@5YA;8rFFl&u~3+-=6JvE(0y|=!yE>s^! zeMk6`Kn&w!KqFLWPbRS}bgwh3;l^jmXAb348JyKL;eN)f8CL@Kr+ZY*7)JpRms6AM zMvQ@F926H>khGoT-2@ad7Z`8=%hqjHU7ffCG}ib1$4`oPehW=mC!?g(J0sq}vOTF# zK}M6*MEOwUoEA00i4YhrU#M8M0R>F4D z&v;;dNMjQasmbTm8K(FV8%hcW_TVJQA`gH}`&9luu#-|;{K0$(Fn0BNwe+14lIlNc@YWloP81lBGj(FmLD5_z^P^5I6XV^$ z=d234@>M$^u(f-p$<0PW+RXOt#JZ)e2L7yU%1bhc{&mf*bdu0W1KX85-YiX?b6N7CU#EmqvGUbH(d^jwcMoCuBtFd^xlfyBDGW61+QT|PMhC^m!=gy2V1ucY%^pgR>1b2|i_ni6k`c6UvX zw5}0n^^-8^ZyjnfN$@gecvF&lA18j?WqhJ3E&_jZbgRuH5^VMbRmzhjo2pq7?7(Pv z-@LutEUE^{1ED!Vfi}% z85N}}y)otr5~fT~>Ionoc+sqgSZPzpj4|=f&WL=2yUCsu>Gli_Xx`$w6Gmx}-hs*e z>z%1?BggzNMz~qj6 zlWU|7_b_s@Ep1_lTNt~g7NAnNYx-&JlM@qk^o)-Kw~!ON1&+{3SyF+kmn?@)OSs$V z=6F8wYovSkaa}})G@6!XyTzkAf?ST()HU9m%&Lh8pQCgwF{Ni~VLu{u0$9&P_1$1*j#aS~lEoaC4>*3BMu@XlY5?7{6h_VD=75E?!QZRAL4?6a$3I zM3P6#X0UC3iEd07yCAd)lt2)NKF<^grUds)7LT54YYXk~%+(s8#y=1DP4m`ikU&DA zzQ{2vzXYuTX(C`11sVxGH9NvmKpD~N9K!ab$BSKDMxX3z;9_%5u|A;TH_+~ak%|GE-Sks^lHyVDE<>Co z7#KWrED7>~RU9jGTg!C>4QXKjGYrxztY8kb^xQ=?$2BQx^|eDa!b1;mL@ zfmv`{-O8by{FL>#9a5+BpI@DMpJ_47x9Pixb;b{h(?*8y#}E51H{1PXSz;?$D7fkV zoJ}P@5~TJXI*#+M8xUG^L5<9Cv~1BSrY#(hRIY7u^cE9f;^(-$c%aC?280v@r9Lmn zGX|2T%7-?{Tglfh0E3uECOaw?Z)9Jh6Vyg#d=sKBPQXHMMxK+qEiB&YB%$M&9y^&; zWiAgNao_QLfQUTnFc|aG^U2Xn&iM`A%gv8|BZuUA_@b>a7|MXt0cOo@G#`vOx6WXC z7YW$HDQ?pZMR(inBZ&16bl9i-UoU`@x{~?8=o>++zie+*Ai`7=IVvcxJB}`>7ZfoX z+A&e1H9OI9V?%iXWKrJn0_O4}W~k(CiN<5~!Tr;t8>!p{Z_RR%o+otDJn#FFDMAn3 zO=g~xZRVKLU-{zM?UN=+)7MiV&3X(5bMu$hryp?@jfv_np z)=3aCWL1?JDmxCP#L=dH8$y0t>vrg^?;A06 zhHnErXs%(uw-cacT69~Ir6hc45HqK{e~vL;FGY0I?PWyxO2|Z|LIc5#78Yt%kB%~n zUiYl_bxdDBC#5FvG-Gdg!1(=`J0{XDltT+rrY1~ksO2bAA8+Z`a}{n|fZ%F!5Wrba ztXtMt?D{}5CP?8yhvt#n{Kzi-eA^GuB9Qru7+Fo1l-poaj(s*#_7W1H=%EP&0RG$* z;GW7zaOiVL{z@Yl@k#LYxwyC_JJ@9i zt{VdW)9NpojW25LGJxt}Xo2)3Np9T+y<<0p8T-82mJ)eUay3f;X=>Cx!YGpGJRiML z3G!@NQ=lSTO)oHqB8dc2{;CyC3(PdOp@I5@G%&|jMyclgy<=C}PKEZ0Ez>a#0V^U( zB@M_nmS(-oP?0_ktf0FIa7Mjz__jOJfYQ{GOy#QXl9@~i;M(XndeSQo9@#$I`^u@p zSAp|k+Dt)(Lo~Ka&r}6i4xD&{1LIymE_++{p!OOzCuWAzPH)rAsS+ZM5+*sK&EKaY zw`Z+v`igC){yL_5gVwjH10+E4&8y6qeUP@WL$rD^bXIBp1GNNCLiRQYHFG7Yq=z%B zh9P{=LM!BSD4l6h{b&fp6|4Y_gqU1aswo4iZNl`vo_i6L@B7g#9BTEGbw3EsQztjX zx>#VUnk2&Cn7ZCT1Km$CfTt|{KevRH0IEF`8*Nn3(S~$N^h~xI7!rbSuH+rtdQZil z2E6uJCZ~_Iy~~oh7&pLuS~7h@un2g2Tg&H;1OON&Gy5*Qqr-ky$QbY6`iY4g67rwK$RRSk+mRs5 z7NwH^Wd3->Yc46hU}a`RABt&Fqo0EcweX<>@;>B}J%EfY4|p!{s@PlGW~O~>IR3E6*E4l$uCM+!WvmB3G6^lZ zY%SJ%RID3M_0-*T2eQ#(kS1gxKvdfMq%n+HjqY6w#0Vt_3C@ojfHVYURokQWb^VgK zd@!U9wx$EwoxBYv_B`0&Nu&bp&OOE+bM1LaU4ky|?(uKo_kgp-@g&Us2qZw-OE;-n z=6g@q|G489!_I_Xpasz*<2MXgx!^>2|nX zJ?Q2G*=rzT?4xN;dj{QWbbEfFjFVZD1+8FT^o4B-=toq6>ozy^!bbHEeMj`P#0jz+ zP1|+1P#-a4{c#Q+$QB-0DK@1iZ$r3xD z$^DrNtg^=B&@gZNdz$R3Sm$eqJ9eE`O>``Rj-@eXBCWBZu0S7_bGK}^sIjP5%mV-; z4dPULj|MNl&E47s9zG8YkV*ubN{-|X2b-Wc2rf~ldMcJe)^_rAzlUjRgsDXs?6fzqD+-exuN!47c{O!ffu%vEr&BoyP|M2`ps0B7Y8A&ti-yQzAb4Ayd;%21-GwvH zQ<8pSDN@Jui>);<)apYyIL~{m|fp2ByJY=9X9zH@lmc+)IyGO&V`yq zTCxhj2b*q#CyIY=krWTIbKNHd(DNDdxZXiQkqy6q{f8A@CR*&540D)&tbNJ`xnlYY zKjURl6vGb~=wJS-(eP9DX%1)$OGh!rpo(%+^FzY0Fc z>#m)>_BahF_>Q;V`TqWqO?RFFr1g{9EX{bn2vL?xX9=ka;i>@?^vjEl9T_T0aztfF zndQ#OU(%^*^YlWr^;lzhzXcL7hpQXm&25_!6K;_jOrnORIvAC8y*<*K$awoc3$-F*nZqX-~_DBkX=$<<@oSB9ou9l=A zWJJN|PL^%Lq(ri7`%S6Mj-H41RcYd*Ezq(4b zi1==zs@u4(HV?p!;W1%{3h%`$c;Ld*Ak+Su1nIed5NO~prFhEF3BwpLZNbFL^c#W# z)rX$Y5uJFZW6aw$!iblTZwm?(1iY>CjyN+4bJv17#0G!xvM z20sn2oXc1@I)P3)F1!$BifUVx!wuIXT!9W1d#?I$5&yypPD|vo9MOa*Elsw9v$70; zzrRYXb|kFPTF=|Sieo=K8<~dE(OvB2@2v(tSbGCAm*Hr39GJNuC*to9>bJnPkHQStOAEaCLjbwKf6?x;?$^uE~`xq)hY}@|psn zKR7S#F!0tDsCUwVs5KM9Y#=C$@i+s8&o_UHc8Eq?bF%pLP|0eLKR!`1GQHEULFue>Yd^KQQ8^iDr#3=>%XW{x# z*c2pqa|IBGUU&Un1zO5b*QGD)nbY5_E@*ju2Wy%qsU);Y56ka8t^~|}wfG3z9f2l zkZT%ZzS0KJ0kk+KC$}IT%3d;|!jvhX8@_prP1!mMaJ?z6)1BG9r9eHL+AOL284$0Vb75o71)B!{{M)?>$fEb=X4BRLv+2KeKldcJs z9%il?Ekn}Y2&F^SDgA0t&$L#9=_iPk?iyQvJ}SG{@AmIv9({v_so$&`lgxysw%3MD zQQiPx@1<wJ!i^1+ERd{+{*Dx1c)A05}7Y!?G+j1PA0sp0Th^C>Xz4XfL&fzpwFg#Kaosmqss z^%N;tV1niBz3@=l;qP(%HsqTZzHRPog#nBmD9A;8GA4n*JU+?;*aBq$UMew&Igd$b z`mz5?{evou&NZ3W^0`qV72{Y+rUsl_K#TtA-;Oau6QiC2Mu`KP-Wf+Rp8IzXXLB6g!2T^+?&y*@(c zukjP@-gAr7^d}7wx?+3bnEw#XliG>r3e0hkxZ4%fYh*wXv`@=~B6ogd==v>?cA(mj z%j3yOu)rU$|8wyyKu+(;kih*F%&N)1zV8E^W+rU+G+k;@RY2j2Y* zAi-Ycc=&)eMb6s74Kh#uk7?clEV@H#Z6G2_*zy4ai1ty)u!A)q0L=h^du1w5>EAIW z*wZNxf%nM4FNz(y+5h|ks7ZRQnaGaxy_5vvr>LGeUc1W0Poybx-}Qgx)BTG8aAmxI z_o&>4Q8odH1p@x}rJN7io7uhS#DDxKz;Vj@wCth(z70E=S2iAR^C{$1uQG1#xFeKZ z0giOezBKu_St#ecO=d0neOCUL4gAxn)Ybye!?bRn_SbLc^vAEdY5{AXaNqq;+~DnR z;0RD}iD+K^%|ZN_`EpKhyi_h%{5m^7fBxbEM3DM1a-RJ;ieHC2NO!WYd3&}yOg39P zr?<#+aisY6yNB^^a$aw&+g{Nz%jF}A;mJX>km(CK>vsfL9d^!6+%)Eqr_3SdTLZY{ zpshIl?Km1-;5mfIrm`=A_4Q}!HiajhJ;xHPpMy5z zP9n)S5GP~w&7MMh->ewx^*)jupJs$m=^F+Mk`hR&IZqpo=JD>al-LjFyu@Lm7zj z=Gx|(6BAt-0!id$l=5~B!t|bF+a{omjER1#7uJo&cHk>hBQAGlzrKO5Iz6M1^|>@% z8Qbmk5HZl3!B%b%_tW(P;> zzDh>zpH6HiD33NQjP(7}HK9acPd^C9{Y{Vmn)9d^f{Rs}OMg1Bt@nXhJKS^k;IE<1 z&!Ndyfs1&>F91yV`PJVa{(DK%|GO(G<0sPpvlqbMDd~T!`rp?5?|lAeg#KT!wCaMp;dH8)q$HA&QBW6xFq$(i$T0g%_M@HtykC8*B;RKC2M47I*|^eS6l|JNkw zhtFzNCVj*}0!9&@aaeTVHQV~B&@xDP0#aW-+a6EmNkEIl@)96@!oOXt|ECii+OQR< z?45$e_kIFzX_u~1I>@0c`pwQ~0iN@JZjl|OqMMe+y~S5m6_348%7EG`G{*~b=Yz0* z&I0v&6#pXy*nbrKNO7wBQw=2T)-6DEba3V7wQF=kS~93YUSzo`Q4D3dJyI9k0Wj8k z-N&(YujGP(T&N@qA6|+9!4c>|5G(Kz=NsuZuNgVqw&NAF_Tk&RM-0A5Jt>0Z6AU@> z0B0THI)}#(KfYM7bI8xAdIw=NpFmW}B~ms=2=W9C6y`e+&PhxT z&kWaR8t(W_&R`b&w+M(D87stO4CYfuTcO;fCZed$K)%aXLk za%{PXhu!6ED>C6?~3RqDA}FyI2Otj!-?`Sf0p)I+?r%U%5R)XdUml zqQOE=gG60>eCQ^~=($IX&Q=)n)L8HwdjIMPr}UALZS~#!!Sl4dugD33y3Y-h>>%Pc zJGnL{h{jgS5sgkT%hgzpZs#CsH~^eKi%OqFGzRU&Wg(D7mxFe;`@?-ZYHiB)XQ}OEQnAE>Atj4w6V#u&WEC9(%Hv=A ze}kYwpn;+T*+k8p6x$$G@VSh)k1mtG11v{KX*lNNEAfx17e@@ie)_mh=#SuMG#j2a zngjr#@mGGQ5k~`0`Gn&F*dDvis>y8v059oRQJ^wl&Z7pr5_)qQA~9r8OZwc~gzCBB ziGW7$OGx>bj{f0c1CXd@r3we*~V;0dh}~B3}x>bCphe2LJoD301)iZt6qwN zsx?L3Sabg%>-B$ikPZ})qle%V62mtkI=zDe2>EpFSujhUK(c9=kNzE)_;Hv&9p$(M z6H4x10=4@x@G(}Fn@|Z>Zg-HCh-&P`mkOBRdv5BG`t(;6V0WyZ3S2~^sbVDfKb_z97uSM@2a(C})!t%&EADpH03EwBLA-W& z@)9>N@}UsU;%T4p@pogA@{$~sjJ$#BS~8%{1j2ZIpssHRkaR*RRJ(_VRC=Ir!oeT+ zzhxf&dif^)AzycDCDFBPeH1+l025}|67OHYa zgZ@Ud(Q9GU;!w9Iz;}5>)j;=`(Ph{+7Gk46F_?~BmNP{+Z)T5zCen* z7Bb0w#e!%1{{g;Np35q4EozR$~M4P>?q=yz}Vz=41%961dGn_Zz_4b1Gm^ z=Ztu9w|fwhI5VUm4+c$4%gP9g)4t_4BW zG5`*{cIoJ)^TVf{ef7c(MX{8{AI!|dy;!w#e3By}#b-byNOekLNHsDcnD!4!?lMjPVn}Oc>DQt11gIiKHTYD-dnVA^ zB56DVx(^S!0d%LHKe9IfFcN>0qp_e%K}^^RXo{4pv;l3WTGkg@^GuiD6i zQvOxeWUT;L3Z|2}zYPCTEl}aLgWcCR^-@p&&Lc>cSk~ct>F*bGg-RaZgy;XW6}*kl zSc*uG$C_&@?{C*-kn!_{lvW*(f~DJX=I+z>#~@8n z1swb%XS=@x1*0QfdV?^YCrUA@=Z=PU;FgpCfd7R&?+etpJYB_f01jZLdQMypcB>Y_!g~_=R4!?N zO}@3Rq!kcKi)$XApPe1_`|z>4D^&teaS@LXGj`973NM8%qIo3i!)P#5yeTD=8x?s#^a5V?XIu08=YNr3K%#7}LOBaq>+xi7@@U@w{Jew+?*m$>}< zeE+aCV^GLERGae$#69IRxF+WScl+n`{9~d1yYIhw`NtaXTE74G%l{A0Q7w!nR@hb- zc;@dgj;H4!pC>DL@R0o{#q49h*^)zc{`9840!g5XYzh((LDJ`g5}^2_7#K|pnQMWY zxanGlE9p>8%P1tgzHFbKwzqH2lC!BM#zI}?=!k8+QHqBRC?0`m1Li+;{4G?C3$NU+eFuna zI!sQ??8XAJgP>zq9CqLVyOUacm95O%lN@VOL#6!RzUFYQiN z#DOi);cWWidYs;xKLzs*Pz|fF)4tcMt<@gHH4YuU&-da!Yo%|qD2ysl!C4t4aLt(A z#jJs(puu)m#I1hFA9TrN1GtKdo1Tcn^Sv@BSv3&)`EXey_ReC;xr?AK6Dq~gHt{Il z6^udsL4GJpWFro^URXb+gIMjgN>G+{gW`~HNdQiPvv(%#bs7`OmTelV069##Ez~fq zCrJ+q$Dt&~&dn0tkp{mN+On1%JSiRSTl>f%JF}VMGiy-!2Ar z=(0Z)6gA@b zXb*Vz<^u7a))m4JaO=1~&|RlPcxF@&6Ypu))+;t3kC@{KwuiQNYZ@tp;6p76I-oFB z>jPAL4QaxRK_Q$C=#WzIQ`;i;0b17fcaPf*LWSDY zpzW4Bx_{RfH}k&+GU$x;IMAaIYWQS$FFU;*l)PDXS}luKL0a;ZVX#98NdpJ=W_+3I z`h6Fuk1SM<?lxJNK6(;Vjs~&pX|qAHI{sE;SO-0Yg^EL!(oB@>YP&0C zYzcNRRzU|MyYm*f#5#?=R~-fV9}z#soZYQOb8>-{c57Efow7y-+DO)5ea5t zokM^Eo;1)hHUm^Y7ycA0`ky-hY6WiO=NJ5XcX2I5eLxVedjPU4iVzN3bFY9(RK3EY zJ^8{xPLL^ow$!uvv1ZVZGH85jQ(#en5*lMUB-9-Mfceu6+K=LMX;~MAQS^SZALAB0& zXY)Xh1LFq%-2+KuEf4ICb1qbMSEu~+@4^#k(EE#OL2{b3|1g8L2Q5@aRleMCV>cg- z*ST$t(#=cuZU(_S*c)!(|CPX}v|BF?HkvNRVb{(<&+yi{J@WDC6kyntp+;ujKn>J! zsgWl_1f>4Em6xEBtV$1qy$xuNQrVEn0rPOFcEF6a+Q@Z-CSk>Z7jus<{CvtxGaFRi zu&Mw&gZItHqc&UXi#9RF?l+-=%I5~1kW5mA{r_O^Eu*q(oA+TskP<~wK@^crK>?Av z6j4gLQ;<$+X)Xig{viPyD~XYyFmATnc-i`;0kf zjydKSg@z+$EssvqK0*YZ%OOy@)0f6}Grkiy<<6UkMG#0|LrPu|kie-=R{-i-&r4st z{oHB|!-_DNwFq<|&YVHGx5YG21;YB1%!;UvUpv_PhUg)5S%?8x&XSGt;HovP1#O1` zt{SMc_*sAb=mh74_x7MuqW~miF2;DQGy+w5N4bJ+cOR6XxsbRP(ea%DIkMll1pbw5 z)P+N8(fze9bAZ^JD@KGMFGy3g9u^H&IZQfv?QlTo9&Bf8uNx{mofv6b4%MRb8MxtCsS0f0>nEF9|z#zBdc|-)K_UnV3+(!whBiJM? zl-Tkj>tVW(0hE%zeZeii0!kU3tFZ7Gtm_H!QStfsS8PXz!J6^|IdX1Z|8OTVOShE& zn9uM8q)>t$Yab79;wD5h;iiT)JZ-|LX3WDGDN2@!Jhoz*z|ZmU2oBv5bPc^i2w{h) z=MIj#6gL?;K8ns8AK`6oKz@{IKA88F9<0a)paermiTgWZq6KgWU1fFe!8E;DmHgIy>21yN|k>^+NJ0zAwb_Ccpai#RePlGudn z?~NKm@^`YGk#`03>huhdKNKd9WQ@z<>{A>&7PYhkv7VM z*Wm#^sB>f}tk?BakF&4Ghv7@UkFse@vM$+8qDAJSgy|9#lRi5k2(kRL!LHNr^G9$n zqzc0-#Z{@=qwpNZH=j@Z{MVIND5;XFz74kqVouGfA6pEZZXYbd-jg@K=CkyDa5MR} zne-11PsQU!N>lNuRbyl0b5boTbL4LXMpib4Z1J*}iD~#{T|(WgQ|FeN1;#u=!yeiy zXDaVA2h7B#J+RDeQuY{hB$b_xoenJ2uJ9;6)KXI3Kfk8U(&KJ;MNU7Z61`M;SYh_T z^+eNyxaNebUY&<}DfOQVJEw|6)>sAgSt<8j>Jn8BOFPFDc|@9d_c?bDZ(cY&fj}9Z z=5yXl?E-FMs0x7$xr%mtdo2E26(_m1-ZySW9grusADh@6ZrT*R{Uq|j<#IKP7ufm7 zy5anqAVmZq*OyksI$K`mb}8%{Ub!C=J0j3t$oAEKKQ-(^ zv2Lj|LEqGB&Fs|)hswO3BEt{NvuBpSJUlrF*XP5`5v6$~Ba9yU3R-uu5x%9TuXb+; zD9&!){4obYEw@fX&EZIbd&IVV!CF(!CFR?on_Z~i%jybw{GnV+EGI&~Vrmx5Ob&zM`k*o#PyY6swdU1Fu zZaP&xu${K`es7Mxm{>FU&y8Rq8SlQih(4PR8m?iW%*zyGl8^qmqlKA$VB)CEfcE{p)%KeJ zWW?(iVq8YkH8}btdz3gx*(T`2(*0%LzY8%h%p_M$I?j62vd&6}D5$%^NiuN?46W3M zW{~!4=LZGAH&7K;v;Ko9{HgK+QF6n=h&Hhk2;>-zFvCS|X$hp@YPOv7VBW%-Fpzg0 zf{8N*Buy_oE|u3S0|OcIPhsUnJa?6Z_p7u%m3q$UrL-*Ol&wfhQ|59( z)ozS(A$!;{cJ=JzI?N89^4+UN{9l#wt-E`q+gFrmzjWlu3ipEBbz?iqxFGI8AR{KC z#3N^!He`gb_$;U^q{uF(2i(v*3m;1{MH9Y6agd@CXFSuench#i<2JFoOh{Scp+7Ws zVZ~GO9oK|=&O;eWHSQS8r`T6$rR}UId?PZ!s0o{dbIDobEWL`M=%*q$p6qe(!@EUk zpLT1tx4WHrhn3x725HY>rW$UHc!LGInB40k+)oZDYvWbE)jxgMR$el8T|^&~^ti8i z6lrqe=;`QBo($oI-}?N(<&vwP_$m|xYois2E2oFou{EDmKBSJdZ!u9i*hx67h5N(` zh}IiWYr0dX3iaeA<{jCuUTyE*&0czHc(xo*9sS1e`d;CzEsySF^3?NrS{%~*qm$?- z66psg)@WEBt)3V4_`sS{X5lmmkwf7*5jT}9Pe;iD(BgGZjjw+5K1}wKU+b@}7VF!~ zRf?MRR%mK}G%fNrOmKSGfpctkS1!yopmq5<{Lq76W|i0hsetGNP_#?MgcLyBIx8}3&r^1{d1SjY(L#E;;b z{m_wV!@p^ZfR` zV<}y+{3Ik;tU|k+ODB*2{Ms~e>;U#01=(NU&SHbjm~~_lx8Q^KaJ24M(tgm#xD$?z z_PFp4++U;aaM>Z#d42ValOm=Ed}j`X!-({O^=?gDiu!!Y*D@Bav^f{^;P zV($jr3<4#BtN-{lc!I(U9BC!29q=B9;M|*ktACM$@`lD61EAq!2@2K*b-X6OUqc^{ za|Myg)w%>uxb0k5s{F63?dJ&o45pY_A%tt0&?@Vi$JX*N*?0V(Z&V=131cvTgw968 z#TN`BaUiwchG^j?&1qu&{)RtKaFUN_pon*R5q0s#&u@E6#=_2?2P}axFmIMnHuMfC z;wsUf!Ben>+TtXnn^14ssTaM3msHtKNEsz=Y_#2Hr#(s`4OCzHz+Bl>rG2CHH zhd`yrkh^j(w>3tn4+094a<}zdU@Z&)NTamH+;HZfmYDH&ydFh7_}%ZG(+X)lJa#%E zVwn2{*`wdKCw^)LwDRzF!Rt2M;Wz)x@aC#r!anprdk?xP{!`A!X)FHuylpwU)YtWV zmc9Kelg-vW7*(FL5MOf54HxHSfwS3LXss;-?M|%f0w@sI__x(Wjhxy7fw+ZxcI8K-;1cTJIgxNe!Qb)YHxD2d?B1F?vqZ05`+{I-i)F*}lViTG_%Mq-N z{nJZW6^ywEE`$5bl|*9XK1pDT|Ii464h4YSsR*_MwPFy`lJ|5=9Mf~3t-K;hrzCL17FEx9au?G@I=X7g@|GK4}P^hnFysR>j zT&+oh);}YCS~T>-W0O1{DY=~<8b0-gwEl;evSVZ{+0VNSjm;SBM5JJ+FrH}E8Q22> z6B{KW7uO4Xg2;=U;VRzveg{tmyvJ*J9zv&Rx_2DUgEH zKCVZY7ltmOKGM!>dwhOe`AOAE70>wf$ml;DM6C)~8mtL<069iJO5FQt9(1>IX< zsjmD)dTjuU+=h#EKh^~~7un&Kvy9I z_8C_;==@b*6aDKjrDl`e zfT#z5^yJ!T{OK_3p~9@mQHMNNa7ix@+Etu!ZSdF6-ku>Zt`Y-OaRZS6jQRd6Xve~z z;6x0@{y@{dE}x=enY^JF6a7ct-wyviNih2!5OU4MAD@Uqrh^r7od!zwmg+w`YF<+6XG7pU8%o-0;gUR5RW}WD?_OK z+fk11AeiWR(*lOi`XMnti(|^#`QMhL181>O zc!i+pq;Ifh=85yd2az@@_;N7fGkwjYzLtIMxZY;Sz)adW=sEumDN zUk5+_IsOF0F|#{6*++%}&eOibZ%p$KM>HOV&%%_#A*M`GtgjE?pm`lewjjqUTfHF| zO2=P?)TpXcUoj)e4`uWe4VNXBgP2f$N*dPWr_ql^jk2I7u@ilUf5l;c9lQ7k1T2cP zz%zT*OVGr406Ri9!&;X=gk}$Rr4g-=v+M&6&Cein*@l#t`_0Wcyfw^BQ5wCqo0?Sc z`%$R3WN9yn_Aa*z-$PVzd)suQ$Qg&t7{dR$mXJ#j084H((k|4|KHz%P3xfVa_(()h z(%4NPBxD1)H3XyrtR^dPec5tqQPy;_S@+H`e@f%cj10Kvu?J%G6~1D`IEivAuyEAbe9O* zSij&iti|62RSN5siAE`xo(fO*Qpki#`9y}1u>YL3_+b2QNvuIo6{(65KiLB4+p(vC zoPBwnv%epGCIvepR@KI}NUesp56I(1)Lj_Myp% zui_`9`K^~~wdV^_@*dZb<1(tKWvV5Jo7eLgg?fnJb_;T7<|Y~Cc(2uhnAq-gU&x!O z*wcC|#?28?7Oas?iSN1#6|a|e#~F{m%o>|-czJOF6rhPn z@fdecu1$A>*`$eZ;U#b9Z7#J8nHLCao^04OK@h0Q938RdJ-ZdBCJ~-8UP4AvV&;&X zKK97{reqKO96|;2!rk?`ND5~lH@-&7cQzn#Vr1;SUL5+MnakMQY9QCx(>Zi_ zUIVE4dGjVWd4bKyVA$0}@@8mWM8c9Jy&s!qnR9iv>61=?1hTQsD z^CV4oe0)zH*rqEiy}p;oEqfndpI&CYh@_nR$@O$Ll+$^Rb@v2sO39}Rm_xk%V~*Y& zJ*!g#BnL!gO1yoWH%Gh^H}4*vmvy18%-Ye$RO-HO*bvca3<@*$fCLGWa*aABdF6fu zI1_L57*^A_#xi%ptWRt^#-{HiIHMe(%BHQyHBt3xG&|B`l`Kp2?tt?ZlsNawXX#sO*Nb#><`_G3N z1)_Q>;_c1jci4_4eM%eT9JK8*Vxw(6JN z|NS{<(U$_8C>6`#I5~srNiB<5!EUJBwMHG$F;`-&q_Q~_KxK`QVu(`C@|A_X2r}0cXg%&Htxo|7WHDu@`Dd8r(=3 zG~M)|#R3RuKUUT7Wjk6n?#&OGMiBqBrvYReQM>GozkW2dxr`ek)0I3~BvSbA&+C4T z>g7cBB!WOvw+-liTYgS@Ds=(c374uls@N<8vB7#-1hWUrnivDLaf*dMao0a4{^!yv zXk%*@9a*QnwvgXt1-Xw6kZ0+?MPofdh1UhR^q`uywK4ekuaHow5cn5^0OXT0$p;Js z|39_{FJ16u+_aqzxMAa&X4|XKM*$N4UtfcwQ^&C%$Br{MjpWcYM09N&FCzf`|JZqH z5hy(tl-SmnqezFQj0G0<|Cp%2A51fUX#xCsjFB`QGuJYh!gpDkc_0MV5-TzU?UB#1 zb8{EHzgM49KpgbHcUO`)9W!Caz2}0T)UtJ=+J4*{glf?)x3%e0dC&eI^I#!O$F1|l zbBb9mdfGJVx7Yn&-jc?Lj@Iyr2oE1HPmM7F(~!jn;;e&mNOtt6rGSPTp(f9AobfV| zAo;&+OhCl+7^zK@I&r4-0Z?pvE4{tvhKh2m^IG}evu_{!pQ{j0iL8P*qF*$U z3@P(LsLZfb^5X(|t%U_MBy#)jOF~D1`1ZG-oqjp{foBdOLjW)kg>*bH5&X+p{Vz+| z{RkOtl(QLhgQ#Xg)K#Dg^xU7-`uCTil&}S#V!d87vty6o*0+Jk?m5DYt9}i%o4SH8 z?Eh<0j-X$YfyvDWPo&U(vMH=Q1UtX1tSn&!sPt^#qy7q^|MSz}TnH-qu*I5QBkVAn z0?FhfLSOyJ5&~cS%&h;{*-&6deg$(I!oK%NJJDXapOa{vN_sih|tS z+$8J&%pv@lB06Q{DK_92Zvcm0JMos_fM?2-BqUh>bCAeJh`&iN!9cVJs+mt#@@{%7 zMDzcTxmbCM%s3zu zM1X||E?o;CD&_)q@O{H)p7zfxx_QvltSIBGVsN7dftM4}vj|nASh!|tPjfH-eVQ4V zmJw?RDtU$wP<_bKDb7vk1kT=F(4O}NSm}e|nah8sBR-e_f(s0p=og=(kf0PL@qyhSGgsXewds4D_KPpbn8$zW(R@q9O=9 zp#O<8Xmk%kf5D7-*Mq%nXXpYp2uf|Hh;pEWSq2-i=D#cgp&u%UA|AZ07m!wK-q~Ez zpHz7vx?@%f*K`*(pC|<9N8iqdDa#S~WwHs~`voBUwY7rzur2$t3xKu9tm1X+ zd_SaWEnwdUahd$M*Qc>hVH*&NJ z2yxArI?RavcJ9#BBoC0*^P?6J4DuuDwnJScf7W>7B3g?TMHbTm0_NtnmHW;Ks#1~V zppnePI1RF5A^F7Y|Jd^AL9$oSkMWj}6gl&iMB2ZditfvZR{%@_8|i?g+FLVW;81iU z4RhjWfOHbq#`G7+@p}@1y8z(Q8S5w{WR$!2XFn<6;pAo?QH|sN@Wq$zUJ|d2bahl3 z1SJd&dlg{uqt5#y)}D;d_{=}&j1e2$fhIHgsKR!$sVl!jK6sZCD*lt^myEd~*kD%b zI(8Dlx+_3yD*zgT*5=~K!~S?^RS?t)x7?`5>YY&1ZYo9UKX+gw2Sl zCu&*KeV$Gh&IJr0mrp+ga!LzmM_q<42Tx30t@K~dBlJPZCAT82GVY_#3)&|&I^C+t z<_7%oz1RNE0MzhUgPWoe&#^xD>Tee~e7(DV3~FoV|L<`~}6P@}uJ+eSdI6kf$SN8UbhAF1LrH{S+4KRYcF8 zM!+T-q2dCcYp&{Zo^q<3GjOv9p&`>%!l8kJ7z~pT|QrI zjT0N=@4x%-pZREo(>UZ)tI*%+eSu|P%KS1BcNvMFOwHgWMogxF!VM+Wf8~x@Ot1xu zj@+Rdh4%Ic-%Put)g13%=PS4#Cq+KaCSX6x#ue!hU@a~5*GeE8!ssR)H+g(6N$^VO zv-mT*LjOweqstgCfllDForr%s07uXvObYj?wgBjC&~uw%ECq!?Yw+!}e9~HC_jfmo zAUUGKkzr#3aDJg#C;cw0krj{*d-#kIBH8buq0l6f>Xd7#q2}(Dw90=UQW8C2N7Img zSOAJI!A92crJY5Yp+f5{KxUBwyKRZTyVTOps(_*#-Fe1zP&6^-H!bbgnMgtm`Cyi| zfHsu>$=V6QMnezE4 z%^Q)N+7V_H&3`802oB*h6da{_fOU%yQmAn|@TIH~(aI+0D}N9CP> z;*bllg_H=N*hNkzzz&=H9ozowJ_ zCvWoa)BG=|Jnbjc?E+CAouCq^7SBV5un=HU)wNZGC<=~I8&o}>=g`hIdb$sJfdWWD zs^%LU`*U;s8SGyho*#dr7PkU`szM0x1|bfk2_^7?Sef5`q9MR54pL~>H#Wfxe>~Wm z5*vaVUyCM6>Hp%`(z)P3@L~=gdi*|U^S^HwI~2aEfMBpde7f#C4xaSn;+Od|FcK6k zSwji-zopn(W}@wzSSkKJ$u=Ms=Qhhq9?w(zCu{ky*=XQG3p#x7haRRvyTDO4blwBH zc+@O-RaQ_`t#1Y0o}X*BQz6ILUz%=?Yq>;|t=Y6}Wfk;K-y_+>=&&EF(7^VI0h2nE z_L1lL{15QiWd$y<(&k#=H`2voW0CeC=L}dCglfkC z3E)157eL|1c&P~pnXtoMX5NxpvX!8b1l~_ppt#*HqSN0O7*$UC>XL!)&(!GdB_Pu& zYa^xA&3V%!i~p7%^NIYOADjPIeyms{zB3cdyV&X0S;+k&$!PMi zn~hN=jx!;F;<@sFw`f1N0=$_8LR8=}(JzRmEdZWu1I$-*TXAvZN4F*E<|yNH$HN3Y z;nH6KFfkwe-9gygRMGBmi08pa$*Dn@poJjx+8!n%+BXSloOj@h)*FSpfdlnsJOr$9 zG7_xZ-3E*#a*per_kWHehHMKYuMt$n{Jgq#0WkuUL!O|a1UJn`=YBOVVzEmBA7I-8 zc=V!zAJVU`nzy*Dd3F_AW<5q+uj*Vd2&oC4TqbHcde&5W4-CH8 z0*1#_$tdb}Gc#Vr9c&>8?ImRHcO-baAmJmd;3Eo_nFV#PVHp?OUjoJRgu-3pDCg6F z%xa_yE*;h&$cmEk8T|1yC1g>&zBde7U-2Y1X-c1Qg9~X8uyfi6`2`j|7-WXzR)9&b#p%uFdn4GTbHpj{_BkH+eWyIlyq0J@O}#MSX7Hx3TpqlxiD74@M)nqB zL(re;?}Od}1H>Y%9^h$R&-R(lHH>z7^sddaeZCs6^@X?DD#FLFz0S{H?yZ3X!ed&Ugi8>&SB6^w+sa_+oT|%0p`_M;*0<(|nKIa+8 zn$)f6w6YYxe4ZZC;#UcmcePv44qJxA4Jmsi! zC|RVayWiI7pux`hwLMuukmY7aOO)|O=WSzfG7Wn6o}DpXEMaQH8A!QP>@=HXQLWO+ zG+1bDu3M5>&=#Yt0n4vtdpDxmxLw{V>qaaS-jom`+ds6dP>3@Q z@Xr}O4RQP(i>-?p@&z*xsD`huZQdUt`?eG+;r`>B9EaOzu~$SL?X{eWfTJs(52S*Z z9NgvCHixFYxx2)~PjsI&pkm-?C_n@>s(qo5rGCvCu4k8v&khUWek@k}{nVt7&EMQ)((sN zWsRTv7h}w?<`~Ou+;8~^Cx+Rw|Nb}BlhEwzb2Ze389FIT=SxbuSueEo*cZh}SWLQz z>D2WBQ-dJe)TPTNR+9&-oH6#@t7IQB1?oAIg>{s+ zxP45WUJ1=>yN6Itk`Nfuw!3xPjlk`zKNTdY+s7)esZ#Zc%`}!$M0@X#90qLfu=5zI zT!@|*(8#Rxj;YkK*!QtakF9JI8t}>OHU73Um&_3}_WF5bnxtGvRg83Ym(M4pKFW+r zHG(xU_t@NLR){!?_^k(%tS}BLq;ZY`A$vE&U3;uo!EmKaD!y#nmQf4ktl8Th!|6p^MIbB&T)(GF!2iBYnqWzJy?`F7(Bci2L23I7t#O8i8zMln~|48xMSZXo5t z$a?goaOX~mXO6Rzs!>T(f#yu1{?}Q1=EE#9264CA;!+@1pO8{ab~y0*R`TJXIWlsf z#y@;zxW@mj$L9VfvChWQdi18u$*~xV)R9u}X)o_FTrbkMZ@b!^5UPJE&6GoH`|TUgU7g>Bm@}>*4Bd8x))DhFQIy*=CQ@!6>y%pjYbnpDC(n*|n7P^@kEb}Ro-3-n<(?g~UPn{x3(-v>79 z+yc5;oAauUw>Hn~>W!QfD7mv&cAjES_H`V&1lQ&a3yQHjB~Of2?qs|pMLe{dOD6NB zOr1`~_0=ySRM6bVA1tnvXy#4IDV}5d ztnB3cy+v)~VAooikEnO4cnVwFWdxUXC|hTsCf38gJ#3*n{`QNy!u^d^FSR5!HbuaA zq9YZ!n(IyD7AA3OBgEL{n@3zfu^sMh9wYX0Ok9sE^^7Q;)Akfl%dz<~Xg#l|)}&({ ze1GTTN#n)JfhvNOK;0pKtle<-X5Yw1)1&JZ$(Yp_>ORi%A3g!<<)rY2pYx=j6+xe| zv3{xI_)PVB50R|XWFR-cQ)MN;l)rhUb)Jc_^VU}f+M%9Bx8kC=76D#|;GyTFNK9hD zsbJnZl&V%AIh1KU$-BR=evWZlhv)DxG|p*~x~=lT(qXu|;C6Jj_cfk%!XMj_dztKg z_Yc+hV}-VxuJQTHk7Nj`m?hrU)F(UW zvreq$EN-Um>c7|bZW9y4%Jw$cI|$XUuC;86u2R_#W&YvZ!=>7L(^%Q+>!U+wXa{Th zwTJ(-NZ+)1Lc(c=+#@kiyBqveMDfia*PBUf@&jnUdcxTO82p-XqMn#}rHFg8flWxW zz^dU&>5D~Qz;|`drjKLRqQGywCNHMMG#Oy=ma@2sLr>>B=GHU5tjsZwt}0F92*J4^ z-ra-Uru0HPxl8_TO|E0MtY^hDlvz`oA4ZZAR1v1L6Fr>|w>NFov?+JXvU9S&1QkDB z1?V0Vr~1z3U@saX$}mBL{%F-@>fMc@6m)`0GlRyi`DwzdevGg~A|}8^W4PL13nq%EbJJu~H}vc@pG-wBc}A>sKE*}rq^27QpE)L( zO|&4H%go&nYTk86Tu?4om!&JqE})@c(Mv~!Rddm6--)FX0vRpSI_*U-nLF%8g4|u4 zI;W|xs8kl+&)T_cSSt?>EPHE^6qRh}YV%{&uJU-OHwv+29HU$jd0!}YZDKc=Zbf9J z+>5~J!r0tt>86y^qlnBv&_Ru$>#owRV#wQyHgKeVc#S~MceUa&AM?KNyQ4Bd2|&b~ zOwFu_=9+G*!||_`yXi$|yPBWeIvW}eWy(z2#z@;)U8Psj5;+?^fQuz9%-Q>Ma8o37 zyQZtBYc2L|yWSxSqMOQXx95o*l4VleF)k1EZQ4NWpGqGX;vrsO@k4pkoRg> zX%UXA4<=njsrAC$4U|cjK%lg?OusD}+hkGu=LB#d=q~Utb#QZximCPYC3A zTU7>y_&5Q{X3^za_ik0PpM9Kp-9a;HZG}*wn3r<4*}?kEjQ@qW#is=#ak52`J(21@ z7Cs6AaY`KauDyqs`wmMzj5FL5BE_%JDPYbzijf5BjFItmD7e^R1b-V{Z9A`zC2DPXcA0^R71}n(0t&(DGDg-cw-e;*%H@T@H{hB`3MCR> zdPiexWdX>svMJh(-{S$x$H%uD$K)Fw^sq43GnL98&mC~$#+RMpOVbX(-4-pIZP;ws z++pnY_gI>o8fEIVU4Zq5!+6k>F$yE zw<^m!w2SL&Vzo;Phl@{pPWs)fW49jnd$_?vsFcI8-Xt27?S7qSpscq(Clp)5H+{Ir zlDDTHg?V|XqeoDlIh}l4Rk~}-e)_FR(U^^MHSXK0Oe$)L=KGKO32;ryWr0up6=5mV zEn%8mMiR-hA7Z0R=;PhrVUFpog)COi`73g7Fz%dCRNoRjfwL0pb7RVKxxLv*?@^%F z=BiZfKxRy0P514|g72-~jyCU&xo&xd61ukMylC>)`+ z4_wvVyAPiUQuA9)aGbAn$$cFbe&Trn=JeVIZ;W%Kq}u9=uG1XDm{dBa7vIY%2E5s8 zl8Wh5Ql1pF+PUQx9(MQI+AeaRtp%0cWz95~Ff#coU7J6?wK@+lda+lC(|Hp-5R|iz zF%nd*lzlGBI6EI&N%br?To`M!sKrL{yCW-2SJ13DK4MW2vB^T z#?tmsx-VPzq4@<5v)Z*m%e*mV0{y0)wBw_%KlM%98+(RTFQ^<%Rbe?C zV3tT97pbJNC>unRLwuTYd*=JZn$dt=6RQcdz|pvS(5&BbLbTti>WD+{+pmESb4%Fm zG@Kr?QD;TWm2&)GA(50o)nuNd?Mi*KYpp70+IE~XC;>Z%$|Hj-RKUk#g&sFe&m)n$ zvZs|>YqtF{#yDjj zRhp5K^cC;Q_+-J>(r7Sar@fx4l3@xK&Sxfs=&TbIM&S86bQDs^k+~P`sSr_SaBE#`lm-et{LmBL2qksPn0of>x{<@M%RIVy9>OH?l^ zYW8&IV^lT)1KF$fgfz^umD0JH!pnD2%Bh#i8|z9+sx_^Jzxairq|>JjZKr6Qp<|U0 z70=YgTWFM@kKdqXo*}LwK^-P{xzXw6P)gAvX6C(-XCez17fw;*;4PZJic>pmpJX$>MupwUD3ZN>&`*k;EK4^> zs8Fp!ngmJc{&R3}Eslye#~1+|PO;|#jM#u}ofa0Zbl&z#&{;sLRj*Apq)hbwU zi-9xe?p$2AU+p4_!i2r>8kOJAU0Eq;_r2fI++ z=^gQnp^tUcQPW>1wa|@QF;{&*h2os}!+Ac|T($6M3`XG;ThrJVykf?o_32YwQ)JjA zX|V{>WzXtbXMQ0}XM%jHboTN&_KolLHu&GgHy^no8c822G6IoIH0fc5N$zlK z%TwUUQr9z|$1qIj^=4_G_Rw!U^1yX1EWjJ1@g|ov!hPh8?Q8c&VqBv-ZJDA5-zH{) zP`+eRe{-!n6=iItdbviL5@mwrcT=T(84L#4#rf{I=q)4-_qgsROfYvwO0rr{&VTVY zojjk}u2EGHCwoC*7AM*PJNY?*{G#M_VC%^Mvt0U?y0YR%%~ zafinGS>$N*SM*W5V-dCMeWl~V zxf6*lqXd(JjgBEp(bmd?0dnO>t;+0-$JHAhFd?fG0kJlk`O~EV6A{uMIB?B!6ROQ~ zj<0t)8VfNJhgy2&du)K6@FV!D)R?H35_*H&a)yQT`vnClU_mLc3Im<#Gy}aL@L_xt z8~OBpIFnLnnuuP~q6ip}aMFl;w$Ut0hmb_^vi{KW?n_U``@eTHepdIYGwqwdZ@IkqcYkPM^NF z$UDqowUjGuOyeVtJ-$|_mp-gSM+j;$N)OoPGQ+;kkZZQMPo|`J={45OmTWPQ^4U3r zlve1S1$VN8eo#=f_EJal!-V#|v*=HCY$x>T%Kg(q6iCLhvvaQ2BcdG&gE&U6sZ%d7 z$Br8HOw~R`Wp~{ziZ#x~tV*oJ-Z*cL+RJTj@#kN$oHb#4QS+WFYrn5)f*fjvWO-Em z-AV@uVv=98iuxvf%2V=@dA@2NlM=GZu$0WEr_RwkRZQhtVGpKyeN#aPw@#N;1h6nh{?TS+L! zN&|$E8q_JxH!2&d&e4YGTV_bkrxb5m9;rz9lC0Bv6)61i?+7G2?26lbcZS9u)x7j$ zB505%%sFKkeo_>lj9KcE0zD6_C(FQvc=z(mIb+;YoB->-DdqBv_OHjSUcFF~&A&>B zCZPy0K1DaFhoPrpwr!ljHT29mN^6bDHa0HL6<~krhY8R-JyNPcLVu$sFDx+^wJgCM zCFz}j%@DHW_y^X z!(6nKc3UPvRI<3gz*1ErmE#)YNeXdIZ_m7o&+#+briN@=Ar7~X*Iv4+D7UibI{*G1 zrhIenrA|>R|63hq0XO1n3Umt6IQA(=)=4&94hAsx-s&N5q35PxWHqs`Ms(9@{Wyum zC40qq@D=K$P}naoUpk4wo);2dt*Vo@S!E+VJHbU?*Z0oAMEvoi_kF(M9!9cXteHJy z>^_~5I}*61cY7lN#}NqAuYs+vTabH9RrVbLSxdQs-vtu-$C6jsGvp@wL+Ry}d)i{i z_&Ept12*XWD`(Fikd!<%zh9;OM0$H>bdoJ#+<2QRIKbcLlYirhu(zWtgYq#B5+sLL z1|wX5Woc0S1S~X#fv+i5id&!>;;s4%$6z-b(A0hF5zikocS5jM=R=g$M!dcLigTvi z_KY@LJ@9&j4WvsXq-0SK2SR2ThNSEwF)TrkBd6f6z1(~`6m`CEp5FyT3VSojXXlgL zncPma4!d}hqnv{(hBENFPg^K9ngwe!FXs(?paL$r`W=4_2$npO)CS zO4uwpBs~BfV@wl_F-^lXoB?AgKWfvK=cmG10)Ep@8=@R5XbRpMFsS*jSe0n(-0 zv7}u$7&=(=uj#7upjIb6X7Iq+h~Xq{3C<*S46gQSw=&)&0@hPdCSI%uZ)Vf$1=6Zx zlsHnKtY@ciR@Tyx>c<#dgId3Luf62#m0pdTSYr&P$R+x2MwEgO6H7y#fO^BxVpn&W zBLpUd{;0-hKCiYFj<`jsD7NU7kD2?RYTg^#ur{Ku9BB3Pdd#Sp5%g>&Y^Ccx=w;Nm zE&qgOOxKw=j*BuY;>cO$IEZL~~-ZDn}S-8S!FpFKQwef|>lP&M`rQ~P;4mGxLL zLhkriCDhBYJQu^}$ltTQT+!s(u*jh16dm@NxVE1WL(cICk$d7N5(7TaG%EEf= zWHK9C0GH=s!bT4(ilTn?xzLTxLU3DMGG9)8Jb98#pH&f?Q2?jJ>9TSVC2Lah>2=DZ zo#`*?D6Mn0afxc!i2UB=uU$qrzZQEQC;h6|qc6LTtTbcX?-yAV9ZeFf)Rp`IpH$c4 zlD7SbvV2tYXWDaegy$L6>}QyovB3rw;UUS0x@qPZ>cN=G> zV-`NP*F^;$=p?;+9yzt=;x7|2B!Y{*E=6Z4cD-(6uNHSXIHQzQH(yqHKj+!JY4HUi zV}n#Acbs+-J9k-yR)EW~-p(LK2fL_)USr%$Oxpd5!0u@-rJw-ZDd$xoq;ORR6KjY$%c zBr!iEq9(~2os>-K^<^p-`t;wVvmG<{c-fK?d`vGQP;T-<*w-;OuT77~C@ma|tRvwx z-&hxe)<8`#<7&LkGIQyLv&LGsDOGm~0(jrCYkmTVD)ugCAVOv77QwRBWSP66nK$C; z!g56h3zP7;Jd;2r*(X#YEzHjTBiDMa+#~e4AvO)uB-uBVCD|kHwyIQfUi&S^ip1ZF z5|#r{&3Oa-)-`Cqt>9DkS@xs8Xg+l2ZLz)k$$9jgdEAv&)Ec2`RDy4>UDrBFLi&or zUByP@^^PlJF+KT>*nQOW3B+JtV~W4YH9B+~e5@PEB;kfC5?m{86soG9?rUCFUhSv$u#nLZoHt!8~e@N=_WXZrW2yISE? zG8VVu)d)LWx$f7;E}rKR;8OOL-Lti;7BMOD{shcc?POD;XtCiOul0;qUplF!grLQ3 zM!qq^!9nlP(W$!-m}02QBRV|BJi`ZAb-CiI!f!7MYuj3bFKEEo<0m9^m30GYY( zoFvQK;|`Og%n|jo>|n_zPLsa+hHJ(u-DpKEANZ3#8xZHiFmti5PTi%Q71=xM5>72%S|7}r=>F&NZ!@js^;Ky!}s z#KV{ehH1eYD=0^iRey2R(GF3YGPnI6b(!eRrNJsPjWNClwA{_EXXKBLOIL)YHH1zt z6n&(w)Z_UERc(%6gznUT+tOVrze&(7jpf!UL8YqbbxW{`O{FpDk=d)Msg=TA)$`*X zqzTepx+6miK>Pc0>+~?m(Vtc>_S7H$l!sik4ea=7}0FQ*kdl`bNT+{pQHWi_b?Vd8Fk&HR;{&RYC7LS+xq- zoV9NJRme_GgEcZm@kvrOB7Q|!QAawiR=(*BaTBKLrQ%mT7*dQ}_j|>ol~8r#5YSB^ zb*hnU1zMQd>xs8nr{On`*BNt3$!XqYi8m62^7^19))&Va)08~guTI6$Gt{sG*}+?7 zvYJBQ2$yZBcnfW-8OFAl7Q)TQwnC}YQ!4J!Y0H5*8*cBMk;R5L`fX^nJfEOj18XOS zsEuC{y`rPoBF`%50xG9pCO4s5`$_UReZlie#ntY()8&f<4hb|nnx_bkZ9vV=C~ii@ zAZ~4zox1ccq5TG2C^4sk1Is=+sH`tXw79p67*I+$-3T}x`9(O*z8G4eE1W6WT{Pyo z;Sl5W;lxP>qQ_92+Yj}Cw0L+m;XN7JC8jmmax=vRL=P&%OE+!5_cB)WHM1?Pb$ygJ zS-w_wANPLRERH$rwek)Q|1=Da*`4I8cT|!R)!VYS%5>dW7e|Ct9!cMi0L$6&p^KTm z@n>1I{~c8B<1hz|(&&h5>VVjxITQDJ3e78`YYH011Q?C*+vm=R(vXKtNp4CkRri&C znS_?OgoV(2HG1RrQgIKX$C@>fF{b)9>!W19*TTi`X`bnbnfFc7PTs7kVnMa56XM)N z9nvgOkS}TFtnVzj3UaY^nTv|LMhs@Kc>7p*e8Al|WvrJlzSih0aqZlxnlFHD)Y>Mn z3S8dJk(t8ON@!oD*hK_2I=5`$iqYwaaUN_Gkxjvo?gVXIVFkw>U3SgSv^F0W?&A(6 zB6k7HCF~}Cw`yDipeA+remQ@5>CI(k;Zs5P-H3cs?hFaJV8Vg@%6^m`yLgK7UMJnF zW96Tom)GLn8Ea*ID(}+%v|l5xb2S3RA^(8!d~lCxcP{DyRGUByeRugnRg-sBw~_!vu5_l8jcUSM8(Yq}#esTQ9`aMvA?P zMlUgzsL9p;kXF0pFR~+Yl z=Ab`^Ff8R{@z?xO-U1{NAz`_X4YjW+v(E-bd=yx&+~&mh+I!!^C}(l5JFlJVBnSS4 zT=HpUY68xb&zYLuyWiiWT5VWS)n3kaoX!7Ku9NA+O&D~v`d0OlqT8qIV|StTVQW~rXuk8)k-%{rcdS9}z}eE8tH9zxD0PQ5FG!@o ze#*IQ(0L#k9oRG4aYoeN?gGWf7;Ll-$+A?`xI+LdL)7vAkG=Pf$FdFo$GK5PLqoJHMOH@kCVQl0C3|I7WK*)|@3@Q}^*o>N@89q1`}+Lz zJmJ2t>m0{uv0E2cy4zC7>G1|=Yl!J_{wDQ9A7<+`)1{+*ry-TMd}~T_Ntqx(OJ+BYbs`~ zpkhr&zk!|%-=@K-d??_;4DH@ZtakSiW= z=0rmVzy5bZS68yY{xs(Sr`wm=s*Fk`6CN7=JQ^z>Q|GVP-o2@ zd6y%UNhrCu4T$bcbL{DpczvjytPpF?rVN*}FyZ0%44Wipm(`vDhTgA?A)n@NP?Wp^ zNF+gL4pLcxK7GX3H_>%D`QCRn+m5J%eK>iA^@06ug`Xb@=jf94Ke(rAW9|^`fR{`b z<6(JOu|THqp*Phj2GSp$M&G>O-AR%Ev2sTL2p(!#5=}rkHvs0h+9L=3#3%_@K?+6%~?#LA0a4u|u^BbDN zKG|o-y5As(23hh-2Z>fzHWLkV}`#Eu0=v-mR42gxw5gqP^^;s%A!F>`jR}fc9RuXrJ zBt=y&S?Z;&l~)s2@r+;&h4wS2CWlUMXcolpD3D2SDRDd&8p3o^lNVxY>lBU>mpT9P zE|g`|d2nigo7s_UPV1*!L>40+O5_UqoQo1zIfc!RZ|%nwbMgn$pW#f(Xk>|yGpe>< zswimbVixJN+Z<8i*k@iiKSNE}Ebl+Qd3DRF!>lnhCAF%L3>Wm$TWAbhX3x*q{B3wpwGxAYLQT`)|N0{o?67c)9X2tJqJsV(@&4W)Oj7@;{%-Ya_e?- zQ%uB6geXFx*LE!JMtqc|6HA$5l#>fq5gUxnF;`HA0~BqR_N*g)9hFtF+QZK_DRH$d ztGYjQ$(kpEf^4g;M-O$RoL`Po;Y(5y(in|%jRu>~; zeqyngRGB@bK3(OJNm0Z3pmW#s?HMS1Kfh0EW=bHr#5`KQa+KVQz9xai%QzWp`JtV( zh}V1-8jZ?zo=Cp>NHNmy>r)oVB9O(fPcKypweDr3qWJQ}X*6VB5T^&cEZJ!7msgw) z_|1fYT*Ga?E1v=tAPGLgPhxZpzCYlC|EjPPQmQwbREX+bIqneXwH8 z)L6P~aM5Wb!V>FkezSG0|31L7N@=EPd`{Pl4@&GEq3^84c_LqqYZ8wYRP{O)-KkWR zPNxsmk<-_IB{_PQGwM8zpY~oQH59%JcFv`g(}w4-Z3)^LT(VyZwZ4iEF4X{wENi{hL8hG{TCY;&)qU{$t@7!@Z+sS@p~NF!Hp~ zSBy$clUR;sdIiR;46MAJ?$p+v5~k+06mRW)sv0*cl)4$6%-L7uF&nPOx8A5nu62jt z?t0<(iCpkv3OSe%YSo~QLgo{YsX%;Ef6~#Ww-A?lm#l0h<8ReM^oi0w@YclB4pXug z3h(bXjFf|Vl(NsTDsuAI^9{y6C&>>KR+3Q8Qwfrt9$B{|n8`(~vJ~i{z{dkA|iSHH+yLrbo^qh zBWy_O?`f3;Df+RNt5dU!hH&2a($6pQ>x;33&1U%r$>W_*yxxNN z`cmUsmrD;Ve}~SE?|Nm1i`l})1N!pg)ejf8@q&6_!2Jw?;5ylB+F)Ax3lGLE6eij0Lp#l0lW#x zY;Tnwpy(mY;r*PE<>{HKX(c5;a7542@vJ6?81L*o1?GMu^}+k%mq?TpB|Kx!vJ`cy zFm@WFHADylF*sKXr$fr0**rgd^9KRMCh)Ke-_%!WD!CK0%=Z7PldU2O(z&5X{(7^V z`TS+XToPLx_?|q2|e8kr*$r+)Zkt9|ZooV46tyY;%_j&r@U_}-I+)6FD zLx)aetdS8Dv?W^wNh#||v6#w{XOlfTx%3eI8dvLH%LJ6We(miNO72pWXhQh$o*bd= z-Q+g6j)_rn;I>i;mnp*&^k>?&8j-B%vnkXK?GLwLZ0cokZxCOoyvo~ zDZ;@IkV?E7MwHj`aqYNkKXsmd?G!0z&GH-Kt98j0o^#_AW6n8@CTVMm)g5-&H-OJ;m}gKL zPkQ^J3ny)QM_Oh0>D)cnGYru~-oPGl5v`)Q%LU*V#I5l~@;_EH(`e+ZAsvMyFecjl~U^|8#pL}=qJyK7^`Eb6H=<3tEwN~;^ zlIw&6-%HfG$nh$>P7k*=XwqQ}lMn_Zj!#N-O-jKF_2yd!HWE66s6IdBHVJ~Fns3(> z>jR@6N7K51xn6&$)%V02g6l`Il3C>MOGjxX5d)U%?4WbO`Dfz8+#y;{Hpe&>J8-lt zmHC^mDT_HfZl5&7aK}Owo{rWtczo)p@~JC?GF3KSj)ZO1PF!+MeMM|+Z>z$2dSx) z)1ofr$Xf>gV6$V@9x|ZUQJ;VA^30nzZ?Rv8UtS}HpZ%W|i=M`>32VJ1v%mckC0_S; z{nIS@OCefZ6mGR28ATK_^w=rAPbXh|>o|R!<=SF*HFOGWOSUE?Y-%a&2uB8m@u&Y0 zLF9EG!0g3-EfktZ+wD2dOJ7~A82ESy*r87F-_PWg7iA{IZJ{~KXd)OYy2=@t$J8kC zoXQ}%UwH1_VX!)^LbVGrv)}#9dL7s)?$rc(+I`9J9Hsp5mC&tj16vzQEGCY2ZxPh_ zZa)&5rmlZpUm{*3;eL$&@B_8n8jaMIOcS-v^jDG>EN_jj(^9PHa+Lfe|J6R+yCrWG z^e*;7V!4d;iJVZ~kOjpKcuE{~-#&QfEKK#Rwo9J&4Rj402@MpMO}8j33>`O4@Hls^ zPdm0UPlB-7D3y8Lo63PH^=tGL9ZyPKmDkd%&^5k2wc6R&(K;ig^=o((FV>f0yP>7X zBVqZkAC2VW!RawCq)*M>-)%o4Q79e!y6UJ<+wrC?#|@;cO8gcS1lYp;U6|SxRM)t~ zy$--jLxgQBP5JCKLR@*`Q6L@kI+~T@Sksp6>J@W!ZtOO2&xHxBWrnih4XN8q<-Mv( z(3KN;ntFY6mLdn|(Af)5h~F%?MtwZUaqZ^0!`q98NV9AwZrJ&Q`xD7K#0UcCB!;Z) zKO?!g=IgO;V@hJDed8`FxqXz5_y`;zcfMY`_a$n)Xr%BG6=74arGCctWwsyp!*lAH zuY(11Pnf*|qmg=KFXhxnt{NUid@0ur7hV_~=P{BEWB-*C`kXiZqCy?lO2Y*Ms9c7? z)JwB0kvmbty7aFc+7e|wi<(6Zs;Mm&p1VBkse1GM1jy3PP|=zsz6n0ME-XLe_Z5)u z?-wD+d3E)whhZ)!C2l!589MJi^4Xp5F*uQPuaWoOmnoe37NZ{FP&?7|ZFV=nOG)Hz z7UXY2@1<(}&#R{`L#8KC>66fBvqQCPUtkGs^u%2Dnq4cKOi`exO=#NX2J>dN!vxQ) zD9e!6Ab6453T895R?KaX>T5LVA^R*r@Tq@T(@8~4ky%uUp7?s-ux5c~@vl#r5`HUB zwH3{a`)oaIzt2(ZXbtemDKPUL+?N-+GK=`Lt~|2m>|}N}YSVNcSLAMo)RSrR8Ohgl zp%7JW2-HX-hT|k$ATf6Y@);_qj3R3X7i(vnpXP1yFZ!TqqdD%B71Hx!BJcUh5*7>; zHTHI-Yu>aG@u!E5Sz_6bs)(P^XF^SF5AdoPKqrd3w1Yw)($|)I4qcuk?ma=0&KBbV z;6>Z7o;pE-s+h&n!L{!%b!_D$(l@-+6C7Hl44_5&5nSnQ+i@$Ta1p!kovEw35}|W#pga~>^dD^c6MN#qL79Y!67K9OTK|JGCtYfnmRLJn864qgta#ID4h`D@7Tuv55XJdSZ#o*>Xf23sQ7qPS znMGdlQOI@6nQC%OjS`h+Va>oMMUZA0v4l<-3pq+{1-Nj? z_%To_c_H>*4MO?YD0iFQh7!pAp3QP^$Zj>g0Ezthl<4a!(%(f{sOOSG-feR1@PBb2 ziCo8`Sc)l*3n$)Uxdd9?S|gP@J}og30=M*nuU>(nsW#H2jMCP}Hx40%okv@k)d$L) z+>fP$cE0g>Mwz3cA!=ie5vf%7f1`u9t0p`NYH&o)wNkLD4szk-;|q^4NoPl9?9w}y z5d+6Nr;3|1=ve#f6^!S_^KYNxvlh!Y*2;a!XOj#DGHY6ym>K}cB<3Nnm19UyqVA>N;wBd5s{4rbp-+i;%rH{J3$3B|Q!yZg z>DJ^swT~DFU~bRtZ@PC2iU$V><|aBD5gcA_angc^VvD!;SR-@mf^+eM7cA#fQdRXM zxa_7i6iPmT*y}|2AEtOLxMhE!-yT5-&T{!}5Z2|~7$#`BZy#s0gs&4ixz8UBdxyL15PjP>?KgB!UmJ|TF z$3qIvhh+WdaykE%%`>R-bnZ#WFElV%%)Y+wbfI5g@vf; zF>T9&6E?=(=*gp7IAo$LQgl9 z&(IFa6bRHpYIWy066>JBbr z>6<&dC5;gB6DZpv3wZ*Qoz2x_@Y2jpePHCg;ir?A!5&Vrv5&f75g7qRKeo_yOx1>C zjaKv-(qEwqD1rPVgEiJb8ca-^uo5tFzN$Nfy-Y_?l<0;yqox--Cos_hRnpM0NItlP zC`c|kODIHFPFb5PhUI}$;7%8*i%Q|Gz~h1taw*d@`;tXM&35@Z)Dq@z6}B$0?GkZ8 z$0#Ph=zWh`*#SLyyGUx6M5E?7HXHihqu^5rm067-Ha(vM@M^dAXK8$q;s5#Gr02q& zuBJzasm+00hqr28{!X)UntC@vw-%~yujojlyvt%D`vX{NS6vpSarwQ@m<=x7AQ47A zv>aIU{_6SMEt<*8i|{Mv{^{b(0=I(n2?wWohgZefRs}3f{a@Mp)4zJ}r(r5OQ$tT< z^`zHOOqgbQ*0wCtf-6+q!6z~_a%J%sUFcYPdisWvjLmSw__Tu+>{C710yl@t^b8H_ z@hCK8_4!C>T(MC2G=p!jux0Z-YN@etiJ!c3)!K0WF?gl=(gyHUDLb4RQ)`bqe2ot} zK_^Rmu)-xqW5LJHYM?Eua_;}sRm(Tm6eBoA?*PFowMD7Jp-=Gex1Rc5-1WxbH{1pT z_yR^1Yy*nN5mMsf;$0J&D0t`Ai-{$or6c${u2RVGjm1Ta&ux5hczTKoXow$&ZheA) zIMG2&7DZUaa0Gd)8_{U##rghlX`ENk$c^GuckM%D_{gK)%SVGEQTDwDq(O*c=`OL) znI9A>^^k_*BRVL24Sq?>xjpt65*jQ@a%xsu_})+Qn%Y{wNC8LXl{VW=l5?|_+U}jZ zgEPf|X7<`RdwOfEz8_H<`MF1Idh|ar5c(oX{o$qaZ8u`x) zS~ON$c#(n35j2emE}z{r8`9K-2R}I^UMiGJWR8<`cO7=W!azif#ap=0ZHG(zBeeoV zlmToVU$D;9)}nqyMntd!@nR%$AzA?sg}v=2)5X7^kVP^`6`kczM-6kO`GkV9_CTmV z7k73py90#XEv>B{kEyB(NxDw{`9*XKyjg06CB_vd0rbOs<2g>N3qg#!%zu6k3-yT5 zlAz=jd80Y9e1FfF=9U{s5~)e3(=|j$wj^cGe=20LQPGc-`HQ{(uul)w z4XC$-?C(*ZRit^>v~Fvb|Mcn8`r%TSO=o5%CZ-FGffs;=!QbDXq`Sx_g}GS6T*zi% zDk(9s=Kf5sy)OxFJ4&N zEPR!j+0=E7sN^<%ZiMpCUfI`QpIQO0BSJvr&y18{t}6)MqDL zcRT|BuXgJh$<9ur8?i7uJUcu4%-en`>cr?k@rl)D=N##c?_Zo*@LeCV9tGa)IqM|g zvUp({FFK2}|B&jb;g26bwspNayC^KPZ+UsSL*3ZeSU1^y<5!~4@#Dv1qV|(An#D~$ zQh$yUfb$kcz4F}O>E!6h6&K0y++Q(Mv14X29i_D+`wqq#3%#8>FW1v!^trcUK2IiL z-r#H8REWcimF~RfYH5z2^s7El?Vp>eR~Ld2UpZE+J+e^97TS2}^Ldk(M&pH;4X5tr zWCV?6>tYZA(0T>C&a3RKKF93)6k3-V1dN4N`p(sd|lb4~_Pt z=i_d{aNSc5>H>MwrE|eloIo>rZXwEWo&QBYg9)Q}0&tB>*xJ6C|D3DMr+)2n{p);B z^%+V@?)ED^I08ZieGKCi2Qf}LmV)<+(p?_kY}9}4oRtP64|D!F{`2-q;m4u#;TukB zL=u}??}dI0!>Gf5DVMa4FY~jq){nl}zrLE?JZK(uV)96|-2BAXb!;8S|CBB`PbIh? zOCB+572VnYpOTGB!h*))d9`-uz=-v~lf;Y$f9;{M7umEnXugu2-&5(a+=-BxA+TB5v(8H;?IWJkWcnJe%qZT5M zLqRH9%oJ;Fr<#wvLYg@|qY_XjBqZd|w;(&VvkJPLuqq3$ho0BpVgzVXixQ7+cVPPmGqs%Io6JeN4y_x?>PMu_1ue+kh z2|@Su73nwbIr?Ik5SNob)oBGT!FLiex;uJBOaN3^l1jqlkv(dNnKctkip&M}-Z>q8 z>D`b1cnG>sMv>Ix4_!!JQ&&ewbmsr`$!HS{FcM2a_d!*00xtMv$`*Rms-~J9LV#2B6A}z&FQoA?gCGjB5xU zFbHx2Gg(k&WhIMUEGP%77I8+UP#@f#h4cN4dWI!6wW2?>wJP!&XzG1jz)VE=R;F(X zxX0@e_rx9;3*|L1eOIxt18|{ijS1KyY;x-ncNUC{%Mv%v>@J%ovTQf=frSX3kM<%O zbr<;HeS%R$L?mc>Y^XM17)+BCo`Xcl95@LytZM1Gpg&p?m`+W)2?+`H(BXiEPd$)e z_k;|R-1ph}H$TgdHU$~+D_5=r#d9(l@A zTRW$2UtQ=*T!i7Px@QCGY|;kN=H}_&Y~;^<0oQ{WAz}gs=!D+s_H@l2N-0|a)rP!m zJb_CrW{v@Krxtc)afpL19##!`IOZXoln0e5uBaWOsH|dReKpPXbt|t;+&4ID;S4gh z*3jfE#BsVXLHLJ)oh`VER#2Cyb~r$yHo`DrkKCSBb;U}28`PM-b?WY`&~S5ePgZs& z%F#~R$m@G}5K+_t>{e@d8nGf~heNcL|Jm}b3w`hu>{NdetAy9qv2&H7p{2bFZAeBP zwcDS9PNj4b;xE-sZetr|A_AliK4p8#c{9Hl8dWsoZeRo$B zB~%p^>G)7>W4T~CPWazX7!!ZI_jK2?!;vqXc-*pmG>PR0W1e#OgJI{PVa{pPTacvz z?NSzQe%pZXp@P@br|&+`K*I`;pvd=ojysKS2^bOq`Q}Vp!iI$kA{>442`V~jj$A)^ zgi8}PRv&1#h zZ5c#j2ay9I_k40oTe`kQjg5_QSq`Ens&74#uv-UCtzbA2#VtGw!cz6Wtz1Mvl4vXF zed&rW$&5{+Qa)IGlXq-Z-HbIu^Tr6 zpkG4`P_GFyOm${N*~qj%JHX*f;Q1c4XQ=#4=)(ig54;DaAN+%%legCkO&Z z+6b+he#>jA6PJLUXgD#}hfqkNV~^Q~g^8n}!3vvGx`w^`j9?UyRTYdL{=))(aT;c3 z(8lfPxmPB3XW{AxyXu{4YfHJS1NOcGn;RG3HB7E?l76p5ZXYOEG*M9TyxE_-jrUCK zpS}J_Ja}5{-!F~}MBlxe1$@#s%a*+GJ@+L%Ig$(-qC9>^$t&^ZPB%&J8XwnOQbMFZSaCJL=s6N?{9IABh83+Sq|V^#KB0BHNdQoW(BBANYW&KJERyRhSkQxM_ia!7v7kS~D!?BaT3;Nn z)0hn9Hsq7OA&fi|(?&i>vecG#bK$@rpBH1sP`j+j&5_t8v;qtFAdhin%htV2Ot%^VU1>T)sOy&CHN#H`AZFz=T|ERQg{LJq5s78aS)J zhT{&Kje|bbfQ~&az)3jpKx=DXuQ7tSG%siU|JgSzUdDmgNj3T;^W@_iY9?Vi6f(ydm$*w(CixV1U3_Po>P z`r?+}efvpPpOuX*5Y)XIkiDN|A^5fR-Ab@NDEA!||LZ{{jJ|$;r&YA<<6}`ELbVXF z{?25^PbvV_-#*i~i@>L_hk~$gYCLZ|U_s(iv9Oy0)6{MMT4(|6gRYVHzj_8utE#Jq z^+LO_7U27mXsvSm0*>ks=!<(L-H{iM4hkRjShRB<4 zd_ih!j-S8tV!kO_>g9QHZ%ST-anA}Oi%<872i&du`0+rB>Wbq1zHKFl8O1dckNtJq z?5}6x5`cKAAaUI2w8!P$aQS=ozib;z`~(&ZG1kGTP+mk131L>OzGrd%oD~+Pi)fUo zo%_?ptNqTaX4gXxpS;*4S9FbD9Vq4=EPZ*L?J#dLk+k5jiUCep%|k+KKdzB`PMv`x zb_ERRefl~Ke`}5`iemx}xgSHhuiH*`$r*o#mSKKCa+=t}PUUtIC1?vM${%4T~|5O$DFPNHu z1=AkFQ6ksfq2E)tgR4TCdfpIpIt@e`EkIi~@n*C!mo&B0oZtLlQgYoJ%P+#Am+l!T z)vEe{U`Vm6f@MStr?3&P3%(wor3nRA8iE7Z^4ke2qjVE0fSd9ye}GxI6QT+bB?jnHfG9%+~@&O!b5>@?^`aFwQ<%dYRu( zeus*3UP)R5T^9m9JyzYKiY`;)x9`_DKrN{8z2W7^7lF9ZElur*KiQMdIoUoZfkG~1 znr6hzwLX~XwEHL;Ph7arXd$FZ>Qrfwm=qn2HZL4LY7bUiJoIXP<$q4-5Q;C`1U{6l zS4&b`UmpNAngoQI;($6ZhSoL|8NVta5Y}FYc*}6ptE)aaQXP(=eErxYXI#+|5UG&z zG|^++U1LlazGReOY0F?jY0%o*1ACw|9s)|j9K)X%KB1u5v=={Q%;Z&7Rn6;x@cPZX zY!KYqVxSr8*}okGnI-l{i;6x1cE+o73ry0lIW&vJpj}1;9X;~L!DK9LqT;$6-?t`@ zXni|e9$zHtT8-CnV|Z%Solnd2;khICA(=i5A?6g~wOnrPLaX>^Cojo^YP-|;l@oaf zDFzs8D(?z9)RS#3+i^q!ud>VT`@L)gxNt$8S#c#w2+*=By*DDAP%BPBivc3>8u!D3 zs`}v;NspBs*kn2c7SIqHC1PanqLVP6Cm zZA-D8#q{bJt}hR)lnQn%PP9W5>nW+2MOlX-zw7tCj5Q7moPV@6AapwlRCk_R_$&Ew z(o86nrv)DK++5R64n?l-m&uwKS0nAehjQKfE_vM)%$7?&Eq+XIP;jpuWWAbzJ(bBt ze-7p)%OVTc+(ZfXKKQ|R5+&M?qc~$W4^)bEAipA;SxAeb>`v0*ZJ(v$B6jKIIt2dH ztjg#8mmsp9UuR8c$#B-Bjma1&7lJ&2SDgbcJpG_CF=9u|zJowplN7LWfb}ZLZ=FR& zdX@{TNVkgc(r}=H-rCYnsuT{dr(2V9y@YZIdbFuO6Ew99`8dXM(69R9s^4X!!BOqN zv7Hl4dG#8201+GEmiHP#(4*yPf^f@90w3;9xzd#ilHay=g&sC7Cr0S&6WUb147Hrs zwKk1q+avI8L#Q7jZ)LmsVao=vhC5x~G7u|RQTF!sI^;^69vAHS?*E9EjN~t@T)%9iHwiuM(p*CY z&nClId|u3znIqJ;^Y=!ZPJ>Gv78ifq{--Z(#(f3|ishy26@7Vhg2jpQ0b-g0k*c?0 zbJtNsSdq2#4Mff924t%PKz;i+JZ7JH*dAK8J`O6}Pa+e3F-!PIYk3!}fIqYcs0SkH zHN(peX(4i?Yu4Au^RKN0BD}H}M-vSXDkE2_Lye)bvT|?T`$xa^mmc{oTq9gwZu8!Y zYPm*oO}sbZzvg8=qRsVL_uSR$JvFlN5Y zI?I=7Zmtq~WHZW^NWs|y-V z$me}=;Ou~8oY+xLEjFN=%U=lxlf@r6oTcZe()qmjdi~m7rOs)*7OLGiPNcM9G_p#) z|8-P-_?s`yVT|8aHq0)rJ7!TaNN#F9+$ilncepq$#$_he#lq2JRb{n-Z#nAuy9ReG zqXOOdv3WsNR+aPvMFxWc!MRp3aGjj^*(JF-_`KSSs`YEwG;xDa^trSrxP}HrIA*%t z*iYP5F@ec~K1hK%Z_M3lpHoWoK|t-Pove~E%{0Km{Zs+9ew|NwPpgxCo^hAHDqg^xgX6?ZqRjQl~{rS(PpDhi| z3OdJm{b!4QUV0jL(o>yLt>^uH#~0J+m#Vh!zYIbM}=Y z&3PVleS$7BtVq}|mS2HaE|JsV>eLL$O zo|y>^i;Chbwwtjnm1C$26?@&7iZ?* z5PIGbBC(%rD(7rXaM89UqF7lxGdHuiY;G#D*>Aro=x^IwhASB6*y8xD9Pcq7a7z$` zS^XG%+X7~Lbp4soqzIjLg7bLA`z12%-*!ml*%u8g$Rtm_3|J>fU94D?o)z=pS#W;& zfNiNWw)W6MSx@!D@~6fbW<;$EHy1nm7cG6<0nk-HH`Xc=Wl#o2$wWQx`baVKES1kO zkdonk^i8(gC;9rtMT54vtk1Uk!-RPs``>KjX+M^DS+k7Mzp*e|WUN2q814D8NAh(E z&f?`CPFz9l4cV3_1IwdIYpXF-h6_Ijzn>fND3P+wTOhdpNIj#++(@ zR?X#jR5YMR9GbqRsAOoJJLtNv51)I-52{eY0Lv(@)7QL|6Z2xfyJz0zSf3 zh!$A+2f{VCeZ7LlihGEbz(Wf`x;Z+Cq#<7B3b)>G%iQ-G3i^=vLBoY+hcgyRRg~v+ zuPKIjs00bs?{T@r&SL@{@csJ(n7d@y9@R12tdgVJHB%~%HpxXGNRCk_5!RQ`?t`ar zZML5EMkUwoCqOmJOVhw?zI6C(N=?1f44K;<9h!?^R6uV2iuYR%i%!RQ=%uF&bcQZ; z^8y#3C35zjIryL@G*Q&%d86)Rlg3~mv;ax|D!a??K{gUtkGF{ zdjEZ?XfPmRgd}$djr@T|R}U)}u96rbghl7lzFpP*rwc{nf%mLzzY$?4Yw@;ivHQ&5 z6N?Ae>(YV$;oJJ)M!mk%o_%}on}2UBFR|Fvr9XsnQm{a!z) zkj18Xg+j81NYaAbEo#H#bGH7|XCOvkX-{tZc7J?Z5#kBzn1{!=rr=3-AJV^i&^TD> z=#}f95J}Dhqw9|#806(|LMUT5>mtq=jV+tdT21Z3wz@cD7Zz^)*VgPq!eW^%-TKJT zLhM`*@azOYrw<006@@qU?07+{3tKR~X6A9B?*FVW^@GRDv?ypTes{)HsXww+E z<+U<5LGvoO72F^cqoiI2om?a!3c@1wZY#{S_ekKoS{>MueY%JW=n)8vs=uB=3L!_h z8_Z$G07jW$q|1ithXZ?b$JT^Ucw8vM?H$L$=n)$MX+1yCC}o@VoL7Tz1Q|KGc#3jb z930eIS^m0z&dAok29Lm6P$e;WA%VRYEYTtFC;p6+B17`ShnxYON$TIywj(}~AUNZm zCNaK$ZTQZQ#Gc@pi?yl#5BW&`(~$ZjZNIjgQTp>pplL{8fPRTthjvuXZ}qVK^!viF z+KkDb!aFY09}*3sLkCKPR_^wxzZY#=6#hGF_WQFKF_0_Km=ApaJ+VOo7+Pc^1L1#$ zkdbABIPEoWo4-VRR|-jCXaaIlWF&i~;GfT)IRfE5Ps)kECcN{bDwtG5o=e{o?O z8X36(hW~-?UtYz=4lj+Kk{vy&J{7y(A6NeQP!mIN`x1~1KNGls0273p?%h@oa~!Ci z$of98@A0ZytIhhVEnsPEKfV`dpZjHM;_?A3_~}a_o>|ox7su!*0tKPNwo#FQNa=Rn zcI#x&oBe&~<(zD0EgqXWCb$r|@&#GF;K&R}3(`{we8(ow(LLQ)tY98h*>`%KvD5l7 zw4k)?mgicB42rx}dH6J$nQmyHZQy+MQ0?4#xd|r_e@%ullrDuM@8*G30I@(AW;JncvQkWt)oKczy8rQR`3S2a^1cL3Ue z9bG?nx5dR|?q)N7Ry(LRFA z$mFs_K{Z4+Qp*l_k8@CC+)s+FU>m6K`*|8<$5 z;G)>)`UA)>G`BnevQ!pR` zE=kM$%U&bKNALr=2XDY)VO}8c1F>YKlg(5f+(C*7KRW(bPkcbG$GC)JF z1TjGW(S8hS|62yoG=X5f$#Q)}qKFzKi4eXpqWK3I^LwRxDF7t1=-vGrZ3`3Jb6L=d zfkELm*v+>0m;YR^1%SS4bGrTJ&oBM{I{^vgacS&P%@7<0@ z0r)ff?l;kH=si!fvz~))=to5M{(k`}(BvqjH3>h&WwHUh!_3T_C2t35QI5hPlH(UG zqvPVwX~h!?AKebF4}x$d(lYEq>~{7pi}VHb3@w3x3ptkt_(8qE88i!7gxZG$q;%Ze zIl`0%JHtlbM?Hu?7DJ3*S$DA4Cbro~@g zA7;I`lPS6N1myWDOIY7t7$N385nK}2;mSTm5eEv#r`3NK0qF)u@8ERhRvPv9jA*{2 z3JVK?a+T@&@*z-*07jo=V)xupEi}2HP@2xO{pp$La-6->b+&Nn>r>VSmFr&6ZMGrk zwa)1sb#alj#xnSs;$M@?A}IiR?O`b1@imOJ7e(Uh^z`(~9Z-ejdxN9!n)RHaI^{Pd z-C-%gt#2A2fcN5!ZpXb&kC<;oEn^hhN&tjmd-5$PO8EsD85ys{>+GEPxO5oqzkn$G zG|`7eOuDn<_e)3|*C^0_tnOzvxUkC0!0_V9f;k}h9|Mv@Aap2*He8t>;tF=EAZ9f9}ZE%Qf`}a4I zFASpL;W%{uf4y_(N7oB*9XtF#Iqiy3tWn5j=tGr9w$rNZenmP&W?$*2aO`pc{Oh*F z!pex+4TkIZQiLt#$`JabWFy3mzZ-P33LTE^bBpfC~n7!XuA#X->A-%p3kyU~r}KleP&-&Kwl?XvV`|0O^T)#C}}ab1Rr z5+vo7=Fq;1l&W+%H0+eP{JjW2-nhzPHzA-ZNOrq*s6tvg9&j-oT&D=?{s0&L^Xh(z zv*UagrE>ypijX)-Qc4L1+=L7u9Z#_w-<#t3ZEgUJ>MBYU56zlFacVy4Z6gAT0E3q0 z1`Biz_JbtLKB?HlDzi~uUS4`&OK#*mvrk)1U)1Ea*@VgpC!4ekDVvLs1Ra)@m8DrQ zrG9prbM3hY03rsA?p?JV$bb2n3XuJuk9l}_D6bloUl_}HgOls2&+80H(c6s&KOY?( zvVECY9p-XEgJEVZKRv}PL}0A&BS*0SKypl8MQJOna_>KM@`q9$R8a)1E^bU=oEaq7 z`MaDPpfaHWYALw1zXd$x1ix$EFxLd?D0&!@Go&}BGI?pAY2%_d51ZEd(|4qRS*LV7 z{QhKCwI1|rzY>b{54QT1=RfJil3x*h0rE!YjV#<}k~acOi>^ZdZOfDIzE5}ORA&ls zlo!K*sXohfPzNx!_FPMIJQ(w0deHWz(f(fA^;Eol==pl90LB$={k+CP$!8YDb7F(P zXoNS*Ql%_cHI&~34XsPPR8_t(H`6C@q3dp*5h_}=4~IuF;8jFVLZpL)!`$d;=va9; z=-Ki=`?&XCgXbU}7p&X`LPOpBWfcm=4TEBZ@|=-Ilb3$JCv{hzhh0N}WWU(!KYk=D zEl>0e5FNF#z5&;gRIih%(HjAII(GJkqUuyn;syFh=$Vy~haCpYNExBb#i_BT#&>e^4(ajK4a`Dm zuQ};_N$kj=7^7yVc{%Ul)<*qtot1Mb)z~B1IQ{_vv1A{l_-3DgZ$7G0x;8L(zFAPH zz=`9=_rsLytHQ4!>vn@Se|6Dex}7;}GhTrOiw`=-N1MGHeCr+${>YV(G%&6WKE61O zR62vxu}_Nh;xE8M5QGmqX4o&wsEae~$C_{9R#?9?gh5MKdNOX&XDd zdHmd$yo~@0J71nr(gvY#S_>_W?l41_{k3g0Zjls{f)~2XVw{6{u}sDbui$+7e7>lU z;lmlMahIf^jU0=wAruaWZUS1E=T4U_C9erta}qcjnjL1Z!g!2HnpZrvY9SPH5>m{P zRDd`6|y?wn+Cu zqlVK+-(Ljvhk0uM{GUq=P`g4KOR?e5U?m&8Ho{d%w>TgOwPA2V{h$r#f+HcI{zOw<~el29CZ|Y1qB((xd%uO9Z?mfy-Odq?n?dFVK##@GDXZ$j*NJsFvCWVwkKf3l7C{do6wQ(98PLzusdb^)G5L`kvZ0XYL zqkzRQD($#}|2bnC5ZghIH(CUjAR~d)@5C(Pl>!h%ufi3(Y`EmNUhXA6%Yl^~Q3N^o zYe-3n!_4VT@u-i<7pyxz_3?IUd@Fx~U zo^`mvym?c4j6VWe8q0Gm88@)4w?kUfG%zW>{K2vn08gI-=B--mqxP;b2UaJu4FR;~ zfp^E1K%e56kb;R}0gTW>tNngx53HojwvB|@S`wOgTT`f%hgtQxp(hgTJ(1a;-x+IK{9H+R!+YlAanB@{GLHSODdU{Bi>0p~n z3s#~uAITilJNdzpTjmS~>5%SsTGTX!X7CXz=Eo6~=(h230rwdt_V_*;`@JXEzXEF8 z85{~rqz_W^BxX+7OmqZ6!0(90f_KMM_y)g~aL_@+`|nN{zf z%oNQ&@TqURiXGjv)h}p%K=n%f2(*WtO7>aHof$q}FtZ}t4AZEC6d)U5E&~u~mxezC zvpfb3FCFRMwJ={oE$qynC278AP((-Bd;uU^<6!AGEe|!1?t)B71qG@|eE=LIO^Cq6 z117-=0FEn>3+dR+3Nixil=R8Q|LhoIxfUhe=-)HSIM)hD91cPMXbLARf5B5))EYyZ zboVzk+Z>&zyRzPewL|c58B8g?FO?oh>96SqxRa@?kDQ_6xh3C1yF1S`WOICv{z3v! z-{bW56&oje@JG021UIJv1ILusGR$n;lRMkq1ukDf;k@Gij?k z)wCe-9!LSc`HtKy2y%D8Y8#i1tdTh+b8M~#@$WGSe-xkrF4%kjn|I7%)|O7nrZr$; zNZU`@cenbKJfL(59SZ<7IZy%)rv{)0M;vE1bph0gPz{)NK+V7!#cxNK_(>snKraIP zcbzfhmHkJdEHzWqLK@mqfA#~sMa_Qd2Q+XKzv)MM$#dz~ku~4wU1wY!`vKA0S*S3P z02t#s#j2L+55*axS z5CFS@+%1&yfD@G3>mhMiz&Cam+hy2ETlSV zkQbW+v#9PZr?so9;N==5OVD>W_3=sL1&7d8c!9aVQq9};Q#brxN z3*F_*J^8)P=k#ibf%xI+yz=!22>2v$tTmxN{L;N^*L|hKcxoL;O42iW3IJw>AS#tt zz%6+6K-ND($mPgcsasI#iQFxwxvxuS9O|DS*jyN+-a4>Us7{xynmgVNasgox9|$?2 z#K3?+Cw$#tmlQJPyXp6=R3&*+bL2vzq^2EsQ$E>E38g*QvYJA@X1zYe-u~52C;6}C3 z#%XX*-b`mWLdaKbaj1QDdOVIc%|_8CaSS>X1wk6>X@6&aLBU0U)FP1|QT(&0wkIYA zjC+oEq6Qj=eTDQ60%#<6g;GcJ%qsHlW5Y!VjfFFUq{h2!lN;9Wk_jGP$M77vvMyk4 zRk5Y@o8(&gR=B%(3_c#4xT3!j+9KDsvIq@YkF59RSqx}>y7=t?G(49XLV91#|DbEQ zD&z>@Z=zu6IS&^HEkq$GebO zFoSbNp*t6#nFC+>Y{r+gdN?QR`{rAgDYWiiaaf$zoW@Al@@*hD83Xc|q&M9vdqfBs zdLtp5TJ|;2b%sGgtgJWY7%h|KVjs=l$_8BD#OzYVa0y}^NRmNu7DET$>R&mEK>`fe zzn_abM}V{)xmWx{LKs)hWtKSk!*khfAn*}US1YoAY@F?X`94HJY-%gg z4)h2a)=<b=$jC;~>ju=8dtATiL1 z7z!J$J{&hxU0mqRH4ZRx&4JFGWy2WGIq}(*=s3s~;&FTxfbZW5#G*xeC!5=D73aXy zcZ`UN6x7PK#hg!kH|DtRM_4}`h2~+x&;Wp&ht~bB%xMgihoU~f<;43sxm#}cOFLiB zAVSK_z$4L}5>*N*(6%2A(i+gLL#+At2>L+sSnXe>L|E91c-FXyg2!qjA#pJkGQ6P$ zxs#64tMv^-NcF+3L?m{}8rk>TdDtGN7}Zu?Kox~H8^CqLCBg7&aXSd;;{4vSll_r? zP*M&DuN0~HT439fp$|ls+{E7wV`J^ib9crh?9m~4jX?bAa7zvhy`eDEbONRl<(2)>QyaNh7#C1EqvYX#Rc4qgP7+j)Ju}_e%tOeqCcFMuEMwbm* zFxSjI*1Cm`2 zTp&pE=E6GzWqn1AMo8&CSe4l(?JQ7;l2aG6xV*MlzS(fq=c_XJ9efZ_jtYF)j82;2 zJ%%*7wq^ndDMFwD)&EG4OUxZ1w*YG)%?Vmwy;Mw5ZV=nQ&JRooC;AvniW3!} zb`EUecQxN`&GeUALEQ2i1OXoi?3+_PdzXccjZEMugu#Bz&c=ZXk~?BbWm|3zfZrGd zbuJJRpOA3E<)ca8%l`7l#>RZXVg~0!5F%>l+aZHNt*@>NZ)&9qM)a(&0(}0O)8}(J z`zd&D4j&)&1VeG{_OPewc2Pg#>kk$Id0<-1=MR9#9PJdLuc_NLL(yNs3HwlR2h2rO36klNRbki3oINT;-Qe^ z)V$GnO*O*A0HuQ#wHshAgrugX9%FT+y=-C7Xa66Y ziT{iR#}LW-LH6(edC?$o8nBKf__0crSmM<`+v4}jyZ@qRgZ|Zp2khW#@%Ih-=a(o* z!H*ksIA6jQ^iTi8ZFZ!xB%h8~0g}Tw3=}H3$Kv$$!uAt)o98INj2A9jKzrtjXLIge zsyA>ywilYKS-HXmPkMA2NAJ%niC*t}2zbr$f}YuX2`JEoc-Q+&QN(d=P{1%{PT&|7 zQuQI=nZS7tXE{{A&3j*8KfbZ%F_@UOM~ zvxpB7gB!0)|7Ml&*K&oy9Y#=)yK(&=SCF0(MC%so_o{@JmY45BMOXk*UPK6F=fi7! zLc(3WYG->>_nx8=KPBS)#mK9B3beP+!R{raG+_gh5c#)s$3N;Ik*EMc@2b4tTQM7z zSVxbIkC(raJ}xhi5I=~Jk)Uao0*Uaq=y{)AR3Zo$jP60U7oC4UDaHLs19HJuAxPyA%*czQRjd*~(=ote*1l0seu6qt0DWjBUP(zQ1yb)Nn5enl zGT{35|-UoFYzDufcmhQoAR z_Q%KlQ&G2x9vF@E(5K8I{68MF$_Kx0ZVRzp!CQP_Y2(yN(mlCv1s|S;{=j`bXVax< z#B`BU<;TBXOuNsL32y_yz;Zj^ zu>hEVXx1Xjs=el7NuLUBMbpW8s(EUQdTlb?tuf6u$)$X5DOy*h{xRQnsPip-Px#XKrU#KKF|fXF?@JI2n$2wGuWABY{V3$BluB2 zAH$nkcD;`t->nXnlIi{R&MK(1VMPEu!QHz)2NKM{W zQVJ@LGSKddZKu<0KnxQLz}_ev?)b<}E*28~t{Gmn=cs8B5f12j@RbtUn+%n6D`vRy zy6zwYZsMaRTTNR?@zmOI#|9itJsv`GqQy4x?0bVJiddRW95+h z&&ufE&G)p)2bXc*E;zHchvrgT&e|FejkaDC8!@jBgv$+}NuBSX^3|*KjZx1d7}Ub# zumPqEDIV)PQDNd_1vW) zIMpixiQUSx1lHv14IBvsM`U3^kle&@U4ChMqs6ymVtNauOg29LN@w+&op%D;K4r4> z@jgGEbC$xQ>cuROeF*KSfyVQ51|CyoJ!FR%zi8#5Q-3&-TQAGkf3mrRrQQrzNLbT@Bba_lqUeu^PjINCq)X9?j`@lUT^VaOo#1d~QyWhHb`31c43-J)<~Gdk z>niGLDKVLAo1LgATmid%dwY!E!|fU0hO#uTC!hdleh`gGiFY~=5gcH2-K*BmA#^8+8|>GwH< zmXS~2j6&QNh*tTIotyqsD!|ZMQpU^cbZ=s(pE(3zt!N;&Ia$3 zb1VAl-eoHJfTL)4&$jpT21}XA$wyw`2&w^WN0#xbyzjI~pxB|_Y1tel0jDT{Mb%bD z%u}Ok3_Psz@dZu%h4YuPJuY&@`-Oh(dJ&g+c2oHRXT85qvrBv1aP5r20^I;~s(98j z*P=RWcr<3HTICgP4PI-9hpBeUyS#YZ9@+A?U01!9p1Hu)B_Ty%#A7}pkN7CQZ_(Cg ze3dXxqpHiV{wWJ-8Xv&xHGc^_$<0Y2 zwmyWndmKvadJ!NNiBrA~`u*cPlvy@35o_eLFJjPo&RQLasR76SF4ifT_bRRXY%Zjh z?D2m1vC}SPORVqb$Id7NgJ)y#;U~3i*rkRPkdys5uT(ec)Bq9)bF6CKZ?wrPgjU=+ zr+0*qu;Vo&;%Qg87$_8?5nx2r{0TznW{2EVI;DeKZI)1h{O0IE3*xHuDbQNSFi;{! zPb`!2b?ej?!y59p5pUomwF8|^anM_~q)}2v<(o z+K1xp*nh7{k3o(y{XFbr{%)b+!CzBs?DB&bNCoTA=e#Sj8CKe>--@{uIJVJ7>_yFO zmOhGg0fU^JpiGIKU&~bzE=MwK1GqdW1j`a#a+80}bYrX}6RrmQNL91XEofz$D&Z8* zFs&}#A-1#t3S+)3@|a>pstWNngbohd81{BHcUAXhoBT;W#4{$=wxWS5X-1*0owHe| zn7b)L0kuGpPN%}-%~WQmX?GWVO38OxyiL%a(H;9R6uB*)cCcaXOL4!Wk6UTgK%->e zXpQZMVlP(%7G3R~jTJnpOZc)kFY=%p^h!rwa)-mu5C4*0^Y1T;YRjX3sW`Z%Klv*@ z>NSyL4^yHiq}YhZo+A*~n~?S*;_xiQtt?L_wbCkka6-Q%W^Wr}qFzB`Ls>p6#I4$+ z)7_-+@^T1it?kqM&gMrT5hfm~Z9KbqQ(Gl@?E#JObn3$Dkr}DPRmbhKK{W`)1pnj- zTxA`LQ!R~3Qs8ZtjcpSI`Kd3Da$^Deq1GFfVG>KhF21es0lIHA%nF~@^h}8EwIQAJ zXKR0{eD!4QTW*&^V|nIz)wks@tcoCI548F&Q#|U*oNH-OuXTDOU3V2ysEFz+*~s(1 zzpza4z6!qgDhZO59Pxe2(`+A0eagvkEuKKsS%R~<@r}zflWkM5SMR%XpJjRjfV037 z;VOWBw$+h@E%K?xZtCLe%*xnX2t}-jG(rA^!_|zGuWnaR_zS%$Q3Z&tM(-J`IH?12 z@;*lHBagbb#0a{VmtfF%T8~}8oMHe+Z5mK;3jbF*4A}?FGh;AzflSG_j$Vk+sxoEVp+eEyNQ=`!g znPL`|-+iSmc^zg=n_*}63@NN=OeR3j-7`#@cS7<|`J*W1R_KQ+ktM`ji*Lt4ZHBkR zt?pNu+!qUsR5?6Yd11TN@&#R4!GHX5gGHT5zlo8(KLlAU=ji(4=s1{zhi+uhdWV;V zGG#zQ^|S6`kC4AYGYwkJWb4o@cv#S6-&&RQDORBr`ffw2=10dd*8EE$l*~=(<|`iW zhgmMkn8M!=KRZ{T^ybIq-?5JG^VuP@8RULSQ)O%5h^r^rs!+IpP6~h3(>C}n7i@={ zg-ex`e#8yL6$qRzCPdO_Q#)R~A<~2iI}$NQMc{2&Aho5JZXeHUhxwS7K@KoQM*`l; zzM~-}S!&30K@tir<;VsX=LM*>%>V?t($S|z$KHGJWqnul$ccUEq4QXV&&JzJN2mLW zvw6nbh5c7+82Xeh(X0(5tZm(b`U-|?NSgXunuZ-40!KNQ4Kp+v{itA?Y}q+UB?C1& z^Awgzhgu^>6u#!8WXz@Cd6^c3FO83zzwaZar-nWaop5!98DaxtH6)O$YouHCSGzoX zO&7%tX@Tyf+T~H!1Rs84SlV8GGT%3QvCf@v-HKywJn;E`?U!R$mKM^hz;ph%u6yB( zf6bj5p9R5VxoTEDFVL#ChUbBynEjM^KGmdSX}k&ZU5xmWtBTYWyKkFDf_A0Q7i|BV zz{Bip?L0yE=FKy}cCgWW)PpLM;!T9q`NsH%#u4g=PPV#b_KAqv+OfybO)t5YtTb(n zqGW+^r0n_-KI*JIi_1%ff%bkba#do!BsQ@sl+q3u48yl^@6XXUI}G2x;HB3g|MSK} zuY)#kKNUb6U@eHbWlX;SSJ+#;7SrNh(oLt;&8tWi#g_XyL#GHY`7@6hdFUD0O~nV2 zBts^T~63l8CI;&^YuSTHe4cq=82&RwthC#3z-hb=X$mLeQ=uk?%d=r0y zpvMk_U>?ZJaTRZf;6_R?{)lHk*vct0qacknUjTPT-9$|>eLKL(7~=NiMqRE3hoU4F z6HonWAMBL5bngm?coabO%;uBjl`j!})PTgM#n^p>0xwLtdRTIfZ;H~C#-|EuyKb`O z*^S!J0O;Fx>gRY+sJfoof+~X2)7jF*sM5_C)xR(Ous3=7&37tCEvxx^&7*`RN?Z=N z44jdqEqdx7Z%A}m%qj1+<7xLX9CoPL@pzXP>ppR8+JSy{04~Qkp~?A@H>>yuEc>8V z$1tati@%TSv9#Tr($QqlgAh4RH%o0=52fY~c`ZK!UIAx!#>p*VF8g**G9%wDLN~`V zv`i(8Mlgd?Zs{|#odV!yW^fBu)dU(5Gm?Xx4OICPX$Ke=29LJhFw&0?VsU-_21xzw zdB)O6AB`}!0Qg=*!j%Aa-I|NN4hgAUZ2>Vu2nCBc_Ver4>sFkCdy?pS&{K&)+~lnT zL&_z?S51C=eB5pB3(d16I_zTn%HuGxJ~eqqV`!vrKN*92x0uy2t@LZF=fUa6H|3wt zbXNQNf`8LfpyRcocV-J)8le=)ajlK1%}Y6~3u!Sz)95~`4>hXMqb18dn)0N0^Fd!K z*!>}7*o9#zVECcWU5WHBp-*p%NiwdG0Ow6daPez`!5Y)?Gj}tofeon4EkJ|M_YhZn@>Y*1J z?DhVyF8xHF%E97EobcOKJSm)Y%K0wEGSS0(Xf&<|#32L}(kQ0N&OLVn_R{3|>J}#+ z5Yh)2A|^>1{nM&OBOOQ*iU_9J)|4tVoXJ+X;-f)KIPCpA#Jgkc{1b(x%aj(VByf;Q z5>e}p-^c2X3KgHf%tI-5`(yC)sI0GMh7N&;TtoL46itF9j=XME zJ@cUT59q8FU30-_0e9xKQ>&l*uvsY?y2EPj#Pp;QEcTWO^xfGufN+vyaBk|{Fqlx) zqqDqBSS!_NNw(_ccRadRu?1WrB0WUw&Gh|no!!+j_AZ`!mpDm^?ZiS;D#^GKDUB<1 zT!!!JucCjc(2}qWV!^`!Z(?>y^9HW;PQ zF_qC)jtO=0lZ(^->X^B(2-UAHr@9Sq^i7?bs-1|PcgZ&XCHskYL!`z&`|8aoy~di? zhLZUn#6EjqB%0vgT2mA4D`w`r*&&xxxLNDq1J&7YDPiuqnxLgzwEsxvBIaM4>6fqCM$qMElhM z2JY0Wg^8~w+9f&^0+X&-Ciw@-#k6H4m9K8@%$0iMoZ=^O_1?LY9%UQz#buLmz=xgm zYPR9S_ptu;K{LRju2tzls@^{%ueuwgaZB5-F^}gIabfD7m&)t&wUUtF&%;@E0lI@gi2Mcs zpMwxwS+`dfhK5+&hyCRoh6Z-YBu9110bp`Fquw24HfZ(oc)uE)E^3l zf0vTq>7UtM_zBbheJO#PVlN%*>{+$AS*5*dNU5q3RtK@9YY;r+=gUSzoq(ZePt_0Z zisC)V@^ow9jG{S?dF6otgSs-LPzS(UATu48&7lmE)LRGk0eq~xWPihF0cafWfeCO? zW*R_W!X`apZLI=KI~M2GD~~ssta4sh7w&rS6{pGfAaH*o5V_0BhX> zh4LFIFz<5ffhQmW80Q*1r!tt%d2!`pB|i8406??G6F)anYPoyWhtp3F!4Qw@xv%)h zHTQsQ>(&~$c|JTZl6lLYdFF;e7*9m(0Gp0<@g=59rH2Z zUN6u}uBewnw!-Pcb6<8@&lNJ@q!=C@@x|{>l5XWp*>#OneRsG5hlO!G@w>Z3j>>E& z%1X}2zhw8fcilS05);WFlPPZj?U}-6-mLjJ@y|QdRLhxk#n)~Po%!ap8&*6hkrYM|1EZZd`uh<6-vEpueWPvClaJ;skhu4H`GR*HG#1Bw<`;j z0~7i^@PFQeLv#g;Ywzhy18w?@8s4=f(0^pM;59xkxu)8?I}SuklQ776-ZbLL>RnL5Ni?!g5EB;+q)@+xFy8 zu||j*oQ5vt{V?~+8PM%-8RQvE zFl9>*jJrDTYn`S4dE&5|#0cUon{M85EBpOiiGlmsN4Q0!i>kxaf8x7(u-_J2`2VTh z)E|=q`*eAAq3CCQVA*74I~<5fJ`?2`B#GPx`VD~*y#eX2fGG4o<2?+bB{p(PY*II# zy7H~BFh2J%pcsgUL}I&!jBbVTWuP=-zh0`&pX~DsQKwb|Lbz#D^8GWOh|H-#T7Q*~ zZd4)dd8{E2G8bR|%tRx}U0K?EeO>$0(P;s+s)2fgLGL(U4WT6eMKy2@>#*N{Na7xJ zq*Q!+Gy^)s1-_p&J>3r8VZOW>$}{(WKa|oz*Vxi>0|hvU&RTsx5Qu2b`u)qwr= z5R95=9wEYs&dr)IT*<9)or@{M6nE?6WQ=z}hGJf1YMLz#4^tKk{>JOD7bHg4L6d;D zxpLO`>xFuEYSb1~n_Cc_=lOmSKm&m(Jud;@&=IDNa`v!7M{IyaN*d5@-!G?w*z3V6 zwsEYCqTL6osBH)-*F#01%Ox6z%dZ)T2b$Z66w)NKtHlh#c*PGMFt6!t&qB3X+j9TQ zy|_Bto#6mFG&KfG@xup33(!o`u!t3nae3|XhNu`@XOfQmIemNlm5zK7*~22?ZhuIa z>s&Ew{OOnCK(CD0qB^=zHcD$JdC?nGURYAmIgO0tO%U4YAG~{fnDevYhz3dg%uJX} zR=8YkOr6xDc*Ladv+1K--Tmi9cc7F}2+f`cVeruh-N%L}s8E0&0$XYk zLi=3{+0$utRn~XgQxuIz>>AE@pcT(f0v$K(csh4NWc0U_vG1gPxOnzxy#;$+_Lf() zsL>6g=9erhGinsWM}2|s^a?y5pUIsrCD_wUPK#va3mIMuV`T{)gxEDbc)E8G#x+%L z8zk(;76y)*6A7z%qEvs*K>kIF9Fbec_$zrI<!N2Znl4Q%>aoxCrXPjGKY zc;-448;{s}$;Z?en%yYN^guBfMezzhyFw{Nh^9TR)q+kr+f@ziZZq+rXGP{{ac`f2 zlhUIXz8$`=arEJaX(4tETG#bis>^l!dIjto+W=QSnzPC+|7=;+;@oDZ;}m>zcRfN5 znH)?B2~XLz&^kp&LRc*-=NJUd)WQ2azcf!-$hN%wRzGE(;oPl#+dVBn_=JQNOED%c zl6yuj3X`#RmlrrGk7I3N5P>O3y*}CtiLSR?L%&N5H`UF_rij)oVA1JK4LAD5IjgXR z$f{DSB5_~4=R+jcKp?izNv4?!?eSEB^_Do$ALYg`r*!&*uK!4qvP&}>W{GK&Jf zwH%j`j?ETw>E02x!Kw9RYNX#xOklKZC%ySDh3s=#-bHB!3!c_^AuH`>x2&N6To_`5 z{8q-6fzNdXau4xXqf@`)Y%+Y-?NIgifm~nAnHzdzcNt`0pHSZzJ@F?dC7?(M)*5zA zORt=NzQU=NCPx-AC~(yjl`|9uKA$E|pPr&h*0f%XagKb`Up{}jXaCH2x>lW*U{Q5z z_*@0U;y^{b7bMe!Wp75peXTuNNk$3K>sD07j=wS(00?L5w%?l*>*lf~_jw&VH%f*z zKHGc5vhiqVhO1G;aO=0>ChQF7g*p}n8Fd^H&D17j%5V4{Frbh2%NUt*2Nwhm2&|pa z+)echDCzy~T`}Di6RAHXh4ja#%!a_P72F93NG0ni99oBxKCg`I4Q`&~-jE*+m7yi} zs4a}J zFsD>&6EVCCg2p-M&QPcrzW-1gd1@^z8k6;WuuXO0(qODm{AWVH=7PaDkF3cXcG@)Q zQME8QXfpKjk6^Eu#9hC)=TS8~pU;hJMIt(e|7Eje7objP=XpLI(Ue-t-owpENc)=p zQpCD2vL)i4joeSO_m#}wa}B1P@O|UntJXaNEtfu)tBfB!D$@QylZq4%!#N8xp;z5E z2i-hVI8!&~K!VncOA=+y942eSN>mrG@SUUA7HEgwspvP~?4cS0c>!Dws_u`oA8lXvwnQ< zXvtz2ztfs&Ivc};>R=d)Db$(_J$B(t&Y8RoQz0D-v{bKizZRBd5H3eUxPXWF)|Noo zcqdbAh9o;KC+0ySqU3hKoRaojogEWr{l zY{8U(7X8hw+rR*8aLs+TB<0rNDkz;jLDX!!tqZ=qin=3MNOw500~e?iga!=9TV?57 zproSik6hH5ZHu<+N2Xe4R9Js6Fgu93H3?BJHWx_r4I@(CME3r^R!{edX!8MRxG}6+ zjikVkOzC7=+(c@c_JCHOk6PCVe z^H)rrSpy=+Ls2f5N?^Jx3Vr+Z8k3@PTxTj0^YM}U5AzCD5X460QC)T-2x~1=LjoXj zM^%+@M6*ru<$)RPv2r@mvF9oBNC7Dc6V4Wv_jLfUf%{;GkSnhJ8hpR~gs*NMeB1Adf0g>PbrOD&uF~o3CP{uM zj{UlMl6JCD*exEu4JYUwL~h_+ z)Q#y5I!RmSU zm4b8ZHq=sxPN%#y?#amaHE3Fm5ete><8h4YO1Xx(XE66lxF{X}Qj51}McDWL=VCsK z6-Ftv!3|u0tD~JH=Ld&a=1v0v1G^EI_7p<<^=3)vHAiesKLd`xXlAn89iDtoY!D=O zp0RmdZu0}8qBu}G+FfyXBtjK9$Cq(EwBD_};cTq?*4`B?xceIIu%tYpiKnYq-Yzx4 zs$(Bj;U>rk-N{1URQ-R#5vrDyD806uYe5=MuYRl;?uIC;pd(b@LvT2>DF0d(a3WXv z^ozb&$ofY;C@*-Rjz2z)DZTsIqaqh0Y;@0l4X%}k_)qF8le0w~syOt0B1|@Vn6EN2 z1d(wLBVtwN`}R(DY!q7ik#k91=?*YbF2!loW)OG}BoP1O$Y&OL6vq}3%V5)2* zXl*x<0#36FlBziaft%G}BExx4SVH2V8=?X)jSI!0pP-rJ7BKP_nRv#6WXp~;AF$kQ zlI%iP2D;H>tPiHrH|x_i+2_jK$EO~jH^lWxJB}&%){yLDZ%J}ucz_p)rhV4sN8_+Y zrNkid*=lOdGW%Q5DudsQ2;y>M$5R#LJzeeW144#Nxb(gksTlkC+!*TxAo}9a4~YoI z#nYn(X)vJb6V!;oWG+z@RHj(<`lh?$0XkA>EN7p+5N`=^7(%Ie_t^-V+*v zK^cKQR#P6gPASS}VCv)h?`LC{EN_>)2-YX(CTe{vrc_0jx#dO(NetFqCAh}PJ`XT zlvgtB1n(_3K=1V2h4CISb4ONpos=j5d||v^|M>sD;NO4B&!RTlF)qj^8any@{raEW z0A53}0wm^f>ITJM1lKz@Zfyk}L={C9Vx zKX2pz1FU-Zn%6!X{--+TU*G=!fARmwYAk?s0Rag@lp4D9-t^e0D$<1@U1mnc^I%Rs}#%=Q(vNx3wfx;Zwr!MS*~=Ylfxh;#cB(JhlO-@7*Q zcGh#W-)^R#^ko6JPG~v!EBW{xlgW(RvWK4cJ^7Y)rSANY5y3W9Rkp4-(Y1{)$2#>_k5!6Uyk#CbU6D(m zMH@plmyL~hb?G@mn)~7h|Lw}2=SN3bR^UWO?dEy{#f4JRInLKh*9xabDzmheJl^oi zlkPLG?0Kvbl*8{qIdHgOC5+QH^!qb%l*W%<`{$Xwra4vQJ4S`3$L3iGbc>3g*dCvk ztTfPYEBZ#4vmijjfVL ziI9K8e#4sAg>+i!iF#OR`4!1%qKZ1~#_cbd(3$brf9YDcGQS+yi5+Qz^SBp=>Cb$fIHLASXUfTS#-Akg1-)qtLmC#N>$1<_~OL0(&gEy9M$4kc^W?lLQAK9d=rb$rA$Otlwv z9sZ3+{G#C#iO&_E4HZ;a#vqe$wR02T{yn{%24 zquZq`pRMJ#w`h7?5{>LoN3LwLi{asUSIGv`4mWQg>xI2da3!+@X_86KD{9W{mHGpO zSH3>3DA!VQLk}Gp|ZEhr|U8(r*oKvH`DeX(7s(QN_FH2b&_+0QB>XC2CecUmXSLdm3 zk`q&qU#nBUeN+BA#rtc_^#`?pDBg4NIe>+idF!q}JzCIbF=rT#dHcb>&pQGq`# zN(3u8`rn@-AxCN-I@BDR4riA+xQX3+y$MqA2e!7q0uL86L3g&sWaa)Jet!&df@Q{k zKNECctPwF0OefDQn)dgn-Cuz)w*T<&tL(3UPV*)})@!DpVfn*D!wA~l{;+QXpHM1t z0?V!s4*Gvu^2D{FH|Q@LD^~Rg!K=sHl9RP_jE$<` zCeaS9l`qbi^A5EpDzvq~SNH2ti4ni*U~f-}5Lpl2m@SiPjFAxI8aYC5@sdq3ym?I8 zDrJEOj=tFEG8*l{+4k{4MJu(Ag=(*?!~m))T6i$nxXh96<(*gi&%L|B*ji#yQPTId z*mvK3y>I~{Nzsno?~`n$2l?~1#$=@;``0`2JJ3N?xh>lpvnbx;xzAH`$uX{GqEjC$ z%y{LAUMV~-UmV4%P+YVMrF3xGTJAKdlGxc?Y}**v**4~Iz42x-tA;(Xo5cOZHP^luA^$q}Pu?VBgi-_zM;V>( z(@D762g&+ow6>`6U>c>?egs#!kH)xJbp&kw2v*_cUHls+cKoK+N|r&5ro%*P2F6Td z4cFacmYS|+U&eIR)-b3?GcvP=;qJA6z4{X=-UMR=5243WG*8Q_whcl%&krrNp|%AX z+@`X|BTQmy7raKr2IQDFzSXqK&|9K=r?u>#-XN0@ELn`6ZSc+NbL>eU8@l32dhD&s zNW}O_Yv&uNCZx+Omc+e!U_mW$Ei|8L^4LL@_3@z~Ct#o*^$oma_~qr&t04Ca>G}Px zra=-bUod5|G^x} ze}jGSOc&q+tER0AheL<#R1S#C&*x6L2P18+OFtqw8meOzVO8+`=~Q^)Wo`VO=d`l+ z-DuOU0S2euSDJ9sMD%ipj)_+=o09zFBN~j8+ci?#uZCvJk1{Fd7&ppix-^=%8b?`% zZdrmg-p9wsTL^5gVZD-oh;i!V&sWnY=XStTElS;WqUc(%g9SWc+!ur zG(5!o@k!xZVzb3|k>W14cqKDW-BkR-snxj(vgB1iLC?)q-@4vD4oozpojtPSQd=4$ ztp@EIE-JIwh|4C%%Wun^a0LpX+;W`=FOMt|v1zorFt>CuduSLR+%`;Mxmaeyb@~k# z%IKgZ0wW}vh#{pU42ymuqBuW0U&EBSPWuFQ-)2LkbUvWO3Ndzm;Hp`BivD)1LCqqA znM6PN z1Q)O#w>f^Twy8};s>H78?N!|lEK15NVvCCKRh9TC%4_@5qymlo0OB021_rab`C5T@ z+{q0?(^+9i*gEy4FkUp8*IXw|tT$7(d0>V!9N^zvB#szrm1=l8iiTI{ljG0`4z z7#B9rEO9hBNB)gf#VhQp)ZKFgy4-FBH8vZOuC87&c1>4x12y2-wZ+fj#nB-nTv|=8 zy79{x$GVV~O9%9ux%mTOhzKe7O~M2pis#2(T4BbMhRWlFkcCT2Z7RtnE8Sck3&AMG zCxe;-^#wLKHB&D1^|^~ted{Jt8`=UYcy^}&52wgWM)K>Eh#mMnA&YMx(d!ebPFnfS*@HN%nyn2gy7bq zfvp)z9^@h=j|pP=gBDNQqZOyJ4c(6OE5L}==V&fpA@47m!I%rjSWt4qne<%86YF_! zSg-9x{g}gK;vef>$ZkgX9kqVN4y1s7t=sg~ge~0xF=&n>B#b?&nbl%+mGD&y)m0T> z$i24F^*EpsZ!-#pd@ZzzxXKnnG7WWO5YFG9a1TWWm7!HTYSI#(Ng6Z6~mxTJvYm4_r=DXWr_rU1C6NTJP+DRH)f(nnxdmD z;m8N!=U>wHO|igebi3pIU+E7e`zVr$&%xGP!%FXn|2Qf+=aVMRSF)tmv3!;LJOS;< z+C#$c%UiQvWd%w?Dn~wx5!N%UH$U^OTCd{sRCU*zk!x2ly}wbxwEZy5;;`xn@6o?v zY35`6Go}-D`=609>HS4`u0tuD|D4;b=Ic!Kw`B};C>#<9>_I~YV>$kYDJ_FSp}W$^ zb*6Asjp$;1VwE3_2~I)Ao27c$udAQME9N}&-7)3pGHyv~%)8`z-Xd-{hVsa7j!~9* z92r42^rX52IRxXcWEmrfC(fs=cVRt+>78=Iv*rxfm&V7zDb!O}eG4ty9Om=8R(hA# zz^HUN-CD^6<>BZnaE?WqtG36wtR&8cHRt5!ZI(KmnxpyQ ziB&a62ZLRMK-KW!`5)*uWv(O91Nc(B(UHU&22p!t$I#^y`o*omDw0=q7&6PYrme$_ zb!QfR76KpLBwsW~Y`{4MAE>lE;)m17uGJ?3b99CDO%3MrM^cVzo5nU+=v67>ahx=b z?i;I;<&IYA63Lx!HIkumO`LKq`l8!1L5#W$jMrvp#qtF;BKZcAVmgs52(h&_*9!+j zlmJd<0#O1Xby|^}r1+Z(4YoWdSdi<5SdWYX>=_mDEQPt8g1EU0gjbW_+R9@#7wX%# z@B=8NH2d#QXp%lVKd-V#%xREKZ760|6~Z$n~2M72nOe5-}l9TjCk5GCO~rHxvUas zCofkwOz}v^jQK_-7Y`%1T~pKZ>QG6*#dA`z5ptH!Z2$1T+;q!py$z)%Ufu95Bnjz3 zt2@e4m9{YJf^~E4TOviQUeBDIEW8BYreYJU!xZm)C-eFOcU{TbS?)xX)lZBuB9!Pz zW?L8D9J%Z^afImx!#%r3p)TX^s&vdjPY&yjv@VF?7G3q?1Kg(t4f-x#J`jtdQQp+C zhi{JxI2xOpqd)tPXp7*(nORjR5;jLf$|6o(8T4kvx?LwEgjA(W(!_0bx^F5hO#f}&73JJ?uCV+8`3_m~D{O|oazXmG3A9Yh{cf|3F=1RP{+ZgA z6V~9J`O^t;Mtz%TxQuO}MmhDn=(4%{J}GhV!s3Nq8Z`w)NHIEodr&oRvS<{rdDk^y zd6~{K$vpYhfdt~7gRkp z_B8>7L?6OSUK1bT1z5YYYyoMJbLw-@5}?%) z)mBb_Hf23KGdz(_@9v*Vr<=!875>iJrCtYP9aF+Mb}5YKW-xc!s8IKbPUYY`e)^|> zj|yQ?$B~CHkGLe^SGQ-J%IY5}d+lrtMqX~j>Zh#loMFFFDd5kSxkd)7l;byz^KXI=Z8Pjd@WyeL6)>$Uai3jk$GpvT>-x} z79W%ZLY;H;q-c8=aRi7pa%Sc;J*Lgoi4L(mlmO9~eqLZ;;LxI3%u=!w-nOz(`k`2L zV1Vcr6iMdwSQT;Wm`-BD#Z&SZ&wjb&B=yYLRTpb+FO3ju{E?A%!1uyp--3+pYRDly zYM;_YtdvyMT_1}3{xfs4ZUY;wjUofZ4R-@n(X>GVD#7e3$}Ne7KubjG*snxNdboDT z3$Y#b&Da$1G)*AsU<5vZimAwcvl==RDk>3po@QjI$SIS8l{X^|5y44{5o#wqWj=8{ zYHpd9swRrQVxu3XRFog1tM@RszS>A{>6ueRMFNs|9Ynj5I#ja}B;GQyGeAX+^0*06 zke98q#5834a4udtYW12J3Mx0cO;4*;{maq|k&Y1}F6(-T_-E7%tTj3LiUn9rP!Kh; zCvjw46z4dZ(d)S}otQeYEnc_$LdE^OdE)vvgCHZLI(ab)_d*n4SVj{U$6UD^75(hl$Qg&@I?bWrA??eN3`^9V~#Sp z^CQ0E4AA@m)Ls;KB)U1A72{A6O^$;abk)i9mK~RY^`Sn$Aw5;2MEcrsGZ|&u>q8i1*D6q+!c|Of@YpsYvX1z@ zLZ_3LBzb>d(Ams*)(2>_0Ltp8Wqo-Yo-w*2!y0AN4SWrMM1#+sY!vi zFu@Ka+R;zWR*3Nx3_fc593EaJ{v_*?7->$YQ4iLgVA$4XbUwQE~cw#Uu0#}5?_Z6Eg;bf>ARk@ll@poWJ~FH*Ac)z#6~@HSY) zMBjK9g3Oa-WLJv3)1X5Fr^c%z*SfXCpMNOeU677A-d8C`nr;OCT@aJn=)yWuS7RC$ zC<)b~4XXV)M)-(g{Wj`QQ^ku-Rm)GlA6=;GGAJo7nnL^1JRz{lvRK<#%JkYY&vc_5 zyCk(f7Oz`(m)0@1b3r3J`!(KV+w)l1^~sSYC<`nS2BAvJFnP#GYNrt0(ah1@wqe8K z-`y3kB|N<3>1zq1q)S2sbX6RRR_$l6Rg1$kXuWcBnzt|ta-@CsVx&A$Vx(t!C>Mv< z>LnNftfZUA=b;+jRh-itmlL-|2`2~7Fwfm5?xrW_{l0mtB!@rgL1xVhm@&~kg?e>f z0=lCmQ`z;|Fpa{+#;}t0ubDIMgFZ(wL@o-4W3x~skt1tvZvJ*b2BAkNfktTD>ZmBHKa}cBac#QQ&fnXb)s(ruIF2wDvHFNK?6TWji?EJQ1LYJx?dAz@B#qkPQ7pT&8lDD zl(we|5@$!b+m<3DYUXh@$vW00LLR_b&1UJiz5A-u4IoJMchX2sqSeqYSyobg_qOZx zElZD?He;v!aX^b~Fsnm;>ZW0n{VO`icVWlNhtQK5MM>8O(Fz^M&afqb#JKN0`AcPb ztAYn%4t-sWVwzF*yGJYciQ<>(>=5>LR360DTzUQjHbE7{gK(ONqO-@`ZP@~%2KTT~G;l@P46Eay zd&Z~X8I$J~iPgc!9Bi`3D|qt0o!1cUQtvF$STTz&=HgN^DvZo(2#N0ED%9uxw(2+N zWIbCizgQJB=@QVf*zGc$Ch;%Jkj@TJY*&W~{{zwEPdmCA1YULj@q?ku-nIW1AZZeB zSF(es;$B|ToDF~q9-Ule|AT_KckiLwvj@_b{T1Mv!1x=bcDy)IV`B^VGd( zg#E96@ar)DZ|etAK1H*oVmx}q1)gGP_I<7Ji6lO9lI~4juWfx~K1$dU-q_Rqa{tA} zmJ;e%=4v#GwG*O^Md=U5CO_Zy7MRQ14ix zQ0<{|xN^t+ve%iS~R(d)5fZftUOQ10}js33&$Kuw(sUL!Dp09ZB`k`jFRH-V~J#E#a2nYGWeCbF?Vu@7L zWfSGuvvkhW@j;T^xV3&etVGpouffAiw?Jh6aAIuiA}FJPQ#;H7AgGt!fzsXtK9>lk zR?Ep+K_ROst#EsNvTbb?h3e2YiC!Am*&5L8sPfa$(shV1YAhH`4AYYbA*~W99fY)Y zn`cJPU?wvJ9VYIi6GdiS3W?ZzAGd%G08nO9FWweO^5!V~P>(eOO`Ckze-+c)D|q(PAPS*z5K|zKh!c8091A=A@bu z-&2#QW0gUe`A&(GjN(^xAQU?PM@e6*-tvd+(OghgNrb#GI4+Sbkn>R!OmA1uMH2WN zI>Udg)mv4J97xCn*Bpcg?0TEUhRYH&t00}OUl0fNH0>BD(d58zO8X*4WK}8G<>{n-8OvGlQ>V_R#Lv=mnBWlWL($Blhv2bVF4@~QCi~%q=v8M<@ zS<2kkXEZ))Q^j*3INMEpdljedU$z7`b=k6LI&U1*%ItluGzYd<^4kE|-ox5_#c}Ez z1kWdfT9QqKM^)pB9D6jnp>b(_G80ug_k=G&t8D#iy+uwjF#vrUtn%W;0fg(}Yo!Wh z?>2f~s})SGUR#}BJk~TFXMTo?@axQ;MB4!GeiH){fhB-r3zPsHSa+m&h;ba0y%YeP zti6ufSwnF*yHuYwG3=XQ0${NHcw(4i7aLoHzgsy7w;Z$?%R3OD95p^Fwc`@@AUy7b z&Cc>}{>!6TWN{bgS1{^FSrUl}ORU!IhCHYSDe@3pDB>hI_GVhb7JUHUz0&q;T9qzw z^9_xm*!1U>OEgfe`ddNvFPocCosybp3xFAYD237TCP(3T?VtQIKC``W)F$ z!xT$QtZy4zknc;0iw{%KLU=gjUBQNpzPN8pBsH)YgEy42t?__w-rB;K?MRTm83Fkb z1j>wql8Gsuh}FGys5U&b3^15^bRB1E0%CKBW*n3t8gf?F1mLOLQzlaND>)$PTygPo z1XjccPK+i<*JyGC`gOOQkVVG-76e17*|P-kjzd*I%$tj$(!S-ZIGQbS=}vq>c|dJg z+*gx?&eD}!(*U84TTs!tLv0Y~N0aB;?9`NEGRo7nLwEZI)B5d>^UMP(XvOFA3h~3` zrpeKoD@VkzJzD~gqFe|B$y{Y(KvA26v_TT&ja^D^{YD=)R`h-egc37h6b1Jt1SdJj z24!7d6twOywg`_MyPC7uBsS`oQ$ss(kxi=`R0@3SGglM-(-b@~nbzk32}OqCz@xCa^1B(&4ihoLCQ_he-X*TiUP){=4cy4o5p$6yw$*5mGR`63e)13F=Qx}g& zEgC`Tx%!C)Cf$?;o9oF+QJNOg@C=1@J-6u)hxa=`AR~q{TkSWd^OH$zGXNH13ROs~ zsQcm;qSgyuh5n=XA3<5esNztSgs%UvcBDSxJ6fqlfFT-WjVhK(dR78YRI(V>g-cP5 zZ-q)jQ)`Hw_0Ay-gq*oCN?FK~qXnfuIfUst)>7-*w@4?ZhHki5`=9M{juS{iZbCE! zQ&4)*4vK*s)0j_!6V~>u5wHeKKo+KD?-jAZykTCX7Fku)rqj8dO^-qaoIMoTD8~cE zX1);m3*@-^Q*=uVugQni+*NrcRc-1D@~rF(^|j0u3fchrE?W*bh(10;!}wz#F?V1CU>5IH)hQfm%~UoR%`)rq9j~c@@r^4or2|5Xto>l$6vY&l@Z) zlffr^sJ_e^(gr@BAl-6Y=;x6m%9YY>7fxUEZ@SoSTC1~KGRPadU|B9!H7E+DI`ap3E; zOA>iD=E%tLD14p<_k3jh<&9IdGZhP+TWhpF-@=zJJr(hN@bafyIn+$`ZYCV4N=iIT z5s3yK-dMLfzQ@_#$Cti0n)L9G(VWyUM&3t30(U(NHDd*MO%mL%Cywbcaa6x@1yFC4 z#O$P$fT?-{8SoIM0Nvp$Dgu^@w`6B)7F&1r@Uj;D7oH+@()~bCiJ9D>Se8K0vpJAp z48$utMv1&48E$D`W(P1Rc&WH&Lf}Tls*jklXAtw|eo(a&%t_fQ8 zr6)9cUvj9K;*H9oN_Co!da0$2Q3Sid5sghi14;mRX0Bpj7)_OuZG#?Nt>G=csMWB& z_y|enLmTYT=g_G{Cbjucm~jla?l;0+hQSuvSAD{>O6~F1 zH>+q>6LV6Xq=F#cMVGVM+CqV8VEK4FsmF=?OgY{%z8SOgG<_{)_>$SgVn6rNJ`nbW z%mAW+MJTp4YSP^UU*ok6IB_R8=W3d21uHJ|E=OYvh35B zbA?M-8ph%uo3E$jQ3xV1&6(67bBENqInuVJKqdE8qW4JK6*S*gGpVBV*N!Qb?#& zrfuF-pyIbt9_}E)1jt@bp6gw+v8K7fQB|T#bd43*e8CT}6If02RzkGq)gDOm%83@{ zg`gl=>t1&FvC>|PIf-dzxKRd(uO-s+-u{#$DB_-HaX@eT-yZ=9kWLFDPBOh)GnC?D zy5L>7>N!Ke@Ps`EDWNd3>LN9;%$yYA0tPa|yzM}sA_Im6t$GXeOtdl$Q49OX4#|mP z*wV)r-yi8O)FQjimXP8>eBkRke!|_90jlFPvVz?D-f|)uyx6hxJp^hL&SD0rSV^s*Z!7VR$H!~pu4)JUG&Oa_F(=0 z=h=+~16PS!wNN}D6??(}V<82v*mn9N{hwa32Z$%9&!7VKrTTXPLK;FKR0f05zGM8Q zn&3mM3V8n>LpcI}S~UPbTisuB<1Kz)ZohW2BnRYC#a$Rg9oNS{2%x->uJIP+XN&m+aXZVZ`foe z)L><*YaD3tt?20Jz7A)(U#}Ya5CY27nsFEQK!UNypT0i>=vSY8n?1nlG|*vUGX*RR z4?i6;t>?*Cgebi|7CA~F{10gD0mb?yKg8yF9$gGNZtKg<1Iuz8^LC}#^Y)&US0HkD zCLn0}20a86fn<>DCIE&(o`PS?+Tv(3VB2v)1iNvDS!Y=YeB$a)_WxZ*kS0KO95Xyd zcTM#c=UhEv`w|04rKp&2phm6;SPRCXUQqEFqV`1sC>%-~TaChWLmfdtY|#g(^lhV( z_(ESi*M3g2yW4I^2%^mg3L)8om60^Oy?PnqnrqMHftd>7*S`PeBd!yea@xZ zUut@?s{(0AALQ~HfOLf*>2+TfLX>$8?y`h`;?O012hQjR4j?H zBgi2tPKj}w=W1iHP}2dyO&tHqe*w z3Zj?W*RqCj2eVT*08~|)Tu9A=<$$?>%@Sfh;b#nZcFjb}-TP2R17V&y1jxdG^K&kM zHugp*gval`DI&|>wd2V1T&a=QNG`e1nj;xz$L?kvUXz)lJ*O8 zk)6d!HG?KoA2;sCmM|CsG<6(+ZnLjhF|`n%zacc>>}596myWfA#0RVuHw!ZX=EMu) z-6M(hB7#`x9~?JVaX~bTWlOCJ6L3LNl8}R|T8{bMVtd0}fFv*QhVC67 zhV%s8oxaYQm*@C`?&N^(0sFCc&ypa>nX3)TNwx=eHoP48Pz<}b|J+F|74e4+)LpLQ zSN1AF{4m1Qv}}0|SvWxcv*m(Lf#e$kij8`#09$+51=DyU#SH<#(|@HOC0bH)Em|rgPEgk>o_1h zAk&UxD)4vLG!0&Lx1__gBD8R<4^bQyvj4Q;qi6s_-5-O1Jnq%2KFUEDhv&WGj1GzlPPX6pJ3r6NjE!aN(3k*SlZ8k*XykYU!PaRud;pRxgc z&;?Gf=%Mr8F=_gLg0NBXIlxqZsVuqnV`wra#sU!T31cO`?*+#{)!SzW^vukr?*#;! zA7S=xC`pg? z6x=l~+|!f&-8DM_E!?m|k{vK8`w=PVra?Z|^w&RN41PWr_~xPJQu^-0zdh!!MNR_V zb9XFNJXFTnk8gf`SkeUse)j3gAL5*Y$j6@d>7sWMzn1##Lvt)4L-dpOSR-?c zJ`W(@o&+KX&>2G`1jgR9E&4{u@wfEo#UAtK*f1{yauk297&TPV+%)_6%1&==G{cZ9 z5^r8^^0^*$biS~8rt`X0^USHk^AR5nYhMf6k2N!Aa!8-mE#hk%9xxKRmiI}f6k9^J zke`Jm8W^3|`!aBJUUz1rxCF;IzeR4!JY$}HSZGkHupD-ebS+nlwBjXPI9tiZ2h{$~ zUb+C)rRw>eW_lOS_S_#IYl&}zf@cN3lJ+AeMN=Hr8}~s`qRZFO@%fJZDJDtr+{Ije zz`B|8AV(aTp5h1Pn5jkPjAxFD^SHbBNM8*V>CX>UO@DcLwsO><2tlg4W)mz9u=6~3 zrb;DSci~f&x#Xx4k7M34XFX8K4bAw%*~QgQzUCq`vmU4oNxX-o@Wv_dKR*<0S5OWF z*r1q9%O4SQcsg6w24N4|R9mB@wYXXxCn2z_|2N^U-E{jgD6i}T8QJqpZ1drF%{#C>3=uS`_dkH9VigT2f1^9%1%a=R9qzG>;GJW%2?py z|6b+)UgiI^@_$TRIJ5F_AEFT(3q3;^i1uUd#`s9IwW zv7lbD$c8@1e*ULLj46>(ymJs`fO_*DKnL2ODim+o=EBr0K=u_uuZ?n~sDs%$pl~$% zJES!H$)zkYH&Y*Kc3B)T;t@Xz$abZG`@o_ZE!5%9X!w9VzLPN8$}7`hc;!bXN?ptTaGNKv?VQJgyBi zPkl8g1ue}<0KUktS%#WU)a-MxQ24%>Y>B5Gsd#!)VcLw}@C#R1$K3adqGG=8@kV|S zl}_3BEPIf%Gj(21ShYZ!JmaSYMIAbE=ZE5!MQ;$KHbVkkdgGIhpP$bXcYdxH>Tf!= zHmZM*bUtPbOIhN!{(8ucOQjU6uHzLnJlo?~>bPiLj$f-k{r$Ep7PWz{h@V~5GAoRh zI!Mik}l4Q3F)tanzX7)u8SqDa$7t#e;5DI;9I^}1zToc4U?C+2gr+5uu?nj z!U~&3fb`FZ9RmUJOs}}9lq4O z_r8g;Yg9$t6e%pAKHnH|nSH}OO@A@8Hqz-;T}_`=#F^Bgn?vyDl(?WWfHP@Wbct%m z*WWv#M2Xh`eV7yYGxd$;S8w0T1n;IJ5eo(E1y6^%10bxt6pPytE5&-C$bR5mcm{A= zB}(ohBNfAy9=g2)xdy&>;hQLtndx=0<>Atq5TD~4MQ=``cXlB|Kta+Twtz@pfFX3x zYVNWx6AnKOdIBV3Y9abU;{}unvXlPt=4O14b`f1=6)Jg^+(PSFanFMyfT}P)uc5U} z=ws+!gI{D=yi6!Ly{`9shr5tkZ`%;a-lmu>bH)>Q_v}_I&MYQuTQ(_Ls=^%v>KUe^ z<|10iQS*088^zHK?x<0%8*T$Qu>Uo#p@8Ky`vz=5<_nqo)8TQiZuHs-t?$_Ay=XdjsNW3_T5zg1J6%TaQE%l6-Z*(dZgGL<^E3{VH!Kts)2jlpY28Qz?d zTpbMkpveBm@LS6#@0fSLeVdZDITjhZ0rh_Y_KTh_Yw@4PuEY)#b;psq``?%=nf2hK zcbWps2#QUM!u+f=f4Kd&UMvsX8$$8M!FT~I5db9KQhG@whLeNL-*Lh;cldYfu%96d zzJlox!5}74+UxL$;(WCIcx%6=&L643XO5wz2?SBADK93ZRsWa=JcjA`AA%ocFWO)J z_lzL+7=W9iKDJW+Byt|O$EOZN*Iah5{r;n4Ao6CT1ew5Rd3D1-WdfXMKqk;2w@;Wo z@cqc!ATc?{rS$5LyHx}iFR>T?(db?WNfcX}p!6RrBbUI%y0<_6@DgDEd&vL2$^VJ# z|4($1R!v*@zvg54OgJcxW1wIU@^CW#w6BCgr3?*-h!0WUAnk#K`nv}qgXUNP-%3>a6m@HgN;9SmnC&OZe3ZE}j4w}k&qZ-hY13h(pTXjs5B-3 z3i1}!Xc$B?k$@`B7Ywfca>PEKr=2I>C%1wb93}Q(aX!1h!&h-oo5dt3{#=@bdLLky zNyWF8+BB$kz!;|YoMljOKPCsGS&cE|{^tam$p}>>*9;*JRs9hu+(U?TB7Eq}(s?GKK;V0?omE5PnFzfK$e@+_KY7<$tk4AF4qsRqzx8;BiV zhjMGTnoB}F6+rs~Rnre23cikHnvH@oOtU6{zAQERltcGD)_v*YV4Q)(I3UxRNJ~3U zWz|4^>GxFiB7lc#K0$bfP4O1!n4IL|op{5c&e^nE!gK}RZ(6BF^dHaYKp74SpBipa zAg9q-GXf3_G@`gK#WN}4ssnVa1n_{5hOT9c;ub-j0H=|16L`VXtSeY{y@b~>Yl5=@K1ptMfLvF zw=4}y?fv5-(tP;|1i@j-Qd>**AmlN=;UNwf*`}*=-%aBKgykXTTld3?lUlcH{|beO zVZh;kjdalaCFCdBKdy~LX=x;xEo$Z3MeGR+#7hDBWYCl~F?GeeW8}y)U=~PELR|E( zXzi0P%{MT@s}(eo=%`-P)N>g|gEl|SH(I}{P(CprDsjup`Uippj2Wn(3Y3YliGc6F zj2RF|*dGh|bwKNE;MI#r>HPM%^32tFV$cvF@LQUWMNo_68RaYIq|H@d?7!XE+1*+J zzVF)&l7=V|z5p;`s)}#r6$sqJCGv1mEgv4#zGm%0h{bpnAJtckx&?YNtaP41q@7ha zkhXQtTfU68yGP2vz`!AC*3)$k&JSrRRCMPVAhlsQadu(hW6$(V^9<^ki+O1QHK;UX zn8r$;8OjlvX*5$(mEBtNVB7%w(#bZ6=oJHs+0ei%L6?OeXfRP{>3wf*jI~P7nxu-h zpDsYW#VSkEXBXR7@Is|ngjMt`s5H#Z(-(JkRUuH*6W_|hf@x-AcYqt`e! zzrAXgjd-@mR}Cg%l?J+51L6^2OKX#U>&h_^(JG(3(+wa5>Y9~ZVw0GYRrE^ly`rHKjX&RGP#`fspYa6AF%W3l5H3)qX*lol5m1yI4R1k|C3tS`MlN{> zQ^^HTQJ4uHx_mC<2^f}g230n%d&k@to93RTJTQ8rXGMa3mI)j(LK+Z~Ftdw0OAEf( zXRG&+H9t1QjRp)<@uk?KBOAr4nK?GNYAQDuY4H?Yx6O2Pt9%z(BB(9U<6q{o8F+Va znuz_Q`oFY=h)xe^_4m|Uhklu-U*Zc?9%7;GaS9Lm07%>CfLS_;kUqYj7XM?yfgwqU z;QG3*0|nBbKkD-oY6e{8RD=C#KV}epZLbC7_XT&AL$DYi@)cUI2>%Gzr-F;=wtvjN zW4{B{r7!iR{9|(>99%RH$zk~AFMj)Qk`JixoJNB8KPUFj`Lu&VB0Tl&^gn<3$5A7l zfg^mHd7k)>l^0EL5k743$K3+R~tdzJrtmH(g8%1&m2;8*+=7OuKe=qxn z>5xFc72uk-$?4q53kDhlBPN_LnS&-}>Vj5OU0ZCp0E<$zsL&P|>7)dWg>r2)*K0E> zq1jcG*n{e|ba4(05HjBJDFIy|tpFiwg&0`SOiHM=6Wt<1zg!Sa1%0!5oe&^yR+t~J z6?_bJgH15cC}bn` ztd@bGIj9-4jY9UXSIS@*2^vJ~zALO}ps%1qKRqUs{ANCPS*mC3^iDj})P2Qj9}{=`0Tcy&(J=`Oc*uC2w#)g3ksiC*xnic4yO!FOU%Y#SlHiA@ z)jONs?3(PQR9G&LXtD~bKXW*1cRT}9+~>s^c1?|xU-20%))GKEJxL#;e{xt5K44st z5=6Wg>KcaHi+!lczX8GFlJo;olgyLfn?1C7Y1aw(#DK55z0Uf{X-|>A58437IyW_@ z?-}o&&@CTONMM1c{ZNHi0s^@l1<_uB215X|zrl%g+kHY9^O4_ZQ&rmelis+_LjDS0HN=6uK!_&n$ROy>s6`?TElCZL&} zrd4ax6yC>--cUU65CyYZ??RK$?io+l`*nbx9;mZqsi6P(?lXG$ICN;UM}sLa5CICB zVyGa{yesk=#@h>bv4e;en5U?vlbZJ#Xz{4Kz zoAq>Z?JVjK87kb}H&F+u0Z@AF4TBz20iJ8SJ=c0qE}jyCC=;S^bs^A40D06z-9Bgl zq-s!gpomDi=Vc8C2!3O&2uZ2AZ$TrWpdndsz_P?fyjjdn%NZ{bLlEA5^twv==9&L)@efLX*Y+?0_7} z;q!!)CJEG(G#r${K->>|*(o?zDzE{aEY0X$qw;ghJna1Lt879J|lD_jGX8`#FumsjKMfASP4?m=Wc>Sicv}!8PvRN{zY8I_j`C9G1M> zT=e%DH)W0bvJY9O6n%m~ZD?FzBB0c=1%TR%Wp*u_Dafmp!HBSojjXAc1U@6w z&S0u>1k~%&A~ywKY}00DOFh?$NYEOC0R=jBab+<6b7PZ1*y65r)ZN{vNafy2n zCC5b2071<$v~35*-6}&(USBItQaTNRp8+!Q7N&CqW(~-a_JEvhQjUF^NG7}*oqGu6*83o*?R$ES$26b2ZD)6+}{=eHCEX4D~GU82L&`73;H_t zA)q)z1tLW-I2<4FLhCpVz&uJE6V%$|v+H+-`XqO=CX0Se!J~PuanO1diedlFz3 z@Hc*=Aph-I+kxg4ThSz(H~ucCNO}5jn~09Dd7Q{IV=)xGt_S4D?u;WG)dqg}8)8Wh zAMzC6TLhwPp<(S4o))hmd1C?Zb&oVaQY?3NF>D~I@J4F!(NxST#%SeiX!Z-A$h8u3 zoR?-Wl;97IT94yhJazBnWNOwFzK< z8kEif1Vm7zK|n&fV<>4vkrDx=Q<3gQ7+~IYxwmfj{XF;c{r&y^-`Lxkxz6j1b*^=+ zV;u{M@%q14G|D|sD^@Rn0QCBll|R)bpL=_yZh^ z9_SOB3gYp7!0B{7=$=H*4~r?v?>RR)CXjv4c5p}lD$EdVaD@M_cI|c_uo2^8lDLg+ zwk^&bXO(-Y6lpwRBT(-BvY-2d(xNPTjR9~7u^po>^#jV0Sj&l&O765~R!_zD!~g60SoA2h(o(#pMg5 zBW_O1OQUPAI;I!8h3!7^3G*#iPjhK+i}r_M$wsHA#wKI-L=?9MQcP^_cZ@YpOUfQZ zqrV9TJ!*M^V*WzJR&N_GiQZP@b>}lPypme?Dnyl}Q?Am*lmp+^Pi!Jd{Je*PBlgCN z7Lnu9zFxVJJe4!&F>7r+DUO~%RagW}vt}PAwGfyOg64Fj$Dc|u4CF2WJQ(P7p;r_L^HhIQR@W-ux_Hc>Dp+_)I$)guz;VKadDKrA>=ZLR*nD zY2Gy>rLG>SuBJA@^jKPRY;DapCpY(__E9vR241kUG58{@mjx^E%EXnE;nQV~JmWhgt+?keO+1f7d5Gh8~g z?kJ*f;B?F<)`c#w%SBn}xGg#-#%<$~OL<_Yv-Q3tEU)(-bd>chGmp(zBqd{gdR-Gr z)P;w3--JbOU>OGT^JE!h%O|c~5DQOAU+`>YqA$qRDr!ibI82#TvCBY7U*Ri#u~nTg z)Y?`BHN{R;AvK%UsfNXDFWZ1@QY3<~jpk96qTsr)UUOC!&UpKn@X!WtrCZ`7 zR)hF8nf5#-O|qAI&UBSlO~qP_vx_ozZ08v6w?h7ZG0{78epB@L1u=n(l!~FWJ8_n; zqUSS5Ln}}`GlMb)KMuC*Y|xz6)=JZek(Hy58)%Tn5_yxS2X$1QNImhgHc3r0zZc~er{(K1l;QB?D0FY`?o71k}9;E z6aA@@ToX;&Fjoh#lUweItV3m6gNC+NNjUAB-k-O^R&`Tw+Os%U79A)ao;@taa1{@! z6qX3MNNMp1@HhFTuM1?}8stCVR57TgO=sP5=~Jy24y%}g;-P2})O!n-#W)=If;}DL zjbDhjd zbGP@O#M?#Jhn$mKctU4g2oOZ7tvI%c`0%NMftwF{iQ-@XD(wW z#8j!fO!Fs5;Jp9*ji1v5f2JP8rA(T&<1!`2XE-j-AT4yFC{X*b{b3~RVsS8N%ua&` z{`&CGKgD*BGZ3rn>XGXF^?WnwJMW*KxNO`S;j44`;a9OCU^tKuM#ulhgT#_N4o{Te zZ2*G?9c|#+QrK&j=y~}Q@*51Q#1}-g>QMW!mZ(RMiWIxmwY2&tP?o-kb^2qp-doHe zUr0K)Znh8n{Qt=J@~1&6+XhN{txHHjN)*u({B$dbwr9psL*hRN-gJV2(6p&&`r}`F zL>xaAA9!A}RzNx50`t;8SZa~yw!Ksaf&U<|nYeg(czj$XRex@}e|~G?D9l)eUEVC) z&(WoNdEI-Qt@5vdBJad^_$yxGslI^!F^u0Y#l_%-S3=PF17`luxBTaYLr&oV5vop^W`#B_0j6903de?KQi z9Cp|PJysp!f5!Ij5tn$uCZ`tr&icQM;IB>d;J6rW?EjmNzb8=a|4j#Crhjds|2G}~ zIye8nnhpZ4AM!b#X!}_eH}FF9^7B6(6<)YVckzx`PH+qEuO*fy^PZbC*DZb!L`6-l zQ(#cT3C2}`XzIehUK|Hs$V)8lg4pIaev4ktDxf+nzOwsNgdk|O79hxmBouQ|S4Bm~ zK>Px~3W%6H_1PH>NB-JLN&Cd^fIm2bQ#A-;vv(sSBWrQ5yKQYOuOh;Nl}^i}2SMY{ z|Ko`|x0B@cz9PP~Fy!fxz_b{W_Nlc2DuD*TJlJfD&C1IwMM`vK*l0@+k^cI6$yINt z)9pE?Qwyqfo2`oR_WQe=TY!=Muu=*6&+EX5);oej44SVHR6%Td&HwRZym`27u7^Vv z?B}W)r@8JHxPY#K5aNq?0LD;NlqovtzwB{mEk0y(O+nbPATK+ceJMaQUvHM^Qd?Ww z_oa7)h(qveOz`KdG{YoGCvYU+={f*T@>XPTMN$}ayxr@d-1r{o097W6&Sj=lhuMEl zz3m8Idp{H}*W6RnV5R)^OM}t%fEgN-7=F>yu63_C_UOwn%F_Rj;|hOIqv=KNch5d*SXd)b!p(+L|F`#&kWR-y{6&BPK(Y)H)|( zGkR^T7-|nMX8S{gU$>7Q9yqlNp469PXj2M$MBuLmwd&mBC~xW0V-IP3P5>wi7fJL0%>7C~mN zaQU#UEEX@4c?R%hcgDz*W?$0fQ6jy(Y8;aX`RAkmaqJeQ?#y()9*tGih!2Q>z=;`6 zhe5VTvku;|>l+~+FzxMIioLG^8swc6m2NuE(Tg;&*#gGz4d%DdHST%5`&tXQ%tLAS zi_IwhK3X^NRm^d-sTY9oPaE9|^fnn;F=8idRz`x1^Vrs~a_a!lRQj4O z!X^(C+60~Hdr*a51d=b57%|nW!mLz>kkp@;VX1k9wq@zsHs30S{YgH z{a8gAFa{w`^*$&TZWX-;WiV^j1m}A!#i@&b&*^ifhd}Vr5f@)qI0xD~XryAD5hI;~ zIC`m%>suo^!fh!G%PeDB7?|P%2kjcEH2a^B(T!i04IBj+x_uNP>^GP~+`ry1lkwSO1p_jkBWUw+28w*y=rpGNTdt$3lb6m}<~3B~Ba%9AG`r%mqj3?|F!kOOmHd!sET$fN%Ky?Er9HstGdj5C0BT&M1lz zzc3HYEHDtctgsEvuC)BV zfBE)^Jrx(DpC?gdoL8(VU_W^L^WX+i?gHSzWjOrZUA1Nz}P& zm6Hjm-Py~a2AsJ$i!K~PVLcK_Ecf-G(-m$#PjT{|*)N9@##=+;Hh!3xiUc0!$SXUfu#S^!EI_1w>x zeJFgUD8fi)%r+6VYZflb#?4)}jM}b}UwU`zub&f3KW6DEuh!n0hz_n@ZiK2B~51i(E+qvO(SGB$N&oP0)BTc~u!S=+e5VrEm z{>M~>i=kJUz~r_q;CH>PQ3LmnpOclfO1y#`m$=JTv5LNZZ`&s} zei`f&FjBRmJ5Pzi(ew4*zs@@1?uKmQKRI&hUdpYYKns_Xq;~)<4$^P54Lp3Is%ktZ zySJxD+sZ1hMJVF$Xb$csE)B0Tf+ID~d~e&C4aTY*7ipRK;j(2M&DX9o=qt+1Y_^T` z#&1osUmCtThdr;ANczP~GXH>nhL)&D6eNyLaz;I91utjwc3h za@d;QS|(WX>m=wfKKj;9**5&%kuu{@%YoQrjKGEJ4ld*6A_PcKGk(;sc1jdg%{HKf zwqBP%Q=B&R7(1j_>vYJmxYpY}Bv$k+gSTB?I=i;d8XOM1 zGE))q>}H3=zGy0D+d6^bh%W1?%a0srcnmDtqIt?&TV+I(PcCGuYG`V@y*7a?c-g&1 z5;sVbc;GQLrnGdc7#J)O?0gkh0thlo-^`&ZZKCr6+MJtu{}_JYS>o-AR&hMuj_^19iooR`d_oKVaupc(`0Tp>>z9G-^-ilg)#U1S^nOR9plN zs;9+L-*X~wUJ7s9-JGupq1Fpg&(Scpb<*kC!aYQ&rL7%fHT~t5<*q#NX0$b7L> z0r0d4Aj-CF3U@@<(rLh=96=|<^`>s+Fe|KadFT?rgRi$MuFSZx(vU9O@wJq(S9c6e zdnDv<$J9DR@+;ijWjKYMyce3w#5^YKB57 zBK=}S<^=o%XYVNxR@v@-2zTTvV=b_oOMq@S2t6g|Mj8fRkG;bCmz9-1goo}X%boa= zbd~?_+Z)H5lPScOU4c*ZueJfx-a~Ihw`X+m<|Wj` zWyOD6i+>$)cD$V|A*F|}KzInFZS44*6Ka&=4Bf%l%xQ8cc;O|1ib}5|Sl}TLN|-CZ zbm+f9Dq=~c_$t{r>eNk;Tim^jBulfcS|>8splPmDp60!$2q%On1O|jDKX#L8jAnc5~hQ_VZ8jHSs)DA4g^WVfZmQ|d9MU){6<~}7g^`A5N=bHdVEM0-Oks7XmhKtz^M3)dRWUE)#W{0Kq zItp@{E9*#0DK6czk8^W#3m^;>jr7z&?Oz_U{L;F#V)x(Q>@FUgrWZmB--2F~or&LG z`=3R_+f*M|B0F)tl~UCG$3wbn&V^&Owv#e-2Cb^U9g;uh=kK>vI|1WVBg0Jcc$xtb zsEq9$1_r4=)(fuXM?{IGPES|Yfbkrd{{(@3{4Uoi_5P3O%EPDf`RY zGUoP3mhElx?2KOsrG*M@3`uJu7lOj=y(YI_B7p}+u~m{AeM};VvU=PFE!trC%dty zj3GNC)D0IMdFcy+|33d*%*e5Wtf__KwbdKX2Knr!&fpO`mdpYU;0F>l}pUzcDkVC$Wp&5T2k^dL~L^o51?K4TMIYp>=)B=L7 zt5WQ$qol=StjAUymDssn>=uhzxI#SwI>1$Trm|B5&M zJm-HsSsIp(DhY)7{W}&C5i5^uFhRfA}LLBBb4xdvtjL#P%HlbwJ!Y zT9acMzb=sf`6$y<2p+Rsy{^E)!C_G*AmiMfqsfCnGQ}A5q5rLG17^2lb2!6S$j6xG~q*VX<%4OQfpkG=5e^_~bg(Nikvj~6@ zx~1lkiV8vxKAuEepzp%P)W5fr(FNp(`AX{e|78cRDki0;e>m&>71!;@H~%~^(t%Bo z;4z1)_{z=YF;VmDzwt68%Y(Sx?@vheYv@|_nASnfhH4cEg6)+7NAL5eE8maM37AKK z*wM$pz`zBFipv3rdkk(Nz6yI@W}Yz$G>9C(r$!;SwEsyU$SUB=~SAGsf@Hqkkf?haPV;zu2<@k1h;H0Rr z*OLA$dvt$168Xh2#?A`6=~Pt6!olq`ui}4CfSB+J=`1`os{~%-K$~6WXuW%I#aNWl z*~UP`KeUfRD)Eak#s5CAoxFGuVad$-BT|wom}0))$5~nmvFZrvsy1idvY{~fLdrn;=)9b8Aw<=xnl<> zN$d9Q+eBsD+X`H1VD}QtX!Pwv*-)OUHv?p#SN3Q(x8+ZU$Ipd1B@W22(&jF7pk8~t zDA1>O-`Lm~AS7DDNC)0B=^q~8^jC-RJJPlNvB)v9NQN8@TM6ymlR>@;;(v#>pkW4L zUiQUYrnY$3bwt2mV4&;CT}bW6Ta8v%bRBJe`VDATmiBc298a0jBBbw;e8pI^*}pshdd3Vw01fp=6(7ZM)Ji$*$R zQYJxkPMRPlUugME9?AlfjDq!x48e(D3Ix7wRfC`g@p9WwjQiJCl8zF4#wA8ojPMe- zrd7uojomdXU^6d5Vdv_4%R!8gLw44mIRxJ5`amjJ1L&z6=@@TpH z7m>ytm+yZ#Ql}9WC+-3(kXKnLq$Oug>+&iU)%@xAGT`8uNs94~K;q-o!_%EeM@Fkb z1<7A?1ZDvpjJ(p#n>W*Gbt~;>$*Tg5e-9qV`!wT2NH`2a;06aNxg}wHrt2N>LPjS< z{zV)Rvw%eW7_IBxKbM(Uk}@9XkQ75hqR!a0mD$mnD#Rl9Ryi%-3Vti|&odA>7+EP@ zyEO>H24Qu~NE|);@A}7#-%$Q@pwH@|baDZ@G?XAxqFW$tsSAk3a?-UYTcd6^!r*x3 z8P=f&ddyt^i1$Jq@dt0{+)`3n#oPeX5>{W)O~#2JQ`kaN-N>+6dM(*%&@ zp|!QOxjw!>e_;n7_yrB8zG{Ain12+se>yvhC~y?)bq7LbAo=Vjlrhgu3)sQGxDm|23Y;lT z_}?NI6~#M^fmB=IR>ao60~p$Bq|%`n5RE~I9nIlu9&?J#Cy>hv>~#dYSY(gKXthhN zFwt4(J8I>K(l5riqK+Qid*va*V`mqlk)}PFo1Fjg{>X?!bnr;@oz~k0VH>IMdq?Ij zK?ZDHeQX_RdgeY}xqIekkQee6UxoIN8gbA@ry3g@TUJxD14yI3G8_fIXfC8XH;4Gw z0olP!8q~Pn%rp4~dHlYoAy(-=;XEDha|YRk3@DTS@26-`(LKqyPG^SE2{`0-ilm(WG97!x?{PD zYd`b7Xm2qY{jUT@a9@-XkW%-^%EiW(XiScBt`vkzU6R_2k8 z?7LQ00*s9dkna0RKN0u{jcjvp_Dmp$Vwt0AtM|`7|N8}DUn+fi0jU$#?xTKh!izp5 z%Co*(CalOOXXTJYDa6hl2T;+l`+ONFk;UWV&($9AYxlvoC{}*h?h|wE1K4+FSbCstGk%cE z1|FAdJmQxTPG!WMWDHS$(%{0z6m3LEf}~+XiW$2O2*%a}mO4<#=RQXwaoOAqoSAz- zv?_x$(?HFoGeLC}eej%;1?mPY4iO!NGxRg7q(m=Vk|#C-4-@$mkShlXA{)=xh6V{? zU~AXZGtPHH+Nj&4(jw>bLs&5&g_+iWM=snv{i@4zzC5)*lIdqc(stphJy{y``xM$f z^CG;x8FUfEZFgTxPfog=66da)V9ji5kfS~!-TRewV88eY(EFDOR8jAQOI$3#NRWL1n=}vl5#-><*EP zBZx@9#H$w6=*`nLfj%fP1rRJ)TGI6Xa>_y`@r^Q9p}|*?`1zBK*VLYJwoo9=icel_ zU&H$7EhIe0nV^cvWX`m8|C#18I^~SrUNav7S8LwDGayj51|=-eQ27p zcO0&q=Q(>vVm0Q4UOU$Zkf7c!|IX-z?BGY>r(c>hG3ua{k-CbfQDAVULWpC!ub`v2 ze3acDtzXn0uX~3>V?tP)ouf)7<23GM!xbP0kl(xHx?!3)apiUV&oDzQmcmq3wJDNA za}dmsg-z{Fx)ayVTuy-{6c9OrF1lOa54al#koyaZV=Zeu18o`ijc34T9d3JVMJH%o z0_%F-`j)eH7-W|+9tEG<#$j{xIZuPp}y)z|hs&u$dkO$*JB)%6k{Iox+naxEV7QoG!GWUkL5v5e$xmPtD}NRL?r zuIfV&OR+VE2IoGbWnZOKx#Nl4o~X1s*5Q?04UNiMhP5-SJU)8+hKH|Am}42S(Y8A= z$M@)s8u-r9jZTMRow(wUT`_8_$??rYZ&>C>L`Dt(ENF>n!0+eBxG(1$#7|EOwb+HO zjRaENtq_gx;&@lDQ&{0_6@U@Jrz;jZ>Ok(%NrVI zt26@wzEgP&Aw4ojb@&|g zfbi8R78V#j-AOs(j9_6O2Uo@u4>njyBl5nLl1=l^A?>f9(9vqA(1ha^v#OLqvd>o} zThMB7!Z$&Y{Awx^i8q21 zd@!ePYw49A>b=gqntVzclZl_McqEwMlYYtzs1RaGX$E zS16dyK~W4~-^4r7h0S`p>3OmVMe_*Kgf*O=Us0Q{-Lrj}r_EQGwbX4hbnjWk3*|`F z7qKlNLJ5}~%*>o<;_RMd>Ue2ruDma>&@Ap}FB4u^@l#D=Il$IIqmJFJ_ij~a`WI(u=;K)QUMexSF1Cu$U1)YN5Le@+uaf01~Xr@&`Q#%&lYUwSUG zPxOjnClh)_4|Z^qRA=3T1HPs zoAYE_0-6&pNmqITA|S2vvO1ca4N_Xg=|=ruPujYTKr6Y&jVu|oO5khp#0|6dzcj_R zwQ_N$T4H?oO0S``Xyae^IoE%JiG%jgg}8n(8ZtuAw(%cG31 zh@Mp(E4`GjQ8lK9F*7iTj4OCp`msmGX(@kHQZB*B)t_LwD5)d#%MHw!L7!owp*MVc zEKgf?g0PsP>cC^yebK12bJOWESNhx$lf|8BMz^!E*zspY3hDDx31+LXxm_gvHG~GN z^BrbCubeEhK(Au!YVtif+wNT5I>17E&HD(#v;dB~{n|n79l?SXwSyPP?c%`~d3mR< zfIe*q>**nN@4-C`eeqTEOQF+-D{@NMIM+lXA_bWIlAI#5^ZUn8ntFPtBj=g5=!M&R z59W7?(%33k;xP1V*!NX5gV|VI%#92{t0PIXIj^fTeU^$Iv=AZqQwxt35A9iyFr+*4I5*c+Os@zbIEzas_2E2G`97_vZb>^kH*QH*ozLJ zk-QcFg`;z2hIK)})DGChE|zcGw~kLyd7(|O?X8r@7gi5&s4_cCk$ekX_w(}^dAjq` zbutTIg7|SLN&Ov{gFR+$U&(v>^n4F;F<7n*JweOD%q%UUdHenL2UTtzr+M}}{3)A5 zu}3{Hv2>e)+umrCLj;+av&F05nHOG)KA}v@PLZlx+^rt)%)D`y!x7b!{dQ{%`{I!g zW05W`w_o!)MuX-{Mu#z4Y&aavU$Wf1#PVRbI%^8@sU_B=)XyZDzFm**D zQu!&^f&IPU>fWGsyZwrTP?F9M2U3q6tj=Nan-uJ`alfaJo(OF^1)BH`B%L>cD#SbjVs*EWjtrNWRVV~D+IUzv^5q?| zN)WUma+{8SPgzfNdgXPvZtQX$;a%*GA{)-KWjdL_W$WR%7ub30I$F#-`UisSV+3mk z%cGJtcuGPm(k|Q@A9C{YO8N}q7Af=FUyWMzZqi@8<6N^x-TWv>o`YS)er?;fKr6~J zZ=Oo~6{?|4|=<8RjoElAH|}3g@DJg@bdnPRf896quqQGyrs{L zW6?*0j6$>agBK(h+$Yv~9Ca6X_dAxh4Hq_F=uhoBEo=tYoNectzG@+#kuRg)mAM5D z#)LsV6_QdNgyOF`z6(eN)hIjvL+`#*0+pT(#H{_Gmp-9?n5mkX{Uqy`aR353fc-Ew zAXv8}kKng-`?JtjP|^*=h!&x3UzUy2ec_hMb*N1fNB0v{4{nFX2yOWg^$C5e`$Q~Wnosyer{H8zlawOGen+lW==A(t55cE< zN#Vr|S^0)EqvdPB3Z5L6w3ZHoYdCrKg`vP_1J5mPtdLxZk$R%)M2SX^(uYFVwtb z%-@&Tmbl}~QlYS>&rR(yJ%bguRn?6ai?VKUfqWRds;h&}z$Ai=^L+ha@p9NT0fMXL z2kgZdgq;Z}d8KnzxwFTeCspT|-U_(Bs<+K$JEuM9K_D5dX~do%JSc`+X`u3eHnKe~ zt@)!r_(*kc}YM$ zGORqCooCj}q14)1`|8Ag!4xLzBrD?{b6|P$dHdRKPp|F@Ou>g+LD`Ne*l*dBXRp)J z)0r)e4b~hQz9gxBjMXn%tJYoJCtv0m3rc02P{7vZ?PI*EovEcIM$R$A6guk*_O0#i zG|x;^fbcn$Z{s5=G*4g>8+)Vcz{(>L3jcFlPt6$j_fE?s&o9>I9MGiVeA@7S9rZZ; z=FKD=Djz*{_ZAAt?HfQ?*cA<{4#_#q#CjW-onxy)h1?6$GQWv8 zLOg8*^Zbzl=GO)kJfc%HZr;qhzW!0xddxlJA*X$5eN75gx%`(;`HqiDbB4}-6c#)q znmYO&I(ATJu8RrT$i1#M(}_lv2(agXd)jMSrZf|g2G*i6i6RZFsS zIqMAa!`*3gG7hGOMx2~VH4VwgE>!P3vJN?oxtpBOc_512xkazYKlRY8;^dA<-}*UC zqH-6chUzaCMbt6;K4_9jNTSqoIKUY{!@^MK3%6ffM5v@&bD3EhP9#-Y>rEQ{?$k9t zFAiL-sANEBf)yhua}_7~mAnXLK0yR_LCS4@G2z@z4Nn!dTO>7aZKZ!Ksue7ByRvl+ zqV4B3=EooQR``qM$v#p2Dsi;?P4EkuX>zq`^F^$=X;oC(o$x|Bw&NTMs_8VuW8?{> zB(5%+g_CW974u3<`1OTh{JB@i*su|57nJaBeX`KsKGs-M-FTdtBQv^J!YQH?>yp4XE$Vd8D2tRWX?_5XRikJh#7qiL-@>=Pn6C&Cs z={hdd11>Ix(&^!r8P}5ccO7hH+SXiMxS87gj71k&wJ$1JKAEU$W=!wcYZt6DLevT* z$aY7!Yfa!1;_55+HmE2^c?7LnYR?;0-#LDb=blKN_b_#{QxUIzsyj{A%P0ra?WOh> zd+%YIQAKn-xqPcnMoQq3;VQ=<&x3bIIm)$*g{rQdVCKG+<$G|=hez>$jMokm%N z_cz)VLOYf7rmKI(*ddERzp(y1<3HT54oRg~7ljG5qwqG?owZfTMO3~Evp+2h)LWvm z<_9|IWEP5S?Ka$+ODeCzqcSQAa8ntKSO z^~NSp)uJB+?tkrRvfN;}WqS4G$Ii0mx4~266H}izlM9YF-@t>Wm;sO_ zk$>-Eb~7V2B215_yVis5lSO>Q%eP6T#mbpHcY}}8Y+oP^lz3PJf^G7xBy&^Ep^Wj> zkDf-CQqrq-n3LHbI~k%=q0kiZSZ$PRq*6fS;wyrF4;pB4!~r#yX*z(w@yNC{F9!U>rFty|p|3OhMUpWN*h$f%SOUEK_-7 zt8J)lT-iLTM@T!Qulq=D^!(#}rs&4#NeQ2m-kg0et63|Qrjr2K$zntpGjax#)C|V= zc+(3=-sF-qvE0_*mXP}Vi0Y&EDPACnJ8Y|r@Xb*oV4a(3kMs6G@5?W@&Xk;?W_q8m zb>g+db2|m?!{%eC{nXAQ5iegG=LJ(fE*-8CJT`RY!j}i72ASx>=1AVV5~bJIn$6ud zx;{BJQeD>@&QeflZnmR7r0-7Ue@@c;)%lW!kum*OcpDFZTv#(B?#LLI1 z%o0^Fk1ZDZJlE0*iaj)O5|{0gDE34$&7C_cIa1?J&NHe zT7Q!J*4UK)u0-TwrA1mnY#*Nw5Gk1yk(6dUYW#fwi{Ch?5q$sd#qyb{5m!AFW3C&C zuy#doKf}?T9Xe^`iv{R@5urbeE<%sd5seI+@b62tZfS}ll!w8>NsDWxNKqaJG>7rU z1t)9MN$ykHPMGiXk{XA^>!P^kCq^!%N?e>!8CuX@f172>eVRg7d=FV~I zixUZukj=fOUS~G8_rR|he{5z-zxS|=!U?US^JChFXa=j6sR!Mbsf292B%yCV!&e5%b!gD$S?9XU>>ahAgho;8g^*DQ9Ej+Fsb_5t_ovZki7@f$^DEx^X z2f)yG2T>-Ia&T}v-KS#IMc#jG@(o7U4FZQkvrrI#RLPI`>3z=wDf`?8zQSe zyx-4QHioWc!~%z)A2Ru0M|P6il^_D|IxI%fZk$+gT-(so8p<_3pxg^^H;Bfa}^ z^o$(Km|sKX?Wk})8aaW2x9K<9fPA{2udd$1%_{ZIx8Uugh{K$xv=w;oXr;H=5i0Ib zpJKgY&qG<|c8-!!qW3f4x9Fphkuwo&>Sv<9pPS)RJ)Fwn9Z|>44a_E*x=9<6(J4rp zx%X}`246#qW0B;Jo_0YYI7=O-<)kyS)8H>`6JXz&WN)a2wtQ_sJpuseoF#4p!qs_~rU zF-&-g=1ZM9LfYUh#+j3QgDU=8REebmxBP2gMgi{I+HEh2++Awh6ZF*#Czq&dX+HXg zI8TIfbLZY@o>Zd8_129{|K6l|U;PX3#vaMf)Rc}m!%3sP(QO%zy~blA7gn^tr%|e( zc5Wmg3zYbPwYv4{C8s4lH;5(Oo6{gy zaJ~P12?74AnlR1hM6I8;$9QZFxCxX=-liWNDz}lmIX%;*uFy4rIvXZ#Tj+hL=kr9J zC_6{{s7pp?n?pgJ!NNEV&8-nqmAy|1`U^Rq7+f4Ni|@GC(XXQDu0x&sL&F;m`Kh$N zdSB~y+HERnG@bF&`Ui|P-+ZI>z~?xjJaHl5mf;u_Xg$cgsoJBUjhZ{8uTL-H{)Y7O zSz8Lr#Z}E*t#9|Nwz7h$HlV9U=~l=o3`U7Ol~-_(`B~L4hrZrJ#vq&=Q-0^-$C$}G z#H{jKqf0fKy~CP@T)f2X*j-H;q!>eDi3_rIbNFB6ZwGA<)+s&^>bxyXtEc?xuHSI; z6dL&W(e>ZUxwSj@GOe?*Kp-eqRlMF~_jIs7kU(4VQ#@VSLd3(po$2=Ac`C~0WWH;2 z^jR~OIX~`oQ72h^*YPUDlNwHxVaq)x#deeV%DfM{?DBzT^7vC3ttehKYxN;Z)p+!k zWc1_3g~um}it4^!7J4R#?}J-}R-$&Q5bxWN>nv8j^qrZm%(%slHnjJ>yFt12nPodC zZ=p4h(I_l^%W2_gkXm@uwa+wAruM*UQ7iTE7dHdjc*4@i<9ul8Z|lX0R)sa&j)TdU zIp1RR&J9yCmSrVRcL3ofOwIOd`ip3Vp}}zv?w+>|egp?XL?j)@L^(GC(6RGwbtr+& z-dEmwtT!{rv&+02Qai)H_GtuuT8T-Sete7tQbT1PR7qW2m*^Ge+6CWHC)?7i?scZilv|e?oM11< zT9sw3E@5M%&tK(LwO4KGEGzqQ$9(D4Y}xhWgGye>IP&G#_VmGU?&bCL!T#PM+ewen z(@if_ygro8Lt15VE=N|51l`R0KrT`-pWjL+COCzzf{SY1H8ID1UUy8Uxl@w3`~V)~_ykboR9j|bO;l}_%p4gEqEnXv`7T8r#XFZ5v6E%Et=dO!&cjn5T7w%ogvZR95^b2C`N?uP6gl!FQ*^i(L z-GMU^Pt}_~Nkv!a%u!wYhMnqdpKKrsAJ=Ao{*=K75e(MVXYUC8Ew-sk3-u*mGzJmK1Zl zuWIhcUPv>QzOA!(O@x-DGi&dTOs>alxn`yNMF*yst-U)9c>DsILL;NoS+nZ4QZ0a; zoWJq;CT@0_%<6hGWBg*}ybP_gS2LOOTsMhmb6$UC7VVF2jNVnI{My~Q8xMCpP`h6e zb;>Fl%C|h0PD|*Y4f*8Qr>`GB&P~~dzLey#+wDqVl4>bvswBCSTr^g;S!s_-jwWKDKDrHi@7%|rm#qiFok8?3m z`ZWallb~H7MtJ<>mBL;mKvM0sa=a8*DctwtlR_5-t(nFvY2#?k_-hrPnQvSues_$= zF2&VqS|}X1ncRFFk#6*jNEGU)P`vhylkY{2;^FRLV#>bFW1cfpB9{Y4{1r-66sU1z zCKz8kkKZu%&2!|wpjR;U@`H6W!Sqs<=5Dst?gi!3J%Xc$8$U-1$C?}Q2CiIMTWI4U zbtikgN;DLaWoL2bqSkJ?#?mLEm6AZnLh~Fs6(+t%NH(~eY4XXy@og5*p zEHQpnVd=Ui5Us-CJQ?Ohy+|{6Fz9y6I4tY533>^7%Y$ygvX+>DF|HxzCUDTEGDPZJt#Z=H+4Y9A3;;`N)NGjT&&*G)dX@>NXJ$_(7eeebjyc#p27eZNq7=hdWX zsa1t>kX6x5rJVU`Ss5jxXB2;lzQnR7ZTC9Ws?N<1+0YD%9&|Mx>~s_gZ^jDjI5wRb zagQ{4DnSou*y#9`m6i`%Hp|Xg?GzT+>qeoOzUpBWZEYz6#DJGhVS68p zo$^1Dwdq4Zd+{(twmb%>X(tQ{lfpFv3D@-RzdmgA^!VA0qc6zi+%V3oVe?Op9c!`k zex6~huel~ql>5?=389&6-p%=8V;g?EB;x8=6%@#SL~59j9xzK3#!S1qKQ*2@Y4Jv? z`gTH-66od~*sKH0NRak%}hS}%b` z-{rGyvfEL)_IR@KPv7kf7}S`@^YZ5&52DPRv`sXA-F>gBgZC%dtRw__1FL^JpV#VP zXkCci%P7`-Q?nwWTtm|$MNb7B!|Njq&c~ul1SifHn2D1cHj?;<$jy$`dGc17^wiqa zsGA~QpeNV8>n>Zv#SN^?*H`M-Qh%6GB^_OO-ln`rah~lm%2K{Ji1u^gw9 ze-P35?n)+pa{{3oN2GuNDaHV00n0sq>qRJMo&WxUORJD!NyHK%?{uEUzx6z`h?Hm8 zXgaa31u7An*(9r6Io{uifS^m^lU42eK7Gfmhbi60kQFe#&Fp0sjIw`!HSE-e3g+In zVTDT6Dg8wr&)HsvXKB7new+5X^3G<`k?gdJ|Q?8SJSGf1g?@)WI>C%A`)XdjCae)x)e~BcD$f zLj}dVMy9&*ijlc;#Tec+lnBj(i1z&!)@SjcDhovI5?;9$w%{wtA3=5MGUnq%MLi=0 zroX^2Pw_mpO{cEUF#2rd+lD|Y{dj++ptugF4-bRd9AwHWOqIP09+2Iy-I`IRWA3=w z>d340T8u#*UndP`1lZ4fX(FwZSS~cDPD!(|-a-6zAWk7gM3q-g4BfDHq!*Z9K&Ti< z<>w2X#I}_C$_xleTj;shFyGc-&gZ@$x^;-1gxrixQ*pL;=Nq{XxfJa$m|P#eqgWBl z!A!HGr(O*m;68}}NyWDyW=k_hw64BsTdlXFwbj(y%>N8~%|p)GidKQUNoLje6Ga?) zGZZ5iOH`Z9OH!FSD(a>OfP1IEr@x-BmgqU!Qq^U_F0RA98LN3D`$Hh7vl&^OAZ+;-3t8{S`0&Slh#MSGkxvZUc6m;r&#L z<7*Pew!(9J5=oMwllw_U)^qubiweBzOUSA-Ke(l*t6NBx#U3m$!~ zrI9x)Y4rgen$2RN!7sjADdUZb?dnr54@_@=c`cR76L!=+CEIfr3qZVD$SwY~b{0px zjxJ6^W6O!V8{2U!SY$vK|6@!_e@JLxhmdNzhBm=MrG@c*|K@&&*;fR$*I%=Q3pg$g ziglgh5^Ebdc*a9}YS%g~X-;z&={G@$9ZalixYB5G2igP8a z!ggRo#D*?H&V^wnkv++S9Pjo(kv5$Wa|-pCWOU zk6%6Vmur{Zr-e~sJfl~Ek~tSb@&+8p6w41Z`Zi&*~z+{QFoa3NvJ+OakeZv5+8oIhoG& zh2lnoI~oscE9~D>S6Fcj&4fxtRry}`sCk%lvIT)K7xJ}>bEo$VK`3tbpu1;sXsZ2t zJk^+^b!B{_hB{gH*x9S9kXRhgiK^Isn~tqema=YtvGdjEc8zwGV;&vzF{0NUFV3>` zJ~N_Bl0T#TNXl55q0d!2#?(tfm8-3RVN0?s>wb)%-ds~qIB!WS#|;4<*+bewsg)~l zBZi4oEp}3HthnBGE*GzQBygUhOgeXOAQ>m9`aq@m0^yF&F~>)bzNT=|lqOC@0Q&1e z9%JK?Q?LC*X2)cyrns5zPz`YVP*;DXOn(9n;dJhqIulo{iEI}}ef3P_g^hS8p{k1l zJ3*~)=azkm)gi(2NQ`$?oiBh2dRNqTP&uis=`jp>Y-yVsfqi&x`#FKtgeE>=;YZVuvOy(<@FOu{LtK2wxG;Z}vPtLmj=S=cM&XO$L z4*;eO*L(Wye1c; zM>3Vw^IB(NzHW%lQzfYwBmf9lTMooCOM80@s0a{whtc3(3czP&z8%KE-nRo4RfCO| z54*DdKla`-s;aFG8-^_?f*>lPAc7)FBT6U=Z18}zbcdpJNrRNAsDKD4AthV7K~ma6 z5u{5Rl};t4zk3qK^PDlh@qO>VcRb_#*+=$XYp%KGyyqR)eO)<8I9T~ITPt6hUdG3H zrq1JD(DSKMYP#=&c1F#MXCGwm5ggC5iIzR@`r-PAu28+f;(rt?0FhcsV<(Yu{lJOl zBF`5#3$Nt|OyeCdS!P`e$-v^%6lG03$FmsKlek0Wd0M&YvJlIS=g!34MelS*8Pka| z@ktbM-iD_J?j*YjJ-xlYg93-|-70H4;&#NJg1DYM%v|-BxUNg+P#ZM%eI}iBnE&{g z&x*{;*0<{tx9HyUGDn0Bbo0HtLP%$%4DIR!b)pIkz0>u2v(|U)Y;KQ}q|}Al7{9f? zK`Mo0*!zdjv0he3yS!fSmXam$8dvc6%!b*28RJdC)TaC(uJW~Ijam14%vnC?gRqk> zgvH=l7=P>SA0V~b)AgBh;mk9W^4k|vD+RG)Z<-JQ_sqLx$`#ZA7r;cYlPt~txv-R5 za7%lvzrznIf~s3|tj@J5xXL!Ym6-eVN7p^pGrLetDgSfK>euF6Ld%L-g;&e8R_xZ^ z7H?v+zP(o|e3@jxXCM_!XD6@6FIxPOLdXl_`REuh$3#tJT@20)v`D(~aZGrX=QvMY zgxVE)kHg`5WhKw&{2!lTVbQ#<&qF6|U3)?cKdMm4>R|Mb16i{CXF^_*Yra{yu?nW-m$B>SBejT)g;v|= zzyU588R6n2U;grC?IXebW{39pMrQ}ALUrE?&Yhzje5UyKy|6O`cF|G_$)JlgyCxkv zh@1@VlY}PbUsae4iCN@H#=TFz`7qq2@t*c5UiSY_9{ue_WnGjLHUl(1zmtU5C1g?avqq zl8?Wpz>J7t=~Fr_)F#ZXSGT5Dn=xFF4zOgGU(Ys(iu6@I8LiBC_I=jX7Tqgk1V${E zcI_q0KfTeh?LtzKxFNXtGt$)$ltmsQA30b4;7{ z5&dX?enNR*kEbHNOBTmx7W^+<9vb={%UW$qWg{1SJZ}yJ(`pY+)Z^SFC20vhTKbY% ze~M%}WoMjDN~if{&9R$#VcmyaJbwJ4vX5!KR>tg$FLV@+JPxn4cJmhWmKC|8VyZo!(otJUaWnLt7OqhmEj)PBs~jQBe>rC&4zYSz^Z2_e`VCr^_R6& zht`r}j@22~an8>rM0}#4RjOOMf&=^%n@(E&tkWdh$yjZ#fv+I8WhZpfakvFuj)4R$W=jC0k@V-3>i4YxEl>%ug)2KOYrGWCA z9C6ytW9R40GAY~7)KR#+R(r9ZY0v$;U+YVPqHPYCq%q(6$>mY_+M&05@vRaAz^Z9- zSnDsv-5r2rwjKSO=K>z?BF&{7>?BloN8J`acHlBo?ephaJ(pdF*IMsq`_gQ7aRZ0( zDP#HW^*8hu4yp!G<0FaZBd)U;Nck&A8s8Z2cJy^!eM{f`Tp;=Zll+6K_!5qtj|O76 z2GZDjjtvx6E~-2B;W=Kt8nxOBxkUO^W5%giJmRJ_CI%7(&={e1M(n3UYBZ%>hV_qQs{OeEmdB*-|?*}pi;1tyY? zAg(0nym;T^7bZ%~LP_EjOlR3970LCa1Vf4;d~}#ssrHdPWAa!xjyK_;7Z4Lo-Knh( zMkSmnMPa8K>7Z@0SkLp!E9^0Uw}%JyP)u(N6_?yvFoRkE{kqeWDEFm7K8323awtq< z@CWSoF#UY|{V*%Bb1MEL?9mi;(FM~! z-s&&Cr=V*9^+Z6En}6-uYdM+IPZjo4k=mq6m1(^Yy`wAg(e_0GiCgK695rKQa3Eu9 zX{W1+Nm-p!sk7~~CnImNBd?c86w2*>di&JH*9yGp*7uBjlvoQV%hx$9`@+ZztxB8? zY}&4r?i_+$V}Pk@!ljguvKAFkb4@C9wMmvO_uVA1u$OzvG<4cGTY6Yr12;&8P$XOrw>!=5L1 z<>#_{_MPu-ANQwSrVRnh%jCiHBp{V0XtH}(XQx#}4ta|8f^|G~Ot6>G>G_~Z$wH-+ z9(R}FZ|as00*M=bd`qQW{YhF2Q4#`v2;93>;{N_o`aHca8Sv-p(_Q^@LB9~KwqSun#+BIXMOWHf6mk8mVGu$Dne9V3$R4s=xORK8p z)njai%8N|fBmW`;9Z}HPsU){~ zZfee$R=Eq-QC5xjNS)_6RkQKb>Q{};j@rJl_ssMcqRHOhf_on)d6h&#BYJ+=voDgY z?I|BDHu48d#|KnVKbWS)>eMr`3(Am*`g;ul1T9CDiFm(YQpx%`Ra75 zUV*6)T1BT;?psuQX~vEQ9LHx7`|xmg%N;USdyPT1(nS9^41`Cp0A*P^B^fAw(!k)0 z`s?RPt&8k4G(4e0{y{P7S5G=~@Bb{g7J36C+{)Q9S?xMd73?=z3ZdfCT)2OMUX~Jn z=!utXBAJ-O8%M7bhWImw*!|HkBg=U%6%8v^xkT+Q-lfb?<32KaqIbw0CHb&FS1nWZ zQ@AlT>FzgD+Mw7H%2#=d)E(xQ8zZ%+U0Jbm@X@h~foCqNOElxl71UAVHT)zx!IVyc zw!se{olFt&3)SPCS1JEkoob7DnfA}yRsxayp1!9WBfv5U5=poNgN}_}OH4~@@ZI=& zQtbVH0q0#N3^LPNajuE)!d_?RvwcxC2bp-{^Iz_sK0jN3n*JDz!+GfA#dhwmbd1)1 z{88Ee+zFoH=UEaygzVsibWiCWd9uv~5P42as8{qQlXILZ$=_?V!KAC+atB(b+7)+f4#($9gJd;9pz_`kAFA8&N!J{8i3W5M%qr6H*M@nC z2gMxo8y^#+eR0~bl~kgmP4B+f$k(p|N|7gZR+=ggjcRwARC3Lq(_Q5ZW-%W(t0QyI~l6@y$v)*HZBC)Tb5VroAgGFPNT;~@%Bz)1(r){>BJva)6+iLO1Aj8@v{B!4yGVx z$s+G|UuIQe=9PMi^|d|>93h+!W~{$3a&Mkn=sjddz7ni0FJT!ls$Z?}rS3$fnEmpH z_obQ6jNHP{;~dl~%oNZtF?m)kpgo*j!=`F1aWv)KA(6m}VYh|kd-}3|hgrOgB@VGt zr@ODpKiHY}tB(qFV20D?zKd!G;%y*bf^4w8f z*B77FCc4tK(gA<;S=8>$UDGDKo1CHGN!cEvaoc84Wmq6mR#raiIWutg{2JuV@>4N9 z`B!y{TMM7Y1(%t2zW2+fV4l966BI-5&dhx(jeK=H2cuLv^vu!{;$g)~ow7F{_D{4_ z6Q;!=E4nqA(1-rYV(ok{3vb1~)nP`Ke|$^L`CS|WpUl0XsjZ2anFuoySWbCAKdv!0 zQ20tzSu(ueCt8}2(3n%lVhQkEScXfx5zK%Ovf82N>d z(JKHLQdOZ8J|s5IjksiiSw~1jaXkN#IwwnV&JMDq?=8s}qgt?)_N-aQp9%|~wpL$s5@bhH$OH`3ZKZ*{@0y*dH29NJudz~{fYNup4(-%lnb?t0kX3-v8+B_#q%pX#wk1)Oah-tQH| z52szglp^At0NV{4h_4vt_@DHv&Ze>^lhDra5;%*>Ya; z_6t}TYpWwBVN7R@B@1;RSzT@u2wjDNzci?x9{YBmH6iFRGohF&L5?9_M=<@(w_rlLL)J2|40eee!7WKMhR<=c0 zvc7oySQDU;#Ps5lQVmz%Mmn2NQBdGCZtNS`#olIHW~>qA3;nYsP@v?nSF8z4loev_v;oyFL*Gbwo9JCi{x$Poo-pIo$rb|q|qzBhowbX;4m=C>zwXx*2}c=E6 zJ9bYH_G*VTsm|fx)6`t?<+71y8w^^NV#uWg_RD97Z*bG{%Sy>p;C6qj8lgiv&c(pw z5Rr#znYjuiWEvHwec6Gws$L*;TzHHu!7P3Bbt+`G$8Bk3GX8?v^Pjza#~xSik~el@35_92>a)zk4ZELTl_4B|ZIu3o%I@(Oe)couj-${UOM6O9U zw@ia(vDd1cSkFF}t9-nlU{IgyY;`*8X_91i;!!-kU| zto>1;QWE3PYkXT5NEhd*iLh5koM3wSk1ut>M((%(d*B-It6;Db%k>hFFQ`QlI z|IQFBj^pl)UR%(T(gZ4!9Yj?G>Bj{?`|bO3oY~_iJ4x#TDSg(%WF#HduRp3OYroWY zYX{kl7XkO$0r^B1d`0?WE~NQRo(B&*s^we#_?XiHK}GYV1DDz7R0?A#)L7%lIpz;Z zQff&7d4qtJSjW5PpZ{PMtM??JsCMghV{_x}9RBuZmrYdHAip`$$$)O_OQ9AYeFU=d zyrXFdjlZUSJ^=K|M=`)?X zi`}Us6TV@8n>k#Vh-npvwtY(sf~%1$;v_70x|QUOf9nSv?6ryDEwx;252Wup;LJ zJ4y<|Os^AS;k{LFY#2GcIOGa1;aV=BdVX;r_-<^AYg2R9bi_^z|BWe7)(?_kJgpRVPFIbh~ z8)%0{h~r&wPVO_ZY(h2MR{t;1Qym@AY~lVswQ^q&=W(&>Qp77CuqjRXO8^kd5Bhr( z_s+|Lx+rt`tNxEqd^;pwEc$9Xhn?2DITFvJJ7>iurk4mTOx6lJi1P}{q-r|>e%c7# zSnZQ1TxN#@NsZ6wzkA>?6DE0UmDY}{zG4%KcZD{sk{dN!U z$bIkd;427&(qg!MY`K#^uT-QJA9jwd7zGg$63scF{)m9X;dw4#cPN6&RZokt)uYWW z%XoR6uiNRHpNad!PmRZb&6<{d6dMq>@$@{q|BSV8y0qE#z}655RtD5a?K?rxZjdmhMRd%0l1b?TR@4 z8R{I%O$|gm&q>A`P~waiEk9Ta3QUcF7cIU#5VRpxI;x5#sW0lzV->%JRU-uAqAZF# z{o1g>oV9Ley!`6Z&O8FN6yu`_KDt7h2|&XCw!K{P$q9o@`%7%T05(5|G)Cz%tbn74 zWsRAIN6dX&(fvCJ*-<_G4&r@=ZjUatiEb)sCMAGgHSe571fFL&)q_4G0uk_mKiC0v zM*`vlbLnQ=S=X-b%h3oG;m3%K{)fOj<5VDqd98TopcsAVzBGVF?8te&D`v$ao|M1q zR66kONT)OEtr5*yf~w=9VVL;lYUO!~2*Q+<{jQx7!>^C2ynX^{?wtm)%@F(+*4^Yu zT%IkeS{z8~HpN@2g3SnExu!l0#$^)YOxlPjZ zT3JsNZ^+GJaqJk)TOnR8Qear*Z+ZfdI1%X!^ilTS97`VoHU=yH^_0|%aQB~Y=@Y=I zxgZF9uq;cXG-q#I=`fDDyUS>lYv;GPOQ4}K8Vv>|O&~^#|<{ede z-LTD7eU5O&Kub<%3?>n~n-B?SQn9Pcf2UcW%k-cO;@7>u{`rGY$SRvL{^k$xJnvCH z;F53zjv=x;xYgx_%a`cvmEQ^^Z>WYghrlYZnAjVC6fPHmX~5(@&6Zi;1M@KG*G=NhEK zB{%l#iWUyK=G(D80J@hh0)CVxv{iv+sZok8JqTj-YKqK{mq_F{FW2mYbkxUpqfLn2 zh2b8?u5dT>Bu#Lry#ONl{FPzHjah;}N)mq6csnC5DVhEd-KXmK6^fsyUu$x}XDN<) zpkA5<2CpJqi+J@zFf0YQlGFRPRaG~%N zeDGq?Tg9VWx7v6Nkh46_fH!&yjf;Q(Fpyy_0oUmhp}FMC@jpxLX}I)tme2^!g)~g{j{1Ws0(QOcPM|9tAEPQ{_8JE}V1VE+K)ug%{7=#k(1KN3F^2 z{cVpf-ui8v>%tee*;qJw*leDYa58Qex$qL8xBS`?1l{TV;8?dil zEqO6DRJeopQLlLUy}S!tHk^LbIRmQ~4%@Wlh$nkwJewRkw|ikGV3=%S#$)P5<63KK zTlq!PFZI*5CI!l!X1+s(li$rdV_8l$Jq-*yeOMS!E!AW{yZp#44h0l9u+r`7HZ}?_ zOtNO@S(>}`y8O-;KX>+^MZ46+mSTSP9N%+QR48Xx7p(f8_}5VfkNN&L9~ z&`-t{@Ru#(y37C3x%B8T64nhdtc@&uH!Hq)3OLeGIttg=L>zC=5*L(QY$7O5XNDbxk7l`R{;Zi@DC%6(<1s5&db&f>xM9N4qSPzvzZS!uY_F% ztI|4ErgG-@co~G4;_H()zcAzj9@TwEI@1~>b6gL1(g;>&}9$_ zM#I9DfyX@NvYtYRUUTz{S6zj+O?B?`IkS)xvG>+|L@zAV?XkXU0-7+g$U~w5)XV-E zH*_31Qk|Wxzu1Iw=T|A0<|iUxrpn1?K5iMz=JH!=ePbT0hF7oJssaWFnwn}XDh6>jI~iFnKUSiv2o8v*sp%cVDY=Pf)y)^h|5NR4I<;(dkmwlm9; zv|pJbY=K@LusXM8LBkxkglQnQgUpaLVg_tIX*|_a+C*cP7Py+~J`%LG->*q0 zh0Nd0-Zi=`r5H3XkkarNCyz|X8uthGL7+Do4_C=S zTE|7eay(sg+V8h5@w9|R-r?u?ECv+sL8hG897M+n)!c(sR3$;EocXLrsR4lb*EMeh zA94Trg~x4a_V%{g`le_3_vxP%ggl~Xpn5B8o^?GyCiJt<^$D$^<{l?yW1qHx*vnh~ z+U5){!Ny6Cc1u2i)^a^|gD+QaxuZ?d{|Kz3Imm516Z+wOIX5D)$LPKB6of^~Y8-~$ z)8Nc(n?ZSJ{Mc7&JzZ2Adk-s##DfZW?1t-Sq07)U`L)Z^!c;WUC67ZyT*o^{YuUWp z)=$bss^6d#e{@*mhVG%?yOuo34XkZP?63%BiiK^Vc=!t>_6%%=88}uLc+vA^X$~UEtqqFC*)0QRG-BdZ1=Gf`(+Oj^>izgS zn3vmbKC5GyfVg@Dw%%pv7#j=t21|G9lt0=9+Yf2Sh3|IDA#*i8ck>^yff(SqlSzzn z&>U^c)GL-2|85HujaK~rVSoNg7#?M^pf2d?=G$ggymE(>PXY+qO_rdAsI2*w0-(=s zZg`_)pjCFPjrIH=M@6^DE4J_5SGiaiH~+ETz%y7)_Z-ytN7_@rXM!+=Ps5jMx8k01 z{&6bc6 zh52JBzy4&;1_rsHSheDhYi&;wIXRyFo?lajK41$dpMo<10aZaGkiQpM&{0I9si=$LXW9txh>NcMat}20)?kw<+8j5s)40Zx2!z7>uZSkUlD%q&+ zSupFp3G|3Z!Rw*b=TANU>jBY+W}jDx5*$tw`Z%EMcJn@lh|Nuq$w666O$gpYpAPLn zU$xVPRTx!}^Y;am<*&4;sBxH@RSa^O4n%!gfrm~|k~?RB(rorX3uq_+x!5MiTG>8X z**I-DQ7o~q{_C%$v@th_Jn0;}Ui6WY9=UK9%8MC&E5VfqGfO`(&x3H6rK2r)+R`Y$ zrkQm`q3C8%E z63~`d&;(wOwuGuPTD`a(@G8k}eL_i%Uz6k6vG45K&u>ZuqMg#w%Uwf_a_1+Sbwg4< zu{kI&A$<|nfm{VNff2Vv0!A(TQ}+J)DSQ}J#{p622vqXq3VPjLmcagXb%h!}j6CAm z02(c4Eg)aP%W?`7(POG8W8X@nDX6!HVPw#1ZcH}XG#i6amS?yfg|Z3rR)ASG0f(Mt zX(cUBtw-z09vYscxi|-5>WK30V3b${SM58o>y9Z`6_nfB9uL-$`T^DRxA*sEF7_Fn zb(|e_A9GVMUu&&a8=Zk-2U{LXCrTY866E4dP(*nBy`QnxmK zE^?82q+c@v)y2z~1?QlXvu79C;ir6%5Xx;gjA${hu7hHdfoF{u3AMw6*@E&_4i`H2 zu9wzygTZJ92EeK2D9D;aCq24i(Q|A`)j^M-a-jA?*)kL8Dr%=601nWRdwB}i(L#In z>U1^x6CE|izIL6BROuLWYu~V*0=bmqc$%j|AA;djfWz(KOI6ve;SN8-{22WTJjl;B z;x-?8w}#aZ9xImwAor-0se6Pm^wkeE8d3)N%05|+Lq0XVHX7wHCR`9^36CQ_!G7EJ z6cu7~TfJYiY3>q^)r4}41b>gyH9leYP}57efHnoQ#9S#+@M0;AGkfb??QJqE6ZIkG z)Pptkar9~N8WsPn3|zyo30DT>JNX9 zPfO&Ha9(IaAlSH*);s_hv!`+)c@*M2rh54nmXSCOOuCp#@#ht>bZtYpHpNjm1NNzB zZ+j!78hyZNZ|bPr8)EPODk4OXLyUEK8G@zoN06ST;Ba94d1zxZ6>**Y_V7&OW%ua= z%Zb^=?^=m??!E$@_oq8aX_Rm16u`^8JyQiPh^GzMtq`TQqHPzYTY^EHk&{O@T1e23 zUbw7&d^%Vj)QFBqAhv=|i)3h*bc{ot5KLVuDlm@>@jaz3iLgftw ziktppH8Aaa5LgLB&==D?q+-H6nCM-w{8knvkRs-ntJdxtIKWem0AK#6{%L=Favk!8A}Clzepo0in3v z2Tojf);~UN{q21`l1$ymU4@=`VT;+ZbB_dYkh3~{spNv2YK~CRIMqf8-=}j>Hy|-F zgY{VY3KoB~xc`x;jKab2Ss+Q_Zz}*sa}zivWg#Xsw(&PM{6T_`;bo|=$FCngKcWVd zKFD)!g750>D89IFYebRQTsu@qZ4zGl;olWEZZv!TkO=N4HHW+ql)^c=d+*nhyu%ZK zFhNg*4Kc{loH3LUaW-I$LWh@PbCs^!TuaP!wG6x^Q9?v@PO**_{J0*0Fxu{=C-jB| z`r&ZL#uL!w3oe0zO%!L@&#$xKVZ@)a9aOIBbl4gShLE#-Wf~%@bZR*8&6*%62jom$ z6vbyK(h=*P*8KU7zF5(KaIh{~uX*PXz>SpM!(c_or=b{A$<;IeJ&hTWJC*NAVSEhb z0pm(ML;=WIsZa``BLZeqw;QA!z{bZXB_aSyS z#S)Ff%Xh~8$iT(!%hT!|K5?ZZ*Te+Eu!+HH{uxNfOWZ$fBjHn~Iuk$4Hw*!ATY;8P zB(Y2<_yE49SMz{+OBtukC$eQuk}N#$jqaEQJ!2UwP%s*Wrb}e28xda)1&7S>jXjRV z64Mr6DZmy zn&YK7srsy`UxN5LAA~fJA*IZwajrUk%D5hv3ski6!Yg0)(pg@8BFiTUYR=a87q4%h zBhAIwi-g!jID#BNLUA^p%Z>dseu1iOy z3fI)tSlZfxm&B`kfXRXv*0{w82=7V*`L?C5PRU3v(D`2PKFAIk`kE%`AJXZ~7+iJ7iV5&Qq0Ug##hgx`BG2opruSlX@oBz+B5M ztW}I~-GfQjc_5gbh-TRyD$g2iyXKUI?YD~$b}G2%J4HrWLk2c2uV)p}KjmJi5+Opn z46+toS+DExilA;wLhLTybLfm=9FXfXxCf6)T=C;=l>jz+F-`DO2!zLs%TtKA4k7{1 zA}2y2fx&eM@n%x?K$$eyG%;b7U1a92wgg$!|7$ja5S#|(%uCY;^* zbuL$;VO=wJUY44yVcHPl6hEhf*XTD}jh6s6c4kvvfCFTvsA(Vg)}ijb zeC@1bJfU$=Lt#X=k=BCk!pzJ1cZIZd3w|r+W8v~Et0hSh%KRU-A1yocC*QQ?W^)#{ z>M{0P-M{d@%U1kCFW)FhD@Ug9K#v&8n06-n;u)8OyF*T9Al>8PT>+=>eI+wKQ7>CH z&EkiJQ`1oiW89O08qZI-gN8R93YI1SN*F=fxe~XDLWUj{5A*YBcJb)@v?(HAhwv25 zi#3IzVaKxz0}_mS2lP(`pWWLrcB$~0e;`mD$91uNu-1u$^s%5?K~0gD$gHILr^4^u zQ||mOrK?aGm$Z(qiFc~u$3%lNv%SJtHHTh$v^D2HK6s+sWD~*slLZxVXQ`$0CiL?o zs%h&att}$?EHuN<7|B`MXt=+h;}_4IG7lGWD_V9w@NBto*?ID?&&{Kbd#$#$;foTnuCXPMzcF0@`kZyG?=W!S+F}b`T2pf4AK}NM zbj)qFl=A7@$=6Y2va!gL4tN$3-FlBFj;wst`2LoyjWWIa9ns*A%bJQ;iYM}=*Jp&+ zbNb)$2~~`xYFQQ<(AvuWjzi?5F*`+4>Q+-!H-jbY9io4z1*3nyJ4u{kVMiM<788#n zy#C85F+i-2!P#dWP}$D-ntP%=tqJ&@6UWA(4374q>0h~tQ3V_)TNr-SEXKV7{ z`dFzYJbQ{?fzTfxAZ=`{bUB*IPmvo$hhZJb&~f$^PACpp6*-k z$5 z;ZSJcUq7Kyf{==Pp;!||MJG0#%iGm+FZ|uuLCdauD_8UD7uahMB=BvOSeoNr;qN*e zu#@cY=d102zlcJRkl#7|?FCJMrQ5ObsAo1x!o2{jYr2KMqk~H&)9;4FB7V5BiR861e+(TzYNpn z6()#hO&v2fvy?bu4CDtc1GvF;siUndlo^YM_YHMqPwO){{8<6u0UumCq z@2MQJtbMMK`GsR|t+V-W^|Q(D-rE&T zI9+Hk>y`^ekfQTNWdzDlG^eg$kz6OSUQ(@1M%Ei*ma=_XFK=88zu;^W)spdjG!49a z7?|M-4o*JqkG0B}hrM zYD^HP%AqLbV4WbHG9 zQ2IQOE@rY2J}ovRmGh70aXShrf7O0~XRM|e#2w12(9@M~I$;EF+rK?z`7JNIK^>Rh zP4@l_J!=`B=@;Z}cf~V209UlqGdy%>`P)~9y;4_%;0q%FI)Beu zR6rjAe@0!Oie=c&4?3llUYB!&bL%V_VOa)sA z%6~OM;eW$ZC~=ngk0YBv;AEE5!P;65GZu7FW^5m5Mal^;e!ML3$r(Te@sI;Zd+U07 z+q2kmh%sIO3Zt@QItfR!0Mm_uU^TX6~}(Y*@Ns=m7K|6`_ZVco&6Tj5MV7e0;w8Z&d0_(5^_Vw6jsNj**vi;YvU%;?Gh}*#MVA#=+b!!Aisr8FMtFFsL zE;y(T|K-7AaW`N@Z_@kW#X!LXD(hjuT>B;$YR(0PD<>k%AJ<-(`P2-+#s7BLh$sN< z_EU^~!;h;Ves@Kpcd50Y5t2Em|kdR?_X)3&fp95Qc|2>3`4qrdK9U2*YQ^b^cw#+xliO0s#E)hyNE$ z&ag^Y&F8I5*Vfj{r9j!aCP2}K>H;D?7eb`mD%R9ESZPA2Qp}OF7`5qp568f^pvLF; z6T9lEPXOq^FwhxnoP~rL*Ne|k&uuDQ=!xL#ar$NlS5AboGbHM_j2+Gv7U5K6MEte| z+K6v*Ux89nBLJrglmWBt6Jsz8mOE^)HmcJmdmC)_Z$MLK)jm-ElR%0M_kCrbo;r&9 z8|Vg~Y$Z8{5oGTgJTXd+wT_)ww#=H7Gt0k@|=ZY5B1xgdrv^Dq4C>tU}TV;u45?AHfm zZH@pYrEby8eM?!jxkPBxaWBb?X%0%Y{AsY|i9Ij7jVhV^{QhOchb=?hG-v@-nd9pK z;ehHq92E(`R<~hXjQ0cTce;-S(@W(}EnZF<)n^qHx%yZV$Ns z06AXGMuGLe|7w2}f@C7=AY9cR%&B-G~%BFx48g* zjcW5lz-3s8(LN^seQ!wad4ciJ85a-U9_se9qR}u!!yknxoBnNNNhF@S_6okoSgk?- zVk3bM&6nI9+AmL~Ln+7v%3^YmE!Em*78v|*FK?2e{uF*al=9+0bMl-Z05{s*4?%y% z{0s;XOMtk$Q4#bpH^Kirg}#zDy7`C=jLm;uO8yr1EkFpHqStsx+#dm4K*zd*65)_) z)<77gTp~52$n+)%Og92NR~0Xe{okg*j@t7c(XHCZb7#!H6n;8g9S2MQd^#vQ)hrv8 z&b3M-ucsL zgocJ&{VOV~TM2h`39lRA897uq0M67FheD+?IzcWfyoUCI(~X`BCs1+lKcBmP72Ol$ zA^mwk%$aYY7O*&hV3;GI2p*)WVGztW6ZWsWZDId#!)(Vw%%n z)z$hWmPdC^J+KAW9sH~I%~DFOmw5S!cZK91d7qzdyX!8{fdQYdQzkRxjDcMw3`yI7`pk_hO2M+c`tab=5}L zkevOlS(g^KDN&w@{sW|qsBgv$K zQcVWp&Z>vB4LHCH)O-Ls*CrHO&;%Y`esiVomFEa_!jZ;l>I}ZaZah% z;aIQW&^}rC?KN+PAA(b$GLnWFrN`5U2f1UKIv;R8wy6vBgPsKZi*HZQ>#VTzRS2GX z<{Nue6xz>xbxKZ57e{mTkXj2>6!y74%Pt`LHWeiG~5+AiaZDR+_6dQ%CR%bSEA;?e!H5Mem}W&uL;ETj#S?tlC&UHEupB( zTnfp(+HsHS-_{ba!!&!eoxXUDd^{O#zINwCS)YzsdR`+0-_H<&mZ#vZmg$#--3_dx zz}P9Nrfn?-ji{m73?dhDP;JEoz$MZj4%^B^)J-k68f~?|VR392`+bX@*PqBX0;HI_Fxo zuZ^vMTFW!eqT!hFyeOwto$opC9Ri@?b;~#@>+~UcL)-7Rv%?J|j5p)`udxw)&v zY1{M}>@$W8z$}+NOqgNj*Tc^JfhO=9R+5C^-^Ot`1JjWC4K&k3C_NAw5}hFkQm;5W zal|dsZTuR&G?Y{_bJRXFD%o+^!vSTum$>u(hvTI^rDXyl8%VecSRI>`(Gl>pP!ah_G~!%MUgv1`-^l6*IPqTM_`G z*3rt5{hcP458Y^Qp6TODjI@!Oc}14aw!BeS^%6{2Z}V7Hn`d>kyipLcI{krGtzpV& zY&IIq@(9Q;)twNAv(Y5lZQdlRV!NUPZFnK>$5=*2&8`_VIJGUK)OIAaBxJFIy!N(nNO+zcjh(CR)&8j$~K z>Q{#%3js|Gp)m_?+sj2`jwQJOfF2gj8{$4|g1hz}DWUj?`V;&PL;1bL4zxSt5VqJP z%Dxr4du64dpTc&&V>wA77NN|Z@Bn#AdL0!` zj62v;I>+{%yAD^`(XoTHeTh%tY zHvpX!h+tKQeoq~Nj3N;=(MH)+v7j@51hodtxR!74{3-@IBTs>wem3J8Pqx*1fX{%w34bx|4N*bn@}T&(?!QrByAUynG?bB zJZGQ&8ySk_rv%$d-3XP|C}%hh9uP-y?^*|EmU%Ip<|!-@)TsnXQoiQ zDKs6a&kVJezhj#&%mx0YLHD`sxt6EGzrzr`*$KU6hwX$thn~4`(pkUT$D(UA1-a!S z7;KIZcBbVzgsQSXxR$=Vf=*bDyGQ{9dlZcCg{LbS7pY91%>&$;Z(Rtm*n_>R+xS`L z`?siY1M+!tzax-tnJW!3Vk6B;mu0~zkZKT}fjCnFZSVVez;$zF19}X{NC<+2v9I?6 z3(M?~@cOx_Y$&PAK$qB6KCY!5-EgE$51t9c^Q^#3mCVSYw#CqMU%O~w6)r*dd{GG} z8``^$2kJ4o#S`2Eo9!QHa^-h=!V=b3#F?1 zQ5PK{enw0L!W~ilvs$HA_86L=rs4sEe1`PU>EqSYpU%`lPrCq1Db&K-hma3caZ3{5 zXVSzMfDmEiHVLPMKM1n(y;P69&z$M?C70;k z?C_;4VbVPR>dM)CCjuPbpG2?3Iky9Nlc%83{Mpl?&^f^Fd*cDUXDn*odn|YM%UyP& znMwuTA%$?`GxLl9Y0Y=oh)pWn-d#aZ|zxw9PB*ni0=QlfpDaOS+!m8|? z4m5bNlqE6qh^-O1OTh#gE2Fl-(PwH_zhBzA9)qrn2V|0^zP^A=X#z-ha7{pWlSVo2 zMPo>2_xo3psGC4wePu>ETafLj{AG*>h_{5_iMGyIf!?yqKfK z@4tPEO8XTluJRQdDs4YChghazIP~;}P5T+^hnrI_meo{Gtn-(QMCZ6n~gg4UHF+&86Ex(*XbF8Gy4A(5OJ9tgujW z^EVWOIR_gpX5w21M=MI)!66bp;GMxT9q+^>q*%ha zj_?Mw=Y*C>p`VVSz7j6tSF+Hul}6mUNRbzofDee0`caK4tps}BYqciP#sXK3f2`QC zzcSEy<|%?#i$hYwB3Ce@Y|G$nK4v`!0YdW5!sfc3nY%v7Uv4t_!4|LvHR5;c)VvQi zvnvwFOriXFVVxVN9v@0Bz^jJm$tzX~`76#X@_mIO&|2Yj5Im+$7q}MmQ?wCwzUpQT zM1BEN-RwrH@*n;0b{9Rt^*dQXH2LklpERmLsNMlI%6T(N0hjr4GBb)DjFM=?0gtJ0 zk1)S?2>LgGyMytxv`t1aIPz5EP=SX9oF>f`1TjZY!N|lpE(D|;lN3S-lcR9LT2yvt zH2yscQ3N;VMuU$r(5!lh`|SG?>t*a>0{IX#t9*o#F+K>V&%O2*)<1iZ03fV!r5-0T z0^AR>)$BPxFE2uSP`*YKk$VP!yDVz?QR2?;IOGW>T(oq4A1iPYy;wFJs3>#*kvq+K?HJmrIsiZMb0j-39>ULs%oB>9C2_2A{5Nkc|GZNxJ>nRHo%*}!Sku}+D zGul{nY!wg}gp@6{WF|n^nOUd|7SU1wj=?5yjU#2jeeYJB-NlNWChP~482>Cm_UCY5 zp*VP=ERi6X%aOoKMt^+=j~e~fSPi&l9Go}$ zp#FHaU?|x6Au<#@DAy&ROfB@E7_Pbv-j2R_pG+1t#1=stMYdWmn-Z%QYWrEBh68bV z>LTyfhK1*aC-oHAw?U5qq2E&|Wpbh3Fu_tdFOm_|2lX!_CL3iAgsulWk}k(#b`*xy zdO#GhcSmIs3Tz`qtG&iTDZVKWpoy$sCQ!cyX}-f zhovcJ4?@GCUEEn~E~i5Ry~lhesCxo2=s=fG(pXW7b|(h)`fRxM20y{AiAJ5~`DY@O z3NVm-l|zTVYB~63!jNpSx7TXBnXF#Dya>i?BhI*)9Db96C2JzTGXX4fQ8e|4s#UvI zPaW6GzT3HAN!qk1TN3d+QC1roF(9!BJ1rh6LuI$(uP0yHuo$af_IgyNIKX)r&jCUT zM^ZKT?MGGkd6NTuQ0qDXCb`)BKHK<>2eDFI181P-!)rLoQ{*ubX_THXkMys#NQDJ~ zE}J!7WjC$%0oEx!Hm!$4x4W##>qrzQNC5WoVM_5EasMQcZoIT+qA4Ea$lN_S7h}&b?9*5Ter{F{XYBnzW?8k*B_`e$H2{X-`BOywbpr_>tL7V|NO-7 z6C(pr?G6r|m;asT{m)ZJ`o#e^p`d#u88;RRVmN$}q5{xTE)@1d3lzz5%Y+hZ;r>L& zgNQn38eD&r5w9|4m22VGzXDGdEi!Kph_0(${5y5pH8Mjet_gYl+{)QNWG76Zu=1A| zaw<0Z^c7Mn!Rtt#g0L)^m{Xa1MhTV7i>Z`!orFr64&mzPh|N_*UIm4*@&<(*m#L%A zJFCB!O$1x@F3(IIU6x$%fGoTlzV9nK7lg722lbNV6WiL?ls+O~m9e81j2j?#1qcaz8uM!JU3v9seLtL zFI^dsVY-lpF{qcLf@ZHG5?#o69W5PZkmnnoYDpMd&W_X(6_JE~5Ghff2Wm?XY@~Uu zp1vVE7f3U^5z!@Wil1_f5Z5n-0;2GMd;5?Hnj;l0CGm4H9lELRp237opiCR%9y72w zz<_H7L}4%paX0|;94*snEL>iTU~sSXY*ZRd{}#-x+1rtg>=aHiFHpXqlC`@HCFX9# zAkV4gJxCJMKq^`k+t@mPFl>cU%JP>}2tw{b6k--2YEi(yEdx`mcfvURLNU6cUOzH< zpgSpXMpbeMM$BLStl2Jn`h2IScf%D=@SaTrTbxv+f-0;1$=;yT_#CR1^M`CG;s-Ye zY#=8jbuHa{2tEj2Y$bQ!q zNi&g>4iB!@m$WbetP@(i8X_6(44xY$hfc<*JXc$qafQ*6-OxLT9gnwzQlSaTl1|SO z_xM45KnrSq*VQAF0On^^BQkG6>TCi11uGCKgwu1b3wps@NTQMb8932h;HXmQZN~}+ zBvn_V=8~WNpI!y@dk?w**yeQP^baZ~Kf{*Ae5Dwi#1YKRovA%}10g>@>?Iib+jNBKk zsKe9s`J^`+s6(7Hr_Q|R=#8&MI^n!qWYvyc;6taY@~sgpfrHT zE53c~iw%CtQU9+J(A+KRK7kM%Vd5{wJip*fs>B zsK}_%(P!z}CWR&&-~oeZfQ?9$KIFjabw!_RO}Cs)SGS_ z#VOJEohuM3KC9o;BX6wQy`To)`Sk^XFVE(welD6xwQLx4XXm<7b@%9AjU8J%8t&}1 z@B%}TD~oNM0fm_HjD8Mec?5Av?oV1Gm%pBX^- z@l2|9x?b?Hh8{^;b;8XheOND6dbOBGCz18~jI)VPC$|lZVX8I3Ef3p|2sEBlckq?K z(J5&~kWu?-+#|Z8YXtOs>WgNnO6Cs7$M_}Xn(?m> z2;b*=Z6o{*(SRy_$m;>xXpU`$N8^noI(W=9vh26zJ*7g_CNZ1wOJb#WvWhjh67VVB zW!|v)bTkoZW?EKQtP{jJhw>*|YCNJz3cpt9zCI1MNFl4>VP*&^?s3*)!)xm`h`owq zTMeRJi2uj9Z3T_;<)rR~4Sk#i_BG!u-4@A}O~^87_gB(}S&Q-VYoVvFubAjq>Mqc* z8NLbJ8$UC9t`{Ti;C_@)TN3{0h?u}-t<#yA#o7@U=y}mqiU*`w!9dmOeUATOv5a-A zglx{Ed8M-63BPI-0s2xH>o(h}P_zvC)iVA{dnbT}@^ahRzO-QUZcnCqVbhb7RPaQR zRp4f3YlKNoqIS9>3yASvpm%k`l3*y}(s|53z*d>i51IL32nI+;9?^Vp>=c%-wh5-> zPF18k#yJJ28}TWWOMT=6yz{jMq*7~QU|R3_4Irbfq?Yc?YWWJXIu#rmUaS!h0@EZ9 z>(j{RYiE@PZ@KefraBMuHF&)Epe!DH73ZjhDQcncarz**vlFOw4>pi7+JZ+q#+Ig> zhRr4zpDUAdUiVmiX$PW*?Bh45&N$%P- z_z9RR^RkW|oT=tQ<_-Vyt#B+72Trvgj>~9@%n;fFJw1OJ2S`Po2?DbmW`^^klnyt~ zSX4>2&dIGVt{ff-hnNae`o&heuQ4ix6@`g@^;MM`P4)(v zXDdqL&xsc<4q}-s=Uko#(VQ`K42X#BwAEWXqb|}-dwuq!PPIj(A9yOt8=yt% zA(4JIcNR&xsNlp5jS3Q^tP-I5?U4cfr_w3`G5yND9#vi7kFTN&J6A-1(aS}y=$^SX za{cQjOxq3c?wp?iIH#9oi}NUcsPy?=SJgY&mb}^XoQ5xgahZt0^kJUKn2yt`b;b{s zGJax~n+aFtV|VK~mS+$%h&~db(W3zoiTLz89>iTj(hoK&?`{tcJP;r;aBT?L+dEUd zu1~-E=!+A8!Qc?JAS#DxuTz?jlrr!vdd7G$_mgEDv=j#K1|)F3?ZLeyMHZ+VJngg8 zQm6oMtT^IEyPb^6bBPMV#r;BjV6`NME_Ow_zqv%Kxjdq|&|Mo?Pz5QqGMJq-9nbX} z4{9dPx%e0bc&Jnn&XpvRFyq+Ha;dTY`fUr%4?>HL9= z-uPO_!F#2V<7ELxr%5ub$u8S>??RPt6ntayrOhxDs*m?~z4vVcv_|r6Q}X&DF`&}` zMvGrm*6YlEv<&SfU7t9IuG@3K%WSXi2td1?hG=~>ZGLiYQ8=kE%~5GKXSgPkXJdE? zR>8=5SFO{YlzwW8UV)uUeU(5JgNrdQE=Ps+{A z;`vbl+Oy-D^Dc)Z#d_$0wWbkoF}B_A+yy+X@}A}tZ=6R;^;EF`-Fry8^cOd(mWJhQ z<2??R^?ioi=P5@rW~sPQ%}QTJuC7iA6o}DjbE}}mKSd8~7b|{3Z1rV=yTK*$T1y_+60|~kWp`i| zhr_zpa*WC-VPK$`-d$;S9=2k~fQ07WQ~3^s96 zn?w@8%<3!j;7gGfz&-AFJ`ZDEp#AApH6Gshz%Sv6R-JH?N@mwI&veXDf+(x^Py7Hq zQ)g8ZlsGjsehA9Ll@1cLvx?~eH};B%>xQ6Zc4g|{R&4iaEE2AciRmi0tRG>{4H?(G zoOy{P?Xq*AYs2?hrc=cmR@%{?V{Sb45PIySY^w-;2?jK}fg02Ha2;w0o(UhwiyM%K z|F!4T^qXA8(ed<^|J3ynDX&M*0xHq2@arrP)SYK>>``^S>C#5_Ir$F!W(RH~^Az5> z`ZR;xnah>I7>e?) z`XQ41eRiaoITwif`M^d?Rmy-SU_9&Yv`ijF8aD)c+&OVEX9Z8Gnq}-lf$Er%bSv~s z_%(eIpYHDQzyc40dER0ligU*}Cx;A45wf&VXQ#ti6M1hx*!2R*NNqN;97tgo z3MDI74yn)`DLFa%mRpFHz*AGHMBku~ya7M1Do}z`kD{@q` zqiS4{qq>@o=)yzP;zin-E!U-DoN0G*-scD|xdSzjRjaRUhbbIu4e*j> z_c`u=zL+|-o^%_c4#Dc)Tgd1|+@CjJm@!)?OSbJ}VBjH%i$r<3_JwF;G&(aq7b~_H zw{^V=S^bkf+5MVK5-G9Em@Ao*c8l7@5eoAc1o-zt1Ne@P3s;5!L{(^AP1+&BxBWmI zVyX&Ge#m3k`a6Z)Y@(TQr}m=9t%8HkCAdgKGP+UWB)0UYpCO{hjp#!*wJbchHGXMR z)*NGsj2{T-yZ5RZoJgjA;caB0xLE*k>a=0N`QzMhlWFC-=myfZpjuWJOj9oERBc-4M+g8BlJ7sutN5_<_4 zg9_}uC^wI@Et4~5G8?D-9rnC2`*pkP3uYfrU4xpTu-lw_a>1Sk(Coi?A8Q}gw4ZeG zb?|P)6(+h@S@v?LEb@Dnsu%cQB3XZCeeN&`>yKnEsVZ8k`V&zAg z=V6C3Bbx8zTL=#gFGEB2clSL=+w5aSab>sNT1;7PTXH`JTkNVCu> zUaq|;oAZiM_j(NE`00X{l6?B13@|16ZY6{y1Co9bumydH3jIjkMM=lapcJ3-eV^aykiandUCELG*FvIp14R=WcQ;vyF`5*Li0{PR+Ai zG-{yURGd9ovkOc(lc z(-RYGHL^6gR_SYxb)5-a{=PMs@brdCL}vAbcFtXa3o}j1D+)dd6x)t9mt0GJDt=D2 z*;|bL?l@4PeLxz(>8oSXM8pS<{`(7C9Z4#aDMQoMdxLG;POSM=7GU%<0ACwr@`>#5_s@lBEJJ9I^UBS-A^#g|Dre&TSXEQc;i10jIV@D;_xXuI{gE`ACORg62xcn3N(eO;s$`V zVC1z=a4xhOxU>qCi1Hn9;H%>dT!Ho#e~%=qRv15Obg^cC&qAUX+CH($abjtX35(Q! zp2mCMY1oLcncOAl?qp|A6&B=2awC=DhhUPtb}Yn}w9nR$@*mB1 zB+2np{=O)9bjvxU>9_PN*xw%c`^7~~5(BJ*favf;{~FVv)AHB;#}@EiqX;FAkyO}t z{QK^O$$w1_DM(;+0kduVH0>hV@-= z=Dv60g6^c`{M+V;3(Q*En^yXzQZBHG zlHw1=wZTeES0TBoZVyH=6}p0g*K-8+0G;}~BSR(DR95NekM`Yr)*MzpCPJikmYTzP zW;W^Ly|=0z7qrHdsRk;SqiA02-t&L6%mfKsSy@bf2(zdSwUsokINZns=@*bPGbqj9 zC;j|kWvXRDlnU##G+&bM+Y%+l?6I-yHu>u2gZX6E8Li5L?%^q9zgzwkNTr$D$4 z5f?ucnD&H8Jf_g_5?Ba}W;C7Ry8a$qruoD*f(}dld>EPxG&pM|pCQ;@{f0<8>mlaCcMDIE>>!6r4Z`QPB*AZ_cuY-R{RaqEi;7>6jS= zVYiBke71lQ45n7KJ?6X`CYQZHoX1C{q7&czoZ1@ndIuxdvzAf@63RVBM2IXvlrwor zB)l`Lwf~0frU?KdOqO1$P4x?cscjewFFT!ymZiRq$;4n{W=o7l#4^k%Y6Bv>XZqATc&8m4Y&GA# zG@~;i2HxjbzjS#lgW^DC44dLWOAPNKSPnZaZTNCji=DW0U>LsYF-j9rvir-heM|z`r31(0cBmrU_d&8I|2efI* zFp3O9k@ZlY?K?6Pm8Uu$&6OUoX^iHre+a!d=ppPChrBlS;jU00n(c+|y)^FR2@`t| zqXt#)VJem>v;A1Twm#%}&n7+lxic$Mk|*xQhi@qv@=9FPGH`~@?szs~26(m=A|hWG zaTed8-m-zSJ>N`egoezEM0WYoJvtt?`d*xtEKYeB^nP-#&5J^fIW z5-irtObhjwCkq?&uZ*um-}v28Iw2H|5thS#N3 z{`}4c$8LERIqV*K;`jUPXA8yF0*!DU>zbYIyq5MN(5f$?9Qa5tS@ye^RNgSbY%Y$u zRQ~zbHlz3W+-{K7Or-j!0o||KgohAOJHdb-j^qnp!ygWgnFG&VjL_wju~m zt8B1lD6vSdWTGUdJx+XgU6(=3Ap@xmwu0>R0hVx++2Y^&s^_NG@EE_)k(}W%Rifh z$jB!mASme1BCQ?d{E>zi7S>8NCAy;}G~`^6tW%^ZB zmi%Rr>wkg~jd^cYcNt*k)%U726+IY(A0Uow{<8Zb5tHe0j-k=u^{5=~Ik%ypkzUO_!x2C?k`@(R8j~xI&u}U3?!b6q6vt%c z*BvgS@c;NCTc|07Ls0F7vKOrlb2a)nmx8wmZGY;wzzw-|u z&LET<`k+5A4AZDgr~9cYSaU@OGJ zp;KN0o;Vj_9-tt)FXy&9xn0tm`((cXWCJw) zCF>9KJKPI=oE@&}IyUC%mp@9fR=_69JfW1E@Sa}>u5C1+0j$9Nb!CQpQAKXD8wa@yUue&}JFH`TZ=-JN#DKxh z`oaW#Se$m(@wfwKKtj7MinGE)h$)5g5xN!Px`DXTW115|+DxcN+t`UOnmP&1K0Oj@ z&ffuj4hXAm81--tD-VQz69(5J35y@<(XT-t7(2w5FH>w&lC-Z_8ocHb&J zAEMb&&;4?@zoT3~=>edklB=i5(>b4mv2~l#Pw;?5g10v4vr zH%5|$CtMhc0>^As6N+se^R>%?5kX_hm9@JHrMRU*&J0F!kvg_m?&Bux(<_b@fiHfh z2n1n58rKn+E?r`2k#dW5WaeG$B8>&CR(mN9%wf%N=N*GbG-U&u2M zX&JOcT%ZxY&+_{K2z^aN+z}RK{wJrI#MFW?(}w)WsYPWKgQjpD`nJ(sSj9G=Gg(0& z{{-$=9t!2I75Y@_8)P>%f$ej>yV}!Ts-?_NW!@`ypp1r0j-dRSS0h)qcNlIhW&>ce z(;GsLUTJ%&*5-5zf6Z{nHiO|aCi9ZDhtn=Wk=vk4j|Mh$?c)z0^s8;WeP59&Jxxuv z`N4D;8H#%m(S)Yf@1GD}Hi;t6c2C(o?qrAaybEEg9E#&@ug@v`l+!D*!nep?Ft3S; zHk8$=0Y`^89jrrU%jMoxLCYS_$QR6m=LaVrWOoq}k@?-eaZMwVWa@sT2if(%0E3c# z2Pct8svq+|0b)~?md97k-Y~ph>MenSVs2s0{2pSa+w zM$ymDLi-OE5<(m}Zh97vplf}ID~fQC!)<#avngelTTJ)KfRg#fHqZY3hsN4q97AC{ z`G}wE>h!tc$R)p1-C9F~P0qt&vBmUj%OgX$AtL=&NvrA1yh7slQDQ^F;_st_s|{yN z8(AD@ObaOpJ2woSuBxC|v2r1COAEo}9S-IWiSSuwW*`n{SsnpzIHg;IDVjIY#qF?NfvGMLC4CP-XcpZTTcCC}`W`eb}#Bfi| zf)37;dNax06^uB^L@Ijn)D0SgSx61sJt)51v9?kXc~9J1tIR;xUt2O}Xz1iIw57ED z@;5>XyX8ZzvKtim2Qp1oNJ9w%Fyip<&O=7|L(JX`C=Eu)+d~ z9@i#@c_~h3olW5c8KXsyrf#%f8kbl}0Rzf?Nm#V$)keM-!L8KWL=cV(T$?e5w|DE3 zMb}wTQ;VV&ugllV24P<{q5@AQ8}z+#^gdF`e98DZqohZfY6B+VDX|K94z^m3ffDOjW~Og&sSXp4B48%`*#M!HnF26sARiq$ zN{x+-p}lP|rU?}gqlRD>w4n#S{&C^(f~)4HYY>;Ex4#{Y-Q4zYrE6h@=^@5MY8)is zw63Q#&iu|P>M6oh%Zke6dj3>n4o*ha2D6Ckmp*V5$TO%Yp}LwbrdNu+h~BVnqt1hI zm>P4uF_Y%oD^nQeG7`IDDAzh|QZ8HYDw3I{7-UX}woWYsOW`!6vMVYv1dx#kiU@Xd z*5-aA?$Q(@&-P1-xpCXzdx}wB#3TcyrT5SKM-_<|w{L0I(oLBjoU~In}cIEV+J@6YK{-<)tCQM9{n0cj> z^1omH4XajEfM$PcR7m+x9{b+~M>QJw`7t!Pzah+je;2kRP)?lwrZf@uCo28dW&H0C f|NnE@zwQ&w`!#SFlZp-#!Jpf*$~Q1F_x%131#?>W diff --git a/logistic-regression_files/figure-html/fig-diagnostics-glm1-2.png b/logistic-regression_files/figure-html/fig-diagnostics-glm1-2.png index df79a9e13073406b82a6bc71fe89772614a53e6f..ed27d183ab0cfd270497e3da677a1b3312148a2e 100644 GIT binary patch literal 85323 zcmeFZWmJ`0*fxp?iekW)FabqG8l;rAKt-fMav?~UbS^?S2B}igDAL_XtAymDI~1gQ z(Xrs%4_n;g_Kfe(8E3rT81E0qSi@)WtU2#F=N;E|-SdUiJ+Z?FPaed>!#jNY)(sgv zJVFsXyuGDF``~{TbecQy@Cc6RU%xJ8cwOwesgbF8@Gg6K z$*bv|mM0Sm`H;zUzWzx|Ow8*eo7{d`Mly|mca3gpXBzh~`x<3keOWcx8>WAOb8zFm zK7$b1Rg#Z!UwyxBseGhAYmhkQ!SXIk>K(z8iz^LlVsD!$4@`XE%q;NDGc2mHfna8XW&_{>Qd@_Y)sCgi>a=5IF&+;R>;V`;^g~{8W(f`7pQ-hyMx~67m zD*D=&a+kMsCsL%u_B`)(>qxp>eQrP-ZiU-h?V2kG%J_{!X$JoKoQ_%x#@Pg{7%$xbiPs^NgnBia^@+ibUAKUq0_ z&i6a}iL+5Ouj#8~A9_A)OOq)H49UI zCxVxx1Ji*qtoCm=QRhROD0&o#Dnt~tS&Uhp*F9;#V)>=3CCnVN^$9i7o`xFXRX()2 z-)XP&M7KgN_XJn1!a;PtsY;pHyx_fuLeVVpMh`Nh-YIb_tl?AF;GsX*77*#~Q`z{w zTqXS4uxj}=^#$j_zVAZc>MbJ7Bh30;zNmd=HAk7F%&09Q#0*;OX1ENeQ=`%k4(kU> z_e5M%?qCtP_|Q%8)8|hQ#U)3{pZ1hre0#CI5bomd2u3twBU4O%#rLs zy&=3bhf9|~ncm*SQFhx!Yg=R>y$$PnH9Ri5gGDoVNkTEUOER|f zWt#o?ms_8F{-`K<5|c1Sy?JQ2Lx zH?GRr?wRb}UwB%+2=D9O^Dpt~2Ohs+`VlK#5-`p_#D^)@;) zVH?Y}p`8cI{m$bP5RuS`xZv&i^+VR%(n;fv3liske}H^dKSk4Lpi8CL|E) z&N1Zn-2J+LeqfK($e;cj-ZD*b6Mv3EQV_>F@nok zchTJ+-aRo>=gCw|bkYg#l z*7ubS;-d|^Y!q~a7F%SSnNka1%YR!L^pV_8WvdZvoYQHL&;(O?b??fMpJhLKIr{k3 zpxAGppN)7(tgd~1ax^B&n~xEf2+ zUI`D@e7!(CJ=*#j*EW6jWz$wntw!+0kX@rCTDb6)Vx>=RUz!PSv0bu%wce&F%%(3$ zXfa;Wib4O?O^PbfXT_Uq6JtYxsC%RW1=wn)W~cS3z^8{#1yuM@M>uT^Qpfr$C^LjT z`gA~T$#|GIF)8Ctygf|HyzV2W!>(W|N8A~{)EuN6uEfYh5iE#z^6ErlNR%X6%gfmV>fQuazOIuEOM_)uF&xHJe^;eoIe0D`LmRA`%~g4ztQL;{1*a zQPg!*3{uLCmDfD;HXEJ^`3(p#JL?z;jtreLEqq0xtoK&Pd&xN@p|0KZ>ftX9)e%Aa zxKO0K4wXnGY7ec*I$eVB^`6%%;lsg(DcD@K0NSq>>r=TlCj?hqDvkNcxveeTUwoZocWd*ln%^+r^m z!Th3Py@s(3)scWC^8>&7lSp|&W%~Sh_&7 zdZ}*v&5e~d&hScGp4nhiIVGxRhP8EgA~*7C?N?6D=XvfIeszYf0c0e2#u+9mu;c|T z7caPueV3as!iE{ORvG)uKYT$K5a;oAZ6Z~2ZnA4rCVO>_NjEKbz4lN}8g}={S_z(J zE4y_U6+5prN91#v)p55^Vv9?7*@_lq^4F&enqiCi4o5g|8sWb^>b&w$tK!gVLZHOdYR)YMkL9Bf0h#? z;On&B-M^H>ppx5sk3SkrS(t?$t_>Q~6<${wLl=`|df3c7`xs~HROnh*VPQTf(EH%o z8AgiccDvOH)D~ZetB^^A51FrNukD~$bOwd$qmNmQqNkz_=KZZFbJ$;EwAJN`B7z*9 zQ-9mnT7;Suw)&3gK`nZio4#qGAf&ST-_xUk1lv&IkswCoXQ?CI!ilddw=x z-F=(M+-a*1(u#VHT9s(NOq-pL*eaAd^jc^2U46NROsbvMki$%o;>yN|a71hJ@%xO9 zU<}rcg;-&h$&4CSw}IL*H!w@G$H$eq!2-WUa6**sn42s&Ld?50ALWXNYvN@|g}y41 zI#foXsS?iCCCwlRYv{(3)A3H~Pz*)!T5BqWdlc?qZlArO4!coDS`w~Z-N87zH*>N4 zcG8_n_Z+!9i^__OY^bfJZc|G4W768_fZQwUimGPipCAZG+d{O&CUqKe;3+@1une_F%b&ZlL26`F`w^9-DqNT|wM@rSRq)wvIf|<0Ix1Y^h!?2ksH=P+GHl zekxX|KFel_OpEwnM?pquRgMOXw%?To%w5yP4Da2i-14=Er|s)~w<81a^au`@Y%ZqS z9H<}@qtf~4vzcJiEWu0ePTP7A302=(6;X8=l=M>7__oB%X(I8pM3ajF?zEzrrTx`R zsXba21p7QPL%?9NPlJ8ZJT?(sG?7w}v01%N`#2aKO*ARm_vENho>XJO8{?V@cbn#3L+d`;(!)ywZ~|Ns&R2gJZVIYsIyK!SH-Dc^JWs7hO77& zt}=>NK4mPo;2vBJoeQm)#|R6bv1*ZyKR$Z9yzyDQZGn}7*FbXf*zD({l0Je<_Zj>0 zdrVu8Kng&HF;80Psk`W$-KxOkFMFC!S-GBa8sfhZN4RW>+~>qb#cDZ8wj6~H6+fn92X@u+X{oR_Iz#^#i%v-prPv+>H7+W^b7ez$S1L=8)> z>av7>+;}&x6udZf(WNitf7YZNZFTroA;|Y$#fxK(EbO zOVcOIzj--Xg1e8o{uV?-q*tG3d>29rQeQ-H9nF?Ha}TWXq)K)l+jw?7ekVXhp+4 z(!lKdL!WaVxkI|XeB>p^Zb>M0#j-tCp?qA4_R=`q@aCFgzw zr_!=Qoj@e{p1NWkJ!d#a`IDOs*N^(+M@k1~x2yA?3Q~5Qe$b`yvNp1GYTZCSn@x2{B#u0{Hr%;!r(Q=*Z^aW;IzxDvhJPVM<6GqDyZ{EVWc)6~90DdHg$Eq`~-FZ+x26S5cTHiJ$)Pe<=c9$ZSLh>2W|yj>aaU<-%W zWlla1RI^rc?{1!d=bGXAaHq3gQ$uQ8E)QCm0lFGrz zn%FYQqg2Z*V9B!2ZX|ku^J=Dxo?V}Pz!nq(fz}=>V}`e3k_HU1C57cx@A4lq)Sr*g zJdYwE(kgr4xmhdg>6yfPILFGa2oi}vvRqBdh^U|o62X203d=-G!wjObNM1E&h+0<; z*7ClBZB5rSbbtXSw;0PkV9|LnB4}KG==`tA)*k#! zs2(jTR!#HAVmhA}IufW5w7MTV5j}9IPrp@OaVl4VLzz?5Nz`2hO?zC<)V*A6^s}C8(?b6<7WmLGmu^rWe?6Tv67Ah$2#YQ6B(kq1fFR3cF$=w zB|2K_3QS}=K73%dw2;+n-5vereq1WdVk(iU$k>B4zeq4QJGZbkDRId$(JvJ|w8Cnw z+#tiz-BrEbK0pqXdWc6tE$#)9MvyXly4)kUx^`!X(^nWu2mK1q6KL&J1C<_8YG1nY zzwdJ7vr3v4&WTc7Tpy&~dXt*4X0^63#^8iqn9Rfsd&n0l9ORPEw(t-7v?h*PlUb{` zDfX?irarcRaXG1p(Ie%JF*_ue_XW%&H_{Js9ORM-<>Y9#zl$d?aWY{|K{gO800F|; zXCyellzMzf)R9%?8z*N=inrKq)9*V+gU3fwv~Tj1?^xNF8tiQ=&F|kx#ZEWsj*)h_ ztAx^)XP#aUAuT9ObG-HrYqe@l;D=N`?-9qZX2Ry(iGdV*iwskd1d|fwNVp`)u}3yD zI*(;Tv1CnNA^A8?X~N>pgt25)GE*z%ZPcJFz59LW5<7sRZ0YmV#2}E zPgzub9G@;51e09-^2Vz`0KHm+n&$j^{21BLSh&OVZI1lZRI;lWC^eYYtHgXNEQC_w zSg_{Ck7$==(qb+TdK&!|>8K_&C$m``+>Vug%2DH3E6}IN7-1Cm`rDURwBk1lp;j96 zS5#*xVnbbIOLRmRpT62BfFLGC`v?XDzHe4n)r?M9U4&iaL@;rLZ#1$g=D6BvAMT40 zB=K44Mh`Ad@V}(7R`Q=vWBzkzthG_aALhjpMYMNQ8X zP_IEEDG_3naa(^8fuOwkr|$<(6=i+fq8v~PgSwa@8Cij5{n#)CdlVEvA(aH;90ME| zDi{#Jp;g$%gnrz#4bwhrYN&e2_S6aZ zOGf&odbB&<&?=sW+@YRQJoOv8MOw_iPfTOt+cRp`A|E#_R%G3+#4a&6Hh8t$YD9F!W8*z66@NZV}>*wb+9~kbh{(o8G5PH@fQw1F2ybPqb}|{LtK6= zp$3C-TFSh}ak*`T6i~;uYjaEUtn0~eY}^J8O%+YsOr}>_S9Rmw%oSh0BL0odc~#s8 z=W(^Usn{?nUGy6q{OQ-R$GKQMsRa4f8TLIYF!JCnr;-2Wf!ffF_q?oNMrPpSm_7j0 zU?DRtnt5#l`4Ov8dO3v~f;_n0XWbWiu>8Q=J9h3L8$MN>GF82}FWTNu>CkWhcF35u z?6dN; z&kI@Y1};P5A`ySjEOg*jC##)1<`IjrkDIHq4MUPQZ~2Slj5TulXht&AD>J!&zfG8d z$W3gRoUK4vF!~HhO(#m6n7YKDLbcU_h9rB^e8Z|;EjO*2F_Fx=*Q%Y>Dvk%`cLgwm zN$U8TkI8Wqi<@Hwivec%M<}fR!aiQcVg0PrL^N z8}7%_$N$6T`vn6xK;lNAft#g zu|0J78s(&cN}EJ36sAFJjx!GZOk`sFmM%s)mfxgQ^J^_AOd2p=bA#gaYz>8L712}C zmy47oD>vV+9BRh)W)58zT`pB1c$oTOI9R3+2?I(bm%U{RtqLEle0!$rnm!Wlkdg)- zbJ>8pvKO*i;_~j-mV7Wv^nZ+txpT$7qLwuDT}Yx0HwPsz#39!#QD`Ob8L# zUaql}g6V3LAhvzvvb7h~gdRwl)_JP54F+IurJu%p@~rY6uwF(GVDcwYMN>SHR&$Qc zZ={7xxY_nuW!euDR;+0@FgbV67z#|JUmoBIAz}zWtbF=IyLP~IUQvFo%5nka#>PA* zHgAz{yt#XxW6T7E&7a9D0IhW<`)lHQBMx7$lpIr7cyY? zz8ueqao<%3!H3za)ix<37D~m=%)D66<|3n+-=Z@=B;Pp}GX|%2r$z{;<9dXW{eaA~ z2)y9mihIO!Mus5-&j*`quiY>Sf>???gO^&b9Ee=qy-T;#m@XwC0>T^=yLbEF?YCIw zx!~#j?+^Z8Zqm}UBc{%uL!38PM`8hK&HgsT_;P2HL|VH726zq!NMbU&a)4@mGE)*k zh$p(*@BQ2?UgVdD-)J?l7EH=0zQvEUN|*0La`7>UB9aKm%cPs(w(~-b20{}ks3!B1 z`u3J{_nz}$ex1{0kZA9bM!mD6OYsQLwOIo=77JB=N{!x275zFvd) z=T{?%dmzWzD^&5$gLORLq}2W34!haH#*SWFV8&B+KEPnNZ&YMqQhaw>zP+DCWMS*` zSS`n$-g)KDK#?!+B_+W-^E~{w0{EYA=ovsU5;INZ|0fz#g9hM$y^Wb{e|oC~3-Avu zy;0^r4fxB4LpPx4q_JQ6Ei!L^BQhS&a7ey`+;33lHtXQ(iX=ogFvY*T>?a+;l??|~ z*2brrbjLhDACb_olfX<|M>_+5o%)ZrxW-Tbvi)ZfN2E^ZgquLc*02^NwHu?8PxBbvU#l~9YE}#g=(dK~{2st3{xFDf zEQ&VdI}}Il8xGp3!ufiutCIkV=mV$_Z`iMt-n=l@jASl>RCeEAEi5!kF2{X>jLDzk zzJ@E8{lX}czP@M4?YV?7reZ=&u&nHI2pB^*br~ixdh;tJVz+@WGug)AbV7^+)XsY! z=Qwv$V*%2M+NHeFcOFf(L7dHHFOFpr*KTdjY~5ok*)Y#BS?cW8qH%sJb*o*~Lc$&? zS1d4sfdT6FW9nH+JGnVmst5t$V7^HeUEtk_^`4O?^BR`G;SkeevWewx(~_hC{;4e4 zwOU;v-HHjZrYr97KWi-FKwLKHIKUcq z?B3(T|cK&M;w9T81POSyOZr{BBWGh z2kJ~&NrX$(BiyP@i6KRox7V^+!6nXeDrKkYqQ$Qe`7(bcQZPMM;Ze>>B zfEwF|EJXC*m*A#M(c0Vb>j!R0e9Uz})fZ9mvbYy3nCk*Z<#tvv>$OPF$IRtEhj!H=$mMt)$YkpHbG{szuje<_ zZ<&BPzyDmef&@N6mqaPc>{MG+*L4>W@dHV~hgh}pn$Wv1w3lphZxfi+&%3`5S|{8} zEnYLopUUZ$5%3e15wKxot=Gy~v>ldHeObY>;ta%AGr~}Z+mFW^S?UW!Fqo)}hYwtl z%VLXV6~=>ojIlvaZ$z6kdkf07d*Q(nuWa3qO|i9p1d*0DiW5dwF0NM^yur!{n>t z#bi_Mb~(};KqjCwhaiQ#xc+G!crZ+ONoVgY6whB$_GrZ{ty~kJN?kyd7R2u=tWdNv zcfSK}uz4w@&;n!$oq=;+7Zp!{x#Q#^EmGiEh4if920q8NOFDh38m@#H%H`J=3Sx;a zROGIbrg^%IB0M(XOLOCb0l;_%|v;Q;ecofuLm-o^=5hbygO6Mn>x*t zxd!E#;yxfBSlC>jiA8p@AbyORb;|58qUfk$D{(}~)6COIZDs9gYf(&(Ul(5Q#59>Y&4(bsn|3#A$p&`v)pffH+l>Z*1_IC= z#X|uqI;hA>tKNjflwkB#A(Ngw0YiyYMDCDTU^ieUYR0napXx|g(AR^MyA$Qw0ZK73 z*oVk*iy{EDh%Wv#_@ml$u2|FN!E3xGvTTxO{4Mmtt5sNehLV*YNcJ;>F3)#|4lJ#v zIxQwD^+5{3Cb+pW*lF&0;ra6FO-uFr1lOJ&r4A>&iX4rR#6+he5DDCg5}pskN=KS8 zDR`>B+{r-0&auCo$Y)8s2D6omdjg{r6wyYm<9XdQnSU6*=ByGn?? zB6|r3D6q%NS7E)Pk!V%UGX82{DLOA17t+6>6BsqbX;zUe+uK~SwO$g-p;hrPw@rAy zmQx>?>FNt~?$QUusL__ollo=PNjo$727@BA-^aB>glQHN!oFfH0Pn0Yh7?ar8wo_C z6>(BK>YD}z{6+P4H_2tgg1li5w!oU1wil5P9UC`*R@J5Ds!ehzj)`CQ>gf1??cEhl{x^)fq&K@gnbPXLh$bX zUiF?X-?RhO6b`ynSa9)n=|z!69Wc1PT}9$~-S&g{$jurDj!ZQA&1jrVP-A#rm@w5> zYOCie%XB|NKY%b?YxyQ1JowTv5X|`awV4{FKFE$Ffb!SM5jeheW0t%4ix3o_&2OJk z1@|gLQRpmu6Fop|jm-Bt1BiCswpcSG!R%eBuF!mt(Rm%uq*_xoA6+Bs5?oO*V;OVI zD{RnL6u3SlL>QInaIY^1(pP(Qj}NX!Ay|)3ge`^qd)r4&1b6-&*MUQAR%!%vgGw{6 zup*-x1r^N8t7n7(%)07c6^JP34rRNLMqX!`wuQ5N{JbmCdC{-zkHa}!rD~D#Np9k- zmd@&})y&{`la%VVXV-^?N{Wgdf;djd^jwG#mdsjT!Y(674$mE{$RIm0G{0|5z zWxbB0ES_}>7E8BgsNG>0MTie@Ve?s2_S3Rtx5#uF`ki4gc{0N!5yHa)gqkW^JKnw< z=oIzpQ>X-SWIzTWmU*V!GlwKI&+(D8BBM!bAWEF|!})U0kkxsiL_s5hODOxX=&Xio z#L@B!N_5>U&bFIwliK6vi@d3Yg~IHHgBVOu)v_(7J$Ysf;ivevHs(hXnTq>>O=r-dQ**{G zG7Y~t%)zNIu$M{3Q!fleIysZnJNu96z@b(vwKtX}CZ25ZgB~Nt7lWKv3jwW*If@>= ze&QPfAuV)h`B;5(9FLD}Lj0XXc#HORH{M>KPC*q_MI;~V90yTapm(oe1j2eAzYE#$ z#};`W@Cf5%wo9G5;tm09feK6MX`si@RvG-1Q&RP0K$A;nq*hjS771EPvt|HaR4K+H z)YlNFwYpWSeCO1n*+<8Xxyo2uQF+J25(rs=SViUMouX{{qwgj=-KP=5V@k8DLjLLzU~WL5ubgBke&|zqLJhE? zF%ZAlyIWUU>DP)zIDb^@s=|kfKNTtE6nTc%c@{RHRB|a~slI~Cmr86saRZMneIOO$Jf{hC%$bjhe)NuN0gkB5aOWI?U5%l zB7DeAeIhGlLGveXbTP`H^D*`<9l80kA zqGm%x2xN<2#A1fK3;+62%LGf%q>K#M$2c}cfZm3aShPax>44o7E?PNd;$0G)FHR=j z@Z}TjR&$3i&62`Jl}Qt38$_ZNft_=sQ5y;?h}@F+-4d_3gXdZyFb+-Ej|$2KJ92tc zf2=2^6@72}UPhH(RB+%(wCz0{xM8-H6Sp8$<&wGy%W!Vj@c0SEr&^0NljGr9&$QjHghdm3q>Mt4#(Ds*6!DIvhz|WN1W{ouF=r z({HQC23=X_zuO~}J)V%b6j*2d<7DBv?m5_Ep~h?e{Yw^TB^A-%->h76LL6sSCPc{} z2-F#R5{zv=9Jd4~J#^(BeRePf5~L$<5~#Lk-x7<5M3LpJ27#WqrSBbBu1FhK#2eY( zLibQ*BXt`DNiH<#3njEFy{FL6wov@q)qY0tB})A3%w?iK$MW>Rp@n=_#(}Ps2fc4; zAPK))O4PtJAys!)Br=nr553$wc|wxo$q1BzuLlBR*_`G)(C5m85M^2bJ(VhT6!A~7 zw5t-66vj%eSoj?Hn53#c9m~i)b;W;X=FVCj~a`gLC~V>Y*4T)413=KXZrNucTP_Q*-@l!JR&e#YLHRAlh4txm*Hot zw%=^E2A=$E%G=LSzDIHs_Tcvi<6_#jP5m3DA$OJrPnqyF^Piq&#Q+FkxD=v%><=J- zlp8!Gzm>5Q4Sr4uJ~RYFJ)PWXY9R63uOVNC0HEWViXY#`%&A*{S5eJMKDnUkCji+X z;>z1+OUsh+<=kGzIWUWv8ZXUN{+$u*yTA@al`FYaj|!e;>ECL^#{nuhdByx;K2(MU zCbK_*4vjB_h-Nh3=Za?8^94AB1u2Ot4cx-LxP&&7c14OJYzFy zrKLJrx!-8ABOO1o=%9QF7J^p&rAopok%$?2oOCy*?#4U!k@sG}^Q@K&rwJXY+@Rco zVvrG!kG-BOVt(c5v#*~@X$G%dVZC#XCGYEF{OY}fccJ#zS>hFN(!H}td_zNM>k_BX z;1g2Sya9Kn@zk$dGbh@O{8J{7Fio~)cal@5*2Sl}itt7nD-|~h!{dlKYJ0FWQEeq< z29mkr+&Vak*%4SF=*A(E`+9HP;tq+>Jf@sm<~)5k?>OE=vv$ZqlDWQKQ+=QjFvlwp zzIbM@q9*%Gxe^i8<{_Kwl~&SG`&G*{yj}N+9F|BZah|&Ur#(}oDt3ugW#eZw@*YmYQ!o{KBp%cHuPGI}>I}P9A3`+D}P1r$5em%n? zIC!|&-RZl%t9Kt^*9(9c8Do#g2>xk29E zk$-+d&m6M03o|sWe?ns;o#5fx)a3ujrQD*QMQTilgjqV?L7ciV0Hz2PL4C|UW4M3U zlIfvg8f`PzSrD(=O$qXX6XyiRg6 zI`l#hNfTr~YVubu?OIEb3D~MRPSgNpLr_)z3KaD{(yUM(V`cd%$I-XXwgE&Wn zb}YH}_N5mA0-|M>jv}0JLbdNs)%wp4R#t)io4qbMg@7V$_=xnT3t9-85jI(#KNjFm zgdHWztpQ?kat!32205mlM36x1$`S}tg5sKNMyng4&E-G*KF))O3;~_Eg6x^B%u*#7rG2nqanei?}bP@29kt&?AEB5aP{NR)q1m28vy*hfzsRO z{b8OCno}q80d9>2^)C%(z<<{+?UI5?d<;A3Ykb39g~vf0sTp(laxfruE7DF+5p`ux z{jR1ZeI`Uu*pyx}JT&HRP*eI5FFo7M6FwQ|9*tP27mR~S{v{#`WqxzQ0RtXiADm`q zTz#IGpwP@W$HtqK(M&0M=OmzLvV1u=SgBh>I@zP;BWRE7O)L9L{9$ej>d{BSv5)(y z?_vbz?*;=iBd(n__z4v9C<6t@dfG?Kt!yuy>v2=@{p?GjP!h$vT&A~ZZ>rwMd?RS6 zGCuoD2d@+3qSa<+LRL}Rpq0TUR>-|FVD@xJ&`all%SUQCQm$ahVgxL_*3{>>Oz#GB zF%*c$7RyYMJz5GSEf0Zx%!wq!ms@;jyUgHU-bc6;C{N;AGqIquLT21hTuI zOI8i;-wer%T3(x)bGwsx9OvS zQ(-<#EhNBWa~lbrV>o5QzY|NsZNK(e>FiH*`29esREHuVKY{5D#84vuqo-k zo=Zop(y|Uiy~SnF64#U?%2GBWoN{bjBHeVuB;HbOxlP4Xn{s7tT|EIsQ=C;T)?Pjn zYfbHsDv`5tsJOLt94$Lmn4CiPVL*5uLALjC7rPS@a?OTSdnr)VLZ2%+QYAe`tCy8`~1JTMw@-0PK3T5?P}(t77( zgn+U3P^V`u0>q@~Go`RA5Q;beaF(O!Y;YKHJ$?ti`&55X1Z7l-xY%j48%x#z_uZin zeRQq3ifLCo%Zi8a7-F5IgZNvKadToEQfn-9Vw`wRT|J4x@`1dq2{dFJyZvzp;*ah2 z8zOl{*X_u*XN9Th6(^PE5luxFYy#b5dv4BhhSLIr8j^F&D`)pu2_ZflWLH3vYmxZ_ zWl7G7$vMjMpGkbep`e}M`%mm%gz&6Vauf)| zJ@{wnW~Q2t#M*@eMKGb5Y;|D1lObxUAPVu76GFkHV7V)Qzt zcx@cfPvu6tiSD*?KV(bj^^QBp6eSo*_F#~Lu~X8Hykypm&F^tU#9B+NjKI7FV7Eg` z%saKpwwXls!+x-q(lum6R!HqD5PkOmAbikPTgTJQtOm+O1|4+ZZi`wFZltDJtgF`` zVNn6UIYvSpK>^|=3{yVntbybiWslN-0DR|dq~|cYu5I@(dLVnkc7K8pV&aVm5zi$A zRuVrwSmDLQvYee(ang{;Wr^_N4sf)60+dxtnP*x0Tobk{F~~812#bV$@oT6P1nA!3 z6U-P@)9>FpCU#tF1e*Y&M$MRg2`OaMcNYwe?4gbI1V5eyN|7+j6dLMBq z2IYeO#>yPR&l};wTM%4xSGIr*#-8ZVM0(6#1p%ac0tlEffaq1?vl0CW-(=e7rl+S& z?knrM{%72PTDDP)=8;B93gaw6)&8Uj{^Si$zvFz?QkUU&pEgn_D&Z|)oHs2Dm*cv2 zg|r{kbjpShv=eTkMaJK$czlvC&?mEM2TPk`+qN_UiqOb*0Vo+CI6ca+BdHROR~q$Je)jBf~oZ40!cg9`s5jI_QGf7B8uBB>E{MsofI0O^UkM4 zknjb-1zU?s&d9p=``QJAOn7OT)p;h{+I7Q1easX+MQ1%swaP7>3HfB2d0 z7H+v9bSs;RMu@+$-+!&^gH)p4%xVqBZ3Rt@y8xx;R(+~vUmMC?cPa=)Eta^xCfK0F zxR}ec6)O3L{o|q;&a*RoRac;|Y@}z4cYJ@H@CYe!FrSqHju+Jhw?R^}7$tH#IKDfTr7 zn7giMDR1u2b_^NnB6O@b8NuUQ z{d#3H8rOlyB&T0T6lZNHXB?7s+syF)Cd2(_L+D8ZP3v*S2CkgY%~h;Oo@zZry|s#Q zRyXtO0q`Xl>9NcLb=i{rowBs?JlrF=ha!Ibei4PH_JvvCd2~_{`3_v4u#Hj{OW47c z5lz6{zZnj-sNduFupLUpFn2LcF8fjE*aMX#jsP&%g*W!-8=F3K=!X$bQVd?Sa3!R; zHP>VK58%9bZKK`~5NDOJ!A7Q616L;JluRw%OY}cKZFT-|s{Qz!>{$LZz&!P$Z;;Zk zQGO;4JCKu;r^ea@C{!2-16rl0Of9tr8#&DQb))BV8Y>Okv6?Sy5wQw4o0E^{3Cv!6jE8yGh!56 z(`tq1v!|Jy83iv?>Ne<&i07e^{SWoXJU%=V4g ziS_cHrq9suNu5(Ari$D5zPrUYNP?XLORv)%%c3#a(>>4eoXU4AcZ*cl&3S z@V#aL=`GziCEQh8{cz&RbPWK%*uGhOK_C7`Xthc*MuMmFy_jkF->0B3sG+j$*NP(l zgRdmY@)N0)cx(v=E(UrKxqAViLz)byo0K?wm22P%UdN*G9!&>zuqj|b6)}pxv zbbp#DFk0gRzm+cA6Z_vgi+%>O|KpuSy9&P_+rl-6{CHaqOEdefkfmqfN*``}4(T}> zgHR%I?84n!QDQ##P8p?L?SlBy3_VueEmn$%Aecn&3<61yF>(JYR~G3e3I)g#Nhso_ zF8XyLBESU%lgGhu}j5Gfk{W$p}V#gx$rCq?iYd!&@Q?rC_G3x_P0hC;D zuhIf)YY{b;TY@uQHTXyH7|9C1p5HMEl9XRI&LUAEu=Hb|ob_=A?SOgL%|RLo?B72uO&8Z9G$m^r9f#&aqajMZ0a=I8pe8lXP~w zd_v>{{P{Xw6dyF?A{Pp5U+cp<_5S(kU1GXXN$q~Mb$Zbl<B znk`3a!Q%4gOmK((y3_s{3h>GR&^S{Yp8aJL{urgJH#x|)J5t&oAy)s*iA@2Y)wPLE za{KQi0zTyCGOYsj&woHsvPw$RmQ3IMGCw^bS3qt|pgYeJI*y{BQ9E4*`#b1E7o9kw zXAc*Gv?SJzLOE`gF1{L=nUBa6zKLsUZ!OiobJ%zO5$K4QiQw2?23mU?l@p_~d+(V2 z?+@_-^fV!o`LmA$&()rA8k#N@=SYJy2m#q=GPKexm zmQYgwTuw7=G({_?6F==`4;RKQai#xz_Y+{t0uYb6{nZRNgAWD<{aDF{J+SO&8mfYS zXaWGE6TpYdds5>sWe=yuKMLA;;~D6_?b;KT^y24K>uA%yzZP$k3sRnMm&>c&vFi~M zSaX+qZ8v_}b(pjRIH|;xTDX8C6zTU&n6LTw=VW22V_$Ipd@aE~iLZ#rJ;7RT1kpw7 zMD)_FM_N67{Le^Sy-6N%x03cIz54kVb?4ZjMIjoXIuUG!`AX3!Tws-_`h`{32I@1^=a!7>naYN6LrhbriKz#c7&K>&^to;Rc5wGOg zG0PtOC(P_XaJ>h;gYHY8ceXzsh>RS}BP{*_nErlFvx>kecH5-y`_t)GMZDUS1IwRI z_Yy3#aew*ApLYNE&5;(!>CTt(0s@;;-FY$pdZbi9Yi7kqb(OlsHL$~u&MzVmlJxL-bC+0==`pAz zX)G!)(g_U?T}^ZK-$*SwMUI!;(r$N((RfQyf_ahdCBJC+M?T6mKBofX8o{u@y%U{1 z9Cu!n5@9NA*S0E3PixI!Eja7NxBBDyxpFs5D+LSh0r(px+xY(mVMr*V=)^G0?- zb-PC?G&BX_4*T>6$>8wK%mf~M`a8*G#j{eks8Jv8ZM+NhEGBlUh5(A(c+& z8ejCzf5(=;g&Pr73rRr^Gxrx{6f9b*Df~g;c~{ z+40w#Qixc~`!SCWA!;hn?XV2d8kCcd+jt7n>TUCiZ~-P8g1_u#O8UI)ZJ3{z<3ZMb z)9i5D7r*@?`>|VwTb!m3eJ*3e?p;DyBT_c0lNd@Cck#F+6T{zzZmFMqTB-pE%l6R#FIir*g~UzMN(6Ug&4`)_R7X$9(5_zK^-4Y|%kgitQXnnUhl)D5@O*}ho@LZSz2cj12*LeFGRZYi(L zR$MR1fkGfG5h!$ubffmDFr2dO^a&}{QA7V`K0Ee|Bm`5dMEc5^%@W?b{Oxa~L&E7O z+3JORp&h0|C;q!3g0I86U0J)zqVray2kQi`OF{lgl`nm4|K?Jz{E+{D>vN4Zh=28K zLQ+qZm>57P+jG>=UUS3et8IkAyA7*udh2#au;v8&+g(E zv2?>4FRft1BXW zkA3j@X*8nUUyn~e{%@8Eo-`8N$X*WeAD+}Qr4;ysH}!C#&jK7so2&N`ZUFRQ;cal? zE$c+lFDFt%kDv!%n5*9V+CT0rE4>uCn6*)ix|eq4goG2^b<%_g$q>YVhoXUNXJ~uy z>yWFk3(-+J|Lk=UVxo;PN#{Fo>!o@GH`2AjhqTB8%HObiW9b#TsC+$Tn((7ohzoC0vG+ATaQ&`IG_#C8cS&wtbT|qCtot6s}2x zi*zJoS9(y$?P79M66m4p#kn9 zHs0_hU?UFYe%i4dGiS~MRk5Qr1$mj!hSQPz0`e$SSxTqI+1lm9RaZj%UlP>tI{N)e%KpsuO@ z$q#`r4sNJYnPcZ|k&=BjZG@D!d@^(n(oprWkRVuZDrcxsq-Bl+=G_buFlmi^zp)S& z+!3&0l@~d8R1LQ-(GLxJ1g|&04&I>_YiKHVXgndKaewN!l(7L z|BzkO&YXp=r(~Pq%0yZXt+=6s%xl$Gn}LlU44Ge|ru1oseYq*`!9tm1*MLurR`uM; zNqv0C4=^|%lHb7xx3X0;(YU=(sVIQp{yfzGwqmj3=0}c z4?h(Dr3sF3^Q~_Jk6)5HZaMAro?pfYUhKx(W4mYJ>@^?`HHVciCF=RbD962aHiSBr zBBFlHof_i@>0c}(38Fo1kI>>?(`01*5|)E~QzZ1CmorXRO*|$%B!;_ae<Ks z)SUYng=n#&rcXD3`1niTQ;B^kyh#Q*%_({;Om_1iP88qK(*vise+h)o#TlaXJ)YR^ zq@4aV05JWD)J%eY?bT@Kp(oe?rh=-fMJc3=gnkU*aOkDyamlMsndFVxTLP$@ynl=&R6cb@rN3NNTLT+STCek5aa>g&>cEZ zhO})Fk{%CaQ;ZhNrM3HQm~kH=zUAq4!QS{~&24?az$AmHC@<8KR~s0E=Aiw1PDo!b z^OuV*vrbfvXvsb9Af`_3Li^{F3_+c}lTNRcvjWsG97fQbZeA;IvwUMV2UbgB$d&G- zHv!Q;wePPhK%ekwA?)B;tQuj5fBnnvD^D(r#+!5J~;LQewW1?6|g^r z4@a->{uSCMcs9Ugmie5YY|k(UrM{>ca3jioZ-gB&$9dtG1H*_AiHu8QiJOd~j@L~Y z_)j4hWKnudL=2CisV`!7_()op!HIIIi+70OdOp3>kTgC-;QaoCH~RS&;i-zkhksqx zk$e+$tM)S*#II3z3x^;2b#v9He0;5lvcA$*1u#zeClnfd@D(dgk0e7r@#}8kkM9_7 zD+AWx!woUj1%HJS?mHKr@$RD=av6@+W8t~b|8*z>^-AS9L zcYgYqM=6jH2d#)-p@x2Yrl;Tq&y|D!_#_o7_BiomN0v3LuZ>Ptf;$Dng@3&YUkf7r zar&smtH`VQeZg2N;?^cS=$R;Z;0vt!y7T)SZ>H%8mrQvd2Y;S_`wJO@WLg42Fp*a^ zQ9fiEURePMm?pJ~(Cw@e%7~CCHb__N>F$~#|6iCB^oS)pK{cBaQ8f6}7z;MW5t8lh zpsP$r^Tm3iBY{fYo^ex%;k?OnkYfJ=o%fXHttmk>u)`d|eri8D$e2A7D9rTxRP!$otl2SmxPi)OtU;Atk?>iltv$ znkIdv+?{c5zotUR3i}BaiLtx)+THkD1u06n3w2F@RIp^|6g9V}Yg3DjoZIg+xK-_> zc-Z+w1aSa5Vf8!AVz|_vbVnoWkb4zt&Q(TL?UCn__|29cp1B7`_Rk9Tm#tt^!?9x> z`d*eu@AYTA135kKQYGQ*3zisNV9b9Z4SHZVnLPz~=5uEwKC&t*e@d>nL&y3mRb z&aS8KcOkT*+T_zKcXw&;_}I8oN3At^ak>0-X5c0*xy0Cd*`dw3>z>vR%8bY7C_Ea| z)KY^rs6r@TT^hhYDJLMrUHPK3E%%bG3z{`(Y_9c%s6VB>GE{ZvN_hg^WQ+#)T!N#H zH^YPN7S8uAiW?k@!itosp7!_m$~Wh9eC#8SSzOX}D|c(Y6Q0^sL{^hZ^GdxExAHF2 zA$@t`Wi4Ku;|S(yvehUeaDK=yCe9V=xH+&VyPz+Nx%gt%sH#mp*JFXm0~JEe-ak8d zeOYAISF}3ahE`=_B5N*A8;+|1|B z%sDRZYX4c{!f^NN>pQ;_s7lmIpfF@h!6eq%djG5n=Auo!2SlKt`Vt|Hp6T;%&-Z5# zO2WEciTg>B#W8U{v&psi zWqFIrUEf5@WiK&w(G8yqZ3oP8u~Nm9Ww9&Cn3HC_$!a+!3TYrF-8_be#=I|OGx5^T zrlH@nAb?S{vP^;3NUfnsJxxQ}V_@{7u+gV;*p-5HJ#{QPk27YGhVQ9a$AnkXwtnr) zSEb(lVNz3jhsbI~&8~SonsP%8h^}v+VC9SD*HyZ9p4#St!9c40+Iz3))0x&AD>HAb z1RW;TtaWpl!=wzZOsN*#Q>Kh1(5ya(aU!%m?NIx{P5Hqg?w2RIyV>8i5@{bM;E9)W zl_A{MA11fx!tn6Iiy^ycOk#ff7-lZImGSb1M}6y5O`?EAlhog#_oxY+baG(P5b@* zZ#VJVP`;;DQpy3td`=K?S5T0+TkmePW3+uXso2K}#=!{a+S88JhpP%S9r(vn?E9Yd z9@>CaOsGJrDrp61&sq@|ENvHwh0S)%u&h=r%T=G4bA}Hg2<$@SwNJhUIhg9v#whbB zQKx)JrSeUM&;RS>h!P#^G#$sqL67BW21(CSXx-^+&(t-C4WB*RSJDFokUOx;8>6U) zWOp8f#n{L9fVbmhYmETKk+UquD968R2!HE3^A_Ut2)17?6IpE~oWfwy=0C6c_xA$_ zzzZ*KtlK*Nk3Xl$1>59Xz8NX@&xQEoSJ!w@1OgRVe0LuG(`oE}6G{qRGS7HjQ_XLW z|M#lD{`UVb{htLv{`voS!POTxmM)4S+tueOUFX|dempvbxTVf??el3G8E9$d!&$!r zyg#o~2?hIueEhZ@7Tzk#g^U}WTMeQ|=OWJD^5xMl?{%Aih!VXz+h;lW-lsj^vS&f; zxE}eRxa8MyjYW}|66wd%N4Lnpzxg?!E!kcalv`$?*^Zseb8;Enwjt#54-2edz*M*x z@rwVS>;GON?=vWZS3*R{9z>x@LbQ(0!=q|gHrkNEWB)YZ}bM5{%m8=$A$*JIo}>^_xcG9{-0j|w z&lQq=-fWyQp1)o&KZ)z=tnTPKE~Kx-Nr*&2?!Rke1PH2Wl2I2QVk2USlA~R*g68eq zqg@@Dx;=X-j?tWFKDztWyKht$pf6KSn8$%Eu#$YN=hpfK_n-I7f$o{=@WEHaVG?%L zC(~^v?;nqM-@$Kl5qJ*b%cF0MtB{xYjm&-=_W=}6v?1<`5d>MNeeqU(#g335b^{z? z2}E6XbmPCQFY+znhf^@Aj5+$hp6?@_Y3JKGgiVAfI`#y!UbFc0kV5ZluC4KG8SRRw zU(P=QWLV@{O}OZLFF#Nr-hW-DsPezXj+U{i!i`=96?~?623N*FG z9z_|4{U3hJ2xlhe|9|}V+5OKh`2S1y|8CpR9wX3wYv5zqTX;_N^hL7&nzi3&xmwic zIq;z^It{?&XG0cr{=h60m)?Q>*M3IFlMZmHBlJ!8Otz(cTKMtH1pW^eN>-ia6d?|f zz6PvX>TO8R3Qh%F{D{oKiytn9R5Qa1zkR{FU(C8|VWe*6T@_Q#r-P#D?3Dise*UpR zP$I%lMtb0g0icU-3(Czq zGWG0!f}pIVBPh>5u>3^*d+`>O2a(Vp#Mw?=+1Ch*hTA? zp$^m|bm&L!&^;b{c=zhb?dJ5KYy_1tnT0T!AG0eXN>Se^gnA9& zkYoekNEdYvpp8$9<8@5v#RTW zq6{})lYv!XVJ4<|)f$@u`}tNUfeldW3Wa2KM4IN2(+D~S+@ri#pC7pey~AOaFoE;j zVld&37tYp%!>80nq<-rgFdOng_y`Rdea5vg-di5-Sbe3oec}LMmdRadzzEjqrCxl& zUFcT|VZ-B_>2MHkW-fAk*3_ucIW>ZvNMaWf~4HIz=su1As%sDI#RqNc`; z=?r{xUp+ml!SAHR*1T}tqtO9L2}$uSZ*->&@L$`*#O_32rNb?E;H!Za)##6E?@c}rAl`pZ{Lgyn8SPCAA6;>utvT`;btX({a= zIA%Hu45JmZl~g4L8jIlp^XbU-peT7l9peL*%v0zpH1mcmx#*+XFH+>$riT%#j}Q*K z_vy9es_p5n9G;-;!v2CHXMel-*Kc(3PxY9Z@IFr^Ds^18uD`Oh9qB!96ZvG5ukQ2I zSe*o|>?qsS^-L4CAu=i9bLM+upDZ*)2sNPrIvqFB4v|cmX)ASEd|U-9%Q;7yVOEla zc7FDgh$Q!{sXVq@8LMzzUJvC|Dllme`aaj+!~_S^2O26Z#zUG5xJ`6(k4ns9vBMNP zO2k2>SM`f^Ip8+hWvYP-A|X6iQhO`5pFg%DXJ5i z&`EUc=M;1^A0)rWNreX+?5qk9WofsA*|}G<33Itv^_LX`S^N)^Ok<=;Uelaz`1~%p z=VZic@;Rbb4~_H$)OX0Yr(^vNJ`KsMU&g9qWSc1(Oy_*Atf=a_EUz`cXwnfGUC5UE z?y%I=PQk#s#r$>kA_5()cdRCF>uaQG@T@VuOI*eC7ZzRBIguxH-}i3C)=Gq?Ocodq zGf}P|8MMzSIWvq-W>OKORG++I)jxTC@k?9S(y13>w?TDS6|<^SUP8_*L$!}*ZSsSy z_+FQ5qu*SHh$ot8}3QtI^8x+?wKOpeQ8U48))G__C`L*Ek7AX5)+l3DHxO5ni=TH zo%+PBRL+ksb@U!5$5-#XN)GlZ@xa=5Mz?#M`wPOI``r7_#4NUES^YTLY7T|L_+F_8FDD$HiT)JK(vu3J*+`E)bAm0(_O6SnZk8sn{6X zS`IyY1QbjvD8K^%ahjNW?We)|jZiu;VeZ1nd;6j-qt5c%X^z9j^Ff0eNm z(TJ_}Wv*k#->U7UV+p*BaB2&{8-MZm44wPf)G1PxFXSK`_z9W$89!Pfa&p-}i6t)y z%Aj44oRntTsfc&S7U`63C{te)R5)nn`?*BdR6_8M#JBs@*A?c5eNrmpJ{`b<8 zEE3@~_978al;eYineu;Uma$^QYAycVRwE}G%++3@&a&u~X2qCpJFi|V|4giQO?OYo zXL%sG=V?+S1y+CLj6wPTT;I=dQ75bLHQx|`*R0P*G{0Fl_JnEDh+y`!PSVtNB!+TC zdVQ8eES~QyRM!buD78nPAeRs!W4i%Qp*m}?DTPDYGeocaBO>*AMMBdlf0`8|8RYR& zNPFV@9Bs(KI5py^H9wr_*HkJX!Bz)O&JpUmQEVq2>VLzUcLC}= zkMm5woaa{G52~lkKyZk@VX(cqrgvs?@_FRn_%LvT zNQ!#MxzPv)y9o5@oKa8rMmwQ+3Qo3I?yw8BW8fD?ZUv<~utBLN!~NLEsuJ%J_OgX8eZ9 z4kExZj7RFhBpffv`p?YJ<3rIR$NUL#dFGlW&=w#cGF4$^7`&?mz%^^?V!XSx zS@Mzm!>n1tZuB~GP#(08BQ4l7V7>F8fbozq#Ozr#oG3lK;^g9^zk3rNla>nyX-!K) zb}^f}sp&v@8O&KXp>;DT71>>e!276?)A<~BFJXv5GlIR-ZMN=(7n2Vbu(TC&f&67M z%{`%kk~$g-&j7?fqN$w-#Ko7Q@&tY$Vt?;NK)6_Y7!*;V7Qh2R8K)x z#?1m=i#$v{7a~+mHGFHdRv&tbzi zfTC0SApolX(13iUK|BshO`C zvGX!s8-kIIjRCyXp1lX&YU+EmacX8-nDH|w+=vn($@y=t_vh<4$P>!;rUZ;bev^+> z@v)j&R%DN7Aybwn#hUy8*lRKR(OyX?N0@=wi?*`F|0N@C*4ra+F;>cNZx`@@ZbMj` zbHTEk_*q#M9MoQ@xs(2?LPUwQK|t7{>2-?oIX6X+^oMco4 zYoI{=JMsG8-V{~!E0hf8{TbJ{bzyu3`krg7UmL3b133S|1YU6j(h}mpq1Q5jKjEi* z74pw5_2<{%ti%%?y-S3Lv)Bc7-XW3DBD=9}Af_YLZb#^QuFRv@p)ve#JIKcwK^?>a zi?)OyW4_c=D;nYmq-6bZH$DH~A3|1xg$whZloSsqtWhvH5T zbjjX@bl&c#eDpuf#;&DCHV(%=qlEqLF%lj_5(yC5X+b7`-3LcPPWQQt@#z2Qidx7O z4<5gGwtebh1~Nn2Vx%_25y-g@c*gecnt^|;J#xXorzjbs*e6W5-Xgm)1w;dCJn8$t zq1V5U6;EcAK#5Dq(zyKv+{`pk_6y*@ft#v1CJl#$o&QBX_{aM`%?Fm$^d*~u1-z$o zFXRbvpm0t*0_szro{on9&k#Bxu?lUqELaAYN@@ZM@t@Fi^cfk7fRnEO58nItob5L{ zO@KXR){~#%Fx~kT?vQSo05Aay(4$Ipm}vfTLwJM+YWFIwrRo3KOexMjv|JjUNSOer zGr2%3(T3w_0g1*U6W8|m#T^_(o*b?KIa5hDbnu&lqcvJhZ1QFO$D<-QbCmuFlmZcu zE8l%>;cW-#z!ok~v{WImP#SEYPLb%}_pJ1l=;#wAWIzho)%Dti^}k<4a^|g3&0%Pc zZbGbSd#u!+DF}H0;7=bse(_uVK7?O~yjkhqHJETW19@3462I16Hh%s1I`^;2YYL0c zb7B;rWP!Me>mbJfFwK}?xT5Lh9U9EDl%kYfHq7MUX_EdQ0JmUDZy>m4(Eomct?V#iI}PD- zRSKOJU)hpM>R|E#P$^)X0`&#RZnKnRFE$<6H@?~pwUD9iMdZMP9kdx?rT)E7M<5o3 zXlct0z_v2N0D)>{Ks~PSId)g2*+Axlw+!pp<&G)xr7C8xTu5vBp}EKqXme==;$Hu_ z0Thdb4}u3l^+nxe^Z_}2H+V5~MX~uS%ED#!6k1PE`w82op9>+rV<`gBYJcKHz3}@; z1}gg`fVeR_Z(-d5vSkM}r4@*IL%s9WT zR+UH4N4~uDbdo2deCGP;zhO8Qb)N*x`?UN~gfBd49@f1L;+))h&q?-uf9Z`Ox@$nR z{A{WE)Qe6CyC*4B0u{%qi*~j+YHdFv$rwk!0ocUhT169LA|EiCdvk2W&8T>H0-~;y z$jUKpg2>5jBwPWo3k?zDr^Ye(!fb$M`=>0*?leW`!w?7>!55Tu1$7Tpj;({c|T@+m!}RqFh%4?3n0_RSe# zK!~jGy~7#*wL`}H!IB*`&fv}C{koax_}mW_OUg8NRa~ z!orpuNMnR^J;0iM)a6k1ejmtG*=L8?GZf0BciI}$}`7cANuyix-Q1Ws_xUo3kn9`K0eqVrSeZ+Ac|#c_Nf%ZmX@DWlw}8xAq6;#V zE5N~XYj7z5$UDm`9y*x&5JCwU>r{??$4*nE*n?g_iK5FDIB}rnerE#!)gh4>`4G-< zk=JMbga=Q^Qd~9wTAomNVs-6Tg&46wEHNYy0nv8C(J+R(!CP>2UnI7F8d^Wyo9aCQ zGLmmHOoWMqd2j{R`fgBz85Vi8hf)j&g;Sbc6#b9){C$KVOT0_-Q>&x`fz>_S^+1HN zJyjJrJ$V=V(O?Euy`-T7s@R`dvY$M(vYUD8P_;B+*(!J$szqE|SToRakNppYXT;qO z(X$80R#qrn5>}7+RWDcq%k4_|wKjyyZOc~!!K6Kcj{4}(UIY!yQWiW2znU>zuwZvM zMizXKQKS{oEHYyx|EGQ5Eo}wUS3463EJ5GJ2*~kL7qeUF`JMPG<#uGh;=&b_hZ|Ng zv%k!($2_ad1m1W?hIURRI@k2pvCT9vgh>p0cFCRpj0${~$X=NfC1n;JY6EW4gy9o z=eG)x7r$CTH$+Qyn-n_R=m{c{aA-sLz`}hAtUgZq8C@3u9VuH!$*9LREAW<%Rg5r6 zHB7uMgJJAo&2LK9uSD$xk=3SB1b^Z*zwY9wi50i|sJ3&rSD-IE!HGdFDhUhBO+a;<`1+iO71^GO|O)OGAiq%lEk1p#usQUg=4 zP}fHG)1~Yk|M-A>=7r?;KDznW-tVm|zJ$4~+1l-y`>C41qb93y%Ox$NzSsME`#ZyV z!;O_unX@l)Y3u%Ofo9ghr=M+DM_OoR*b2=a7h6?jTz)jPpre$p`u>#-{qSwJop@s3 z_aKxCA-7zB0E}mE#b{zk;Z$UIM>qXP$w5V3PpGu1+IU=jhcN+4sqM zJqn64_tcLz@wu&!&{xDBFSZ;nE!K|`YKmb~Ak!VD5AMk$r+hkFniI~3X@7Kc{!d^a zt1&p0)!;y(?ihZD@jNJ7Whg%-IuSVUw&DWqJCUs!H||mi6kUXM3zf zbFgw-{QCwZn|2@2$AU(-_;pL6jo}m&X+PUx^()GeF-|t5l6fx?R1r=ym5moS_s#d} zl@5ZoTcVrBBRV;i)5$UQo}1?u5**Sr!}>o}`hR%<#5g{^Ec6>rl+*0AV#(|zeQX=| zv%e5R;A?L)lVTC#esEgG)>FlOlw2(#+`|*2s}Cs>SK}52HTBn2$I*E!T{cxiwo$cC zA`iRsF58{^lK_5CLNycOw36Lm9%5zf;rw#Ix7rJ=2i_Ws$z`GLRq0FB$;#!S)U~38 zTP!LM;Lp8|IiGBQ0=<@}2O15ubIJ;tYNq{`LUwy@hdWG}0QY*{b#!+jARC~**EbuH zWa^{RQTIxdT!1}|#8^}uOLw;>*D*tq;N{+1WGW$?+Z2u=Q!AaHEMh!1Bl^%c{xA-0 z*4VG&d^NZ+(;4ia>vqGo9K+5?> z8wSuJDN+b(Fds@3xV0)I(#*(U6@fed=>IyaS6}P1ySNSOx7I&RB zBy+-qBxuBw`Un4BOz37!2h^xdazA=gI9_J?A zQ|K0V6CKnj2|8b(#eO{QOIBjJ4DG%)mT=AvkDs@G5?n8y$S}stmbNg<-pwl8xn>^`@d_sO76{NATyR@buAuxn;CbF{UOML*@3|hwo*!X1^J=HtG#j8M zpMIG%CxEemq@khTweI=@v%mHn^<|$aL4vN6V9C$hIbQf4W+l0;ClcF*U8%|Ir#c@o zg=5+z*Alv(oWV@3*Iv)N{OACOIGM-zg?}6sIw-*79ISGW3v%H<=7pr*EU@aF=j{AB zrXO|r;E}WM0VKL*?E#@}26(#_nEhC_%;%!kd11mmyI;Bq@r^1 zjnuh->RX0XZ?IP-2S{tW?Q z&A>{i7cdEx$^Uy0_o+p`Z@(FFS7i8r*S+h@C)Nk>>mwo#PZH2?L{6}t>5tX z-Fl?HfZoKZ^*asiBFhQ-EHi?r&1sH;||GPw!Z(b7(qlnAc4^S)#5Q{`$5ObbU8>tT1?n?5meAjL z90m86JH82$04%+6>tY0S-Hx;E>`tY($a5idY?z`dxG|9&Bc|q0EQwQ}X<@l4k7ewJ z(x|($tS?Dxan-Wy zh(C8$45?F}aeLx3tUF!Ulv=-P#eDHvhHdOrYAu6S4eglR38Km3Yk87y5=pG=v5S3= z6R@V2b~0=nNpt_#L^B(`L7A*Bv$Tw9AiC!wFf4VDsRpCWa#jDvrjW4CGI4 zQBkoAFN$lap4YvcEHfgY*Nh{Aez2{2J}7uyQoVWKVo>l(M#6H) z_&EDvVY#7s@rQh~V$aLE5nN&InSyrWyw0jK-4WBc%N;id z%BT7^Z2X|PV|13>G0{qmed7G#rIwp-k8ngg8>IH7>l6hyxjc>TcF&M#O?XA@JI6F* zX=S)u&ZMP12<+xU9Zf#uYhvU~Xlx5~e|2~bBDYcQyqDrQ(ZP>XlJBZ)~gogyDI zV{=O4G%GnlG@YK)UXuB?9d5_GI2C65=``pHfoHxK*Y)_&c5C*CjOdCM{JY2MLEnvS zaBL2JB<@tyo~h=?mO+yK6EceYwMz{ZZ)}ri;8Ml?CYRWtUc(=KshB!-0n9OuyFR$p zr2eqaw82SB<->V-p4Rt^*($0&_VMTHBo|&9pL=1SLR_(5wde+HuF20<_oBABZ5g+p z9~aIZ7ZWY~Rtg#@!y*^0=XhG8WZTx=8`WFf0B0*RrZ^_RUK=xeltjRfCL`5jeBnW6 zE-eqidg)a4_^IV_rV}#=TIRcX^V980S>0m$cMr|zX--X4VabH&6L@s)V2~aRG3^evDN@9JC@-)h8dY>ob*^B)t&*DqvCbrL&-ilWujlFNu1uxs&}|nz+tj zO;&HInL4Wz57tF>Yn@>x@N#=$_nS1!7>{;nrWx5@3$y3VooZTpME-qh*$Wh8J}L^- z=D3UF?eTa`pVQ3S_%L?{wa?3%^paAXb8{7g4t`ZnFX9LDmS0blJ42C29n(T6|Yx+8(_XL##&diL8v^;klmaumtxjoR%9&B?u@BY(vMzxv- z$&KmrS=aS#U24WAM7-KoU;v6gn|_UYY|7C3$UqZ-f0oK;q2O3+b=+sNKlcmWlE|1JR+bY6>{e%W?H9HCY6AGiV&;W!mrVf`1hK za#R@qaUCBvy{svn<^B^NGrg8PwU{-CrZQ-G_iA-jUpmICrbBUg^P1zc)U9On_Wn%8 zb`lh=?D20_ZF-ROUw~d9AzLTIj@-m+TFfz=N?25~$x+O!c#`8~AspM<`4-w=nJ(># zk|yuFK5k3v_)_jeUs$joO1e9YjBEb%$g?|M-I~k9*o&NRk2ZNycij=B4|;wlMx@<7 z#%pVR@`_hkpZg+_=K0*Dsm;Euqs1ov`hEso*|ofbdOZ=xg!%{9rOk{0c={@s(LFee znRt9MSx4B5(c@$l#=0YBacq5Y`$ff5QE;^D+rxPM+j#tUT5A<;=?`UE#t~P{&VR|N z82mZZmsK0{F5q0}9a9$}ExMU={dn4WrewV{{fkbL%+sH#H4Be*RCIA=wc7jXwc83= z_eNPSl3Uu1Y2_OK!bG!wJ5;LGaUc@HoVDGyB(5BE2H5AD zzN-;T)3n1<=rOAqlUzPkF3ZGy0J99hWYxy4VA5o@TgkB|>{8S*>%5%Iy)>zB_tehQ zw~y&azNcRM5IUS38T5(L@?pHxK8KvAuS!w4-s`_Q+K7!$&Pc`Bc(k`ffv5xboXjTV zae=Lw2#H`0{}aX{G26KHoz+wp=^r%w9Q77A<#{HBCq6#kGcaLt@vvP6s!l&V|XW*<7n zj$|s{qjGVzzQxUC{p%qCzDBiJjtacJ}=9*os&7T7XQs) z!xZn=dR<>C*mNrAs%XiJD*;l%I)Yc;xL`w89Xi%ta-y);lco47){=g1CMl!=oTKjK zp|@@<95Nw5wlx|-KUVXo2$r}90EJ-*TK^`h2Eo}V8Z8-;*S-WP+w_BB-3+J^DiV}K z&NGI0soIlHHv^ZTr&gM2{;yTF5 z^d_%z(YE3|_+!M0jt$qU6We&mg>S8=b@@?ZYf8-m>6nKVCBvuK`z@Np8NTp)9qf!wA*rRb|(GDDi@+7-|-?Q1xck;0lNC5wkaq;;_9p@1d!{Ca8dDX>09t z%J(A$KP-VE6k>bF{UyWpr+g(7ES>@F0wbi;INYV>-2!o*kIe*EA6r16@7KBs<}*Y$ znD|sQv*`6LF1TcePjR*bpmhDgFz!3rr0f2ElQ4ZN-nZ7HRtauzUP<6fi@qvfw&VYU zqOd3_6J`2@7tQkOF5a_yQyrn}7_M(cF3#jIGBvK8WtDX zC7MO(KMRUOuRX@1fzy|?eQ5{3rYT0rtP_;ghX}OtJy=&#@(N$~4bb?cx`$%o;3!BM z^~t_CQ=C+lIb-v%IkRNejI7vmTK+PUCz}sVcVEPZv`S)R(lx1rfMB)vnG5$>!ez?D zBo&O>`6Yj$O}U2AFm8^@pCj}+UfV4(xoUz}+NQCWNxjIT1}t)hW?t{G&LOyEXC~ZA z$0aZo=$sqi>L}YT_G;;I@S0_9JGixQ&C7QFN|s=tmHk!DmWgD)^{}SU+>#PQ{AX&# z!r6%JTdGOd_lu^pDPTH*d1nd@nWmk#yYi z5@hz!ta$X89j#!!TF-g*jw07X(sG2#eZ(D0UU<#i&WNv`YKE=;XTI;X<>75fbswud zy-=)byQj6dmib$c@q#v~X7%xNx9^+RN)CYX)i(;~j?TXD4)4rA!94*X_>rFf!PLk+XY1zWWAc{ zfDL&)IlHd_CfNS)D?;6#@Zh+J)j(n5S+^)V9dB0Xbi8@gHD9$6Ghn*bl2-~aL6V#t z&wM<^IwrHjP!bM5N}FiiE7ew~M$R}p*f?*{<%gC=5s$rYjYsPBBj|%I^U`ii=`A*y zX!R!b=V>NT1Bp>im>J@zkmkxE>5;jaWvgRabi-IyWt{}!6pfw~I%eaM9Od|Q!}Ltr zqI6j3{rqzQZd0GnUvLtS82|!VKVvhLN6`p9&t(0{+!G!$b(BKCdTbj_0txvhD#bSr zQ@)Y;vnWkR$D}!B3BO$+StMVp7r5+8zR6r?Y*j6f@`#ifR2jvA(vZAGAMosYR!STStkQkkL$>v)8M`YAOZ?G*DGv zA{4aj7<`R+wR8$?m?Xp5l4`Bom;NMl$q+52rjYp|T<9W9TZ~|IHpu1C3V>q4t1R!@ zn_QZ7VH20?9MPHl+Wf{vxa`g0>ijYo$Q^A__4a$ZVFkdbyOmVC8)gA1t{M^kn(55E3ONDzJk5PM;V}vg4 z)M+q1?{O#vmwuJrZB^#9`lkMt%EZCYU|+J#u)SHhX;-7OZA>gkx$6npIQ}`=JIrW9 znguz%hFzX7XIGL!NEt>!ir_r^l8mbw6UoKA8-#=^D`eyA#2qDK0V*UTxLDJ1chfkL z=F;NV6a8gk0l^(87Gc6ZB^>(#Mt(0Z?L}Pm{CZp#J_kd?{&SR}!dlt?Le~4cfjVjS zLi>Wc&Q-nc^APG|BH;xZ7iyDez2Xi2{Cc!zk;QB;cDBISc(pW}zL2cejJ3}8YprYd z3#<0PY)w?&Ex`#)=v9@Ojw`jcuu2^piRN;;OjpC#&7tgxy*vq2Hi*<4`p0Jl)wfvW zRR&^V{<-Vd?#xMnNB2=oWTq?$!G0%F=M;rz!@|@aYn*oxqIuSs_=`lkmoV;{T6aC^tLP_g~QnO>V+|(~KLsWj8 zVsU<+%WdD6ZR~kB*Q(Fe*eWYFpLkxq1&=%p9w{)2new_Hz{CFOLFiXs<9AG#3%-_?4}4M`{*kQx*$@kU1Lzje!pbQwC(-5Gqu6Kxagb=qXh6b<4 zE06VZ{)F7V**9qp?ew0IR10cdg4Zs^4iYbs#C4y=uw6e}GJeu7hBoF~(OA8nN85BI z!xkn^K$N?%;Od9yx8>i%xKoWPwlr$EWU*|^@zN%)2a*Ph%G1?R2g*w?lYa^4=Kj9% zMcF4W`q}&!j69v~u!~;h*4Okqx~0xhn)%93>|K%ad*!atCDpkyZT?irIJ~7q&UC7Q z%lc%@`L<&$v;ptgR!5bJ@W3@$+AB`c=#DktUO;fxDKD?;z!S3%WtZfsKU^qUNGb1q zA=)@S{-&XIv#*VO9{qFtypZ!-VRC%Z>bFN@wMT6t_a*Sgvf$#S&4Pvo#K>!HgKC|Q zT|NP?r=Cmpiu?`KiKA^lS_rJZ);ge*#iZWzM=$6E3Tb-1!EW+o19-L2vBU#*kzqFu$(Pk+cew zmrE!g3YK|}FPI`wc9GpjQ|yhAyDRqAZEktPpKP1sZfi3HBlZ4m#$|5w#fQgYZV(D) z91(5L%836Mgh83ANU=2=<}Sy%Tpsh=Vn0Gn%Ae)#qEc`D-T zr$}V4@!I)myd;w~C^YZqcU>A!xszUdh`unO=@A7(sFTOSRI-1upzUyGcbjH}_~LV~ z9MslhCY$?Rw;rvHh)Yl_4=|<6UV5*dpPw9aL31L-UYl2CjoV&3cP*BiKE1+RbFexw&Zdx%Ba=BE^2-z04|f6jnC? zlC3>iC|VRiWM$vhEpW`uxQ!MdbMG^;mmXlQE>GQY{6gz_PoB%9Q9$&kLC%{1{uTqd z%o5$hL~`UQcx?*YkIh9-imU{uSF8+^=BL?@j4OvcxfDaX7!>-5mpqCxUztkofluuI zYq@K(Q+eD1UI}CC^^fRmFOOZ`6OLxG)Ybk_Yh0&Mf_Be57IO_qz_u5TZmc&2J6-O2 z^sZXEzrtolMYAX+YOhS|d;i}1JU!{@c~TjN%QWTo-6tEj)6n>FzIr3V{QNc&MjFID zqZ_@|JUE?c^*G8dpvWL=V725%%ksWKf3dk^O)fqv%dCo*SdJ35J-5GX?mSXl&@Z2^ z;mMz+$<#Bx_ma}V7Q=)E?F3`iMVZ<+{HjVO{s6M}V| zIS)cdE{*x|$ApH^rf<#^7|;If^(k(Rm!9EY46Vu=5?r{3ilJ10`dG#5T(aVY;R^4A zj$e-{m~Bgds6qs=$nq?@nnfI^O^=<6hSKa;5_G`@hVzwks`4ZzLiw-5bXJR!YL<`R z($t%9%4GK7OP7k(LJ9J!bD^N0;y`s}0#VGY1$LmZ8w+`d<=XQ8jRBY8nmXTW{#p>c~s57dzhBW`RJo?u{u##t5WpB)w3w5tb~io}2m zpo@FIwb0a(;KQGM{hZs+TR99?XFKL12OR2fah?iF%X^`mBhKhK6H1Kj?;Z*AW>`CJ601yh2} zut8M&XmL^FLIX>F(PWWRnU1E-Q410t^*2Nt_#R`uj<%iN=kfdk^Y>?W%E+?g2?0;Yiwlt$<}MKPB)ujZD608}eJQ)AJ& zZ?OMPj47I%&xlY^xa|mGaroBPtBI^?RpYIy4FTfqy{pb_k2VimzQyGoWJc}-t96vEpil3E^uV^deg_XvbiO_A%OKD>Fx zw?Zy(O6F(OB%jt`T1t~r+c706bVG^`$>d+EbtONTbwk{^~v}z_{C1DI&C_8O?J0Y-k)S+EqgFB8FFL5#%uE(^O9P{44Lmk zwlYb90Pk9dNzP|vhvGzjRb0xwH#D{9Cqgv!-igi@z8Rvte+tDyN~|V2yFS%0+PG{^ z1_1WF6n-;DpW1%0VN1-*VNEmAr>K-(Y37DdQe=nbbm-0XQ%w)|O6nTRi%xM@RK5pl z0->F6j0--W{U^0M38m-^n z(9bFN*zZYKAK^zWP2h8%q?wLDeIVMp_(CXik@e)2*?tM=YIX#%c^ZeIh#yDa5)zSc z#+uZT8F_4E3^1FTp63t@!fy;TsHJF-ZX|5dD|tm9J9}-blF2Eui^2MJs+?|MvBP3S zR}n8&8JnYSF|oPx6&5@Rlzhty6>Winp82Aj!)ENvDWZK>=*O{-6(Z$4ypZ`GHlvLd z7RT5p@_Xv-TT}@7Nb-HZyZ-orUSFENyVB?ML4|2i9hK+Z<`7hzZ`M|u#hP9&;g{e; z?U&s@-DToO8j)wokUsKDl7t0=swKoB6upCDKTti*>VhKGZ6$M~p2i(cpQKY`GP2E- zQiQvOt=K;!~d){rf+TkVuhGWRxU?GP1cEM#%^fS(Pnh zWo29~MOId}?7jEau=hyW*_(`H|IU|{`@VZ0pTB>{@%`sMZe7>)8qaY)&+&LXPP|y@ zU^;hB+fBO?1@*>W_sgqe3>lw}g6N87#!G^Slds!&8Nw)v_4|{rkY;z*clELUXjiJ6 z;0#N~ucP>>nq+elBqdon4hG?3654x*o09r-PNAPhQx}x_OZ0x)Inejt}Xd z7F5p6ww@n;0)1%61QAa7F>;wCAub1nA$soNySHUAm9wsJt#C6g;Rr2%?jk&!;mfif z7X2*n3jT_tY}s9$!Gf7z&m+ogsEN;CM_V1Zh?Wdrem-S&9RvLslkkbDi$Ul;UQzF8 z7v|Da3H-T{XD}DnlPMg5E_K-^Gq3E!+MV$a1ArVb4f*P6dJm;aUi3RWueZ!TNxf}2 zh$H5A&~c)6!bd)f=GRu!Yu3muJ4ndj;>RnDL&l3VTY&Z4ItA`1PU9< z8`=eqqSJ+&_9eqkSl#&!$N92ftk@Neo#WtoDLZe;!zRYbCpycL#a?r_&HxR&TrZ^VlyjN)!k4JpO zoS%^YALUb-HbCUWSS*5%7K7zh>oWr)-xI*oT1|NWgc6p89a)IhxH_}AU;ZzD1X+5g z%}@#+J5mx=LTB#x8@yiJBMYm?n(G;E&GO4Ck_5W2vM)WSGi0lBV?P^qH7(gE;M2=< zS;ys<4vrHj&^eUHYLMhJ&f^{TF1>9e-US_>PbZu8fL1)f(2i`Q**`OcRUd6Ah(08z z+G+%_1vPG^B$bg@<9rFA)uHtykhGV1(1Dfk8PHg?*H@N@@@ecZa=&^8TvvO-tFGsP zK(;*NF`*Mn5js8q{S!VN0mJDe&f^|Qu;V&U}`g3Ch<9U0+9A*1np_3Is$H%qD` z&yhkRUpn{|-=O8oglPPPerRrX0KW4^w`*lMO2=b7@55^v%bW~1IWBq_0nJ+|IyCcW z-0%$k>-clAD{ifY0p$jqRoKj8T9bFbo8*=T@ot=-8Yq9s*1pI$f6D>&B3klOJA!w+ zNdPcDkayN-h`W}>E^DD^xDsHH%t&`I0RXDN=bP;U<+MV^?{=xdd1>Ue#Ty+E{nWiW zy7W9uf8C@MQ~Ln!Z_L}uj+!I-x$xh$OYr@q?B}QugYr5P&1x z4k77w*aQ&Bdzup>XKHC>?6JmC>RCd-F-tVOw`tLKd}KHkO5Ir z+a}kmSJVg7jw?aZ`TNdW1@GMWKuTZ(H{#p*GvaprwW{?`26_|iRAnz z6$UQyIJyEnJ&&p8N8PRpN(V3#|ogPag#q?Xhp)@Ax%eN8k=~S5TkM>&pLr=)NdM zuvFonG`QlQsH1Kdb?Jn&m`8)te4UTk>((w+y8H>;90QL&d&-e&|HlZ`6}5qPR`tMw zw50@di1vefkJ4TOGx#IHGf@J2=Xry6f60rnvKzCe=MXD1@v0p}0J|Kuv=_&hr+OVW z^4?A5gsOL5v~?FKal2L5z4Kryd*a58XX+!nrIh3F*2qG&UAb|33NMEed(8XdK{2l-p|PpGzt8Ktx*D zxtqdn!s0*gfZ28e%+q3W!})fp3VN>greHl+X(%Hv(@38#deGRVdf?=B{b@+rzKkr( z+kvB_n6Tmr;}z&0RwSpbEOOfvm=aDFPMdKm3ox2tF$vf3$eJzX^vng8<`@O%wd*v% zBVb^q;dHfY&LIxkPknU!(Ij2H>8`wFvymA?=*mExk$5-lBM{*DZ9(j-D~#GttoGAY zY@*6U1VU9bSAC{n@vC-n`G;PUV*OY4%Temr%wvMtS65zUTP_(l5wMr6nf~-|=_>m6 zj2Duh2!2~!4VJ>?Z!ZqH0M$LQ(gp25hRagwh1exAcS*`?oNJ=M@;QRg4(Ucr&!T4OP40XDu z?!eiV19r1lGB6J?4d>2{-D&Gm4gO(}`YfzGrd}FT`{Yc9v`{e1$TI{-4TC^RpSnCu z`DjkltfWo8c;5X%7f(j_6ONRUB~{C$Sh||f_B&ukdJj?ciR;7+Ph0jHin=ze<$VnT zn%$risywiC^m$AptgVj$?uxq_mnk~T#TeFgZblx2Y{F4 zTP>pi*Q=-ft>g?uplz(R$1{{Gg*Kg70AO_#V%$n1zGu`~NNOi9s^asr&PwV{tMwUU zNYMaaT!A)e_u?DB+g{Sf^ok{(||7_ZDy&_(Dc0JK+Lx$V}b~VN&MHZ#>&j>vT z>0Vi?t#9=dT=j_>}HtE$8nC zj=pE+7@mytSw(O5Zu+Y}Mt{%gB`e7kwT#KLO*@Fx?oiqIk;gFvKiwe!Zry4Z)t3?@ z#&g!b^CJ!10hJ7IDzx!<(12+91g+g{5N(1_0?^f172$`e&M#snhw(QS+$Z+^@Ross z9>i(u?8@t)UP*K6#+9aS%cWJEsPgdd(3N@+hj&ppQ4?fq)TdhIbaFewR`bwN&YNw` zT}6?{8+PRxTCh3|b&`X0f!wX#AT&|Z5#hdqE+kjGXwW0jBIeP#8p@rLu4?rG_dUMw z(SQOc+gSwoU8#-s4k+yfonFR+!Y^CGMF_|>Oo++APM*DxYC3e2Emw*C_sL0Jko!?1 zS}?K@^}e1zdWNHW>Ii;00oi-t-a#L_8ygHP!58HP;8KE|egBG|bJ z%#};hR*3~#>%cGkTuaXQsmFG;E>eC~?#9cqjE2hv(|jE5ULseb5z3(VYDX4};n&21 z$%2_z1;bi~E-K1dHZ@#69UA!O4hr))E3oe>a^QJKIO2-h3=n3NyRMU42r?)wO%LbK zGgdsWMEf<5P9Hqg`1#f0IM8!am~*>Z*A3(?`ZSc8_m)=Iy_I$Q;>}|J6;J%;shrh@Hb40f zQI_&d8_Y>cEnkOg^U4Sv7s6STn(6L7%F?&f3FZsdN>Wyx2>9rrni+I*$4sHZ&fpv` zl%ombpX{RncDc3~_1Mt>dCv+T!V~}lXbai~Ky^jSQm#O`>2zFP0p(0{a(;E9^3VS8 z#oDb6t(k)WW3>5`prA=(ke-G%AzB=v^&H zFRgKr|DX^ zpAj^(qw_a7M%_Nl8#)%@UJJ@(xb2DSO60$%rs^v;6_w+fl?^%;tQ78A!sTM$$?kOx1&FMx zjW6(grli)l&{e`m@DRA*3vb!;CGzZm3u>gpc30TZ8b&Yq3t2xh+zU8vf z?JOx@U7q63uv=OrXrwsLNb@e>dfrdB!oK8s?#Kyg?yx3VgYR?1`F ze>Ct4->|pXPU!LDBfF+CY(93)w6z*X&$BxL& zb`HJ~Jd$w3YNXy?t^0P#vUY~5W!+RqnEo-YCyC$d`B$G~JzXaNF14PoC6qUa#&k4~;8$#Ej?#A6 zEXeca)Am!-|5d~GMJK(}Xn5r}XM0S6e|?F5TffEDsNxN}gV^y}o^Q|%G=312zY(T= zg}`b;mxs^2*j7JuYrK#D3MLg#BNzVCy_dExD-j&anyJ}y9IZYPj!cO*6}vSP4n@6| zQ%QDo zH}N3Rh(P8S{ViOkfXbO%^}bgd(X4p_QF;MIA>YQP0wJaFR}` z$rgVx@?MyE=GpF)(hUd*2e9y;sy+SrMU7iEXo4s1XOuOjEd;gik=Xfqqu(8+p zxi+7XFdS*5QLwt9rXD@+%P7uA&NZZ%C)LgAx%Fdw=-jOPL)EOF#~nw$b3Qi0Eq<0G z@lMSQo!q)euyr&IQQH;4U+;xY3$fft?cVES4KW#afWyP0bWAFm8mINvO|DbNB;!3P zu~8)5zI#gEsO&?r2cx)qF4~SWmTcAvZ(O{W_VK7&e2KZwOsjJA8L#{cvXauSYAJy; zS7Zlby`(P}{OWKPF7JE46;Kkzo(uTRH1_&~~^Q#r>mpk#B#LECPX ztR!93*|G>D&%Wu?0rxMw?EFhr3>%Ubgvz|yw|-uV{n=tYvfNG1`1oEEW=AbkswFbc zpvQsdSRQem8k~CNFl8>JRdui6U?wM!SrKGgxvK z0t*fv;LvM4$Mt4qL9XP<^Er>5NrUhJk_(nJgs&I+U9?&5txU8hFB;s{R}puO45)eq%Wd1VgtU!MAXzS&#${pwV9NhTNGPS^b5LglN^=L zU0o1xeeByF`3M8+=b_QzG*K7DgaC$+*_52#o$~xOn15q2z)00P>bt@{k?Jz`-Q|sezKcaj8L&Pdx={xJ z*voQLw+IC|ty0ym$)j&`xw~_Z4gcou{jJ5<&DkC))LC=$p0Q!{mCJ2iMQTOqrs-ST zJ**M*r^#0M9p}Zuu&|F?JsqLS@T98)FJ?x3bE&sZiuX$jVf;{%^76r7Bca-6!@uo# z)`e{?v1mlBh3(fUO^NVwWR9E;r*)DaoW&wN9;JInUodqgA=66c%hzX1G=`p^5^mlm zE<8GmVgVhgL}e5{9=X$#GY%g9Q`brUQt^=IbB$p`f2Mj1-9$uv6rjTydr~xUPpzVOpPZM_=qO(>+KwVj*jg(xP*Ks za)CJHSwSOww{vqtaWHq_NC-uW-_`0WULJMh5Y6d^m(wj{W<^p@GjBME&-ASKZ3Ins zj;SXoH2KmJZdpJy4UEZ#ZW#wG>2OCiTRDd$2!TWvV$n-I{JC@7y#iJ-zpou7ZQ{2a zkCXafIsaBcghftThuhM5F-^5VSHfeDo_m+%o9f9TMA0KMb?)-0B-2p`f#|t5$H%_U_YsHK zcr&!yIZul+ZHKvd-$>5K6`J)!mzWDFMZc7X{27Ms5a=kV$vmCyD>DVz*&7FnR*!fE z*{_sQp6)iSDVr#mun<_9Bvwj0!zX1lT_!BO4YuZRX9HDwtz1c9$~kTh#5_ zo`*q`YA$oC+AP!H)+)2~?WV9%0M0OhcE<}7d0p2F=%@aE3_h3x&&8fgy?;Er@SDb- zsEJm`>BzyQf!cLmvrVanZ%rK5@3$?9xHn2696wqG?opbI>dZdV5>2IY^Lgk>OiUTa z9>+e8=)KIzG6M3o!$~y()$>Kb(VzqEV2#nqQsJ5QnLZ^U{15Hs?RI?6g3vT%7|5y5 zND?dX#v9qxvmuTl{Zg|nw(D12w{ME)T$0svcrmjPc;&uyeah7s){M5u*_`<81v0+$BjLt9AwY+`zu_^*_A7J5*cg6EQR* zjH~b4y_Sv7z_By0JjdXwuiannR|=w~!U0uiodl&P^PNmVwLACggKl}TbV6i^xc{!% zMVlYz8IO&4#8qQtfA6K&$(>J5f#$u%=ZcT}pVY$*GObH~0MERuulyXBa1hZx^!D59 z9rF~OIGFN|YbzmTC87bs#B-oJR}HC%Gb@Fl)@0gcQc(rE&~z(WZacOy3?I~})QyUl zwNFAXnp@8(jdHIbiUogU1!%dze98^fE5qxdy$RMplFRq!K!t>fiAh#|Z6LRFh|M@7 z-4vAm6Mf4GwqNVn*^7_+P>hU>o={6utgf!s=Mv=LkVCQw15Tfm-_-7M{~KWGF5Xg< zA%@@4T4T{Xoke$n&MdKFtk`q6Q@pYuk#q*A<8JTWvA3_>tlCFj^84i}(1o6ZZUHqQ zWgi(9h6(^VuctysPO@L`$Tkd|#?CytJ&e5&q%7KzH)CKoONWJrUu9=!Z%(;St>;Ny zWeOG8^29puwY31q$_^rMRrU35{-KArM?5kCk^Xa~!EMR1%iQkLfHo(G-YV0Aw^oT} z(WRhq;7Z#Goxn7qQfS&&ipdMQB-f?+5!t!3Y-|lC%pgZ)s4`*-mnqL;DX^SjUC}!C zx&=r$Y%gEF^bIHm*GUPKa7SHfcXrP1sK5e`z`&Fd{zYLSO6!UZ_;XrNn|%kFnq=h! zPNEgi!l;4_FY8f(Sx0kV)+*<>k%P3d7Zk+hp>KSYa{Dxbh3kTL_s!9glnGy=M2fX) ze81~E4KrZqyS&|9jK&eXcR%h9FP_zH z*!JYMFZoUrVW88~**lXmGirg(_{hf?F*$<1ymWNe097uf2MNN~03e>+oCZgy+*9%*Pmbq`rvS^ua`@rXs8o4LOe&xb>c`)8Fr21Kb$HZ$ zLAJipFuJ&*o7!*q^0&zh@x|AdLoswYgL#^3rP>P=!~(O8d#PFcIVrL7)0~G4BXUtX zZT#U3W)z?vQV4-=I_Q|hCbUHevq3`f-g+0L9(h6k4Y32aYrbA*DM6&?s@;`zwQ!4w zy=bCA!ln`g1Z9)r)oi5479T9S!=Qq0aGo4dRBmw{9=o2NUfgJCr`Pm_z_Ku_>aSWB z3_@QoUsA9Um^d=do-a*gP(mAf85#)WW-^oUmiSDe2BU5qB5kDU^6w&{P407x>M_2$ z`M!%-{JP40C?bmv;W_5Fh$VYJpq`2nQ+OF@?j+TF*T&nYllbT32?_A?%GK%~s@7Z# zrs~oSoNgTxy(xVI+`cCf;u2b;tJhORcx@JRFLCQ~k+=2@LP7Cd1(l^rUF7?etS-=t zKR3+w3rRw*EyM`BDuwtQ9*+&-8_VU)Ii%oAFKviv7dkO?2u?pmeotOsoCULr!{<34 zeUmXYHNC(lQQm>IBGlgSnBVVbtSY{lc|nQolF@;yy#sG@kH4{x9vcxa^kPlu{3*U_ zAtE9YE^I%crTV^~{9BH3Xl#^JUS8gVCHBidQ+NgaT4_iYoIZ&UTo$}HWuLH6q_0fi^BD z+XJ2gMBy!eP9V*22R+DpzXO>%*69Kd8nfC3uby9m>*0$}A;u~C4 zcfc(P7HO74j(mP?7}wJ)koBE_&G9=f>*kl$u6q>q1`#s`LbgHtuc-a~W0&%N$&Ehw zZj@9vL}&P%Q?=q+qE7OQnXP~&0W z4Ffwa8YV0KW*OStxvF!{&(Ev!nqF}~Wd{;cLv4!cK2SHQ2KtqV^zw91Q9%$WXqkd? z@xi+x(f=|ev>qE^qFPGa^-g0I6YDldzCl(tt^f!{>aXRgULM->0Cznb#~hqOTiXZ5 z1-G}lE$!L5Js)Wn4Tm9(`LR3ywual^0Ad3~!XxFfyBFL!)pq{ugSNI|LZfHn|0s9t z8D_+*{0WYhYlCal?uqix`;#O|@&woBMz_}>I?YpO(^3R8$LA;|Y47WvgysC3Dw{M?@vhKUNxw$Z|;9q+} zSn#TjHCRfleqtuOgMjM70_9LY@Z*(*)@H9UvaoPfgI>Rj3bYe81r=R!ZEfu?tqj`z z4~8x0NQZjXK-nwu#k2xSsP%XIuTvJeS?k%&)=xAB%HJ@GeSFr)s(z?GTGFoT3}b( zXnXcF?$Flgi|)u5!YX=0!~^c%BT@t8KtB+aS6HY5y|>OF0$8K-Yimz=K`%WLlw>g# zK8*c&^D$bOe<~Z#%i9<2dx!>Mv>U*2iAqgvlx2o)>4znjD>YR$KttCQDC}*>q(`7k}0b!v0=hs(%k$~hABS53nYjL33CP^1-0SoeTt;DN7JY9`7=tu20RO6>;u;2nj1(mD! z!98yVa_#=tls#Q4=^^`}o^L1S3iB-mwMk~EK)j1^;{(DJxEO=Z%*h_e`ai-u=m9@| zd=BZRmS#i3w5W5n^f*9LK;d2=N4RbQgtDta)r}qm_49aL_O#DwwXjZM2C&;G?1qF~ zI8s8(noT9(!&HI@Gd&xdG&1lQ3J;E99govQ|AS;OmFZpS!z zvdl)L?rA;h%&r5ZbW99VT|T33x9Ag94jqhcYd3@#GVV4YhA8bi(l5>X!qA?5poWCS z9Gt(8+EQT+X3u%?3U0NAOSlh>P_leN_W}aPPFOtMWKjaUo1&Bf3qX6RDlH&=c@ts` zmJtScrQ>8|9r{6AL2$+h&Vsf961ZJZE4+)3k1wFE&a`D}JwmWl4sZ&t`Y7xf$4fZS z`TWc>Xfr<;ZaEB!bj6xlX%o7KnCm#WKwVIQU~0=L7i2~>D64__tpzGWcPwfvD?Q|- zctu3rPBDT;V?sc~jwiwQQUM6rRSx;7Q$sNO>~v#+ zrSUz&tiWD{ADX`+OOY%L$XDOX>Wfjxgvb!)lL3il8iY5yyewk250f!Q*q{G+17B?L z%#SP&u{oT)l!BYGa6TF4TCDck)l_Vo#c_J@>ato#;h?N>#5{0eh+fVHZ`3msHndB} zdk{CQapmqgzkQPPZ;jAs%~ya~P@!RmKjh_ZV4O-R=@n-5aQIC%4nQSp@K0J9^+ObGcPR z1Dj;?=`JP2iog!Irjiu2q47Ygc>-O$&@5pJ4a}9Rq#%8a*p7c^8&EcQ=3~tw3+{(7 znXzoHB_i9%2n4$6bk)rKLA{*fN;8;+eC=Z?UKhe3`YE*m3)S{@4M{f)R(WYbV{y~5 zC_e=Wm!+3Iv*#BALer|794~-m+0Do;havYg3Zs=!qqSe3>J7w}h0A%OWp>@E3 zwzAE2b+G6n(w^;<-H%%mTaUgLwEa~H?g$GUZAb6mS)rq?F-qEwq*Lk{a=`Lz*$I3|9q>Rl4;Df1$t%CaHMFTfCwn+ z>5jl`X&j0w1}Ak#l5y-znEEZ~Oj(`^@b=5aplCS<+AehFWIHgA*G!KgM?zP+3_01a z(8=-{s8VqWJ?~n1`aRD~r*)qw@ z%hGMMp-O|nU-#1g9*{8xjGNs zLOZ{*Yi{KW@j^;L=9C!+2gjGP7&b_aHJw&%b@e+5*1YQrM`qHZLAv}zdybn=gOm-J zO;^f;<8=piO9DZk2# zp~h~hTj!Cm{?{uLQQR!eQ+PXvsTzaCT~Idp{OIxu?63 zU9YaH@;pRxPP`#RP*sWMB`vg2bti)^1W!Nr#pFE_5qa4Km-cmMNbf6RAcsG()WHIy`$!$OmoYlAPvjdBUW zfI8|0M2VyU8?_9jd631@3&y&N_4p)@- zg_(|cm@=ZfEoo@`ZlgilLA3Dx%{rzfkZm^Y38+V@-tOLxm2fIDKP76!x%c9Z_=N`OzjppC|!bBw4&TiY|?NhS> z4~b36-Kg$C;+a$>OW)`1iAz@zjr)dHKj-b}37$diIGht-)ILaUF9zh_(d5t@^61-% z64B>8kNX@)UDKguI3)|^UiA_c29t@KzpD2~Ti8(%huUGyMB)xJGcyvue3jklf{0x3 z3fzO@vsz5upL>LmeM{GJLBP7ER3iXNrXYD?B233C*DBts3WsVfr@~D zKnt>U*}kV?m2bZT(Q$}_uZ-z+Agqh+f9j(|gH`H`H_+CO27lq3@~b^>9VG)s2{$T6 zk74)Aj*iCIu-)0Lt*w10I-y5RRb^#rQ0Uv;XGM7+zlh7x`_psYkqtXNJ$R31N8u~2Hw!u zv09S5`|OrqC^zW$atD9+)!gIP1{=#HT)(zveYD9oE+&PV((ly^4hhJHX239e##v zj#IXiX{I3EQ&B4cMmqIen59+w((xH)1GT}u?1w%+_MD18IN!3i>vj1Va2cX0UcAx^fIQ=~XNQR8u?4CU?LJY`NrTnUSIIdg8q4ozO+ zy_LJ|4P8gPp-5J(?YZ#4#fplGg2c~*1bT26GWJD|+aXOjHkLJ^Ow4--D}A0ldzShI zN=V<|r*J>V12u1-J5gqSU5~H+8X05s_bi<9BdevauBmZ-H9`0>F{Gd3R@}EFA*dVP zIY;H!<&)z~H_edWJt#=c9hw%lOx;dCJmS%PEF(SrY-Z5invuc5NW&8U8MAV&#M?xI zg60>-zukNh^UKGpA?vPPk;A5agy)-BTl1oYn}k#Z`pz*K8(e}W=EEoQry310L+S|R6s;G8#QuJGWo-w~=nKGrwPpM}Y8Npu^{QM>ov_B(8+ZlF@u`eXP?~JB77U?mR>#mWEc*1pf{F z$TFOw2tu;!q*Sq{7CJAejxFU2^ekC}0P7Ia)J5JCnupTjJ-sD;kF$E?Oimc$~4OxP~g}d#`T#K$D*L6~+KNu7|58b0;R{7aTr= z+qZ9rbe_gtpl5 zH1h0jM>tfT(nCaTV(w?3*1})q6u98`6*}L3=9!~c$)|o3=4l|v{;J9!Wnz+c+mU)s zy~N&5=OxZlJ;9G64nM2w>U?TzYaI=E42t;zoK`1t2fdH$gg~}mE-oV@BbfB~Y}BGz zg}`DWcv#^v8J)r4Rh)-LhQ1&!cU?6ThR76p{GD7U;b zg}QwyzthV;n)gt7V2x;paSNT|qWBAlx${&PQ9k5+Wag`pos7}HaTesI1lKP%=em{* zYOuu37|yS>=d<+LO($+Ho>%VHj*rMQv_NM3tBD>pPQ?=8$bjPvWj$fmi^dtsH?NuB z_o@dyEy>;_tfUHj;SFXdGIb~f*lS3-+ey+zXBb?zGpv^(lSBtPd!qN}N6T*>6a|0# z(AyWJ=|U}s9mfyqo;99`!r_mZK0iTjvyL$&;gpd^WK%?97n<>Wq*ktXgzp?Br*2A0;t&pwIKW_Soz zyv40?Th#;eYpGMUvQ%|71*5s<$B0Z7NH*D$LVv8-U0ZTpZmLvr7#})Odw{jId5R{x zZXKIpKrjg_3`9*q%yt4CrUcB!ROb6TCRL9$tfa69%FL#~0;oZ1;cfAE%H5>EUkEZO zKZzXeoaABFyQdFgBl^V9nfQ+NA%gsmXx=+jzmnA4HP7JJgB=yw{8uqt7%%b;hWE9x z^^1eCz{K4?6!-iMPA8u__fm&AR|N5`+yLFA^;k%!FulElhrwgEFTwSLpxveV;lSg^S|1 zoW8IEeZwzq{yN3=N3nYMph5N<`aKp}2uCRT$aaLg=XCDw#nN`9@X&21kMw=s|HGX> z!;!K@^fijVjtJgwWvDo(6u4J!+wFf07rZ#+0kFcF%*FqxhW+CX>IiDWV(GT^U++xx z`W%E~0Y~;csJ+44x=o(}T)TK$i0O~a+COgJ1RjWJ%js>%*MHvaDIf(}+q=bv_W8N{ zo{csDTwYzi$iL6BV+!Jz=dZ^8apnH;Y}ZM^b(3`B{QGOoWQS7I?Z@8c8G5p#cES45KF7jsfI|7|J(C-wg(`#&oI073t6vj4Gsw-((0xwFxU zx^K4kN2G!V7D#ixGppwngN$EjM|Ikhe{Y7TP?Kss7<`=+ z6rtW@K}R=l1QP~rlkO6t)Ek2N6_FYUQUe?u8oDDfg7Y5(w06FfaaLG)i=;LCwiGg1 zL+}Vmq=5A6TU(wVg8rI5&d$z_-v$1&(a=O-J5HYv5CKo5@XRbwqM+(@rFQ&+a;7*C z(7N9*SN_A6Af`+P3E#3t^Z<8kr4W{zdlxLWV9lZ}RIXV@=>KzKTtRF=CUr~^97Wb> zz%JcTQt}_Nu?Haw-}!g{uJY~=-)0Mu8d(w_WD?q;3iEHvN^}+p-Np?&pfO)DkuLOR zO0vl|>hAczzuKN0oN3(KW2(9eQa}4*$K5S~hwOu}MV=`b7Ii!ovpO!{amXIqg%-V$nTDNT4emq<{rk>VvT#~46ui8Nm~~-%O-;?p+hSB&YwJ9II{*GIt%eAs z2a?Wv9^4(Cea8dhz(UEU)vsGL>hA|gsWTXP=9`26qYt7wggc8`Ik)xxy(_lgIQ0x% z-1(UGf8HNS$Dm66kR$uMq5Qt2&i;o?goJ%oID**!=Ob_bIU9u>KTjxqcC$JE`WiD_ z{Qsw~t*KOXoq81upk?>T*+&B1?{i#g$;JrDu8LVR6eKnjZ8*Dz%Zjt8KXk^ zY_?A8DJL%VPF4?`!|jimXW7R<)*O>+$&!doP;qc%L*{D2@fsx!pMTMUEq zN$>aSG>8-FHX%nA&YA=Huh_A(%H%ThcYD4{5Im`e09NBbZr2L*e$G{SaM7i+$Tnvb z396uiGkyFzfPvk#MTz`9a%tVpak-*p6`}M{p zUUCf;K5kBl^UTaHc~lqY=T4| z2`#U3nQvfl8s*Ote2p`kjmHA)@sYqQmY*dgB%&bpc<1R!42g-PLz7*3EtRpukO;}l zCd&JWKT0k@coClFh5}jO%T#ePo%o35Yj`teF1okV$5sWnxfRF1CQ;Ip-$=t=FcTAY zFh^P)Y3k@yD8E=ZzYWj&OXTIhs{PYDsYYL2tRtl*EQ#6^DjmAMsjWRHWch7%<>5Oc4h!2j1ekT4l=RI> z?EY2JHMji8WucMPR~%xh%EA?k^C~gdKaFg5K=B!BZDqE83Bi+{uc#iN(|3+A6XU>$@5DmlEBn{DD6YoON7L#rEZPS0j^&Y}{~4=EvPo!ox=hqY-xe0XlOyJ^Jc&UX)3(5_=_9v3pWBn6&+UD zailcX1u^YhIi<1u0R+KU8!FuU8`{jhhwN>*G9TMt3?UodWBfvL8#Etn-+eTrTy!hG z{nx~4js^j`l)|~2b>9pBVjg8#As`u2Md1+5CYM68bO^+YQ{}G^dXtfoDpgCI`|ps^ zD#2)a(bw4!&3-5a3OqBwNmJ$L-@QB5H1UG{FR!JBR3M{z!dUUFZfQWH-)#L%NPBKq z68zVlxH_FCZ35q||=*F2wb1p6sdBa|h1 zClWI*v~7UeTvjHiZ|qNK|9Si>c*%eZdS9PIfkV`tngw>Vv+^n^lwE`7RO5evBg3&L zd)mXt*(Y5JFzfCpBctS7P?7}D*B^a4B3dQU>_7*2Niy1#Wt?jr@~ zNp0-VINH$(XJIA8#<^f4Nxekv30OsFU*`q&MeE$J@_z{$iB4lwpNI4G9u@#@_Cs0z zENT=J4%E_^7L~TBX@CBG_y5ky!+c$}X50n|>_4%$)~7520`XZ%r2Nk(TOS`|f{#BG z9!G?J_s!R?pBe|{f`FTLUtRzH@gcwv1jwl2|Hl>Hx*1v?Nxw!3P5foi!_CnzkdM!^ zz5KT?x_xtaZ#>6n*-(rB@iBspIOpy6@$a4ztq*JwxwwY>|MBq$_?VX`!8q}z6 z!i2`P>U95)k7eNFLqk!I_wR;3UXeKXLXGm{8C%84{|>u&EV6CpWO@EN;&_qZPX6E1 zUF~7GzN-cB|E3=1f%Z1m>e7s~e3Q4!&RW$w>)|76_ONbJ2=CwH8T4W!7Uo#2pcFoh3d>)Ek{FZ zP~Bb?1Tm_PM==8SC7^(!xFEj-5QBU1!_cjVF_7Ch`wvlr=rF9tvQZu7KUFsxX$R~)t5TNwkb0q;d9D%^soif=jpNa(?g=#Jd8P)~dCGHGoav;muR z0V(VDtV>M%`6kh9kt21Ro(>ZmTaH(7;m-KN&;oM0@VOrKzIAO+t_$&D(z$PS#tDyi zgHFd8NTRJI*Ti1j_sz0nqtNdgdULNQ)IiTOvJ14zyAydECvisPI?JoQ!rRs((_X>? zAWW>v<1!pyd>T;K1hm-qKPLm~B2p`i2-TzCcavhW6I}Y<5C$^nQ@ZgEpFmh+tpaCv ztG%%_b=HDvd>NW6tjQ99%Y!0f=4PzaUmYM+9 zOTYgK7oajF<}*F2Kqu0I5f;T*5Z+vNFR}IR_#Y4Ig9>xQNQ#a1fbTV!ej!z?1nnA? zm#NU{5n4ao(}Wr!QqX{;fxD&_j&pSNv%ja!BfXFdsb)X&H-`$V@~j+xhFpvkyXl~K zg!-aQn8DY?OCj?+l)itD_ZkaPEXFAC00)5&c(n5&Lx@#4_!%ekY|icyWdAe%>a;Q= z))R3vp3(Uh6F1e=LMD5P?#<25(`h{v+P8A|{qDCotqf$I*Tco^^k*|5ZPX0E)K$^~ zXeX3Ik6m{6{U8TL_iqb8&{T{H6bpJ)S9$9mmS>?M>9M}r=ukK5d22`BQ(USkT#uym zm13mAj%0ENPLB_u4;(zthPy|qiYz7Znmj${cFV1IQ7mWH5zK45vXh6%xLJ3yM)=e8D|GFUga4H$@xsfxJt(F!6gh&?E!>M;w1-| zfcq_V{z2NtH+dXdxfL%Mj~E;hJp?64#IK03(0jc)(Xu2^G$`lXNEFGw<0A@~GfM_zK@Xl0#lOYk!(YJA+C)PAh3>S>~X zg}^&nS)01GLbnSV8(3j6GJvhPUN3(07Unvs7O1;GsDA&`f;$jC zr2{7X1g1>+vy70I1H=F{a=pr_t78$`^hj$+9 z8L3Bc>BfYHf;xHs!RtESfD`kLr^&WZ85cSv_Y`a8np4j}6mYYMkD9uq4EC`^t(p(h zKU%Px{^c$@jQLoqSUu(r#sXl63Hhr*7?k8PMm*XXc+52~4v|Dc=y2apYqt>j&jSeW zw<0Z6Kq2Bi(n<0|Dy~^QUt7+0+_>nzlZ~AcnkEWw z1@rk(8nwQ=kNa0^wLv1D06EfGs93Jg%{Xk{BfD^y7WxTWW{E7gy|FPFhFx0)e2IH3 zuH^e{+`jkj6Go$OP@(oKde-xG+^%ZuGg73w3~@I0vwx8z58wd$baPkplf89a=!hD(4s(CVWIdG)Q4~!JeS$ z2y5D%^E<3waSv2qGG+j+m@`sO*m-JT{{a5;66;TMpzYp(nh3qHusYJ4U0`Eeu>|2* zvudvwZ*JJ;0fadUG4!C>H;@L72RlGhl+rbC)DBhkNuohd`x??0R|Wsp^H7S+RtX10 zbzlPklP8u$?}7(7R83As=Iq8u=&>Vu(035LO#4y#@qGwE)NwRh$(rl}=U`KWm&Sx9!FOEs9ASpaTuPAd&I_CV+@a z2(~f4ZV3QT6wEK2vRi1HgCa;36e_eJ%Qy$nt{X07ESeBVmwSc*_sRMDYshI|3~!}AC|u*wyPUF zib-hWM!{7b`v|(bYJ%dWY57T=6JmH1o<$`aiz!23uAD9zLGgr%L%TLs|88ze2bV?% zbjMo;hbCce7fLUThdoXKBTBS?L>;Nn0LoH_dCN-F%MOn zx$SP_MKJ^3f3akk-W_CO2D_TbkQn7oh3uQ7$+3wjqR__dUzN4?$Sp z8g7cfste@y1Gw-B%o(WoF+5;d)RhV5^ho9wV`m_IZ$Na%9gmfj^|JN^aTpu)K-NtS z#)xJ7vQ;vJfC=!#8DJfnj4bJLb(AyX;LMhKi! z+ws~s1x3^_Mu*rRUXjGGQ)-*>xQ<}k5UuopGw<)!_(Q-+kxSZuJvLOK$;vzNgzxt25v zP;k=yKFQSIFar5pqN2;X;6-{CKsAQg3K@Sk&;n8pjS}1+(N3) z-mdK7OYvx7dfj^pXFn3SQj(9IfnevTZA9dOgGVZXrIRo{9t;(0fa&=HXj7qkaug_p zo-NREg6C#y|9I8#6*R)+*s3z7YrdK6$da&Mu2H9Gckj;7alhmMZrp8yB(&*H0(k8l zRPT%hMeX)wv{Gqjfu?c|L85*6@0~st@^((RczO|l;WH)|_XsHoK<;$)e z$o|woWGTgYvHZ@Ik|>MB>A8`z0=vnysGE25A)tYW%7;BRjYrK5ve{dWs6AN{B+@5baw(j8GtRneKfI>74nZTV2w| zxR=2aZh_@}_fVa@+oGgH*M~l!xxLXpxB}+lY&j<~T+&^?*#*f zE@M-^Se%D8tC6J_>{89$-UP)0i&d4s|B;J&r+^~K^g4%>qWHK8o%#o`;NWJt-w97U z1I*D%Z7O-g541RT%?$NVCmYVdkRcR62Js__F|MwED#dFuQ6uQFOhK{V*K^+Ggjy-V zsnLqza_a1jt%Y38v%P8WUP6v)SAyui_Y1DTPAtM2RpulqP_A{Ii#SkoLEhxn6?*!H zLy<6f^0<2l=2jGv1eVroTiI^%1Ge38%o%}6sYF)?W}PF7&k<{<=~8(Kl~(cSl;IC3 z$9sJLHPki>3xi|6?&e1Io*wfzbCZ6m)0N;w4Q0fRI7lw(z#shy7(&fS z*t@!x{W!Dwv;*C=*WkPf*aW{9PQp&@>tiu?(@~}x>hm35-wVuWfVLTY*d%(4RR4b5 zP{V%VI&-!ky>m?<96GxLmOVc`hG3WT**lC_S|Bw7MJ|j^=zlQ%EM1~+xjmQx6p8Ml zgntlt&FF*n(wweo_I*-7dA(-aA=eeyXq!QgWZB9);m>hh#bsU{kvCBCT_eE9ql4jSb@tbZ}j5|4aRdgU!GLhrhh|_r&UuKiF5TB4iPZWf0}4 zf|Iy#N$z zEnreVHJ_QwjT%!wEb!+Y0p}lpJ_GndQh&P;*>gi&{EJe+y`k_?6htX4Z)K~(PKD&K zNPJP<7Y9B;?D`95-$m`v21P|NxWy_~4!(!&ehOi{Bb!t{X4h@PPs@#W|Eh_WhR!-z zNIlahFD@+XnZGdkmuml?x@Wj8-W)#VOE}rJjsWT9FPP1#2r4hPSgE5Jm~TtLDop`N zNAW%*o1Q1^Bcz>(HP~5yVQ1OYzo>Q<2&->+S8VaOb5#l_0&@1>=$=0Jj(;Hec5haE z=;!R@w*v{e1-GFj@iYF(J^javhm!9D?EAm}`u`X+{qJ4-d-?qRr{w!08ho5@EUnW4 zy<~-SZ>u5@dR_#=ayWni(h?F90|KpubP0ZZ#wI4sV7rjTd?P0h1$`=V?3+X734Do1 zZFO>%D8&8dt5Asv8FK{XG>|S}YMN+#k=YMn$%lrAQdp_bF`|Va zsJi=h88F3V2SAe?dQu$Y6*d;{$=uKt-5`CbVCDLf$nU29_ziMhThT}olfTP_OR5Q= zX@9O!a&Jy$ec{aE{9hA?AU7ZX=39E=^O-M%xCUTHgp};_ckYMk?9KOloZoli#T7cF zb(d%d{aRz=i;K)G;>EV8>C&F0U|x3KmqB>fK%uR45ZJV9eLxhLc9)*vQ<`q70_|mA zeWa0YU+C+Nt;Le@a5OR5Y2w{!p6VA0v3!F}-Xp#HTlMJcjk(B%S>cPJg9bYP^$1j3 zKkV@I{KC*{>Dh2^bego8IRy&$`XWE>L#enD~Ql6wtPI z;v+7HJ;rTK33hguy&@2m#O2S<)!VU?Gc)C?wgD=IBQ70F9}jg>Mk*LsTvgbMJjsfT zhYV@mzIg>w3!bdL-skO&_VM*au{BHs-HrC;1xvz!D~HJ=xhyq$OJR0SJKXxK)f^{#>^5#=(g$QVk+I zQ4!XQdC-w3B^y5H_1mYVdo|_I3~DQ>xU8**CZM9UZSv}knO(WV|J+9ZTp}No0jr>1 zJdFjn%YXZccG!yfc#{7z<@;?{{{dosf%&Xbpwp4wU#g}5{0U@u5=*6m`q#HUpa18=;(!aFzeO(NF6rFi?)&ZYcl;_skid6X(B%Qn09CQI+;PXat4rZdn z{EobU?;**Jf`URnn+{JDS(A|##|Ygsk2Zv~$|@EMB_-Og7`3I7{QD)J`=A7*#IvaU z|1yzw(S$nOdD}1g?}hdERs@Hu7~JhY2ygxu0zw57oSx;LVr~C<7k_pVHLu`qKk~jp zT`eLl{RFHz>J3C1gKfg_km!ZDG)grI9F6wYF=Xh0NzLUoE=U7RgrZS>4^slRD;dmCPIzAQ`X zaH}NDnW4zUB6cBw-!a2I&j&>XFCq_2e8!Sr+3eB+J7(ytgwQ=KY|c)ZNlJdpO z5T1DKd_{Z$k!G;PA-gKnpYDZO!H@Bhdgq^19hZ7rI#BMMTY(hN;Be3gDmg}I5Y5zx zizAd>QBmpf!wAlS40{mY7I4Xn7#Y!}01X{1+F|yaW%en6tf~vaU>ZAB*oyF;pF;`; z*7cR*h_07enLr8a2NQ$0I(<-mPZbZ_WU6l>eiGllPFS{?N^B9oh{29tK3~5mj;zfq@!Pi0T*V6 zl*x-N(0vq0-3-{Y$rYY&mRbw&9-g>BR z;V`~J46f=;H{pE278wYO9XxVcNtvQEtJC9kYIFBA69y`2O*Lw1ZDz}<7gtEZN;Hm5 z$m{DfgFo+z4g;$dF)S5@X6z9HHKfBQ1>1(+^|^aAxhs-1!;5zay@;<-$iC3FF|B4f zu@I=nI=wAhv$)I0Kf$i{bQh;|G_L&T&CzfVvGkTWdMso%)th=VqyKQ`j;~s#R;(tk z*%Ty5W`&X2NK_clnY+2oyH7_#$4DwDpt$Jfpe@VvP7g&cWG2OH~{Z9*GJw|M=#i%H}?JipTV{3(b_X7q=*| zX<3>F1_D|})MSsWUSEZGlV<^^4~q;pqd7R?16SFUMMs^Cr{6&Rvf`(cwgs%8m@`)% zI~f`%G;{$dd)dt*jf!XTDe;4c0_Tq}YuRV6WawAxEGC?BMi1mV^oMkfoUnD*9U9Gb zaNpHX2XbWCh4_m;o2xTaEej_ux*6%VN#~w78GBq;VRNTVV0yu&1uJk?24d~3GX$&^ z85Mnaa`c>P(d4HkW9Q{XBYo+SUn0xcyWpI8HgqD#o4g)9EbF|@c~+*ofD;Biw>ZV` zo<4130jv==orb(IAO4|x$Yfp-vl5bb^PaG1pw0WHij3glg=6J+Otg_t^fEN1|L8EV zHNggX54uy=8^HIopa7Ko#G#^|Zp!e1L%B+dOH3r$c_G+%yu88Rob`mdl;phXQFE#trS6xmXflZ?6=qt6{ z@c?cmi97oTa%KIQQut0uO_v@iF^FizKa#N{{|2j%UQQ%;B1N?{Nw_U6+WZy7UzooN z{2HDj`C{j5pcm)Uu8Tr=?F2WTNpMD^l6!*Db*@hDr9tie5%m@>!;dp zmVTh)6kP&;65m4%FSd-GLq2fpF?X4AcuuBdAoUM-xi+40E05YP%Rr5>0PZ2Iv@8c9 zPkr#IV0dHc(VN_MD19n&E7nu}{TRlWwJ z#!$qow_LK^RcD%%zJYv@?0oHFEAtVh1)$~zfuB)VdO0;32S%!o7tfuq+&@Ao`xTq) zw)?d&X6hvCt>*!q9gWeJT-|p(kL8r<3gkNKc^rE#$x<0E-B;>gWMKMy*A{0I9kWaf zu7Sx>GdOQo?U(wQFndUAog$^CkYF1!zd41kWL~pfJD7?4fRs$S(k{2v80ve?D zMy|BzKB6EnmK-EGTyJ=xKKN`Id=UzIO)&z5xqs%}@4-fOtwPs?us zJ60?%n5PUiJ@9yKFr$b~SlH0>n8J-VDC-_zH(KQCOAGT2B0g`R36+)u+X~ZPxt`5S zOiX;d$i}k+n0;WRillqGW=^>{X!rD;sqaB)gzq+ zzf$EfI1ewx@uiXH^)qM?^t9#slYU>0A3IS6G^1AqE^*U8-f!@)_p?XuTtzO`SO!rH+*_^uixKnq;S46%5c(R7-b&WZ5J#UI&t;jm9iQlWaiV`{aUJ9n z5CuHM89!bMnt#>Fl?HMTO6SF%Bnc>1RXNIrEO}bC_7+DEmy#NvZTPAwdS3P&`u=fU z<@b^|dXA8sG@g5P<7z01t4KUiKHo(}g@m><>o^Bb;_;+H-Qbf(44uig_f>j4MC{N> zH>8qC+}*u$tL{21ML8_LESu49FY_3mDSOGwvCO_2^_6eOHA3n2_pVel6;c7`J?pR* zNnnUeu^%XQ+MasJv+zfrEZAtC9rd(akFvMyRbT(=~qbn=pP0eeYFlmp1>UTRnFR&w= zwUeYnh1Wu-eAm7`tfGy+#$9jqX19uyPpTVBK~+DO`u0(fKU+&Zo*+H-4P1y97or8- zos?rgvhtX|w3B$B$9uF0QiS;Z^-aW@Rr?ViNfI-8Sq{^7PMY0WNn(wc@+}Qj;q*Z> zH;IU}IW57wj&`Q58|!>DrM_@nY4l94o=?31d6)~!rsvJ_4h7Y?GF0fiGJG2L0khE25ow!kZLvt5EA*awfN$v93-y zSygz=r=mlgwx)B|G<_8G{4ob$-l1A30jw^~To4s62}0{ZB@8Snc4rMt>NqH$XEdyUmcFYBc@#`S?mib-k?ICNpX!+L2+>C!oIWgixNrJVs;P2cYtvvjx^;pQ znJ^<|l{7J5ieLmVCm!#)6oQ1OFm*Fc{Xb+%dNxPe>4k!MV5pYLR(o9u7)41e-Cp)%au^napynuD4 z%CC^QL~4~Vp}gcE11qdJtetX8OF%{|+&U^a3L}drRl-;ooNO zzs*@h^Z|l$ox1#!xBrjdp$-Xk|34pGWC1HIrf~cx3oBjO2XgKxEv=gh#&175D+lht zZ7k)VRoE4|&UO|dMp}q&EES9gO( zWA)mU<#1oOLI$zXrJ=AZMMB}%u;)+3(++IWJi7LnkYCo}jG*Qz436&k1#Dj0kHKde zL<#SFJZ1tt?~}@RG5pIF1%oi`Zv#-db#o^EE?5#*f0EO&L*V3Ah`Y2vb}hgTW;!MT zvSQ>*0w&*9P1+w|e@SHmDd^&^7S;`bGPi!K(uV;iatp*s1t-fetxzU<#aILlKN&52Y5j8t3 z@T-WOqU%!GjK8lnp!8g(v5w&g`6FgkZNb`d+;fAgJ57-XTtovld)$j`=7CFaxV9Fy zs_LbW(K{HpsHphe&!%Y6xxVbo>SMJ4WVOM7vb8~I{q=0ssMGK}Ywn*b!N(dR^Ja_h zm6U1x1w0NgqJTZ~Y!R3PInyu==H3#Rjx=nAd>KQqOR=DK`9Rp6p-MmAVhjFV(*^On zR+V)#h7a5FUU|p+c>qS!^t!0vvH;|SpRy;+hDX4I7f!M_oMXvyX*@XM80Pk8jK^jhEi3(M8hdt!~g<*5D+};#L;Fj_kE$dr} z3LmKv`wZLWc>G!~VI)#s4%tS;e?K}_6R4(yo1UVV@rSHo2->3!?7)$n;($pmu7$}E)3K*;Gl->1;#I;yj+ZT?GhV8(#z6~6B-`(m2!*Vl9e1rEj@t&T9NsJFHj z0H@4p;5hJT`{>op7uj|pv^A1zyF>j|(=#4&WZ&Q-&A&qhwfQbwZ5bXb3k89%H@bmw zV^o~DSTg3;lKbsD_~%8#*d!8&5m6BS5p(~T(6#Ao*5m2+^Oe!XDjw+~tI8I=E@&5VVI`QYpjSoKFd29&AWuJ)42}bv~-7b`j3!=qL_TvdQj(6R0ns9({^v5{RCc zfY-voL}Dkp9~Pk|z<~UY!F{Uu+%HzqnVg)}T5>oJhvrX0vA19X+L- zb6($8fEq9aE2Mo15O0k|VMs1sN2HvNwU_yC)p)zufJdkC_zTp1N&IcE% zN#&ZWV+`KIw?{`()*a%vUqXJ4mnGQtE4zbaU>I034G4dyYImb@*|RyCcTOK_{|mT9 zFfi>ydoCitgfE|NUavlgiiE~L)ZSl2q&v1d2Zg`+I1;lDLh;j$BS`n02;liFxG`d= z_obiOwuZ0|T}Qm~h!q|w+&z0E7oX{&S{r8C{e>sSYfbaI32dAx65_<68)oys#M#~`+F5zi6 zGCHKVuC!6N2WP~st=!U2Pks6D@0cY>J6f3i)b3ThI*aJoz|dvI@$%!0TL#*Q@2$Fb ziOtn+e6YVU82YIxsS#>Nm2DaluRmhNqea3@fo=PBD44KQNk5(_9~)3ekdAtt6OnaH zis>;`ueQt#RH z>O*tp?Ew~V4bCINWG;6nhz-8^B4*lUo6|7?#Qvmb`Zgb~K}wmB6`2R!uspR{tK%ME zc54{Qc}PzDW>kcM)@mm?UP#11rpQ3;^6Mm+_}Am#;N3Zs$MG(5XLk2e{d~PXor?b= zR=Zc-f0|r(-GGbBXW><}07)8gry7cq%)my51*eY9O4Yd>rh9Hgu^_>;6YXrs9kvN` z>bdH20^9etnEuQG8d-(RgtKnz9sJ7z7yk@SM(RZ+2B@~ef|Gw)ft21 z_l>guez!lcqaoSr{lO0ix(VQg3CYd^Y?q?e(KH;%Y=-rx(U-zFS(Bz4)jmj>e|q}_ zlX8#e^N?5W_M>UnBTYwF|A?u_3voimLVUa|JB3vM#Yp}6M`wa}qH&cV^GROnS3uj- zzzOXDc9Sv3FkkMAZ@O(PEn1Hp_gGC~^~{(pbqXaCnXa_yo%4%ZsB0`zYqnoZX||~L zE&oVuPThf%u9a`whyCC;YY$Z@7y z;FZlhN?6!x$aA?r*PzjYll3!D%BZXNU~gF+9*0?C!1T5ponU#iSm>|kNlnIEJcyB2 zTJYz>6gfbMU%%%d8x4El@QlV6RYFmowUN@z(*abBvD&hS;^q>l{)mf~bj&nO33hv* zLW{3DVh&RM+ufi^e|OhXIrg}2z`^lhDHd)up3`J27NT@1g%d#}4rX9l1!^~}?GrXdJEp%}Z2S5@StA3vHn;G84s4eg&Wp!1=3(S7MEC@3x z2~itbW~VhM0N<6)p?6k4`^|6f9k^!&bU?YqCz*!7M2zQlpU`jM<#~kpKns08ue8~ z*G-L{xp`i;z=JU%Bbjt@bSL|0aa6^!jU6Nn#5zYKI917^@MXQvWGgGGqCGs5Rkad- z8#N_^sz6@!Hu=wUQ|TEB!H9&d@hs}c&7n$dyGQW@(AKdYo9XoklYcSt^pl;wWQnc9 z5?vQ62u>vW6U`Ro89926OpeQAqowHk9yN*%CKl~#=(nSZk|s^TwA0}_Hm*E|PlS;u zM=JCmqs=Q4tM9Oqi+awZ#v`8;t8PTgKfyBQ^AF5n=-dlTGITpq-Nr52RrLbh3M{Tw z9>IL8qlt!2omrOaZ*w5_!xj7z45}KxIYOuvh@95QbvRO+ab+fxKuv01K8iMs%F2N$ zzQJPj=?A;=k$^&{RsE77mW`qAA=VknHzTPlhn`WHi!!27NW6JIcG+{;eY){t;96Z1 zSKvI1@O1M_%$j5vJc z_NO-f^%smM4>46Ng!Yu@yh?uPTsY*EpJrz08-g#2(0wbN8LP=YRcR9|=Ai4oqFt2e zap<1K>GISAo%hfw(^l$(V4l0BKFKAVHBBVnelRAhysYH@HiYEe)&~{BftYbXAC;-` z-s*}P^0l4SUVAROOpUo(uPKdVgk^Gr>@;Ir?KYv)*Q-CHc`k4D57 zV+GyKlMqgjN5ev+VXPTgG5Llsh4FF;eKHwHzy!?O8vut0#|~}S_q+_IB#WhmOYR+o z+?Rp3pvIVR$_TK}Ew>Sjj#qc^WHe{Xf)V*h?iV2_e{eT>6Vw8g(vHse8{@EV`ZHu)fh@{g3TL^_&bce?@N0nP!%eUTKOmBLG zsWuM8@NIC7pJ$SLzP`99S#K5njE$LAlR~qTiTU9}mp7*D9pDE1NfUid7SFA|Tn$JJ zNo!L^oUaVuBb*PeUUvgB<4(G(0Vvvktm!#@)WD(soCGVaUIDw(EP4F;5wR+Ig_pDY z5+TlrNa;~AfRidc3X$dN2Ui4in%;$VEj`N7B(`MeJu1cIo#UMoj9StTWniA;?GD-n zL`j%h*@8EjcbC#$XF*|40Tt8jUtee=cxrH7BpLi!-uhIannVJpF>(iP6!b-1 z3E>XC*24j(>FH1$5N$or*&%Te^5`Uz$6ePsv|R;~0dpPL*x&2SjCBC^?nANfs)TI- zkiPQ-(kF+xXuGY=M-DPus`;h?h<~V-bqH98r~|ne?zSriRU;c3dWB{$Xbxn*>Np=n z)eHxf4@R}N0WbrVoZ_v zOxs4*c21yPfVP*a`YwzrFwfhAM7s|n9P#g&zDWQB;)(em@{y#64?m%go7H?O4CzkS zm1(lnJ2{y>XT@k%${`12ps?=qFN4iya$DA%Ut2nX58X-I%JnQNoYkm~_D&Qqz6P_8 zQVU!Qk7qZQshmP$7j(#bo^JLQFVLC;6>w&w?BlExv=`!zrMJQy1(^-YAm^wVsj`tQ zk3wkk0v%U1>kYBpXlxeoop){{DDFP|p*7bLC2L3w8*;f~RodHb4Wu{XdFi1u5L4HO z?!3PKZ4MlMjQ@b#U3ZufYmwh5wBf=>(l0xfk7aSsl@HsL4+0!J%#>Tvg^PRkeF(w< zNQWb`sq$?`Q8KR=?RhX8<>Q-MJqn&pXy)t~;i3ddFm@hL{vsvnY}PIa4Yi^om?KwckYRvC30c7s%dbp2k&2) zQ(`R2TeP4-mCIwh0fMvb_3KLV#(xO!*elfBS3-(g@pGCwWe zk3AQw^KrNeXesFajGFX?o3r=xu?E6K?YQ&X8idt_$+xuFr4T~<5CBUhmo1_H-OVA- z7zJ0uq$n!trTfmH%6*-amgHC|o=p{ZS1+(L(P{NFk}CEYz#qyh^KKPe?#Hu6F31R7 zTX56b$|q7Ohj{mqsqEc;U55a{x#W;fMd?|-AKd6dL=DwH_?7CQWk_9)SkG?W%WT`; zA|>eMxazuMw4mX!u^sG{z5`wxL`!M&FH&?q3Po|*cuiiUd7UGfj*uI(Q8=P}rZ3nT zk$T`B`nwMP(xy@}<;61EvR?k}Q6{_m!8Z`2e34v>9r8|iwpxQZAEojerIKqFw9kytAbJ)vxErtZM(8**kz51Z$gR{kLpiO$@4`66Wn+3(YCPlKH3D#ZNw zKl`KXTslpaL6i7nBr$dZHJQTl>Q=S>AlH7qx-~AV$|YAbQYUgb|85!*lJ;-LK+3O2 zU)#N-j$8hSF=NaAa->HyY$+|3wNq&a9OZjDrZQXwyMt4uI^SsFsCi32;06Iv+9@iF zOEVWA_=S5;B5oZq&wYPx{J+DyP`EFm=Jqb>ESk1${z9Ps@sku_fng$Y;TKHs8^{Xp z)sqSb)_|w(D>H7dwXo(3MaGHU1gl_V>U0>rX`pa>~6-W%^&NjQ;n7|Ld3X|Nh3m a(QuGNC3;5uaftx_lNMLFk#qf)@BaV_j9u~o literal 84762 zcmeFZ2T)U6^fww16h#Ft9i<3Y5NRS!IyO)dP!NzHARxUdgboR@p;Q$q(t^?i1ccDL zN|72m(h;PD-a`#<9}utH>%2GfX1;IUeD6OFGcn0I*=O%nf9to_^Bby4M-H(Zg27-% zu3ovM4ug>^z+n5zDE5PQ7EN0^VKB0z78ftxu)3&p(aze=UgN%@v5At2t%<#bvAWU) z80?(Czowq~aZNh8hC5pYyvQ}?;+%-lt!P@lj2U%yGe^EWz8)d;Q zGPDtA!7E31p8C`KfuMmc-A_CxEK{a@1>R-dct`f=)Jo%;(%WXngA@58*utPZtK!<8 z)se^<n+lO;CoP#DXB7H@so)_8q^{)pzj8+boOIt^B4F2^c z8>Y<^O*NZ|d-L+_GlR?gr;`1M<=xK?jB+i*$qqQob_d9ay-(%kti4<J;Yq}R5A44Q1OEi`7CAPjXqwas?;`m9XrgHkyMz*j)KgVK622oE9*%km_iZj5qZ;&p+)uG*6?IC|9nX6dihD z(?B4XuJWYpQ~k)ph_7cHHfo48D?Nq-60sDWsJ>ci}5aJDVqt+8_sk3LNbD zs?r@)LxL&AungY_Vh@_SBUerz=3lMw>9Ol1{h7P8mtJsCS$OE)jZHknGG_jEEZ+R> zO54C>|7YG+A}sfoCGqRTSksvc30qvVjme*9%r&`+4kKO7Qyd!)n%?JX6}~ET_0^-5 zd<#@$Yt#QxqUX#?dqheJdoDTOE@|#*+Nx0N8623*gW6tL*iDvi02C{G! z*Dw;)-*De>RyDyLw)#?@w%WdhidvY$b_YD-Z!;E40mRp?)+l@2)@Os!j*kYT67a*s z1IT@-iEgc2u?f*StwWv#cDm(C3$m*B6uLd0T1s$2D$91IqbnWetYyfJJPbTU<>=%; z-+#p1?^|+na<0`LpILi!(9a?&D?5DL=S%gEA)`a-XHPR69xjVHHBm5Dc)Tg$Xm+Ui zFzloI*>j)mt`avHyItc=95DOOZSY7F;5m|110VJ^uAA42dzlRt&%i#&CAciByYQ47 z^^=}!d-Ua#wi*jAg?(a4*Twc^AMBe)vHsTjrkm%&zSe$NUd-0Mt&=X46~^tgz(AZc zxqa1CMFn;myrzJWcw4~8z$+5)#{&LfFwz*(-FL_pV)pI6-d6^Fm_zgBCJd$kyL##T zEf-h*LxG~b*VXu0}T@vG65D=?GL%ZE8=_W#X6@sN}A?8DlRA_Jr~r_Pr@xOi#* z%^QZ)^ylv}zf>XHZ*rULJlSi#ySGgYE-VN0Z+1A3mR@#@PbnxU1pn4#aV<%Ok?zy^ zGpXYRt84rMsZU=2O-e>V&7t50Bl-P>=-aXw?jr8cOaFR*`t#RvX$H*+`%Nn=8BwxHi1 z7D7UDV`k3-?cOb1O97T;VV6qD_3uXp-vE#0{>KOYU+`E@Io_9+JtU`WHV%~4a`^Pc zn@Y{N(ytn+=+C0L@W4N04xflo#hTXFBrmn+mWZi@oq1cUc_+i@a=}c=x=)o|cAHjG ze0+Rf-xy_}Jkcdw!cJeSeyLqo$p4r`T2o5TjV0XzgoWGervrtWiEl4@C)7*y7u{Br z?Z;GHIClSSDawiE#jW5y8ykb6%*tX=moI(#G=(^o+aK-p&Cpx0jgQp(!DK0MqBJ4O zxi4SYWU=l1`b;URV6j;l+p;z5Eq@)ewJ}KzBGKp`SsOkJsb+S6APLoi?*Aw1x=Jh9OI2xr%17+r~EO$x| zclN3WLcqq?4wR$y5na#i6j5+tfC~>~Z%+6OJ=StHiviunhePF7XK?UjLzeUDuUzF z*Z`^1Q`sH*I%0jB)6N7($H>y>WXNSKCLXnxh#GIFcU&a;m6>fIUR&08+>~6V{nyVH zb8*1Bq#MMdOuoK2f&cjBsPe=ItZJ7hp%*(n(?m|3#Nt$GC~Ou*ZMw4Pk}nlk~aD|I5cxRvLkrgdTA<9DX% zdKVdmo6yUP|Qydvmn1!m+3`M7v|OQLhaw}KzC zt3QHTl;q}L(g~O^&>Av?4b3arvZ{Tp|TqvjTA5Qs)_gFG>b>O@97iKh>NRqy6 zqL);I3~I@@k)_6qR4N^M&U!fl4}<&H+H*4naSkJO)uj3~b$->aIqBgF2^Wt_{tc7` zRoh;>wK}FGA3m6OAsg!fgC20DcGdOzr?2sXG$zS zJtXgZ`-I^sFX{89dO1==Q@rdr6E8P%yneBqRxK{wbIPhh135^G`8vK(dCcyf9_9-t zsh43i6%Vz(S>yx7xv&QQ#i!0>AyiUhF-F;fMYEp=?cFIK7+l-eeSqELeuQ=L%~5fl z$@pLwHN}qQX2F>+Pmk~&MN_X=`X37|cDAb4hEKV9Djr+KYPc1L9Ncxv+g?b4>rj^b zZ9T5`EcOnIk-9g$q_3yqO=?3-hLjb(xGI-?JNvj$(VQH&$5f-z84M_U8(YLW?gXVO zedG@4b(=`_T{rHjywE}5S6GV|^5ms#y?kSd(qQF+__V38vEg^foo=m{ZbjJmWC#G2 z8#H<$Bwl&@jr2^BgA_1u8h!_vdEr<4+-Hi#{Q2In-dGu38448IFAsLJ1+h>skto)F zo2x%6TU`JlqM9)S#Ej2&#{Y>3P6o?_AbzWo3t@g8?HsJBRSoxedfrdl4R{gLLgUS> z7FE9buJ87Cu1c3VpRIzElco>9_Y zzk;-eZK~_UDznWGoN6lDJk1^-h%TXPBrg$K;)|3fO(-QUrMI9qJ5VM9Ej8E*>zO8c z33b0EW@A$=<(E7KgCo3llHuug85InxMr&W#i7yV(lF)b5GB!w#MlQ;4Ey(lg8=FqT zHL~RV(iUDCX{~xLcP5U%<%zt1p>1=ihgo3j5G{*|ULPb<(pGq#)D6cDz1;fgF}D6U zt;hP}mw1nuYK`w_zsTC-GUVTB`28jeN1%VP-e~h0p=x;N$XeKE{H6Bz@v<`7M$#SeRXlq`GURQC%HTI-gbWV?bt*BA?Gmq>+D+|I( z^U#nN#TCUHGjBex#43mIS3eArp3XA{=Ce3c_!6JW=Ua34rY7^Ia=LwV6IG+&8Nn9O zyxg<+dQr>P_xxYAS;qL}QDpax54XwO2%8CPM@C&O{;mhdFb&PWj}54K3V(JmBN_;G z7IAGN)U+BtIzlr3)u8WPcJ4$^g8h?VrXa`pAJxMVd}*P`zSE}TpIGBD8Ph;EH?b{` z{Cv3g#@miG)UZ@adEcKpJ(3W<+N51FAB+G#If3Hc<=j~cnadIjmPw*{e+AK} zVjHB|GR@ZCtvf_t3&iDC+zyEk>bVp($WsuT4x$45KK2!bwSfcjVa1gz@1j(MN;mB1 zUW}Rc-}HHKdPpY9Mz8Z`e)eP_$NlSH>4MlQeq0fj8wYWBh(NA3hRFbnO-d|Qo)EGB z@zvTW1rox}5nsWA_w|p}GBV%b@WjXfh_jUASLvWtHXHU_)hOPR_3Y2kMp{B6&C5Y z6@03?ozi3?t?tKM(4s0G%pRReaEj_qy(Hgx8+a7!;@>GIN>)p~mW@-ptgC{86U&gW1p>e*MHIjQ8GoNbz`GWz`$Tj?jV9V=A>GW2OH=3`|e2@j9 zhNYY{e#L)lrApp1**42MRm@TJs9B!YwS`ffn)_silJE*MNg~AsrQ9thTEyqa2W^fD z*vWR^yq{hFY3jq`V`u5at4)WX+`vAEuTO*q=C9CO!DtX^<6Aa*{s3!h-&;PLiBzd{ z#2_;BZ8WASnmD;gtKRnaUR}~-0Cukyu_Sw@fDPmo{Xz^Zy{%jn;cC}4dT!o6btJ6^ zIJNk~@si_9Yal=eF3gj-I*OGV=6UXAp8Bb@`N1`-gI*0F3a^il5R%s{On-EMO3-%Z zy)w~{S;WV+meIBVpFlSxs_0Yw-Y8@}kFgN!)U{8zue5{&QAautf%@(y`{JT*X&lLc z<1g&7=EcVdf|ahGa}|u($)>@)MY(KkMfYyE%!a9`bb0F(a5#(6trOT5_QP#2_oisA z${=~tf8}^;boL9C8k8pao~-a2l3)2mdV|;}7FjF4G2;@z z!-%h{%5N@OyCdQQ@7|4H49P7zS#e3~(f-Z;ZtluDzvmAvuL`5pqisu8M{WslFt2jv zb=^E2<(CvYKV7uY;8W3SUn@}I*_8R9iq)AvEjO3CcS~8r{rq_I=5Q@AgUE*4fgz8Z zlEu`?urv9i(TfrN8{E2qsB2XR1#CCAC_Obt=iL@Vmw;h+AH=p89B=zq>e+e`JQtgf zBmYpOL&Mehpvm$$88z9ZTM;6cv{%R0*mw)husgQiv{?>KzeHI<;igzNky$IK93PZ? zsgH^AY>v{I1rXZ_$QRYSMW$!9je>-#don%iuOZX4{E_g^=`nj^@r-A>di!K}$x^DF zW)EiOS%%~SVyR6#H%YrhR^O~4veTAB5*L)~<+l{}BMI&{9IV}(Te>+Vt|Qe=nk7-x zee2`Bc+s!Sgbg3Qw6DtnY_d{N)Ob>|TX5MVs=GaIv|Z7U=_Y?s*SYNMAJ8H4$VpdF zX73e7vi)9OF!M*fKY%}!h;kWxUIDKNix3v^u<&6BGmCaLeUKSGkzOk2Im~BJU3pZX zp0SqZgWq$T`D#C-$SRQFEZAgjXEaOZ-6!3|9EIc*}2mrxP&Yi)R`Y zQES@Vj1SeX(e5r%f4MNK20=V@7KY+`mZ6Yp+g#d?r}Sz;nskp~zbwm{Duj ztxbYjJi2&(Xf3m0*b$$!1Z8Hv0Sc(BGFzdxSLu*iu1scunEhYjNCN#SGHjd_f#BCZv_CTVGIn+Yyi<`aLuXfw_CW?jytsLm}N6OM5jJ!kM0zHGN2zJ z1G3}!Yr}K}_j4H@KCke2GN3YnKEU?PtxZ!qyAQRsnfiqJi!N$&!XTHSvYdZ}*Dtse z9#&kUqVt49=K< zQ1onYqB&k!mooL5uj`>8MiWOr2S!tIT-w{lYoguk>BsDf9thi=FxTNvY@E-|K0~AV zz~G0k6n(+-Tn2b;4g>sZ4)Qytfw_R6*UT`@~+!QxT+2T?PA%kbtqY@m{xWWjS9dqoB!z z!e%#a7O1FD_9ApC1>|)pX}jqbhF81YqvSl@B8HT;4~ay8$3V2-QhiHqXk~aD*Zc)L z3@5$*WO^p`iSUt>XdcoxH1`Ek)!a!M&*7n@gFLybu+O7=Z6dvY4P;JP2j@ffE5t@p zgpaJI6jx?fNh&{jR>kISP1nS&N$I6n>E@CvX~?6+`CiY>pJq1o zJ@JBX<1LEW)LV)I$BaB$F4Q(H4zX|L^)gpUbeYE@fN@A@7VK!N5y)y(escGL8 zK^7Jhwz;V{ymhAoWmiKXPm_`K;h=~<+FyLA0G`!E|TU>gJ7ymVJYJ~IOn1v z)`|z}eC%ybYGh|It|M<2e*~!|gdOKSEYa_=aBJe8nvHUbO=@nDRf>vD{+e-=Rbi%t zL&fcnbF`mkEN5!r3zw?__|v|CT^P~S<=iW!^*jKl^B}a+@3j^?k2t$UjzAN%_M|mG zAO8QBAo>5H*#G~l$3mZ=80VPtJLIX>;i0g$O zANKtUd&l`cRxs!y@)ZOW3a^hU>@_VrcVN*2!AaB1i?v_3{0*6DGyzzZV2k97y@A^H zH_(cVpx(169f#bLH2hi@xNR-s=)c0%?XSi(ftt^;&7(=|dzE|Vne-T_VN++L{&|Ss z>J;V(upY(Ii{narlCGTvD1?IB{(tK+pNhJXw*`XDs~5aqCtMYGQaJ=MewIpZWgrXW z;!fjXiuD^1`Ub_iI!ns{fXV`{L)22U&G+Yy-_RUD5l2zYpiZJMrncH}kd`}+R!t_u z!=d!H{8Fn%ON*L(vAUl3VdhuuaI4g;2C0cS6^UL^oBZJrzTph0P*=r{!CHq5uf5kzVhNo=7VclqIeV>7)u3FRGI?BAvEwh3@>mi^kpd4>}d2 z;S#x82I2B3AH0k_GP~+4=q`Yr$aa3K&iw6)Mm`FC;-7(VEfp$ z<(4x7fIa*2ORJ&2dK=NVus{t^SyKQJ2{P z>lTp4hR=7}Zmi5r>30ghM7X@DAx^UZ>Y zA`t}1-1T9?u|}Un%o^(E>!M|)YZt%{a$VMrzcLrP>dlTkr{_>FhKH&F@GSG2ImONL zP1lw{Jxv8TC z(>CZG2@5+T5>4)Xl(oy$olF-3kQY-7Hk0emT)*kflQ5@M6Eo_jkXlo-$U{ui$s`1Sa@c*mufc{9 z9F$_P9Ai|-*+*HR_+~Ps?nx-@7sxsNwbp&HNvXw5Zs868iX^DwO@5MQtLxt)63kMM za=!2CTU{99D<%>Nr8uX{WnvF8FP-{536o;*_>e%~@Tpm<-Ca0HZe$8fK}-x zl-OMF!2uf80wVJ;RVjR&j8(2dZ1y-g3y^!x!<#Eo`N4j~>mclkR`i%`qk4?%1VKp#JztNnvh1pV3cOgn4fsmJqe=$y;o}5JlbVseBfc zBtb^0TQC~!p4oSCwIo2__%H$Fci1oi_!~vW^`b(eaMkf3xy83s^aNet=M?NHi&o_a z`{b|-kUlEpk}rQV4*cN96pBU2G*H|bNhQ0s&u{hM*02FFo@t{l*K_s}`*qE zs)NPA&-7IC10)Ej{ZyX3hY2r$fST6v3cppaExz_4714E`K!(VWDm}+T`L*O5+ zFJrO#@bbt3Ivhec#LU9y;A5kWIzrK?Y(=!lDshDiazat*rs-Tt0oNhho;eJV~f1Hqw`AnEVfPE~{se`U}p|i24gB0bHljEDo4?$9Ulc z&b!AR%_&WIzgLd@6?Y#dL%SUHF)J9W)?jJH2%I=Sb9iOSY4)Lm=~4f+jpMk zJ-?bTLOm{QB~yfVoJBTho=!Hv=v@O-%VKg$+BNyrYPHOmY3GuKC~K`184OftSquR% zhuu|aNUhwia1`)uf^z3qw$}?~rok+I#Hk+yj3Be-u3t(ZDs{j=%!Rvv}(K} zth

    #TFr;y~abFH&BL{8wH!o-PjKxh3dUFbm#I!+m$&MbmNz!()_xFUuxS)KL6dz z=s1DVz(Y6{U_SU@ZT+iFe2E@+2tAzefSgcn)yOcL0FEE;F8gNoU0C&-6W;HUO(#;L zbcm&TNxb4@V-gR0AwdX4k^5rbMhc5jA(v7&kq-VcC>A)oBgHE%yo+GR`j)2|L|V8hQX(4%g-6bm5PvtV7S%E{DEvPFr6^ z3!iTRtd`8q0VPN)VDTpTag0J1WZ^KZ}X=E z?2*g;s4XYo2uTOiHGtkmw~6c@pRwl1?Y&^L8?G+yLo*G@lE%y(n4<6k1Qt}CWp7{J zbOsj+$yb`?;lA-wDw=ADsz-Ri9f+gwHz;qOzvyNyTj?42ny`q^pydq%_K%+I`omi! zm8Ou)@Sr!)=ium(eZ9FIo3f<|%{o#GHgjhp1IdHssnbDp(mBnffoO=7bZsBB%Hm(? z8I=olw5kadn6@@MQ5oZd0lbLC5<+o$)bXucUba`p%gtA~FRsbcZvC|rIPbg2QF#y5 z-Q5=w4f0lNna0Fux6?M6)!dyq%Vb8C%gb)9mtbP*#5;_&!cOjSVR!)Ff1zcy|9S#1 zPaKl(>h6uV5njDnC&!-DJ~vp1;5+~cg%1#Q`s0OAEN4LWPWNWkvR|3$Mmf{Xcx+0j zK~*|(DaBeQ$-`Ynv}$0n>51I_kAXT0T)>#GJf9v*#30>j3crq4ZElRps|Cs~-xjYm z!+&usDcummY?!B{=3HyC&xY5S*nSIL`((%k+< zWAA*s?yL<3%15in(dqRsWO9CiFz4a*dOKv0O1O^O4L>m`={KX*)nd`k5=AN13O_Y( z<>Hp}5mp(Z8gN@e#F>JCK=xz|rH5MeX(+}mK1EHHTR54iTmbkaSnM>2IHnr*himh~ z9gu)@P#y4m`UbEy2Ucbs4gLM2m_}2-BD3*hRIiMKz1bZy7ogE9T^Gtv8h%5zjVvvKAORf%=wkH$5%^@67Y6pXX@pOMTBohT5! zEV1GO3uK_6SuC2&to120zMkX~)(avppYGEFmk1kSByu$vaT|ENb;XphmS!s+L|Q7s zDW0u1E3@A#HW_yFxcbx7Uq~tzG=UDet-V&eq2t!ulzg_*rgZi*C01}@t_nY<$c}EH zxF3>e93aVEybv{WU4Fe2mpONNL0EB!Y8)WEYU0yl&uF-6s8R~pjNL;5XP9xJO+!4S zA8y(T6hBFhE>{IAhqxFMKdYRaeXL44>(T(QE~>R50(_lDP}!lFhkEGZWy<=Ml+8D0 z(Vf%Jht8iPW^Ng5Eg5v~!++4hHiPm96#l=cXX~FnfAUytibvL^FpvR-%edOt9LN%? z-oDQft}`IAo|IqJOKsdF^!K-2WCgh?+LqE|A)>#|Z6MNPzIuw7Az6@7#hxWUi>A7l zDhWcY=mW;>OCIN915VQvKOF27e5&qaR!H&i8juO|TWF@})Re1~jcGNK0br>|xL*XO zuYRIJejEv}xIQ~ozuzFq%RD$Aqt$t_wChi{_d45C|2xx*3LK zRWNd%@xn6Q$L~G?53nuhF(=547?!yLWioH)0y?6M=VC0oKpGSa!O&^I2|4vPyo3T~ z2Xtyq*J+50V^J^GalL8D6C@ZZ@We2WQ>J8MB^sLC(!20RvEau_7OOZ&Gp)#3a4y14 z_v&B0yc^+ll;6iSg4MFu1nr zlU>`ks|nDxjaNWX(jOtw`fI0tyB1w=h{CHqSOZEWc8vUQFGOE~^>Fnbar_q+zWtS$ zG}4RX@Gh8;_3XeWiwYn5eRn<$@A3^mCK6p=5VZeDvsR2WGT`Ly4nVe^b*4P;!BFyk z1)l3+FGBcrUX3(F=~iKn7QK54sBoX9nu}Z)ngOZo0NVxDbeA7rUs^1VHQ@m~k!GB< z5BnY>%2c32LWK;Xp?Wp?`HiZSXrM9SB4(;^Q2Az6W_7vj&mwjjoU&!-6C5Z!3g{QP z44i14^BE!xH@>~t0u*oj_IMfJX{2`LOx=|^Yf(UhVmohcVS(4mPf0Ivs~8$ucc=>! z#)EoJa#&SB7a0`(%s(YdFPgt*bD&!D=H2GFtDRdC9w@E9lP#3+gwe@PYzv5uETvQv zmdOX#9lm`u!~@ccmHeYrv4iCVxJM;d@m%FG{8EQOI{w_7F2-jw(JMy}Rn5LG5Io~F z`3>S)eDGR{6au;O#FM4Qm&6af7eD&!?%eN(6Eg#pY@NvVo@B51?3|zM-vEsHpDX`o zhe-c-NCJXmc4GmT$P?}I?$I5-8GS$@cLPSh8DzWKeHN5^1oSWk`ozA$(|UhH?=I@1 ztJqO80Hm}9O!Jenn~N>1`c+U(6$&R1fU6R3hVc}Kbf#0-DlOkMT*}c>>ic8b=I*}b zoTIfb_jU+`UsRxM9LWnzdk9Ra3hx>B<;g`*87*KcpB&?42V@C|nT)96O}ru~^^h)Yn`1<;t( z;4`jFK|o4_0x1=VJ{RM5%SAwJu6g(lu&x6&xs-_GJYS9sojlCzE5a&v8-n8*r0g z&1L{lo;JxS-j6_|>F9(Co{LM`|jWT0}Jib%n zpB}UQx?FDN0ccow_N^7AoajOb4pL*(L)`S)aIJZSff&zHfCH_u(IB8Eynl=bWVYLo zrYglFjzil||0O<@6?NxE%prsIbxCN6;ebf7rYtsZ2iKADUqU9E$8n zXIB^8txHu%yAW3*FI}%Q=e4mpu#V-tndn^3zSXtPHi1uc_Wa?tyaZ zO>2HBySk}^kF3v;-6B4}t%^4*=}f~)q$MtHF#*7#jwN!j(pB0aK!WRPl;pKOC-Onx zjKzddGaoALNy4y>U`zheM(C~M^agQlb<*1NWpz>Rl|sBpa-@beSgR24u~`E2&F?*GMmv=P5OBUnRmJZupvkCeAZZ`w6krF0OXYOsFhJgZmY*KKX75oMKYj2u zvB6J~(Lan#VZue*C^Nv4s*9HU`q#?n+N~h{Dh;al?*_j>0MleRBmeCeBRGtFOj>Cl z<1vHqSfxN!;l6jRvS`TDx_|WT-zQUO$~@#!xjqM$UrQRL94ZK+ZujU0x%J85hnNf@ zHW=4O=2b4w)mnpwf=_0ACR?uqcv)t)OiQ(!9@>Cjl3KdK^~6@JU!~;{(mA5v78wp8 z&`*0ZZ~gTQXARDuE-1J@QWC4)Zfg_hJqM`Oj`@C;rR;+QB|pA90&1aZGG#|2L61bc z0tb9@ev()pNZ5d)1Yl(f4Zgty-)^jnMBj`{qbw(wk-Y)Pes&t;;Md75mQ?~=hEM_$ zms%@s@YPbd&SQbnc#f5m#E5yTnEDmgAUionlcZHB4> zah3aRf<7JEWBWv-%4+t-iS?c=;DF+{F(Fd+)vrpK17_|^{xI{p0e!22p#W*Enl*sZ zaz@b0IZc9_^G)Uc%gU*Nn%C-d5+4MtXdFT~oectjO@{v$5bs6;{AlK0x6!+}F>ax~ zre*;|zv5f6PEWuuGrb^s*4M)MCTki;K6@>jd9u_^+Wzh3;uz(IDH16WWp ziKdglg5KqzDF4tjROz3xst!=`Q3Uui0r1hRh$-84773UmIu6Wd_u8*5Pyw9UA~e!N zcPOK{B(V%{hIse@6EKK}kOAJxqyA+UbsSqz_7d`Ccu%B?=KhPR`BKNAIuzT+RFfyD zM1+{)qN9)y@ey6WEa<#Gm8%As+yYRG!1mg?cXu~Kh_iUl{V&Uz-FxG36~P#C^Pv8_ zp-}o|O8X5^Uz?fDB42Vc6^tjRn1<%ooKD%sl>zrtTy|yPQN_S$Ymx@mg0p#Y#{P^%Zn2wBjfv1weL zEs@DY3Ds=q%m-A^0D+66RXz7M&oD?u{OUHBs<`>Hx7^|h<40PbGop6WEa-%Pca3*B zDDMD#6b~ryf`4tyhnDgSYU{dy>Wv@_e&nm%?@uj?_PY8ae1N-v47__7fmUMoM8weM zA%Fi4^?MGmHRMbY(6VBL$spn#oqSs}#NP#-MSGNr`V=ET|L>Gb?R|IW5mlg;CDGjG zC%4aK`g!GRpo1a4w|8^F-xn2Q0TeA_M5};$&qn+_sTvUM*Ixdxn_2z7s76t6`YH~5 zdK7=!fMM|AFlYPkD!uy@<}6TmV}7vUBA|D%onr)VQnv#7TE(32jI zg?gyJQW+<|E5kl8nk`klC0gJfFU^>cePayHr7B!;FyzrzbK!pWP8KMwxR}DJ!-EEc^ zu$WE$VnA+I0la^MHBgZ0AqnmM<63yoBs4HR05!FLc7Ui+fM0VR;;_!KLA4OPbpNVq z4iZ3%abNlN#9_OOI8M5c6Sg++h$>;YHq=Z&wgV!BOy9ANIAeIh(#A#wkRe*Ht=sH+ z>OHOkb?ERjVTD{kNBBTK2D0VuVr2k1D?@F3%l@p=IlVICe|+#Qvi+A}S@H3lyg#1q z&H^|IHFFR4u0jn;+i?e=kYoXlk7k_&iny@|+L&+kl!BlZYVg+TVPAS?yV5p)OXgd^ zyRsK2>`H77P_flvPqkz}>1kQdv_ej?(qkN>r>YT1-6DA%r@qw1XDhOAc%t(!br=k} z_m~w;AXi@+h9xQ@#gmuUs|aSu1BF}gHROBKzDlAFGd5a?>S4p9ceW!;^` zl{X+(wojYO*jw-BlJ#lb2U~!zbW6+&KBpl4%YBXuQeWf<-Y-0kBqjf~V~dn%65;*k z@zQe;RR$u%>dcB1RBKZrwN8I=`jdBN(H^KTDfic{VoT}-^oEE4+2wCgpJaT!csG9p zYe_6EAdJd+j%#3&!vw-t1aE(g86?thDc%bbzU=ItG(p<*$`}+cbVv;I5%}gb#*weD zonHbN^Mt?cA;062XD34bIx^wvM2o$@0&2zK5L{{$X$oBz&oiUWVr;17dk*~1khz}_ zTuDFUR=scH>sStBsR&nvduF1{5Md5v`UQTvQ~81=^4>>|X)Sf8*YdF4Jy0oP?~&$# zY9FnvGUJPW>4|c}wGhk*8#RFeGq@F055O{OoONd66lA!R#;a#=s#;0?rZ|k!pl3dy zS|Qz8{cp^Px?4G$WC50poesZEC=UjPnK!NMrU&h#LdW_G!f4FeWl}r{GBJXV+ z5G=VgR2yWL*1XiQV(%OC?5=&sk)f{?#2+M$E=>3&1r35_CknI^xMlUfam>@BnXK6t zLlcKj>VGpQoi9z&Xu0IGR)y8emT`<>p}zbB=STw^?%dR6n^Eb<^g8oz5)Z4P3#Z>y z5)%90^osb!4!H|Z!7jsEXX>WkDBh4mnpJK|h~AorHo1N(8mv*VMFaJ?wtq`6Y07JY zlzj-n=1?cBGwT4Xh8ooA=u@gtKsv_sXIZ(ckPX`e)vr)hpyHFZ$Dzt7fR1c>q+?D0 zWNHw)cgx5WWm=I4WVO^cVLe3A^Sl9O~7{ zpH58qW5jp~d`R|%^S=QDU_zb*f&U#sOWW?9e(5}TaRY#Q@P~%~>I>TbCVB)EEN#-( z@s__|up2U;0$G8;r;k_u6!$tnrJ0URgxH^+@-@f`Lhjz)t^5DJsF-{x@Si{yu>46} zu7MAg&+z{;PQP8*cn8Gx^^Wp-NB*<{C&7m&nHc^U_zQyAexv}C_H<8lzVpE7ztAU6 z*8b}{h4e#pZ$x;CLFu$p64Zn1AsA0zwloNmD23mVgq64}4^a4MA2=K(Tb%Obv|1wa+rhmn;P zmpDX8-(}1MNKcRDb|el$d);^&JgUE=eCwXaQ4yf-?JXq~&%^^}rdCk{U^K^XkHmmj zrD0V^w>SF+RBKCBpWmYxfF&iE|KnBiC)@@Z4TpcxPP#dk2EOV{&bk*K7CXpqP$IKA zEQCtpwYvv;`wA@&g|y#^@q-q2h67}62Y%Q%H~lUWW1eUotZ6*Rv|Bv}0bI-lfnFmU zJD3N08Ju^wMuz{MlNlF0bMNa5)zEwZE+E#J4(v!O)Znjvr1tlFb2J*0LZCB*u;gzv zjHKt^g(|2DcNKte9(~_EW%Ro|G&++C2nbjJd@CuR6lzlUG2R)~)5r>LJv}BFvS$@i zCqII@FbRN2>*P`g2uICeNJfXD9P_r^C@6tLU_JOR^xTn_NzC#V7&1^2%&iuEC!-Fa zdM2)%={qxj3iujVY2FvQD^~5vYspV$b&ev;(54Py*ZsXWWYo?R?b>_MWh3-*(re z!Us%JR&M(r>$4oNaoJrf^Gk;yMOFj$VfVXV1pkQRl&i4z@5TYnvS%t11^u5QZ_iJli}d4oQS zpj5(;ZVviO@gP#Xzt-q2_j*4S+npZUU*KfS1lTaWT!-z=+YwP!N=QAToVqOV%iVSc z_;29c1foE97#;w9SGR~WThV~9m7~sfYKO@kMHi77eLZj zXYEK}zZUO#;*3enYdU%0FQ8!}7NGQB{b9!Q0Z-)5c2{#JAgZRNU(%q4hwaN^-jYL( z1;n^41p%i4FuVOe0IMruQ#fa}-rb%2^&8;Ddx$F$Tm|uW{&|3(PqKyu>WwOKAO9o3 zrwM*OS!QpE?dM7wF;Go@p;yECPq$45VyZR#pMg=(kD`hEz&2oJq6_v|!k@Rj0Zn^4 z9T@e8rBW=KL5d5Sz5a+|CIczgbe-JQ^535{MjoPMjus|P|LL~3z>u}n8e@nF`JesS z)B($p@0WG_V`P{N_D=IRG5PIsa3UAi9EOjjPD2AmSVZ63Uzc1y0=f(RnMD$slKaxf zML=7FktfJdLaufAO7pk!1HZSm$ue8=;mrr5O2ACCHt=Y7)w(y{8UWI#I87~`c#W#B zJz6oXc0f*ek#-<)puny4%`wju7_PpYlWoM|0)B#1jgL2|67rDX&#W90dZ4V#JefKd~i?{QWibj^v1#i9bp*%X%yhQToMipiK zR?Bx!9i`R_H)SS<@FIPlRiN;9@`)MVjiAi#a`Lf($IOaf$4nm~&dhmVOxv^rQ71Vh z5qWK2;@{Cr`5h(lg)?EO%GkgAF-vok)%}Ftbi*w^wAtpgPPsjc@LlavzRA^B*HC65 zM3SUY+?{o1G6k#L@iU{5k`C(G2d1D_9thS4`Igh|ki)^`5Wxl-mSb`opchcH&2Zf^ z;uN*OXT?CaD3JX(8R|19Q+~*(WYM|%H{B;aO=}8qjea5-7v- zWfYorGYqIh8YuE{VCJTanFmiuBFz-xU@}}dV7?L#eYlU<7`+deGW5$%MfqKxAhR@2 zy)B?tW%hz=n^8j^HYksgDcp*FM(~hfUnfpRo8Sp%E`so^_wM9JXJd!9jx|wMfbyu_ z z{HE>y^O*mSr&;!5f0DN)L=1dF$(R5!3;~E^Y|#X!c!2>2Y7mkUVOQdc=};m6@3|Fl zgCiA_P!fAn1`RcYYT{7ao4B?U3!=(T%SE`O@-+yelf-#h;wr}2u&}Ya4&|b@{lggG-R*0ZLh4=r&BfE;whyp3e zI<8o~g^k(;%zBj89KT2<+nTg-_P@Sr5ekg^*QDLqDPOAr0i8}A`}HH}N-!|g#&11_!SnAk!166V5%M^Zot1Sf z^%H2VYX+?An__=*yZ$_2&s_+Y{M~f!LdE0lelOj=`4A`E2E_D;0)6oofbn4ETrmhr;#H|_1tw38%lsI7f_oX}&*^`}a z+o@J4B1nroG=U=pV>@T%2eE#d5e_o)uL0oH-d2HN% zcWJ*b)2*w7 z#q;0dy%l+AOe<7r-qte-@@RlZY}1iI62e1?RD1w3;O(|%FmCQqv*IzE)_Re1k^ig; zopuPQrlw@o?jal^g{T5+(1I!Fb89*ZdKR#X_v~hg+Z9m7jfTYVk zbcXM&A!duR2+$0++Y$jaEXhR}n(hcqzJrFjogT^f%@LuaX#pxSY8?!S^pMPo=9d8~ zYB+-cy!E@LBK6`sU%_jT=t6{fkRmD{wH!g#7ls3kO)t$-8(>QC47kbDQM=L5Ot=n$W_eXW)>-6&1qXT2yuZ` zUL1hNqg1X5P$5UMF@Pi`1>6iqMCg^UvbzvRgW1CK>rMN%OYmG!q}?1ntLA+XP&)Pe8kS&Wfv`!rA+`MVyV zc*h*rDjleIOGdM zbJKk@@)eMB)C40o@V|^OdJV)S?Nv8bd7GO^6wo&v3<1aA~HnqKB z+Z!}4G*DecOt`j_)f5X-V=37|#|%E)D$Rm+!_NnT9H0(tJTyx!97tGthfPe>$N2cm zvko!6hz{u(^6i0~py#$Y`TTV+anH3yIu!rQT|tJ}MxG94JGXaaJhxCM(gH>>YGn6} zg>OD$-`LH9V;o4EG8X`IR9V+H-=y$BCDSL+foIhd#SQ_Fpnq(7oe2Vj@S314clwJ3kAha7jJoQ3ot_KE+|e#NtOS7JZkV2)F1D8 z`s4lYpTV%#cXFwZf_5wlQ4ri7Rr+Xr8;{$kAA{``fZEka?Dj*a=FbnYakm-0z-|aY z^LSG%>qJW-_YAOIiDL#?FDKG%cO}>I<>`c;6 z^rCT{6zcbq8h;<#3=UN9Fj7$fc=DHmr5p1I(9E0|wxRmd5m|zRP3^t5lkzvdAmvi@ zy8_hlj zu(j`;MJZhv=tyceGXMHwSt*xU#^wInq?vq#6X+yIx_X`lAR`*haUaYo>!ADQ$1!Gy zT!=s`46^JTogP`&mVvsSkJe8DPh$ir1XOPiGe&~O?05)AffN^1Y6YQ|#3=xRb%s5F zQm^{cl8lg`wVwJ2O@Idd!%3AryqlnKechYQ&AfiqWJiqmft($|(eK%@4QZ(GoB{YB z0@Qct)2&+H->eXvS-r$k5w+br6=O(dyo-6$|14WfiWHw-1xFmw%NAl==1hyjLB zU_koYV;#?V-}n3b{rUcI0rSig``LT#weEGVdzEC6+P{(iBXUY@AXA9Dc^MA|;K|Uc?`uQg!}n6aBFM>{Etpd#GPrTYXqZIm+|O^buik1_diuaAhta5>6&5r@3@ zm#lBqJ1N++{d~Z3(o@+NQh_qU;|u%rLXM`ppq?oiFXJ#4HT#FFlWItI1LSw7`P{XE zfI>fz8b|>Ur)DqoklP7}F=YT>RI9_}#82y>iBAS1LBjgGiuULue2$c>W+A+R~Nyw00g-|I#J1xIGQm^XV(h@j&bK*;+6_b&OskVV&@3tq#Q zXaAA{U-Fw}$x;KVm-yCMvVX`SgS-skc>+<8POQNdQ4$V-2Ppqb(G$!wBmf2s9{IfN z#T)Bfx9gW|rB#_eO1A;#pycEEi*V0Q(Y!iWwDzX2=nXNf2-azD=AgC2Bj&3IkMa&i z)Np&u&F|Z#ZJM=Oy`3{}W-i<_%2gG|;91PcxpV9d_Slt^vulCwUKRN4%DL`?H|zm* zyL;0|$p_1L`aNEu@cO}lc0%Qu7{KLtzxm3+^C~FXxs8|S)`@0SOo&p9xG#SI($(qr zMU@x#u8QdC>E$sRIcN}0r)aoYPsJbAzdS~}vsXHQa%tw}gNy8kjZxg&kD_;17H4>q zvlg0Ec7^$-r-o6S&kSdeZ3*t+i*%DgNZ}=gkkChST@)2nsi5@b$bMn=`wV; z4_8Zs-k!ZcsiMqs^*ZD)zvoYabO@blm3xJomLG^c$uhouHGOI^C(8ozKFyfmEx~nG zN@6J$A|mF}BEL?iisWQ(}u)urS@LkeMj2d!+uX;3fpMl$d;&fek} zgoMeL0RN+Ll`1zF?ROC~usXF{8xKf(n3AziC7(Id%GWmrF-S zM;V*~=l)EMu{SMuePiQbC{fI-=H(^Pv9*0gme+^VeNdk1lr;FQdU45(ylTPe6#lzU zd|z(?X7bkAR=t7cahtTP=R@ z{&-5X0Qs2JUFN9g@H&S}(sY~RF;oPDpV*Sq;GX0iR0QOmJ)?R)jf=6C+2Ws)W}5a& zy{i`~ZeMpv^E$g3SOktOp52rnGk`S*_8nn7w}~9GJ#t@ze>2jDuMgOqmm?S$c3a%e z8j|&#BUNPg-qMs;O!M~P0^m3kpB*9Xi{Wlk-}M8Up5`=7^KOtV4V7BDr&u5u(tCc_ z)sV6Hn~%M#0ndSf69g8%e>j0Ov+mgLOB~zvfgkzw7hNyoNFyIiBFOeWlFIFUwy{Go zZ@UO#d`Y|ab4q=G>#+NzmJ}~xXA8U_y;rz@OgBY65Xbe`dnbwho_^rii+%w5xXKg= z+c@F;kmu@;$p*eoN$@JS{cY<%PI?pKwYLRylHaEs0E;@SEU^CbW7sJYaJ=6OnKP6y z0z#r6KZ0Bd8L08AedEQ0Mqk3d*U}UX>k*_sKTfD80EAQ@a(2Rh+zlbQ?`ayI4_SAI z3*mE1d8n=Uz*j$KJEb0^1Hz~`9NG8BO;J`tppxsLu9)Qn{X<`cL;*!jlmXl>JTZ|2 zsJc8!a%^KC#>FeUtXU1MFQ!ego3A{z<{hWcc`)(E%+OoZ&zB@yk-Vzc%OqZM|E zreJ%DR(bKv-(&Ij zZ$VaskkngVZtV1bKKJh@`pO9-;HyW8zmfhuj(>j_#*|4+;`?!P?#;tLZs7NKNj_A9 zG5uD57KU;_OAhyHWuf~@>9;0L{DR1$qN7`ZNC6j6aN2ZF0YpmuOeN%X00%_^ z<)Ql#k&$&38<2m!bUzuA9%8Yxx%5=vgCKRkwl=wVJ}b3?Pg!iupg#aN$o5rQ8l3&- zg$W?x_*r80AS4vL-4Ee-m~pn9yTP{TgQ4fwXFxm({npd;pHqVp#&jP{>NK(vas0_( z<&A*Ekrzv+OTz3R*=#KQ?< z_p=xgk@y~e{ZZ`ucgl%eRws09;F26qMzhjPN*MliG@&xMon+b@->n%DXAi*He76*3 zWWr$EqzmLNFaMsm-+%Kx!$i>5{C&MK-GD4EF7}n%Xf=cm7U&7eDk|cH#cBS%l1Ts; z!1AW`vOoU&Dp`#nO|+zMINS!LT!+dN5Z`a|j~`Dpz~S0LLKnf&V3~oMvLJd8#FAf0 zdiajCufgZ&_(u3I`}E6z`l%2{+z}<%`(cqkv46pcAL-!tZ@_$viikMdtys~%hi`cU zh&Q>z?goEbfgit70>hdb9x+!1?gK`D^5w-_cLGi`TsQRId9x3wj+*HJAD5{d3I1Fff6t#FP4IEAyV-5-|Nc3N4j8(Yr}Y2L8iN0&<43m4fTru@Kd<`h z@H_a)%yap~-xvJzH$Ths;Nt?VfQ>u9zVMHS@CyT@5TMXP_>ceoz7mrz`1t=n`hOd` z|JQF_hHQsKg5GFltb85dak3g3(Mh13HX=5b`h)5S@$WbI&s+b(Nf~}2b#88M9W*Ox zX=O{fQEJh>1@#9}oIJ=i&H)HE;stlT_E@C@H)!2bPafcIHcR|(>-KZqQ>MeDAgQ3) zM9(K>p*9q9f;d6yO6(JviT3Q{_D25{E9*e zcL&s!M>Uak?zjlhZAPQUdC|BVF_^2t<8$bV76FLx5|b5>+b~`1d$SJWrWUYm%>nlM zX|2)Qr~mu&eyE0x==pN#lzfOV0GRRMTV?nyKtZxz0wz(D8~e^G3u$iX1JXGLSU10a z+M3_?eWPwnoJq)6C<;^#HrEfW;yb@=jAc??w$iPAT>RVKQQAPv z%*=RfhHmTtfiSbl8btd0Cj6f22>K(m`4S#8E~tt+@sIay>Fif@9EP~_y01@7FMD}; zdFkC^jgZs)$ne1~E^=aGV#%(i=+Vr*y_&l(F8sb**bP$4#tp!0iY>Ppc0X?ej$H@V zH~92PUYBKU)YsBFp7noiz)VK?3zZ`hAWZ838?crQTpdDysKla*B0p?Z?59Oa{cx zXNSNBuI0V|RhpfPE2g$qr1v--o_<|$kM66rRP~Q7D~K3>59g)OYgPo#KsvIo+R37K zbp_wir+g4#2nKbvHp5);JZ8^p0p8#;nJVF*TUq=w2)IEiaH?s7kMH5v4N0l*Y3X&qWo`vk{mY2i!91-OV$O#UyYOzJ0t1oSABHxymF#JqTPqN` zHo4{eaeH+VEsuAq*Yd3aqp1qWe7xuCP83uI?b-~hK@$L}=F=+!Ig$9Df-ZDNKX)>D z2=rVBz+x6$!_B*r7C~@?--C*oRa8|U1d{H6$1nxU^9)CVz`Jak{Y_6^J92j*yWg@t z*Dk76`fImWyw9}E2}A6cfI`Q6fc?PfZlS@L;J&rYj#nt)Mc>~4w3Yb$CD_ETLZJFXk;-E1pgqD-ZeUkmI$~u^1Ehj& zg+OZQou(S{@gU8U_F;+k_Vzgd3&jG#QpWm{V)CC;F~Ju$ax7JM{v=mbqYHI!;Z+W; z!l<|YC&q_TK+gme>*7#Bq8$U&aaLx$4vdN25<3Tnyfgj4ZbS$sCLy8i@f{rDPW6CDa~mZkO)Z0=oeMHDGDS3-yw9^7ID9J2O-)A{5)bD?hdlkJ zKJ_zBLgQ1rC>gESMedoKXJ%w&1-iFXO&N;rh+mqJhOr&>6*etxgPMx8T_$VVoQ8O) zgvGViVYjabG|%(5>!FvI@OB3C-s43}iCMepMAail0C$d0U*xYmv9Sw=<*SEa-Q{wx zJr`7W{5#$86SDLZh??(5!6)FwrLyT2?c@bri-HfyF@mYTylW68ZxU%jIk{iQd zZgu1oNFrMDFG~hIEDCt?yLtkT9QKr9Jr})3Oz@bBD!}0DG>P}XW!@t> zuzck~R40iNJS@|CDxTvoUH@S3l+_whU0#9gk--wt(~M8Vn`>_>7Uqtsd;*~8El{(p zX~982{?fp?_bw1FCrT0QJn+b>aax?7RnZmQtLfT3$f-;8oXgqE*T%A^!g~+MWt5Ud zbWY#?$lr}I(w!9(Tyv#<-jd#(Pps}aja#FfwGGKHukCP=w z*d*3PZnyv3xIUe|4JZ!#={=vufVaKhCeKQgt^-4J4O8zscj+}hA0}AX#bJ>eBGTc$ z$34BjeLk@Rto2owS3qkB>l!R*2N18Kfnf<;fEiOOsQ^(4h1*ZBo~efDi9O*i-kNvK zUh3Ke<k;pmffn)6r@z zPRqdUZXu`(Pe^<`DFYcxUjW?mNPy(FBbjSSaOa zZyNbpo;3A|sDLc@z77=EY5g8i0PCiDgVLE`6VzP90`DWR+|peHlKOyU&glDSs4}Pe z9bY@Ivs&p z$8(px!gw&5wW>kx*bHcdI0EUGp$Yl{EDUpugwF@g_GTui9)R*LVoz!+JPL(@HtH1~ z)>4c|(Jwn1PE7(OpxsfQVff*&1c~|q-irQla$08mCMRBBKA06kk;|DUL-OId@9}SW zxw-pXA;%REFLmwgq^(5=8IG30n?dn@TXfR|)Rlx~0Bqy8Yj^yL3N3Y6(QVis+)rag z=4^osWibWvb6q_skXI1`qMg|Bj$iPE*3@MqSm?R{!f>um@Abt4)4)0 z78_``QKvv?jmY?jOO;dCB)q2~WACv*j&B3GxLt4rW0g+@Yw;q%$o5KJF=Ohi0UpN^RelT)N4VL_${_WKG zX89`dM8?NkS)_028%{d{k>BOzMw}gB@tx^OBiUEftFR3Rg@Az~wt*qdIVQ|Lz

    J z>sp8nJ-G8Op06ioh6{glF)7}=vMwuQEPw=GETQQo{>!QR5CXg331O7c${DF9iX!^u z-UM+HGK^ggTkRbij2rj{!49J+7MLNOhSP6Bce&H}jcIB8#;#l6lm)&$V4d5Y(Nsxp z`iG5#peQM@1<;tT5{XOpni~FaMbg!o7A~Y7p2J7w#gmrKBA2`ES!fq-aC65#e@-^e zV+1_1b?_p`NyD5)F8#VS5N!5ez-Lj-0AZt?bw5`p7bGS^A6>9X=j+450xyF}=GD~J z)fEHuct?VR@i2z?(SB)XLU{NCy+C|dq?eKUjF+%K7iS~4Ul0)t9N|{jXvO}(B?(}yU%i3|epRCfeR#Z; zWioIs1r5?ytZv@_4Hd$e^dS#WIumXfCwjg+D_eqir(F z?t(`%A6r3S!(HdGT_IXs)?|-%S+VUd1d8?wyIU)059Q~s-|;p4EVy%y#D@A?NePc| zMP#x%NN?0B71#_HZsEY@QafZ}X4VQyhdCnIlw-iN!wUgx4z=>rP5luF`c1Nhg@rKz zSF_4%x!!dS`RjiCT1cOk6K98<7|7M&@TlNF!G+=`$c+!Z{TB(k8@S;XDLelRGX6#x zNCIKn$5P$zbSbRzqf1@arY4h7N-pfs)?3q5lByeywSeyG+J}J;1}B zz}A)#XIGGMg7pU)G>_PfgJhnWp@oHoM*-%42BFXKZYBoln!HdY0RW$9d{QZX3P)7# zvES%-Y^B-&w1_LQpM>V*=0*VN5p|%KVm{29m|^zmXF&361b*L7B>s$0quujb`VW-X zKo-8d^ez;$r0_66So~SsjR6xb7D)5ma}L-B zynxDGePxlaQq^FiUBLphaw0=U?A#LJ(wHF|zdP7R zW&wpV4DdQNEqV*T;@`GEg_t&|b|%*;GV-&m+y+IvdR#!sY02}(zfSb~&(D-WG6Vxc z#Q^r|<@(AGB)K=)dQbeXrwPh{N!2t;uRj$M`0v3n(XM=bP6 z0LCc=3h|E#_-mB$)91-~V2L(C3M7Vx*PI9;2Kc10U^Nhza|{2rRzH2CUjxHWyZ|v& ze>(iHfB*cGk{9y8fzTb~k=uZXjViaw-Mh~KLrGGzP@la&OS!Te#7s&1Si_^UNWS3T zEBN=A{5Z=~d8TE;9$>1zdD&C3DMbNh{s`9wNYDE1^I0OpbAl=r51wD^|t>t(*Xux|AOTJL3Xm4oZNH3AL>Z{0{Ant+rj^V4gVT6 zOPSPOFsYsZRHFp51K=CJ|Le(vo)av9m2RngTS#bhjf(B+|9E#jVX)W0&p6cs3i(Di zmcbj8#I(EokEd*O@GI(u9D#NQtpKE7-XLmgZ-0}WEpy?9Hj_ggE~YaP*cV{D^1Ba4 zg8udx{_z{p70NAw1$AXnGYc1rS!TX9(3{N+s1Eq8-t+z+mrXUmn^~+^mb(DGbB}~0 zsPJtCWJzu1)0#g$l^<7-IYX21OA7!(BIOSQQ@|6b8?OU3sTM$aVd3RfuK`;pp6)R_ zJ1g~`-SPB~_dakIKN~@)9rM>;f9X2hcY3Ducp&}m$<~&Z?CRiu&p1_9e9R284G{~a z7C?|Z8FcnN3A!W3f?nd1B7(&~d`Z}SlBc2s2>_HkPdvl?$7Bg&^II9OYzK}9J9elb zG9!Z-uUNnYwwds}FM%eOd9LVL%T<74J13+0JF9pXB z|H1MGeqiYGm}-9}LBBuE*K4Wph;rN{=o`lc9nH4r<7x$(cHt|@%hkzdM3D230hb6% z?(KdF8_bp*hBqI&6}F4j31&ZrpH_pZSaljH_~*p+OC`?D&7B3}1CcrESwm#rOA@Zj zBbR|_xi5Lh@dMW7i`$SqEmRD^ly>G+bak)eGdUdG@jsq=1P+m?Bsc(EF)6gfQ{Hli zX@jwH8|p4e#~XjVabwL-0NJ8q@F`Bim$=ESP1TtJ?z7!Bj`1_uEJdcR5xQ8<0&Reg zp*n4U?21N}Cy5vc1`El7^`O9#V!wh~5b7Zl$D4niR>Nql%*y+`qTcg*z*b!!Za5r7 z?VH|dR8OscBrdw~n2Y+t1^0SWn(qq@wCDjY@7RJx7b#QE2O7M~ACYbNm9 zu;S6IQx|W-Kp&Cb4|4Aoe`X6{d?X8|(sY9Mn|t@cTKI&=a6YkzB_?8bO5V=FHUuBT zcz#$KfSdLZ_NXffHFe$48Qwbr>H?0yFpVezA`*ykT3PTA*5XL<>x_(yppeU@wxc|F z_zI+{?u}L0*_^Nkqv8P%G+}@!>cZGqAA{LF2WIy<_?80TfMz6tV4cVK14;MbkL(cs zqU2<@;}r#OMUrXC&Zj6vWbl57q$H679XL*hJ$*{l8}s2X;~0fVPm1lV#CJczsFIWj zzSqkw;WeO;DCiIaie$$IK~#ap&&PVcrtz`3Ld#`BCHgWPC$xcZ^683=_mhlYb8`@UlF z1I4j7clx)deb&~vW+j=Hh%0PIuRw+T8f3+fqNAhJ1&L*TZi&9W;t-$_8HK9fmD9}E z{>-}vuprK^oAz%O~BJJ%m<ZFKIj1+2@0ggeX~(dtYY1eq1F<9C_kj*eKb)2|BBp~%dlQQ z1US1i;@-7&*nHO%(f%%^@CtGX-%6>itt~?_Q6T-8O(bQ|dBOvQO1p7Q0o##JTH$5m zVTan6f4eJhNdVw0`3qaY&zLV4@Y@PN`olrCpk=l-(hSt#;Mb?sXvv#}xKyaRnXGJZ zzCoQXpzlzRmfOUNCW0%s1K*d$eLLYPfaURO=S#_9)jA8v9AviVUG>1fT%M_ z(E1qaj0F5+lm2O}p5l`{(3rFkLigUg)UDtR8d(GkkAB9bO-|xbF@PbYF62i;uX%ts zL7COXMIzPU>tfX~7o#_e-&?>!mIKMDVOgw;9ZLbPRm2~=;O`jX9XDk-LAFx@^b?d< z2}&!{oCjbPgf_{_Ut$hZB06Z7f(1ng!v$mDBj7V!D84AVUp~?Ab5I6V!K8ppinzxV zV0JV2Zv=RijkW|7Jq?@@s zZ}t83_=magoL?7~g(kFvsUxQuvt1QQSWB$)69WJf#l^od(IK;S($!*E57pl8G`Ou> zo_mh>>FvLLawY=5)MKfHwI_70G8Z{pMc9sI@Ec7>%9xpJ$_1W2Zx9;7Fo_*2&$~&b zdUt_Y=*Dk%59SYPI2=>(J``#d^E6XZ$dA}snZ#8kAVj>7k?%Vl3$P6xTH>T`*D z#K;a8&du)*yGs4K2$&m0S8lr4`susE{cNX_uF(lFj~R$5d3EKCFK+DOf-AZ-H8p)w z%Tk$CV{Y_HuOv)sPcgE ziWx51`%&@z$_qWd+5L`<8`WiHE_Z8cMI=DQPYFf0KO39YDAU5>UaTz2pisIyc`hPc zB9=p$E#~($@ga7$Rc2^_GhV@MXZIz;Xz6kJ&4cbvnd4&ws5!xq<@oc+5^-@0{hcoyKGGb77KliZ;EDH9f*W zROwfg_JFb{8K#t4rkqma;ETbqjeM1YefY41`O^xYrq~h6icJAdC)KF>83rTYgcLMS?;F5 z?gfm*B#kBX^NkcJB?_>N87-vWU2WUQ)u26x&`L%?GAYCr$|)vQ(OrxWVLFJWogPW~ zyXdcxe;e5=+^H+%e3qkWk~#F=RePDPIXe5F1DSVLg|#RcR~BEJ1i35M#2c{<4g~Y3 zcyRS6+XkL4^j+{JG;>@?W2q2SnU#Ml{5wSUBgK0^z=dc9z`aBF6?XR4m!wwd77bYq zM+a*a;~u=cjlH1F5P^5g{7g^>gIuq;Z&hUuDEJrnThP0TBYfFbH!#3k zN^!& z)-L9ZK?+kzc^rBkx;-x#_S!}s);=Vbl9#8-ZKfP#CxANl&`qLEM~cq&(oN>%5H^VZ zJq;yDpYnsGM2*c!c}398{N*rd9Z*)#y+YYM#9srp10LQwp^`s1t1d<%ui%Rj|zsc*V zb%?TOSz`9}ZdnT#zv`m;1E&^-f}@hkT(j?_)zs>Wy@J#_$z#^|@U=Y4S}Er)Z(yxNv$YOrJqHa$doIzvX;O3AaM zaPQF))86J|6hX_CDRHpumM@=!S#Mg8(NuXD3?7-={)hf-Fge z)_4r3o|H$m6-odZ6cfO3NE7j$*Ty79G*M~#Ud6y}vKol$j9wMul)ybxdU;<(#c24S zM3U3n;&<=fT?Zt=k@rKmLm)Bp#z5~`1g&zaS^IVMok^BZkqGV=7wn>3r$%jAJI1Ua z$z}#@<;KriM7M*i?84X&cIR5{D(B*2(#PBfIOzUhCDF>l0`Dx1S1NoA;k=2c;WSV0 zc(wk?e_YX_2%fozM)y_NXg#SttZCW7uqAxm8BZ{{Q=Ms{Sz|l?k-^?Db`_v4G4fp1 zQU;!1@Ak_W#oJERjw-0(Uc`qj@mB){MMe2>jNLIx!)7D8AHLaFzy~78PA9*3vvCY) zDo%CK?nGLC`3iCjxm)<{E-%(~Wz39C(tT$xcBMw*%+hdvHlpSOLhG z^%E)SjT1pvtznueRJ5Y=C5x^tD=XrJB;rYj zkW=66E>Tqi$a9UuD*=8H>i42Y>`4T&^TxJpg9tk2$p$ce7C{F?Qm)87rP z-{Z3~Hw{BpX{9g96-JUVfOdylGGk35gD>q@%MJ$$FLr6C0{IPIxQP<=ig%%`e;@%91#&=`aa;48&2bvB=!A-m=xX1g>d#Mixe^%{@e+XHU+_* zwg3wHETPRKD_z}$_zy-FNn}q^BhXFhC&3fghfH15bzc}n4@06NBd<0!HK}RNPeMcv zneT8EdsAQ~BM((Fvm_UicSY}OYhN7m`^(eeKyUF>Y(`4!?vvYTJXZXbpp&iy<2^L> zaO~zDuc#;-P!1dnhdfR)vzWDZ#0O{EYq4aGaqaAsV-Z$XV~X|q_d;&)a>}&NxIbj3fl#GV>7fmW3M~>S;+VuGF=!}3KWiHG(5whub*w**+1d5Togi>%a&@=B?4k4 z9`{Ylz1M>~pT|lql-)q1pxka%Jw52#Zh(P}*oBjLFVR88)jVI_T4I8_qTYtKixv^Ty-Yaw$x7ap{&A%`o^zcXVh2_0J`z_La zd)2NcC6Q3@K!(@6gVJtrT!l<)XM0py;e|?F{T1<}d`WhC4kt{emaG5K4#qq)u~tm2 z^Ty^C3nYufZO;cPf$+S(j23CugBY731A_-kS@hlR(5@+mVAbR1-+W%y0u8RKcT zE*>DYw$kb0!{Y-As?F(f1?1*~?&*hhU)VSe>nEIbj=ECvD-7sD)>9mxgN$ZyKAfY( z*~+5d{gDrEa0K?8{^V?=qSlV-hTEf8)VT=sWyuc%N5-%BlSk?cj{uH_J-yjP(vx_^5!T2(sOV)aNM%^%l7n! zQ}4xLL%KYnoLlurN!vi|^jZUEFYxs~^isLS^ZN(Q8>0I%0?#n7ZO3)q=r94R18wvQHFm+1`fdPCE3w`B+ zg%1U&G5HyYCO7QhR-cK>`j;JE>QC`4+(>p;@JZi4tgpN@oU)!+$)6$^PG>K3lT)(k zeoWKLXUyjJ+%O%Rfl=7B*SF}sAE(m@^ED|Y-=8^p;}JL=n{a0b85uH+Ro;O^^pC#n z?==H0yauu_N7D^QM_otMJ}HBP)6f?U!%Sf&yXslaZRrRVpRU0ak*-?@IsQU!@8O4D z+vkOL7tGhcyf=0a4Ys;=xxy^Fe_W4lK4C|35}hT}98%Br(f0bBmX_hL z&)2`2PS<%2!5UCT4acR+mW$QAQSTC|i??=$*LP|Tqo(zIv5a~?M?3o)N8({%O8Jn} zdY|9o`a<6Dh9l5LwojUgkkuy?&YMyJ`mps%n=SOD@ql(C35hFMj>4*UL>(6rzOp(* zfhvajE)iX~IG`7V9Cv=>g4`a2sQc%SDTqcf+59NTlJBCihH+x))Qoo4rTXuRjXGz^ z2^3g@ty!y;@kslDc_epaq%v2efZaPNtyE<76YlPw6jsK(^1 zTxXTZc|l%YUQ%3}o>2mwB*f`o7JCf-NpkOI_M3_-qqrA6^f-q%{Y&cNk@fDMo~|qD z4sQ+~%T6<~34OC0;q7Bx*R7SjyJc2a=_{btGfm`Px0DxZ849ZP6e|#Doze&e<~ zwF*0qxhVBE+sQ(oBeD(T@_|_Kx*VIJ`^U|y4MDIWfz(9H^z!T;ym4bsoo?W^C>0S0?dEk8y)X|4|%?(|yG=j2}hZLYZOZCh=cg~Kye zgu2tRmUEgM0<(9G(7FEr?!i>;t!_IKc1>9%+?tUAdVhp8MoG*q z7J0w_z+TaZT~JUk^-h`f;PY-Pm~mkTe}gzK^9K84LSPDF;QO7Yrc}0_AucufgsdVO zSH5MW$QFcJzP?TiCtAz)fC75*&@^4RweuNJ9;m9!rDg?WRm_h!W9`~ykX~>OL8X%l zE3`fUFONr8^Gpl7<}DP5UBpyuBCHL^e;mj4SQ@_2LyPNsSIy zO}5JV`h-8dP16ntcjr((h|b&YT|(97jo(fI0FzCdw$5y(<5&C%Hh#;g+BRnoZUOjA zWx^$Wy17F1IvzDpFlzKVrswcj{P1xMXO@M{cWF{@#rzgv!tg%aS-ToLe7hIad^AlIBW)O=$Ivb_J%yd&GHz~e zTSd@zbj8K|9kDTlEV>d47h`xBa}Es|b5C`c=Glw837%a-tf}mjVr1pC5^oBjR#7Pc zW9B<#ODUp3D-=he^_H_VB2^zM&USVNsm?%8Je1 zyq>3-kmAOw&Q)9V20+!C_g-1E11+?+?P)fR?%QkS$Nq4KUC=PJOEgGG-CZBj)3ZgT z=-H262C0d8#HFStQb3!x%Ct~%>ZjxEE~B?IVeRX<70LM~VVVpL)Xq>;Wb4nApyOy) zhZGN+)J;(Jdpf&3yZac(I^Y8(Kh_)g95C2#*#sBwkFzc!Tk%{l(BC>ym+B&Tc%F$2d=x9Tp}bETmnPn!LjK0_ z=wQeE<2P~;mR|ro3kcPh0l89iQ`YIKqs6QoM+{Pk$5xw;YQ%v}GN3Hx1-JcW*NJdW z?%FV}6t9>o*kLT}@GC|JUzGOaJ}oI1MvC7J%#qF2Z3`qGr=&CM%kUJMkAp|VFM7T9 z=uBXCTdh{$6;YE1r33|=*jNj1s+}jEmQ1g+tjPj~r5*Jq zsD+YS1sG9~J~c88P=;3Vhy+!B&4{y=Sl{V3D5w({EirqsLhA_n<=&mG6SC|-dlM%+ zJ_u*KTQe7fWR*$2#^@bq&B*AJWG$Arx_5l+xzS>u>0Y*u+=}s=NzC>X`kiJ4;&jBo z!1X=L>H2pr@7G4v15LB5*-*a*g^=hS3&7W(CHZ)Vd&Tt@&0tIYE| z2L)%BP2-{73qUW&|G5ThoVL{xVlKV3(+0`K(xicEZ_6#=R7AwFtVA@RBeu$fL9)>9 zY6y_^8=2;VF6JH=NAQrbN{_;|o@{>)KP|~14=8-O^s9Pe^z{6eI^xJ#I$v|%P4QS2 z(y8}!lN|M*DlGL7U2nO%rL=&r`~zT=&q}fL0U*-iSzhHPzQ+%aFJCN$xVc5oueuj| z#RYFEoa~*Q_D^G<=S?)do`_J6%6Qw$=q*zby8E!NFSny3<4tC{MEqh1YDP6Wfp8z& z-iaq>GHns_-BwkLVA>TNP|$S<$deRozBJs0-%p@E!*D0)$lpl7skjcUCLt1t{)0i58cQw6~ggY zBo6Ia7usBF@aAS=!z%J;5s664G368X0M4Wi$jpll13JOTn$smv{Xp(pXizt{=JljC zJK7)MExla|DEJ1Vgw^g@uB)6Z$+xSi;+7O5MIB;=^<(ADT}aXrM>F0HnFvE~*@zS$ zd(8uV!-oTI+y`gl#Ki~2Se3gX#JuDbw|6~xGb5V~AF}awqiT}9)j7)M5PC^uilWnb89l7*g2N?uA>mtFKwPPY}Z z!>M}Srr`a~*y`+X;+W#qyOIjoZA0Z{_VXf3c{77rS^YH$r6`WjypU|%?QVDE(8gxk z+p))T4>$`eGCSJZN+w4U<_I6KmnYf|P4eG+1;9;^@@dGD79;W`Gqunf^)-V_$RAwk zl`HcWT43}!i0I|^2PpMiJ9lK~w<>n?lAErv?p|KY#RZD4nOCUtr`fBkPcbi1rGP5* zPwKFv`Gx6A2MLqa>I&^|m^TmUx6+85@s%*AoaU;z9(kTV?_gGKr(4+r29T) zyMzwcB+`6sKlB=GD2D1sxa1AjAh%BQRFW+l&}vs5Y|-;h!)jKK{?2>vLWzH>gD9ogNSWOCzu!nrNZYU+S&pq}N})IKia&62Nh#97VNgvJA=U z+c*L82x$B6a`iHiGL|f3wbHP9f%&Q8Cj*6Dd5|%ek?=NT?e5K=a z4U1HtENoX2gKP1kI8uZ|OGA$rmGR^W%59G7Y;BiEq6#r>Z3(WEii|1O zAEJ|y! z{_SB#c7C*_Tm4Y?YYyMV)xNcAxVURFN^}G3t@KdOpSzIGwy+!JB-W6kAD5EUogHWY z{w;&9UO}P3f!;&mQmx4I*?fvE2(|kR*YQk_O!R|_&E?U4XGun*=3LwB#QhC)pwrz0 zM*i-d{L&7TX5{(?mF>;VH?e)4wwr~Y8$o_6hPTU-g)K?t#!T~CkxB5-L<*o(QO5at zuR#&eEbpx8z#9FH^2qMdZ@I;`;&u4;G5RyQTD+7OP_PtkEjcI9BKres(# zN9|iHyIc)gA;&!5k2`b=QjuODuF{$@r2tv|Fv-)!ggt;91A4F~8Jo9Gbz8JLYi{8S z`sPV9#%sI%OV0SQUP<-I5O(FN4DDCqh&jR75y6(+QZ|`aVJFYW8zvBoNl}hPuZ}&i zzt&@%8LY3V#QPFLYtnaX*m?a{U36om@j~&lN@Xxmo5!U&VA%f|@4`y)LUt zd3*=rpUGamk3*kh&YrD2G1w!6z8F#g}-`a4GitE%D+4CyS@S53OsLTSqURbwuw2EU{u7U+Mw$w6dc^&y#$3;d^+kc4r=$`3x35;iBgx z+#3<&)ti2fS5=#%|7_Vv8Oh`W?;Ctb@ta>AR}vhBa2|(s+kFb{Nv7jZRP|=8@`MZM z-MFwe1wBLr9<~;MhJ>$z2KGXv=C@xl z3paXLTL+IC*dL46-9cP$>?*-l_Z1GC9iTG=tz{IYVMj;S950fRT70xDiw1LKgrhCG z$q=1$>FHAa>sQw?gU*GT%PC-cu<7iaD4usx+rCYXFU$ZOTUmg%cAAC-exwg_aXb3t z-?=^;84p}%osSZF?kov(<3j7}?KJb1D)sbkrke+!LaI-mu^{eya4}O^xm2)ZKL@?I z9bf~wpvBO$U1G(!?NJAF;1b5&#$=XZu$+4OII*nNN-vNN6p979v0a5S*O~?iGO(G& zL#<^YS-8>|&PcmDF5c32`e^tdPM}V8WnfXnK^F_PNZg9K%+El$;+9HyZ@7#Ik%`S}>JHvnPMC*esMRFu(i366VPD~i|(o_@!7 zldjjVUX`o|Nr&TlFQCoOhcM(I>lLANSBn)ZGzZ=9VDio^IP zP0uRkWs~t<8u_R~LEU@cvwut0;PK^2g}$%{9H?-2UOS2G^ETvVL#rVSIj)EkmT-Sx z^s!3aVCNH$;L&mzM5mn+ldOMLVIfB$&+YcHUB$IF=%lttEPrU}q|T59e|B|)rWDxI zk)|KdJLh9ZhoM<&`hX_Jkf?`Fv<8&G#OfEe-o+mt_0>R;nGDTlejzxx5IGlDpY3aIEfQGN#!3z`Z-xpdFOL`3W1k)w%?| zr}jC(8g^D;+G%f8R}gv4yb@eK;w(^ZHr`zk9DbY%GUjkU;jIz4<9l*p(2eBFf$u(;dJv#)XP9^O9of(Mc>%5^lNSnCG*v$7Jun)7yOmxUwcbdP0>d0ZVCGJZ?B zL~c-k5<>7=jN+E3=4*#MyGkq!EJhc*^tIrfrDB-6<=ppfg&X zo;VFtj^>azF2WS7Q<=wXE3G20aq8ZWldi5_RJCH{)T>Fxm2*|v>X;4N5cI%%5mQJD zq6vum1`d=NL<3-WyzHKf@<6sk6(}liyVXo@qFdfGG06GxEF_H-q%bMGiN$g7%@eg< zq!0fJW((NLRIRO4qWrq>dVEDH7WB(CVf!%9?}b6~ZOBAlmXw=aZ$H^tm0d>i>aX^T zh^z`r)smdyH!qG4A=ckbhCf+!FCV@L4wmdZa1@Gxd8)W^Ehi=W}wAsqm z5)mi7d(5j@IBrqr>!9$qyDPVNgYShK$<#0BQi;mWN4b<1N%&nwv8uWS)ltXk?rq02G?O&;1f zEmCx!3!SeLB5Y4B!Fb}81veps+Cuqo-wOE(P@CSim@)|^+uMU-D6;doFgmUq`5VL~ z`2`H+76}%UomvM> zPhqFXEFW%EV=7u}-PlDsQUz2{k;pQo6ZXKmYys(Z z9guZL?JfP5r45Mwk~IRDYj1Pk8`<>{lX&ymd}rQ@drug&z7$mUtt_V>J08`78>Vhy zJd&Z#eY|UX+YF%*!mA)ST?XZ7ejl(>LS?Ng#Xw8D_cFHNYOvsi;ULEaQWajJ4?7CH0YedBFmsH!a z09NBO^Pz7L-dk{{^x0R$gveV5bFpv}k3xN&y{tX4y{JTYc=!tEPz}FenaSq_b)ZfV zl;rDb*g`oi&2~uQTx7?funXig%HZ=2fGkSc?K^oUh{A7mvVHDz;6`WY?yHJB`S4ie z<_;!@$ND};^rl+ltk8?XG;V_Seq5DPHSaq% z>w7z-(C`rG^BBV7eYaHGDacq!|8$0bxerJPADXi#-V(B*KKXhxB$R~_*t9|JEp)%q%xYyjtMp7;N-_m@#s zwq4jTst8J`pa=+vpa@DUAP5L70~I8cZY;W_JC=$;BPES=cef(lEsX-w-TlprQ19oy zzrDxUzurB@`%hVGU2(=dXB_i5JQ!@&hpK|ie!W+pWn)ULZe4K{w$XR04a%=N>4%zS z`^8Uuh5!;iR0M{HB<&b)Zm$kTbx)zy?0>Sey;by?gkB?7wc4}Ef=9=>JD}esfMvB0 zDGA=!c^i}0=W7BjvL)xOB>fGhO#N|mIjWhmC$F-N=T#gA66NDuo3k8I-ZAm{)(KvI zhB=rShBvjP<2L(uhO56E+lV`-?<2n;y)#{L^Syldwo=>bq_NUO1r178I>)Id3`g%T+_q1J1%}!Ah zVT1G;<5)j`!|{sdW>NRZ=epdnGRdrj$LlytFX>$MjQGX&)aOVkk~0~IMm;#(`05n~ z+w_0|2-R(tiJlMr@+fFXW4PK|E%598NF)OX+JW-XVb3=eq0L+^tMr0$cXx)S1Op2L z0V?$AVG3DA^^-yTcHv{pnWa6>F=;%yyH0M(tX-u~hG6Vn|kBS*~`tuGljSAp`_P%WE6^@VpC z9uSH6EKT%!&Z(-)_^&H}j-Ao{xYFOx2u(FFw#9PC*HRzZRwIbMNl~=>#fyNmkM}Ek zskXGHbx1{NrAU}cnCRu z@;U4f)m=*qMHRoOjg^RWN3D)n_28rO%Dx6gYJ94o^f$t22=&YWGv z9@J$5jcxmrqH35wg+syJG6Xb_AV40*8FNK%nnK@S^T%=rNo$FUPdzwvR>782pxJ8&J?r0X| zuRD5rxdDk(P=DGED(3$D03`)#9@9%gPoIYM zSQ{Df7&I5I==s(M_4W>HPuAC5Ila0*@q!2EE2QE(xET`9g&2u?_+>=OHn(W&ssR}B z>~0sjvgH^}_npWK1Qg}bK!LE=&wxqQn54whlDKky4SEN3-BJ@3vV}}dvk>-?<39{j z8prdV)~fvq9#Qors!pw#{#d-7nM=yhdYw3C;;5M;=~2ySK!|yK3XzVuLUQHG19!Vk z>Kf;&;IX#X_r>y6YjAn|n&i}p9*eonPgIUUUaRE{f}RF09XbXhlZvxI-wp6GQsdeX z=xCCI(hXHpYDR{4jI^z>npDsgK?$VW7KCg+-gwC(&K?9(y%gOn3jdQ;81~j%nitiArl_)CP%2yfl$vmu8u1dBfH+ z^?M3pos*|qFetc<-H~pZK4;yS(47^#9d$k0mzX}aKi`WhB=aD-eZ>u1Gj@^>Mo5p5 zzZa@eX#j}!N5)@iX*c)_9%G{fWlp6n80v1HV6x3t=@6uepzw(BYnP5Gglv+%oTlb0KWj#XxA^)@P9(>+)TuTv*PN+rWP5y}#haxfas)OlPm=?!4 zd$(f3O{@BMita4;1td+oyp%JqIeVsYjyLEU-}OWOVQdv1dqu97JqGzuWIpY8^+JWS zSpx6 zRzfYZnl@${d@CsX)#S4RQjLY>(`g@z^5uF{NMBaN?ZU)OdnUlfHm3iOZBs!HwtIfQ ziuu#e;3x>z-w6Ly73W`KGIZt?ii!gn_M_DX&4QP)^6=K+FRw5Ii8QK@96TH}5}cWBV9 zcWD%<7&!IRMb&JaY(ib%>u8$8G*vjn&dHfQCsf5lZI3Dhok_3ica)A9+9Ts?h0pJY zZH|fM(q8pvQtM+C|AdvLFXm3JUwbW4U!m%&!}N6a>tnu^lbr#zSr}}1CZGDfO7{!H zC`IhiOCMCMFGK~HXqs42XV zbi(tkauT=@YBYkAhcA-#IJ(P`5< z<V%4X{YjfodFI$zEefu6uf^@iXyXw6&CUYN-}Euu61mK--irI?j4Q2Ro6 z_GKu@)d_RP`2hasBq?v#@t1ewh#Tc1)N4OI%}Z+VL72jh-r_MHeM0~3e)a5+QW1uR zUxp35ou(MCs)bg*E4-tSz6f<^mM#&OgVHbdU7=938CJHe4K<_J`3`=ET8I*?e)$Qn zP3OO0Bi`hwsxcDrKNGv+mN__nV=cSahq`!se48{VKtZ!yzE@M;n)pL|q~LC+Qxo05 zb`8bQ8k169tF^(e>p3f+{nPX$7>ITPsA_WdxHx+-*4EbMA%j~DOn=kLYa8Nj=Xq-* zxMivlWT|#QG7*x|&HJYR@gZ|n=Afk3EMT2}rI{O~O^JGspYQJNc>2sTps&&IhCx_@ zd}eigATUvQ1MXir*!-EV-_`;d;a$`0VBP+r+vRTkPvu`X|7^i?A=z)mBDi)~*JZVq zt^39Nkg$YX4F{(V;cgkZuB&~1#!lb!2tK3JcdLqOwA~ubwZh@tDOo$S7C2pQ4tpDtDRNioT;@EBfi`XX#l97bi#Vnlx3h>gGsJ$z%MU zALEA7YH)`<#W+rF9$$R@;Gj1hTaN0B@m+}HZd@&oTFwz3{ieCZ;g&wh@&H>Tnd$d zE0|26XzGr5=$ltjuxN4nTFTs1c7K*qAFq@6V-L-vCB?0ZZY_0MD-rrZ+)Pkw(7zDG zQxWYQed>U9sxb%S2<#o6866+~ExL}L1QDN)A2A8f)?Mc`F{{q(AZDMg66nk?-q2&q zoxA4|V%JV+bV9YYz#>vEyG7XeuGz|!e8oV-Ff@iDea(op2-5$EE-?E#~~ z^2cdUOS#leNA!#@RaFJlLXWclh1+TYBP6w!@-mWxDF^*VF0?5l!9?@F0u*Ym3f9%h z{u*1pIi1ha`dWeifD1sOJwa1V-}*Av7G7$T?pg_H&gVEf#K8SjVvz+c-hT zqUnQpX=5{dh8xEa$IsLgWxeveSERDw1cnEJY|4{csCOsW?do1rT57}=EVZk3s#D55 zET`Z(UH4>$NhF(2rYu)&Th=C#kYX$+WO%qv*Qr6ksgJ$k`OQ}$!_8S!3(fHzS6XPs zZFtxUT=9f{8@w<9D(Y|{(2}1reSdx=P}!F2PCajSWK+p<+i_Tiu#>pd>eoiDa4m{lv84F`1AC?%5dZ{Ls-<%;x9P#~e?C#D&M#P2a0X@p_S&DFKvWjPt`V$XuEtrb=Y z(ALFcw@W;-S#(=H7gi0E;a8lpHaX*aO%uubdh$Hd$&R^LQ^cl&E?lfH2hK<3Z{(^S zm5LtL_Ri3l`)oX8TSQ8@BqS)7eMCUYm;cLV9$;5&mb8Bp?w~bJgM`mTo`=?!dD@1T zD99Jz5XuKsu|LmdDQK5dv7k|My%FZ3XsMY*r){_dDY4IrAeyIAv{Uqmxwyx9a{7E% zAvZq6v#{tyKomx!C0{M@8isV}eYf+61&wF=ctbafSfl-ZFou{v%a6U9cdW+lhr@BM zsSIhrH0ZRQmPyc{l~HQzaSrLax4jS|OvhxB=OFcod3wg5I7GeLc4JG5mCd(ZusvRe z1;_zojmY;I9>Bh75S-=CxT|bu6Q7|us5KVD_6?MI7}z|Xzm+U&boZs9LBfa&@6LDK zODf89*j)7Fsf;hZ*=x6By0+LNqV_T7V$(YFuIEE#3N+K@^_dZu3}{2qnY=4KEy>~t zanO%0O3T?e5!C% zILQBL^&qY_?PVE=HM&(x?D1;NW3t<{=Emgwp(~H=;iyG$yzFldt1xlofU^KY_^Vvc zkGJ^i*Sn-VS-H7idc}dWS+jqDnO^8B=L{Rb1LuKf$@rX^*+9D03af-!FD*1OREZjU zP3j#d^X~ZIxx00+LH$MJrQW0iDjbiUZOb63U|vXYIoyW>@=+~d3YizSi670l^KVRY zuw5x&_?Zjc8$GsGuIKEm8RYU>m2wwX%w2+J;*&p$G_uOPJ)!-a)<%dk@w_6sAtQr6 zcQoww+GM&5fQ-xLfd)^Im6dgzSLuXpoE4IPs4GQiN_RnGRQ{OUrp9#ycD2{?mfzA9 zq8U`&b#O6=1{$nGpAFroa>PU^-d?$62PA!Gnz+euqS1wdr`@=J`*~1zX{LC-$e7ZC z2X!yu4x_x+#foz+^3#Q!HOA!l9XtZlHvl{To%rPCpjLV0*c_o_h;PPZ#T#;B;UJr! zNUJ!XZN!@i3OwOF9HSRd16 zRjuZbs4(swU}hFgIea&W#-=lEwD?P*>ccR<9=h(Md^3fd3gEx*O!6)^o`wzrrmW0~ zl&3Udh5mazCaEk0Tm8zZb|9- z$MOijS$$pNNAQ?^CB%AF^B*QEbkqtvMws=ci(s+U-5ja8bu2eea?PT$_oMEwT1g(K zEzbT3^FkFpy-3};*hIdicPOP;rF>J45=BYL7itfc)GO9opW+zTHh}n0duGi}y4mF? zhLXcySH(V76)=#A;f*vfHT)Aeo zl{<3sVe$5o`6vPH?xWWQe#6uWsU{e!E>{qtP;*Pq--UuvJb zNWT0tEXQVIed1VVUo~GsX+p?jhqIeI=^;TuCwYxUCsGcV9SNzCzHZr-1X@CxK(m{e zEw-df!NNXrB$V08K6qa{Q-toS>14BUJ(qqYFs1~E-gx@LvC4y(dD7E%we&})dh9BC z!)8Wd?r_=J@Wnu*x2kOU_qTBA%42s%?~kY+?p`U%HW@eDl@9Zl9_Y0??C(>8CZu|# zjec6{lhud8N3CSDM6Q{b*|(NL`dl;EtS?39cx>@zV)Jr z%jw}fnEWydx{ufUR{BI&dKQvFFo`RFazI^uBke#FvGEE9G~)7a+3oblkGbD@mJ@Df zOJzHm3W`)SAUrtBKGS>Qj@6QTh5YAkJtUxjR~mqmCRrBMz84N_t| zPdFyORp!%4XP9G?E1}0UC^#JHPidS%Ph}}Ia;I#@%dw!%j@Hk3LSJm8NkZebv6RwZ z5uReforCD|vzyy}R>v}qavY23-_m>ZPL99SBFKbT^||$Qc7IRnPm0vXqP!Ki?04mp zT4h1MEON}5txqrLs)io-bdE=-dLGTg^^E#ZKE_^aqvK|a(r*3A=gsE6T?&}Xod!5V zmTNa(%F>nosX4AECC!U-ZVj4SI-ER-sc(4aO^y zs<5!VoSa2iW%Fl3yTU@gNpFx7YNS7AvENWvSAAK z+8quhP>nMcyaalYnFR0WKI`R;Ww!SnE^ThGR0$=gzJdl+4b% zp;K(U(mR96Lp?ysEBr8$DO=Iqq2Qhn8VrOt-Z%5<{?+o@#hIP+{4d>v#CVtL z@$0YkGh`hsB`RID%nd$ms zw0iW}WXU}#tsopP*E7ah-otQ{nA=opxV+n|a-B~W=bo!7y+jyfxOCRvB54YLOpn_gF9FJA<&!I(rBlZlR3%r+p|<|mocqP zBn+Cye0(B(pp{&G<`cW-(}}5>nd4^0)46vfdQMY@wDB#crjAL3_}OQ@k*>69^UKd?ambTNjx=b>c6K0=&bHRI!E`QHuQ>wi`h;#*Cm$1{d%LeO zYifK3(~ySXNYl>tN^)d+!+9Uu%|SEE*F}rs#fy|X*Ennjjw~psOR9MNs&~O}oWZ;q zE#{^W#J#h$)B9S*pW}Pz^AaO(sh*=tNpAP|MjmB``Kuu$1Snqu)+>_p#A&Z;JQ7mb zS+8x!@%RvK)G>@0DG7z& zV-oDvSr9E@dlej@mzUCZ{^qVaS&SkGQ5v!-5Kuijf?l1qti6`r3yAOG#^PH7y@W98{j}?J7-OvVBRXn<}t))a8fk+i0VDQh#EWX-}{&H7qPU3?p&z z%zAj{_wXBl_|a?Ki-e(VZ;ymVpw?u$edF(EWDtfgmTN%jfW|qaOjPVR~lMG+m(_=%0UPNCGHos`I z(cLeqU%X}dZYoMFBzSwHcqiWkJ4B%cIO~0+Rcw|{P6RAfm9+P#h}|?$~X&y)KH;S!4_H@BIQbqmfA?N`?T7fyi*wt>_B`8G|C1Sfd*(+JvU#vgc}eG)6^`0 zj_6&nMpGfs%1kj~jp&fK0!fnw{{Ch%)N~8kC0EKcEUxZr7P~5V`=X?#0`@3Pbk1v? za2I0L9ifp7pIs9P(tYW`c(RoI@F+i?l^fM4peuq-at*nEy=b>1^JJ;bH{&RuZ^*!D zg57Z%)jhlwXQ|M$eQ-!4yHpzy8C833>!VQBtzTT&lQ6$8oX3Cy?Ln;2ZkqiuMuuXE zVK&)rE8Zk(-a=L8>U={GPxj;{>w$nO0|=<*_br2>%E3=iL3oVH1vx*-q|-&pcv27V z{r!nD69H@70V5p&IY>ccxMG@7D{q2(~qQmD8dVOR(raE25 zEh30G-guPlo<1U`v=^#&d>edU-m*6jBAXjO-)VtVy)3ZtaES>HDSbKdWCi{& zdkW*!>Sh^>tp`8_`%dQTYibGtH>D`p?aLB7+gm&d3vYG@fZekMv`zgG8Sq6Qy-R7K z8ijt*7N9c>+~5 zNC+P^3mO67O6|G73n^Pv!Y1qP%%blR zzrU6?$mY1OXFenb8d`R`QRSFq_nv?%@mP;hg9ub;Ck!hVL3ogr0!VZ<5g}1MB^o>+ zAofqn{pG(1?tavF6>AHN{*69g&?D&2`0JjHZMQBz0(=pYhNJd0dopjTAeHx2t6q!ABe z#&xI{k0%`uJ~)F3fnBxe>kx;Vb1NX2DP;+acik-X6LY}OnyNT!)OiBtVBQ$yVHxvt zK8IB3WO_#kEy##x73?k3gKZbei3vi?cRKm72}Y?1*jy0hPYNHC_5kNe^ zB=9ml@XXHQa~_lv z%mX?K2~4>fK_E#Jfg-UPmmK*;G3Sv^WFx!Ms1@p#8;I9@_1Kp*-j@zFq^3IL9}p$} z7{i5n7PL5}jISbATVM_0%3jvkcEn9iuLYh%G0<0f;G3xhI}8{@jgi&oYoWS-k%L)V zVtjHs!cvdIgt{>lp@2&mt-R-a_VMHGGA9xlui~D*Fd`!P3cu&#kgJ$Xs}TpZi4GZu zjx0AIJX(&D>!eK5H~b|%j;w%b7(b(q7xcnZI~dx@g{F>GCO?-K44Z+kKwdN}>t=jH zno#$k;rRq0i64HU9di@N!Jc%132JuX?E55g?>cDavYSqR&nP2Sh`_g7Ev0)E`akOE z8klIlL_%jq-8V;K-#vf-L^L*a3Ha$lma^h9%;b5`De$&^hO#%EUW3aS-WA8CC-Kqi z?N&-(+3LH&UN37&HGsOZG4ODDWj5fk6r_apy$4dn7u=I6rPcI2uKcvZaRLPF%7X?q z<^_q%S?Y4f0@8(#96dfumV7IqY$E@quH!m$mmS{j+R!!F^%h5K{_o`PuO0W&XuLd zTL+!dH#l`TSm05d>=}LOLL24s8(s(|GrjL!WSsT4Q}-i)lR7(WT>!rYb}_GrA8Vv! zQ)eEc(omN3Df7nm>et5)GOr{*l4jd+VbN#IH#>Sag;{yf<7*4a&uNQt-|VX<%BBse zTkX6SOf%DK%A!2Jp3z%#mIVd&6C?Aqy>h36lR|n=S*v%OC$n4%#`-Y60}p?>A95vf zMcKwD#+5gSlt<>sW~SBOPPbj!fe|Wj|5@PNVO2L`Ua{ukE{++_OJPL~;4^80l9D`Jqa?<42SHN=@3HY|0xOqI)j2&`xYtH-fjS|OM z9Tneu=89)&pVkL*xxBo=FnRXbjn}tdUSJ%wk%&{KD!=5a?cQO&^fp!1`hjbQdBmt( zn?&$j@J-{El00fwCUq>h7g)YZ*$bTPpDrD zn)hY0+F~>tjhbI+ROA|5Ck>e?EYI(lHc*;ynNVNR@(W1}_e6aoxfnIz>N=g-4ZUbx z)2%_!74FvCD{*5dJ~r_X%zV}bR46UR-0(Hp?oPX%Eo4T65GhZ_N9pz46A^IwZpAiN zee9B9wG`ui9+;VZ6N|oyUBDxxd0s2t^`Ay}-|2|~uPFnAQSP4>W$!5~ zeZlW3>UyaAUmyPe)el1>UlpVsL}8Ya1H-;5qQD%jZwYYYW@I^YPb2_ozrPpnbQ1-` zK@I{5tKJe39Mb(BWdbUIAgxZtkFhY)AO`RzWoX(|XolmIN75S5JY(r0TRL5~8&f=t zD|_D5t`PfSjA85?tfF%?7JJizK2Io{^YSS-^z1i#(MkB=*_Mm;gOI!N`dGC3m!|Xa zZ(jX1)*7-P{{2>0{@9*}I)7m{pnsDVL;;>FNiXkg_wNMslJ%?JBmH~I8%1G0Dc-)@ zn{3n!q7qF7euIhXlra!os*W(lqx}B*fd($zBT7T<7(_PUXpKt@0EMa;bRjV08}6)D z@c(gAcUK+eZPcMwi@kqhCtO9J?N9$Gsktpw?c;l}vXNNy3=CSWsfpy?ppjsdzQa$B z2}U|Mt`yh)y$&^Q?O%&P_Av&WZMVidl2t%w%Ro-*`wLHz>gvl9su)0Jj9Lee)E!PL zC_=F#=1a3VA_HbHI`w&lwDhN*Ki3==h5@K2yKA!hk|;Ku&OaIyA&kERKu`I>9LuXPV9D0$(#xOXPFQ(Ul7;~cw4zK* zOh`+3P15|q;z;=lVU~r{Tki_YW+d=R%K7QI2wIC=2yW1?a&>O7g*kun zBREwdXZT+}*ndT|CBfCB8oU{=xOZ0=nwI!1;v7Kha*JAkuC(N5yPa*wCag=Y!|W*= z7do`z++1pvki&0C%5wdI6XrV#i#ESn%Z3o=n;UV+&gMwEQ4GPRbEzG&7ZAz##bFjZ zE}&IS{BZXi{eA@0fMIFhZZvTq?tK~!bpDYu)+0P}VvUIZj2HGTF#{A^M7x0dw*@qs z{O^XXoLm4E6*?<*5T{Udv>yZUaG7NeR*ob@q%*x^0;Jt|cq;*z#$~e*&@artJ?GW} z0S8Z=I@aD@QGYpxh!cfQ!{q2SZaK3P5ln(OcJy6U0AOZ1B<~?Rs8$3PD!a$+4o>ea8JF&+r)jEEphM%M1RNZ_A~b9~dy?v*xG zCOz1NyfhFaN~Bdotg}1Mt*IzsX$e7pIBjS;hjkyJ&vvktJ1}vU4XJq#v1BW*9c(Rc zWZ$1=vN*WViHj+{rrqAXp8CL*I%YFtrSke*Zt18i>bmDsCb_grOQ4y;lb@-35(}b* z#5271lvb0eNXa#$S%?9$VLhxG53S;{zAUnTP{`iGXri9cR@sn8V$v$IyP?KFH_YHy zQT^)_vI4uFIWbl94N#c%q)ryFa=a}O;q3JSS+dFDS0N7JR=|rEl1Uq+Fx4ZKKpP@gLHxc8nYSzVc#JWy;;Qj(k0*@BrDI^7gc3$; zbMunR3xku0f;vM=lxblC%DDnaV<%NfIwseU&9t;R8CL>)RFS}-938LIzMBX~`{NjI zRYj`hi|-{E5Z}2F2c*8aZH5_C1Vh$p)tiC+-us!)%-MK-$gx6{x}I3j*A;($oN%NZ z`aV3d8X(4%%n$-w_8>aYP{^^k*^%h|HCZ6SY+r=5)dee;idn2{5oOW}y55LhRYtqK zc3Z+LgNco=4tO>6`s1y!be6BnndbH!>`_gyzrn=PeEY*dbqoWP+OIb~KG_wk9CtQ5 z3kage$G{&Du>(4-ZZ%7{68Qukurm4Qls_xGMtV$K1B%;4XshSf4qvVyt(k%B*RB!PVU{Iy#fUF{Bn3dKBg79 zpQW*u%eq;eYBfyRd%I)tjlIW|)om$1v>N}HH!cSFDgx27JIf?t8X)*K-7D?&vrwVvSKyZI|94Wl(Xz5_NjrX{$jhT zu)c-hl?cGSq`f%LuxrRrOmOIF$Hp=uCZaO21bQ~zp+YDty``T!>?3OR!AHto7`a=c zB*r!7Uyw!ZAHG&$a)p*AP5|$2&Vv7>okkP|VK%JcKJcI!(|L5$!E4582={ zVohMLWs1hO*xd^#5#$}KW3TSMV|)o@8I>Nl!TNjr*wznunotX@U=UVyJh=_2u}M?V zY|_mZfyHD%{AN;X1Q?eze6thHq{`DKpzARpj8kLNbN9j}j>K>TIqDtW*iG2y5uD{R zd?B#(zK``Zx{nw+j1YJ9_?O1++2#A80f?uW9P>tKfrR0vnjAkg(&QbF0Cw75tB_(`tH-&?k-FkI4 zt=jto$_xw17a4spd>OZ&MR_E+`_1LU8HD4^y9nIDBGpba?| z6Ye^m7Wj!~1;o}ySwoIvYF!{8{B#D-Hj4$}+ZW;A{DI%iGXLoinw#)FWj(F%r$^F> z%l&pcXKvNVN9R~wuynoOAois}euCZ&IcCR|z`5*Gc(8>`XlMuKv*Q_qt~^OCeL+ZC zcl`^#tvg6vcWIlXh5sUw&Cqz92kIj=7^|@7f|039o3FlWkD9?-oayHef`+^xWfk1( zNZ25O2~Nn~aAv{5o17TkjNF211cPTPL&6a?qOv{jy9oLO5ue^)w0u`S<%HPKdN~4m;F&_g&a)i}`Or-M$Ug0$(fRd*pbERF-mf^nZQu1E^ zb4QHO%q2-OWZ>BCOCZ%O-jj58=Mn~k&;aLUxp(|MBZj>RSd}~9K z6)vkDOyz^ll${*kpB(Y@Te3C!zMIfy_kg3F@Osvr1Fs3*KHkJV` z!qIuj8pww->p#QU`zGp%10G1XL{I~aD8W((%oHt({-F@<-e|*u zQ$vE4a%r>uxCF(FY1(HoVhqA`UI`O#$@M-V3Gt5>36PuLdrGRtS`6A-TEE)OCU<8H zQucV~%m>h#kRKKWchBp!k*B&5=fV%TaD~U0$_I?AGVi1Rd zg}`_>=l+9+9!IYftrXI2*FlU>2-fu5vc3PaYIna;LjL;=Rz<{*6xeKJQhpv44os1f1*5CJ%g?;sb zy#Mn)UIB6%(Is$tg!nKk$x9FG!K@*^@b326dsB^jaO|t;m{j~;Bab>T0Fn8qb4dZh zN6XE*ikf@hJF1GMp_s~x~{crzbXQ6LPdfxW7WS=oiu`E6kz4Zn%e#jB$Xmgyc*mKCW3GoAs|r#ez7sL;teJFJY!9TB9In} z3eYd&(oL(P9RphCe@6ztD&KNJJbnE3ufV@2fA2U~3=#4}HpnJHa?J@V)thSzJaOiGSq^Mtg7=4NAus*?soch8fFQjD6s~8Q zwl=2DB@9e0Y69Mb>>k4!W9T=F1kx?~vXS;tiahW~Bc!C|A~|>-;~s3MFIfJphb)o0 z2}DLrc(xqo8{9W{AEHqgJvuB$zbg0r3*vm)LJBv!!TJ}QgTVG_qzZku-{>8MY2|iX z=naA2OH?#8miCrEo4RN_+pv?$<}*|B$NfbjCaWT5hCEM@%f`5%j+090`Ln7D$-`lu z+c~^XSnaqJh;)il4aJE##79N7kO*>w7Tgt3D#?oq#ChAUPYFfXaMlRDl?= zxH+-%f`jVtCg|7bIBGx1)r1~;{qG&9)v~1??Sh{4&*nv6H&hc`I?Tl^n3eJ}%(1E! z<>QncI>cjds!m6Zr4!X3>uBf-!i7wCHe*3~c*LyE4n@R9B&P~aQb?x$LU4g?dr{Vs z+_N9+gl0Gu=H22;7*qY!&u_N^QJJKQEWYlV-lf=grjNwROfRpJR?LBtT@=V&hql}S z?!wp2prgvIM9J{eNn?X0oQ6%IGZIxGXc0dCF*f12Qc%7s(M1Vbf-k3nGr33$%C!e& zuc*!rd~tY3wB=GIV+$2~pG*5LC#+mCY94P95xf9r%_%R8KFKKD~kDkIR+ z+cR3hTO-V6(CJD;7kkcxy6!o=$h(Im<6P`J%yrL&dtuwpC%C9*hInYFuaq;;U{o)C z@*gK&wbVIevR7qZVkR)Vk+CC{Eop<#Gnw)h-`0oQ_V3DH3_tqq=wY(-I)s`}z@);3 zTqd3684^cvgXn_e^kw3E$;q63=HV?%P-GIuBViW4MqVgch*}I~+H5BBffQeS(NzUC zUX4K#|9a&+@2g49f3tsbiAsk07#X?Z5L1Nn$3^{UBiZ~EL zYuNfqQsi#C7*6Tk!*1yaSSCH1WCt3&$}iRC#m-M=;jA}&)V-egY;lpC*V0(}%c{J7qz5408BkOYA#BLqZ*7r=eCWEyX*BKX|At#FCOd!nc zQ_}1&VCA~oNS@W`#3X)QGJ-TFpPTVQ;QOBa%OqE>1XN9Us zzC$G20$Dge#Ptt`=bJ38qmNJch~&DFs-x{K!`}xTSdmZ?EEu;uB-T~X%Z()IoOIkh z?%1PIi|;?!tM5lLyMF^G>=@c?hQIobZkxycUw*qtyZ<14HDnR_qGCT`oKc}`Nt3nh2MCN{UiO~?{?t5K?~O*4HLbr zzt9{9AE6-of)UE4aY^crv-jtfLb<`^81K;$`2F=i|3IAt2g9iGLEIh`;m@NW4~H^= ztG4BK?v3R?9~XTN2I*I*hva_^AwZ2VQSnCUME^BNTm&$Jx2R(ge8fNR2jkoZSpn%0 zwF79+-y@G{NCnmG*Z0H){^NI;afFb+sjrj%_a!m0VOS5bA9IOt{I3rsk$O~6K;pk1 z1-@K~h9N&mCP?(#`T6TxF-XONn^WO`3tY%e+>gMJ|KExHzZ3cY(~gukd~_e#$tVfj z+8`dzUdXYHfy9ysk|QI#Y5r0klD5szROitSJTp=3295t**P-ID_=L)az?h;~ux~afPdr691R?v&obL*%dM2F~s{dnl>yW{7 zPMrRP1H>`t!$*!rfVxp}!a6{(Xb~q^b=dnKE;6Jq;=$6SXB7-WszMJ7G~$ahkg`jH z%HnBW2qT)It3v2k`p17x5_>-KqmaX{A&1a;grm@?$UXOs5P>+zFPg3bD$QoBczdF_ z8Kz6c%tYqGKkeoteGH~0=?hD{`8ThN*ksvXXF#J3K|_clD~M=p#NY+owxuaPf#~Xb?}G3en)TxVp)0NGS>fk z8ZsylXI$`ay7kXvZtvM1A+_00j;eoO?BK@iZ(tJcu!p}s_`}~92>k>fUL*S5t?~B- zV055Lu5s_!J`Vry-`S(C!H3W2eg1dkkqa~uz_EOy$@%1~{~Eey@L`$c|E~1i8;4$i zW0^dRlmheLLk{p;%ymXxkuqsn>D&^4)QE!$Ks5RCLi>z)gAV1S;m;8Rjf zP(JX}>`#?G-d9T;8q zoOL$p?ygZ?1pK%^7hiVCu)@YBl~3Xi+#&kF1+G*IP^%-4s$xMN^JtXfE2j)?U=SEGxk8>T}J&slr}ycSQn`p{Q1 z*QBBm6FYqumD>d*6&q0<<}2OYeAM^HtKjXl{oGE&1+4E)+gcI99|eDqj;M=8d|gu! z=>$hC#w4vSkjqGjV;-zQ8p{IcAx}nNI@O%Qu2?0ZQG|dira^-6dAAnd|ariLrUpYsBVf(mNJF| zrOU-D{Sq^NP09%PA@6JCIMK}7oJE9WaGY7s3-XiaZ{FZ}25~OCbwSq8!oH<+t6+mI zXO=~euSTF@*2|Dmm5s=oE%(jvrdwUUt=NHkI20mZ(`28uPHx+w_bas!XnlVL0iA3) z{(TR%hG3;MqbEyN7SW!r0?YK zJ%;Q_bRG$~h8wivxBm4Jd^rwqGKtdl|LKmm7TU`VOcZ^PbT4rvF^6Ipf_-U*hGfsW zYF^vT)r_gE?kK4FM(Rdo6RAAB{x1u_$U=1}uiyg>CiZ4>Ntl3B^V&#A$Tm>;7+(d^ zu8|hNH3uX?oz!@~>T)!cv%^a*#r|cumM#uJfUSwMMD^$$20tJ-A%~fj{0j;ZX@^E3 zglo4=t@!sl!?~Im5cTL3#uCj{=o_2NT1nDc0tjd%0%AOfajz=#*p=<;J4(h?9-dIvzp(;q1>8K&3V|8sEe&By3< zux85PS=1P7r$0dvM1Tm6^@5jq?R*;ZUmgtFh)a>D>m#-!vFU#CT4ZTP2M>N zMJai}3;mTn{rwoB*lOj1FISbW)1yzetV7c|Rx=GOI zaPB78C)+N?$3{j*zDP6!W<7R``JsPg*7r}mge&l#L^S%v5UX5;{O00o%FWQxsVSsV zyfd=18G;}JqWFLyZ9wB+fs@8PbhA>v|Ko4q-89~M0(JR^NEHMDC$|7xBnW9{fkKaa z-$vg`6tv};R!$t03jVxkAH3*9qCo3AR1j`LX1hGy_Mbka{Y8SliIaoHCzcqQ^uMbH znF7g6a7Lc;{Ri0TU|kPEj+y=c{&072o?+(8A8-L2jL+{A{QnNr|6!{rlt#>3O6D*7 z@2@ZbJv_TedVi?ufJUFbJV>OpK-$R{@=HxUS6zemZI>jNBndKxzwB}h2^ui((JD}g z7()tCb2&ChZK>tLyK^6xAy8X(+U=u7w$lr+lA@S@-58<=(Di_B%lZcZYEW@(H-c`H zF<=5zwOpv*0bjDv6g6G8)s-< zd*Z0@Yrn>7kGch~Pxa$>{Rw_za(Na46dB2A0LVvi8U2#Xa5<}C+0*X)iMQO<(Qu09Pmarc%$~e`5QrHvL8@rtmxRTi=Wt=!E%3wO71SKr zYJA7%l?8}3=7p+#+s%%EhK(|_!~Yb2-FW~ew*Y~wC?Gc!n(`{vkDRuGcglt!S?(?~kuIwYz@D3>zXak@5HPaTvGlS?gp#H|7GrRfhfTcF|Ze;t{wCs*ss1Q0T7i&AvsJ`k|2!b>~q->!l zl03~0u&%c9fJSdd5S_+w?8;PWAo-8qX8qtFFhT($R%N*x{s0=OUkCvKgQ!u? zkGEs_&~&}L2~oG0hs?hm3%E$=HB5iV@+0k2U`Nz>c{`w%HZ0HV10({>z_G;63)+b_ ziTfC>gS+lM2ih8!z3gl#RB=Swj~GKbMnFLm3JYVv(o^4#K&>>+l2(kz8AvSvvT%VP>sf4!O zTF>Mqg=MX^Q=sc`Ock&R1q&PmBgL(}X!GO`XOc~Vd(#(x^|bFu!$?)f9Pk{Q=Kl3krWbX zT&*Bu?s9*6)_KMN;xvP;Mbcc$;%5r$H^qe`(^MU1^bxG#1yfbynqj@2pyvR>>7;0{ zQI-FKx1M2pb+YerDUtOdAk_mWxf!@0yb)}wj?XGI$;G!^q_iCUj5L;+XG{0h+Jw3PrTBt{^$Gb@Kq?nFS~YPKiH#iq{%obtX*kX=|&jL2hFzO|;)f0*lt z^G)3$r|k0dIgdD!_X_ppt`q@81R;YzdnRMg%+Rz&LHAl>iwLx#WSe_ew~Uob8xy?T znk;FWx;)qA*iZ>oPUzI@!|TTffP)`6r~QQ(0oD+ncLg4rN)9=taHUpNJfJxs+3P(~ z+4U>uN}*K-hz5S>-q97XW}f~!_MtVX!Q{lXqZ&Q_+feO_jhTWbBwwGP?-~d^10X}f z1{b=u;uD+AiWY*hoD`aFZ<{@}Mk5QCrw*#X$;NA8A4=YnNJqa>P1LYsAa6*k6jGyi zZu?QdSS8t1eOB&`y1P@=e>N$9BKsH~~#Mf?;XWSvv-KmwEA?TX{>x zUi1?x+{v*eJ{)iOc;i&Ake`g4wS?ZUt)h*(KHFNI;NBJI3H3|KbJKEJdsQu~%-V)_ zhwrzAou_&xmGg-pLm^~dUTpdB#Hm9r_)SwRkET4ji*J3KKO4=45o};M19?9=stn2G zx@Fbh$Mqlc2D#cIOsHXz6|y3bMCRde&QVY$^cdy=Hf28+P*dVslqPzlCgE zsU2`6M?-ANCg9dcD0<_<6o5&Gb!ZP@%D>Ng6<3Kc3?R)m5|Uo<(FXHy-?|_45q2p08Sj<^tn4VjzK<+#&9858I?t|px6^SS7lwU>*w7Q_ZlpBV4JWgqv896n z=0C<+ye48fS4NWFl?cctO+XF_QbHWw0?wL}fy;Achn=;M9l^^%#^URnBm63J%N%<% zQ%Ki%=5S*lW+uy@bAaLY69fxwyXux7f*6DZTqL|hdI-3IiL~X`F$yo>9N0XX0#XK1 zJKHlmqR0_r37s-6u%Xj8cbx#h7PpWT&0>9NBx*|O?HNJf9J}Z?yY6W0mnz_jb{0b` zCVLQAg((?d>vJQ5nEZP_nL7!(p8xRhFm~%c`V1Zw<%t()+NCKcRs;#@Or}-RO9uH1 z(AVMR%D=seM5~K{B_Q^8w5HtnUeOF5h%b~6QW;lCNuQg?sE62a1evtU0UgZd6HCZT zIO*v>wZW|o;AF8Gmk6mws7aP;UVY!~7&Jv>x6_R-YHb4|guRSQQWRA#h8bUgX#XZV>Cp z(ep*XgAtANXDDPN7#*nT(m*M}s51>fy{ro7(TzE6TzYQ4^A`v_zuapWcyJ1Hr>moA zmwEso_8*bDh%tcS5I{bS!Vc1M^w1!FvlO2{5Ewn8Ci~$sAF;krm)5Wp2c86!IgCW1 z!~XDIhNSgKY-a0T*EsS{C>}JnY}r|755UG}va42mu|sEH);V}8)ja6lXaPiK5CX7> z8ogi%O~VmxfG^Nop6o<$aGh^%kf>N2WYwMInRNeY@I!hHXHk3Bt2M)N7Q@~WnC;XkZU8#y zYyns);9?2$t~-e?K#H=Fk$5>|}=r@FU{igInkh5=zqDIgM}G$KezDo7b1UDBx_ z4I(Wq*rb4TN+Ts55{iJx&@o5|sB}t8zvrzR@Y&CPzV-ch|Gci{TC{eBt$TtUeQT1-ggwT+`%fhXWM{qQm#pkvST48)hFwB2M!GDE=SB?$InFKG&7pfe1G^G zOH3C8Jfrdap6-2=o%n-ydq9tznqBVln$kBj~sDFP8v6Qdi|;6YiL zJD(2>8Ljtn?Fe%pG308$lf)G5`7ljUiz> zLiQo>ank%Mor}%zg1XA%V!v7P$@gPN9%?t02M9lQ=OEnZLIZV>><({6uw zGWPve&+i^w5%i#}pMIr3aF^ba#0ZM*mkU5l8nps;j!+DfIe4kQ>oVLWMuW$9G8H|} z0~^<43LKss@KF-FAZm{<`E2NSazo+L*GCA=oDVD5$c*e+d?MnE(DRrls;(yY-ZPy7 z8sRa2lZyge`$XJ+@>$A^{P(is2t0&rQ+_ z#RW9I4*T10zHBOkqO?;0`qcNONmen!1;dgcg-`*UE_9IcVSTArX~wDnJUqFM@$WWU zh8t8iD{L6Z_G4mDy@`JZld0o@lNkG@l}4xT(M6IP!0v01B$bFR2 z9C0q3HqB?eAW<_#F^W5N$zSA%_~_$~Ul;kt;AbsG|9Jx|_cln)g^?z+wTQ$3kK6CG z+>QZ62V(hNS{x!`SkB%9FtBlH9);@%U``QD{E%1?8l*9^UkRyz94k8@Byv;s6ah1;5bjqyL!QV{1+R zBek=xZ@l~7ve;fIDD0GwMu+x-GeY*1XLigMk!;@8^YAN)>PnYqP*@^S4Ct zo|E8eQ^9OUq-LydkW5H#-Etnl|J#xULfOWC@cwHMDg1lYjez56@zEjKJ_B_X1hHSJ z?^b^Yd`0QWJtQ&#X-ykr%rprrI_6oTfzTZU&=U}S!~@jstyK@gM)w3pSZN!2?UE}=ylum&zGX@x zKGzT#=sUpNyA-oLDTFl81=&Ea`c&E64pL%6O7-LzK|}8VBN%8aI`BvsITdfo6YWQe zg0;Ky59|S7*gJ$Vf=I^9Mj9<8O{Vr$r<-v5Ba|70jA5O{@TMGC9wt}15oLg1$Ot3~ z?wagKE)+(9*iKv9&?9*vve)Wd9V#E$t^VMsBOCEV9pcp;U`%`Z#bI||YR7KnzOpx9 z(kzeyeW5^5)5jNo4R4}LI{~$(Rr)c>@Yga)ybSjFOGn`$T+Ew{vCQ~G?4w_bCNZiFaQfa zfjoa{@eP}HaJV9;H|d^;Jv(XiVZNwK;rG^F7XMv+2sjT-@eGccvI8GTrA>F&ElA(J zSPH0N&e444D!z1mK-LT)=hBZwg7A{0i-Y$*oD>l=s#Ie2!s;MhDL`?`A_leJ5o{uB z!x@C!>Zxp)dV z9=~^?I3sQ(PBn>k2lv4W_~V5VQoCjG`@5XFziobh9q?{2%ovN3jDD}_!%dCcq{Iw( zQv$mEp}KcJf1Wb@=t|xUd!i+I7 zw6BNnCXzr`=YS&g$MyX>L;~!BUxB97{#`o!91OCBcu?Rfo6ui}kL2(|eF4QmZk&%W z3lIPJdx?NI1ON6&-GT6*?;yvXgq|r!li{KB`{N4&0HoKCn=?syu-5)~!2%0W`(^## zrPKdBVJf81{Qt~@^aw9Wle|Ryv0WGo^fVT_Kzty9`UjE-?1ITJbU8j0j4pnM#QdQA z6bwDoP=wl7k(<@TAM_50@o@maHMn!s9bpXo64a2sN zsRmU9A+4C9qW>JT1Wf#bf=8NX<1jI;AJ#x|hFGQB6Vk?HMiXVs}dC)73;% zoNsR>-6x(E^_j$^qF}<9sdI({1ZLO$nGN}a5gr>@n$uzB#tX)lQ&oC>q(HPmSQ8uo zlwh+0Tt_jhDl4`H9r1+mSA%1|H?h5=aqG73d==pxg7kBhj<}|Vq7^0KN8WQStot?& z{>j|9$M%Le>h-yJMR-NPRBY{N`1T&3{N9c(BI6Z@UpG-+>sYB@V-Gd#uJOWug{)K} zx>i*czx}}#^Ee4B^C6^iM2oi( z)UgjN#xZt+xJxH^^4{gk#YeG>apmHK_(9r$162+lAO%e2%Y3y36B3L$JsY>f_Q~Pa z2SD^7*0A4a5VZU6n+ob0|E2PF@X>ZZFho_)tTp~^=da{~U0iS-K#*U5?Cak)u8O6- z({HOFi<#nCpGY2%FIP%yb~q4T4XepLL@lHXc;;Ub={a9Vr2OCjtkEUNJXMN^W*@5^V8o%3Rz^kxUyGWHlQk>&X!xoP;Z6G19@j{ zNT$0WLkbgx;zK(0oyb;m9jSfi>uL+IEnIf8i}b!zxj{)JA{$P0J_-$rB+&S`684s9 zOO?THD)*FhDR#G3RS|QU(Me2i^|PzCzu%Uqdg`aCWVbU%X_9 z`9%?3k2o5WoSF8%z-FxBDE~2jvim@i>YM-;)JiP@*PXFIzzS9YJ+kk6oKrt5{5Lm$ z_W;v)ffp-NY~zz+!8U-DWC_UG8+VTZB*z0nDn%$rjM*7`KwD7(Lbzc&6afLlJy%F7 zPR4HzFk$t?%8s?OLwmtv&eA~EYqKk%lU&Ct*b`omf5}GY1teY0zu=4|;-W8%sDU6{ zA#I?73T@367Sbm9V!E`kr*#gZEIjmqcs=(k#6TFWYu6@Wx!=UTP64sQH&@SEymKjt z;M);bxV%^Q6wjZ?7+Wojb_$>^26e#65XW64utKOwrEYY!)dDWL@yO9-~BS0 z<>ehO#MQLZ`cDZWqPHLm*_hK=$ zHu{xEc|FYxCP4fOq6yrgAk*rT070kqFWH*LV8$+_%7#!t9Uwfv^ZwN&tA>Iv5iNkDAifI*_QX#{V-qoX~|WQ49!GzZ<|Gb@edk)fRM}{Pc%GA z;(S`V<*ZUmxoV(Nd2gF`jX+aojPNQ~`^^c7v%`XwrszGF&H;W{-!7n>2i*zKZ%O+l zW%%%zK;v;%S7%S8MTO|%6tq$x^!@3Q< zV~a5Yti}RqP&B!E0NdD03gBk!mgya`yq;4+qc5(htkBGXPTVvQ?u8)h>xAJ|2|%fj zWT5O9h2qej%p&UA3g>fo*v`FndmxMvu@-ZG5F1&Adiiz4L^ds?!{I~E45{>AZ-O#`z*Zp1`_`*Jcms`~ zv?qtC-xOY}*xj7DIm(d&OHRoovnI7BE~39v2;6KP$KBv>c&#R%X%g`7MhSL{ZPfDKq7~2%0 z^wcr15or|28Ya>MTf^>#`nXKuxmG_#*tt_6cqt7arcVvY0o>%WXBVPU9ir{^a@tU} zbIP_9H}X#|yb4C@d?h`_xz}{w)2K2j&CHk<&uL$}=w6bQu|XwdkNn`{G^3qh^UM^`6=d zVvD1cL(+Ay5VB*5$5&Ky!D9&wK9x*7U;F{#&B^3GKW2T+de5F91B!3zYcMD4vIxK= z9=G&+E}jRav=Ou0gqes>Ho@#6C@iE%ruzMDUWtzVB7YzA=@e}4O^qv}S={ZGli${sc?LLf!^GHdVIDut?a@$2Q~eC%dbFgjX36Vk{8ubwon6g^+LQN!}~#+ zYo8Q7c_8wnowkYyznCG;KcS*=GE7(OZNJxSR>&XwQFSx!gPVzHYuHe>F)T33@HeUx z2?(Y3?aaj|*Zf}*Gxk&*ANx6lsT~+1{N)5v1%t(KWVYZjnaNSMQ5`3bt%=9NabaXG zeqkDuOUO_|llN_ttW;H3jNJ2)c*PhmkfU@D0JNcn1vLABv=CnC9-aXLdQ6o4P+ig;W_ji z&%biEH!rt|Ow@sNdZRuvXP*3QRj z-?%otp7)#X1S@qe%2UqA7os*qpSmWkfst@hZ-XjjDk4ACH;qtl`}i-%ub5EdBRmAU zuQoxyqGo)Fdx##-D-X=bx z2IP)aw*BJWkwW3X=dV>-PhG8_x@Kx{X6s zapIP9kBP!r*OXA2^z@Gz3fkqcJJp{PbiJ&T`@qA}%fnCBQJ|ah!Z6au$0vxmBjn^+ zya;?|tt5xtt+#u7RePr6@x0FC_nrvaFPP@>JGb`b6|S2u2-?rvcm^@(d+5xepuq8= zzW&8!lBiE?;;$43EC_d9U2kAerN6hG$6g_ln`n*GOX=mqOm7>8LZ)`rF6bLfPFoFC z3Kr)sD2_YIR8%)7L)pu5{Q>)`Rl*(5bQa@e$pAagt7Ny#feBk3xh^0_hth8%y)l#! zApB9%Ab?Tnk;i+HLfaXGZZ?}Nk4##6kkX&ggR!gQ4~`til`83>ti=(OI{RW`-4yL8 z0&`Lob-inb;!0I^Vx(2 zF$`%(_xJ_b!1*o}7cW;jm3D*;&yu0@aiFQl81&pYQ8$?UBJ2kR@b2`6Kv6VwzmZG0`HM*sp?O8#l{rDFt?Tcv zisead;X*Du*G&F%ciUOtMK6JNkMrgD1ehZYhHd{+Xp(#%oPq$>EajAx1ub^LY^w05 zpEDDyaFJFkJ(vEz$kJVjD!Z!nR4m;DDE2D+beVkhG#cvs{dF}T>r;n}qzr>F_@3jt zl%M!8T5wrG8T#gBf$s5xSB$O*68h^yynR`E<$9{W~#IJZ*ieeCGl2KU<7hpIEzpG}u@ zkr^3-46_2J0w*rnscPMynHxR!gy!4C57L6^#V%s)(vI=X$t2_%Ea}Krb4lEfXpnLN zR7q(wn8K;%36MWF(Ab6!XAEe>e;R~+Jl6AJ0|JQgK#=!3wRFjB0J(RS&wq0NY!i3c z6RnAElXTH(jfoIXUdLH)9{&PY=OVI}ij4`GMlOLu#=HI2ws>tBv4;I!OgPI{@*^Kz{hoYI(E-muNLbq?&-E{E~ zSUPjsgFjH5WDS0%A;(KOPdCp)(0N|h9$e{VtrkFz#L6ZIQiqDzpe+f*A{jAqu0Ji% z#cjM1iimA!ubeAn+PRuIO8vPs<0R@u!a0e1!$szyS|G2GJ?ce70fSabtopu9J4|)f z8{hr>=Dh^&4)_*B=z4V}1z@MKY2-R=fFiD$vV!CQ6Fk&0d4{$&$swcUng$ZHmFkiB zzOrJjrLg6p2z>SBxCQr*+4@!eD{}+Ac!i_6X(~-_gkiZ7T0-8HHDZO?S@En$w`~20 zbEgz2nvE8?IV~gW(tLF1Usk2a+8FRxVoTDuZD&p`K)R4|X~)(7)i)e#daQOd zu5xt`_DOGhkhHM7@?^XvMx!%3Jk zX7o=G3)-Tq-ABBSmP9L}+ZxmjB9G(C)6G;%y){J(Y0XC!pRlA|Eu2Rcxux-8t7mI| zZBDpDm3m7cCpFv1EXSb9@*HB0!W~7RNIaOh%2@GeaccX0It8-SbL?6ddJ-N*ZyL+is^ama%g2m2k9Z^-qr#)0Z2guf z#XW!q`avdJbEOxldi#qljdOvhIK)>_U;~%kCI`Udx0=< zJf^By5q@fR+v6LQn6U|ZI z`yJ*7`x?3P9wiUm86x|Uu1DNh5V7=E=!7ZbLVkzAcU(SKux?g^{S+HbE_1S4PIX5Z zr!j>&>T?8C&*gEa=ml+0A6!2SOh|S6s}kx|{zamzDj{r-@kp5|&5wli)55i@3_V)f zwHg%>-Lxe1mRtZ^9H6zHWWe9%0n@+~pH8W}=H5J8er1KVjr*r4TU9cq_VeS$j`VaK z@`6Vrx(4Q9o;`Lh^gxwE6VB(I>Ug@QQ^g;b+1*%e z6kI$7mS|4zfW`V{7#ngtg7XF^Jy-=KD6a+gn&|{^EG)EX_p0@Jfj~z~L%?Z3(|I(5 z7+Vqa<{a@A646yJ*B$=tgo``2RNPDIDTyDDdz|AD#TCcEB7T5@O^1Q`A1~>6F;$0o zl9TEG>z%)kS8~9@75A&Y>QD5qpNFFwPycz-B+fm+D4Jxe`}xnCxc>p~W^CdICXzR<{l_ide;0l?aS{$7_jpW6 zyMMdoC2j$tH4Px1nR&1xTir*F&|ZL{Tl|1UxClFy2Wg$h7zRQg&OWj?R8drmXMDL$ zOzfrgP-S_Fm8GJ9b$_>#WY~CBv3-{57PO(u`1`;i&$yi0d~)zW9wTS|L$(fs{_n?c zCX1cK!gGSS8fa1`J+IZq0R@mR2+h(Kkgl=<7uQ*Iv!`-87y_c>FdSOUexYg|oxJ7L zVOoVw(|czWvj3!t@UW-{>ewT(_b-T;h0Z%UP^ifrkmHuz1t9<1wha{$9w0D3asfx6 zy8+cY>l6tWFvvw2!-S{egdBNjw?~fJQ%`TM&a?pT({3)b^^aTJPYX|O&ZZ@bd;d2E zp1n&KU1hZgy;Akc=;o|8!HF}Byf)@YKfCD+AYRD^PUipcWy`(b8vMr>(JAp^MZTl3 zmY^is|E4+LchC!Mftucj*s*IbvHxRjjNZUF*1oOTNxFYDapU!oN2CfDpfz~Un$}}Q znb-E)b!YaQF0@usn4!qTInXU6S%!Pr0r?J%2|#tn5n(Yu%ch!1pf%0u3yDJcsQH}O zhICh!Mjp9iC=ZlM4Z}HfOpsvS9`wv2K?AMU{pSZ-h1XO|FujDV@a`8OXV1^KpO%kY zes#g=2OtI`f!Y`oq3`->L--5yG+U4{bO47S%`$EVl)_!r-gI!#(V&pr9A_a1{n9Ef z{Dpu>=d$~K@3$6e7Ie?BxItNo7YMGbS<0@j#Wj%;35Zo0^)U(yr&?a{+8cnG6JFeq zW5y!ny|}mD(2D7uOs#q~qTR#1k%*w#bRFlOgSk5=K(+@Xd*2oSq9_tTlHB?6?*7oz z_j25_9%~9qgAtE+YXGF!4mMmcUtaj8b#X~W_#lg!sO#$dm&=Z{^#k^V2lrk3>@8YN zsr}Uj`%jSM{?D&Z$&NKval#17*RCG$(664J;pHpJ$Etr(17bdtSq3{6mwNe;vRh+x z>(fo>QF$dpxB7g6^0@5u#$qhghB`nr^y<#i5jI`F>^@Jw67@22t>Kgo5KKJTl)cv( zG7i&LjvE79=&p2>0#fpAw5VVXl;6>j|2zp$dxAM3r&-F)%(SnO3nGnk2PZjGI2%JyJKs>krEn6whqHC|NI^<7 ze!?{ar0OTz^zGc@Y6(`;edS9fwJ53HbxTsO1$2%M9{@#_O1IzPe@;fkYm}cJr#>-& zXblIGWk+26e&)c&b<1HKQ`&kd>2t8t1DNQndTe*rL;A=fZ^DLLdxdJb zdvLB+VS~952p6&{^X8|7z9cn2ar_idoz!KePxuYZ04lkg{h|v%lx>>cnZaDD=9f5i z%i7H`Wl%S%g5z62E}uJn_4S(VTpL5%06tv{5Ex<`()hGfPsO|};?yazvXuaQAD-H5 zXjQP&8%kE`LKRQr)BwxJX$qDq+7+@9ocsuEw*?@KRtS`-y?W>}b6S%sPCd~Y1_CoJ&)Ikl06@0t&LwS~Flm@6qWunVoxJKw^H>k1V>B>pQ>wCW z-G*{)MAk>z18e=_xp)i1O{zbve#(gqwIkj5KNu|MPxFl+8e~tazf&cyUEwM)S?Fkv z;$^fXr|o+n9ZW|2xFSN=PI~e?goK{C(x??hV_2*hpzck;* z)bCSik*>DaY-UItQSFbjNbZH27h_A`IdglYIIZ-GM-j|RWX-XcWLjOTA$I0Ht{jSbM!>~6 zJ64@dLzRd~V%+({RkrA{{hc-lQSc41lzn@1t2ys2S!Kjao!g!)TYYVw>MACBV%ODg zQ8hu}tF6+CcVPT7!X9K6W3KMI5C|qZ@#=6A5gZ7^3_(FX%Hq1DdLeg#cHCJXiL8#P zN5R$Wc9@fZJw9rnx^$O+k70(k8_!=9VfDVOS47%YIIlVpAfr;zt@l1JZ1_d4d2YYk zj3cZS#w&hJ_CPzQwY{|GLV)wBz_Zw^wMBr6<-K4gkD>j@<*9VanZ{J_`&t3Ir9@3x zS}g>tIx@k1i9mdvI1zx@Z|^cK)H5I z?z>~Qfas^|`qD;4S9KEfmUf>jy4MoYidHh^MTdf7+-23bfJXXYyDe_Asb1KlIj3k3 zI?1PTrZSnyT!uWiO=E4JT-L3D;m`nG^>Dghdez+7YNsSRnDNFFcWMNHJPsA33xI36 z_Po!lGDMe76EhQ4P}_cA`AeX2E>{GhjQYskzldmJ?{mzhL;PFD6O}IpOq^HoYi~n( znE2Ia1V^`y6o;X(Z43KRqA|{YY!VDnao*d>BnJzl@#zC>gQYxHgJ55b`0$f+mpNE{ zOF|gTbdJdw9idKD<6q)F|0={L*>|Wdt-q<)L>uX7g0Q1~r!VPpRnUzr*2!&EX7z%o z6S?T~w^r?0zE$oBTfd;4D7@)Y4Sl|P%>X5XJJ~asFj20w!al32uhwe+MU$_PA_>B8!074}= z+J`H4l;vq?1dAQG8ahS@GfutlAUv?HMUo>h;oa$qRnrXXvw%kd__LibUYL>I%<|Lb zh+Iz6$Q2oU_GFA}Jt^S-P-G!pmsYWq@}witLz}L0Y%(pSCbPNOZtL@DH`5g|R|`&_ zgeNDeJpkh6J(@MI8!D*pVLo&pIghiUe1S3b{tw1sbPe0HmwZ>OQ=HSu%)gLaqA%eZ zMlZy_&9&SKtkB>$`hjKHQ_Q@m;McvG#eZT@6jH8vNAQPKb7XkFH~cAYGdV;Eu;3kB zfYmX~c;=EPG}Z@uRvZV**D441vr7u1R$YAhwAHy{_8jq!F0w1z$+SBe!537eefngi zeKNH}lU&(~(at$LuRVh&s1t&kN6uoX6*=Ht8S@qY6jLKRgZ_)q_affM6S$zx$yjy? z7iUde`@QdpJeDQjvg#Za@_DM5qz@lMk9iscgHr5bO}YJq5N37LS-u+R^nQ_5Uhsm6 z0+BQ#u5~eXhXH^E1B9x~x~hl4Yds@fi#%Q`lN=&)*>hxtd3{NG6DGTem@%d~(#h9p zhw|yBmQV6uv9vbGM9!7AwE45~c}{tqsQ0oM=WkC!gLdpSsL%>^3~nI}&*dYpWlqqc z1T%}W$k1hMY+FM<{m%b!#v9p z@;tw}d5p9$oTt?=|<(PCp)l_wnym3;3fWRupZEYmggD`TYIWct8ZvyuH zqV2RM^E?3O_@EblPn7rUXehDjCrL}^g+;Lw0*VQuUyP;SGqN(JbRM?G%`u^X>@0+PSj zN!DZkD(FUVxA(e;#Q%t-qeH|&NolZbOm-2`YKnVUv=b;ePI*pBXrXfXst9f54ee+@ zat{2Bv7?=>S^V`6M-YNVad}d`Vw_NqJGA6^A&hcZJ&F7A+y)zmqC~v&hGyz2>oKXE z;N~j$4h0Q~{vcb)>bN5Momd1scYgb2+9-4}6nnG#>7-5wY%;xf&_=onC;Ud=q6rEX z$|q8t3Z%Tx9E37xEFSeW3Wq;Eb*+6nT zu)fLbwtunx7~U|gBpSFB^(}Wm@byaJ8+QvZqYwS4IKOHSo^gSq7!WZS?9W9>uzf3| z=nq@hnbP$@)#?AjCMAU@H7A(1M2}5NWlZ73=r^YMFj?0@&?C>hc0*KG5n_`F#^D5g z%2@JkGf;PYRlMFo#k0F0?$cI=ksl&pTA73X@K&r0FzFB93F_bQym&T4UZ#_76>9}_ zRGYwP@@7W&K}C|(!g65{;MKSF$iC@!>&Gs74}= zp-sko{viMM{&wOs1oSOuBXqz0#d6cm99>_$4r1OlQ82Tq6QCr+_Z%yn<}46Rs|)nz zbTXG-ucV9Ze2TsQ4MRZdG6u$9H>9s$QGHI|RQ5=Tr$(J`p6R{WB-7X}Xj=0_Vv@<` z0V*GQZxWEfA>H9F%Rjz;c-VGBj7UwX$bnW+f0qXtln?`)YAUWX>`Rp&u#Jx5KS^QY zyXz8w5*SvO$gWRNeDQ7Ms^_Tb;QySfVC2D-%`B( z&AYO)uV$@R%QTJ*J!~M`pM(HzFRLYTVkgEEF6=LoI}EpIh5kDwG0vLP2eQ+9_0@{I zUn<&rjU)8b^SQEiC=gOscQ0l35AK3pD%qv%b`E4#j-de>yDBBOzklR1XPd>G1Szu| z?wC4;M(5KW;bX??7!Y^K7cyo|Q8w`l%s6)kv{;Zn*=Ev5)0(lY>wfROyHY93+~4&4 z5|UWn7KPCdy=*1KL}I2@IxQ`Y6&Ida{YZWx24InQXp2=zbzG{=qN|b`ZTKPA;>F%n z^Xqvn?&ff{wcEh-bq32Jn${fgFBgw3^v`JD7=DT_fT3`~J)Fl}&Yy-MAt~h%=fp&N z@~`$a;;S;AzHq+4XRckpGTUolDJ}Neel-KIa*3E031x>jCb19CVfJ&!HuNa(DHk0j zq`Y+}jXgjdM^YuEFMr!ohJaT-W*%Vp@qR*_0hiAft38MV<4+kSBYX3LY-e$5{ZF6= zp>YINXaTI`J7duA54mlr-yKelo+UoFHLHn2zPkkrjE}PJ22bdTQrJF=$xe@|*>dVi zljntrvSGmuxgmoXQb*L&79h*5=_=^1XspQy;WIL>(3e-abv7!Vh+3$dTQvrn^8@9Q zmw@~eThofnKr_@p1brd!HuWc~yi7r;EsG-&GWAvkscoLF0K#7sBwu9&x5}l7>wUb-@BH?Z0B5G?Xf7#1IuxE zL4Q}0G6FHM+NUom6C6Yxf22>yOS7wBV`J`hQ1a|M!TpW3f1naIxXB*dB=Y}tK>H&& zQ-QBZ+;{fP^gmBIQ3!q{>-%+%|9Jo&R1mFeC5#&X`Rn@yQE^B35%rJHwg2Y

  • B.2.1 The Bernoulli distribution
  • B.2.2 The Poisson distribution
    • -
  • B.2.3 Accounting for exposure
    • -
  • B.2.4 The Negative-Binomial distribution
    • +
  • B.2.3 The Negative-Binomial distribution
    • +
  • B.2.4 Weibull Distribution
  • @@ -373,7 +373,7 @@
    Published
    -

    Last modified: 2024-05-16: 19:20:14 (PM)

    +

    Last modified: 2024-05-21: 12:59:24 (PM)

    @@ -469,8 +469,9 @@ B.1.2 Count variables

    • Definition B.2 (Count variable) A count variable is a random variable whose possible values are some subset of the non-negative integers; that is, a random variable \(X\) such that:

    -

    \[\mathcal{R}{X} \in \mathbb{N}\]

    +

    \[\mathcal{R}(X) \in \mathbb{N}\]

    +

    Exercise B.2 What are some examples of count variables?

    @@ -489,11 +490,15 @@

    Exposure magnitude

    -

    Definition B.3 (Exposure magnitude)  

    -
    -

    For many count outcomes, there is some sense of exposure magnitude, population size, or duration of observation (Table B.1).

    +

    Definition B.3 (Exposure magnitude) For many count outcomes, there is some sense of exposure magnitude, population size, or duration of observation.

    +
    +
    +

    Exercise B.3 What are some examples of exposure magnitudes?

    +
    +
    +

    Solution.

    Table B.1: Examples of exposure units @@ -509,8 +514,8 @@

    - - + + @@ -529,6 +534,7 @@ +

    Exposure units are similar to the number of trials in a binomial distribution, but in non-binomial count outcomes, there can be more than one event per unit of exposure.

    We can use \(t\) to represent continuous-valued exposures/observation durations, and \(n\) to represent discrete-valued exposures.

    @@ -537,14 +543,28 @@

    Definition B.4 (Event rate)  

    -

    When the concept of an exposure magnitude is meaningful, the mean of the outcome \(Y\) is typically modeled as an event rate (denoted \(\lambda\)) times the exposure magnitude (\(t\)). That is:

    +

    For a count outcome \(Y\) with exposure magnitude \(t\), the event rate (denoted \(\lambda\)) is defined as the mean of \(Y\) divided by the the exposure magnitude. That is:

    -

    \[\mathbb{E}[Y|T=t] \stackrel{\text{def}}{=}\mu = \lambda \cdot t\]

    +

    \[\mu \stackrel{\text{def}}{=}\mathbb{E}[Y|T=t]\]

    \[\lambda \stackrel{\text{def}}{=}\frac{\mu}{t} \tag{B.1}\]

    +
    +

    Event rate is somewhat analogous to odds in binary outcome models; it typically serves as an intermediate transformation between the mean of the outcome and the linear component of the model. However, in contrast with the odds function, the transformation \(\lambda = \mu/t\) is not considered part of the Poisson model’s link function, and it treats the exposure magnitude covariate differently from the other covariates.

    +
    +
    +
    +

    Theorem B.1 (Transformation function from event rate to mean) For a count variable with mean \(\mu\), event rate \(\lambda\), and exposure magnitude \(t\):

    +

    \[\therefore\mu = \lambda \cdot t \tag{B.2}\]

    +
    +
    +
    +

    Solution. Start from definition of event rate and use algebra to solve for \(\mu\).

    +
    +
    +

    Equation B.2 is analogous to the inverse-odds function for binary variables.

    -

    Theorem B.1 When the exposure magnitude is 0, there is no opportunity for events to occur:

    +

    Theorem B.2 When the exposure magnitude is 0, there is no opportunity for events to occur:

    \[\mathbb{E}[Y|T=0] = 0\]

    @@ -595,11 +615,11 @@

    Definition B.6 (Poisson distribution) \[\mathcal{R}(Y) = \left\{0, 1, 2, ...\right\} = \mathbb{N}\]

    -

    \[\text{P}(Y = y) = \frac{\mu^{y} e^{-\mu}}{y!}, y \in \mathbb{N} \tag{B.2}\]

    +

    \[\text{P}(Y = y) = \frac{\mu^{y} e^{-\mu}}{y!}, y \in \mathbb{N} \tag{B.3}\]

    (see Figure B.2)

    -

    \[\text{P}(Y \le y) = e^{-\mu} \sum_{j=0}^{\left \lfloor{y}\right \rfloor}\frac{\mu^j}{j!} \tag{B.3}\]

    +

    \[\text{P}(Y \le y) = e^{-\mu} \sum_{j=0}^{\left \lfloor{y}\right \rfloor}\frac{\mu^j}{j!} \tag{B.4}\]

    (see Figure B.3)

    @@ -676,7 +696,7 @@
    -

    Exercise B.3 (Poisson distribution functions) Let \(X \sim \text{Pois}(\mu = 3.75)\).

    +

    Exercise B.4 (Poisson distribution functions) Let \(X \sim \text{Pois}(\mu = 3.75)\).

    Compute:

    • \(\text{P}(X = 4 | \mu = 3.75)\)
      • @@ -688,24 +708,24 @@

      Solution.

        -
      • \(\text{P}(X=4) = 0.19378025\)
        • -
      • \(\text{P}(X\le 7) = 0.96237866\)
        • -
      • \(\text{P}(X > 5) = 0.17711717\)
        • +
      • \(\text{P}(X=4) = 0.1938\)
        • +
      • \(\text{P}(X\le 7) = 0.9624\)
        • +
      • \(\text{P}(X > 5) = 0.1771\)
      -

      Theorem B.2 (Properties of the Poisson distribution) If \(X \sim \text{Pois}(\mu)\), then:

      +

      Theorem B.3 (Properties of the Poisson distribution) If \(X \sim \text{Pois}(\mu)\), then:

      • \(\mathbb{E}[Y] = \mu\)
      • \(\text{Var}(Y) = \mu\)
      -

      Exercise B.4 Prove Theorem B.2.

      +

      Exercise B.5 Prove Theorem B.3.

      -
      +

      Solution. \[ \begin{aligned} \text{E}[X] @@ -724,8 +744,8 @@ \end{aligned} \]

      -

      -B.2.3 Accounting for exposure

      +
      +

      Accounting for exposure

      If the exposures/observation durations, denoted \(T=t\) or \(N=n\), vary between observations, we model:

      \[\mu = \lambda\cdot t\]

      \(\lambda\) is interpreted as the “expected event rate per unit of exposure”; that is,

      @@ -744,28 +764,60 @@
    -

    Theorem B.3 If \(\mu = \lambda\cdot t\), then:

    +

    Theorem B.4 If \(\mu = \lambda\cdot t\), then:

    \[\text{log}\left\{\mu \right\}= \text{log}\left\{\lambda\right\} + \text{log}\left\{t\right\}\]

    Definition B.7 (Offset) When the linear component of a model involves a term without an unknown coefficient, that term is called an offset.

    -

    -B.2.4 The Negative-Binomial distribution

    -{{}} +

    +B.2.3 The Negative-Binomial distribution

    +
    +

    Definition B.8 (Negative binomial distribution) \[ +\text{P}(Y=y) += \frac{\mu^y}{y!} +\cdot \frac{\Gamma(\rho + y)}{\Gamma(\rho) \cdot (\rho + \mu)^y} +\cdot \left(1+\frac{\mu}{\rho}\right)^{-\rho} +\]

    +

    where \(\rho\) is an overdispersion parameter and \(\Gamma(x) = (x-1)!\) for integers \(x\).

    +
    +
    +

    You don’t need to memorize or understand this expression.

    +

    As \(\rho \rightarrow \infty\), the second term converges to 1 and the third term converges to \(\text{exp}\left\{-\mu\right\}\), which brings us back to the Poisson distribution.

    +
    +
    +
    +

    Theorem B.5 If \(Y \sim \text{NegBin}(\mu, \rho)\), then:

    +
      +
    • \(\mathbb{E}[Y] = \mu\)
      • +
    • \(\text{Var}\left(Y\right) = \mu + \frac{\mu^2}{\rho} > \mu\)
      • +
    +
    +

    +B.2.4 Weibull Distribution

    +

    \[ +\begin{aligned} +p(t)&= \alpha\lambda x^{\alpha-1}\text{e}^{-\lambda x^\alpha}\\ +h(t)&=\alpha\lambda x^{\alpha-1}\\ +S(t)&=\text{e}^{-\lambda x^\alpha}\\ +E(T)&= \Gamma(1+1/\alpha)\cdot \lambda^{-1/\alpha} +\end{aligned} +\]

    +

    When \(\alpha=1\) this is the exponential. When \(\alpha>1\) the hazard is increasing and when \(\alpha < 1\) the hazard is decreasing. This provides more flexibility than the exponential.

    +

    We will see more of this distribution later.

    B.3 Characteristics of probability distributions

    -

    Definition B.8 (Density function) The density function \(f(t)\) or \(\text{p}(T=t)\) for a random variable \(T\) at value \(t\) can be defined as the derivative of the cumulative probability function \(P(T\le t)\); that is:

    +

    Definition B.9 (Density function) The density function \(f(t)\) or \(\text{p}(T=t)\) for a random variable \(T\) at value \(t\) can be defined as the derivative of the cumulative probability function \(P(T\le t)\); that is:

    \[f(t) \stackrel{\text{def}}{=}\frac{\partial}{\partial t} \Pr(T\le t)\]

    -

    Definition B.9 (Hazard function) The hazard function for a random variable \(T\) at value \(t\) is the conditional density of \(T\) at \(t\), given \(T\ge t\); that is:

    +

    Definition B.10 (Hazard function) The hazard function for a random variable \(T\) at value \(t\) is the conditional density of \(T\) at \(t\), given \(T\ge t\); that is:

    \[h(t) \stackrel{\text{def}}{=}p(T=t|T\ge t)\]

    If \(T\) represents the time at which an event occurs, then \(h(t)\) is the probability that the event occurs at time \(t\), given that it has not occurred prior to time \(t\).

    -

    Definition B.10 (Expectation, expected value, population mean ) The expectation, expected value, or population mean of a continuous random variable \(X\), denoted \(\mathbb{E}\left[X\right]\), \(\mu(X)\), or \(\mu_X\), is the weighted mean of \(X\)’s possible values, weighted by the probability density function of those values:

    +

    Definition B.11 (Expectation, expected value, population mean ) The expectation, expected value, or population mean of a continuous random variable \(X\), denoted \(\mathbb{E}\left[X\right]\), \(\mu(X)\), or \(\mu_X\), is the weighted mean of \(X\)’s possible values, weighted by the probability density function of those values:

    \[\mathbb{E}\left[X\right] = \int_{x\in \mathcal{R}(X)} x \cdot \text{p}(X=x)dx\]

    The expectation, expected value, or population mean of a discrete random variable \(X\), denoted \(\mathbb{E}\left[X\right]\), \(\mu(X)\), or \(\mu_X\), is the mean of \(X\)’s possible values, weighted by the probability mass function of those values:

    \[\mathbb{E}\left[X\right] = \sum_{x \in \mathcal{R}(X)} x \cdot \text{P}(X=x)\]

    @@ -773,7 +825,7 @@
    -

    Theorem B.4 (Expectation of the Bernoulli distribution) The expectation of a Bernoulli random variable with parameter \(\pi\) is:

    +

    Theorem B.6 (Expectation of the Bernoulli distribution) The expectation of a Bernoulli random variable with parameter \(\pi\) is:

    \[\mathbb{E}\left[X\right] = \pi\]

    @@ -794,14 +846,14 @@
    -

    The symbol for independence, \(⫫\), is essentially just \(\prod\) upside-down. So the symbol can remind you of its definition (Definition B.17).

    +

    The symbol for independence, \(⫫\), is essentially just \(\prod\) upside-down. So the symbol can remind you of its definition (Definition B.18).

    -

    Definition B.18 (Conditional independence) A set of random variables \(Y_1, \ldots, Y_n\) are conditionally statistically independent given a set of covariates \(X_1, \ldots, X_n\) if the joint probability of the \(Y_i\)s given the \(X_i\)s is equal to the product of their marginal probabilities:

    +

    Definition B.19 (Conditional independence) A set of random variables \(Y_1, \ldots, Y_n\) are conditionally statistically independent given a set of covariates \(X_1, \ldots, X_n\) if the joint probability of the \(Y_i\)s given the \(X_i\)s is equal to the product of their marginal probabilities:

    \[\Pr(Y_1=y_1, \ldots, Y_n = y_n|X_1=x_1, \ldots, X_n = x_n) = \prod_{i=1}^n{\Pr(Y_i=y_i|X_i=x_i)}\]

    -

    Definition B.19 (Identically distributed) A set of random variables \(X_1, \ldots, X_n\) are identically distributed if they have the same range \(\mathcal{R}(X)\) and if their marginal distributions \(\text{P}(X_1=x_1), ..., \text{P}(X_n=x_n)\) are all equal to some shared distribution \(\text{P}(X=x)\):

    +

    Definition B.20 (Identically distributed) A set of random variables \(X_1, \ldots, X_n\) are identically distributed if they have the same range \(\mathcal{R}(X)\) and if their marginal distributions \(\text{P}(X_1=x_1), ..., \text{P}(X_n=x_n)\) are all equal to some shared distribution \(\text{P}(X=x)\):

    \[ \forall i\in \left\{1:n\right\}, \forall x \in \mathcal{R}(X): \text{P}(X_i=x) = \text{P}(X=x) \]

    -

    Definition B.20 (Conditionally identically distributed) A set of random variables \(Y_1, \ldots, Y_n\) are conditionally identically distributed given a set of covariates \(X_1, \ldots, X_n\) if \(Y_1, \ldots, Y_n\) have the same range \(\mathcal{R}(X)\) and if the distributions \(\text{P}(Y_i=y_i|X_i =x_i)\) are all equal to the same distribution \(\text{P}(Y=y|X=x)\):

    +

    Definition B.21 (Conditionally identically distributed) A set of random variables \(Y_1, \ldots, Y_n\) are conditionally identically distributed given a set of covariates \(X_1, \ldots, X_n\) if \(Y_1, \ldots, Y_n\) have the same range \(\mathcal{R}(X)\) and if the distributions \(\text{P}(Y_i=y_i|X_i =x_i)\) are all equal to the same distribution \(\text{P}(Y=y|X=x)\):

    \[ \text{P}(Y_i=y|X_i=x) = \text{P}(Y=y|X=x) \]

    -

    Definition B.21 (Independent and identically distributed) A set of random variables \(X_1, \ldots, X_n\) are independent and identically distributed (shorthand: “\(X_i\ \text{iid}\)”) if they are statistically independent and identically distributed.

    +

    Definition B.22 (Independent and identically distributed) A set of random variables \(X_1, \ldots, X_n\) are independent and identically distributed (shorthand: “\(X_i\ \text{iid}\)”) if they are statistically independent and identically distributed.

    -

    Definition B.22 (Conditionally independent and identically distributed) A set of random variables \(Y_1, \ldots, Y_n\) are conditionally independent and identically distributed (shorthand: “\(Y_i | X_i\ \text{ciid}\)” or just “\(Y_i |X_i\ \text{iid}\)”) given a set of covariates \(X_1, \ldots, X_n\) if \(Y_1, \ldots, Y_n\) are conditionally independent given \(X_1, \ldots, X_n\) and \(Y_1, \ldots, Y_n\) are identically distributed given \(X_1, \ldots, X_n\).

    +

    Definition B.23 (Conditionally independent and identically distributed) A set of random variables \(Y_1, \ldots, Y_n\) are conditionally independent and identically distributed (shorthand: “\(Y_i | X_i\ \text{ciid}\)” or just “\(Y_i |X_i\ \text{iid}\)”) given a set of covariates \(X_1, \ldots, X_n\) if \(Y_1, \ldots, Y_n\) are conditionally independent given \(X_1, \ldots, X_n\) and \(Y_1, \ldots, Y_n\) are identically distributed given \(X_1, \ldots, X_n\).

    @@ -1614,366 +1666,383 @@ ### The Negative-Binomial distribution {#sec-nb-dist} -{{<< include negbinom.qmd >}} +{{< include negbinom.qmd >}} -## Characteristics of probability distributions +### Weibull Distribution {#sec-weibull} -:::{#def-density} -### Density function - -The density function $f(t)$ or $\p(T=t)$ for a random variable $T$ at value $t$ can be defined as the derivative of the cumulative probability function $P(T\le t)$; that is: - -$$f(t) \eqdef \deriv{t} \Pr(T\le t)$$ - -::: +$$ +\begin{aligned} +p(t)&= \alpha\lambda x^{\alpha-1}\text{e}^{-\lambda x^\alpha}\\ +h(t)&=\alpha\lambda x^{\alpha-1}\\ +S(t)&=\text{e}^{-\lambda x^\alpha}\\ +E(T)&= \Gamma(1+1/\alpha)\cdot \lambda^{-1/\alpha} +\end{aligned} +$$ -:::{#def-hazard} - -{{< include _def-hazard.qmd >}} +When $\alpha=1$ this is the exponential. When $\alpha>1$ the hazard is +increasing and when $\alpha < 1$ the hazard is decreasing. This provides +more flexibility than the exponential. -::: +We will see more of this distribution later. -:::{#def-expectation} -### Expectation, expected value, population mean \index{expectation} \index{expected value} - -The **expectation**, **expected value**, or **population mean** of a *continuous* random variable $X$, denoted $\E{X}$, $\mu(X)$, or $\mu_X$, is the weighted mean of $X$'s possible values, weighted by the probability density function of those values: +## Characteristics of probability distributions + +:::{#def-density} +### Density function -$$\E{X} = \int_{x\in \rangef{X}} x \cdot \p(X=x)dx$$ +The density function $f(t)$ or $\p(T=t)$ for a random variable $T$ at value $t$ can be defined as the derivative of the cumulative probability function $P(T\le t)$; that is: -The **expectation**, **expected value**, or **population mean** of a *discrete* random variable $X$, denoted $\E{X}$, $\mu(X)$, or $\mu_X$, is the mean of $X$'s possible values, weighted by the probability mass function of those values: +$$f(t) \eqdef \deriv{t} \Pr(T\le t)$$ -$$\E{X} = \sum_{x \in \rangef{X}} x \cdot \P(X=x)$$ +::: -(c.f. <https://en.wikipedia.org/wiki/Expected_value>) +:::{#def-hazard} -::: +{{< include _def-hazard.qmd >}} ---- +::: -:::{#thm-bernoulli-mean} -#### Expectation of the Bernoulli distribution +:::{#def-expectation} +### Expectation, expected value, population mean \index{expectation} \index{expected value} -The expectation of a Bernoulli random variable with parameter $\pi$ is: +The **expectation**, **expected value**, or **population mean** of a *continuous* random variable $X$, denoted $\E{X}$, $\mu(X)$, or $\mu_X$, is the weighted mean of $X$'s possible values, weighted by the probability density function of those values: -$$\E{X} = \pi$$ -::: - ---- - -:::{.proof} - -$$ -\ba -\E{X} -&= \sum_{x\in \rangef{X}} x \cd \P(X=x) -\\&= \sum_{x\in \set{0,1}} x \cd \P(X=x) -\\&= \paren{0 \cd \P(X=0)} + \paren{1 \cd \P(X=1)} -\\&= \paren{0 \cd (1-\pi)} + \paren{1 \cd \pi} -\\&= 0 + \pi -\\&= \pi -\ea -$$ - -::: - ---- - -### Variance and related characteristics - -:::{#def-variance} -#### Variance - -The variance of a random variable $X$ is the expectation of the squared difference between $X$ and $\E{X}$; that is: - -$$ -\Var{X} \eqdef \E{(X-\E{X})^2} -$$ - -::: +$$\E{X} = \int_{x\in \rangef{X}} x \cdot \p(X=x)dx$$ + +The **expectation**, **expected value**, or **population mean** of a *discrete* random variable $X$, denoted $\E{X}$, $\mu(X)$, or $\mu_X$, is the mean of $X$'s possible values, weighted by the probability mass function of those values: + +$$\E{X} = \sum_{x \in \rangef{X}} x \cdot \P(X=x)$$ + +(c.f. <https://en.wikipedia.org/wiki/Expected_value>) + +::: + +--- + +:::{#thm-bernoulli-mean} +#### Expectation of the Bernoulli distribution + +The expectation of a Bernoulli random variable with parameter $\pi$ is: + +$$\E{X} = \pi$$ +::: + +--- + +:::{.proof} + +$$ +\ba +\E{X} +&= \sum_{x\in \rangef{X}} x \cd \P(X=x) +\\&= \sum_{x\in \set{0,1}} x \cd \P(X=x) +\\&= \paren{0 \cd \P(X=0)} + \paren{1 \cd \P(X=1)} +\\&= \paren{0 \cd (1-\pi)} + \paren{1 \cd \pi} +\\&= 0 + \pi +\\&= \pi +\ea +$$ ---- +::: -:::{#thm-variance} -#### Simplified expression for variance - -$$\Var{X}=\E{X^2} - \sqf{\E{X}}$$ - ---- +--- + +### Variance and related characteristics + +:::{#def-variance} +#### Variance -::::{.proof} -By linearity of expectation, we have: - -$$ -\begin{aligned} -\Var{X} -&\eqdef \E{(X-\E{X})^2}\\ -&=\E{X^2 - 2X\E{X} + \sqf{\E{X}}}\\ -&=\E{X^2} - \E{2X\E{X}} + \E{\sqf{\E{X}}}\\ -&=\E{X^2} - 2\E{X}\E{X} + \sqf{\E{X}}\\ -&=\E{X^2} - \sqf{\E{X}}\\ -\end{aligned} -$$ -:::: +The variance of a random variable $X$ is the expectation of the squared difference between $X$ and $\E{X}$; that is: + +$$ +\Var{X} \eqdef \E{(X-\E{X})^2} +$$ + +::: + +--- + +:::{#thm-variance} +#### Simplified expression for variance + +$$\Var{X}=\E{X^2} - \sqf{\E{X}}$$ -::: +--- ---- - -::: {#def-precision} -#### Precision - -The **precision** of a random variable $X$, often denoted $\tau(X)$, $\tau_X$, or shorthanded as $\tau$, is -the inverse of that random variable's variance; that is: - -$$\tau(X) \eqdef \inv{\Var{X}}$$ -::: - -::: {#def-sd} - -#### Standard deviation +::::{.proof} +By linearity of expectation, we have: + +$$ +\begin{aligned} +\Var{X} +&\eqdef \E{(X-\E{X})^2}\\ +&=\E{X^2 - 2X\E{X} + \sqf{\E{X}}}\\ +&=\E{X^2} - \E{2X\E{X}} + \E{\sqf{\E{X}}}\\ +&=\E{X^2} - 2\E{X}\E{X} + \sqf{\E{X}}\\ +&=\E{X^2} - \sqf{\E{X}}\\ +\end{aligned} +$$ +:::: -The standard deviation of a random variable $X$ is the square-root of the variance of $X$: +::: -$$\SD{X} \eqdef \sqrt{\Var{X}}$$ +--- -::: - ---- - -:::{#def-cov} -#### Covariance - -For any two one-dimensional random variables, $X,Y$: +::: {#def-precision} +#### Precision + +The **precision** of a random variable $X$, often denoted $\tau(X)$, $\tau_X$, or shorthanded as $\tau$, is +the inverse of that random variable's variance; that is: + +$$\tau(X) \eqdef \inv{\Var{X}}$$ +::: -$$\Cov{X,Y} \eqdef \Expf{(X - \E X)(Y - \E Y)}$$ +::: {#def-sd} -::: +#### Standard deviation ---- +The standard deviation of a random variable $X$ is the square-root of the variance of $X$: -:::{#thm-alt-cov} -$$\Cov{X,Y}= \E{XY} - \E{X} \E{Y}$$ +$$\SD{X} \eqdef \sqrt{\Var{X}}$$ + ::: --- -:::{.proof} -Left to the reader. -::: - ---- - -:::{#lem-cov-xx} - -##### The covariance of a variable with itself is its variance - -For any random variable $X$: - -$$\Cov{X,X} = \Var{X}$$ - -::: - -:::{.proof} -$$ -\ba -\Cov{X,X} &= E[XX] - E[X]E[X] -\\ &= E[X^2]-(E[X])^2 -\\ &= \Var{X} -\ea -$$ -::: - ---- - -:::{#def-cov-vec-x} - -#### Variance/covariance of a $p \times 1$ random vector - -For a $p \times 1$ dimensional random vector $X$, - +:::{#def-cov} +#### Covariance + +For any two one-dimensional random variables, $X,Y$: + +$$\Cov{X,Y} \eqdef \Expf{(X - \E X)(Y - \E Y)}$$ + +::: + +--- + +:::{#thm-alt-cov} +$$\Cov{X,Y}= \E{XY} - \E{X} \E{Y}$$ +::: + +--- + +:::{.proof} +Left to the reader. +::: + +--- + +:::{#lem-cov-xx} + +##### The covariance of a variable with itself is its variance + +For any random variable $X$: + +$$\Cov{X,X} = \Var{X}$$ + +::: + +:::{.proof} $$ -\begin{aligned} -\text{Var}(X) -&\eqdef \text{Cov}(X)\\ -&\eqdef E[ \left( X - E\lbrack X\rbrack \right)^{\top}\left( X - E\lbrack X\rbrack \right) ]\\ +\ba +\Cov{X,X} &= E[XX] - E[X]E[X] +\\ &= E[X^2]-(E[X])^2 +\\ &= \Var{X} \ea $$ - -::: - ---- - -:::{#thm-vcov-vec} - -#### Alternate expression for variance of a random vector - -$$ -\ba -\Var{X} -&= E[ X^{\top}X ] - {E\lbrack X\rbrack}^{\top}E\lbrack X\rbrack -\end{aligned} -$$ -::: - ---- - -:::{.proof} -$$ -\ba -\Var{X} -&= E[ \left( X^{\top} - E\lbrack X\rbrack^{\top} \right)\left( X - E\lbrack X\rbrack \right) ]\\ -&= E[ X^{\top}X - E\lbrack X\rbrack^{\top}X - X^{\top}E\lbrack X\rbrack + E\lbrack X\rbrack^{\top}E\lbrack X\rbrack ]\\ -&= E[ X^{\top}X ] - E\lbrack X\rbrack^{\top}E\lbrack X\rbrack - {E\lbrack X\rbrack}^{\top}E\lbrack X\rbrack + E\lbrack X\rbrack^{\top}E\lbrack X\rbrack\\ -&= E[ X^{\top}X ] - 2{E\lbrack X\rbrack}^{\top}E\lbrack X\rbrack + E\lbrack X\rbrack^{\top}E\lbrack X\rbrack\\ -&= E[ X^{\top}X ] - {E\lbrack X\rbrack}^{\top}E\lbrack X\rbrack -\end{aligned} -$$ -::: - ---- +::: + +--- + +:::{#def-cov-vec-x} + +#### Variance/covariance of a $p \times 1$ random vector + +For a $p \times 1$ dimensional random vector $X$, + +$$ +\begin{aligned} +\text{Var}(X) +&\eqdef \text{Cov}(X)\\ +&\eqdef E[ \left( X - E\lbrack X\rbrack \right)^{\top}\left( X - E\lbrack X\rbrack \right) ]\\ +\ea +$$ + +::: + +--- + +:::{#thm-vcov-vec} + +#### Alternate expression for variance of a random vector + +$$ +\ba +\Var{X} +&= E[ X^{\top}X ] - {E\lbrack X\rbrack}^{\top}E\lbrack X\rbrack +\end{aligned} +$$ +::: -:::{#thm-var-lincom} +--- -#### Variance of a linear combination - -For any set of random variables $\Xin$ and corresponding constants $a_1, ... ,a_n$: - -$$\Var{\sumin a_i X_i} = \sumin \sumn{j} a_i a_j \Cov{X_i,X_j}$$ -::: - ---- - -:::{.proof} - -Left to the reader... +:::{.proof} +$$ +\ba +\Var{X} +&= E[ \left( X^{\top} - E\lbrack X\rbrack^{\top} \right)\left( X - E\lbrack X\rbrack \right) ]\\ +&= E[ X^{\top}X - E\lbrack X\rbrack^{\top}X - X^{\top}E\lbrack X\rbrack + E\lbrack X\rbrack^{\top}E\lbrack X\rbrack ]\\ +&= E[ X^{\top}X ] - E\lbrack X\rbrack^{\top}E\lbrack X\rbrack - {E\lbrack X\rbrack}^{\top}E\lbrack X\rbrack + E\lbrack X\rbrack^{\top}E\lbrack X\rbrack\\ +&= E[ X^{\top}X ] - 2{E\lbrack X\rbrack}^{\top}E\lbrack X\rbrack + E\lbrack X\rbrack^{\top}E\lbrack X\rbrack\\ +&= E[ X^{\top}X ] - {E\lbrack X\rbrack}^{\top}E\lbrack X\rbrack +\end{aligned} +$$ +::: -::: +--- ---- +:::{#thm-var-lincom} -:::{#lem-var-lincom2} +#### Variance of a linear combination -For any two random variables $X$ and $Y$ and scalars $a$ and $b$: +For any set of random variables $\Xin$ and corresponding constants $a_1, ... ,a_n$: -$$\Var{aX + bY} = a^2 \Var{X} + b^2 \Var{Y} + 2(a \cd b) \Cov{X,Y}$$ - -::: - ---- - -:::{.proof} - -Apply @thm-var-lincom with $n=2$, $X_1 = X$, and $X_2 = Y$. - -Or, see <https://statproofbook.github.io/P/var-lincomb.html> - -::: - ---- - -:::{#def-homosked} -### homoskedastic, heteroskedastic +$$\Var{\sumin a_i X_i} = \sumin \sumn{j} a_i a_j \Cov{X_i,X_j}$$ +::: + +--- + +:::{.proof} + +Left to the reader... + +::: + +--- + +:::{#lem-var-lincom2} + +For any two random variables $X$ and $Y$ and scalars $a$ and $b$: + +$$\Var{aX + bY} = a^2 \Var{X} + b^2 \Var{Y} + 2(a \cd b) \Cov{X,Y}$$ -A random variable $Y$ is **homoskedastic** (with respect to covariates $X$) if the variance of $Y$ does not vary with $X$: +::: -$$\Varr(Y|X=x) = \ss, \forall x$$ +--- -Otherwise it is **heteroskedastic**. +:::{.proof} -::: +Apply @thm-var-lincom with $n=2$, $X_1 = X$, and $X_2 = Y$. ---- +Or, see <https://statproofbook.github.io/P/var-lincomb.html> -:::{#def-indpt} +::: -### Statistical independence +--- -A set of random variables $\X1n$ are **statistically independent** -if their joint probability is equal to the product of their marginal probabilities: +:::{#def-homosked} +### homoskedastic, heteroskedastic -$$\Pr(\Xx1n) = \prodi1n{\Pr(X_i=x_i)}$$ +A random variable $Y$ is **homoskedastic** (with respect to covariates $X$) if the variance of $Y$ does not vary with $X$: -::: +$$\Varr(Y|X=x) = \ss, \forall x$$ -::: notes +Otherwise it is **heteroskedastic**. -::::{.callout-tip} -The symbol for independence, $\ind$, is essentially just $\prod$ upside-down. -So the symbol can remind you of its definition (@def-indpt). -:::: - -::: - ---- - -:::{#def-cind} +::: + +--- + +:::{#def-indpt} + +### Statistical independence + +A set of random variables $\X1n$ are **statistically independent** +if their joint probability is equal to the product of their marginal probabilities: -### Conditional independence +$$\Pr(\Xx1n) = \prodi1n{\Pr(X_i=x_i)}$$ -A set of random variables $\dsn{Y}$ are **conditionally statistically independent** -given a set of covariates $\X1n$ -if the joint probability of the $Y_i$s given the $X_i$s is equal to -the product of their marginal probabilities: - -$$\Pr(\dsvn{Y}{y}|\dsvn{X}{x}) = \prodi1n{\Pr(Y_i=y_i|X_i=x_i)}$$ - -::: +::: + +::: notes + +::::{.callout-tip} +The symbol for independence, $\ind$, is essentially just $\prod$ upside-down. +So the symbol can remind you of its definition (@def-indpt). +:::: ---- +::: -:::{#def-ident} +--- -#### Identically distributed +:::{#def-cind} -A set of random variables $\X1n$ are **identically distributed** -if they have the same range $\rangef{X}$ and if -their marginal distributions $\P(X_1=x_1), ..., \P(X_n=x_n)$ are all -equal to some shared distribution $\P(X=x)$: - -$$ -\forall i\in \set{1:n}, \forall x \in \rangef{X}: \P(X_i=x) = \P(X=x) -$$ +### Conditional independence + +A set of random variables $\dsn{Y}$ are **conditionally statistically independent** +given a set of covariates $\X1n$ +if the joint probability of the $Y_i$s given the $X_i$s is equal to +the product of their marginal probabilities: + +$$\Pr(\dsvn{Y}{y}|\dsvn{X}{x}) = \prodi1n{\Pr(Y_i=y_i|X_i=x_i)}$$ ::: --- -:::{#def-cident} +:::{#def-ident} -#### Conditionally identically distributed +#### Identically distributed -A set of random variables $\dsn{Y}$ are **conditionally identically distributed** -given a set of covariates $\X1n$ -if $\dsn{Y}$ have the same range $\rangef{X}$ and if -the distributions $\P(Y_i=y_i|X_i =x_i)$ are all -equal to the same distribution $\P(Y=y|X=x)$: - -$$ -\P(Y_i=y|X_i=x) = \P(Y=y|X=x) -$$ - -::: - ---- - -:::{#def-iid} -#### Independent and identically distributed +A set of random variables $\X1n$ are **identically distributed** +if they have the same range $\rangef{X}$ and if +their marginal distributions $\P(X_1=x_1), ..., \P(X_n=x_n)$ are all +equal to some shared distribution $\P(X=x)$: + +$$ +\forall i\in \set{1:n}, \forall x \in \rangef{X}: \P(X_i=x) = \P(X=x) +$$ + +::: + +--- + +:::{#def-cident} + +#### Conditionally identically distributed -A set of random variables $\dsn{X}$ are **independent and identically distributed** -(shorthand: "$X_i\ \iid$") if they are statistically independent and identically distributed. - -::: - ---- - -:::{#def-iid} -#### Conditionally independent and identically distributed - -A set of random variables $\dsn{Y}$ are **conditionally independent and identically distributed** (shorthand: "$Y_i | X_i\ \ciid$" or just "$Y_i |X_i\ \iid$") given a set of covariates $\dsn{X}$ -if $\dsn{Y}$ are conditionally independent given $\dsn{X}$ and $\dsn{Y}$ are identically distributed given -$\dsn{X}$. +A set of random variables $\dsn{Y}$ are **conditionally identically distributed** +given a set of covariates $\X1n$ +if $\dsn{Y}$ have the same range $\rangef{X}$ and if +the distributions $\P(Y_i=y_i|X_i =x_i)$ are all +equal to the same distribution $\P(Y=y|X=x)$: + +$$ +\P(Y_i=y|X_i=x) = \P(Y=y|X=x) +$$ + +::: + +--- -::: +:::{#def-iid} +#### Independent and identically distributed + +A set of random variables $\dsn{X}$ are **independent and identically distributed** +(shorthand: "$X_i\ \iid$") if they are statistically independent and identically distributed. + +::: + +--- + +:::{#def-iid} +#### Conditionally independent and identically distributed + +A set of random variables $\dsn{Y}$ are **conditionally independent and identically distributed** (shorthand: "$Y_i | X_i\ \ciid$" or just "$Y_i |X_i\ \iid$") given a set of covariates $\dsn{X}$ +if $\dsn{Y}$ are conditionally independent given $\dsn{X}$ and $\dsn{Y}$ are identically distributed given +$\dsn{X}$. + +:::
    diff --git a/probability_files/figure-html/fig-pois-cdfs-1.png b/probability_files/figure-html/fig-pois-cdfs-1.png index 80de78298fad6c900a967ce6a15ac56ce99dbbe4..22c93db56896ac789394a5709616b204d7154840 100644 GIT binary patch literal 58065 zcmeFZbySpH^fpY2h>A3Vgdp95bc|Bc4bm#z(j6lP(kP)I4AKgSbcad_(w(DpBi+M$ z2IB$c_r7a=>-+xt-t{ckx*uld-23da&yH(f=R8wZl)i9|>>LUT$_1I*5~?UDm=F{c z^qRA0z+cu)y9Q8DFfLk%iz{1+ON-lC+c~H`xMyS{ZDMQUU}2;xeG3JJKO{s$-~5UO zp=exbKFhUM|L(N3=NAz-A`7flJ01^FLC-zDpJKrzN_g|q z$Bb_;z8&g*WVmXXxfsNjRG^%M;m^3;zAOEvlLULdlsmutMTu2q^YG5p>t&zmQOBiG zobVD>-RMy|G*+_rY?EDM`3+OGwSrC`z1uH%x3jT?Mlnaxqmqw*svcZirmi3D+brHX zG@E~~ER7m4^0+^Xzlmnd1O-70Yw9ul&xI&jqzSk`^4eZS zTn{jmWMzC8jHn$7z?!Dr)WN`V{4o?Nd?O>9iKbcd3vXtuB5hZt|DJD=ShS?$d`_oG>jfr8WfE;#<{JKkrCZ!hGE3_#3`i zh?Y5T!)m~G$rQ0En)ec$nT23qyFjXG;7!)0pz&2a&2-UPt+xp=w+;;1iV5rKM4lMD zKJV1X>Ab(O>!KC^>g?Ea0TLXtU^))X!j)T%zFLJ0DVGe3oP5K^h8q=zUNoV?s$pc4 z$}gy1Eb58Y61@!h0{QsJeSwJcE`dZiHLiu1?%m|{b7V8-Z)Q@>-)#4MTY!IJ+CiWc zt6L%(=Vv-NZ>1g5{%C*qY1v$Zw&J{xyLqN_JGSWq+HNix4w>iv+gE5_OmJSlnoRwi z;ftDauyKc=?8O@m(KL?6Yo#6C?x?h?FutIQpc&Vj^$0WLm){E7>SSSjm-^fK+pLp2y@ z@A&A1==WAfm;=ln?$@aQjorb}!O)({5hiWf?Y_)owUm>bdv3}iMr9awOQ)Yrn9=yL z$fwVrjOCPOh@L#czQ^I=!k0-9LZV-Ors0E~ai({cAIV$C1>3Cr-tS`SQqgA^ywb*( zxzQDE#~;zkh+U?6Y*X&>XmKOW#YawLFb7)ixMD4gdEd*>i$|1D?9&7P%kZEom4%gV zhuOU5i(|nS@dbskbAg|~OpM<@mvfz&`21u|BIA77O!<|Lw2Or?=94HNJg@VAvXem^ zkPNw}nmEGF@b5DSZRr#V;C{0d4RCQyhy$?s@@A3cqQA>%e zEt6_~L)XogZWN{8tJ2_b@4&-*4ZRzVQj&Oxen{trQ)krM3>*Z%$sHL}1qBpl@O%~p z^{E9426#dR|H!~U6cn^XwBLWhge0Q>enziBeprO}Sp@|Jf+8bvQ{4@9VFdf7v57k) zqSynLFsps{3@P+729!Ff@nS>^MlB1yxz{>PghVB7247#mGt(7(x|g2%33|c4F)v9& zaL!&ez}uitI-^dEEfnDAclLZU=bmV##=(5%tGU?(@Ly`Qnnv}SaF6$#HGJ=&s;jW# zAbxG~Tpg1<#@S2M5I+=DwBrxvx1dGzSudFJ{{4s=l6Z|8bxz{cPb@I6LE?%mG=l#c z@94|e%G0O)8BKwO8g;NhA@lxm34RZM+fNYdR0(xZvD?#ZbcksG5uO?XLF*Pc<QV@)q3JS52crnNh+cGQEhm^dRpsJcLbIwAis!FXibo2>02@wt01u zX&3H-48cgurs<-!GS)Fy?z0nXI}w)r#nOyld7zM;8$+%Q^ycy!q zXA&cJ6-}hjoS1bK@)nhRR$pvSFo+FYD^$5~Vy%&rhnkXX$5ro;W4D{yP004;l$Q%F zm5hhVQWe=YkYBkH9L1s)-K69^WR+7nM;!DJTV0j<0LyM?b&|_&v|?s)F?-?-MG#~J zgV%2K%6xA&OO%*d>+6~M`Al8bbM(qGPy_;Tr_#fjRj-6oP)LZy-MoQDnGd=#-`9|) z5GOmyapwcIhlj_nq3@2@hveS-{NzrBn>`)w{2h!r<`0%V??_2W8S6f@iS9{wdV1=Q zzg7RPTWlLbpvZqu>S-6clayCTrK2n%Z*wHOE@L0V0ec&t+(CD;Go~t9ftR9Cj_#JQ zc~LAbE^b(bVockzX=d_n!F$Ng>u4045y!*<%Y@e1H*emk7B)@0=J%+0>!?vXC&@fZ zax#cJ%M%0}@~ITOC}d*?eP)ABH)7oTTz;6H&hfb_;%B=*`nKKo9%__W3Mi5fNbizy!AX%mUM6poVpD9Px!T7JJhTn1=Bo;N7*w25Rq z0u%ZFWGS7Vx8#{LN0X9~#ZL4R*li9wwn>V@U~c~Qz4B%-`-?_+|4sxNO)z6#N~VEPgCCEL!M<$c9!)AnBV;ad2S!Z7w=s!68`v zgEjWy^TnWM_Hx$2!6N6fgY5<}10BR;4zH_IZ7{JZNY{YbS5)Dvr!C&KZ}{8TijSlz z-LJLsj|Z3RuQoIE-){@*qFakG@URd*++SN6-KuiEw)1M!tIczifJN(lFs}EExDk6c ztX0%Aw3hfZnbnXoyNJzYB;Wu3>9Kv|)u-|w>Jmuc9`o7uTO+Ow&4!58I|b$)FDZ6+ zcgG$PC5>bc*| z@OMr$S^DL?Mb-nVf*xg&J{1-pA7ZA~S=6NVWNJy9nN3G-4Vb~a>xGekY?8`M}cmE%@7m1TDuZtuN|;;OK< zv1Y51GQLMfIf}1a^q%p_^9#wws*LBQMa5oXCa9j@NouK2Qo9=SD*V2;kKB2p_&m-F zM27iTXLgMkS5vpDLPM=z4}D1sf3qftV-vMO`h;Fbp=Wa zKEA<%DXyx4!5Riu?O>y@qchItB)AnCkg|#nf%^TdnI$y7i_q z6fc;qOgY%>?uTui$Tv)NksQY9xSCaN2Dlfel36NE&5UJpBrkiqvwk7GzA5@VVyelQ z^mAR`LS4RDoyAiM{rw7&cAlJp$ty~`KEfk1XijAgp8XtjJk4sZTiYBN$uT*1a%n(3 zX)3Rsai+xy;!ci9_okQiOZynNR5t&J~ftE6bmg=E5RWn1beL2om& z4H$&XUJ%X_5?VmPmYs!CPE?t=G9C=}zi`*GH^EGTk-W3)L{SC^E(W-uhsPhzvPP$AlztRE@k2jRsiGZj&l z_mfHqb#J*Y<7Zkz2ezvi{>V(qWaFo?uQQWzyf(}x)6MhJIV>D<)zTbFdoR!OJliRUbdR7%e(QU)U9TxgQYc{sWF_>T5M zu4tyWO1yIsQFW1{hEq}MsOG@l{URPXImP8?nf=xsT8*+ivqhMX%~|TZquJj!HJNC1 zRVSs5`Qj)QvxRKf>@{QsQkCvp>{si@cU&EqErqdcMl3TgYzN0+t`v>!=|-n@!uHRz z-)mOYe}^Y$JDEvaJo(M?ibrgNJV)rHqoC(i>PRo1H1)=#v;YH0tM>izB_8~ycVIae=8>A zp72T$Kard0_1!~n;QoviN;8)lA1-po@!7Grq#DErk#JDTd`o@&V#I9kjmyqPt80~G zjL9UX;r%ytF{ z!m%EFZqLuP9hqw^Bq9i1nYLc>B{ zozZF<1me9|*!Nq}Rq`b8;bN_A|LPU#j-Kd{J(;DEN-fq!kwhJZj`jwHW#9Q;oB09Z zUrC~;_tKq8dc<;mTisnz@5}EFyKnH2axB54AH3}9pscL(eQ11dj&XGGyDP~uNjeAF zA!2GHAeTk_@U|Qb-f833c>wRK98thXW9HQJ@;qqd3-pYF_osRIF&Wk?WbHd` zUe-v_M!Ue)zERdEZENfOVpUgD^pcGj!k4aLb92djIm4G@wp;GKa>e2FSZcM#)`ZzZ zciZOGU^+3^*PCnQQ+3Zgsnqrve0mWf)wEKM14P?%YRzM>7X3*~*_w*4xIrpxt0@le zwCH$^U2Shf(+xT_+eV1s%@=RTWq4{x9pci{b!|4+=yRSqvs%Y8_~bskRD7j8-Kj2% z((vlMPtw_=)F_Sh+lW<@@eBC(jO5TjUAxK~2_AEA?Oi<(JJWK_xX9|^PZU&_zYC|U zCVEQcC{q{8H-er@Nzxp{(Po@8MLR`F*08+MG^?4Nv{yJiIM$Du6TY97VQEE?Rn33h zn>Zb_&frnQ*PLasr+G6p^k`A|C2P3>>y2Xt8QbZ;9aeKx1G^i#$-Ux(;|7;wXK#zjuzkP!e@F-T+D-7&s3yC`-l%jj#R3Dh>>F zKjRZgChnre*EL&Kx$JZGaF{=*OL1GbNVpc=a#mja?)*0%mvsT{`hRc zLqCieN}W=#>NpW=O&#wxk*!*gwT&(0x3ORN4c`=?CO@l z<+9?*6g->TN9w=MOpRLh^vTXno3ChIU5@X;JTk?TP6$iTE_E=`bNE7+iU;p%(T1<5 z@kMF+Zhxj?XH!DQ)pr>%>Cm{cPN$%y@2p{g642%~#a%ue=_0rnd2tR4DuPYOvBH|A zuRF|4?(bE5*IlAR1k+Xo6|IH-NAivNu~$&&j6r$Ty3%KlK06~R4roqs&?>gN4)ulA zwc*%+bs?OtG6kWemt6$8)Z+fQiveG+{LE81)j%4JjX~u;5z#q0FSh*=SE^`xcv_T1 zNp#1!Vl^r!m^PIEzOj4k?BXJuNT;845HTB>b}>jvZ|`|87*PeSwTX!-3N046E#x-H zKI>HS-R-j9{{A$~S~uZUtLUWn0X^p%NN(RsFNe=PPc)}b*;&Xsxd)T7{{z>1gWNoI zMY31d<&xFPhAZY;a{P!%wx_8i_jex?ODlUH6%5L3P==>THV2!YL(3YhDFSDpIRVia zGZ?{4T(2nYeD{VxI=V0xiBdTgYjwXR_C^H$%j9(6METyAj0KW1ZaT?ecSlmki}@mE z6kJ|`l(hUxEgD)f#%iXfsnE_qj|j6)z6n&CZ=V^l@-|1ZD*qA%#fI;fQJ$9(_Z*rb zK71)PWgiztot6VcN2({^dte29ab zuXK>VLU^pkJK0yX;P+8xTXmMs)$w(-%?v~3>}3h}FXg!Xt5CS4{(YrtF7R`Y1D`+nWn zeU4YDd)-ObOnwzr8^{{#Y1wt`ZtcXy8oG{+U3j)5VV&GJ%3TlPm7sZ=1g0m?Dbw^Z z&a4hpD9vSUCh(hlw=b`?LWRCP$I6Uw{E=F|GyPpX%*+!FgG@Xzhrg!Ho#BR5R?@Yf zz9MPBJtdwkPp*@nuPjI~)3v?K1P`VK;g~^iA}$2zEp^oZ^IDm)@Ns;{b? z&V8f=z;lpZR62VpBc>+Ea2KnitK6cO!Rrj(0;$vf9un{~(j#D=@IPIaI%U8xl z2a&dV$?&I$YL`HZ+Y2%}Z)=fs?(Mmw0U8q_Lm%}!obMlCbzQkrE&AliQ<~~)BujUA zHzguaDCWOk{_`Ga+9kI#H;qxT1M2(yaKauH?4#Wft_|Ikr0B5Mvwu`AsPtGP&d9BX z{Lrl>QEb7DIr=}S!2AJ}A=->@M<6rvqy1y0pH(wYq#tGCg&w_!bVovV5!~qzyX3!P zz0c>?QuA${`5p%vMjG3Lno+#9IbRb4CPeEPU%1*un2W~3Pwxf{Jr5`-^2@@nwUzsp zsU%9#C$gt!`jC>6eUx)l!VjW=smMxyCCtZOAxQlDPv#6Y036qrK;jgNyeI4y_$PVfLY(3+;nbFL~C&9yRyObA-Xax~Ea#=@J-(51a z$Bdz9rQU+~K0aKv9`V7wcu~sN*LOj`;^O9dLlvl%Ix%w37n$hIAe!XXPxc-g>fz- z-tL)pU@Di6QY08416EUZAGe)Vk?C@I+diulJw0;jjRlYuD;1xS2gXw)Hk@5L51UH> zpi@tN8_3YDc$ZU*lnSxKF#i2QSnvCGkw|q$V}{G+PnEOjfu^8~Xd>~C`M0*edg-&$ zi5V8eO#Ku@?Gh<-?G%fq1Y+k6(}J-Y+5i#2$!v!Lf>EGkIQy1eFJ8&|Ea@G*FKUe^ zaaTl|&t<|HR-aFzyWh^Ap}%&tCY&tA-+W)-9e>h|~7sv~O zZv;FzKKO5g%y z@1JYk9L-3WhuSG7{5k|8aU5QR3W9ypi>e=i6uG?ut+{x!feO9_IX|)1qAPRbc!vOj zj$MLL1tpWqKz=ve8_K|I*J{1$Xdo>;k*CCX>xACbA-L^<4uU^@Q~%WmKNd#$ty^DH z;LP#&bwmegEmpcx&?@sB*V!B`Kx(O6Q}L0rz&TstfY>j&`vsLvSxw_toI6q!#066i z4K`AQ_n#v_HVQXkJG#>oKbQYv#4p`^RZrx+6F|x+dYzM~$e1?tyz<#MG5}PLOS!7? zHymv)4}G&&RNKqaCv{#0dwJLU%2(#n8PWcFD{1hFGy~L0msP5Yo|jcU1@B< zMT#!fT`l>u$N}@{rw6Sxd1_@z=zf=ymLk@JKkLNSPm)_xLZn;d)c^TiVgee+dFeg>&s_YzY9h&` zOywUe-Hb;;1sjE|k}KZQ{yjHsq8Sbe1P*zU(VFtQYj(3`5Rx8d`yC1DYeoS)NosUltyd{CB4|b7VmC*8P{B zPYm_{w0T=YeH-*)3A9*YZ84hf^~+txLddKYN)?$FK7Rbzcxz;^$TnoSU0Ej2_h2_5 zbQe)-!(7i*PnMcvarkgbJ_)3DcvILFOO8-C^K@|j8+JoIddjYiax;}gV%PL z-+?mKWv#e~MRli;F~LF%jK;hQ6@8%#nR1e(#mr{7PRpA1$|!e6*%EHJy5=(K?k>R8ZFL z_hy+Sb!E-DUKKBKo1ugXW^FqqQB4Y?hiIKKd3kCc9p-79u*4=cgV&O@HoTLjS$h|? zg~R4T^VCq1#Y)^n2C*BuWN;?d7HOBQW|!GM~4;$aaHR0Jp3r$rGK5=)1w^Q_GsKhaavH`X?2b91wk z>f@)!IB{vVZ~La3qFCfMX6NPtD>nx-mz>FG7DK+bwyIun3|uMb8SoTuh@BaxRI=kL zGPOLEy|IZiuN6kxk{}{PAT^6VusYdn)cRT=Vz4FB8|rSe*s-&ZlL}EQ-_ac^Y*B6N zcb@N!(o9(^%gM3p3t_$b0Sj6+HiXzLE_^9eoWEUM^pwK#gW!fDvN`<~CgwYFkaDJu z`5{CDQx!Ltb5P?WRMX&+1F4f-hLC_2RnDn>`dfVZ*;14d;8XxyJME9C@>lYn(4_=Of@Q z)!iNqBFYPeR>vw^;D{DLa$}m#CUF#7x-M<|wsC}Uh^!dj7E(lSV?XYm%u#_qBQ`fi zrWz1#oZ*7|CZ;c7Ba2HsU0U4)j5w{6FbgkAkF1w>`NKXYLxHspIP(2 z!DOZMcpZ0Z*@9pm8)Sj2XtNG$l8(9wsK0a$RDuqo60fomb`&HZd*5lYZR~Jwl7yD- zrowS09yx!@vn47zH`FO!pg?7?_qQJpU60#eu$WI!r?8ed7Uz)jG}Z-KqIGfD%vqj7 zNL4u1TX^RvdQ!d!IiG!89~U2@c??eZtmO!A{G)3iUkR9P$dC&SL%TYf?@s4dUD8rz z+&e|)-+9RI0M~6;L-%9D4ju2=5fhshy zd+z~N{Tc1|Lq;{|QO?27(ERn00vqRkH>7sz7X92yL!roL{1`X=AdAS@YnJ`9>iIna zb-M$af3bBS;;{Vv1E}&~(uJJCQ)Z!a6XYyJI@%PcEcySP;Qw90 zQ%zJ*=gsrE-#NGWHK^Csv3e{T&G&7J-3R^y&m^z?XJ~0O0Cpl`8~UA$T2lXL@519F zB1qJJ?NG`pMR$bQ{MKE%U1?-L|$Xr+d>_Q;~bHh6giH zpp6ZtfBCbL@piRES61u@h*X^VV86~b4g5ysl+mG8+IV}dIX7C)oUO^G4V&P#>P zT4bnbGBqq=Yk%pL=UGk0zF7fP`(+W5<&kSQ)R1I6c|!<%ZFXqj#mN^Oxe{nFP?l*0 z^pW&mBOOh09cU!o&P?ePXMk}Xls>U5XYeWi^&+TfT_8HdSH+8*;teh}{)eI+^Jc%C zJCGI4Y1d`*6n_Vy9tRHZvK{sJ|3dZ81xK0*r#Djb|L;$-Jz{11r*bY6kTMhAU;K8L z(AVTX8S4Z$-c#y7$qDj-Iu6M9!aQa=!IOP+#1(FC)hzXN0MP!nK_8A%n#z0qT2e7+ z6<{zke6Tm?AN7T!=Q`X?bii`{E50d9g1KNnfPt22$?jaH5nwE?B#~4yMziS>i-?HW ze}7C;|C~;azTc{^j_P1WdVDI*Zq&IhgD&5!E!56uEiO6QI<9j5efgL;)owd`GgjcU zr_CJIUNMuzK+MEJv@jAwg8bP1g|CxI$=jSK)d}qYvq-*C)RtpdEh_p0ihIt04paeAKx^C zZ`bqP?@CiB&yvF)K=xPv2$7uQVc6e8wAVKG)+OSFppPfliu-QT;|QO)6I%7FF^B4N zJ0$lNee;slH1L>BUD;o2YcLaCdlfNZmgI(Hdril?8obq-f**{)L*m-6C~Q_PdvhES z#lAhn8T;msOX-+ZFd~jCLP(ydE?S<22@3KeU6$vnlp*Y(zrm{ehjQV-hSP$Q{+S!MgI4+`D(b1TZL zQj;g|%3tr-v33~`;foFwSZ$XGZSV1rn`%rb2KoRjjp^%)QGT`-nvq>@~{RU=)5D!HyFfq(#zKiOxMPnT*zz zmAeQ?XDU`MUn$+bK~otl?j}2x?n_h(xh`-ahH1lu@hzNoT&vdN%dHNWZfb>xl2(fyL-(MltHPhM>pPYSHkxy-Qatp z#SPC92k=7?1He(VFZSG>O_ytKAirxdOhI<{o-AohIuGnw*@cTz_dN9gjU{xLA6+NP z=zZO?lWk0V=T01E^2a0tSQTz%rUWXtX@ zu1uD21OFy94~oW5^C|)fS^J}9g_Ya8{o3c!t9>)fc_O3QYjeq=>uoDMseMfy(>t~< zxq*-=%+7fy_d(FmX*4TdyaRiqX8BvD!Hl`oZ94fixqxa!TO z$TV2hGkNa-kfJQeH*s-@AW@gsHu%;z)aRdkz*@tlf@Fb<2A|*)t@u!%c8IM|u*Mhg(S1ak0|f(G}nkLuQZGzdIl7 z?j9cS#XNAf8gF)T_NJ)xL1QX~QKkjsSTjm&Z7yFGM}JIe-nr}@Wr+zhW1*Yn*Cyz{ z^A(k+SshWu`2xe-G36mkcT%$9wiJV)G?mZ#>a0)60g~Mg$lBHxkG4A+DD8aU-diEX z6_afClTljrZ=O=>3{I%QcGc#tQlk4JTlSs z;@J{G*_x=3m{Lr2x@}{QM^C1U!Hw^0J8RPoaKs|KJ`U*gw)Q^o<~*T-a~ashp!W}_ z1TKH6WL^zz6Uj0wb({_@ufiiq+hk@)>B`3R@bsKF47txScFWU~DYUzbPs?n1^CiLJ z(74RAebxeBEiJ7A5{@-_HA6$guZxxmj(O^D&+Xqn{4QH*7Zh7iS$)=sG$fxE-a^Dc@m#Pe9SSE>&;Upuxw1A)jk47)wQRnY2_xbI4kA#1iARco9HnKy1} z0s|V&OEqM-<8cl=tmJH#dC6NS)v(D5wInsrh2NSZ)2;VmVg0UG|T3WB- zMP$3vyYlGv$WnXz$is-}o>|hpf30&ig`;y4!+dwz%;RMqTR7E~(3VAV*_$qea5K-j zeUWRKI&YJ2dW>ueT+3v;_I~zkN?Skj>xesuDv@|26ARcX$^_VkWf(r{L20;|Z%K4w zRl_n@(j3s7W;;{4D7G6YJy{dnr(VhEBSZ~$u&BHqSlA1+t`y~-c7z3LgN!Tj*ptmo z$j~3(YwfuULS2k0^0bA0-?GKMxr0|}JWYE}X{(IEPbpmbom`4>|4qN3(EtY?d0X1$ zCvG9T)p*6u15jb)f&iChVnuV=UR&0$YQcmf=rIn-lKs#M?`@IWxWYebI*lqejU9MkMnnWs*H;2 zPaWd_5i!W?>M)K^k{vSB=KsuzgS}@Ev69JM~*Li zelmIdX;T@w0AdOGNOW3}^FLrrKL@vD1^peP2X!Y?a-TlRGEmOMHWI#%_dgCmoCXvg5}auvgY3;G~VR zC;0AQ9Lq`YCRXyUn|e(1=KWNMQu%Jyz868QYNlp1#5a*S{U|Vn4O`U76BrUi?d;bw zw|fOtojrukN7Nmj7k(F4TDoKB{>!dDf`hb(IW{5zb;*m*yY}*FLNESV-S$DSY}q3S%U|59g=^HaB?JNK|CubA9)M0S zjQV~0yAyX*>D&hv@ysUc)K26_;0?$tP=C|9PFPJ%Ez&g&-T51DMt%w64oJ z%8e2|yK4up0>m%O=>KH@=bf<|E0-W|>V>W}!--<&{%mo|=F4LuCIZYgMV_@!5wj#Oz?alwz=z}i!aAft4 z%!x(&DHntmY0?h!&*D$h-3TzXrRauJ>2ze;iOCWEBq!Bc5DmF!B>Kcx80g9n_e zL*qK-w))oD`CD^rnY4A0;Ak?h$)}8AQy(Q(a3Y(}x?kC{_*rolAdi#tg}jy~=d*R9 z?0Hf-EBj@7jn;Xv!rjq&q|6!FVcOlBCT?3SYQ#<7YH;2-CtiAiUD>C_Am3DB!lCp` zPRI{zYl7Qwil(lzF|)z-S1IqGEVFL?z6+o$`j(URp}f!s6Mo*_9c~wWHbPNa=<0NY z>8^n=?Ij_;$2INk?YBiVvvqoSVA22xk=tNC90^r-ILD2js8(Yct(gY zxl7CF%iktvhGJ3o_gDCZJ*HGaqf zRBWXyaoay;{k3;K%jxRsju=uAI0w?k582qXY#{n;(^cp*qYZMpXe%|-9GfH(FJm;p zBvti0OXEim=LIhi35iY=9gMST?F(61B`xzfJKKEx)C`l3o%OWG;Z0^LRMH)W~?36Yd0B*6zcU37X1+^<)CcIPa zbI_>42mo95O4~l}ueY>Bd7Z799=DH<5arM9UoKA|Zc2CsDT`(D4qLAh2+bm2V!o$Brd zq{AS?7OuEwHhrbS+8q0%jzR?95Bqu7Ecss_V zt#(|uD0*o`b?YXU6qe>|yCG51PQ@URpA_#uoA?zz2&8GT;+)_wq%53wu3(A=b-fn8S#7cj%kuBLfL3B0g+$}S9bo;Z=lkRo_uzQ@8 zZuJ89O-+l&G}}L$w-#LRg!6a^ge0n9=%K+G+2|Bc+stXK%4?K~NVE%_eU74R6JC?g z(ks1=EFiJ2Jb=vR9wPP{UJE#;>EQ`ox{apKhhP-cd>@dlukVb-WUa5ZMT&7!$6%)B z&d_%Z5I);sQaIp-jFZE+rI2`O2)LkNxx;I;!rgxAm0A7HG>i&)Qpcz_OWSj};S9!e zi0xWhfb)D(_~X56E>l6DjqR*r^gPSYoFH%<1;7k{hz5S5xVZRA{IVAV@(6e5GMjFZ z{9DWUKyRKm{h;Z>ZL-ceaDi&^TqbA>+bWlbB= zi`|ov0O{qRgE;EKs2)gETarYd5P7YHq~!~baG!&DLkXXjQF7**7tz*V;EwkN~K`HKln-S`6T6Mxdimml@p`;-2E^KMFpzpU*C? z2j^`_-fGPv%YOdNexq@8s%?lKXc%;Kb#*n_q%Zxk!($H%Hxp^F+sSQ9u8!`sx<;Sj zmED@J*d7ZS53%zyVwx3rwdcCIu_5V^0u7f^vhy4ol2uZBxGr|MCN^$}m^2)dGu&0( z&pF(v9vigE3CZ!AWU*iU!VorE_mkTH_k5)=OufWgmVFQRQlWvGS$FUb$9?z1-1b)* z#sgX22dF8D6yEnI0R*IS9>&gTvBRCCdpr&os}G9Z#-1@C508a9eX0Bx3_xZj1}^rs$5LH7-C$k9@z@v@L35OFU;|_saxXH z$)%DgFPlktK5ad{fit8-Q6(J-5FJ- zb^wVM3`z=~nw(#t=Ul{?IYht@h1e^8eA=GktJcny8%ei}Iit3_<$Jj0wvlN_0o(0P zPb({5JS`&tXCy3eA3C+%=#!9cC~(aowF0oIp8I4JEp40DLe0g$i8Dy?A)j&N%dyOf zpTkTJ^w>!j7Z)efeNM~mz@;-lK68n*)pvT*HNRlX6P?7(7?Eo=p>-7Bx{MT0k^op`2jsX%i>zH%b z13L=)49JmC6>Z2^Rr>4@9O0tpwNe-HJP`>oC-4?0{9Gk)JYou}x4)(|)iBtynCj_P z9^zV0{^xWA@CsyliR>Z}M>}MUKj5=dKtDq!7%=nyDeDkpi3;IdN;E=5L{dkgAZdu)k#1$^|osnMDYLu zWsU>@nK(9o4P}l7HM&R{=op&W+z>(Eu7-JRdFW}CW9+V2TuSLqUQ4DrFt7N2!7iY< za?!^AV56@AoXVup-%Us>KpgJF4hfds8ib_gj_#8p~qQnKNqpgrjsIO1_^CjZ5<1~?UI4(%q~_pp=h2lB!iz<%8R zh9yS2HR@?+@gOCLy^OI{VET0l@MuOLd!!{|G^7;Et2tdL7oa7KnHjfG;nl{H#iF6H zajHYN_4RcLUHh}WVmmLyo<&|$K&Pu*Pvr;!?g>yUFFfQSYdzJ|c@k#mqVa6(?l)KO zH<#=!m5*d z@3+AB6`Y)%6-W)u%*^zBb|zQALNb<>mop5vo;y`R!3@ahXq&|o<@ju5HUyaso20{h zJdjRf{C)mkDa|hl2(X>x3zA}+yF^6O1>-?8GWYJshi{im!Lh>sH2+&#ojb@a)^+xW zT70L7xDp71|GRGj^5mwb^J(K)GAhT&eY3hFCV8T2sd2*8oJd}4LNwY0lP>5`e7133 z5?6a^E4gswHnNdrZc}#7iLeH!mET99=DN8y{-5rOo^x*X4aF{`<(qo@6VBK#r_>zuh@`l5}GUsK` z&vPL>uOZRwcg^{QQBU)(;Wl85BM#$l#T`@SpK}`juD>6o2-DIBw;d3v-9Xzwjv3sf zV(jGNvP2WvHa(8mTjpRB`{sv!e<07KqoV_l!*ih7WuO=BG!37XzlO}~Y;0^+hN=&S zR+_Y`uG@mUSnS8kcBbOw=9NS?x=Yqth2+-EUfb7~4C(x4C7rNK=rat<1QZ)PyD-N# zkz&HO;;M~oFam(lWt$DxV*6?V++IIYf8vh-EBV*Y+~OG&-*ErE1XVmEAhy zJu+{=XBz(xaCMX$z6?bEel~A25<{V@HRfXshp*VddY2L4Z>YTuvNs>>ak{E^Sh_e$zU-9c;m=T;blX`{2qU_CjRz>l@5Y+B{7pb&16H z*zL&P4p+k!wReq3vH>Z$qwF)Tm~bfnSU{k9>&;{4`^P@aZJ=fJ5CZQVhb`cele_Uf ze2X@*-=6jkW+vq=jG0#Kws@FUUS8dH0c9ChI@lucH;P#hmlO-nUK8KMgDdCz(Li8IPKv zf0}VM76E9dXh_=WH0^%{m+Lv5adY{rZan%b^$-%;v8C!b;Us^h5uE5qXy@Ai64Cm5 zV5l{c5SZi*5~$L~>9rUA4s&tmFI=dr+!`$(qR7-n*y0qOG7o@LJMp;fYv3HdO-~5S z%&8It$1zAbJUW7oJWf{^0f~XzJyz{JvOF`X50X8 zVP!KccUhDuS1j2_){xeKf)Ue@BpEaY+J2PzhBun1)cj8K0Xh4(B)F)w8-+a$N&Wqfi9O9@sz&%D@WDG?tD%d zGC4J(G(6nxYlu_{S!EzkUp!@sJaILl3kF1%E<-lO8WS1d(8>y+Y?RV840heLt=#B6 z$_T(;+*3whC8t+aRq=m+L@)+?dKj=)@AY>ht?8pM61@jES;6IfQ{YVWRD?%VXu>-c z#LRfy@#ytyz1wBcG!*;{0QCr5D^qsaJ?#KVJnK!_GCQ|kPj1Ir=Q$A}9ZJ51Cw)al z$LI3}zTk47>BlUZSpigtA5ZO(1&)T6J`t|y_BUHB^>h zT)>uzOi)^<4Waf0nRb+iPxSJ$*fRmL=qv}L%LfJ(%ihc61BK5geZS)v1~9<9947jc z%~TgGVq5PjCWpO9-SH9?!&ema%~LMU)-4VlX5qbHed8r;_nS6t)VrFmyDjt5V=}oW zA2ZN;EO*5t4-L8m5 zBMp~MI1gG3r0hOLiaCQ8vhb)gy-VA}l{Rl-7-VXR!tb9hONI>iBvBeBdKsh_GT}xv zM;U%>fLEzRZ*FbH+@b*Ilq?s30i;306$K_EJMZ2?G8FV2TW;9*YMU+c)+4VdT0!1* zXAdX}3ohlBS@PH|tKB0b`UwJrI zJa*DZf*pjJzK3Hbdua2hmQM10Sm%ptO>W)Xlsadag;7sLN;$eh8HX=r5LR!J_W_F8 zMAb=Na_$xbCr!J`zO_DLJwjCcqBXdh;UiZUA)4q@9!c(ZwftzQ!nOR(#|qi;#3tqk`DOF;H7SKYM_XaQXBop&7$U46G)?ZMS3p)x*c;}zg)zOcF=lCW|^ zI+C;nH+Qo58P=nlz2F5FT{9YPntF?dEV~ z5*0}(vi;3}97}BbW(r=AcZJPceAD2CXyJLDY& zl(vTY5c2U3X{r!owJ)n;s}W(5p_PsUvpc@Pk=7#fA^;U_xn+`ryRYc9C?8~IX0m|$ z`{oS7NK9J-6^1yp6m5ovv<#P><9I{&6+p?vtFhNtnVU%pX$#b-n{O$KW>1x$?x<*O zWsaU|$FQX3v}!48exznGdjpK@X{Gi-^{l!!wYQ>tOm!Pz6;6m0H%ST#L*L<8FX>V2 z^lz5MSM@nBiySC-_7^1|{AKqxPvp%qv~i#^th@=|EGqtA?7ew3 z)$R8;UZO~aWQYtUBq3$UtQ3_DWeOQ0WtKT}=k6|`xD}zpmKACD>a6h)!4~#ou zI&U{`Ymd34aIvd8TE#H27otD%77g1^=kYQg^)cAAUhng@MJr+(6d1!5R&~N_nd$tL zYP`C`#Ff5D51Cus21;YWf;$A!X>Jke^~s5%;+31slHK%4M~Ke zqF{L;ebW{VGG4OtDm(yykHxKO%7QSUY!H|I?EY8#)fDL}@cOD{L|y&QEtzh|OwN`o z2H{i>7n<_FRb2Mu6`VcUWUs`rRq!%n@sv<8dG;q8_2_N`9$e!#3mh)5rI2&^3&Zlk z`p>7M;{0o+XZI!d^So%)<(fWlX(dif~BsPfABUi+g=ll2vS=I*fJ&C%3Y%`}?S^?FHx2(W?QPL7eC08UTgk9eozz zvOHfud2f%Pe&@7;YOv{{@YuRSUL)0IMV(BJO|AyXeer5|Rt1$!4SIc8`bZRW_I_ZE zIM5rgT`+I_4RQIg7v+z6&R-6x7df#}aH^n5K@HGKpHkosUbXkPP12k1JMsNTN%(KB zOl=aLlJwnGc9CwNExN{bqx^+C*Yy$M1CTbt%UH$diNAj*L^nMiT1z_qW}Z)b5MTKs zlUE#Bvu%;zHvk!WA4zk%$vO6r#~jvgUq%pd!LY`dJ7_)?^SC>y1;*YAw~M_oxjb83 zY{k%MB5k|$RCZoyhHnG7w(b>*t41c?V~oLg*Aps&Q_?qi(d{jX^Y}f#M-QW<)TN2) z{Yjkwp{GVbK{S0dm6qegd*_7mud~G~-_L)jHSVQ~(nD&+)e+Ak7Eh1h^;r9Q;YCguU0^bNI zzM{iDO&_MO{oI^{@9llI%XXy{D*pC&V;2Krqi`n{mr8Y%1SM8k{5! ze~M7RL%Z>L9%F%U{}6$a<|SKqeEfQRX0zZVl7JvFWJ@8G8yr1j4*;O|ezKxNJFH3n z3`R;;YPt$bJ}5Qs=v^7%2sJj9W^}_Rj3mX^+`8>Ze2JFWq36mbN^_C-TS%M=zr=7U zEw(?u_OEkER@du5ceUhmzK8Y=5nS}x*&0iV-{(w57$m;eqWiGJN{wZYF-u!m)lFNQ z*^eJ*$M^St%oQG(b&N=7z2!Xh)Dm2D`6;~Kz%3#JPc3^ulrNE5`(iA;#ruO4>~g0! zSpdSuqLLgD0#T9D!bfkxFK58&t;f0>Ka`v&kPO@61PoJzDAaXziPoEVby$FcpU)^* z)STO2a!e#%Z~OsjGt8)#)!Eqn??^EX7S z?@Fn(4lpcz-Vv3VY29g*X3!8jx6o3I=;Eda5X=j89cAEjl{w|}Z3I9uZlwC1FPPh_ z!-dE~X>4eRTT*!`)b#sxTpbq!t{^Z>9-mGUDO3 zJ*OC#N5_^q^YZe_V%~tdfE$;~eC0%aP!SK*&D6X@QR6MKMb(dx%Dk2pC%Y+?AqC0CWiU*fpbggVvFgB@7mmf%jz)o5U}j`OmJl1xNvL!q8e7tD+%b>&}%OM$Z zwbDtVAO{^2>VA(z^b}|D(&Q<)D6>LGe{%6Q&NEmFn|<-%8C})4-@Az1R1|VXyY59Q z458DIY?HM2(hKI+m2?D7Z#Acr9EsM6pI8(V)gabuuWv}r@ymD=V6`I~ z-ah2a{rYI`+buC#1Yz6kUqTs_PoF;JUyH+u$3Qidz^Z6rM@JVWK$H2`9#E`4N4$`@ zb6NadRk8OGVf9l~5@u$C-+c+H&gl|vpcv8-LP}PRM_Pmrs$gbsra+FQ+{YOgmGgb3 zBYpATScm(u^v|&Mvpv4_H!>g~xD`|xH;cP54?vLEN6yDwoV`D3Fs;@Yhw%4ula}R! z>NHc20zYw|h}Zz!#8Y6*rSAsf#q6N?9XKHy5-BDu1Fyd;zXeQ>S%>}G#Eq|TU4R15HO@oFAe$RrG5B|;iyn|+zEF;3hR z3Kl+0KvrF=`6$%&wKeo)gJ}1i+Y%B7ps*(me27!ijS9V0X3myQSx?nAJ20sVn9iIUTj^zH+JLvYsh1satMAUk473Ek3n!`6eFGjvd;aZ+7+Rnx;UT0k|( zel2hXQm5~}wWXIkC{+A`ZSk`CcKl47dyCApo*wkNFD)KQERyb?^5DS((5Am!0LIu0 zuG&)o2^|*Ok?`aX1BaG6Qk1|Vbc+Z`&>t$?wR&3DXYA((>g1AW;mf^%R7HA0(NMe}P=tHj#QK zp@wm9+X7u4ZuQM5OIz`n_6CpR>pM6&prin|^-$xSNAa8o8Nn0Ep~1n2kSw)&SE>FV z(s$uoWWKIOK|kXT%Xb{(Xg5PE0?C2`f(>@JE+d2abg8f)-n`Kn>h`uyIw2X)C3UjVm|(bs1|f#N&)-x6~RxSu0;`i z&tU4<-pIF;!JDy1OZMQA1DZaXKSm$-)S_a~^|{TnPZh+M?vT_f-bb;>D)NZ(zTY6R zv(Lnoli_0C>;M{YMT;id)4yKt=h`)9h|eeWo>E>!Z4BUS@k7g&h<6C(Co{o9YN0d6 zmBlMwo_I5KUA_U0(6Qdw*!V|Q{+tJ;7xgRztsIMy(PUIQr~fbntGjCGqV^m6yI_6F zV0VOyY;~UKDP0W<_FCCrTw)cSaMMsLf3xXWvrBSdO@@anAB6#H!yK^NGDHDF_09hH zsIqxTU29XC2(=2vT;{HgwRP!gl_=!-_5zXeK>T@VW3dFTmp4D8{-FeINk==6Y_mZV zDqhjPMjnY=&t8DLxoF28?56DjTGcHZRmZmbAOD(HG}9$V2+9ClK#es3ykR3Yf{qIl zQZ6_tRi7F-wM@$cF3YUW^Oag0VA3{fB(X#BCo$}K8u8Q=iW$!lc4Smexu*#ry^E__do#`W+7(rE?QJi zV$K}KYO$3i)Fy*je20~1qkBoRdbsy+NV8tkllj){=LvR($%--}e{B;brsJkWwW!U8 z#2kvJH73&)`=N%|1N<(Ym%05R=S3uGX=pCqqGgqD!jqepHT9|aGTyF!lZ3zHcd9YW zig*>Fr#c=EbgbR7va(Lie|_v)YQM7B%>W?R$^nGELscb7e$o^CM5WI;pQy^8VjcPp zE$y#5*+W8Ez($p}!QJ_3OOAKp^@eOg==bw9^SOazbms5KROuq1zU(^OrI-td_E0ct zokD9y-bWsvQ_?X|C`wr+l-SdE^lyWqeFyU;{qfrrp>Lh&z^*K4tr)fH)qe#4^u~pH z|IY_ZQQEl|rCUwOrv92Mv~g3zN^&6osT?a8QS_hi z)MGUs{cYc1Ug5pHMOXQf@6~>E9esnVgIl-E^A)>s+bd?&Y6RKg{IMd3S_{~{AL;$A znv_&ZQK|Q?5Hq~Lp9lX^LF8$KXNB-ppjTvdW@U#iLlLlbevRngrU3p$I|;AXo@nXn zz4T4_TKHv$j=vNUSI{P=JoXR@1;f%+uvX`D5+bdKZ`9-`1lCSKQU~quiuNJ zCfi&K<=?*e^UWiR2+9Cz#>Pd^gRk=!BMr?H=7KeG~NU`yv=-}?VFmy-FPqAQXVMpW!kU|6jXy_gB~x3Th4X2 z7r6(Cgy1bMPLh@D>tz3sJbj-IInQu)DdP>Z@xg|e1h2Z|ZwV}vK0WxU$EOGCL6s$qlV7{K zx(0tZz%4g;g@lAGFK3Uwd^yN|D(*|E(hD6sGZXukdf5!asldUb8R|5UzKrnr9zU25 zIk@v&+c0&6#$BD7t=XZklz?`?O=HoRpbugeewy3yG7qOFj*k^R6T}Z`nLewaVn%6P z?!hJ5Z9!D~Ma>j&?zdHZKH^F{8;53l5{-AAR#DUjQ3DDNvlGP9cHulYuP@gzdm|sW z{qs0uKVKCaZ7L-trF`4c(lR46Q^}br|Ei9Hg2Fz_T@Wg!u#IU% z$A^^0@$;QC%;vciCdf-=66l=N3YvM8HU4Z0iDg$J=lALx7_fcoQ1>~HZ53-Hs>MmX z1x>=f*B@G`xCB}@EX4Y~J9p}UNQ(c(%T_U z5|m%Mx3Dj7jeb0(wjW4NJAlGLEJZ)m9K1KOc%}EL+9}nK5|=XTyLy#;3<{mLXKDku7TYYL_Bn~9`Hiv1W87wl%6v->MQ2Zom1lX0(vE%{nyg zOL%a7?xB#lkDh_eGavSp&-~>UT0=uHwV*1^{DAQM@sYN-I{hD?oWurn_CAx28Yzu= zOz*m7!x8#nqo$8RlPY^tC+k04cr<)@BwfSXRg$;~CLI|L#U;bJ(@mR{rHFf>xw*6L z#U?5{7<;J6N*-ud*{mvs7YUR0?oP7*bMnAy4XHx0ZMeGDW|cRMNSw!uKXqsm+ZTTe zI2QjGzhD)wrdZPt41=7rR;#tAznZAqxNY}L%-!FDs(94RLeS(+)2a~o1X-)%dB^2X za!k!Oo^taSe?yNk8st!d@zPE;WYtU9#hz-cwwc<^XK%{v7jvH!Zkog&U~6|CY(0#sW=~1rQ%YddtW_1MBb6>OvVfU1&t+ zUq>3g`W}^m|Mw;T^Ga3;c*|_u0gb-m-4)@3-$w!m$3|+-CEG^~R-8MqR=!`R0^7pT zDPTi^X2}=M7mR=@iFmu3BWDe}6qLdNpzq|UQVIk!CU^-a|z7*`iPauW7k0Kd|q4V&OCAx{S1 z*{L3bx5uti{`_}1!NOks?B_*C!I@@JI?~)T`>ev?&!xH)e%EY{DOIb;(GGNb#b{{D1G$i@ zGD?ec+m3d&0)8Tu+V_kK3w|JQ+qn=k^cmIh0C9?)1=qXixeM7CT%%PvI3}`022`Fs z_x-~fVdw}Z{Y+Z96Aw6QW*Mtqvu;vKGw&_CnyP&oFoBZ@^Fr|wYD$^E?+awhDG{5k zr&?(2z*Vk*d7y)w(40zY+e2Lr<(7h2Bv9YmtfIILCe-P5C%2`P$UIP|3_h5j%FOsFwYdN_I3u6l=8PERi zXew)TWu@3`ZcQm9@fm=9h_wkSj62&e1kA)Fm3|fAHS3$who=-5i&cxvcFsM9;sXSQ z@5sWvXYzTsvgoqH1@);Eh}D&Tqu*Ok1k%}lkK!Q9^45ks`b>L!`*s=HBb|hQY?sxO zv<*hEN8Xrj9^zvP#0qX!I60khjP7Rj(tJPshY2{{b%!+iOSodtvY^iDf2ql11U84c^&uM;a~Q@njW$w{YXPkyrq$HBc3xDSz_Z7o@WT;O;lwAtE(FRDFnYd*_F> z5E*Ob`>YhmL}3q={jsH1-;^3tGTw6AC-SbE+F^}X&OoHTq12u~E*|*o0k9QWLmeU4 zAeDE`xm>zMy5&MpQ4p<~y1MQH4%;RXXyX`P5BvafkiqjCB~dGo8blyI;+;1~Wn6m_ z`xg=gubEm1_R~$uKBo>Sn(1t?>{1_|nnYnA;dr81(^51G1>xVbP5L=KV>BbML{q3> zOb77zPSYyfzfcb%COSO-gws#%EzlsJig;o*#_U^4`ldRPGv2!5aC1m6$u&V;ELM6^ z;gxN9c$@_1HD+=JCwB?MP~k=sr~$0|^eOCqz)V0wsPLD9R>{&?+^n);V{MPGVg_3g z)$E8>!TCl1gDZH$&6)dVhO>^rArFg-@-4V3sZkZXke>oaIl&oYT6)t#lpDQl4)k;=}QJxsD)Jce>o6hL9 z0^Q_6U%?>?SAW;|fGNM8+50`Y%4y#Dlbjv$&jW0{dwlKn_wf45$^|9*@NKmRr82!z zm(SZ6s52yDcW}h0&>-o$Rf$NH$U78v8__5HINyq4qaVMT?^_O{kM!pZV=zS3m9IXO zzH5-LRGiB2KVBj6sh;5`w_U)VGj=&yZjPmEi2PX`79 znB#!ZDpKpl8h+}VJ*16l=%3>dqs<%$5jQJA#zf1FLmhX7hO&CI0y_fG&5*Xa*V8v* za3wcf89O=DBR?wotaQGwYXz}Aq_s7H6nD?wB~U%Cuu!CEu9T~cE$-4ubQs5 zv%LL@fTx9p#Kr95Bg=!qqpl)=-hJ5pzL`kzJYyK^OHf_1fpxw%LFtYNxAHiQZM#M8+fn8s&ppX#3l7E!e*6DL&Z zo1*vP#MgtduY_6-S7~Qh&h^B+{!k&BVVNR)%x_Qf{r-vvxUSZ@MG`wgPFC)HK3;4G z7Hwo{&QVj49U1MI8J>LVS<&&;S~jifisQ^kLDr)jNhbNu>@Zy)$r?dBiX)>fY(;7n z68lzUrH8X$n8*w5Pt{1CC#{U@QaX9dbR^-iGxmVt5f*V&Nr(B`EMK{sm*dm5c~n=3 z>ewVZ9H8*b$w1kPyZTv{?xxo@O0bD?Oa1~G&LtKEi_dt>4|GH#B-XJ1W z1HkwkVkF!FJYLf@ElifnMo$w6Te3l!e>x2)(6R^7nNQbA(DjqfhNXWZu^Z@2@_h4< z{Gcm@r5UzZ> z>E{)LuQ#NT3k?lXDR6dZ=-wx&(9~vrVHlY9BmFTX#lYI_1tz;^J@E7vXTLXTeOIy> zt8OXi=e^f#2a2#gP!mvA;$_f~2T8~k8@+uh_HaM<05!}m@DfMYO5~}U-&IC_UQYK2 zgz*hhF9d2M=VrAC85cdnrjRB2WTApR#SYqEFR+~|=c1!~gNm2>l3e?N&=x zfzPsm?Sc+~GWluh($(`R?9B{5PiJJ;ycw31f=B<4VhTq}*Ctao1O+r1duUWCHgOLc zU%+i$m{nlE$yFYY>SqLhG=IFkh#fgV5`RU`#-Ls2FjYSTUGae7e6OraWH;_48W=USL zhBYYOzbpOu#q%fltC`b2{82}q;tw?}D;0r8d<{gT!CNrP)=uQ90d*$N%_9QqlJz-$ zf&wK+@Nrw{2tt&QI|c~=r~A^v9&blaGSSeuN3hH~DXYKp;|lGhHb$`9IZR;ht+P{G z72FwErwfZ?4u)to3np;4{%j*8uZ3oysml;Gr4FH-8&p4}wp6LyV3K43vQ}>;L7+uJ2z)`9654(tnT+i!6Z6W=D&N zhd<)i4Ikny;Gsv&#J_B^5gFw*VFwp@32d^t2^CSFrU3rP@wGj*@k>Xz0P^fALz*Oi z{bu4dcxVN!{M;u0kI)}xoWo3a)9!Ri2uJ>Fk3kCwy8PKJ;U=3dw3c{$><92h=m zr2k$eEM$_xTYqhbld~P47n6~@VPb-0xqfW!l2b%D+Zi8)54!AG&kET>H2L(5?_XVm zVC738{8cvZC0frmFuLNU)99An(tH$AqDEYJ*|PZ{uh^+WKTX9DYV1M3v9Sk>EF&{* zT*WEb134UP*V+RrfU(C#`!^|HV}xG>GtqhH%qDl4xb__|1z(&#{)USGe3M9bWSDX$ z{@nmD{(8%CcluAz-x!_;V zgonQ+<{=U5xQ5rne0!{HhmNk4)W^XPZY)NuSg$m?obm6(Rv`?dd68aTce+?_nydFq zm5-FPw6s^#CF`~I`(=(KnIL;q7q9AC!bzCHmsMt}&~AHux5wWTs(2C702ePDWu?MP z=?0!X?x{+d=l;hoM2>g{N0w{{lkVx*TdH$9;-8M(i&yAGHq3txr}8{?r@vnh_wRNQ zV}UM(8<$cpVoFbHktHW5BeGMXr&cZgBxh_?<{Ub zQ{;K|a~suE=#uf#C6DGto}R?3ztb#+&ca{?4fLBp;ZHnv`Z|qtBJxzVaP@bL23Dkis)3j!BJp0;>jrc3iIn0!XQVk4mf68lhl{SN` zvHsr-F)CN6IKB3*qx4PzIkkuQMDWP98^_$6t3t)G+(KLfOm-*t%31G>w)Ewh8@(Df z!aDSfzA#{%_>dZQGxa*Bxxn>%v?__mLe|20?Fl*m( zvmlGm;f@pw3=q-It>#-x{NGS{;mCCbFO0?4O(m)6vszOZmMl!)XQdA!aBly5I6mid-%)JQW7?i>I`l21I*_V0w_$URp@HIBx`=>soZn!zQ@}s(%8p>tn zPDdn_G*j-~RV5&EobxFkho+!ec<5e|G|T91OOQ#|L733Cq6b%RoMBDI8dA6V0Hn6F z+^?AkI7v+p#04?f!PXGr2<5p&xz&VtYkk29d*TbVxUrF4BsY@ovnaX#BQB^(ReYx! zlH0MDp1ip)E<=duEsJE$+pLV93n=x>;$dAAdnjH3!^>|{Ec5uj6}pSLNp*Yj)V)@- z-=oK|2H4CK`|>5?7NW(*)e_ZX+K)_MWTRj5?o1Yu)yk2Jai>=h@VdXPRXR3Ha*BG- z4c(oL1ME~>s^_(0r&6`z#)L~YT6 zKk$K$s1c9#WR*3KVe>(7gBpl;yuNQ@e@)5m&fMrf?^+m(EboF>HLaq@yXKdZ#uH$cWt{4YUvh~lVQb`$tX&vC+K%Q` zy;*CzeOEky5GT?>7g}6&bRpl;-}+nSX%GYBElEPzo6tnfon-%Bd)AQFbA6z^{5RH<{^q+<4`sJr9a_3k4pYAza^m zP0*QFZFllvNg#A6f1W=uoAXqp&@}X1DN$pL_yDg_l#8|OV{g+T#h}ILi))8n5?Z(k zUSX?*3tjsWf#%fYLpA{c!y03cQoO~P1J~jrKLj0gZ=kMBdT`ix=H=W z*CG#W9>A_Dt|TI``#5|*?oxn4|T^M$5;*7#DG9W zlFbglb~rhE{;&Q+{g(mm@jEaDM8?<=FBh$}6MWOS{zDl}pFZXOErPuT8m2xpdMlX+rmrCR~W8^`PQ6nf_(zY7FFR3{ zjV3D`z1lPA5z^LqASGDD2uE;rwd$-)E0U?Wkb_n$(8r~wteDJreLqAh1C(SG!`#Hw zg6ClyO6MRK8aPZ%u*$8P-=}Z)38yc5h;`)w&pDnEj;$dzBIgv>k4+z$hvwbMKHjh`+X}Fh?o$lj?KsZ-RKi%!KV6+?uCw2&!r15~aK5BK2Cq>+bn&Baob@Z8EmOClh2$jL=Y!|xjj1mG3^K@%)E4L2;$>$Ug&MXtj5X!6+%#BQ zmaTXl#HXUVy56$>_!pqgh0y2>C5+^f>9<0tI}`dS^bY>7doz*-MUZJt?|$}y_4E;! zI6LLnP!?w#vmvrN&ITNjhDPYw!;LiZtZzKz3JWs4>C3Z2zry0BBbx@#4PL`SXTYKj_L! zfD(Y(HahbbT{5f)$=h~s;j;&~<5@G-HZWB2+er1gFAtivk%oezt9{HOzhb{@^@Ws& z>n;kqMBwHZe0W&r`@-}DR?bBb>D8iAMjk%Xkt2)uxf~CMLQPbVl*8hCdf($AuO!o} zNt=$liH{OE+uOdYKZDl@XV!@bC)PBmgc^k^1g7($(O96cuL27A8U5s!*AH;tJ%b-|B7gRT7kBa zT{6DEVCZE>{PUHy)cpbA|06=iNJX%K<;{X2r4)D24-$d={oWL(5u@zT;$GL)Nw(=U z6>%vtEKR&~r!r9g!)YKuc3kJNcIl{t>&yFQRYl6lLSCJf`2a2zH+&X_NEfGP<$7Q0 zr-XNXr_I(d?HXUnEW>4+u8fV`C~d91`u^_FRzcOJtY7GZb|-8T+enZ$Qcq_??NRnv zW;qLkwn;kvAY}Oq8t@18D`=_&CAJ&tnBwo$iqq|vwI?26X}z%PYh>Y}_Bc76EqpSO z4+ubEM>KCmSJ%|ARedl)>^KkaSqW*uE5ES{j*G(KVtxtrCQub)dqZKS%VF%1K!@Zk zs7Zd47$OMaRN=DSzocJbXlR(&I+K0wnwD-#a2F-l6F%Pd_DORhUC;_Hc;#fn$@xLf z;mruiS>a{Jv)5H>N>d$WINy-sW88^xg{|aHT>DJ#`8_Vq437zA*DQCZXgxZw$}LT> z0S`DH4d#ug61o6_#AveCUQ`r>hGGlCPv0a!qcv%b1#t62tA54BAQKhCMdoLXO@nTh z?NQbjjXpkk>_dBsQ=K9$CRJKw>DyQSw`Ff60?ihtzm{L-#AEZdIB_4#<`!tm7W%lO zVrG^yytD9G^p5W1&*a`GojFqIVxpX!o%}+gFmOwfA=n|eGqx?NQqvjmPxb2~tqc0Rax;=)AE^obo2h}t2 z``xOmtCKjLoTA2XhqkJ{5=zo4cK)nj@Z4Nm=X$i2y_D2EmvIyu`}9$cJ@6W`(ql0V zt{u*K#qBn;SJ~MPGm9Bn>mO-MPP2KTl6Et+tDWj(ocD6cYjemEU;4R5L4k=aJl zNkVIQ>2;s}dms6O`$JE>5}?^h_4Jlptn93RRb{Q#U}{%wNJMew@|o?0F4w;VHwQ9B zy_tx2DPE$Eabo4Fi|)0aD9_2z;^*sUepRq^-z`dwzimOubbs0 z#9(sBy@GJx?1obyCO5WKgm2k=UMp*AY-co8cDf!IVz$tXO(2|u-)~LYt=g_7a=MFR3ufI zFCGEnsu-)~K+}8vqvyg$M@$jx1Y42S6L1Ub7~T5hIpt97o@tI$V2+{k1sNxS~0FC+ONB`!K*~6-ioJ| z*({9JhNR)(9)~xGUSV7TO1U<{>C?SH+luh|mfh_vQOy;03f(8NSiZlD)xeEOMcm=g zb9^=+4RCV|lCx&E=m8)=?eB%Eoc|v`05zCH^{ybecNhuMjr7mpaPNRiM2`I;g@n_y zLxV(DOZ;ff3b@^8S*TZEOP-NsvjE%|MG9$5Pi?#G+Pr)l-u~mx?<3=(0Tin?30hP; zcbfl^49RB!loLnFE$N5#(^^+=68Da&HRth{wP*1F zPe-PwpR6~6z6qJ~bk>Z%L{?T-XDeo-uLICsS6l1rrLwqEFVK8-$BMm|QtHJPIiZ^S zRGL>~>WJ5pVjD8lCGYWRb{2XpNM*&x5PntpJWlnNNcbu_u&wrEsVu@pdDqt)GM~EOZgdTZoDI6ed^n-eGbYU zFoIO5buAT=$c?=X9^5-%%w8Ti)R8#W{?vrBY?Jdt8qW=gA&rrI(`G4r?NBh%e8jpN zyyagfFBndq7jOK~`oC=W@WVRa=iVfaf&2m-=Q0|_O_Egz%!_+!FA!@#QQ=Vrj(DmV+QJCWtuFgQKJL=9ubYsY`mN zVFeT~G155%LFhsvwsaeGuDx?Q?Zs~L`&_N~2jAjI>i;I7w4_e+gjVMZ{kwPX_VXSqKVW$YWFE%$+lZV*W*&q)K!9X|Yh{va zRawAYOqrLLw^Y4rGH?!PTr^NQ$)K1sHFo+ix=ppu;DfM9cPUlzTzbgd5HRL@LFG#uv=i9$T6kA!=aO8vKQITqL%XsZX&ju_dd}cD{u-$eDQkz!pq3MU zd!LuSp0~aH2GQbJlo`Wl5i4z?IlG7#X)Z(S>m5jH`-A-$KR= z%3f%F9||*_12(@WQvUA(CC78z^G}p77S1V*)$oj=LEEZ%6QC`p-GYCmX9}GY)H9^b zM;0<-hDWw*f~;upnKasNwoF8;AzcQsH`?7X+F)U!5kpCGrDV$ zZGVV&4K`R)@YKy9Lu0z2Ep)~@7bysrAWE;Wx1$GL$kjOdQ25U{x+3p>+@j8^u90>R zetq8~)Y=4OtazdQYjK$Asp+Llv*8ZVXymwl8xMy@{3GW&K4e(L^$1M!u(3HHc*yk0 zKKfL&=2?ct*7Baa+xEO?;n2v-IK}?dg+!hj%vj04JB5K&iTb6KgOE@DCz}RtAq|6o z2UhAO^{=_}6?KPm@CUWY6%xfiH>;afJx7WMuAVc{&%HXf+i|K&qMCoTh>b;yQKMoC z_~f@RyR3!ff+jLDGH&qSae)W3ifNO%WUO_$XrO7lig;AI&!AAK8sfOzio* zlz-$4qC$|f`|gbZ-NGJUT8^$Ji*ojq1L->~FWlY3$IU!|hb39^78-s3yc6_4T|I4J zqkM?%22v^KJ%%gqkrK$IB5^^62@FZ43nTvm0}r!6c4wlLD!n3*KHWCS$y^hw7rgd@iprmXd}%UsJdeM4 zzDo6Vbus(!3zQe}RAyurZ3wuGh@#YT!V_nCczDi2-!DgyMy&2q$n|cM7={+g`cw** z$5KJK2s7xe<++1p$r)l;`$K7~?=i_LFB~2OKkE7Flvz1#{#ee_8f0kY_hYQOb8sbI za-e+SH@YL_LC=Js7nM(?L4nngu+gP_#WKXlJR*odq$jq#Up4uKNE=s$h zsl+a0FjaST^2uPfd&i&A;JXJ no9aB$rvps}ENpyJci^Hbfc%vs>ePu$TQy&C@f zD18lGC2O3QaRAK7UXbSYL}#{Ulq3&=6ifw`Pm95sTwR-qJ7Iz5A7ytUELBmH@l#0j z9fwCa@q7@z<%gyLFLU|=)q6-*#z}giqJ}o-zG8cx?o1Y6?KZ2>`)NnXg2h~x#iOx@ zP2#UZsYBaWoV3+~-n-SSYo7cFeN81@rNXJ`b!Te7LjS1z;1FF5Xw;os zkdTvDDAkRBb_XvDG`4QezN0qW->_%}Cca&}x$(M?* z%-2W_UC8JiN0mbP4Czy2bb5}E78e)A2YT`TlQ%y;)Tuvtt}j?5$K?Utqmevz8x;ZxE~CTJI9#gNsth1#=^S#ejJw}(p$nb+ zJ4ij1HO%Tt+jJFj#4vS4!cd&Gib{`y4iKnnc9Eer-P;RA7wUZWbgFZjl+Mo%CM823 z1WX!Xboc@iSn8EvSdj0$)9VE_WquSv&hZOxsESCt>Xnhj_Sb(>-^bB zd;I#sFGy(b{45@-1M3BOz{*jkAk!{qkZ)0uJ9qXXJeg*1&P=;eub&jX8`ARJmT3?E z#eO8s4$i&V{>iQpRCJ^GMrlz*Nf_pWmpi6Z%(@<&YL&VYr zKsD`K-`uPTrvq(%pI7ver37IvRLlj)n(N?Sc|MhtUhR%Vb2>hQbV@G>Zn|R|;>tk_ zN8nrX^8@MGnSQGtyV9{*kSK%pBZ?nE#Ie1j<3$b&BFc$75l27H0DSM;S<`rjx~6RJ zb`({J;Z+w;HBbWAB2pAyTa@3d>j2Vcv+8&hMs(_?6f_z&=HlKU27+!LbS-beBvRZa zsZBHy#BAmtr=A2)HjL=WCeb;efS39h1IPy{hJL(J`?b5r4B2+O(}z@_Ew1e#D928NJ_THlK&)buNuqsUl&5f z7EgTV*Z*O|2SsQ_tKY;IRo0U27R|Mf`-i;gs^4md zv2t4kz1F83x3MunW$87dv`Cw&6Dl*?`o{ZOc-Gna+RtH8SueKR{5V-KWrnf{g3tuF zy9`7}gEjEF0rvnI?iC7G2Io6fO-lFIzS?xO_G&W5;}`G%gr;a$dKBz@puf`y#!h1= z*StVmvd$X82{Qsi&7K|qRZU*PNff zX8mk6=9EPFh|-`2N;6xcSNVm9mY^$6L}AOFCZ#o%KY0pt?CLK4v&PIKeIF%mkGC|e zIh%K?KUlX1u3c{ur$GtTU=XTv50A7nKF<9!7xYsxcF~ z(*I+HJbl!iF=-Gr!2s^Za{S)V%iGuXeF-&8Z28?=>&l#%1&SQN+k2E!?14bs>t$Yl zfmM$bHRWt3w}QkfH?(m@ahgu`Q-NuZ=>DI-jX6Mghw#cCn$sKDGR(DYZTpd`Hxd=x z_Mt}c9$ZF3sJb}m1XscM8ONnwhLo4?ZfpI#A@5>;w^=(Xaqs%*=7?~!v*iwe+@Jy< zr0xFE-agQjV|w`-6mA>0rXCDkLf+g2hQu+_itLv(CHWB$X~Ng(SjR2It%*AU)<7*8 zR@;tfXlS55fhcO+el!zY;8SA-Q-_#Od%Q*E*sE72D6?yuKU$Z10bc>!M7%VUO%V+@ z3izKog(jN-s>sU#&WE^h=r2ab+POz}7i>1x=8opI{kp!I@F7?n%mUH7EVi{%v^F!y zYOtWTwo-`IO)bd^9%$+w}({@t)uPQb1}k5%`|)pY!gAf`V>MkCK-c z3f!)48)zH2E&4*>TVcelE%Ng7j|xwDP8_>4}F|>)Cp7Lq>Le zHGNgYw}iB)^KQ0WCw3BwpVVRBwD*+e)~))QW}Bh-r09S z5&nN~Q1nyqQi_-Djk^kROZTjR&*%xab7X0m8P~Qr%M9>n0l9Gof8bf+0UH_bDe$wp zv3XE_;Ss>DGKyPJ{^?!~5nH`nsryM~L#}rd*`4Vom0rL)z4qa7ps!5WY>yixYteKt z!HsnnUpNO+v`A*;W%dZj5%%~>>~RCF(nh1%>jMO$(9%x68g}%NBad3ujL&PK9o72|IrM%xbib z7-ND~gQN(w08gG70rcCm8-A)6H&T(_ZQkIKM()I8J1c#<3Uzw|ZQ`*g-Ex=iJ5~U| z?;A;nmP-H|WM2+ISj8Ri0NG8MNE6?`YVZouuu;AA)_|t z_dH%Cq=3t5(meCilhZ$6!ZE%ZJGg!?>1ULn{!ysIuvNz*oo(l3D(6@X{1X*wS^;g) z9Q>M%K0eBl>4kR5iCr~N4$}jq4x^9q&7UM02_isp)C1{#U83DheLV6MR|1#De#4&$ zJsVl^EqRu*&FgMi>jew~5Fr0aDdD=u3z}b~b}6G?nb94sC{uwt@(oS%;;w&q#O(J^ z4oW3JilnA#@q(^e2DJvFuejc&_xZwjdGS-=sJeL{o8yE-x zoW|~b`y+SxK4?=uV#YqBVt7Ez*|AO-HZStdFA*vbB@mfl6W=j;pE|TKGoqelo!3`r zmDvNS1dZmDX9jp!)$rXM*tT4(&3uMt%vdeJH2XF3Z8*a1@_|nA;6eRQ-NYrAty|-@ z);l|65{aUT-0CSJ4Fn)H!0xSXxB|lE84B62{G(zBYb7wMHM;Qv97`-efx0J5XEC0 zC?BU<{F4zId9CE|`92o4H4mACCAIIZOKHDerJC_l?5@u1!^VwtB*O7*p@Alk-&6p+ zr*&=-#K7g7BWNx@Q`^a<0$tyC&^6v3;dyo?M3_zHseicAlbgqozIYE3cz|*7U(r^~ zQ_9zQeUnF4OW-7*X!?-h}%rxY2x`PrI&#C_|`Fdkccyijj@BrH@f`P+(geUa+w(8Z1Rk>1TJOV^3` z@g^7zW$j9bvC;>{ON%={G+X$Fc^}x9ufzt8R&N?4SWT-9b!3TrQY(zwlHszl?055> zY$f#AyY^9D)aF~O&fZ`vr9ogH(t*+8FeTb`d%jHf% zY5!;f_KfCbh~JVh!9uKSpSMvHMxSqf7lM%2jv1RudmTa-{E)kn9id zK2nL$YOw93Aj4v@T4_yJqv0j)m0oXspQZ>4z$CDcj5bcKPHbY zJR-Ci%z+9d)XjU}W-V|-82siG^s~}=_mGSuFGXUHLEV>*ub<&K&J>AZBVhoTZ9B3) z=w>vmt^s5AUG>kF9xr|#P14r;1W5Ge{7H{EJ<#u^@X6TM6@5$EM!(%bxjyxO5)+WTn5ZJf4l9enBH zO?U9;_0IUB1hUIojq1PxE6p=2n2@Z~Ode;cA{4tb{@Fc~hfkJKWEM3ZxJ>iBXR6vI<)v{%`i|%$n7!;Sz_mCTG-P>+qq+P;!=qr5VC#!cnIarSN-qIeRIH| zR`ZuT`A|ho({ZBo`8>*|$Bas5#vJFB!GCPplEowU8TEvPL;>p+!gja-UcE+HgY(zZ zWAq3f?Am|j5-uQV;NueoWk}lVO#nN$^ouJ4z0=|h$8gI}FW;Y-P`pwmW8Ht@kzkYw zdHnLdBbfCbxYZK)uY|PfK^>+aiNU&MmNb(H99(hI3!cl6c(@_r8sS=u2 z??>ztrJ?4m$9Qn(9u1EPc~b)*epAO$5s%6Ffe0Tra#qQfmm0&<^R;&{BN|P)Bj=+e zy^e}@SyXa#@KKF{O0jZ*H@!%^Ql6gR54y3q9)yA$&s-JhYTqQQ+S91NMpM4waRR{? z%E_ypn$TtaYG=zeOBvLQ&h7f!2j_N5s{ru0ZTqf=fN7MX<_U1crgZe9{>0$bBop=z z(G(i|ulBAps>yT-hX4xL;L@9AEr?R|prX{UyMTxU7DX_S=z>ba6htFKjHoJ-&sOg9E_UFk&6+DvZMx=Tm((erD{oOtQ zv5N~UrrMQE&IXT$-yZyQffFpG$#zv*pH_|a3y>@_9VeyTBS#1xIR* z-8iffkE5jeWpDl=$HVH1Ds`lDAJUuR=*ocqkUQa~Mv;aDAU2NYGdT)D9V~4d#bC%k z=yxC7kPK?Vw&RjHStt#)SV#5#572?Cv%%I1W$lc1#axQAXZmo-eD zo$p>GxlBG7E@*}BoNrcNc+MS*rjj+~K_4qKzn_q8Jt@|hWeNGCZrbc@TLvY0-~Q!X zq?BNX!?d3(y&#z4)kW7_w--C24&5{vnpvRboog08!7h z8M?&~xFwjKKOk67L-;#_$Hd8_(UK#3E z4G1SIRz?}HXE(D-Dw0(qLG`y968Zz{HWFnB1VjdIbS@GyH74=}RU;4nJ&~{Dq;R$- zvwyf|I+8-N-#nGwa`4hfSNU&nTCGD_W&<0#5j~So2gU>R-t64XJ$txcVtZ0m&d!;Zyzw=7n#TwGA1P{tp+kxNiA&WDgN-KoiPn*n!kiaqhDbvpreB( zm8##O76B*XRqICFn|TN-4@j|&B$ko;eSiIpQCNhvIdp31=)}Cxc262h1Drgp@AtJl zJC2o8+US_n9?hUZ16q_QOAdOVB}T;3CirA1NC*3c|pqy7geRBRUe{gvgaay z>Gf7IWM9ER#CeCBRd|NMcR~cu40XvA@k(`u_eE%7^K4!4Lq>&Usd!}t!~eIXDWs)e zsv{F`cpi9L$Z+|gw>=g7^8fG;X#}aWAVfI|Cwj{n#aF&Jt3Z5A33z{IvTW8-tK&!* zO$eQN_3+7SwB8ORW`j!8AgD~F7*IWlL1pG9 z#u^mZ`ia&Qw%os^@9{Y^&LB_1;#lZFc4#MTF31E|~PiC5i!BW|w_=Ws^O2 zK)Jv}**KH}l1!poI&=R)DGQxK5n+XC)2D%?X}P$Z_duJ{AvLYjJdgjE``jBe216ar z)<>aN#{Sm!d_^4>C(kLK%kNqbu@z&fC~$uok+{BV%miv2*K>Jj+VR4gb!(x9iUS^~ zNu$`2q?{E)5X_J;uy0Tls6iI>TeDfoNpN}Kp8+0YF+I{{{eoJgZWx$fPM?Fyq|j@c zmp8XoMp-4W{4)8?ZaXS%jcM@4q|e=9c_zLA%Q|npe!KT>x5o=**W|9LscLJtCoPih zgxW^8L5FD5eOZ1ELGF_un*9;^7M3H@-5qk2Yn#N5a9Zhb7GB0aFpFO1aQ~FYUE7?( zSZy!;L=zVMwQt`?*~kn1# zQ2eHgjPex>>VLwfM~p?}6Bf=|Cy^&wiGdxN4IRwnRV2cAM1J>N{?nFXkfXP54$9_0 z7izY`(8W&-kZjd^X)-^A(9s`_R4Gk&(tqtuRJ{{%@P*2b7YPZP7zRjyssTsVA6Q#0 z!((*$?eyuy!Ue5@!yh`PT4wFj9eHPu3xJJ6;E*2RjffJ}GI~Jp= zuag$idsRvA)WK%uGGg&$;CM>_ZTL~V?vu@54YcKln-GI;f8HhpC&VkD09`E;HoY)yngE8E;~MEH7v-C5v7B>{ zx1kCtcy^O-FpvftiFhsX~u>*c!r8PYkY4sgq+ITOb%*5#TLSu zoalhRawxl6KI7yrUSVubTWMRG>*Oe`0#)GhHdg=5rCkm9GGa%g5e;~U+c@{Qft;*E ztXT%tL?8Wb$g_kE)!!c03{KN?$G3&nCTaf&s%5&XfqU5B!S)lv86lnay(!2?GU(WW zZF{T-<((b|`)An|G@e2F?8@%fW!xFmBj6i`nmb_9pyz0w=AT0?1q%Tun@UWOhJDIj ze^(R%mHYwUtsc~7ciJEM9zvXXM}I>mJ51iA&4Tw(hA8VAKZd!;r-6|@XaLx~N<@q4 zyTbfDbx|3hwBtAqniINc$lIy%Y)BWr3l7Cm;5*Cz;zG>Sk5veUBL(S{{}WN(kajc# zILo%W`WxT;NIejZ=GOc{&rF_OQ+It|$tyKDqT&!A1mYO!dQsVGKi)~aOx(b`t!!86 z1s=wQk{cUom5gVdn}SUwoz){(k!<>Ql6u0k4pHR z-tlXVd(aYCq!f(i4-o#iyY_zhJ)k}^dS-KBo|gQn6>T1#fsMIGgT%=m@6k@%h=uWV zMG>l0Zj;XhWR!sb=WPju(dI@^5-)*Nhl(l)lO@FHDb)D{T8Z``k))-ZN14x1h+ zpWDFBeP?}TEv(zG4DNN$?z_m!jlNgHiD$5D0b8$tiy&he-JNGZWBjNo33UUE@T!I8uL!A=zFo>ldU zLdBaP-&`LL9sc-|ZA%G@;7%l7;lPqbDVqf;)zYt|pKSy}!QYQ3RGe~N>EGYp-^TeD fSNh-k-c00-Yl4}vqTvw?{IfF0e_QzV@pJzMn&>>{ literal 57789 zcmeFZbySpH_%;gTpnw4qqJV&eAdP?^ZGm(NNFyN)(m4#HuYr`(4bn(=he{(|!cfv3 zL-*N(uZq5W-&yONway>k`TfCK&thiwv-iF4yzXmn4>=jJ^SGqA7#JAm#UI{Rz`(!~ z!N53Gg?$?QXYFZc9|i{Wg7Lk3a;Eph?pc~yS}Q(#qGupxU}0cwtfwG$7XyRW+gnM~ zh+K(CD7-kAiMHiMS7M^yg#+$@JTry%fBL5n406o}nElQ2?!0T5AB;4<&N;RhZ+t_D z=nnp;Hukx)e_@HLcBprw zaP!b`E<;WX^UdJPZ)v=Z)T0I%2gEfwn(oj$yY)D|x?4Ea{ALkUqXb{_F;p%`;VtL1 zhQ7b~M*9IX!$+@!YUG;+G_6Ly zkoC=FhY<~*D%uEUv<~|I8b4ZTe8BciCaZC74gR4)u`$jH4TffE*-LBO6`^W9C6_Yt zY1@>KJndCXNnN3a_`@$8?LG-K)-K-P%jeLJz_oKzh&VTiM}aXi%E*%Cyh%fmC2h?3 zrpa5y=vE!-%~sLmrKb?sB8#ChUvJy(gr{%sFfV$Jp)M*X30144L^g+^-%;TiyQ=HNCE=1z8-18gF#537Ju*N1`NsAE zM&ToqgZjDYcJ{l8hcwG=A3rY{DbbXjb8|9EwQIw9`i!QFL!3?A@5L55wf{K#m1}WS ze)J8B`d<3&d=eM9>w>6l^jC}9yPPm-6ry=N%RHwY?$jO_>W7Tvwbn>P^WcAL{nl#Q z7}#r}#Rs!c@hlZpjxO!7nX#ocBsF2Nt?%!Ov~E58tUcA6r9H)?cJAPe+bQ@QQn`?O zj_a#3F08~-y;^KlP)1)UfknyeNp4)MD!1|ugt7?(R_s`cZFpLJZ+x>s*w3_K(~t5x zd~9f3=zEJzv~{%AuzS7c2&=WWwYC+dO|+Ovm(voL>0)MFHtwWxu>3&uUA1p40u1^u z1wViJtS>1$P5kN~oF{C~_B^SC-Xxl(r|YsT^;2PK?j$KT^A>5jJ>P{Ni3XjfcTF5y z;yfi|G4>CQxbPL~m*%C;|17L0+Pg^#_Gcn$ZC1<#uykFuUAcsagg-xfab?)ELVkXw z%X%iK>B6X&ab#Y8*zDUc4dY|FxS2N@FP)pHieZ>5nJy)7PrQ&HY&3z9<#Lnvv!(dK zJ_*t(!N4Z^H18fg|E5~OZM>1RQ*FCOO}E?)$I6#5(u5KnHxwM{t96GVyxlLpd{U7m zZB3<|TUU3qpc}&Y=31_GxV!HRTRqh^j8PPGcRl7YXuOR}<6GK`Us-3AZs7*?!nFzKJdoVzH73*pY z){cr9^u8KCmKs^sMNDI&2L)=$u!b}Z>I2@wH?+Boxr|JVG^0)DyGSSQL-$+ey(X9cn8Lr4B8X`@>EF;WWf4f8ajEi`ljiXb!|uX= z7llvNmIon-kw)f|ivG1;^q1YC$u=ka8v~I@{0_ssKck!dxP*QVPb(66>O={qyF-mS z?bBaf{Eu+)si-h#$xryVNQ^NSUs!zo2b=@1(S@)kOkcA=O-!oMaGP zRHTE}fOQiK(kyhZGk|x0l%(>qrl#gfiY$yVqj)l`Xt88&w0sF>8IS6$?=WZz^1hK3 zrdLZeg7e?`VnUF>AAFO|for`DPA1+~t2xn)U+pV=KyBrE5)VWsLHWw}o#m z%}jsNs_rVu68vyC)kLnuVVVuT-8BDAQC85d^d{q6M#awTWm3|{0u`ID_E_q7PVkyl z_Q2E1`lV@=^KJB-W^UDs2@xDF;~nC!PPGnSFulpNSh`eUwl*cSJMSM@xWMt6!r2Jz z<9gE7N#Hx3(K*fCQG_SB$*gh_JI*~b?Up?4RUlVht<92NCBYeatdVvx%4Uj| zaGuN@lhP$)!qu*aswmkhO6TNFJnbS*4zG4(k`eo96B>|4<_6kWjXU&&iwHGoP zSz20_Y;cDZPJCnwu#|nDl#urXmKS{ZxTDxWQsy&b%}7;0%3M(5wg-KVFfXy^sbUX$ zECuFa2%WWlmo~Xqb9*#dTt%}@EK$v6a*DU!WIPksGZ@C{iQY@eP?Zx9(-)d*Zp_Zl zdLcFzH6nW(=w(GyXcQ_ZrV1avWnj_5DBv?YgsT{e**Z8Fk`)9D`<^>zQU2U~S1`RH zyy{uD;49B<(j_jgfheZLP~X=2mYIRbUb;;2Vm|pqRd!Cw1rHbrn+MH?;A1!a@Cttn z7=eC!>;q)mqfOh+#B|C@`v8ncPD2@GM}y(UP0ia+%ceUXcJP$XNROE}_U!LX3H#P~ zlE@Z;EHSxAX45`TYH#KeevPXuGt+r950+p}f&`^h>o1kr=1K!YZZ1S;x3^onKoP*QP3iLGaXjMUvk>8mqgbvKhS#Z zw6S4!zl?iT0Pfdt7ekGe4MQ%wgCtV+CDK%R+?9y1T4i*Y7m(9?3a_#K=v;S;YGrPiE6~-8zm_NXm%3=|<(7eyJAoOHOL`QM= zPIks>5z1&ZqD-1ec9NHz(*ZwQ8j8)8Dk3o}xR6aEs;;Hw8%C^F3UUtimyiVMGu008 zODna);h*n@$0SFTEP$Z$c@%OP8SUv0M^sxb!pKeCZhuDW%Ya50_@HX~W6 z%D-W(tv&pWxN}dnB)&2?m(%pYO-c%is7V$R?`6-!mDB;R1F6v(ROK0dOV9J>OmVJv zALQ{IBv{4dWxGDmatP>0`Hx7_ums!X)qHJn^@6AmmEYj&@0>HPU?r4j|H=xNiwKQ- zPm(Atk_q}8xy%q|NiG`Gt) zwk}BW>1IVRG|CE0P!?JXY!~&%cGygCpe9~#Z}(+Z2L>-innsgFl0_+9pr>TRNU$b< zIZqz8l`E|^PkL1>Mb1mX#VsR1ypWkO-?F7wR{a`Gxv94mUcw?96(lfd!YIqC+sBO% zEa4x!Ez9;mTieazMZPIZh~v@~&X1MUA6BAK^cKB&0}90fZu>jygtgI&hoM0dqq)F2 zGVQsay6^@qLA2JgXjcgIWN7k#-ME7F+`WsEaP(ou>A>+7)MvgoFYfFf-D76tHG$taUu@D$b%H;!lq&Z6g+I5n|>$>sI6QIv)h3 zd2$JOmRh!Mjbmw--JslUoZVI?m6{y#!BdV6lNFDb^{tCId4w%5t~SAKU3WVKb?-Z|IO(4?yAX8P#ho|(Y~L{09Q*d!WC zkG2A9>!o*sXLNmUZx<`c$r|1$;qwa0+!(N|wvr5D_E@`OJywgVI&~It{o=zyL8(ln zam=S2gXX|PaZOsxusFhezprVux9iTP`;n)A<p}bp zigE=mcAhuwl{Oi6UJ9s%!zV^g&1t6ZVCQ*N$z|gg3iHz3T1$#9aAm&tMcqHzIDUTq ziZ^9wPrH0QtB>mA1OE9Gu{AMc24NcV)posDwBtw2P`~pP{w_ z)Vse0na;E^twAK#%vaW^EWPl=_}RcUPCUQ82(_Ld#&kA%|7`Eq2lIXEOIL)3Zp~ri ze}f^kg}bgEZj{clB_Q{)ud_Z;mgP7Y9k2Br2)%9d^lKzP&sp2S5(TrCR`({46|-wc z<;@s22-Yuh_*2n=k9V!@-dJJfzWE-ARBuSiMzHkWmaf#2bbt{g7OI0y^%` zqT~K7LzZl-*2*io%rrgkkJNIM2o+Wh{MJ_Sj_f#Bm_tb!@~*qc0(9p!iW6mnR9?)L zOSDoaY{fz6*j0WklDA&$-Z^uXXyzb1aH84L%_hR8<@QRtC5*|3Z#Mb; zmG7P9Ev%*UIc9~Ovcly#E*s^?Gmk8F2xp^sU5%zXeGfAIIk}X3RURSl_mSr8*3Yg| zI^FUW#M`lb1Tme9v;^$vWMy1U1Y*lmGPSqb>RU$%7Z_U4aPSs)k8(vdtb8>T;zUP! z$0`2dD{Ri~o;e;;7DeA*J35W1Zc-VD_PSf@@rEh{mz-FFf*f1 zY2UxuM8)e#M!qAJL?TB%^4ut=(>gb%li4tD0o{3KZ$OvLB34|jU& zN{9Cs=P6?1Qh^S&*SSdPP$TX-DSuf^J*YGSnP;qK8oh|S$RPA!_|TO~fq<)7Ds(Y0 zGKo$)+2EQ;j6FnUPgh2upq62-ABQOvon)zL#;k405j8F4dM2RmJ8PzAa1`tl#OMi% zMn&3oh_B>E@0*QpJL0ic?x9wc4d+TqOUGy^w;!TY+?CzoL!sT6!d9W(`<9kV0Ti51 zp4`HBREXJce{B=K#~gUbpmRlAr)K11(Wr2yPkwl>0Zo0~aH^Xr58h^X=1p$y{3=5A z)7Hp}^3rn2ujW(OX8mW^@Ge*WWUA*vkvkv)71CXJL_ZojngT?nz^4`Np@c94CDmmrQRt zCaLb(aE|C}f>Y|sJOZ!GPi;*R3wsTlZJP(}F;7mYeWHKCC1HUaLY0vs`X+{bGu3%3 z!|s_{f2EjkfiDhsD*ERTOSp>!oH-?s&^D<0Ho<0<6XNQ7`%AWi%;Mp8fS=fp`nu{7 zzzJj$5_7P}HFTDjX>_OS<47qc#wsgmm4#fTs~fEuW}0#$MYLtaG!npb7@pUazI2yuN$ zjTx4CfPWqlgwNnz67SOTd1^AT`KqRkUi(ne9pg@G-#yjD^eznShtItkv)kUQ79WB|m9LN`0w)->2 z-j#c9*uAk1igGwJ4!Y+rGfvWA@_FBQ zDRWc;*fYvGJG-2t^cU5 zDO#uTq_Te^Dzl6u3u2nZNQh>3(_UX5l{6-QC?aNh(I=3rV8L<_P+F zwNcMV_opDc9sodz^(*5KC%#TnWb>s~gHBlNtZjbr*;XSw-y=7RevdtMRt3>QC6jhL zdxUQ)X+K5F67w?ud$WdSf*6**1yX6WFw&{mcUbzKqng_c$Ejv`Z6?1?n=w_JZfKBl z@V4O&#(4jdf+AJhy6g*iM{3H3)*D7X)U(XMVHrN_J_3#qqS$3mRz5o}&Z~MSJ4;1M z2D5tK{eb^vq6wt}5T2*u^uNY|UMG4SIXrG?_2kLtEc5!;0DltNxkL2(^Pfl=|3!xN zfXwIcCvF|830N-~7M3<-_-6`US+=xZ>3oKZ`Ew(Fejm7aMJjI$7T>)28`{!q5gV?r z7(Nc*K9rv-Fom9kq*W~fOI^%}8T%!&-$UWoqk%DtQc<1%P7I1YpWzOjUc}{#`mvwK zZ36=_fExn6QK(7t3x@;gLDq*#eBU(h$N42pB-b*B%_8ox^4-P%F|-IPlvc#1{rvM^ z!-Ql&PThN1w3T>;gI(jzr%!#I`Bz4-|7%HH>F&bkd5+_dB7)GKKr!`=^IdU?nwfEO zZ$kQ%2G&nq{aNrDQDf4GgeP-yzr;YyLSISNY;EK;jp6O%iKRUHnDOq0kV*GQ7=vw) zaK0K^091#N8%!sdGSMiy;vr-#rv;4_0-EZjFzv z%3rcuNf|EmH+@--EdZj}PQXjx3iFbyPQmbM)8{N&HRnoo=V0S}{rxs1;qK^H=(r*t zK4L?d@_&ydu~_=f@h){d}yBDj^ecjTFlDbcSTy(|Wj4|1Z^lRh)L0KCEE zv{?GDZy$TmAqO8?$))`?|Kmy@a~mr4yo-E4nHW8bcZ7%o-5X$cHSTl1^XIijT*E#F z1goKOXoFI%FKAuY`G{4q_ARH#bSyE2RoUtH8o)4FWDr)w@OgpPN3jF(Rzy2HWNzHh zAzXVqumTl%OyWHR?2x?t9d%RmkTIf=38rDOpa8Rh(o)lLr#Q;_&Tit?h}&`PPm-g5 z{|Xaw{vv>>u}dY6eie$PfLf*56-W;aPc}b3kC0oCjMw3}H0k7yE#jB-?3I8xRchvC zPl9yvEr0GUCC|F#{9ge~BSTm_#Tq zhx7ES)fI%PFva9KokA1c`27(bRFIB__8!^Mko;np1l0EEE zj9uB*Lt#U5HQ4hp^vF+iN{$#-Mqa6OHWJNvZeio3ld*G;{ofryv;&kZj$7b*+c?C= zP=MwV`7>w#LWNcIdSd#pqP~R;7iQ%e5`{-<@BUn4rwmo)5=GM01ovOwb(Up$et#!6 zHEv~7Vs3HK2g?Sjx6}t)zb;4lGx%4@ptk~|&x!a5J$)vYJ;MJY)t9)XWKAVg^7}`d zZO!!TD`LMLIk+`kTwZR@VXExFtUa`)Z)U+S`O{Y;P6HtF7PeM?GgF&gQ)}$lkc)L^ z)%nOu&*?^KUdZ2;i`}JEwa`D;n4Y7IZv-C^UPXSj&+VElw7LIx)abffh25r>%$S>x zC85p+VqPG`(vu2G)FgGDTCP>j za-X+ct{k2Vrf9MRV)He>dnZ>0>|KNlInTfwtntc z32>Y}f$G3r9rqVMjHL_cX&F18lV2gz}Z2`*D2mpG!DlO#I|j5G{WtLw|ll zL=bdU=2FsGPqO4$Mvz7PFPDh$aaKP>d1BXAMM9?=P}jUh~bh8O3mcB+k^4SN4Mk2!*6LMbHY-thaQ>Z5u2cMc=lu zi<)jNyHGOU5FPvmo9l)9#hB(c&;Gx@h%F@%^T?HPS9PFJfYnU&i9%hsYf{FW4}?fl zEpJ@xyjUO;rj3$Yf8@>>2xa2SflK6WR$@e(M`=4gkEtig(}FX=S@PJ4gNv8@s8W%|G_03`pC2QbSa2Zd@u@TwFvI zcWw1HtT``~4RuH5!H2L!D=S-&F7ahZ54I`D)tODv8!m$~m0}WtwXY`1>i*#oN33bZ z=Zw$TnA0VSy1^M;y6PFaG)WMBxrTMq|2)xTOxL5!ecJp{&zw-DdsCmf;GLiM>XdAm zUSz>qdL(zpQh9kfhwvGW?vxq-jHmVj>$w~tz16sqAS9_Bw0G9_!g=4lv;>|Gw;uZe z!y8UDMs=bEGR*G|Djsi>O_w>X>TY;>Y^HBsnzAde=~iJwtWn&6sRCsXfp2ft%6(vy zbZ-gcr0<`c(qotA{AO}b2&zEc<>HqOyN1cv6PFU54ltj$HM)xV9CU(A9!B_kuUx1_2U8_VRI@g=&YjB%G zt;E(iO}&tHXJ@Ct<6EZyt{I~*M*3cw`B2$yo+;|xKiId+6cj#zOe&Ks0xMF4 z2DaE+Sun(~Qwi1ZvC6>n12Jxxb!ED+?w)iug*7=@LqkQYm z<)XDyZDzq8J{GbRNFKfl(a4)|di8PgaT=n%;f6G@TO~=TeaAJY0P4XFr;0dBDO)en zu_3ek$qBn0Yax{ip77ia{Q9QWuqZ0_Ziss8LJF&r6O@!~M6ltT(6cztY>KFpoFAxu zMcr@78=Bw(Gf)%P=^l~Os6csqldIT#N)Z&xl!R(KuX`+uazE*_(4*zL#F%!V~sUHww0J}uYuq_WI zEnL~%w4I8*7Wwk-THck&AkP;3>HzGtzOE?bxS@*J4QD?-H;w!*bnADXR38p}&5$#webq!p5Y6y6rYifirzN*9KghG< zjV7GQt4fLS_%o=)Orj@8uZ#)Wf4CYIqaU~Q4r!1XEj6nJsC}{@7|w48B(jQKWU8>b zmJoywGCWufOR-meT-!ylW+8##?Bn_Tk$X#)0pWIbfc$}b6%o$fmpgF&2XqT=9OVm~ zak*{9yI406KNtA#8|uBm{4GlEQbE-eb+qaRdd!NH|8|>pAU$-|3{krKdse?j5upL; z2ib=VnG-`5T8Jc11Ai*T@hI1Z4IHs(a;pEYp?*IgO0YwqDZfhgU*cn7kb675cOXYZ zLGHsK+){J%kxy*7Ajt>p=NO0`bOKnX`j_}(CZM>oL~#oh)+kQPCjaeL1((LgOQ=hc zj-V*h1v9vDTIp}nLzYsEoGWATV+rxPE3$%?@$w%^S#Wn9?i*WWzkiY(j)C9;0or>Qb(veVD(l#CNny$L$QP`aH;V z%&96q{!06f$tf9KRGY&BPY6lwBBy|*kiE$?IZ5^=OhESP+6jMeCVH-IB4FjGM^k@k z`>~Bh^rJJO9+jCtSNG!^Tyh{2LTr8fSy><7*q8#K*8j7_|JlXgcKlP>|8EqvO&&S= zTfwuKAPK0Jre3@1XW3ayue;5LmB^5$$_3AVn@86@poSEUvp?-fN@3(xsmoZDn9KFz z!og$K^DWd}a>U`fKL5WniSdE>X3V7NnU^XnSvrtLoBS?p*vp|_7?E20bZS4WDdr_K zD&GNap@u|idc|!t$qE!BE@Fdmtgp*GR($KD{+i~rHNoRb;i!pt`hV`kB%q^K$u9T5 z09Spg$OqT6ZNUPjidtU?Nzm^fe-txD|E1j?ej79F%L7KP*OAn;5EkkYf~`w4M$NRp z(ol5VyM#Z@G@1K;LU=y#0#~+{5WmCVwd+gt`{cY083SbBc-q$Ck z6Yt=_gZ%&dhcR)DW8_EWF3a_2b35m)S`(X#jn`l7?-zSKp!&mmzS9QMl85C2Hc%0& zk!frLY3a*t+EWdho8)4YFx#?u12)f%jSYDhnZ0G6%57;4`2ITK61zzg4t)eZXua*# zhml#9ak%ZzY5NKcZ+wb<;5qu0vvt5ee+s-PxwvZf(}yCXzPAkBWr?$lModH>`P=0G zm_pkc@XoUKEB*PVV}eUgvI2X{U;4tZ&R(jv>(vZ~4LZ-ITeaMty04=v{Sl2qYLDJKL@%`B!MyD>U{zN$e6TQFJ5X#h21q^LzHV!AR;$fCbtIKrHN3m? zxeoo^Xd;j6@(ap{XO&!^SH*;Pw2Lj{o?$xGk{z`X`jf|KDeyGWQbHGOSdI&3=(o!6!EpOiFdF+Z0S@~j} z@PU;*yfr{>zo~MssXaWW4tZVV^{ZDo`ZMzK0pQM4tCs^1chb);yVcl7oAWmV47`pXSxx8`SPWYZnM>8 zXq9@9giAV1|F^&W?e26?Kt&8vrNeI-=my@ODsTlgXM?iR2GV}FB`T>sdgdVd24Wj@ z*&PQ4;b1Ea<|xW_vk^P*NzC|!!? z(eR3ogH(~AbVZ)y$|z2uY~A^n@`Tax9;qEFalr=}8E>pLUZMmErkGVbrk}-r;}KT2 zwTQgNA2}vzjj!0MC)lpqPpU{UYV1hAK;>>LqoVb~K1;osXWeqqv!yP`U_D-Vbh+8Rm88uE=FDW|`Je901x!E(v7eRw!J zMQZJA`AuD$rXUu*_3PX7XN0%z6ilUR@6S$8e~S{JQ>Jv8&o+w&Y(8$GWdxo+;mrhM z<9)E{D`v5YvVeVO_5CG@kGg0-kN4%lA}c*--bDq*Kx){CSq~kXd6U*N1xVgr;Oh_t z@<5VL0<{5W;sg$*ycR1(YeRQ#SWd~)2zHh4LY!_FI#kjrYTw;9;NQQ>vTI_>B%CG1 zglIIK$ir33f?mHiB8a4YXPwhDJ)GU=Qgr>`953;>R$ zX_b})<@LxTD|%Va@f>g}P`FTm{WA}&yIgZ$M+GZvzubPuOJkt}h0_KN_IovR5Jh&& z>~e2*PDR*ElEc77SEAlF1)Jx8psJC!= zT#PEZGVCAUTHnpu>>{|v`sR_Sv@$^?k|K-%-#Anleozo@za>EDlu>!GV-^iuv-#`Y zMYAyqm-+V#ev5R+GPz@(#TxBdk|eA-yferxQ_|p*oYA+3CUJTbnz}o+0~B8EB**!L zJ*%|!*sCGYCRfq0s`+R4(alYlrSi>xcE9}|=(mHddJIB&j+nvI4Kjxwt z)~fK~s@ddLxMjs{3a9b+4=1ASdQ=ICp9rF}L zm%(9-rrBsg7yJ3#Rw2TkO8-$ai+5FHS1Ua}bOfQ=MmHEPSenQYjj14edTt+_K57mA zRyR;fNdvr}Po|Dlqlg{EtRR3uitgk{$s%-##2}VS5rU|qcDxcpX7Agc(Y@2`UH@tD z{cJS!NI*2($y#|==F+?L&Hsk*vBza}_DoA{ND`0Q&40`QEr_f+pp~T-lgB%xzxFE8 z0}b}gFg*EJZPP9imNxRt- z$99#gH`}1`!!S`$b|ub8oc|+tK{(?Qi7F`%ltw%o5T?}gk}#im9Hr$`Lw_JIIDQSV zM3_e=vI1SSk$+THIucL`m%^GhaUoqGdCbo>gAe zxPH~D&)g>Vv7haLRvqbY$u(aCweB&}z(@SY1sODj4Xsx+YZ%qW@qd34T0qPWu~onL zgMW#E2)fANZ88(J`bu|Y{)41I~?9{udSje(9Lj4r8PrUGzY+J8wSN3%)R8W~AY zAHBW1siN&pb4(BF696h<)5r4sq=upny7!Dul}=KJaZr+T1rJg)9GmQKE4&Mw6eCgK zNol+YD<}*8KYt~k^_9RF0JJI~)O+?_n2|ZU5={eUPG z%sslmV0@%IBF>?}Z0BOYTNU*Auk$Rz=Q6?xR`-vgrOe5^U} z-=BID0H8Ra%=wru{Tvg30ASY59!e)AEh2Gfke)76>m;=?VFf_3jV|$TpYv->sx}6Y z?fjp_NwD;d10APKhJ?Ip?T@}e^pRlHCE)|dVZdqlqigkI2M?_cddqEi0(QZP{fp~m=gzyEDVKV>G8iffx^@N^ zc!`w=mqs&`V(Npp>;t0WH->rQ&H_8z*imPSiR&e!y@f1MsN5i=4B@wUEYWBce<7o{ z4&?hTv~0qbiUap+y2WGAoz&hGwQl_6l&b08`m())VN%5#riIakVfJuIqNw2261ptz zoJEKhO`V^lyU)7OtRXny=Ii4#xqxz7ot%h0T$C2CRgkDHsPm(fB&Fyq3n9^zwKcFp zpB*6K;3hX9#bP&XiFl~(t+m6m`Jgw>*YL^LFzzO&uIUTL&v%eW8x(1=P^{^kr2f}P zq>@nK)Gb8DbuI-eyvkj&J~um_OcAXif3sOtiiC{sZ&1lEux>kM4weZHk+MiGnRW)h z6v@SjAFtS?)pN;r%6+1ToKaQP+227Wm0eeV`ZeU@3=<1D^6P~_AYK(_Jz^H+kdSAF zYXd0h%UEC5lY8ebTzG0l8+XJ}Fea#aj&)YIGf_GlAe67f$_n63^-f*Ay;A}vj=oaE z7#);j9b`G*zkh#RXrcLqEXPVuWqV+;W%OH-mE`t-#op5US8>=ejEJbHsCmH#aF+Qa z-_RW>ilJ?A@G77bs2Vvr$tpZt+C1Z_3hCPI7l`8Sq)+5>PpqsI-VGCy_YA1=!Rm-f z;%bX|#Q1=-f?hoOeX1tK-7Ann54eWRR4pkh2>R9Sa5XVfI|dE9q~hz zzWCk-fr#F*(?)cF>DBRiy3sFq_%L!pI40j5W;!>O-f_D^h2`A=)tp_aiO`uzxfoO^ z%gf0D3gn$;2gUmAg;lTrYAC?$FM(L|l3%+M2fx0sY7(U#-+S)D17Z=V-OsxK4&}Cm zRL*PN3efw-iT+{f;E)bT@~^r`e+9^Wc~$dVPu&FEmG^X0a5xV*+!9u?%Jt{zYio4u z(Xe~11Ad>SG~#oftVz*$!e+*JHI*h>kcROOQ@<<=GT0wXZ@@zrr5BDK>bx5H(v|kA z3xEIE#MvpH$71V$+Tsx==U%tsCExE|M~Ab1$26`P#p0_y<_&!pO*TE zWb7Gr9=6MP%)bN3$qk9Q9?>WJB}T}cgzw)kiE5V)EE_@p6RwQRf%oWHJe)LwX=|^+ z7ns_$qF73k9-Fy_KMmrHd0G4V8sv}Fp`#T7JGhGfEOyt!m;irqQq zsWUblT6_<&v0=o&JR?89IgVhj$p z@4w=yndCOrjfsGouPKymqZo(_@29wk#@&+_{#yos%Af%mMkRskBK{OFI%jMK4cdPh zvi}LaYFaTC!Bu#8cy#~psxks13u+; zy%_pxfw3BktA7jRC|9;;U{9bC>7-jg0~cf9n2vLRM8f;GoeV8#o)Tyb)VZ#&t%24# znciTD9gTL17nd~`3;HN{gu{^2itpi;@5(0paC4=_p`!Cm+eIb3pQ}DD0dyj4 z;1rJI@a|BschCI7f;Spek>UOR&peZ06p!Uli|&=aC<5RZtR)9P1EjB4(_xSpz8ws| zGQ8d5F#7o{o7X)&L0f(86W>6^{=UkBUZnG3E7whc`|LfvRk8}sSv&6e9@MzH-(4uwj?d(5;iW-t0!-7la<{b7GeBQ(XF4v|D1 zMGSnE2TnMAuu(V`N4ambx8e);@`cUol?LvSXYyaTJ^qe)CRFr!ly&2cl|-KM8)$rN z#XjHXM75xSlm=q#Yah57dtP;; zHJ+wq-=PU;pvY=6)KJ1rW<-zsXkztoRfqe=*C;eD$ukn`KFiwKeL0nF{_F4uFfFQR zNU0r;tDs*rp1^X|Kh^*vulomS_OHlM^vlbQdo_tnum;f~N_w3(_d94R5PVlul+o;6$G2%Y~R+geT&t0w^UEMF(2YZTuc0*d$4pK0Nl z7}<}s3t@bNJ&u3$W$OSJiyjHrvCZg|)F}jIPlR}+?XoaXM;AQU6F zs(y&FSsW-PTr@r5ssu2OJ*`|Y)JVeFZR-oAPeDP!<5GL`TQ0lWhwIv6@I%GmiuLvN z8u+f|Axp=&L{l(ZtFDai61bV`O`fZ-sve+zOed>y7j9- zM?Waxba7*bQEO!B+yQ7W@sT%Ct(xiB{PgM5{0bI{20ri>o4UZs_Sqbs)cF?Cae&T7 zVMu?{0zF!*A*U&Gl1(6#a5}Ls^k^pU&hyYvmpD z+L{&l!4m5Jjh}NJRBf%Qh z;;tzFXfHIRdVzPu-AujY{=xDWJRVY82j`yb-&^!szW0Gh0YsWPn%61g3DQ1;aW>cQ zXLB3g4ed?x_}YF#cb**v?Nn~vbLG-oViEvkjHY*B0>RtW8vi~XB(re4Fzo$2}4l=|l zzYZ!fRm!nO8**p`z;V3_(;O+vxGbPMH(t;@^k@N1WJXL9E*s`f&MC4SAN{989TCUGkxN2D zq(3M5>p>cwgydZV-Mgms5Afh1^E1bdl^(r22NYJMahi|{PS6k;2syDj6K24 z0e^FF&xkg~R5aXeV~Y%A5JkIc;wLE+A`)$&&S(T5ogNg;=QQbpEC5-v0q6*9=o81h zp!p5DUc`N4^ihtwrTb|o#ZLDseduf$MkKgkscf8%%>$G{MU!Es1)fWw5#d&_$erob zY>)h3{4@g>?IWJMESPGC*Mx|=_-LWq6zC|RyE0mXPIP>R#yL(BC-fshvI}G_Fw@l_ zFF(H~zgLS)y};}W&d$fwj7EwiVCM@obAl&MSR@}}C+n^(>S!@g#DP9Z{k}-^KeHkN{9C?G=Lvz@9Vpg=~%;53!OUgA{?l_Sj-cg zw%)QyZq)%2EypKj-?FaB2yKstfIMw6ujWJ_hJTr+EekpgcqCVMmnz}s&Yw5HR3eDg zi(Ng58i5HZy#~H+^tRYCNPygtNr=`FOrZ2CiwaB&r7hQCCu&W39NZz2o z<|4I#?xT+dD9SX5dieC6e5()i`i-_W==5sTW*J)RYR|8;9gMP311|i(`}c>?V8P%N}Z*Bs}#9uxK?<7U&1c0!untgc82^bB2h!?<9^#kTlQirNMKst>K8oX|F zf_g!((|~gH3f=BW(`9D?P;!z%Apk4j)|+Sy^cRTT8AP9ATyko4Il4p$ zR~4NM03Ge?O)nfGorgQ7;|IW8GVUV9e{C8zC;SA zDfe%FHQLq@3s{K)m^&4l%mF{xTQH5N4y&lB*s3}sgbyejD)iZ#UGpdp zSyyUFHwuRVtCd3dZXx$g3ys@z`0ZZQ6%{P|cFp1`^}2joj#~m6PT@iQ~g0 z70WLl(y%i%w1#pT)}oV4^Nom|Bs9xPdAflXH$|a9Ha~eyH&I!y>SOE&YXNeRYj+fFlHuaU6Qq!wnLEl%$YM| zFDUnP%0`JZ-zcRjdy|Q%6}xVuw%86QDyvluBZ-ZvWAg+yi(8u)KWz7c6sd1j?Z5#| z2dGIJpL3Lya8EQ4^C$HdvOq$ON&;YjED+~#WpxYC&YDEwi=cg+-K*u|-4_&v<~{Y* zciPSM)S&zF|7#)vcQI5*^K;bodGTQQ;UrI`2Rf$qna$4lZ4t@}SV_?uBhh))dk-IQ zglY61<&Ip0%VP0+R?N&gzs2>?Adp~st7{s-44%hZIgsY(_+dzUv<7rZ7oGxVXIlJ1 z(9EtJ@z{=ul|Tc-^`w1;bAZxPzo^L9?zId6f~DLBKgJ1*-F?OAok!i927?7@Wdch_ z=cX1Gnl1F&roVMKh41jgGB<>Z6#HJO-ph?04LD$b|2iZw2iB~nyxEAN^nP_q3~;?R zR)s5NGG8~(rf6;xG7#Zv`J#GRsQb?&j?PD&7kNFY7~{hJN|(x$rP;Ji5I!$(di$K( zBj|PdcUrlf=F78z4j~$kHmI{)AUBefRb4kSADZnSJlZgt-x+iZ5@k661he|5%Ceh< zt{}>dzGQQK65sGj2-L!cG=iPeZRp#HXzUgWhuu~dEa5KW6d^QZCVM&nG*vy1X03HM zhjP-ZEA?3-7mz}SgG+9~={o?R@TX(*dm!;j2>84eU@Wv2mHQiJ1)DD}@EJ)J6Lv@2 zhe@5AsfaWFoahm>2GK6AoVmX%HMMRGNfBV4!Ag2$(zGLlH`I`Tq7HE@p1PJOu%M7e_7I_6P45(?g%$8wT94z1G8R z;au7g0GUL2Ur2{Wih3vR!V>#>=Zc9uYruVLtsf(dp2u;Su(AX;t>)4b?gjhB8+XL! z#k)8p_RV){2X^@Np!q4Si&i@`vT#1uvgOb7HMa&&aj}4P7bxi_SBLeS7!ki^i%1j3 z1b*zKTfBj@Q&3pWVo^L1v;~k4jXomu!75Qi1z^^YtE#k~G1k|RklR>amkt?8qZOj( z{LCI`H*YZv13_5of%R zA^-SZv$Ke&7pG@TeH&{6W>!1Gh}APAOoKLz#Z1q}YutBk)pQyj>?c(lW`@kzdm2}} zIcJtz8?2W14(a)(N7H?r$t&3f}l5Xfs5{xEdN4Yd+O`~Z~1bxtH#`ie6{0nK^w@fHT+zN>8&Yj^#F)&%iZynL>)i3SR-!gLXhP5~PaVY~vfzBdRd z4bCEF=-7AGjh!E`szH!vA88dv_9BswIbm2G=8=q&T0=O-nZ=c1B7DMgLPm(8agDbq# z737^I71HY5lRG+mxIdg5+U|RMGUO{yGZ7qMLbag!Z^K`bxO>yP{uo<~V{Wk$aF_gr zGyz_q*W>G^P<##s2x2YDDzmb2a=`72Erkin1hb%TtO~E69C?8^WKnu_!N6}U??dL4Piy6^O4q&+ z7Mt6OXYS?NQuxynectAQsGvAsA->&;xWk?_RYEizo1?!7fXckVj2rKrj`(Gr$=`q> zzDNum?WC0l$q-wPUEJZ(^;934jH9`-1AcQTepZR-d!<4Y6CL%C@5;)0tUJM92_7>weQ6!Zav);Hs>vicLr4HHCFFdCjzQ+B*;@5(FY)uQVC)4iIAuHsNK{v7Xe@Itr=^ zew$^hElt-o_*SY3bK?ySkN{epoc~@}v7XMcNi7}sfDL`a6>=siTB~pH=yr|2>#6J4 z*eCp{%0b`~pIst=eo{0-~V2hm-p*+zwY~aKkw&wJReW{ zPx;-t^oy4rfw$ z)V7AdKg4!*u`9gly>mIO&Aaf``Eb3ATODA&O}szibG~gZF{7HAyb~;vgM)h)7sv8B zP~5M~LvuRvgk6wWOe~R+R3HlJ>UvM$b7io!U;=Hct?2DWMXBg$GMi~q8Rwi=-EN9J z6=W4meBJGGN}5Mm?1?ah_)|ud8pfGIEtMQsrow$vgKPTKb?{O- zYsr8Wmze~us=YyAARznA3{>e2w~tR-mfJoR`Fpw3YG}eyY~AW8bsz&VrxzHF%GFC>JYu1XKjz_(;J(wq9D9E3RRWk}n7TSh>qSq<^?vzc!}K3C`Z_wU&c6 zd7h__PQBEqXa0~smdA>7`UYczU$Vsx^+5H*fkDILKXG?$en*eq-VHH#4gPn(qQ1Yk z5Ax4EkDw>w^v$WJk%gBK`ruxf(ONxO4Obc>EoAtHv4?qwr;D+ToPK>w|6peT{_r2L zs8|tNf{EJ7c&6#1z`pWm$tTCj*=0rTD*l##yNH5L!Z_iv)cQ=HTn@}yy{NdMndrBtM9vhx9ws_g0}Y1a_rnoPI36K zNa>OyW7!MI#`BR|c*3xoNN&F;qaZYQOEhOo%^Pw0*t)vXT%W-$D3p<(!QIf*6kdPz z<*;K{O-^>~;;88*t5QRV0NX->gB_M)Se{oltC5EAcc>4_^T9yK=g0I51PoS4zw z%i&@df+*e~dcx@q2Zz3~affasFv8-vig9@_h)bn)IWI!>yB6&OTI&`%)AlVJo&HDr zvCZxFQ8TkE4=YwJxTa?=y=jRO=FXKk_mfUX+h<3F+jp=YZLCFVk#D40^RZFT0(`AB za3vD=*rPB%l)xN-8VNTf`k4j|_ut2Dr8b6e2~g|?EH5F>S4inFnKj7rmBJ~vDyr4H z+tmK>lGaMERvCh%LZt?EdeQ!ki=c0bZKhd_Z1f91QNiXXWz^11tYB5U#N#P}Mz5Vi zTo$t_Xm+8XUx*{0NVsGF^k(`W80Gg%D3CO$SN^=P&?#b15J@;Hz+YK;T->)5+BF|K zGC3FJEpW43)@~!*1FN%b+Mm_#Y5HnF`KWIjU2UeajsdG^%9c(xE|pSY6f{g^q%ABf+X%W9|***uhkbkDc^{C90jY*7XGmi)!Z zse#UE+ueWUg^pc_cuo>A_*??AWS9`=g+a6V-T?VnUng8t3VWa2_NIoqV~>lTsEw(! z3DpH3pnCl1$!ra9l6CPSihczL2JFnAm zoXUwStI%A?G4w%owYR>hm+j#5JGT=oWUMy;`Y>t4<|>r$!Sxfj*orKyWrf9+)t2w@$TVJPvP`vJwO7fCZ z*YZr#MtmifcwO=~TvV~5#f2)jZg74VAF@p%MT(r`a)h&oXf;juWF-f#s4>*0lga?j zi4DJA*EE-~lB}*KZJ8`UW}dJ}J28g<0}$=~nmW(M##YzdObNQlJxM)BtgX``eDU*$ z+XS-KQ9ABzGZ(&RV*4lqpZ*lPN9T6AA;Y*6B3|W?zT%9uhdLr;UyFs9Zh_$(lZr?v z7O5c5n&|j!;-X2|TJ?(Uue$olW1K9+wJ1dQc&yzHN*+b+Z!hW-*A@`CJ=lcp-eD9^ zA-vjk#HXCRqa#-;8&rYH#J2l?ek)I8N%U#r6;xx9$`A3wEoEMyLm74x7Pqze<#+dM z2Y4$Pe3$N7pOv2%B__a*v%9vjXA0TBZ}NKm)e(#$pDa=og1ek)gigJqpMqC^YmxV3FmIiOzk-vJN(KQWKr8-C_K{ilB>%)`3$F~P7$>M4P6e@@ZwzM(+LXWi8 zf>H=rsb-)k%OFSJ!(U@3_c55yKJ6>0JF2~zf1EMvW=hLG^rTMMlxC3U+3D5~2in8w z4Awh@1If&)f6XS&ufx(3AL~6NAvo5EU-8M@FNvPsB)eOPdWrGJ2Z@iu_;(vDEmYZF zes$}RF<$*C^AdpBOn&Xv_R;I_vHMKkOtZRfPnnnRv*4fV@h@Qq)-Q79 zO-?W^-Md%5?A8Hy(HlxeP9vIL)b!(oMjj91+CQcjfXcA{d7bYe&O^kt!zsnW{v29# zD1?g+i_Lb?oe_Yns6pumH&oTKxdDmR`l_#AXdfmjE8LW4&=70e%c@0{ppsJEZERrR zrt8grOipBZI&n_#q?8n1C%g*j4!zIh>1XhK5U>Ce!-y6jGj_Cn779tbE45b40V|o4 zmohR3k^hB6K7D&Lu>H%><~uZ1i0`vpOKi7$IuP&(O$d=9FZv)vloP4?sq{j)IG0iQ zpyU-9-j~C{_-a2U91gV;Me|erJ_q_i@o;jELk|JE1AH3*8ozfkc7o!-9HBm_bIPu# zEEmK)Er54_^AsJ_A7agp{JUiEmjm)xGY(e>MqQuqlZqkhNfahxVXJLu;O;iRfq$9g zam&Q?`Z7KYIRRl0OD%60O$Hkw(P1U}fjB8A#p70@<^EcqLa$w#GaaV8v*{nnnc1tb zDJh^}nNs-+&FFB?YpDtDeHcOdl?QM7Sh)V48_bbyGM5Q>I@&G3uQ*8x?PRvb#yvRZ zm3hVL`Cvnwium#|K<+(|o-a%p^~|Qqog-)XTUxbG6CX?5w19lg`kLzdyPXEkJ$4qO zspy^5&!{@`hy!c+N;!<6nT~BDouA`_tkG24ocI13HUB?xF+Zn0a3^*H;#A+nr z&x!DfJ|wt_Yh#V=-S8Z~%tfw*`V;M!@8b~xD9ItnGzix0#&ge|BVv=<60biV?+5x2 zDL@~h*nmGF;y*QC_YP)P%3`nUc)k*v3Q=H!vj>maZZOZ5*B66No) z*|AkuHja`f1!KeCW-{P$S*zOXOnmXv;LE>oOYV#??&#*H8!;RCjJ5XSE}5OmEUtaG zn6sGg_NA)c#lav*PXI1;i^=Kd8)lA^7hCV2mc&P8I78p9+ji|#`&J}HJU*^;5mgP% z|7|FPh`5ibaZ6GZK1DBDuB0wKJ+5&?!uO|)W4T}=yq{IOZ&DkXyIZTPF8AD-O@i9lG6utc`#vy*y zC`3mvaz%UGYB-9KQoPY`m4pAdCe%$~ZoKm&O~XJKVQaqk$> zBws!3bQt6EkM{6>Wol~mnvY&}4MkkRr!vgFjZ`_W4-jfzFSqnNR7n4fOIK_rri+ML zlOZ$%l3cnA(}Sep9!MkBJB$o{5t6*5({4&!`<(8cGw>Ln{3a_y_GENm;Ni6IeQ-U& zb*&Ot>otGMDx#kK?MI)|{G$p{ioq_#j7BL9X?v44HmCRRo6JHzn)kjN+crI&sp36q z>@t*}m&aOey-Yv*SXe*$HNUxyT79|~Lv3egSRvCyPBEF9p}J>pMc2|$*Xpz;L$;9v zN9`#p8OLa-V@Ixok@%pH(gN2WW_OIeeD^DMDZ`4WzpRaHVM__&yKquEakG9*Jyywr)sQ@cgudv)TF7g&))R^ zuzE!GX`${B-os`5jBVMoqQl%StNF+K-xra#J5=$=QIgXbEHG%WxyH^h4w|}QF^WX> z6QKe$MxS3LG1)3kJ`uOr5p7|ewO^mC%a_@ecW#1hv7)!HL;cfv`A=;FqsfjATK$Ja z_6Igoy&3yQEAa2B-ORJqi{Y*i`M{vsemwac7epsS_Rr(;3^8B#oKS};$TA1CnANX?0%_y0(GD}13#Lws1InmMGZftXq zpAM+t%9?UDt8VQ3N7oZst6&H$ZAwps3u3cpsU~jstQ23)xFO34dKv6}XEaS-AHxtXtdi3@cULe_KrigrejMo7mJmDjuLe4jr!Ld(o~JUq6vvm~|!K)Xh=L*NL4i zF5_Wp88RDBbvTVFFgv>5?L{?1*bkJKdE)pq3mrSIjW@6SA@>pYT^}$sVYu8jzVp|S z0D&bqE2C(yZ}iY{9}31Kh7`_pYUX4AY(IFs!cMrSlNoj5k5~N?{1=Dd`!|;|{=J3J z0Nl|%PwS_6p(rPbC@_W*fq%jSe-0JH1@}DaywmYnx$udE`lJ-U&b_tq|NLHNbdRe| zk#fT+xGsy0d%*U?>g@gVCqG|N3isH=1S|0NH=_ny;iQ5LKI~w`0c1z$i>t1`Wy6KS zIZy^$+$Hf1h63F?Fv`3G-@M&~g=+pkwTRek>V`iCTJnR$Qatl?6TKo`SCzM&p&@J9 zfuGBWjfHPEcE91zxIQ6R0g{XEVYFI9-u0$aO3R5+_cVSPD!%MsxJWYPocldo*<-0$ zA;aBzE_%LM4=iyf0>*dy072U|Qg)5s|K`ii`JzWJSIKBZB-5(?+yR3J%ZnG2D_s1Y z4;`5g{ArrGGk~1jRet(A;D+5o#$3Z9Ivy{4pGU%C`%e}`inApuq4)H~Bsa|Qx_74_ z4HN3`Zh&{P&%(VuRm|Ie59{~8-P{h7t;FSpZ^xWPJ0_CqDBc~z2D?J-cr4x>vkmT@ z<%wd%yJL>R*GiZ2;2R7H+A$ArJjGitl!bOoeBfH~_r}eEIRy81)OkMH_{X&`itvYB z!M3jf-(Z;U!o5R5ihF-g$nSq^MBY-24)wZ#Y`D0GcFcKhDZD#I4R%G=#XnTo`e61D z8sB?=7T(A6w8YBrQ)zFpDy>kj`MFZI%YV&C#01gwCgTELaxU!s{jZ9YHdPr;WJJX@ zelPmRYR}#=K#Qby$f9NDZu?7Jb^J-j6O*kOLo{~_H<;Wwq3Jmuu}R=z z21NIgUv;~`f>@s}V9?Wm2kCOQk!pzjP<&lmn}GfY4IqYso`q#Jrk>?=4ks2C7kf}U zu7INH7=+Af`ixOqNzNa8$JV^%3NW<^v))QVqj-`S=AF17UUd>_w4SHb~q z(ky6UY74+^GE~6CdmRNq5TtH#9=NvlqCSe2mX;$*8L?-F5IYFM*QWRCRkbxoji7)K zF6RtHPw!Br3cze=(hE_nf1)9L#qxdTYYr%V*#ogthO&QbHRv{R9z!rq72)If?TG4x z1@PodJm2la3>Z0DACVPX6pA-{OUm~y4uG>LwPXDz*LW6XArpVt)t=c}3V^}asJ~MN z)m)d0O9-%=;35+UYLBpYk4A+6&eJ-KA~0OnE1n*js`miA*{x@jOz)5o8t6J{v_TcbVfuyuqub)a8%7KPb9shusJ1$ozak*4xT)KGTqk9`^=RVvEb_vhJ;kj6BC6 zUH~gH2UH@ep`mXtW>*qtDQN?*;!R5qiE}!qr)}4<@%OQmLgv)WvC`OYMU=mLk0A#(%0&oo({sn@ferYo}`-&GZfHq zvc`J+72WfFY87=|c}e6LLkB|{mKKM4vUHOlADVgujy?e(P`e}5HVR1wr!dP-b|sIB z>)-9#(uAgMU$|uH>z}r=%YxvYQE}7Re(y6E!@D&#Ov>l;7wiGRIsw@vUiBq5Q#+QgdT?f8=uCVmK| zW7KUfR(G}c<){dMt_jIaI`H2lb(IiPA^+5Pajp+G^2Ye9<7l`AEymtyEjMXh z-+fIgrD1wEz))K61R1toj6 zWq_ay+0I}mfcEItI|rZGdrE0Gplml+?!U_Dv_oU`P!5!e4Ga#(JE*bT?=&~H49MHj zFQoZu@VQR>0}E<*YZ>nV#WuOTP_c#EjCLSisafXR9Zkox+dVC@m%wu$pCe*jrS^g3hBWS|faU@fpY3}vhlFYsG)87Jw8|MO8Mef+| zA8(B^wAj+Z%kp+MICS z)mHT)3ev&v`{JYr@ghh@f*^>sFYcxp*G%&1p%+p2Kg0|goEk}ed%udt;0-z;UIDNv zy;U#7OsoK577gm4j$&)Kzq-i>b`DATn<*zzNIiHdQBNqL*$A%%0}jYmed6AC#M8U)=bLpcYd{qiEq zmY;#3$e0A4VvAC5}dfkTRS6z@#TXmWQ&JkU*`>Mj%n|OcuQ3LT=!~&IuaHeP&vDKOgkU{6_l*uLJOxd)iW?5sa5 zLZUNB=%B&ZH}~r5l@{d)0AaSuuRm%W)wGqKG&pSsdHu2wN)?sEIeU221$x7$K^cqB zt5uDbXi+@o0Z$f~$zFZoP}~+BZcmz_SK~dc`|s)i7Nmygrj7CE3}dx*#{NGdM7dx# zSBY{1CHuO7YzHsrq0#hat4o3FmRH=P4eeAgYjAM-_Dj? z_+nAF^LINi2F@bFn3>*(Nj>>hX(mZAhKYu1KEK|W+7FL%Fwx(E9;L7q%hnO|YV`Tw zW9R;>0||{(JK@joJut&U%XPD%VcYs+3wYd4{hToH9>J3$>qD^bH6^nvW7bE&gz z!PTy?s`=pLQ4E6~;T>tu<*ixg`I)-*`^7$uoQp}~Z`k{b%}l`(wr6Bc>Jkj4mWYsv zqvL>u-gNKbhS_ZMk&b6Rm(2+d12@|cd##P5`ZNdimAy$05`=3D2#HO?foSt~T$dV| zyCs@_w|j&$X7WO|ssFJSn5Z4!<`!Oy1?>BW%K$By)qZf79LTr*yLb?^aRXl}lv%ZX zLpXo^|02d<&aF%d@pPbr)V3m8+oOj0_|~>j13cR?Sq6Lz3Xsr;_-EubV|>{&Y#!L6 z&4t^E@Q9jg$$9XJ<(?*v{^MsMnXrMW&f~-Wn_Pnd1~S7kGDV4`@e%>&qn7Y>iJ{z5vyr-w}-YyAu*l z*kzu=vY-FZh8N-XKa2T4iwSwcF+yW2pN--}t)cDYGQDDNm?_*5?jzIO%joT>|L~VO zhxSRtwZ}v@MXzJ5QuPR9k{?d?^NOjcu(a9R&l>4AueXOdU_%g4;v*POy1vhNd@%;b z{1w3#Z9VA}bzQA8NrzN^MMX+(5eQ)(1PA_3$7{gQv|31%<^7CSaJmf25CiA}nKRCr` zeK=xM9yvn>zTxO!fq5=77JU47PzQZXDmmN?-SliDsB-P?m>xKzcum^f{%+}oz6Tq+ zEpzl*Q7e%-M{1FtZb83yu@`VQ4Ga$_I23gBj^&l((X&`%P|x0X@9$?8=Wm`ddf3_7 ziK>5Og_C-lKfgP?kv9={Oky(72n;LtGmk4h)e%$In|{hFgkfE+d|TUDPnQyCbC&Kb z**|VsL_Er6=goUOUP^>imTBecAynL;o@2r$rj*VAuHx3Pz`eUyvxO>p9f@+xy+p3g z>u*qr8U(o%V{cl!X_?h7bJFUd^ixHLj+D>@SC-S_9St(GTpAMWIhq%$fANP z=Y-~E6(0(XiR3VO+l}>I`SwJ>IksC*TwN}?vgV#U18!D+86SY$13A<7y6po&ha+lg z?oER^NydwZK0|r*g*Z7jTh=jWdwHW#_u|4;Y)e~s3ZY`wC>U=Ui;^ens2k$seONBU zHVXBODY0y6GrGazfADgmg=7adnA26MH*j*icsor|1WN$loS4?|f<(EMJx4vS-i
    [0,0.1]23052,305 129 135.2
    infectious disease incidencenumber of individuals exposed, time at riskdisease incidencenumber of individuals exposed; time at risk
    car accidents0Cx|Z>< z|H;Hnj`mh7?DX@u#j6@~>DP*gE0TI&XzG1E_-s6TZ^zj7ozC?C**eZ;>lhHu@B8k| zSZsVGJ#BlmZk~W`iiTgytU7_^3-RY#Nf6IkU=29C-$0^JO|SZMb0xwcg%N5+nSHv{ zRtUB3!5OCF4kz?$%K7F7pPz)9T!eB;Cd-nP)CQnV8o1jnN-R2`94==(&oVz~Je-to zXQ2|)!P_jzxM-??MNAZrR^iJZ_MU#L|30mddiwB)TK&VThu!;6a zNYfvJ{L8j`UkvugO1s3}zdjK6EuM-I#-76)hKkW3k{Yh4vzOL7Z(c!w)ag%o0>BIWbg0ud)@wbE!hK7 zd+4C%hB2($k3cl)-8&B_E9;F1E|7N zV-8+eiHV!^@{H8=r6Z_cGiP`T0NF}Yv>lu?3>k5rIaps8a!le$qgFiKFdrCK6 zV>-d@bflq;!RwWp_ipK zz56>kg??MY4zfD7*Y_Sik<&j9@+f9>k_)fxB@Npu|J}7iYcsTQcTg+B)*(|zERO#Q z`Uq%%0d_9chihv7_wLw)6@vvfey2>%z438t5Bb0AGqKrXJJmiCO`f>blQ&~F8kAM1 zUM>DqePMBm>>=~o%hx}}3Su`&oAWd%)xXd{Ml;x4&C-a)&)thd5T=3x6VY2;q@SP6 z7dg3lWoMCi<;D;Y#7amabaOI}VS@;TdPg-xrY@Rkb> zsZWyEe36hEy`#0EBBU095WMQ-B8@QELLe%LJh#iJ69YnCMA4J8jMUmh;!l-1RAoX!=by=uD1u6973 z*Vv6sUF>qnwZCLoI}RpG@Mt;+Xcc2^n-c8r!Q_Y;`q)hI7f#K^wCC4VHtxcU4V;^n zQ6~GJkI~*uBqc)jl9u&!K-6uGSvLmW&W>&0N!Kn0!UKdoW&6n zR%ibvOz@z>Q`WUzP(nmvyRDw6yX_b6-6IQZ*uj~lgEE&`oM%P4+B07>Zb<)nUIHLp zT7~MbNFVc4OxJefI)`h9?B>TWy={^CXd77WVpC)fh>D7fqf+uevNo}>9#)hJo19_^a8x*urSFCmR#of>)JB>? z*~@hi2y@exP@oad`eO6cj91q zdUdK-ASQx<$a%?Qa3XkS{`7L@D=vx62hW@}x`r*v&+g-0GJn8v&b<8;;cuBu-AXv0 zh#5I^R##)@2>rZ-^3s(eM>|}3H3IA+22{k!^ZC|W(g{Q)Q4QUtG}@M+s4J8$oFq2> z7LF$p!0WgQ;u7nX9+8zJsA*YhVOk=0s=2R^<;-09KA$Ads$f2G`CazpGned7Qi<&! z7_HQMd{s)_<%DL7kp1_*y$le{SguLbwA)%=Z0cN1yzJl?xg?nHl2smd_40;rH}(V4 zh0I;RXlT}MoKp%#nBBK`us@8y5O-r15q@5AoG6`msZw}6xnQ!wc38cOnj4%LgM3G* z`LAXl6$CQ99-u_5@<*8r)MiXM`N}hm8{zKHO&!|Xw`8C6x7wm?GWj^kk8psGPV3pe zXN#;o_sjO$_J5G?KlY^=h-aoQcz+=Ez)-73OghO_-dR>u3lHbGQL)_a?#afj7S(T+ zcZF~A>rw09d)y05DK&$5R8?Y_0$>Z1h##uPC6+8p(wdV`Ud{IfXB-|ty`+W`gNiS3 zyt^nP`<5jxZC4K8*uj`>#X-vAeH?Z!0A+T6m zns)W={SnOsy9j*_Kb;TL26o$y@>*xT+m}=Ao)xUo_RM1o+4<+hYII{h{#qC9Bj~C?zL?A38t85^`8}M87T`RU(lDD#-A&?ZTreCtx zYnQ5w9gWe^Xw!t6+RM#U1vNuIfUEY%J_B*;u&I##k>)!gVr_C^u{p}_;cR|Pwj8fq z>_4`(J<-^rHU48^K|1ZGlk{g_--L-zrY3F%hKsst-xwp#kTxn0ZsYBpSfaRbp{DV) z24PpewPB|5@$#o*A=81)=Q|NM3ynMFyzVfCdTO%mdyAV$)@L;bfBE1T}h+qhJ zv{VA94Ac!;X><5MPRBC@R-lr)461Mxo%l!Qe1P;NP|#*9bH_9?IEF(~k0!RJ1%M)N_>h%huX^s)0!B6mhk zDDIU2qf(Sy;-12|!^A=No3BZ5MOS+)cH~0sru>XyRH8fpOng&y0r9> z)El!wuQL~5;7#gk#{;&igsl`o4ISBzkft~N$(HoV&a7=69YWo&FLZQ1WoZ{a=yN?( zjV2tj>r1WS%c@DLn;Tvh%5FWz^FzYH!68%D*rRB_tWVKOMNBGx?qp`nq;@!e1FJkm zjUtqLU#Re7|DJp3rDakrV>2&~nLLYIR9Dt%wN5+NLBlbVF3}|s$HCChrHMir(SV$fTPU^u z1(vVuObA!4*9(M*U*DF;PS1(z9iD`RRS0HR_#kw>k`rrFZiU}s{=Nwz$t-7H|Jj>> z8aOL`@2#aswWU_I+BvI*WK5iK%+=+E$K!_CJ+o!$a!IEe?gUf|ju)t9q#FPTr}2fE z*DD=wz39$NZawRF>2uX?&>3^*bYGR(d#fF69R!xT9kV9ox@4C#^_`7W^Rty0+w8`t z(u|5v4PSJeyl|wG(&HG-#P^q)H~c%Fdd=pTzatGi!w^R}=%jO;l0Vs^4fBTD7bBpj zvLj+}DC@9uARW1zP)%z~&h0ozoP>08Ln*-_O4FRb3 z9p#L%^hw9jcuj+hkp>s{+;y7k;6oklt)hydF3~207SWqpixg+d%=}k^2Kx4YF;MeH zMe))zTWKj!7sV@fy?*B&u>--%W#|-e5TFW(cHq#IN#0;Ajxqs3haL^4IE@-+e9~I# z-v8jUiY01?3C$i)2HODj+vtSAIo>b7EvF3z$6KP)MDb^zgo!Nz6B$1u#CY}n&5oYF zU{h~Py9IQdd&M!?hXHMDtN9&b4g_3+uTHmufqlWM0*}g-=*nJnKG-${cTzxCRL9wO z?;79o?7M(ie1O%Pe2c&Q5tzyMTku9iv;)Bb<7NbmqY)y@{RqYG|II*=O(XX-^iuUa z;(e<7*-@L7gsiNS?1j_yMh+@kPFB&H(FPI?tKZ~T7(0Q*cGqdYguJY@#0wgqOn;xO zzrBW=JDyhfJ)ceN3k|Y2h<$J%<^eg-wBNd%W^Qv0St!pR(7C@WfK0r&o?gG43Vo%3 zV2A#7EHKa6sbPypx`|QWuAU=_1C$uK#caJ2zgBv}R;j*1x?1NWv>m8^4`lK)@W-l6-b) z*FlJ3assGN-_Wq~rh>fi{58dT>i0*S#OQ_rX+oNdYcWRUbBNX!dc+Nw7~ecGJkq@D z1Rh5^LK3a1B(+-5?PNc5^*tkr|c8MhPYh& znIT9daXfvyFf)8)Ir=Jam2*KP_G~ZHGbrlkx42={k#`a}n}cZ1&feR5IoJI9Y|e|M zBsMVZFTeQA*zlQqU8?VH^p%4!_k0uBH%;Zc3UBNJZ?nNh4SY1Ly4$GVz0CfK61LKz)hpwn;z3?Fzd+h^V-GX{x5?EO0+rbd#Fe zo}+uS7Z<|wWVnTTBk1}FQO0MyMvOpjl&bh!kAAOe9ZO#e&~1q(%Mh;QI*1d{bOe~_#SKb z7&s~6X4(r?T%pomzsBC*qi^_-nOIVLD>gY9!RJ}K*P3<%&w(!RGME7;$qjkR&Z}k| zD1M;*gt*@K4r+W1^a58Ai{_EBj(NxP)ZFlB&aZ^%NXD_;g4-twrJDzDl@LtS2Ndzh z2@FP)&5afa9ri*k-vV!8f#`@Ap|nQ|3ZaoL0#hO$qsL|9)QE`g74Tp6K;61`b#=8- zD7oCJL#PMDV`Y|amhxDRYZ;V+@mYqS$`Gw5;*HHX52VH8whM!C851CZyvX!|{2w## z?GYH*BVDX{?m=9K354t`_(II_5b+zIjIt6=`JjWSK#pBu*vAF%{5d#)KR+Hdgsg1q z_{{Jpz2Xbyw^46V*mb;&l>MVWqx%pEM&}%&2g0?~5Qb`6D%6N*y2xR61e*9P0?Q&j zrTow-YuISl8uWg~6I$g3id{x@={=74oHlO}5DkTDoXBh=?9{@0ap5QXL;?^E0ub|e zqjmu}Itx9K#a0C3_xy1tzl2c<{5OmV5rXs5ul^{{=I8me`1#3X^Iv8bA(`t;Pt5%q74=T-q`+x0@wMws5O zTn3FT5Hmyu{iXt(v=LG2gHa|~Y5JE9*ZrWm%z?o10wD~p+yEGc!W^Eshao1fo;m07 zx%;DnRnl*f`OC@Sg!L2fiTMi57*v6pwDEG%TGla@!@*Y}u6|#cUBMf5ME93nxTS$B zO85+2@3U?M<0_5F86S<6hOmE-oIAGgj!Brz0XpTpa4_F6IQ!xdd)HVCtE59td*lKx z#9oEwE}K10neJ9N04bf4XcE-h6-NsuJQFW}T}Z^{^E{eIqk2REj#Z665LEPDD(9r+ zc%98bC7)GG`Z~)Z7YJuqhiJV21X=C(H`q*+P-%+)=P!J^cQTTG);FBSal~+%5hA98 zr3v~~vnsypS+hfqnm?{TG}K`>siEV?JLqaz`q{_*Tu8oaWsld#VZ=a{@UA08j~ zvDEG2iB4|Ix({dfHD9P-zgfkLOLLnud~poBBZlkpYQ0B7ez)A5sU~zQvDR8f9M7Aj z*Omfsbco4lgk@}ypV`3n$JYlvvB4%4>~<+zRGc1mNM!kDUdeJ+O3JwSiERjK?m@*6 zOi9VV3;`Ujf2#y>_0Y7pw>Ke)1S&5r-E&Kr16MMM?cNr>SX{U~YU*S8;TtI5FdcTOUHrida!L~WlQmlMbIb`>>TvR3y+J$g{*CDx26YT2P8S8#?MgD7-K0{?PQ0$gEoB&)T<{{kMcuTxcGm41*+t(CKMoQwR0a zz=t^zxxbJZ_5OGX1BxwQ91M1=C7=XI|?N z6G_AoI+7dT6eAXVUM=jlDnF30`bs=MZP9z!76&8p<@n+#Jl{79$N?bRK`mj*96;fY z96AseVlFj%?T1=vO=j5Cthc=;d@%z(;Z|q}P;$-_m`Sy+ok2@Vc{6*#jZk0MTSajs z5;c@dKMGyK6)n7edB2Y2=$wRKR`<{AZw2H|Z2{rnhu5eM3>d`ULHLM_e(B5Bs3hZW zdfx<0`Nq=@TOdJtWN(E+&xrQT_#LLLy*vYoX<~YW@Q2toe>i#9}o-+ir(t%WO+=C4)8;SgNH;Bw%if;ble~ya&=Ln^y9R4 zG*7g2cSGuU(P9}?Xz2hYklAoj&W(mGtNp;5?g2KA(KBFD*&TMN#f-T24X-g5xgeAY zbfbd^3cEN_eE5*0CPLYVX+Fzy;m|5_e195;AYjl!Gj(%!9n92e!olbJ5vgBB9C7iW ztf@PqukDKY7Mf$@_Temi%K;lKaC(+OL!Bf01Xc&bS6Gz#Q-&T@52DlX$g*4|=~&e~ zaCq{nj{vQjj&*|XkO0uxxu-bKB(zpS1Ug9|_j|E)Z-v5-6GtyYS-8ooL&!rPX?I6G zvlh2Hqjoz8gdg8N7YAAn@d%UnWn6>FsnsVOyb>CAe*X6U0tR7dMe%88*L=Y-4>uTB zpaQnhfWgUC?wq}Tnf_bUUk8Elw@{jO(nWA0@s->sani@8a9Bf?_8NEqI81&($||(Q zaYxmNsAdn5&FUcb9kUp^FjNEBgDBDM?}G9gIun%qLN>G<(J`WELdNLM#EW0Zh-(S? zOdemzMv{69gLV^q&1%j%J@B@V|LcM(bLP`qKg^QS?;XeJ6Q# zp?F~^Ve1%iQ1g70$U+n@><^eO+7{(HaljjNz9FvRa58*sG8Am`Js)`gV(0rJzf>I; zf)>*XCG!Q_X*4Q85;I+=tk3a1UiX` z1o&0dQn&d1*=qaO>)RoGp7TF1{5w+&J0%ss?Em{yTC1Gu82!6fhxQvHR5J=aHg&U? zfiIq!^2B8Y3oT%|O3{UoTWbL#ScYyH7cKa4niaRI$28#$-Cm>XRCy5$gg{yEumt5H zcK%h6r=!a01ZZy-sgv|FYSFO+HW%^^bm4qQMXr>L4hCytM128r+g`0Ek?T(Ci#sLA z4m~xR*^n-@I-)1yfl4~hMS>silPPoDIrb~kE+g>9bN&IE?8R@teu%vdNn6V3 zLow^X9!@(#Tpzn=Upe>2fG?=Lh{m*li}fzMR?%q)9~{=8bD65*6NkO?jrh9!`T$Ns zZ$>TO(hXg4kL(D6h$HGRcVowA%LZ9o2^H{6LrXm5#Q;g!r+p&gecWpvBWFCJy{p{u zoY3_Oc?!`8D7V&xz-T#m4ML1DDR5p)K$)P)d!FC0upuT0vn`K|K0{jx%|`^5xPDm# z@mh}vM>O%&lXveENuYLK3kOdg0&t#>^`7;pDrPeYGTk8;%e7}7*mZs~4F25K-+*_4 zhklfSWNoUkTPSRMXu1vnJd*C=66#a9Gz{}wV)&cHYzEbJ{IWNG4v2sls-bJ%`Kf3= z6J0@lNX*`miC^nMJyTHcCDOphkI-q3URg@)JNnpWOgBHSqjX7^{*z%Xri*RtO%o04b}&%0l9Qbm8U0u?}IN?xW2My#N&Uo zc6QRCsB=aa&IJIgyV^ew5|=$dWPNR&HQ>=^aO@BA+}^W3AZqb1Q2*wII?v&Hy)|ym z6hOTs&04NLxXw`{vI^yQ`c`3G>#{KeNIplW&!g+Og$M%T`s<^`(7Tald3hN}BfJ9D zZhXVb{HOd7kGMCqD>Hgl>aicW$z-6f@9gJVhl_K%AwfBut+6gBJjo?sn&Eh}m0M&2 zid+VzwWyVsWLjeuU5lU!v2w2yl(TIuqv5kyhk#S71H7TkM5Jy_F4n&fE;!wx5HadY zAn-c=5~|-97+rvc@>(yth5dVP6IKzxaN@7IJn-Es1B`(2$Sk?gKhK2!j)I-&eOs3j z-@U)EA-~6h-XexVHpJy8))sx^1K=YGGSk}Sr`OkF!-XdT1Cn^FZurxhuG+?v4LN1q zobZ7)x!m|qIM4;f!HkVFwiXD|Hv)0_Ura0E0Q0FE>kGI3KCpYxvFp|09J!8H+o1Bb zDd4G!w>}>JzM5k*$EAE}uGqEst!vbl!w(sb99B7=UF1q|ve!PoPE9m3$^Ft$({ZV# zC|S?8*tD}rvX>&26a49o6O~INV~b9^D55k>q!8bVM0mnOcX}Vj_wnv*44c?ymj?05`E??qi0ii~ z@QHwe5dndITEF}_KA~ei0uQ|tg%|Iqvtt{^L&(K`y^Ll}8sRH3RPa!$gQEC8{(qM6 z|IbTU=+WV{F54HwF&8den6Y~KhVCRUud?m+n%u+}Qw$L*M#64+m=RlpPYN$GGHgnE_yNC!D#AnGsW#~0+h@o3?r~Lq z_YMCZWQOh1oj8aW0=sYfHVmtdIbJOzN&#BNta*CfoZ6s+umqbj65*dU6lEf>+IuftnEwIq9@+7q96iWXm0f-76}?j#rUBBrNo3G5Gzv7n)cU ztpE6o8`<9zkYXqYE|P9wq3{Hb8m6J)VZp`;)E)$KUM)95q4=K_5qj`e?#tvzz1j2< z5pU~!cybhRv$TLy+55Q}=h#wmEN3esNhFx`>%U$D?=OzrNLlu%&Tx<&z1!XS^Wq%^2rlHAioQ8}$O;5Rx55NsXA@wx^ z>@JT9vn^$Ucvw)_TVG%Q#Sc2vg$Bn$KDD42B~~i3GU3Bp$;!e!guI$z8>-^hY<%;)>V!|#QUo_sWC^P+H(<>#4`#Q+X zjWJYJr|*Q8F^O_&et|QIczndt9RGoQ3-Gzkz+j#tICZ<%(emN7RFXYNgF6R=_&zJH@$W59|K zBv!iY?+qC}E06Eoq0&BY=%EeJ<4)sKkiD^d*%5VprXMg2ZDU#N1FuR@Z?H>JKGy>T zyhT=ij7&pnOnRT73KnDE`xX%;+zU6jG!2BS70nfkf){6Rkl?fsh7>llp?>;rkrN^g z18U~PdH*j)!w#~6oQDK2nOumf8a}-^lF{nJMxbxcaa~Pv=)E|AYKR}x-H{KTd@7)p zxRsRp;>(s?5~3$xACevE&TcpH0O&&5m)CbH|9)W$anb!_?Fv7&AeNS?cCkt2Ft5;p z8k@L>ruI!qup2My#6r_B@85%#P!A8_e7^-(T z^I#{HlA=0o?hF2)o|IM9#>dCom)kV#M-S>QdR5E_LyFCUvfA$^4}TXl8BnczW!595 zQ6FPr>Qu|LG9_u1RN7)wo7ZwZ&T;O6ERBQ)P^h#f&>ttLgh~1!r18`Bxp@Zk=#C5{ z&z}moWY_+IjPI-GJ7O79)V#fdt#xVyH!VXrKmF?{O!d(R&u&**W?oU5jI5H&CW=69 zfrOnF-d%k_OUbg+2}a)oxIEoilhVv{OVI8xT{S7$MTTI2R@P<2{v3Zc=c^jJ+^rG4 zd3=z8H=2qH>)MKlv9Zc3VQAt?K0TUmOP^y}{S$df&Ewdr8tu*IkpH0p}f zDt1l-0D@6el#*8*>7)9`bcH741MNAcC)Be~02&v?39mIaHDxKcqUI5hL-j)4o$4LV z(nBxcQxJ<+ugqU~&OX%L_(PrCwj_r)Z@7K zJ6<2iJ5ZoLQ?U22*YmDw!P&)Upg6dvB7X+a2IAqs2@}XD`{lu1^eX{Pn($JjJ&JqK ztcyae2v9>ugH8F1!I$n_h}&8AT*XXTcppn}Bw;&Uh6jB1f&DEPwX1%+7OSvxboad1M5-^991NyYf6-X(a5 z=1W@-3&_iM^;EE?ctQ_p1COcT)l@jzM#?i4eWEM~S)K|*@LUI!Kw2C%E9!)^Ick03%oj4?^;#>LOWjO-Og=26V;KO)t+D$J?gUJCR$E4wBo+2R zvkJFL_WTpLga>4RGpl+b4{N;yT`nrCeIRcgY|hlSU*E*U+gDD21@a3Ap{vj3=oq|kQhL;-zvI|QOBzyz<-VNUh5YyjKh+2H zuGq$N^5nj_4E34Jv^28>Zra5O$n;-8jb6~n@B`@N$aTv+-Qe8)Z$}F?HFdhIM|P*G z_+wIpk zEZyad4*%=P2)72i*e3hxC9oc{haJ?79vn26K>c8ny4|ZkMVhe$PMh)-YR#aYz`)KQ zkjJ<<*HJgF@Zo;QF9?hp@d#m;)YtWjIE)Ih9DncA6W>Ch>(6J{psnGJeF($|FniCW zw>9Q-f_;Iy>EEXzFysl{gpWa*L+g6L-0&xkYG@XQS};tHw&z?SuV~wYLXebDu$@V# zGqo>UU4=y@dnU_yEDtABb7DA}7)*rTw#x)<+Y}j6_c9ON%sJoUcj=zG{F$~; zCm}WeZ)HI*N0ijz5RrSqVc0PnSZLu`8imHjMRtdAn%9899;T{Xo2a&Cw z!2q{E?2cM)B(l16UcX|dFAifP?+dx5N<3H7yr9`Qf4u$*SM{(~g7r^R9b3K4a^=(a z(A;2wU(35OgtBeVfEY+3pHBY1KmYvGO6_1}*fgqXYJ)c+Km(R-$HP%&e2=wE0hhp` zumf-9u?ZOA)Uug4cF~J+Snga_x|5JO%#;2`$ z$^&B9&JJ6SoHaw+GNATP$xxT+gz3uEqFmTl$KGuC|l%o%L!cHM)znxIoHQPAqSM~A>0&HJjAN7HlL%$(QFEn5^ zN2?3h0)fFq0Fv1J>-TGB9D)Asuq)?&t!c#$u&gyV{cr7EYao>Q8b|5Eie17+Xm<$} zYh7~5Wh;>osS$Eny2x#IL+-;=s+C+ywJN0ux!)7Q*+SAV$za^7W!6w`nOsK3dH!?N zIli9r^~mcfot5ipE;lJP@+@=YR6deA9p!-3g4xi9<@F-`nFCAJLIW; zO(o^nhXWB;16Wkl&H~qPpusfv&n4>^TZ}JSQquNZjzPi5+wVn^iUv4iT}qOj>dAiX zB|lukq)vz^V0lH2Z67J(NJ@-Jq6T-o+1m}OL5-u&6Qs2~i8>-RPz6nPIAQCNWE@Du zzSf~wGYdb~GqJJ6_t$?YM;(1;&DX}a`zy*+045-WZ1-XsfQ`6-cV|AKAp~|z zk)8#Muq}*fOum9U1Zwks*JRzOiRjnVH?@&ES0D%b!H6+C;InylOxh99j-cM-RlR8t zzp6@|2$v-TYhtwQV{_(YQnAcWrVfEohB0JiSYr&b9PmXRjSWZy0umo@U}&mozju4f zTTL$q$g!JCupd~Tz99UStnQC+dRbOMK`Vnc@ot0MlABfpAFXI}o9%BxY zc>sTayQTq$>y*qlD%mYDSnd^Ig9TXbPj>XZO8^SaQIiYcdH=URNK>;g`@|ZA4eOa2 zEC3y=I7DzfFDfqw`KwAlUuZA@2(tr!7)6AVZLNWB2DQEO^oD3(VKhY%i5VR(KDsv- z^ya4_W7h>P*#H`^dvDi;>$w#$jTo_tL7z&!A2&ZLt$Ey17IJw+(%Bsm5z(Y?&3>nR zh1<2U`rT?67KR2-muQR6$jFGpJiPf{Mn=Z}{XY8L z(#E)OREdm?jJSiKZ>+@qjPD6g!C`L{5fO1}pJZo3HZI@|J{nnY(LMc5sH@6kLQIs1 zlMW3l;fL;osa3t!Xp|KP_Zr$%l|h2Nqr%m|Rrn1C^&WpWgf^L?-Jb5y{*8lKky?n9 zQZbU9^Icy4MuXEnv9fx_pH`hn3B*X^tZ(aTAm!d?b@&zEmtFg_6_Hqwxacfo%srt` zL|N~G$vi~->B~pBO3hbEhBWgVhp;L`Zhfe`c#PDL}eVhc(O%yZf!a# zWq7?98kLDeEU~`2(WxqYR$F$ABibv-q5TDUDB%TyQJ7l+N%tQ50IinLf|_SB5c{>@ zqLOHGA@IkZMe(n2?4hyWLuGY0@$@g&Ng+Y5)es0CB@>!?Znq#GTh@b=vkd9CQwb*wO# zdJ3X71(VMuZ+n_4_;&r|{_J7}On-JqB=_Knx2L_7`)vh=4U?ex82+L3wKX|o$3uCz zQJiGqXqM5Z^m#Rq4h#!0^cBF2n7_Fe@YM#btg=~XMzviCAf|f46(-@FNXfq&R8OZnyLa&$Kd&PD?7AVWR-w={p*Yh}_3$61 zyQo-uT+y)Q_P*l29@?8ye9NL-wOLhX;NTfxyJ$edTr&H@zUGSInFVMcE43XrJ$Yji z@f#6cUw7)Ira{}$`p%9;-v}DrK5(?Y@|{eCyT@Y81>#uru*4Wd;e6Uwd?<)A7}6_G8Wk^s)J)GWRh<4v(xyBHIx0^k7rdp6)u;g_QojZg69> z3*(XUNLRCUW!KMXl??j(0f79PG2O@!<&D#Of#i|vFl9Q?|4o2jUp-@?_V9gr(`M3C zb5h$64dow{_d(NclYh1&CuuRwYWDa{&kutS)3-_|u{Y_os=ZPiw-1av8V5 zx0as`3nkPcAxFS{vB#|N{6XsQlt&d1jG?V2{Bj2XOR@zKvM0aL$k7HLQ_ovcL4~P$Pw@A!jC+2o zt6uruC;-5X4Ojdw;nELakH*Qibl z;6Aw~U(Ml#;`XFEu-vPcx9928TAEt+FF-;sebRnL0+&H5k2jn?+%%!tcaO5M66UM_ z+#~~_+1b^iY7S%UT?RIekQ;Q@JFwp-$b1bQ-vT%lcqDZA0Xf6$!73zg`XNAQ)Un^t zVMKqZThbg)u{GOx%~whL)Zp`A*dG8Kxj4^~KMQ|xtqy$$&QCqWs(J3zmY{u@09N+X zUIFXZu*fgXRRJ{d73u~5Po6g{fL#Yy_(Tn9Hm7l5ABxQ>Th)oZy|PHed#g*e?mB}H zg(#GW>a&gS`rFCCHs(PJf~E~P$ORSr58A8nEx zxM>`TLxh(^o!#_$bzG5Yvb?G|^0@9WUsfZ4N`(Eqe$%sIVcMImZ%ac=b3@3i20+5w z)M`OV8O1TgPkY7$HKusMNy(fNk;E|$s7n(Cq?`k6C0}j>=Z3Z|%+fn+dlY@aScAsL0I?y$OgbSEr9e+YL(V!3{Xjwq zDBe-3P@uG9QBayYsMUlZOdIPnaQc*t!Rcq4xjj$Vl*r&ruFYRNyWYL?b34bUauZgR zX~jV5d1!}TC6__NuIbQ8CY|7nou}+LO_n8x`0%RG-^WZ2QaRm&FY;PvaXYNBzN{1q3Dr(5A+NUZ{130pI0Z%e-%(l1s=Z{}!P2Ho z-M8nR&Rf4h1qD6=zpeOk#|~zKFVY_}E#RHbvy$h~jkvkuzS45XvaDg*16wZryRsRa zop3gaPiysVE8eBpwI&>c)e#_$+?IO6fpC_dq_7&Uy6)ml-swEkOVtO9CF!Y$E(;p1 zgR9DlX>)T=-shrB0>K;P_`A@)kgQ^_23{6ST~EPl2|mQNOZ*7nTmOHM|A7a|kf;0Q VDyq3y8u7v3UQ_Gc`8(at{1bg)C<_1p diff --git a/probability_files/figure-html/fig-pois-pmf-1.png b/probability_files/figure-html/fig-pois-pmf-1.png index 12fb26b8a153354a1aabe8eb028b9239d5b5468f..32c77dc1cde244c55029541bb64da43eff13d04b 100644 GIT binary patch literal 80906 zcmeEuXIPV4)MaR5FINTWDk?~e(mPlHkq!bfNv{cWg4cF$=I1v*X6A>_6LZ4*p1SwiYp;EttE(y;+RwNj0)ZS-ym4I<0-=$G zK&amB-2=W^Hf!sFK&TH}Uc07leNEvS!Upj`>;4@RQw38y(+8F&nhIAT5K(`BZI}hK z_6h0el6>xSjXv!uDX$I_g+dB!G+X}eog|v(+xGJW+Z0@RSvxZjYk5Inbo-6vMd=e) zj=oR(68vSy;629~tISzH-oyg+L~0+-_2x~5*RAyXrb`6!%YuuoD{%cA<1zD|6N3(O zg9ly~^B9B;o~Ptt%;6nt8_BO3|MW>5`5x7L2-VEX9T3VDdVzvz^aHkccK&qrVAm>U zZO42%M_qy9*}&uOEYZ5NBc>4I$*MfqL+UGApZ9g$UElXf!Y1bQ$X_1|A-bpHj(p2& ziVWg^2AAXE%y>ck)c1^bf_+t=n%3c4Ux1`gTK2`WIJsKk%qUg%whEsuuOhht>rZ_? zYJvHeP$!0{idVzA9)t})JsPk5wIBHm&1ackb#%wH#B$#PI|No%{`kTE1?f*F+V17d zlgRW8k(PJdsqK;GM~8e|9N$aURnJ}DF1!qn+3)D78FO&_2rJ~v2p8{Lw>5Uww_7Q!`)&(@2_>C7lmbG+u3;$6*R$!5M+c;@^@7mw+rN`KN#j|;y_fb(KbRG*i6 zVia=_`T3IL_R6M{ZfxYb2&TgdU|D7*;i6*$uWS*0(yjv^i# z&p4(Y%oaRrDE;YVgnzB<`@dahPF^xTe*NX?BbFWp#!0FB87D1XPbOQuUhnuaGxXu& z1`&d}WkvivJ=t>UYRV4#x8{rw^A_6dm`OW zNvB_N)N0*(aj!-E=3$|lu(J;LmP%UMT`AZ#<3;?+{U)8SR1?kbMSLk}s=663asqbME9=^| zS8Nx&MhCx24>vl*KZv&>P353J1p2p(%kicdk9LOkoj=mhhfOC zQe$SJ{lQco?(oP9%h-a#D7^2-+OMN`_oMl_=njs(OW>R?oh)N+NjY2?ZZQUV>&`Fw z0ij4F(D%6}n>xhr5#8pHSko^OJMtxqs(H%-C;ZTSv|=8TC7t53s_DY<>FyAvXot_o z_qu9~O_^-dD+Vrh=LaF(9u-DATLd@M5>@*Uq&Q)RYUjMmfhvzg(zOXa?6EcW?)~$ zc~cbUHl}N;hc@EQZQ7DN-?JJ%XX{QPl%G8p!6yx0V^_ON=P&*0)U`#a;k*c(<9nJ9 zaupY@=ev|7RHqpluHS8bOZ|u<6ej!OZNsIlUV#eF3AjLqL+Qk_a+8>2san@Y#}YDL zys&(w5{toSXY8aWn-sL3XQ7~^-h1@4>_f=!A8v9s>wVzA_}A~>{rnX_1%)~{CAp^L zlSd)EwjErj$Tdr+rPx9Vg+I`;FYzdoFXSh4*2->*qb zD4?WFNY2)$VgL2r&lyf&dOt(wLfn{WTdQ2F=z;Am;Q+t#PB{?cu~<7*(59McEjF~- ziD^wyiN;5DDU*iS%t|>hFfcWX@N$PeM$P2bv<^5A!Me)L&XWFg^_WXXrcr2s)M|I> zejbQEy}@+-3EBhUFekm~dpA@`!%a9(Gq};{+{pqVET_uE#<}6s!+64#NrRHL-n+cK z+|B~2m@VpSRgl?i>EwK7NSX^--2Us^N{|B6OmjE>)rCMWNfy_yL2db$l+KV|t9Sm} zQ?K=>hbGqOJ%{OA5yWwXa7@7NiX?bYiVPsNHu1XH-uv$>my@AFF;9N9P*G7$4a|Ew zU!!rLvAE`uE#R;{(%aY9C(iKdIB64DFn9+91Uy-4?dh?UX?vSU`a5-1@0^^RtNX`2 zQjW?$-|gHX3h0##@4H9I?W(b(U?(a_anX=#6r!e zeth!#_wUaJhtYW#(M{S-w{lBTQ1U{*wQH#*qdmsBEvGxPr=GC~+-QW##-khXr+^JX_jOHtw$*UM=I(6zsxZ#6ZqmPHaAE6FP3FkTGq3v;zwnHNQFLNq4 z@is%Zq>N;C*Dy`twCAm@8n5jdFGQ;I{Q7)Ql~)V$)-L=&1rZ|Ugi zw+6D1_Ke-#Ycp6bM(Bwr=!wr2kG59P!(&Dur%TmPc&(mq);T2?c#X=}A1>~ULA}Im z`-*JQu7_o|zb)74Rz5%v@7Y~R@1xJy>g-CVQjmm|u2jeA&MTy?PeJ*3zoBD?_Eh}N zMts{oj+mE+#U~S%zkNKCDrDXH27#J3m|Cb|Yw|=+dgT4gw^`%LcgW2na& z7N_nzdZqSqlM^yK8#5Wr3aqZ@23$t{ry3BR4tH=NN4=ene>>RhlxaV9{*n?kaRt63 zM3_{Nxe4`L@M~*LR;n3ud;f@L>Ll7lu5^dE)rKYXVf~pfXsA6mp=2U1nvlq-8=$kZ zvb;QFtuwl7Y8q%%#l}LApU*sfV-hG;)NuYpJZVSy(yga@ZKlrH8@hfIXq}&%Q=Lc6 zySE*HuYa(yU*LoSSG00q@54@nxhf@f6z4Y|w(ZkOgs;JBIVB;%s^S-!Sg~QM$p&Rk zwoXd5QfvLeQkdEIv}`uL2SQU`v9*zw>)p(W$;ruxScY)xT|=Vi?J_uVxrSM5DYDf* zwQnjlK5k5+(Hu#=w;lS0ZhdpMUh$!9Ftxmbf|el#Fh%!-w*w^RZrGP? z6YYFAf&n z_r14h1>N11~^+4ST^wT)2?EvJYiulw;CWg(}tF)7nIWqei9<5=PfI<+{N zNHX4wwWzTGBZ*&*5RI{c+g4`MZ&VTvf`ek3CTDtDo!|SsQrL@7&bWEKOh1F6B|a}! z3nD5bet~X1&~rKI;-jo%*HPOGHL2p6Q>2aeU3^V=F5F)zIKEKXGP>`&ZQ`G-`v{DuPpv+`R&KU(V}j3L!)|$8?)yEfiDf2 z5IFO@|A;#O?YWxA*;xB(hN)}>$~vF!42;tD{Aoz9PDl1zYO|;B`b!+z9?=}gtG62{ zEi_BPAco=&1!B%PA(8DdW*JnZhuXAyL~6x0fi3u}$DI0K=68tmTIS~Fn}neqLSk?j zt9KCqQ?`8>y7wuwdB2U&V?}XawA7@u1(FudCQSy2jYmX{9=Z4B%NJwe4Pa`#PUlC4 z{q$732I`Z83>$FQ%N$;d9EaeO8Wz>(EdL;{0~@{cJcx%)@dM9?`Y6tL!sz;G+#=jH~vJGSP^pxW32 zchLI|o|ZM%1YS_l@&)*Gfo9~&(880|viV90!i>2LQ+TM$f(4?}7=MJuj|625QC#CP|g6Valv z^Sl53B1_Hc@$LOG$$TI1TwPrah!z_3yT3zNOO3WGy{N)0Vs{n3_h`f|D@ z0-Ki$Yth z^I#;vp!5ERh&b#vuHeB~-EwPqrC=t~YD-;wJg7xQY`R~b zeaJX~gA*4|==xXt1q<8tM;w-zdCL=9+j=Qxw_D05o=MP*%){p0x;|-C9w(h>?^2q> zVqae_hoU`_=QbK{Jbc#<5L)W^JuXUWv)iZR9FI3q$KJ#kzkhVXs{>ZgM$sb4sV}Aa z9W(qg3F<}wEOH?RxEOvv(BF@scM&}}X?37%tc{c-;4{jb6WHv5vZO!>?mQDGITOL<`> z(n*Jx9tdYjheP44id`MCPQ8}t&rah%Jr*geKOQa;JOqB^D%FUKkicBi!x>hm)!@Z# z!@(cMG~_ga1M9IQ^QEcEk6t2G%(!qt;OmOPxTEOJ81N#TVP|=aDW8c%hq)v8%hU}w zrZN8<22Pe^Dfqk!ExN2jR z^g;#D3q6ELjKZvDyoP~XxX|j!i5Lgf0q#c-iveV|&}diXYT@z+`pUO&m2C$~g=~BB z&MQGZgLpTM-@JW6_fkDXK=_S(P5{?wCKa_20NZe3$FPlTZj-N7;DgG%#`o@>%QmVI z=he$Q*FbWec`eIhb^tpAP|R!4c!icFgs``D`Eg@2jfeR*v^Y;qdDv-zZL3&6+~utGmneQ%+4 zei3Gp%}u}7hOoI}Infxa7naz-ySSj|Md2YS@vgn;_+xsb2vyPHzn6!Pc!@eX z&6TRJjsd78|U`KlvJ*c~ws(dPcdK$ok7#dkb<;M6$8d+VmQLOYz zx|*rLPBmg%-gm+wGofQSdS|*$wBL4o9?tiw7cjxi@2RyW6 zUjziC^dYcPOb^;M6tw+&+T4MwH;0dKHK+IQ*(qs4@y&MUvO79DCd0Q1;eEj`rT_CN zuvMe@zU*)28u4cmNg)!6HlIN#m{~nDB{iAglLw^=?fck;hQ}Y4T5gtN=U67$8`RF$ zP}7sjk(1~f_KueQcXuX}0#k|)N$2pRn%oETyRui0zp5Q%+yP;o@yM4M_wq>TQk7`o zWN`5B5okBj*7r}31$_$&hKF#W%hZk?WMyDzc!i&txxvE1a?!RgPTXtrzOaq4u{j>? z;7S{XHB)2ro(T#HDkVh4ViVh-?s_Hz{(Ny5CK>6FLMG;Z2iR(7wn0sA4u6pfMhn{JX z-sDMN;Vg`5^kuk2kSKZ~3Yj5ab zjuJ1S)*11X3EG;+n(NENLMMzm@flCidiiGY6wMOz#TPyux8~(zT75@#)M;$8w3Exq9`{Wyjv`kG(n9h4 zI|(mhvD{eZeFf(+S(y zq}O++!e9H66CSvpqOI+(d2t<*m z$}O%Y7hc$6lC%AHk=|D1H}2AUxh_SGDWSHvX_9n70Z!?At2%Ecu@tp9iH-XUaX)(9 zLD3@LRU`@Ny&>)@nHeN_Qvk7D`pUV(yV2veht82eZn4!4xn_aV^{R1vCR!D{nTd_6 zAP`8Qm~XzcEmGfS6u2wD@Gym7%dOOkGr?JqUoxosf5^B$ObYO2Puf{Y> z)^7W@0;)pzfYbQLQ2{$|FR+*6`AWXNB2hZ#m?|}=lauq?jq`8zMs?ynH{0S=33Ne+G{*!Q^;50F5&rcJ8p?8wu^;?1}9)3!4Xiw2!;Zf>n3RelGu8`sa|1ofpR4n#;e z+YM|*>OX!Cf7g|55bn?AUKY}Yc1rJzx+L+mDsVg(`+O9g=R^WS*79ZTH|=r*pDWyv z>tizIwWgo8_2fG~ZO1%B-_a0%pSH(4g=x!s5-$}WY2ymqDqN`j@QT5z)5Rg3q{`85 zkpOR8Z&is)|6fMSMZH!=8r70>M{71+4VtYsc+Se?#y=lj;74O}18bo?FB}#`S9vpV zeTy>-FB~uE_Zy)b4;HlA*vpv>jumgLZ3}qCX;VXv020pQenZoCf=eFNBS8IF+Ej*e z>#Djjd3?!XJ<0yQF2Wg(I3yN_J$+v)#2k0bl8}$dqv_HXH|MIEu1EULP=RcX4^uoCkN&f zAcFHz8sn0)I_ve*n3-8kqsB{!r+L-lhT}z;(gseqEyUy5JRR1$%0Znj%d9eu!NgMh z=qveF9=B*KjMK##KVh3U($Qjwo1c0T-Hy( zIwfcEs2=amk8uJyRI&Mgx7Bp;+MAjo7pws*bmSqcL;d9~smOZt(FUK8<82^N`k2RU zb$9(?5LUCOT0}SRdxz_KbiP%Xw z=*@*LKoEOwkFw1RnM$T!dX!`z{Q)o$*e(|;vJX`T4}CO*Gg{30){JRqiB^B zv9J4ua{wCK#*krfA;6hLl?uZg8ib~-;amDnW$uOqSKzl(Nr5~-Xo&vhN-`^TTK&aC z$mF>ITsTyXWdEILCWFe+bV-sUci_&M4f0N zzR0{cxeLU3mh+ujgBn3l@~=t)S!5lIjx5j$mo)ANgXws0;+oldtA zAJ6voCE^(SP}?1Sax6AOl@-k%V<7srw6I8PE|}&u&mYI(dR1pzpB!Q;P-@VBopN!& zqr$(cD%ZGWwpH+?$xXjnT&X8vv*U<-MucT9Vo+&OQiz7NsZ);O>;I>^^J3_)H zQzL%1l@G+TInB00Gy3V7gYtfM;ri(@LE)U!fE_oOQA;YfpL+{3E|a`({A{I5@s8uN z#~VkDXvO2F43rZ<^b0r-Opc)=($T-6i-iDUy_=!&JkHur9CaQgTJ|Fc(lZ;!{CTtF z+|G6%J)}|L$*cK-U}gdmhCPDzZw&yhP*fHy0+dgvc1gL4;SA)g#R-^1h>#P~)CiH} zL0F)=mF%}#G?`cJH1zqoT|HBuR?tQr2ns^QKH3C%xe|DZu{9LDR@nT2P>DlLLC zIC+@tW!a|h2lZXQ6Uoi_8qCbsM8476`B^aLCHdH*k8aUyLkcLfnl&12E5Nf|yEwL$ zmWWBmk0v{%!DltEW!_P0$bwm=<2la>*k`fX!X#$YsCXJ#5(fbOTGQJgCdMIgOe|>% zCUlL#x}JuF5{s6^(wogg1Hp^ak4C;`CFQ-6SHC19>w8k^fBlOdp))k&A_4=*84~ z4Tl+JG(%h~{DnD>Jd}?%K#f{{AK!X1Q8itIKanGn8%9c;@Q}4oxWt4@6v)r_+10rW!fiaXQD&p z1pq!9D;Y#4sgBZC@gtHJlC-igEhkZPFX0qX^H6*`Z4)G0p+STufDvXD0{QG;zUjvcE^z}lWG*LEdybsl zUjc+uXObB!IlFK67{Ga&v$`21FJAe=+|bSw@V(FmJ&Co+W?8wc1(deD9&?pij*E81px(jt9+lF zByKnDNCGhmY%0va&Qg?@-1APW8-VP*kRd6($XEXDLxCwS4B2BEo=nnyO)cV}YEn{C zJ>LM$))`@q_o-a)N4x>#9SScHLH4|qg7d=h_Ryh2$$rpEQBs5lyZ@dhJ>TI-%N7uR z6gbWH0#=khIU*-+H~9!B;B}`XJIGot=7e`~lYxX+L8>0vB(?Siq?mlM1Iav(+a@L&doA4mE(lO%fu7!B>00JNAijZ5Ow zk}^o#iJ`|9&eG~(G*mOgs*T48o#R8Hx?$a_^n171`;f)^g4`*6gTQk2F2678R zW@_`KbOwq6K%MC>wAxcvx5>Dm;N>b@NKW};-7-k<-|ZKWwjylmc};0GfP2(LBpvVTPwY#& zfpue`E%p86baMLkE=2h3=QJg2{YEGiZTB=0mSLBwFHo~G!PT35`>9|51$>i=!+4gR zz{u^lEOn(ISwqs5j6W=r&FGlF1jtFeGmBtUh5W!G>T1ih-b$`<&$Mn?`=oxq{!&dY z0+~BVSCU<%bFr=1ug(`>rtB<@R8yJphOWN1(9QlcGCB2Y^egRXh()MAwcwInV~iL{ z?|~l%iJ3@E$g(eY&W(w9FHdnmO;jffbwC#kTd`YZ*i123PbE)k_eA@w)agu{XHsS6 z%rC+vW)EkKTUOm<_F@UO-$2?!3X>Yg#-@sT%_}^!bpi-u9E>jj>nQlrmAynJxJSAY zR@ZxY+BVD2-uM;?EFiubpIJP?p(8iJJ+%6rpxLwuw-u^qI`pJKvtpJT+R%GpwXi<& z6ku&<)jOT^5GE{j&`nM&R0fgaO`M>K%u$#?SH4sFkQrmA7N#L871o=a2vAsu!m+6$ zKyjKf`A2B196|W!uy2&0*e3+-ywMqt@o?r$s#xvdH~3*KJ$nRDg0&9}#14LYB65o( zi46Au@wPk)IL4C?Jl)+7`ocr396PXfs(@tls7#Ib6o+{cR;C={w+yAza+)v|v$j2b z6V?seB*g>Rik!Uq1)SOw*v^9BLrim1ie+|;s(KGGNoc5F`$WrTT-`cIb_$jzdD)Z> z4h{-BuZ==3C^;7$41`CGbo~v~GWB6RU7@60+P$SJ-V=WG&>U|6o=aMWS4gTOL4erp zWp39$DQCOEnu&md9OxC_*@7(CcK3-{4T&s_#?ytQo)3=?04lM2j;RF2HSW&_nI33r z=ThEwV+xFW&bN9wmyO#x6~+Z`sJ3;}Km&j~dRr7Ln!qrt$(?t<-px~quYGx4#_>)U15l%07Q65W4vLjTOC*HrXh#bATZ z&)jq^#*{rc-L4__4Tre)eEBZBzt8)iy5hP+i+c35$}4;b=f8NDjxkv>p9)Qu-170? zlT>foKy~QY8>oYrNo+%3x+sLlL2opyFs+L}Ja0wJeQ4=AKrmM zhg87ocKO7?3ss(+b&NF^OlKGSmVNs#=r?f5obmSvohn9$IWQlnR&>e2Ea-Of$pk)M ztXkE(_ZHK_c6SMNtEKPOitW59ddMQY&a*s(_L~WdUG;+In?5cWYjL1$Vasf$cHJ#* zwidpzt!OZR`nc%YJI7A(Y!L+!xQ`{1dE=H7@hk1gr1QM}fB_p(MWGI+W0C5qNr0GH zJV!7|QMlT<=EqlRfxfpGT-n|1HKyx%o@u9Ar1Emb4q<-CTAwVnmj)+Mdjm>Fi?2>V zS@cUDjQxGNtdf-UopybHz)0P}L;4cm3aSTZ6z0XU#z4`$ojnI6OCG{@T!>({@MlnR zeq=_ML_)TZNJtvlc_1U&XX1oHtq(uVj}vGVO&VYKFg85n)}gIC2CqR?XWvJ=4@~Fv zsa}XS>pw`IDhq#zd8cOVmnp0Ul9Wim1tya^(cfKcN&u>74c~CKSk!9IXmwRMpdUp@ zDoK;3u|8``vSW_W0brT2KitU8($}CBO=1`^d;VbFTQ_g6@#66K@zS12G)0%(AW*IfJnC( zUNRX_h&KZ;jFSfw48BJ#798Hh?4}fL?j5YX94m`Tj~|VRv97LpZ>iaE_c|{VtBS;C zyqeMxcWwOS3?ow|I?nY#fGSS6-1E<_%0>gSx5%=JTX?rO5q#b%)2zxnt2=}_3h3N( zTB2Fq60_$F6OC+Ymg&`B0m1Bfpa5OXKqR04??9S$NP^8wyw2_2-(Sk7bf9MrrDH{2 z4SVh#OVwkpV6K3lnyTIGLRU&0I%LCu`+DVRrQ}Mzp5$spskw`VyZ%~#Y=_VC?`)_s z6s$|d4Iq=-ow%s;mz;@rEPIZbo7EzKW@Bq+W=0u^d~us1XfF#x2(q?StF8R8LPvdL zBg-^Utk<3TOt`Ou^#GN;6<9+sUOJ2j_SN1RLg!%)^lkB#xN{H{N$7W zEG!UWS%HUI9r`ZB`|+lKW-jC=h*fWOq+cR;j&A{uQpb9d+;&O01vXc5hU#N-L0p19 zc&Prhe=E6mUzrTloV?nOTnGQX0ZAR}01xe8+$4v_IYU9vn4Y0^hupbI16*@nKAm9%5`lM9W(Qa~&UpLqV-TEC{@=6NvN8TebL$TemFruqN!B}^#W^z)?D zI(e#eE2m(V7_aQOC^&&)yD`9lwWw>0e)->xCVLDlpB!hA38RmXWx=Azn4N`1U2qh+ zUuuwkso1D44#I?6T+z#?&9hTCUS_AL2_y^4NqQ^#^bXKKU2Fj|(J}x%BuPZKR%9_dab;7mTEejyR zi|ht^g=aNq)+8iwTW^w`tiu7o*T$gbF-;LNGIIk3mRjim6Jfss!V8H+euXm;ZI(sP zp?wm&@<{|>`cUE_CL^)^%BP3o9z2~~y#^DQ_`BZQ4`;y-J z(IvO&V$E9bI!i7a-&7+i2v-WUTDKg3on;eh*f}k7QPwZu*&>j)f%LK|kAv9Kim*<8 zUYBJE6kk}s5{bq%WHepMGBU?o#xd$O-DOiB=%`c5zEe_jZx+>_~Y zzgBbSY-UbsUbqnYu?}ovaa(9n5A~=;bwzJn+~3Vc$GttxV9--As_~Pfw3^5hguPHYCipL}rQn%*OlW4(l_m5<+B-rQ zr*F{n7)F#%*ALyBq8F0HYQ8nXCN8$jAmiNUN^Fj4AWZqJnNN{qbq(<{G9(DxlO+)5 zX$T92+vWnjYC9&-*1nowuldnv`24zKF-YfcGj4A$HJRTX2<4vs2SEw~1nHF~0+$eh zG8-_JmX%d^b`_uHFTEiHe<~rK`6w#X9uUtaqj}FWiH>gua}l}d3=uDr=Yr`R=pm4N zws+L_93yMyIDQd3%4C zT&Q0_VwUM_R1aTal-`VaDc9v!fKCNrfw(_k0F?<`>sI(YmQg(QB9}lbIivp&=%hl{ zhLy7~@XGwMqQ9)Qav9(+3xW+!lQaBnz}SkzTEoa0>30Rd4XH|$(2(O2FTsE%X*+K# z_J8!118s$;asQeG0p4#mI~mKmGFz=7`3s+lLZ?cI9aCepSiy#=nb=kj?s1k#&*|=^ z6v6E0q*+PW06lLIDWd+vzgQgeo^Z}liFe;d92OOk8C-rBG9gCz5`P>Ln-{hZIL2lV z3d}o^q3*wa&Fn9%5OIb=_hIAF@~S_k>RtVQW~sGj%f5Blv%!uSbcICK$t2e`{57MX zur*#BHejn?jQ?fjO8?pq0h~UmvP}qoh3}7-7)R02E!V3-4Zl5740mgKvQ_ObQI2pG zcY5z@|8Wu8_jGf~D4w(q&3A$R50Se+h~t(BX_`L?LlLe-p%L#nN@%t=}4LS|B&8TUJdn%S%bxcnmD-xiZ1o`52Al&M=q)_~mv9phIh);=q{yx{ zH;_#-#zl)DROyXe?)Y*GLxHq@8Bnt#Fwc##^wd-irb_$KYDR|+*5yyf)!u;W3)EDk zd7R?ThRn_c5{Qjc0LQZo2q80yW)PSauD*Ek$3gsOew%^7VUqd-DBDCXRMDquXX+#$ z;43~2WVdI0WygV9x=oHA7IL?g;0Vys)GH-EMN;KntX=W&6P{K2xD-fseUQa zQg|yB=uR&t7h+8r$f4hNgOu)x?(TusxHHcE_6nsFaqfBCLgBmy!i~m2I@`lLEdykC ztuW^SAv?ot=;Z-G{Jv@g6?*nbq)2<2R3zN<)`fKvu*P05nC1_V-LW8Lqk6x5EX*M9 z%(3FEj#y9(-SZ_HQCUI~FL|ziWJ__zZVik+8G{?GWauV?3gH=RLv8ZXVHZ+qFu%V+ zCjv`YwfRh{>mxD0EeasQF9B7~c?Ml&WgHwY42C$S$Lk}5$D88gEACCn!ZQT*qMrO7 zwEZv=myC=TCkNK2dPfY(`_r&k8E$Lhi^k_PG9*3h6;RP^2}J2rps*}fv^J!&Mmv7t z$;QXS5%&_y9Co!{UxO5^RP*nAd}6asQa*!%Iq+YschX1qS1Heb+y&qsXD)u* zwaBvOi!mcBD{D0GJX`Fy{v@Fp(jC{$1=L;Xr(9cU_!X&m4(X?R)@HCzp87gx8tJeTTqAq4 zVNrEUtxWc@wXTIq0_pJWyd{)Hfp&1ANEOs^Q>z}wpcLTn)aA0Z1}uh2sC8`iUd2{q zZ5V9eaFwf(5tcx3UsXzC-x5phLD@t?P2#tbGnO)fhNq;Qp65L=X?fyWVlbTVwo7es zhg@#DX4H8b!8B00C}^-C05$*0Tc=Mr9Hvu`V0ZP+3qvtw+c_jv@a9SRj!sT466B;D z&p`B(=_ne?{kR3K9XmdDW$9@-LzYRZu~$0-Lxh1`gJEl4=o8dd-;k=;nzNU#0}{~H zS+^HfH{D7r>l*XS*Iww2mbzEfwfTmM62M{QGw6`7oWyA~{ zzCm|}YLTxlobBD$k7vC$-ijW}p4-E{71uZiqm}IVnB?^q|F^`d*2*~IZfV2jAYY%= zx^|aqzNEpK0Uh{+FMrgbKHX!cyo=YfpKS{Y_$T7@3D%CUNT3Mfi#aQehH-`&9l=lR&MSk)c!ZYwK4{U5^lQ>$HmUs_a;x#A&843l(~7% zEpY`nVMbe1Vv^Rel_*S^KeenBRYAsu4Bbz7S@Vu_>259+w1;zBy%zl7%22NjTpJT0 z!tq~M$ekGVgooU+nU|LO`b^Zf|GJ%-S-I_zH}Q986xywOhk)G?sY1VDBYu0j=DuQH zPk*JAJy0@F{CO^MZ?E)n^R=F(>-4<(g2LOfZt|INCg6I2XmKuGY&F!XrGLfy>GYl3W{;*Vv$P8;k4_cMW8N|uHe?7 zZ@u#NyQ5gv)s>ax+wnlU>K2Vr07`HbDXCFR6Mv{gPL$tj8VKsrFcyeWh88)eh1QDg zD)*H)OtbPfYAbW*PIhr3Mcth6?TAy@!SU()UwMa&B)GQ1@E}r|PbV(qx*66?#@R}) zYOjo=#T(3)F-m18`mBgbUNdWJD>2JvqH5+*_UHB5tpVAs5e{-Lvp~*3FI@1^jj3k6 zrOGqqv%#0q;>;jE>}=trlSiJDrDv}LPt1Jy1)NtL#>0czL8S=J$S~+Yf6dv{OBd<7 zDA~UG!s+5_wjA5FcKuG}LpV&wZBGEnyLFOO{RVZ+Gv+QB*o9n1gx`%9w|9@Wsq7Jz zY}82dFdd8^2f}!@f>8T7{afL1ir&v+{tydoTON3&$Be;uO5G-*rAigy)il>Hg)0tp z2{Z3+^aQkPGN`u-WD@BK2VPUE3Z6aJC^4@bzfo_V=btth3-i)-uKQRa6-w0~Q0L1i z(Ig3Bq@~GS47gQ2>)NYdr<$^M63LKZ)4!o5JDQMI_T~7dKI_UszvB_z>eDNk=8*!I z)mS0BRD1Se!4o}S8n4IBT1V!h#@{D(S29X1ba&;MxfxR5>K%S4jh*G_?N7wCh<00j zeaPSIZ!tgJ&=r<(eDt$I<^1QaVM)U6t_!T~NZnP9jpgHARYAj2PcOp;s>)OhjVgvr z+#9?iE;^K**lGoxv~9gd@yLzEz_RkTbCS{YzyD&V(L^m&yNE^?u$mNsv&gr@Q)w{Y<`*E^86y#>lWqIJhX z$$NfRFVpkwJA1EBHL4S=1g#LP7-gBi0d?=etwx=*n=L1Si}16vLamVR*wq+IN$87H zQj^*|vK7l0|K;UJRkbBL)>yBV-}E-J&jFRjam$XH^LJ`rvf|rgD0B2#%1CghNgycd zX_DTW$sKlWB3(j3O6M<=ifc`pDtss2ZU^ox$h3-0!~`3GjQK=x04fJW?x>YaIH>?? z{3qIb=e^IygE)w+!8ArMDx<|G=G!iF#7T@zsr*LHzMBEH+u0h<_J!lLKw*rWE$lKw zST(WXQKYLYNJTH;@(D9E=0f$7lu4Y+X-~=Z6)~OBT(?}x%ll}ibAW{&f<=;*b$10lhKl+Y&Ih7MK-R<-}mj?sWYU#gix5*rZ zG+g%hg^n%Q!DtD$ocf8L;97ur^9)!LNyRXt_Ge~emiJPsgQ{E80WTBHzuiS7U)sUk zC*F+ulY&HV@=@MrYH_X|cL{fnj>);1C}hmB-C<_Qn&;Lkk`oG3P-X*3RIj+>84j{X z1W1MTFQt7Y7lB!@fI)Po9}xRvq5px*3C5uD(UtRm4(R(UWT#1$hN`g7`^e#I8Zh;A z2f4(^Mua4-nIrz{?oB~I5buxpn3E(GHde1C8xe|wpf6jC{=xUlNB$g+?0e8i<8w2B zTtwIjL|C@5r7w3c{P`7~e}CzIz{K;Oy7hqE)D;AP_C8uT(!3lP|%Zv_X>)nki$VuE5B^qUw_b zGEDwauMU7eRE`I++_Ij*pVWfjm4pXATemaVM2Q1>I{_>btt@`> zKGl~=bhXjn4Mf2WQAUs2Sy!?`$jn-=Cg>P%ChRqtq)5S2FlX-V`I^7Z(a-g;Py*Yn zD9hDC~~xExpwWNdp0`Av+{7@ZcahqI>A{r56#dm_EIejRlORYDq#0%4tgir8Kf`J zWs$( z;MCFZ{3TuFrbawq=qu;sE5J1ZAXPD~U;}q8@iT(!pQ+%qF3Z9U54^~ej{<5Se;ch1 z+H3aww=0O_)3>F0s&$=n;dM3IM*@j0b)}bcqiuR^Hhr%R3gr#ew?*L1?cl4nLQwPK zkP46j(HSQwJEG*hBti-Sd~=MI*IQa~$*}FIOtBWsmPGhxnY%IuHA%`Ge<}wNlo(3q zQ#K_urlMITJF(_nL5F2RlS0piZh61^$04?bbYCD#$0ZgfNf%TVAg5ZXV%)pF5-J=t$2J?Y zqWeTd9P6WXOS&CSZ~1wXBPGrhVwInkbL>Vm z4qi zk~(p5b(MDp=THiU=TE`j#2<-v3B5KHQ<-aT@_c5lr$>yq|6@1D_>^*ta3vzUdmL79 zY$c3C%_JkjlZOBAG+sRiOl8jF>~pO~L7uK7cRizQ*P_T3mQIa-Ea~=}8>D z{q2j-k+|nJ$~b-#wtOI?EVx(uYNps(pH7_WfF9P9(5*dbKi3Si4D`bTx@bsU)3tBt zv#@qWJZ_D~{=9`}D|5}w%MCH_7i_h3ox7yhSYlzLP>Sb8ylP(Pt4GGdy=EBOG)kE7 zwOVoqFVD@eDBT73Y8{#l{~ibgo~h>Vrj*(!V${3nUUp()6kMW)>rECF=CSUocS`T5 zzbkXxR=ofVia)s;(%L2y8~jJ#?`okuyfoBGt7cd5dZqu;U&}@xI2dp+g*aTx1{Dr6 zx6^g?+K#)eGX$J~`rp9lAMf~oiRWm< zX^^g=_;(@ur2$F~UP(Se_!v4CnG1JY%(UzXfI&H;k!RUS4^K!TX=U<$*FyaCF|rJR zqQ|NG)&0OOzxPyD1>`)s?p=Os;qC3U{Zw$h!YfKMkHuk2bI5&AB-v7h49ji|2R?4A z^>WT7@1PpCXgB>O4zF)(?Z+>Z^IakRlnCD6-}s|n;5Nt{(!H2PM(@P~WzINei<-5* z05|TeX)!X#Aj@~LbD4~H#~%fC|11_} zP;@kERWl$hp4T zw6Ykxfv8=LHMor=VWfM|U5nsikQerCD5 z6*a;@1}r^%7a=>`@`+RrTd_R`RU_RV*cOi69z!O)Z_16CoqNuG0}F1@OonfS!WBu^ zag>s3a#cqp{tKYMH&**kIMG;0_AMp)@!cfxF|FVZtD?7YadFEIGHVV~9cWKSw<>O< zAkw``ComY@orY);DCwq`D((0VuLYZC(v@8Upx$+=Muuqbn|X5{2qt-o-G(32r;tSF zz=(J7gn0kj0YA6G-lKcHuTmz640$+g&JGc0XR72E${W|pC!~5#CLCLisaulRjmMxy zf8QFYn1;>QRmwkH20t9i9OCh}})Tz_+X5%J#Slav=%@Wg#_VDW%{bo*0HHKVQZx6}Kj~u)k6NfDN)65G=t& zJetV${aUQhDd^53G?i2_JO%Ddu@$sj`jZm%4x@LmSW;^%&nYq4=r4Cv0wI8+Qfb$V zLpXOjB=km2J)0NCRJxILOIWX5!W?Ash}ZhZ4XvpMN}+EFVc}Jy@Lb-Sm`bFF47522rVIS*T%Pe z-#MJ0_j&G*`-cZjNcLWPty#t#b4<`>0PF8b)P61tlq|K_ec$rQr|yB9O`2cG_)E4^ zqV+?)Vi9FDtRuAdrWp~vyA;`{W~K!RBmzr>1dG-g>@5N*zRYp#j&o#4Z^iT}RIANN zjcse}3z|VvI$njpbteB}myViJArX|QFSO!mOG_9F!NA&z3UTuC9=W!D^cLdb=QDpP zt6sZW_~+;YE4#jUezz}QxFXv-yL);f(Hv*bscAkj97vIfz6Rw#wQ?h;Tl9{4PaA#uW{O^HL(}lhRsuu2_dQceRZJog&@i-~a6Hb^Gua)@5m@GU1YH7~Tv1T<5 zrRKP=#rqd4M>-mq@&5hpl|5Q|`cnG0VgF6v-W{ew)*i0uEQTamG&2)i4TvPr*1oT6 zYUBiUgzRHU1i&>3rbSe{|9ZIRLdZ3$6!M&&1$EN{yIrW8Ziia2bv*sIB;X$xSLl;s zh>i_6c(KCR`RJO54NjN-2MQoJ0WF9$q)%!%DEsS`W?D(Rj1>77$DSi*GE5amT*sHx zSsapE19B#waLmuwd^n&Tkd$9J9qZ+wEjw|%=Y(MO^#q5{$L79p>^jUZ3?tt!0DJW7 z$rhw!3I%6ZrrtM{W|Y*Vx5#xZC>j0D1NR`|DD$HWza7kVTPi*cch6X1H>=hu+cBaV>ZhMzH><_JUfwqm!hF}cC_6r;lR>wT zDRFp4CK|m2RED%~0@D4y2E#=;A}Dt+Fj6GYW#2mG*>t5$a9ehJGQ5OhwpDzrdW^y{ z)Jk1(z|i)bbnVXf?i-l}=H&{Bh=dnQAFNw0g0J6U4{|A@{~KPImXl<05vBNeg0I7rU}!PXFs7{G$GNNLpZUHpZc54J=sF65W)0MXBP-n%nC-cK4&p9E!@ zYDe-tLDU0qC+_EP7BXuwkiuG!I?SaV;1b$CK0Z+kxb!l6M=7W#{R`Bj2UO#JzV0!A zhgv~G8w0vUWl?LuJ(>BtEe*#c81=-O`+QMQcu~)D&S1?;#ZW9WbUd{CMzzhBk{gUA zkXhb#L`)1$2&6li@yR0ToOmv=dA9sl7rp&xgu=!RG|RcHL}}VQg9NR1?wr{Sb(1c- z-L6)vm83nZ1yY)HBtwVJHr~CfAU$X#_|Z$N06ye^=*@`o_9St;-cDV|Qyrm_L1fK| z7kxw_17$Ah%_s8@we)2(ww~s8s!(9LbXU7awD}qxzerxZfQa!fU41f`<-(R(eG{+yFdup(>q}UULG#g)#a+Z%L3%tY}5x&R* z+jdM{n`BN0@uP;7gF|hX8>^SY6lI+%Zk9oIXu0%;yq`a+ASs#jrVU|(GP@<|o_tQW z$m(=v_Gkr;k3Pl9-)WaW+~VQZeae&CeoI=+>tk`N+oBj-yp;G`o!qtjRIN6h7*`j! zgqbfkXxEmcBwQySZuSd(4-2-hFlg&nc5z;iOvTIvkAhd(G%nR2oJ7&-GKy{$dAg|^ z^NTO*<8_)OiCw>79DzE$6G19cW#mQ`;~Y$oN=;WAn-yVOrK+qpKa~rqSN^6mNk+@6 z>go{Q8xv%S=fh7}rjrv?`hGn%DJge$*>uj`l+ZN8F5H@%6j|-?kEF4LNu8%G&aZCG z?Vj3DNtlK!n)!4)_K$D(VPv?-TQ+HLILNC~Vss)2exIbLrQDvVobQtkyL98>K(HxX zQH7dZHTZe_eZoZ87{o(bdq!l8f4%DR0$G+lsRm7ZC}W7R=7QLz*kM&s$hiRK%UG-yQVM z$bFLWh1zP3ctm@w`U|f5UZky=>`2gJPFIj^d&YBB4K+9@>y|Z|v#|{84Lo0r5evFU z<5rU9~(%Rd*VMjDTNM8N)@=ma%6yMBBM}F0NYxQXQxT+r?{@5NUBnE6JqrKTncNilj z;gQ6Or2#iJu{$s~gaPWSP1l;{p0gPvkWqkL83W-#iGGSeMJ{=7po(GZa#NMx#NIIH zkz>a=eT~?CUnV~__*IuGsF$-|wx0aquub0j)!uAr_uZ{#b9lm}0C^u)L)ZQoFn2`l@@e<*I)`jJ5udtDXiI|yf8RtcxnV7kL zLBP6?0nV%xPL)MEN>e)mWj@(qNEqGlQd3rBVRVh$5lBjV>|c7bMmA=gIA}RSKNw?>D};=6D>ISq-nPy| zzR#I+(+Rk$S0QE_zFsBP)c>Uoh~?4AW-mB+Sdfkn^bQvZS{AjP78QHYF}Ygv(ks^|MAc|IhJ+RS9a+$JFqZPe7< z5~*w!(9~?m^v15M2v;cMsXVsur^k@Bwgqk?FrRrlXkD+KLl0Hx)m^A3CXQr{j$e}) zW7dZ`Y4S@e84sR88UKv`zU@8sbUZ9P#-w1mZM<{TMjB>U5SG`&&bR7&NUyv>Mz!P+>K*e7FGS~f~oJlJT9TT@e?b|2?Sy4-n5TpwxAKJpmS z&MTviMfF&?9p z>8tiwn*>QlkPd67z;-ObYE4wMs8;806ZaUgxOm1UvrLFQqwaZzZ}~QIk(?1)l7Yj5k`-`OK6q0>9UCr98hAdvM zW=M5eGyT%2UCR|z&0u`jMyd~g5XCC#P71b*d^)zPP`q$qDbca5z_JY^7A&O{D?^gi z+UlyhE&OUV>oE~_$);5?Z1d-d2N|MVW@saE9*e=dEDu47z?VO_4$}Cq{nVl^x zd|)Cr?~&ESjOL;alk+o&-Uk-_9&Ir0F4QA~(Y5yPEmf_=)0rDlLuo60^eX18@=epP z0#rZ}qcYw;^S#B8*K%v{UYPA+5ohLWff8t&$Ds=!?V|n|@hLF%VlnE7X+h;ICm?Ml zQN<#Os8~AJ1i}gbZK_!w2I*sc;dB-CF~mhSzb3Y_oLs@lUx%|xbL0A?Iov`Ga|Jy) zU}Vmvxe7zd+vGRmwnk)~>Tp*ZOmGf6zL$X4LoS@ah^E#vSjftc5&{YMV?9j z75VEh-qDPFY*KT@{uTp5|2sQ5xm&kZzy>yazJxz!;II=RdNjN*sp>up8_f7#oMVT~ zOoQ(@B0?N-lW&ll^9#M??u~&`Vtetfzv7)2io}pUix98r6K~8KyJnQ|OD~kdpPf99 z*}H`6Ln$>$6&Rfrx-}T^D#=qpuhz3dr-1BPsyrCL9JL_Gkg)@2svp?(4Bks*49pAJ zt8vx!WQSw7Te4J5r)*?HY|oo47pPv9;WFVFIq#;gps`c5Ue&9y{b*Yq&iEcZ`~VbK z?04})T8K40QlX`N(~+dhBvyjYszJN}_!E;wn>{|8(YI*t=+Mw>_3?~j^xmCK76KPv ziOKXjI0rg;#&_6_!aNec$pf?64Zk^@Qz~%G4~2NTTi4VD#9#tHNuO(>+BMvUy{& z^xj5x*~C};dBIr0n<>k8W6Cylop$4dCsHb{mY0=~YfLd!OP@Yw_>en%8a79_Lv!)0UY#nroP+v_j-XKoyhK~F}$@`>ad-SK;3ogbthCCsN0 z8Qv5eeFFB?jo;m2Pim_1T6;5xc)g5(?zCQmEFDTmz`(U^;mHWYFg{xj!M0^~4k4nD zpNn~)(>Pc!EwCgQ&Z%F(fuFQ-j{LR zp#f&BE`_BpkW+n#`>ldSF}*#QLHJjVUfsLrI3CuXVqT9d_j5F=c>-ULen0Z`$g&xH z^bf`D-n^26Hk%=fq=x56y0Uzu)`#TKQuN^SA&IL$NwIlhkKx-rVx}J+K3WWahcORu ztEj-pSd=CpX<|YEIE$61rV=L4W%VQuE`(D{lSQb2Qac zOATO`zK0*rwQD_>ByrmyZ)uz-#_on*Eh)sa&s?8X$*(B`btWK0=*9@r zHqUq6xZYHi0q@a+&FvY$l@*okB6u-U79++bpXYJax=l3fbF8etu&(I5B8=Y56in%T z&$S9^v_YTrkafL%`&&KnCN?C;%P1+{cFf}KK%I(pTN`PsLL<818|lW!dMuHe-e2aa zWEJ{!HRE zSd5*j?s+Y0XtjNrRKMEN(y!R4mZO?rr+r5;i5bQ`>rG8pGH7u(v)Cml;xfG04HbBKWf> zsX-WPX7>t`n|5lxfc1?om-X!WbLy`mCIaO%UFOTPkalIgX6hIOZYeX?^&zRiZ64MX zBI9r7V7#y_GHB*@XM#uK!}7zBD!-a;?c8+ zneQ?Jd4s?FMr;kMR=%rT>%Fo1c5ttMq;0bZGxc31jwNR*HNoayRjc*3=v+C5)U`Y} z7&Vx|gN4;L)kxak9&gpnN1V7itq8cr~mv0uk6PKxlVy$ zVb>%!XM==f#DlDOp%ov~;kKZ)v)V9Q%^7d2<)@FejCFW~H(m=a-$+l*U0RSbRWS7G zVrKfIX^vX+b&k{q<-JtX`;KPAW&;H-_EL78QDqi!-548BYq+QcKGp^~)Jy&};IA3J zSY?t_#i1pnq42Oi-5vg7lkH-?DLd!A%Az6dsuCOhwjumUyem~vts;A;eagu;j{You z1K0?)M4w^aW^xVnR7q8E)ThHmoA*#deiw7z{>+=4cGa8KrdV(W~2#(v44UI4Hw+S7A2AWt7MKiMnHVt~l z#^`UkdxXTdn2DFJcp3!L@Ru0tAKqY`MQ`3i)%4&Anb*=rC&!pGVKH$z9qUJ!$)~wL zC@*K_ZZhRK3|EO;B701RGc=dYvJn@t-anFdXSaZ8dRxtU;Q1;bt~wyIi}K*GlP34C z%%R_kevGACJWn8N<*lb?R$7?GAnD;21?R-^@T={qBQD6Qx32A5Is%^6W?dYY39g#4 zrPs>T{bLDdwc&8vWlsj$$@JpT(UfKv&Th2b7X6!75o9paDgqP(RYy_yYp{XYZvrTM zNhF`iSZs>a2?v>I`QSWxJH&|KoJV2b%&C!I8=eLwdGk(BYY?~-1q99xRD5S*k-WP1 zQnXg9TCgw?KI~CslpT4ab9MH{_hC9M6Qyat=~vS^Yc``3^}!XMVGx3xU%c?~LWQE)AEYEGX5o%Miz+z&qg3=^XLU%3aY>T zI8`gBMV0)ExnL#}4B%_-cJfITYr<$i`n zf;IiCUbG3AN3gM_9M1E+bznO++5_2^!1=dt+rNTSs({V#uH)G;2Gi~j4~k72&v@*i z@sDML(l&1!)Oc0SehCHxI^65uN!x?2C7u&Z{Fb#98W%l~P4Scme`1F%B~|k21_CEN zG34D5c6YgWO|%b?=DM5+js{s zjXB!WC;t{i{SK^v{J&gkp{|}@6JWJ0@Ik`^Y>$Yls;Z`{U2|P=-rd>O($?l;A-H5L zO;5!~|HHHTVGI`TWYzGn(K!hx)4;5aKmh>(Ci0soOgOCc*4dx~9xu4VUnd;sJGS!P zojEARqdbI)k;4^G^mv-rfMR-BcsLgWuSP_9xfto#!n`{e3a4ajY%Iv7uHl%ek#Kcj zU{o}-+<(`qsiC28FHBo_FWP!OHs;*I7`1_+;m{3#BUo3WJi%@Qk!JWDLeJ=X;Iixo7!X&D;}5V?`)d19J!_`)z4op=e%giC6U?=mUpyz`;~RF0NB%#c$;Qe4u7 zv&SCa5AW5+$3;dmc3&M_x3;pfDnLkfi^6*iZM$7Q3rRTD$?@5FPqF>}RlW7kGq9@@8x z&DU2xy2xx2$RRr#y(}_)YwSsZ{GNu%{5jh=y3Y<9s`8fKf+TNNJdoW`Wm8qzm9p@< zw4MGd^U$<=b|q;&!F-{=DE~y#W5(;hu4m)Fy{QJG*_=Re_`5=5dwYd5H$^N3f62l7 z+V@aZyC7}g!JEYDnjD2lUR+WW*Fk6E)Dv*NKG`9x0}lFYIfE0YDAe)OnX3n$&O?S^ z*A@;%4{{##(ILIyXmnw=vu^#}Hi7qlV!A-Vvapfvdf-Q=l~GW3l-hY;4LO@t|(6rK4lYe2I^*c{i7XxUm?w@UzJ4fOHES&)IKO z=WO-nzfEb9QfhyFKQ9DCW=q{D_RVjyjUTAV8s>le`8uEXwa^9_%~cGE05m<$Dc;l8iv3w|T*x$_I>TV>s^1aym#@;VEqYk}~DAwZqvckaYMZ zPxhzX@EaM52m2&rEw~E%QmsEpB{XKe=mfIj3!>kIitEknb&kc_rHK!bRdBg>#=YJT7*#c9{|fu1wn$awdkuTnObUBa0J zj4lVTI=$QhQ;3klQfmjs8NPC{C$?B9bcX=xX3Por=4R4zEr&SL*|}tAY>%A83PB41 zp#3h*!2qpB=poS3%_-%&@KWUUY#1 zv^xP9W3HfJk&p>BZpIg!r;_Acy}~QwR5+fwfOg)dmKfnFFg7wA2oX0&T+zm~EP$!Z zkzn&_f;RNtDVIQK3x7UbvzD;j&wILU+}74s$bIF}_BTQAan=^k->ZT7<007lJH)=) zsGmRo+yP2J)wiU)=q{DSdXL8o(~afIqzQ zX=4T&?s+;u_|(4t_j8~m|49UMQr?WdR_=m&Bc0vAaTxJ2?~vkW$AoV*IR(FufJ_q{YyatNPph; zz1jB6VTF>i58CVnHAHKvt*lFY{QMDPfQ%tzH+-{m9E?!PK&QNmj<#U-8o?k}0m)4l z(qRdC9S^B}Bua9x%8NCov=xe`8(Ic=tu3SY= z-fs7af<|Eqd90cON`$8AXtjrs_s&+x4+}s%UOCu{7b+a8X+aHd*wdX z0h|294c*6~uA-uHd-tgK3!7i(_7^qQch}Mf2-+yy+2x~`&e=)|8&SstE9wN;A2ITa z1t>vJaxn=cUS;$Xw9w7U5sz1sH-?<*D33flB&%yO*%0ak+69NMqhve4JmXR>$9SvE zAGB1*P5?vjR zT934utZ@kT#n2-J1#amCub2BBrHa~cWOngu0mi19(iAIu@^KlYxXP*RTO{&sR)e; z%QrV;g; ze!hH^WBC+tFykzfN>og2aFaqB_&`bWnO!i1Sw2HEY1E3H1~OytV}JlRK(Erp*VJk& z6dM-@@ILmULTj^yJK;?sku3|t)K#lORGR%{2ln5 zQkN4v)Ahr`%q*Qe5u;J>$P>%-<+KCuk0Hin;$1iNN~kiC+kLS&e`H7+bWNqI&icag;D^0rdP~R78hYK(nwV@ooVXyy(y8JG+~;6&yxIR$V+`o~Yr% z5uMqBZ0_F%tNKg_snqJV%X+5%i*uQXC(6H#>0JhQFzjUE0nx#-i!pIRP2}1Ot{)n8 z6?}4{r+xwd-C9$dDKn?GY&Cw;8yefXO2iio!Jf@4?BY}fUm0hKI{v(?U+rF0HF%ww z>S$V-FO9_ddu!-eOo7oa<>=L9IDM=1?Jkyp-yx;@)nv^#eWp+2LxsdA2-)msejnS= zLxc_AS}-1FD&!7bXge5Jz8LQCd;2CH1>3g=H%A?O_3BmA-dz0+^0v!6*9T;9vx0;7 zcEQZ7Zh2Q6MHbE7b#G>3cMF(p+a6eqD8rx9>^#XiPEB>xg>wZQR%4*c$nSX^OO^0! zKTPzErbsIf;keS*AfviwWDjoZ+{+cs{c;~iIz_;!9zHM;ljz8Q6i_$5W z+<)}Hj=!V0yh-^M#0~pC_$TAp>yLb;vqmRm41{Kiz68(*iyiy2@5yivAN6GGu7X)? zO$!4h>1k=)cb`tE9X-NvO6ei^`VS>8EZs)sPhwaBS*q<*!l(_56N_8RuUaZz=FA?^ zU&p$p@R`p2)qt8@2_;ulzvBH$<6ixdi&h9 z69JgbobW z90@bN@`mZ!Yfoby$aMz#%AEEF#%P)g+NEHr-7h|}n<@oEAwt+S+gjEid&M60mDF|L z57v|6qw9Vh!WL~2Adyx)G=7sI^ts>Bk4!6~6xo#RApY!KYFf&82Gt%wB%`Ykcy`>} zby}XnPlUPuqhsoFSu29H-JNSWd@~^xb10&cyCQo~EOnSxsnKpO!#r~F(`{*kZDXu3;S}0jm zhWbscwALtUfQav_wf9U3Jf^?jGU+U3M%#mPP`4 zJgR%UyzU^OF4cRG)q(Fit6sCCM()MUhyV|KsiOFQ#$r6+6VIfAWGunO>hY_wFpR*!3W!$ znVD@cc$MXlethybo5Q8ALUx+KnQTO!v#<#j2hX;{^N{yi+*kvE{H&NCE>p5xO8|2l zIaB`=jJ&sS$S;|@Ws>Hp?~-_RmlKG_g88J7F?8P&6$#L63wfF9h4wAV-+m-B zANxq>y9<-PZs5p#`f$Qs`9G z$b#wBuFP9t(v==GL{G)U#3Z=8^!SfbDe(Vqa7RvkESNt|A|IIE4PJYj*k_|S2m@gRZr+*P>5#)o}*BT%~)RH=tty#N6 zUiL{^k-iNE)ZGCFQxPzk1&XMX#=yFmfyNIfpuFD*6sP&Y?!s0dyDW3?*KA$-LAAge|P-Opdcg~=_8?cpHjN!2Tmf45d1r)kmIJT zXh%CtBSF^tb;6SH@Yk7PW3N);q(_v;-!^eqgOXy3e{v^CUeIb@aB^nQ>z%SQEz)kaH< zBAZ?rYMA`WWNBj)4pbnA=(WI%=m4A~#o*xJ)z;S5)v^M#I&pKEqqDiS4q$|xvg+I0 z+W;rR^TZk72<|P(%2Iyn%`u3ONBLyrDRlK3`eCl-(3&J2zY>(?n z6ugX7?&@)L6_rDBT61b zSZXi%BnOjkiA%2BRXX3@-O+IYL+6Rj%Lt2Jas$GvkC~N+w1z}JGsj{ujD--a#YPf(fZ2sD@qzCPs{esVP2&3)hhCM8Y(6wnp+3Yse zqk7tT>t#XSi_uzn`6#s>vSCPYra4yElPr+faQN)_VkT)78qE5BS>%eRIjWw`tpO;Y zF&fWkB>4cp;ldIXMBN6A`v7>V(m5FK(|s4hK;6(LL|iK`bIF~Lk576{^;;l8ky;&9 zEcK|)SBF1^*9^xn3ub|+SXpIdN*QS$pLxu~(jkUWTi>lE-nn-lQVm-W6a;5gJ}-ss zho~%Zj$UJGYAUgJ9i$P;H)|n#aG2RB#6gCKnwH(Rzwp!U2gIMa_h^4m9ttp=|D_Wy zLm?cBm|axU+Cr$Szr~KAwkMpkbz!w%pNv)y2t<{qms{Nr_s+r{DVeVkZ;&MdZR#>I z)sc}I)Hc`ir7nhJzOhJE!TA-TIf-YL^sXI4uuWAI`@*`!v*^W8OJlHxUi-Bu7ceCJ zPsHROlW!z$73ixp25@*=?tz}c z-rXsU0(Yp5a0*DMmlZ6<-gNvkn<>fZclHFulmF97${jzNw!oMi`h>v#mN@A~HU!Z_ zJSdH&Xv)%~`lghaPX12F{%RQg`l+sX9=6O)3I3f4Gxecwn@oLkKhP7NI+`I@KSfMpAL%S#mu)5!htC&wGo-nfq{@(K= zjRk;xOr{xRJ^`J>OKzhcnIa-0FJ&f`sgwVeYW{ThO4Bc zWM~hFKQ72k0r4I#V4@%tL+RqDcIfDTYJ|d9C<)y7k;ya(63s}+Ie~eg29+SWTNHA+ z`Y3{OZKl0q?YxL($SnY0-IDCyyxB?N)oiQD}jkJ)`C?jDHlzD zv6MpMMrNR&1}Z;Rkx&hX9>`dVqiHj&f9MrlzO;4j@as?iYrp+_`?>RnL0qfAD>AlL}xdN7**L-(n zZtEW^Frz03Ta3vlA9dP8OM_*qqh4$35+D)97DP6)4h;@Yf@G^`hF!>1>8sHTIyP(i zz8tx-s%qn&0bL9fMq%c$%6pqWdlfm#=MJpWP*Aa-aACu)xj&AD+t}pHqNPOB4dfg^ zCQqfzw)04f!TFMGg^w6mvaCiDde(4M`1!7FT|9iVE_plzyi*9$n8L3(SPz($T< zUUAhYyl%$W)^~C4>KwEuO;XK3vDusM-rg7V<+Avj>MVghvISw~;mX8GP=E%7zNVaB zUH>upe3OsJ5WIEo2q=fCSAja2f6ZI#^RbhPa8XSV*vyqrP1StSXP2FiSAt^``}Q5k zcLBEfSOI)qxm5?=dczhfFp}Wf7A37bMC-QNGp+S_CkZ?&VM9FtP*7g*97flg&Swuj zdzJJKb7W4`>pZR2$Y;QNS|@r*dYxCnOl0s(jjt1P_Vt4)&og5R_);&P1yk?)!yh+f+>xB zz@5Z<0rja!5L7_qhsDfc8#xy+f=38Nm<^e_DGPN6g#c66FY$qlozp^qT*H7}Rts<= zW)U6X2=A=v47{mix2}(GN3Dwz$_y=;2G*yHZQak?xKCG8j?iw4Bfr>{n?+Wtc|gU_ zAJqz^aj~1C!`ckB<*#&{aU8o{@AFYN?qayfOFzt12vtwF+a_mFQ38wj%=giFwG@vc zgo@7f^=Y^7CRzn9qmh^4efvI_G4)tG(t_5yk$Ak&%(E zzSEG3*z6lCnAsx;+579+1c(EF#{|rG-Yf^`rL00ZC=|4N0QuHQ&<7n>TwMHeF&UQY z1?mJ&0G(+95~XJxSqf-kmlk7_wi$(P*^|>7A-19DM62LgD3!A;?1~{MuK>xj7$Y#W zr})or$EyszN^|5CfkWbrcX;Z&v9bC5`SaCL&t(W{z3E@F$neoCb4dGBsS>lj3qO)jOWS`IF2=lI?^H*ONY-x41HJ{JEM#VvRYlenYuk! zJ`YO}-P2K-D@5SRyHVE1L8#QN+wS8(e0a3-Ee$pwm0w_cZgL_^-(DMeUVTByY#D{w z)U3L@STW|!8T}cWrR8Y$(~YA0T$;$Il$EDeD|+GV@keM`{*aNJEOFiJOOtO>vf3kW z+H+Kc5yBrvezXG+tg}{0xoSWVI2`~&r_h9QwKChhb2Yg!5>U2t`0(K(^SQE#vc$ps z&ZjHb@;@IR27xqI`mQF^QzO{OoZaxp2d`hhPSZ@1d3^lS_6Jz*J|8D?XJ_Y!jzBKY zpqaX6(9`PCd3udFG23FBeBOIt>-tB(+6hS~(ZcJi`J-uA#h&y(>eFwYHXD7Ma~~%g zyFp9zR&M{*;t{qKT}@}ojpbxJ+_Cg!Fkjx-e*MUwUFz+@8XIs5gqsnV^WdU}4A zV~FtczoCTLZt zmbCdEZyQ2w-bN1lE>aBw98WYYq6P#w@qHfS@GTK6xrE)M<+(3$M1H6{$215reMDG% zd&8Z1YjxF00>C;W5j~q8A`eq|7h=^`1iju*fA!v48NcE4>IUqkLKS^)ogeiOwMb{i zF@#LgZ@BHRIoSnoKlWNGoj0yvsP_>4dT0JPN;i|{Ue#-YP1??8?H+okOyyA%5F36a z^G>OtAuyt)=PH*%;7bun)BeK8Ul!U?y1~YmPI<4t-Nj{5!qA1!V#K(q{~?K#yG^Bh z%opP8roischj%25)Kz6SLRGKzjX#wH*jWLCO z^Od+&T@mk+MT)%2wZ5=Rs*~i+G5RZsqbIDkSEo|oL!ipA72-&I4BW;B`DQEjm`lHS z?Y25P6cme_ypg+}pxCt-jPhx}Fm~j#zQw^AU`IHWG(d?3eyBzZL_#^Jcth=K6JOQ3 z%Y9mJV1G*#p8ySI8VGf`wNgjDs5#YhSQg0hrEJc}i`wXAE-ehIBk(T2X+hc@)bzLR z3sg>?@qoh6Z_Ef0|9k#fnzw#EBg=i5>&mR4pV_a#{5u%%jy^M@3xk^- zVOVec8B6d^LKU=vDklO|`0g)TPdv~-$+m$im!f%l;x&Ljgg1uss)9l)nxh>6G74S> zRWjT6AvO_67&tG1_{jP0vKz4^iL3_IAvsX|(ftDrr62&O4npWZ|o9v=S4 zaX(GdrLQ(W%$SYE`?)2oOPKE9kahUPmMeV+;2%|j!t7!gE&Hv9zy&*1kv0L&DOfoX zBsE#urBPB36fo2Qv@%me)AH)?k7NG=@19;+Jl+wF@YaV)$%D2=9J|6`3vXOxb#A$_ zftI%i6-$!eZ74oB0;uoega=eR{h#;t?|-^;LQrSz9=QNsqsZ>T&Am0pUn*mZhOl~& zth_S55gQsh&f5B~8u4G_V7UvNlw+8>0>g^7nu3`|-lSnON=QeEB!353%6TWrf2{wH zFoH*kfta}Muio|q$KGXdS{Fs& zAo?LEr-6|!jlleoH73seJx=)jIPNllWx$xXvTT2%_daDi!1)D8sw{=H|AQ@}JamR} zrR;=P%5xL%1M?yPzMiH;0M^@6Xnz50jt9UZBLWtnx&!Kcjfxy-ZUFF(Bqp6Zcx^6V z4+GMK_2y=r9p=h-0JEsLcr#(HtE(#ggY>~W$i=X(Phe$iXIh+r&fEH}lamt^=*+uL zz59pM4QB||;%ZkT3mSYWsc&^9Tz~x3)PkgE)ZV15aNs7r5F$xc1E)j*l8=W$b6D6J ziRpJHw_3wn{^1__q58aktHR>JuP2K`WER@IyXOveXLXSjl=opzT7KhS|2`@IIXzf; z!1}VcywtRhjsN|@<{vuhi}}-p=iuivOAA;E{!zDS2ZpQP%|9}nHp8_@-J0#e*e4us`Xz10>Fs$2duKu4wZ=02b(CPW2Y#P-@dCI{1iIQgFD-J zp_dYP@asQRd?`NgiTx&K{mqy9ja~o*Ch^iUX8U}qzr9WgF-hS?Hy94yW&|2=XV~|V zm$?pp{o|Pn6!Wj&#{A$N$N;`)-cnnh}O!t)^I~ZLxx6y^qCQ?X9c|Wf_-Y+hK-fg zFE5|8?Ks;n>L&Q=K|14dzmi)9GJHx_g1wJoq@BXgnEUgTG9K$ga^cBdg# zqu2F@I)cesSM$!B!$-<&qOk?4>BS!UOxl{Q+O<-qW@a8y=#(+$mYPnyiJx=rAB2q_ zOm=GDi^M!`cGF3t005&2;q&t=+Sa`3&uU*iVG(By7Z&#Se48l2adK76y4Mg6^n0U` zJ=vY z!jy8rx*k4<_bHU4{n4Tv-6b-*DOr%{;tm%m*>M>VOm8mFUc{Kx({)w*d9T~VDT#`Z z&xF$<)xoXx2||e)uI}E&M%L6FBS5N0lSS0h-eMEQ;Tx*P_BqBC{?XgEfI8p2pd}`?n3tVg<-+D$^v$qr?Daqr2x_DoKOP=j{7-QeVvCIt49UXSz_5OTo9Qv z{_^T9Y27AodB{u2Mcf5p03AL1F3t-pHD9SOx#rH3%qM@5?>6l4FX832Hu*)=hwQg2R) zUE5~k)nG(3vR8dfN|sdCVmfnvQc@DnMA#5P(xRjjhTZ`D;YFL-M~`J)nb4?3WCGVU zu9z>S-YgXBUDspQ-;^#~=7i ze|^vYzv;iO2w+J3|0n&|Bk=$F_P*-@=!7UMTidrny(2#W=XD#clC|VrF8UnVGz~$Wn=iG-15VE8@fCc|#1fxrH@@&Tqp(ZKx zI~?dIngm=5`pQhph(;+|J1eWxXFv2?smc2rKn8a40zIbIhdFU>C6%+F*#=I%44JMsGqc)AAK&Ein= zLb&(&bN3Zzh(DhoW*o$q)s3fn)Y%Wov048WP&cCN7_zHU2kc7$>LYX~8~H}*ODx)> z0BC;m=VXRzjZA!2Vd3?kBCqIjb8;BSCs4Q}i1a(SM<~hevhs30f*_lgy1Kfgj_@_m zv!g`zYsK4^=5XMC>U+5Cg2U6^Y!;O#JM96t2zR@REk>xM_pW5{&lQelM{tlX*&Eai z8O4tsu5OiBcj{WEGv>km;0iSr*jRCnQ;FUHJ~>ou12y{n`}fkDZvCLp(dTj{E~$@{ zu9IttiC@dcdb@Ria);eo?3rV}xWl8JENvH(09^j=Zu}Qe<{oEd{6!wy+jVPfYm2&~ zopG17UGCsxx1#CGC&yNv;aNo|RC`-eVaR@+*&#e-gtt2oQDK+R5+|;?gxxe2Zs@TA zL{dQKmHb&fcz6%w^WmT-FV(@~c#)YJ#NhY#M9j?1G4q(^KZ}%OzIE$T_sDBZyB;&B zcllt`(PucK7=x(Ar9(Jt*|ks_yG59e}47^C`g? zIaRYg9XFMolOL9nlAicJ6b z@gX4j8clVbH^-r@t59>%uh)$Mb`9s3zH;0Nj?AoboKTnpjAM|b^D@SL4i}nZ#7|!( zfWQ|DQn|-;TJA2l1DuL=c3qEt7J{$0ot>Q0s;h^)GCCGzLIv*JqFro?g6?cqArfAHc5Kid##=;cy|w!tB>GbeK^1)3$wLC2C&XnqHo3C`KY9MUCe`VAuM z#mMp_C3)5{`&IgaQc{(1TKde3|8|U`WR|K|1bUj@S$Yu8n%Ie_jIj|svtf;_wJpCs ztJgp$ZBUM7q09H(v0VwUom%(%LaTP3y94xULwgLGg}%Z+STKlVXx7${_{I+5JH`TF z44y`p(1F1j<)LBF@I_k!2t)CJp05O`xeQ|F?TXH2O)pP#T?`VZUVq(qjDhD}FlPa( zrx`R0FFpobu~Ni@N353;&p&`Re(yj)_~j+kPI^Rc4291tyx}R6|FGz@x3Cp1?d3$P z9QHN=_zoeCJH}fA~O(B z7`QG#TuB9dDjCyw?}va?%m1)2`Twx@o?%UGUAr(MpkhHqL7FIP6cCV(bPLi!x_|*` z(n0CHh>G;ytI}(vgh&aXAiZ}80i;7HN(e|GaAwrK_wznmzwht4&h`Ei16ga$HRqUP zj&T>lgm4Pv$-k-@KX=^CT#yeR9S5c-er9o-zu}ouMfLnA&$Q?0D9_Q~XTNTbd^o?J zssI0{m?p}v@8o&ozg~r<>5Z5h{DENV`vGjP4-E1P3!`t_&yQ&N06UzqQx>tYu@4e- zR;CvAcCcC5*$?=9#x&a6+9E+sw6Z|?$`T2Jl>VxrQ8q|B$Mu zo|(FsE;iGl`upAb(lPK}qkOtpeqTmPHzk%!f_deCpsN1+5JBR572J#>sc_Km%OSq0 zM8Xzt*G=-@4|61_rtlqGy!j{Y>jO}v>J}Vifu^VUfwCUpNy6> z*?f0%o>3OtS0#)R>fH-@i}DDr9^REPW%2_T)7p}^8Ll5lQtn>oUvk5YJE_4k17cdV z1!3Fr0WlrBmGEMGN+*VpynW3vEkoOu{|NfJtF~5D+-+{HGqcX_q3)2LqMF!NI|6a)Xxh z+irEyf#;Ru?DgQoK3T_f+q3NFrUbaPB`|J!V@_t8CZ-+1Pyj}Q0dJZIFTAF zRrlWP;jI=-QR<1ofq@Yl0B=xLRh`azt9LS`<$Q0|sCwZ>mH|#tI9rYfl^-kJ?TKR)%9TA_Lw|bHO;?eh zt0<$=;$b(gv-Z+p+me*)rceg1ANvuMDVyTckxk*7B9&ULEA7-vJBw(Q?gE_%WdxbR z4Cdo_`{644<_sWxRjqq|#Ww)%wR~Y#_%$y@W$`>EsaPJBomjs)!(ctM2ccs6tS_v} zA{8Ge)5qghsd(EPiOc8;7#PI3@`q=#E;g$zxG`>ez8}r58Hd#9t)K1euI&EmwyRuj z<<*%6a33Z8j>GLFx!9V!zgv()wuFvfWL&lO>$ZZaDCym_M|Hcq;`~(50K+r zxJI{;6qC$`O1~Y>Votp@k@%XFh3n{Vi1q+)GX~4ii_j?GoWGUc8L#oLi{Rut~0VPI39iBgk zh!_*K1DuY({{tibt0L%@*p?gr0W{YN_XrAo+z9cf01S*u1W~~?gy?GNejYy*C z!6--l#_z|aUJ&f>wY`zte<&Fcbqz{&edc~YE7Z!+ZX%he+LgzmRNE6WT z7ux`gEqHg1tDfVahTZos{)k_!;(wocT-b>fKvB%k3g8)}p*=Y1*#TO3JCK0CNkqGS z1sxr!c=nBSDv7;^#5&#%DBKa@+dm3&nwqhIvwq!)WD_u@LPf9K`~5PzWB}%}!OLpr z^;k@CwG!x2T_Vx~J33CWoHPa$kaob%WEX}O0%$1&_`f4PRxS039DdZDfizI&vjZTv zAN03T?~SOm#u%+a6Yf7mO5x)U_qT<^twbP_G!d z$M=kmHH410>Ed1oZ})wACY}{QkBcLkz8lByJZn57EdzuC2r4kPpJepE8|Qy5c%N-j zQL)d&FP))qYXe2ywib;52|NXNscdIdOPEHPYSMe7)0Hr_{P>u-US!?3z ztU9SDejihOA08?uadcU12yp_+I#k@-iw?mRlUo4r>t$_W5m}^*cpVnHTc(H0Q;uf_ z+9fCG`EIQ3#Q)R{_*Vp-rhVhJW4Px^_EgSPQVrG<9G%=CXghK9FvW>CeA*obz{|Zt ztaBKkcD9PY_CBow0PZ>9l5(%H7l7K{`&&xF0V-sg&xT@o@I3@%H?1Hk>TIq@T0n8O zK>W+MKsS>TUS6Il1<=ZtQp4!P`UPL1rqOFp<3uQ z9Dv9Qn3N2}ee6!Qls8*LF7Q8?&dQh$Xoujpl zjZ)A|-jG(E2*~i{C*2|)l7?p=n^q-pAA0B?&--Zlgo7~T%)(bD5ho$(&jdY&mAC#E zBLk?f145CSVONe;;Bwa`RUQDQ_9J#2Giy3;b)sC~b2s>HEywAz31{7d_M0FFaqQ4# zB7SsKKT`+VDLijlxz~aE0NEWBf>bk#mFzj>Sqc{-o_fmuY)o4(J3{&E?nfp}cH=rQ z!q-*xB^Ge~J>7QIts=j2Oz$cp(?+*U%w1cHYlDTvLZ``%AB}Q+Sk7*;*~a*@(ipad zCsM#eUrxHrgghrCMx~`OD>;o7!} zmaf|Ru#F8iW&j7kSj9%L!Lp0>7_#LE<&4>(*$TwwtF7=rZ+T8FMP=<%f}+20q5!V6 zSZ`K}WS~44r=zVsy5IU(4<$a;FX%=GgPatts&rmxi(#JwiXyQ@bvA%^74L*&;tGnZ z=}dx%WS)slq?^Fy`ElK}=+&m_fe$4m?kO<7H|d$pM^i5Z3=>;Xl> z&J#mH75K%S2Hzg;L;!@&7;#Vh_u3j`4oTP}L9Mq2SIp%8(gMJQ3F7a`K8$kuHoV3% zAGm#KNX^>;Rc;;yg%f+{TwL4biB)J!8Y(&=!JPR>jcC`R>=b|@t*|T|Chz}A|KZ%9 z7tI4D-OS-&lp~kMLORJ#Dn8>{pBLJb(V&+4NY#1Y-vA8l=hHEs=0`tjE(n09NT|IJDfa1#VlTfs#98|JOD)1hc-aV;JG`_%*FLj?1x^EM7|yk zW)SSUSPJmU#M)nCfksDzKa0{igY=0#N3iv5tlE0(ZcTb0996sZhq77?Q7#H1450k( zEr6wR9+V}U&$DZe*#3aGdSv>Jy;^+DU=t3wi_#E<_#X4Ks}w|TtOI=)$!{};(=rMm z%ZpE=xIx5`6FF&st}S6)NWlZ@hc?do0K+D3Sk{lN7iBbTir*wk@y=#O zDMelh6IDI(>MBy}3or$W>Oqd)<(UP-1pkWmVD~LQ{`GXGQ(&l|8+@L~tfvzF>a!R% z*4bIg?76AZ%dmH_Vk&_-_kLj4eOc7)o(J+a2DGQlO|Zi>iSlXBvWPWE z>{S%ek7(=sTj6h@IVI9*M3L+?WjTS8*&ncG?~6ZJzqc`Z7@2hC zHXW0*cP^s%6MA&~CS5hX$XrZ9#AO23PUNKNzf%_=lCcgjVDuR&<-5Br5m$^9;HD1G zpO-8$=b4fTJUY~Vth;Uz^Xb7OEgYw~K`E^LlKt;q{{fjWrytgqZuSqykE2(mK({99 zQ`cQ2O-p-6bYM+Q?x+pCs?w6yB?><`D`T*gI#^d!q%o$0y2{Jm9vtfk9WR4>vP}H< zND%>YnKfXvqHS3yFN8^&c%>%u8^dy=#Nh@RHM$6-=iV0+!fbtH?bZT>U1-b-eYpJn z`}dxEDF;Q76JZ@=BGK+?&ULul?n`gJmTT^-}mim?y0{I|H2DR8Y}?ruNiD*n4}`Be)XHS20; zC)&w}1O?h!kL!n2(`bc^YZcRp@vJQ+{4NigB078Ax}9(LWyZF<);O}YHXMk~9n!u_ z(!ip3?#)e7PM`E?f6+tHLBl84HH@jxod%67m139k5gO4_w=Ug~A3>04%aD%B%J4*W z)H-=D6eTR@t>q==tu19$;k_?@a?nZ2-@zE z_0+l*ZT2TaWYw?-PW#cVs`SsPd^jy_AS8(gobM?99l?AGND%earMLb7n*4ML+?>JU z=kSUzQ6h>l`H`x_L&)LY%Wm)+zlCA?z6A&1Q&|l)HIxd)h0%#T+luA9^qrRIN4I}7 zStSjQf}t_kq=x^YPrwJhE!($=<=^*BoZAmCkgjdh(mp`vUHkjXB`L@*y2;M2neNdJ z^!3I$s}I)mlsrmlG|VVGcI}#u9c|DWWB` zVt_sFL&sElPFdrrvQxjLC4St@4v15URE|S`mu|?^(+3*4 zCX>@=0uqlQMG-v|)Bmt)B~!tJ%^yo0{QGU*ITtUYW{hZ^;IGD*2OJURkDC}PcCK-D za*}m+o-|1XskW+)4x1(7jcE0F_09SJSbyQiec!HYv`L+ObmZ@0_@7HZ{2Dkybe_HW z`R~i^oLyWz>uMKp0Edk%O4wH2KG=HE@@aUF%d>Mq3NpOgt*rDP!&3w9)~)r{-xK)8 z!$Y2OyReI=H0Stl6dde9noi-^rNsaK3*RrqS#Z7apX!ir@X^JFh>o80)VyKQC#_!L zk*1KR|M?8>KukOLvE^?u)N_&bxoi;$YBiQMP6aYXKp{ldG-lJ{2qORnl zySV*-1Opjqum*%JZupj-mLD1azU@O~rPskcaIc7d{E~Ft*(qQjnn=D;% zve-8?w~R;VuHF+_`gWt=T2Y*03?nxOv$0Poj4M+bHM3{4ZglrEdACS@@-|Pc8K_C? zHq@e@?tVCzc?uq8Z6J{*ysc8*nXr6hSLjyX1`m|WG^t^tZtMtS+=D7|3RBnJ3x&Hc zhqrsC1_TI+SJyL^;?C_|gBN`+4_oGDjcRtNzPTU}WdWlmQPjAZzQe%4VA4)=fY8h7 z3kEWWz222FXf*oUU^ybmeM2-gx@WYPt~-ZoldN~>>4y7NcheG6XGh1xy#Qr{3l^>^ zTFYlhR{2bB_ZMr#Y((JQ7BXKBhb4jrg?Ee@5O5kesj~i(oOkm-2i zn_`C7PbDZ^ArwDJ%P6f>J}-apwEtEVszauI`U9Wp$0-ij0^$Aj5czZM;$ywNm+@R` zfD0>2!l(9*{BhS}Z-xoLKG9kF+T`L*wA6swfV$>#T*gXHX{m3#hlxgvx+|F^dt|XO zD=S9?Tht_b3?xQPPw!$k?8s$;;J}7(H#><=#O7RKM`1y6ll$Xt9_jZMn~U5$6%|bd zV{|Dt-aQYNG%})cK$W6DKLGRSd=wGudc{AA zDymQp^K*1`q_fUn+s1RDGn*fZQ5kQDW-#lmaAoLtac|m!_Kdo^dM4^5D+eu;P>PPH z#K7(1f#iEBdFzZzH|lTq&pB$C#Ar+Ff1NmGXeQzaG*Xp=gO|%MW2Q%x4&WZii{G=n z`o34iGfG@{{@7Y_uvUp>0L6Xp`9)|4depjjET|AU=M{d{fu-H7r zTl}J|SiZDSHqtY+ZPxVxDq}aFqK)tTy@TaS{{FPfH*0+Mx?Lal*~fTMoU&w#or%2Y z4lhdN@qA1Nlo1K}{By?Y^=lsJ z53lieBbMb>{lYmHPS9lQDCO_0Qb|-LQ=CPLzl3-{Q9A;w(TOb^uiZXuVmW2-VGeEu zBgv)EPci>cx+30h!h^Q$a&tir;Y{sxzv(E~W}|$s5;mCTotFJwcdv%Gd-5?8@+Df# z>Rwk$tfoicPtjhI%b{|pbH3=_$9gZ!FJa~I0t{gw!8uAuYWIZqaWgtLlAUjFJKL?% zWnF*9z8r$NJ@m~zleYk;b1$)rVc8MY!&9E(qzezO^$rNaY>BBuSwb!LF&qcXYTNN_ z8vzY=+xNovWeQQxAlm`=^Y-fOy=Vq%PuT0?jwg8?8}2?;iH~4m7F(%7$x8U0!j0Y@ z#4mlbzS=4-ZQ>?kujhGgYkzP?bwq+|^pFR7sPvnw`Bl`j>^S)0?J8KP!$F$^nnyeJ zV%!Q=F*{5?q0ki4)>r>z1XzbXD%MNbUwIN|eV~}5yyso2kmC^hPukq_roL|S+~~A@ zV^Bq7uQpGq7v(=6N~S*q$u5mWw~FnrAb*3+_Z2MQrnZ*4V(e(YRFiw~(O%0`|L-ds z(;MmVpJ@h}R61c;H_P(vfhlKWVrKwK^z{{0-e=X)jVG+N2EFxV<&9G+jaW+@2Wb_f z12Y;#2JRSIy2cU3%tvXm|6|W9C*%8G+3&I~RgFyRpRFZP`<2gMG9oQ;!m48-)B_6F z66_K735_nMdn})*V4Ft!o_=ac z(ZSN9YY`v&&w}BlDN=hUK_drukEY39NU6uYdIm|{uMG>pxy5YD<=YVxSp6Km<~LLL zo(A9JBGm0YR?yHIVMHm{W`ZcB2L2?h6~&CTs(YTaC{btLA>kA!V{Z6paJ_W)cpcc8 zzivO*(;azw@y+`@Ki`&(v15gd#ANo81F4Ae>AVe>^u280u=^JCjQ*FdP6avNgVB_8 zxto<;ff<%r#(}#HJ%$`AOMC61zLEKz_gs|=5EGb&>XjommZ=+Xm+#QOS#^aQU6O#E zZV3k$JaI?0<0~oNFMK#^z;Ve2%ct?5$=A>KG^-+cMJh%w&LPotb$)33+`5-?H9zDD zeIBk@zOeT(=kfvPPIfFwgqIZEWbUz zIEr;BDDcDFUk{RlmhqN+B~Du}=DxoVX~1Z30)2Diz-vBjs*oy((K-EKZ}y+0`3AAE z^a|}g@OKIQhMTXR{Q@df;NV0GbRQc@{p0ZA`-1is)dMbc!^~1Z_Hz~cw56>AsCx-M;tk2cl#Hu+x!vp~i4f#5k@YeS7LaziX4PRq61 z^wiHJ_YUnFo3&UoHX}E@2Z?GADkTJutDU%91hd_QI;?JI%d~!(pnAOlJxzy&fTYfL zv+%;92niT!D(Q<4cg8Uv{16L~ZFSni*90S#s=Zv7nnX`nxb~N5*-Pbg>^@|v#@_uq z{ez&>Exuq zx35<>cZ{T^kV*1ZnQzwga+WA9x!K7eaW5s2Rn*l!7?*(fgV3TVLjSdu`Ra%T~l@(mc}~B+f!ym z@S{kFJ`_aNG?*dfg*)P|efBfsEOuDf}W%TNTr@YL1pb|9+ z?zWQIo5z${tYnhMvvP9(nl+#T(nRKzdc&^1c;d5InR@2i&wrm%S~4Y#4fCQs)44v- z@KZIcF0VuaiNSzPDzb^P5BCgFE-Z$S&N9u|V=tU0;)KfYWDb%^U%A$&9VGS@iCK$ z=(GPU{Qo=vUAjd2_z-<~Xgd9`A$mAMDmMQv*k6x+{IwY$3kL^W6$*vS;qUwHmwWgT z0_%SL-f0@&*!9}$y*PAjA~oh|jg0<7^2EFqN#4vmQjPhZTF!{*`z)%OL$t4h_@%O( z6Dm1Uqj^DOyPfe=>S(aS6BGG@tY)CMWGb%@#AL+h;HcpdlSmM)(ILF5|~$w>pO zdE~uxhitkAc*S}Xrnn-PZl&ygTRy(Ybrn6JNHSm$6BI`#Y5$h-ouk9ngSlzJiB0r7 z4Tza^Td-sS-I4j7*AFINr3jgnuGbj<6_;&&gS?_dVdAcL_mJX`mI8TaY>6}X=U|** z?ZG`NbC3Xp2UYja=U9_g34Hj=TAGc#$9!m>FXZ%Zran?%)2ZW5k<$Lj#qxc3riYzm zJE3=SJl^%JnO06E0m^LLBS^MC#=){q<#p7o_j}L7p8+cHPWpyD?pw}>>j=a)nsdpk z&AW%))pf#OCY={j(sl0QGm}&vWjQFAOv_Ji`btiawROZ_KJJ7Xv?tgCk<2Jvglm^6 z1@T@bZOGU!u`m7MK_}HG z?*5W2!l6~Y{^k&l1Rd(RU&nmO-eZf8M7A=f(e$uyD$}VpJheGzNN|c$O~$^@=jCE| z?u|bs*v&Y(R==`6+-h^hQ$NEm$TgFaH~Z*cr6wM(XFUoLvPSr})y2g~Gd?zceh8a| zs-=I6A177)a(m~&&+wt0jtQVya{JKgO#Nn|R(S2z z4fCg#G$Vb$Sfj!+_X6n^>hG)7mb3fY0-ujBtt~TiHHymQd3+Z6wzL%_!6dBJ6#pFh zGn5=At@~cx62wk1fu;OazXZ{FsE?fq!H>7O-(A|}TSM=V&oo_moIY&&4*y}jnzlsA z(PRr&R6$?aUZ_NZ^|+`I>(B^$CvDMoN1SNJ^oVetXr*@#b~b^0Kb0gm?3Bkka+|1# zrW)ycq{F!MCbPzM`7_50Ep2HD3xbZ)x7BvxEX+Tb&AnrbSW43bT@0^cdW74yYW3 z(_qhGfzWR&fYW8==gW18?^=xltuL`yyR_ui((&PX^{nw*zv>bA`^Qw_lVW7bQf}=*EF`1 z{Tl}4Zh{U$;?E~+*?152%XFUBlG^3CabyRu=`RU_^#(*sZo03+;~oP=^l$7EFhI7l z#1ruvINUykWt*`!r-sQ{(tDIEyj4p3M$=^M%9fUscWxTi@&l0Hqy9D2dzA^y*8|I* zaCRdI7^>5DzW27z(V?BcGY<4wcd`Jzbu%97(-$mW-UU!4MjIbuo=7px%s_LpPqdlmQFn96TapFSEcIhWI6y?XIXeJ+Jq zn!w@7qyemY0j}G25aT5Rm2<|{o}aY6UD>kGyZ5+II3BaOv=kxFg;W=?9=lri{WI6} zN9CebAYo^68`ufW0ae$CG{TChs-^&+KBS#8n+8rT0DS~cFyKfJ^7V%Dn5%X3E?*m-=1W=Skh(tp;Y>?hBRe+ zHGD!)M3v%=x>Tma>+O3XZo^;iTryFo0pft4Pg5zfF}yjRsk2iI@_C+O374^cc9T`l zU4_CLMdAFj%#G*rxMJFNGSr|_O&e59AKOPPD09+*uw^UY%dr3sLApY+5ck_@P~@-! z@@j2B@Qwp$gVZoSZ#;7h8#QTMS~y$EyR)BYV%vWFWPqRK_SRP5e!sfK3&SkJ$FhkF zGxwkNiOZOHPFfxD>Q|v|0x3lhv4VOux;}`#le+4FK9@~}j?6f+@`llvknJ0gqzdEf z{L*&q*F9S8#XrQg#DyyV%snrCCq*(;XF0nXN|p_iX~`w+!kYM$>(=N^Z0Z)3OPCI8 zIga&z2l}Z?$L>Ffk!kIkpppqK#>76d*MC-qooM{#a3pp)_SDkx;4%1((V`b5xglp> z))D1%G(v#v?J!&z5V|Tz(~r|~G769+ww69-k9r%>o~S!Jnn_~zIxssvoYIO{IojI+ zyIZS^SYPaYrxo%uuRSgKxOUoc+)Z3vJY^V}t0C-#w0>COYsp`&VD{NF`BQ1-{AEsv zIzq$>H=@_dlOc51j~1C}05YYjl=v z093_fPodWp&)wjbq2;^Gv8IRkXj)q63&&FWu26R5F<-&W9j+S{8Xh_m(pH9|FO&s) zVf%u<$LHJbEyHO^+)!~Lua$7uWL^nmKOffT$Tk&6mq!f|BdI=x^1h{v*mU)Kf!*5H z!B%(VUiL~FwMZR6C%G(~nmS5$H@!pDvL3^iCy3eHv_-5ZPO{m$4tU4tKfXLPm|Jz9 zPm_g-X}(WAYEvm)uKBCpD%2BmFz{u_O8=mMcXvz(dx;yIfyuNa>l)-J7m%r+SBE|% zMMQp)Kr~mq>+@>AWm9j!P2KQf%pOjKHoN(a?~0q)}1Wh9us+8 zD6ggpO+{BJ>hV9-EDZ`g@qILEg@2;ft!O9HwoZNz6|uSMVr_{EcN{GaqjbvjuB($u z<;6Xh$I~??xOKdI+kuK&F711auCDY>qA}GbSX(RPw^wr%sebWIy}wpC^d4r*I}@}F zf*?B#$!(=seY>htDfbzfbrBt2qTe7?+*0tKu$3U{<3Jl_9>+JA;4-74q>e4Lc||L_ zpp&bm;VN2C)7hcr0@h_Q;QZk_d3TO%RK2FXVZ2SPqGn8$w~#$&b(d(a+;B+&mQ4pc zA@DwtZqjx)wvcCCL?QJ{pE#UOIz6@piqw%uU0 zrE$!tw7M9P)h`pYv5NKi0}*c5tfrwlfjz~{Y9hg0ST=byT|=uSUlu{n-$+Q1;U!S!o7 z6bbi2%uG*h=2kd9nGrMC6WZAuXtj~rNu6gLYTUjX8mv;rwYbBL#&(FT$F-)VUYxt3 zqMu09Owk38XsIuGt}7ooadt&jTSRtqYLhYM@xHVqwG*w$I$^H2dGZu z^2V}=imQEyI~1RNY9MRa>S)0HVe0{{6tMtK4B~U<+k>s5#$?a+M3J*ly~k%_O3zkv zZn@^bR(l^AjxwR|4QFMDa354>uM6@EBjOtA;pNwdvZ`1tUPL-U&tkU{txI5Q0sVv; zcTYHPTyg*IGF9i!z**D%xB8gc3}4ijNU!K#X1-<1cdFt&$kZTyxO9gAU4(4L>S_;f z!D91AYmTgW|FGQPVx`T{&rRFR?z^=g%vn2`&X{wfK4$i2ugjy6DVFZu(s`^6WD%YN zS?!D)6#{XIZjFU_q4wwQ$c&=(4??cNmE1q*bFOR1(SkypAMS>K(j zC?;|eA#V(wu6PnRx5vQCyw1|#?Q!9eamMI~g91`kT)3dYN>^8bX<2bX#m(vhgg?Hf z=xG8gq%OmSFp?uL_@D#k+*Lj?I~0vU8Nt+Gi|LYj@x5wB#b|2qaoMOy zjC-eF)EM*l8akLp?9++NwP94Id&2gU>DHY2Q2&nFxtmYYZ`d2k-PE<+bsmzU5=rUW zw^Hhu#6=!s;}AF)S3THz(jAy!6k2BG?zRWp^4tqK_NZtzGS&KU^S$Q6+PL|$SG?Xi z;{4;{{18)tq;y`}jzV@lS~ca}hs?H??uMgc1;SYi$jeUkSL2khl7%nBu5{rq95IEy zQ=I2rdq}Vq@4k(-oOFiKO}i^b8Z}ECsgOboba?k&T+$ae*9{iP{J@b|yY7W@*F9%{ z!EOjS6LGmhssYo1s=obP*Ws)VEULp@Ad%F;o%>|DGctaMKTD)fu#>YIG3-I5#A`EX zUb}5x+D$u@bnakbFFJAh-Iw;_Ly96A!rt>0*AwfymUJtuzMb%ST3SdH)djNXOz;aX zd5Brdz5rEHKe zM32Dd;j+(d1)O(!Hdb^i&fGSh1U|_(NcL(Ht3pc<9k^10ob?SKoG-Jqa#9kF6Pe>GRa>w7C~^3LXk%8t#2s;F%wAhm<9U8y36B9K95=FdCy*G zrQ-6UNB3G6Kf`+GM?lz*&gB>*?f6(wsFkqI2Cj@lD#-jU+p&ndP(Gm~Ip~-IbWAl@ zp3TJa79?h`NKWxqz~ zzQkJQYz_`OIdyQMe?*53-)*ZiIaRj~?{G$Z@2>lN!r;Savb%(AIBG9WtfHd1+}?%u zq*9K%2LfX)AyV&^wyeL~+!ZmDG2n5C3wrzg+fn^0^m4y-YM@qSg%(S}>w`kZB(sYb zORvQ!=T<$4sxwdLv~iS)uNWO@m|So73@TDA+yc$y#KUFwsY|We(T~q?0PRAv&KrYP-YTubwUw-%PF7=~L z@E<}LK`94>Ocp0TrisjqkX>jKM87L=NT-gq0QIh$a5oIMba9~{+O;%uaANr}TP7?i zk;03^o$KO5oob@g8*j^ViqrtHTM2+MmlUY{K%IM?`< zayiplOKZP{*tST~LNh;~lEXLR0p3l&DU6v5c(PvPo9uq6+fnL9p2Z7?CtS|jg$Xe5 zTSTiTv4^h=7#BZg6GSj+B^AJ5%R}b_-=4C6r4|x;@FbRw6Q0O^8qSu{=0C}Y8}@q| zRre`cH|8$X0++WHijwCKFIt8BQ@_XLI`(Gn_{*!P#nD97^$le8NkfH00w(mt+M>m7 z&H8NXlv@oJd{d!CYUp6}Ol+{l&&IF7KaX3$@){NTS3fI_NsK8wW?L;-BewQt>pJJR ztdWVuW75zn#Y#6!uuKEOJ+mpit`=wdguGUnT zW8JXl=J;rtC|1ZcnA^*n|K6*`^D_-uc51X}%~++R#BdGohkg2c$*7{IJ#HA#S)*Es z3ZGmJ*+Z_C-631*x*k)&EA zUyv6xF|WJy;iST@GfKezF+KG9pvK_^wQ5cc2yEurs&>vPdyQaU_cARfWQ|;79m=Cm8i?irY z6F+6tSFDw{=-MiMfZ-gosen^V_e$Eyox>k`Ij zqS_s6*8^hXjq2-5v_OZF<}TW4rkm&1uCld>+vJrM+|ojE#MNEKn6+&>cXUa2{HgDa zl1Vt;`_cy~cRdLr&z@ZrYxBsi{5Xr_e&bNsJWf%-?BkgouV-z3iauibOI*Mb9=BXU z88tccQLJmQNmy}oUWhJFanGuVz`)P2Gg5MRH=mQ%l7FZ3MF*45Yt`rX*pH`^yYCQBA0=oQ+dE)%N^|RZUZ2O-pnXV+;c7PLyqvv+ zV{iARp&0w@kTd;5Um|s(uXP|1>u?N-#5JI8;*nzLic4c&hR2YG!vTMt|fb+@- z&8pq_zS}D8$)_@s*7~2EbV*R}bQv5IQ57TRYvuh$5!n`4s7FuboiHi>fM!nivao~E z1uh9xqSkY9@z-t~^tDS})Wso5<8mjX&HJcuYB>-uS?BpqV{Hu$jdus*kz&xg@#Q*) zz8lR)#N2o6uy@{P9wdFaU~iZA{KTx^V#U5X-X_pTC+OO=D?YjEif&!^ z*KLrLdHx|euUi?;c{pSFWMM%@odoXi)BL%U(S|Q}M_0TT0zCi_DTqR{T0s}n>7*<6 zqACaZAftgdNXF)N7W7Wh2%2)b#6c+~c@6qY^lyh$KJG+nYxn15Cm$8bHs=%X{SLCswJ~@+=`5*Qut=ePvYI z9?1dWySfwtUZC~shDAQa84Ct>Hi`;Vrj);DlEs0kp)O;EYUl|xq~+;duc33+mI-Nh zw3*tea6HrtbQ}_BtU`?qK0{#+Xskx$x}upy*_o_4UpxzCfE~X^er9Gac=PjO1Wh=8 zBSMdtqG*Tlv9Q~v7R#8(&ZAR$9J*TlTUS~Z%Ca|zRfa?`GH-n?7@jN^@LkBMFLbJ zC07RA&im<>9!>|4?e_3GJ5azxxZOJWt62J1E%(=tuW12n(71fkYgbzhD9|VI<*cs) zW5+^Tz;-CWcq}x6t@dWz@Xr>(f8gVOV11{QLAgG%pUyPdK+zT0JVefKBB4M512+w< zjOI{NE~I(u0e9_~TUtl_yn$HzeP%BQpxb`E zqhAoXf94Zqm%n}dEUh|}{wd)PNMlw&0(HDxy|>YB66tF34ahYarpgR$ho9+m0wU15 z%H>tlf$S7wiq4p!q92|%Uf&y-b?!W@9&u0Sd}MOAHEQm<#7=-C`C=l!WnubLptmJ$Q}QD1hc$+PKp=%!3hQ8La{Hgg zu@AgL;b5qg)T@=sh17=GMutiyM+XQ{?&(JB0%#C7NZw7UtqwQa^W1cwCrq%WeHHaq2squ7nVBL2vDpY^nolZ zC~IkHX^&t-Ca;Xbn>GH}tt}_ZqmhPStzKsb>=r=Y4_>nc9*I{tZGm979gxTl`M_v; zh%qji{?$R%NT__T8Q;vVMR*0Nb(-f&k9}~e<)_4ziscfmu#X0cKtS{zmE&OMf;vGV zK5w&)9cG-FtB_{8$$Q_~8KHrAzYVL1nNfWp&>(s4UBfy6eLeNiKY4$KF{Wkyd230c zWX-_-z)Z21@=41+`{1oS2$JMIFjp{Agm>#-VZBu|887`#)u(-bS*wn%UPsM@SY-FT zd&UJQbxIxlGQ@gD-NRLVMNtdtI4BeJ#Pw$#{xLbryhUC-h7m#ouLrK!B9&`Zn45iAs%4raax4kwcP`3%c3J| z<|0JaCDD3AYf+KDV&83!0Q~Jt=lW;*fmoQt3Xk#8ih3fS11R@bYsiX;GkJag^0D|9 zoI&*oy2_F0HTcMN(>I-Hg6ZGU-7$6iG0sGsoYbS0ANWTv>_EN%IOdTO+mRE>Q&! z)GAL}>jq^Rw8wG90h<)v&Oz%(2ou#Wl;sFS`#Y(iLJEcWTX#+gP5FGXKEaP5BkEOw zLwJcE#`F$B;lftA)hG{9_-?QR$i2$}(TI^G#^o(A^ViV1L)Y3i-L` z17NyBD{Rmf{5YbV9k{-snUfi61o&qWgX&-{5Nsvt@sSQ{lBWAEpJMxiba}$LDVpyJ z7OFJA4`pOPjMyx_%CGHruO0NlAOJq}R5hyfzc!y=KmL;VWcriDCl8V05tVqE9n=UX zs6FMl^1hO7wibzriPf@A05)$(NJ#BQBrAfn>Hv^Wl{AYVvjPNftyWhpCW&o<4sM(3 zz3bbHwSVf(A)SiK@BC|Z1>b-*ypS{OyRF$vg}iPEnYe@ zo9K3adJx;dqISExXZZF?{5h>G!Uy8mS6J)H$-l;Zh(3Flgx9jrpf&Q^1~3_F1q;}7 z_}0-~vxN1r$dVgm#EIlQ{@lMDxGj~N_Zt)NI8_aeYrvGWVg+m_QU(uOLI!-=h)#aq zz!-5BkX+#_K$SkV6ZnAd8DB91rQo?Qk)VOcsg1_d?;Y+VEOItJ*m?~%lt|->1@0T(t9+C#Me95B6b1OXu2M^tzkCi`uQs*4w!k0*u8;+cF}q+JsG^eSDKjv{CWw|6glebK7~1RNTY&WE|YDbW;!_G5o69@y+>8m zK4;&rz>4%bk(M^@f$db)*Viu>zhmQ~r4={seLx`YD4)Hx`z0&1NH&4tM65oLk+l|x<)STCB@j)@cq{!13u zx1hQ#@!pP;__5(y2+=)}Xec?vl^rIw74PV1tF4_dZr9GiV?W>Vvdy13PZSsDU$|%J z8xx~D(YB|kiW$6jyQQqSstUhaCzE3xjq2UJI^V!xlJ>J+$(8wQFt3cnZ`7E9Ia>0QreA;6%-15s#MzVY%<(|7{t`33$N#Jx7**D{Z^`lVfP#2> zbr@Kr$pW9~Ibf9#2O5If&TJQfF#*xao616aYD?v$Pvq%ah~cJMAOhdm5hKG*Z6-^? zedOJUwD?BE2xx!K#m`?MSFV4oL4ztakykhX#c?x!&X`zLDr_)8c zIo?H=D|d#S)J!ApvU2gXL!QxCg}Z{Z;|%tuG97yt=rN0nZxYxA3$3@^CwEgVMHVf! zV(S$YaH1LKsW8u3Z>8{j3e0o^D^$F#Like%YgkZ@9ay7%!>%iZ2AbBdwE{fX?9+l0 zj@zBJOJsL90?r@#IJ)U*H6__M94~i1MEg8UwvSsTyQv_ zpsR>$Q)a@plfjR44w=vAnm{82%plZuEMI{o+r8qdWwze8$5t}6j_oga@8V1}PMB5@&&`NtDXbiVbzqkjYu)PK7hytZ@WsT=xb#FbRmZS)RW`j}5s zb*_v4BE>EcPd(uBJZ>l6Cedh@u_z zVV&O?mBXA!2)oK1MGpdQxX1@M?h;mCx*c(3zDAPRqxgB}>F(C5p?+~8LZ$ke=jkAb z=ZF$um*~=DpZBRJp4W8TaAjTPyJNw3v`IMFirL1r=9aB<6GxnnmmT1i+9iM*qsiX) zZyOQ^SczjHM=@X}CH8c_^}44|>$DASv7FyPjPtyc@=56K+b&*%3F%Qy{|U}dd~vm$ z;}Zh~;*Q^QfZk}M{~jgwdEPU3i|>grpsDBN#zKUAI}*S9twn*dP9aMQWt8jUA|4Vj=k~~@TK4EtKv(-JUjA9c5S@y zm(lQLT2*8z9@uywab!|RLJklc7SdGd<`x+nssyPUDlhbwQ#XFj_(zhC9ma}N(mip1_)$8I* ztE+I%#Sh=7gXVw_ZzwIpfM+zj1Ln2nJG1%Y=^cuqW$in7b;frNOkZog^ zN$|&`2>hi9z*^Us?@CF!^`I7=HpaH_t$9?A_E&@2X*Ya`MCLGVjrjG|(>k$p8{L zPw$;+X7?5DoyP0pmw~B~x5rUR*#5v6%2P*%&{~mLx5_zenGLh&NKL@GrkIvHR4X?) zJ#Gtr{9aBLgf{-|Wwl+=3|Go;k7oust;5h2cP-+ElA>?aKWFXDcsN1yX?*8f1~4%^ zUbvhg^qR8gD*Rw+gUSp^Oo5SxwUio_av>Wv?;ObURPW z+X7OpY(JU?@TBWi)1KU}8?!DmxWn&tEi5g|AePa3Fg=#@**@rDJwjno>8=|B?Zn>k z;Pv~V;m7tNM6it=@J+c^-nFKjvN)LI6s&hh`+fH+bd_bf&-h#0wt$3H(bus z(%tg#EtP7hjyJ4gbk$H-BkPmmrlY}D%CPGLU8C*1;o1V%6#^nWR9W_jsLiu5-?Hu63SImFX`7 zVKB|ic(12qB3~yb%SaqHX-W?G8c=e3EUS)pXK8Ce{|(Jsgd>TQ4zt;0TUVLx_r`zFVxPd|*Rd_CK~54`IjZI{`WGP;(oTs`t`Xj1-{n;qZ~4U7_o3tHw) zHMY^5(Opmck;$V|bQz)HYG7jgVmI9(!>U_YqJ$WRoOP~Dm7q`VybHfjPKCZoE3f`2 zYFhre?}huHRfgJ{$0T5p9f6VLcG6W^8!u_0g+k)e$r7*52G4V)6-Z&$X4C7yd>qw4 zY&uc;gE0pja}$X~=fCKa11v|rCJpEkJmZI_iv0!ppYYdb(6p6*?rO@qQI}GKup)Mv zB~U+fcU=(cb>9*9=8e|Ose65KJN6H|zjuru2Uj7$XjGWPX z#mBUKd6f#+dK7{=Qs%)U^uHK;_I>G-2M&n9Q_QUo=YqgvLf+h1jWnuo)~=1PU26?= zj{Fq1;mq{d1`nV7+*U}VWa;8~vKPRVc#R_N1Pev!>xCrbUjTy2y4Fq@&Pd*a#q>FA z;A0Wem-&5wK5)1o|I*wM4UkVIeTxH8O7@N+G%x9A;9o!AxO;OZ~L>TS>CxEI&}d6Blf}KA3t)crBQJC_Ra81+l#2V`3_n zj+JAEsYts`mpLBRocydm{FYpTyJx92-(Y6&(`5U#F4@x!@7@&jUfpGv_A=eG=l!b} z8)p__Y2r%Du@;y-#G!HPly9`&Z5R1z>2q88n9S(gaiG?nf+I$L53sjO2DQA|V_7tG z6ku0!f8Jj#5J;LN6q2;GoTqD;W?EnH8tjTi%v-6ty9K`c@Dv7PzPrYj)(^(l<$txh zu<}ToGsfdN+%~)tlGaI_^gWo=Vz>u968nC&bX^9wQRkQXHqLX|Q9%fu@AnVsOp$KO zojtY3s}8aPC7K;?#qdGW6wTc8yqJaS4sgu(gMsP~Ok@^~5)8&2j3SqkD>313_ng12 z>Uh5eOfGf^iDHnrXA=Nm21R>}Ah=eF;)@37)~<1USZ43M=}oVU&h8x8lMe1!IA)LW zK09Yv8w-hN?CJeItE5oqCf z8bqg`Anaa~5AMwtP+98Xmo~EOLO3}KzdfLThY`6FJ`I@tnyV>xJRSL^oga677pFTO z!Z0tEP?L7V?Xf1>?NK3ceacj!#1KB={@S3{EB;G(!R^^bw7Cj?^y&H8d;s#y2pA*? zrkH9AFod>~7K43Tl{*fhGu}d=5=+(UvgylXpT6lvyLHbHYkhrz->DYNljU z3|v}T(oPMY?UO_+op3z;#%FQpRI35w>vx>8%w-r6R53U2YyFJe{QSpz_C<=Ol;29; zjo5I)+6`Vt;w}u4m>jKrtv>>~Fj6Zb0UMj4Me1wV=VX4Dh)6Bv5HQ;~l77Bzxlmd+ zSa_DNud&zYH3tdOk;_g`SNn`@{cj`hU;K|6_qG{}d11KGjs|Wx+gJ zeTd@ZDkGLykPHQKInkNMGdriNo*ZC>_p2xqCbxKdn30^rbPsX!R`ixx4+TJjSqOf!X!YsZe8mjxEOu-VNi_Xw*5kI4$b6f z16oRxT=b^7d9KBMwuJ+6j4`~p@3`j!vZ*EgcJvMk+Q!>xC6Q5q;Z+qSF@&Jq$eD5T z3J5;IU9K{oiSkkUo7+an>;dRl)n5y(Q;C^D?>-XWy9QyatTm#fu*+MJ>dfaLO1zK6 za$DVw98Duz856{tPFQw}hKf1my@1%4S};_vM{r3#%e3E&<`W?JS!Kfaer-jV36y#v zuYo~gaZ^9TEj7s{g#ksY-(Qw7lhYAyaMVIpt)^EsjBbnF?+PrIc8YCL=>1Z?kj{Gs zX4Yj!`(FG|K#~fwhB$3&P&A~h5C|)cEQ3dYCuZ^R((|oZ_T$56yc@{p&6E4GG`&WKo(DhKw)!U&f{KGb zNbq_~jZ$!XK$7z89+8n_2-|5~a`J^V%+k&FqC2L=0YGqq#0MV}Nsii-6Vg@#FZLne zzsY5rq}|#^c*vzXcg1K@++x`r>+e?l7!V8>AFlYV6}UAw5c9_aI1-|0$|Mv{LR)=9 zUKt?pD7M-h)SC@%X$5$NLJ;@yBGA;^CTnY#pqWKrCbNH>->#0fwN8PD?7~0f@ki_J z0I(Uxpnm@ESg0O&Ko+nY&8AGaZ5M9q2Y|xhH;xos;{5x_2+%MxJYf&cZ5`UyI@%Tl zV^|e*3AYgb6aX_GjBH2a&ddKm=$XX|f)Pmz{D)H$A2~Ju>!blF!0mY4Wuk2&MZ{0y z4kN>}L8<=7``CXyMnEwCPWhkv0GZlvU3{U7~wYzcD|lSX_bfZPciOyI@G{Re{N^t zRa>i)>f6>aA|5#D=GNMeMBkhI*A#aM$WpnLZ@==k(yVFqI#kx;u@s z(M46Ps%PKj(NyRq7boz%lwVfR%y00)?0x)DPfbPvTer}QVke1B&%02I6ovO+CA3X; zwc@giIGpvlpzl?=eNPwHRE4)*^L> zpkzw*6^AP2jfSGG>D(ojwq@6Qie&-|E~9`zBhP60^OjLJL+*zS3t ze8r%(mM`IMzGV+DLi}ack@M<#Sj2Q5{CQjCyM6{c>j>S`rH_g@#JCBlIA~_0YTr8a zzYAWG@R*#TK2KfkKRm1uh9B^}SM)Tf~2?7ce zO7tKE^wm#8gsPX$18roK2#n*U{t)j|I|X$uX6GOfV^y(}ts0>XtQQ#%3<$sst3akj zPr(gJiwvNk>}~KFBJ2v=uLG%kbN((B05JKd#1bcm5mw03wc*kf z2S9<(sA?K}2B^`yKcTyztl|a~?Co3+=GCDirzqt6c$v@R3inZ@AOg9boOQE>6M{od zDc=ZyijuJ1Brzi8J!U4JFW%-&UR#m3!xG}XMXk*w_Ct99WAMww#HwGEC8Mi}600T^ zd8ra8W4u{N0K^%K<1l@oSrO`V;lU0LBzqVuPJU3n0q>u55S z!qT%oC@T?Q=`yT!!ldc&0SQ;i=fS4sE$)-?08FE43VxF zNyAG^C@2jpIGKXvl?BaMegpO1B6n0xW4M<`+r+{Q*TRJye!WWULtGlRX`E@^L;s@w1Y{-n@H)(62tav!;`+Wq)PlI1NbN;Gpxh@8Qr~i1<|Ds% zKsvnjUKOL0d|JVG(zYA3G-k`KrlUKWstIjM_w%*`+|H;(5rQ>-llnH)SL{}&n#O7| zz5NJ40p4-?O|unl)b^~+37W>}7OLs!h_QPTHP3t#4g*#dPaQRh-3;==yKE=vvP1`J>F3l0z$e~J5mp?K&<(r$BWEwh*o|#*VRSN6@fNibg z@;F?WD6q#}r2Mz)XZ6r!d#Vd`R!s)71{O=qU6lG*o;eyO*pFiaJT0s~>nVX2*1%*K;20Wi>*X zTOiMt@y~q216U_bL&L)88g7i@)%!4rh)&yo`~oE{sl;DHg_CGX*FfanrHg>tX@2>4qMuYj)s~%cC9Vz4PA>` z3ba*#+N#JpTN|4z(<7O?#Q66d*M}|Ls*(ZaZ>gO*SD}K2#fqOx)kDjo@I5JK4|GO* zHI%cPWU6!7m*!h8dHb^O&jU5k&a({_%5Dp*<~@e6(G_>Tb6g(u)jHK^q`naG@Mwf$8x%f?cb49x>ENs=sBfvhu9b4iR_$CcLCHz0%dW>{fm# zh-#QU{h)B1mTmI>UrzJ6N=pK_!7?1w;RGR^G*n=W#7U>U?% z`jcXP_U)F(K)%M)+Xb|>0r2OZfWnM+sP-WKsC1`dIK7lN+wfxmP%?70$kdEe433TE z-Hk%hDSbdZVf$go>A>UneNcSDBoMJPly(7v4Hnczut?h~t~yW3m?8xqgThgduxqmS zDpV@Fas5X2*mz5b0JHefQga+BpcYP;E6MRR1|5*EW7)F`$$Oq9JjP{7zNLA{75SFh z(Ik~$E>T?udfAYGec~8l^Ggn?O3v#Qv>3goiN9zrYe7E1ST6@a>VvM=3?J&fqng8? zOcXuq{Zp3FLAo1GfdTH}ayg_7b#@~5v!V#kHAYM9(ad}YUtBW5qH-U$tKf~D?ft>D zUa$g{wE2(}aPx;?*(r-AsCYy|_We)W{^r4|otW zW~7ZMm=bbR(caQ+DKw}FSeWUfrE88t0zi&K@vSY*bIz+5ufZu6vn*v|@=7cehd|_) zfG07Yu(Rs=R{syR={lv#hn{#(YEuu~#xp(ozG6q|%$DozFh3k;2LNC*wKrURzKw|#72NQhI|6S|Y< zXY%IYeA4>ic(W45q&8El>@x9KvBx~Wi^S29G(r5#j_4)dKpp&&^BU_q5IDoA3+Pww z(kQs~5{l!2|1)*e71R(Wgbe{oL;UVt0A*%l&uX=03@uPJY9*~EK*7Z)xBAN(8YVh~ zRh~XCIE#5{@VnOFh%LKr!izP5nG;b@@WWIr)V3m-$U`?DR)`$57tC9?;(mX8d>YW` z{(t>7d)-jSl>@l3DifeGE6+X(3MR^m&zze>w{l$#x;fIpLf;|SZ#sJ>EkDzA*>9Tc znjruiwI=Ab<|MN{pN&z&O3Kdx^i-%|yfjv|S9_u_TzHJA)7G%6r}S)WQO;SWJY$$; z3*aEn{TXqmRpZjdi{HX54^ukPh=~Qf*Er>cYOruRH^amsg5pvz)4&zpLn*#9z!iQ> z6d%UYetA6EY1WyiP=9*hU~=&ea?wV9yrtQ6H=Wk>tCs!CP*dU`glAkyCnLEvizLj) zu0sb|kH&3MGoa%}q6_y$9FL7=KYvt#H)+Z6b=I;^=#i+<+cy)u>&~4fe%d9$HeB=W ze8N-8MY(U6+iqsHhT;yHZ!qt4-I(|rxbdIy@KzD`f18{6+Mnb@lvU24#3fsTx#Oif z1|@I?B{KyTek6)1Ffy7E_bW=UVS}H|X6(bAh`$4H4yWA%X3=ZYRt38zDL)=O&{Epfu%( zE6QAVBD7tPi{0<+`6uJc;)^v(wH5ctWYWi) z%LZ%MqPP*>3;uc`R`ET9O0H9s!?g{F#r^X`s7kY|z_wcs9vP(4AI_kzUo$^AigWhA z?;RW*^iy*ArD6pat7?$|JyJZ;V!!)|u2s#EDJZv92cE`Mll*SSWMCXdJ32YVXJuWQ zSp_l=4bdw(RGaoWp2wkmfSV~Dp`fy1Sde5R8}tL5E#S-6Ur%5h=k>gWN+6_?*DCCBv%FA41#M!apy z)Eym#r|+J11p5}6ouH_wD8+X0dDP+U%N|`u(@UzXbr*LkDmS8%)zgE!YëvErH zx(cjgpXa!jmP4~#OnVAqPwPyQsM+>!``h0A`S{mBMXC&Tz#X|K`hzvYK?`o#6m=NZse^3jQ2;7x+Iti00$L*OK$Bz90NfvN5 z5Et4d(c?~%&CULM!jT(pgAW(3`~z>|U9hADs!PsvZPy!!7TicT=t+a;CHt%*#yYIOYji!W;fi)J=Ap_WE7#AWU*Eq^PN>t zW9rBR@a0`_aaoOa1N^Tn{VE@4RW7Pwo&OSjGV6f~Ego78SegYEsAasco*R*mDif(4HIZ^xwqS(9`9p$cPUiqX+CG{5W2RL#yzA9H7D2=e~ zIHw4gourJVn1>6X+VS*MHR}ze8fb0eCAo_n(1!Oxy8a$8hTB5^`6y=)i?7{W3!)aPp)^dAP*tkdoEP zWYv#-w>-e&JR_i-?=WrnsW)u82h7I!xO?fuLpCpoR*|%JA^4LwfU{nWLdA;`uE^0! z@2Cqy!bLUfmgC)0<{k4w?&~3ShPQ=eEf|Q+t@s#1BDB2^>x%ka5|O?XpnTZ!yg%`| zk-E=66%NPQ`)ey&+|C(&YBhB5{Fq3gfq6)FaR11mxKR>Ati?d8?= zsL6^pwasGsY!n0j)`+x+<5_fwNldr|_gq;}>wD`IouI^D6-5I74wi|mfzX*Bk-MN8bSH!Y8%%p9zP)`5$5n_K5G3k8WU;n5eXAG!FrD>b>{)9T6N{_P zGUY%iR{^oWigHh4>u?uJ=HE>#P*J#_+FNge^y>E;izukDTBKj$M1LYel?A!a$Vxicd|WBb0ZoP zhi=>09OPgK@z_Cpv}e+PQ3xf#yShBDgy~sh&39Q}TV?cgqpt$`ROq>KoI75Q+%Yfg zpx`ZI9~6Xw6uLPM7#(fkkyu}`-Y;Tnb|ueD!{XWaJ~C(|O4MN=W^HM>F;OY1@7H8k z@=3r&bo6BuBUKyeE^*3Qg^N|+)>fAZeKSE>Ak8cY;o}choj&co@h`{=olSEk$N1ux zH+GgM3hTl7c?-q*0e0?{pB@4Mnaf1d>_A}&JYSKw*rKb*&q+c02Ra*$NWE{Bo%9mI zS10u7cm9^U2RSJTTB2H?ZDW1FOnB5%4tBk53!Qb5wC6QiSZ}=q^ z>d6cY7XT;izDBm;$(%ljvh5xo1+>X4mc>m%crHsbCO>pqu@65)NDwV^_w8;7a7Ps z>{IrUXPo}dG7yRN`3Xr0U?iHQHkOHi4jQk+M#N~}#!>{4Cy{u(JmYnAbr38znHjcW z#dnWHmD9w3A>+cUcU(Eif^6hD766`}YN_rCYKV{^x&v=Tg3$%L~F^rw5 zFZ0>f*!#(f9cMX*`X26O0Lp?OaKOEaeha^?H>UyZE(NOUj9WA zC-0dDyEqDZ&i-C%=-wa56D|AYHvUC=PR(%(E=wJ|)mwH-G>(o?*iU!qW zwfnH;Fe->+{0&_DnmMSXIowmI@x4cU0fId>39nQVF(q{y%NQLkhmUXUueXN{s}?BO zxhG(l6(VLIwV4%@tYO%V_SYk{V=cZG_=~gLPF zsn%327NXcxq#BiBN0ZR^x!!WmZ=fq3`oF)EtMX+czdaQT*H?dzPJ3<$hF!O;=a#pi zH4$zBqVYYx%H_eF(|$2k2}W_Lr|pWB^;JaWf<`zc&=0-32ED2I(ZT3usb|tu3pZP( zUW~e|tt`TX?Qw{L2nq$8xG-p;{SY#LJF7qV6<{4R9A|&|IqjDGT6pd4g9%Vt6yvIO z!94Un`M4#Z&eX+{#kV80lmnSnpb5Kl%Nb*_VvNyKchjjDJE1 zTQ2yX31olvKv0a-v@J~mRhXvp<^k*;HWuwl1+&(EsKTU#b1*TE95(s*XdT$`({u0J z_Ph|j!wJ?kv%_i`#H-)Jjz4n{-w|B0V^)3D#XnZD>oDvnGoE=^cs5Q)60GrMKorOT zRJFN$?PWc{lKlo0_biGj(;#P1C`>Pnc8;s=LjOqQxR9<}QUM|f*c+{$rhRS$YB7?w}k9=yU(<+xKWfinG8un-+vnMtlQqaNbqs?7{ zyzn>yPYSMi+PG`$Q5#zT5#xD80hheu+S*xLKUO}9LN%T!+#7~f*4UnH{1`n1t36)u zj?CYlS}Tpl(>y9D#lI<-Z7Piw5Y zbfF01qrdymTSv1nIwv8es#=#NZ9h3;tC7c*d{)P4j$71umNR*ZDP?(Oc9?w3a*xRH zc=Lk}_1XUR=AtRHV70v)gN&yI$#geUW3?flcJHTEH`i~dkBQ5Iu5OIqtELFfDOeSaQzRRbH~?bj zN2>??ZB+lgJyhea#-PK0KJB+Wm>EE23D>{=qk}jpdbr~W?65hqF`_?Lft)NFFU%*K w6D!m|J~Uuv#{2m1@cvVz|IXe&Y=(7066aT+AjG}a!l-}L{0Wj8+kpKVy literal 77457 zcmeFZcT`hp^fnp+MMXsh5dkT}C<0QHDlIq)sPrx%L`6CQkzNwSh5`Xm=_N?-NJqM& zAiYW_AU(9u41_?qZ*XnSr0=X zkfS%QU(<#__A5Xj)HMeWfN$0;y80mynq$^iuWH&}Rle$A=kQSH!Cf*% ztt@yOLc)YM{u%hte}4C^Ji)2kBIi8h;~7NpiutMbNkrF zKUEJb;JE5Az4( m}~KP33(rhM)CiNi}khnL|iSU-C^J(Oe;ZJ=A+|2B+fam-5>pLoU65DPB0A5lH$x_=0wt2X90}>$Ef&BrBel&BxuO*dUP^rOwk; z`Gn|GtT=4@dGLuwaDfQo#0YgMKAity*mu9O;u z3;$yqCRlQ!?yTH%)0iX9UqxKDer&oL#6}(*dwrRijy3SCuzu0_KZ(BD?OfyBS;UcOqcdU77uv3FWwNo z@%qWeY3?@@A}nVTxnA=&=-dyy-ywbTn0S2{x6}RA4;|ee`*^g`k^vO~Gj3PvNS5~_ zMhn}%+(b(r?`!L8vuzCRwKtVU*c$|tE9s-ldz`S&zgx1}2s(cq=#G8Zw(|)#-TNLk zEopRwM2n>MnH$tE5uX!l)<29Wb1?p_yeg-DUp`q-&+cwPVuGQ#{w5V?69nw)ZhR}Z)^$E(JzyD0`Q|+hwDjG9P&z~N;E9~hinaPM^HYq<)|K8z#CL-$*bGp;K zeO5uwcc`vX*a2SelyRIWwYvTIQ=S`87Vc;8a?hs=KT=$gDslt4zI9H^cC!2LdBeQL zTZzzuf&0o8NS7EYLc(uqbNQzqVmw{NCZ*OZ+E~OxDDopDUXwKi!dX ztSH=S67t^blGG=M8>DUKL62l}C-ecSEnb;*qvFf-qgmALM5`u=N0#H2I7pU!iaTE0 zo%i#-5h|%~Pij9JXt1_ra?brQcDFx^f%JJ-n(h#{JrS$a-6N3F_#NtKgLJVuo5R2t)yL zg83*d2>k<_f3xF`Z^UiP{%_YFT{BA@Jf$L()rQZu?ig z@f}wO=1R&ZY1OvX6>p?*~lJ0`}?n69Xj~P z=s2ZI=d&I`tnQZU*HXH898z?I;cdHTyXOg@JHEY*;9Ktq}j7iYorug3(c) zzlZhD2L(v?rGI|==j9ac?x#_p8!Tc~`scg9-~16I&78v55Z_OS4?a3sY%3o4_n+?h zuurpT&u{-s;xne>5J9_Mn^XUq*xg}K#fMS)n&z-TyJ24#Q^nnqVOL{TR#tv@0r6n+ z?Nj(gd`Mf)8{hpjG9rk$YAAfD)KR-D>IM0tk;-U)8xo(y<~^5PqV8$L_#2oog}H;O z=CJW2?LCI-g>U~mM1>}>h{d@A*qW^Eapn_#n(XA(kj`#7>czSwv8dR->u07%0;)3_RKa*`*Db0>p>%jK< zZ1?IYE7w0ASc=7Y^KMV@Ler&N^39t%aoZT29=rXYYxQ-1vBO9lW{0$%$|RtlRK1y5 z-B?gbURj7QAKh)A?H}0ZZ1&gbNVryDcgvg-Y#$tq-cEA`yUyatNuk>j zl^DeOFm`9VdM7-mbj;rw-*1_^xVYHyW>fW%0tzgn_#Z4Nh%c7$g>d+C=5$^?M>J-= zYCTyo;AFBNCsHcbV=59`KC*4U3Ei3ANz&1fE1EjIJ;q%9wN7sGt&VnbjWzO-mXoj2 z@8nqsW9-W_Q{L=Ol@GNq!={AUmhWyY1+)F~+gOd%gUC7-w4=+F+uJ9xIpvFuNcVud z%qGrSn*r4u0d@M5ff^_0V;5A5-dr&>@;?QN>;*;uc| z5B-r*juJD`n6;F`J0BlAMwcSDHw!&hr%r@_sKyuNvb%Zn?Cy5o4k|~Pu+=swR1V)~ zmR?yYSAM~9O-g=uzxy^E{7i4>_{C@*Huf}FFH`?0v(sk=;AFMS}?7ZhD)M3s_wnzm{9tao4bc6<-+kc{ue|9hjaTC zp2uj9kA57URs#;z+uB3VCox{Q7V-`gxdIO3p~oz-5Z}7PLmtzy{YS=BERs*`YrpR0 zm8L~-_JFKmHGDk7d-|7Bb7$nPJeH2xH@!uZ5|`-c$^`;4T|$RI&20d?H{yVAadC0w0g2oXQ&IDWOWp0S44qWvR=D$!sudC&6P&*QMt3;&zU~zT|>%_ixVdQcEn83wE#_(F)&<9Zyw_%t5ZRZt78~*m|!o}H7VS-IM_2h9E%9r3ih7h;o~TC#&}Gd zYv6zEmrPvd++(OkFDy;G(Xd#L$CNsn;ZHv`sGQXkz0Fg=``&@>;G@OC?NmI?;j_mz zmS;ZdE?x<*`1m%@*ppwh#z7d>sYWT2X8Zf;#1@f zaYTbR=E0{@b5`HIZUc4VR=F!2n4!(gwVA}=6rNz&OGHfPR{~$Og22I2nkptwL$*Wn zSE-u91euF9fTSWs?!Q7_t|Ei0Du)2R?RxVCy~o(%3x~Y|Y1L(QhnM#!~yj zYnXFX#9!1@3BIEJeLS#vJV?e~)oevneEhD`crtotYZ^Nh?V#>7-Kv(0Sg;icsq8>++mSYccci|cuRT)Oris~S1XVf9z@Q=*&CkFs@Y_-uAv*hxza zVimo8;MYeT=Y`*X@Ns`XyqvVYLmGLEMjbFfssNx;e80q2%y)|EMS(p1<%w7GAFqvU zO-U;2u8jo zSAEvqe8S}(VD}5VU&)vZ?EL<+^2{Cwt-wy>>E+eM3netn%QT@$Sab^6<++^KW1u-0 zc=ExaEh`4}q2m!+YiXjqA|czS$yo^BrW-2dyxyh+OntrbboSdn$m0SSG!~| z%Rwygg2+AKqCJWV_`>i`uu)%&%jcK|RNG*$a&BsRey4-og1`5sqQP@>LCTm)SOaA)^oCDjrI*&lKmj!n6h$))*fy9NiI%=DF2>~c9v>}>I%eUo|! zy5nZVWnb&#FH#Gj8>3IGced9x1oX4Mwqj!D?Ihs?Z$pcK!vUt6RxLfNq35GBO^Wdy zU^uW#we;w2yYaB!9ED9@?w-*=Ud^WM{>)HE;EVOyen;!?_2>m?80?hu_xro zXFc0KJS>MzFdHC|NH;Vb{@C3engKOigjHLX7O7p#e5Vs&qBkkg{fDNTBX!mf7nYQe z!QTBz{MuR)FWNhQan&k?ie75;QK92_U7=ZhkVS^R$=q)r1HJ?>TbkQrDlWr;zsi}E z)VZ6de!(#RcQW#LMsnmDh{)ZU>&+E*eqhs)pqQSSDIf>HVM}4!w@M)agB(>j9BzH* z4i_+z1u);a@K2(L2(I_V4qdGY7){`|A>;j*Gmt7l)M z<-A;t%ABo>w^0iZv~*6>PeEUNK^Eoa=B7styg;;6c&v7QdPY~^THJVX2b|VU-EAXW z53%vIGj$R#(3YEfkD-Vvr8@AY_os- zH$HfzU;+ZZxyE#ny@&JXrjNP-qLoO`t0w0=w$M4Af6YHRLYiWFaKI|vVGJ1?G8Wi!laDGs#J+r?_~sMkiD3|_@d^3*Oo^f| zdrw&s4lXP#U|n*(Oz?M-J3jWTELZUE@$^4;=$%;rn*~|w7zcO&w3qT?--gAZp77~qRY=TXqyg<&tC1gt#CKwE56~WPYaxaB=@|R?;N|TZHIq(Q&Yrv+ z3M~~FFe)So;L0n6$Niq&TKA7?EMZ^fDykS(v~y5aR(3s!2niotK?cxHi5nZ6dDvcy zZ44hz*f|wZQp6B6+0>?56>Ki4fikjKS&5!3(!-~JAMWq(f3=`cux4H;tUa$2;JtO6 z*e$DQyy`mbA-X;A0)C%xQJZjaSry!2wQX?VV7*eeTfX@eu{)w_rhY5v32*sZv32Jl zPK#n68U+>7U@^SO^9;Rn(BkW7bj%ip1ouS0aG#(W^CS>ACcD4yEUEgDJx}Ltm&FM- z=RDt%W5ag6JU&m%ZE+@`dHwB)eO+A|P=rQZnp+9Rb1tIkhcYU^HyDxZu|Cg{xXMSH z62udfC5^xjj&cg`SImN_Y)R1!uj2+tS zOyBK8qC0sZ&F7uYg}jbIl)j-Q+k(^=`<%In?1#-G{D=Ymdiv~q4OFNcGRdl#ksXg@ zy=Nk+)neE;I(o;S=&F?ADsp^%F0i}njo*=iV5S}8Y9u1e2b&z8Lf+(9;hh!XEe}O->cV>g_B2iwnxbD>J*15>0I0?pV{=(FiVs>=Z}_Y z@p}r{oHwtGY&|Y=XWdqCaF8&^)Ezvsj;orlbe7YUxIh}w_Vo1D(x$1Xbu5ilw7z91 zGd7>SWe|RFO~X2pPoRWlq%QaQa=<`OwlN*zknx%&GEyfdlw;0DOXqe1bNJ3@eBoC< zblm}8UTm@IXLo$S3OMOcVU2VNQ6=9}5#JLvdwb($)*slO+r_r_I zl1f3eUGp3{5E|AC6NbUqI!YKXI!u&0ZoT3Rth=N$QT*Ht zxurRw;83N3!q+Wd4IzpZD>Fb)q`=9NG``151pN6R1l#g{*^y(ab?+IPZh5;kQO9RL zXy&Z{hLXzjC6&@Z9j^$T3U;k)FjB;Id6zRl`H10+%+hno`{fNPf4}Vt*frp z1?L5-CC%iAeu@5nKJy3D(($C%mO~Xgf({-ko1?VQh}O%~G0t6TlF8pP4N?aks^z>m zue1O=DaV!@v-62gSan$>Ap-xt_81$-8e8=;8@6mNM}=%ty3kt<=p+~+6n4W=qn*v6 z;^Hu%wa8(VhGmRn-O>hz(i^v*0$6Q02T&#V%0?g4JVCgc?C$B6 z%@^nWW8G(G9SdUco#-k+;iL-WlyXOl#p%0r-r!9J6sGv3#&&j*>Nut31^`L>+AkG= zY|LeBr;2ckka4izsV~$h{hZs81A_u1e50>bg!rO8Ck9LFr;SH8d*rBf1mr5cAOF>i_!wyki|pz zHxUXvOcAuRfCwWx&!GF?0X6xbeaj9WeAM$y>kOs4iY0<65XJjTQ`#At%-~JRMEIZn zgkF1Q-`C;{SS%Q7G+jKrQk9sIImT7zA3>1SJ_xt$qV@3Zn zFTs&TrJbq46boxBo}SbSheQ+^BOa``FjPw5m~3+F2qv)8N_M?As4hE!Ku7uT(&ycJ z9u1G~*5B;Z8k*7A4(m!0;5*jd=mufTzB6)kL`@F;;e2$~c$#Gr8SxrjBO~6x7JPmRJ1$GT9lPE2;w==AD&swH7|Y!+ z{!G?gDQdL~Lk6>QA)ZR@X5T+O>;K)j*zN{H^LZP8m@l)iX$%OMVKbsqAovv9QW+Qz zhQ{495w!6)mqeaLtTgZj41CTqX$lu^E3WPc?@0Zjepjj=Vx^&>;SX1??CMNb@oO6h z+BOXF2|z7qC!yFRd!qBK8w1Auz+!y4_yrKdQ7QJQwCks#c7Oo-5=^J4=2)jR@4!vw zTh?UUv3^UBQ>54)HoQLDk1v@ac6-B?J~L`00V1kw-71UijT&krh+)L`OM^DzNNppxoPw_T-+23Vo#|2p{~>43v61sWJ-F) zM!r<2aNt66yhU6_Xi@5x-1y0b&Uh=cj)Ax9wiRI|*)#B#@Lnq?kMbrte|%NwW}y|r zAX~1bbY3Dsov_JzObbbvwviy(ATh;CQW60-2xphHQn^dSC51QfB^C4mn4T4v!ir%J z81r%w3$c&^?=hmpDPa~p_rY!wNwAe`vQNoxB#I3fP2iP`1FD9COpE=8&>qGCnAAx` zUm$$gN%TX7as{OjLLr_DxP$%J>n%U6{9c232k01PZZTe_WVcUT1Kxm(J)MQp#Xvy* zu-kI`Q8L?)fipOn#3Q~-5dPeif8E444~)i4ZDQ{rewuvEd@c22UObWucK0pgtX z@-!t^aG2~0UIld@p>(khIN2cakgGqRvIj>fTmf#Kt}`U+3WbX`WVJ@#xrhIHfnBG1 z{snMpSERK?DP24zzy*=+x%Ow0@?Vp_A2@Zv>&iC2WI2A`#0+@Y`lzoIz3=}l;{WlB zs4(4^)zgB-VsC_-xEhvCh8cH~lVh{rGP}scbptOtMp{}rg+^3N>}{*`Tvnm$!oXTc zu=nrTxAN}YoQ#a1bQYJvo^oRYDw>P24;%RmA6?216Eca)DVxoh$JMbps9MH(Sb)3t zY$WK_ZM5xdwK=zl_ujwi<>i$bcs82S9X$`1(jZHw{GeOkFKl>hE!U?u30KP^eq_Sb zm|@WQP|1H zWNOm*gt{~~Netiyh5*Iehkb?|>yu0E(yvE-QC>bX3NM{%THJRFRQ6w zMk7m;KC#(;mEOE8fLS;vEoQo&amW@ZR^W|sc#iO{Y8(QW>5~6_83`!oBtQ;Vvyo&s z)rQ_U^V6HN#z2LS&I=U++*1@Tv?Htmc+7smecTT5aD$kN>^1q;7lPVRfL(qd6VRPg zA=nY@;V=5ivMnyw=faRJrpFs0c$?Zy^1OX&NNQgdP`XTV(ygID;09yVX@msag{_Anmbcn4hZkTU=bYP~&5c9LMvuAEENzdYsebX?>fW5vty z*Rn;x`3kVp)^8fEO-hCh>l4&D;HdGW6&HyW3+V;IIk_(J$d3ev!D7K^uOgJy>EEw4 z);Gxqu8x3kHayOK?B#`n(veJ;<8E?lpmW3SU5UCWl9^jzD+OVtMNZNlyx7*)H|0Ui zKp2Wmxztt>XyFMjX37tdSWXt(;l_L=G&}bz8Y`_&8BPc%O)l7n%A*$Sc?P7Vq;9od zez%_IV+EL0fsUD#rfKmvxK+fgYR_HiDLMA0X6Hh)3J)pdDGjR;HVi+pdnVGt&Ngv< ze|CPW#6VtT&%D01ZDwJCUJ$3zq>P81KvZ6~mpZ*|N_M|k&)KR|i$GryJ^pw<9e=9_ zSr~zoZBGkx{=#ICg!7)3!G`8~n@cZ$X0(m`{Ab?mU&lpEA%3zAf`YM*b;gl7eVcu) zvejWQ6;9;FcjxcVm{URp3{uGIr#FlFX2Eh2CSD6gda1!G^WzTr>1L}bZ=s8P97|%i zr0FDDevytW5<%E4v7gBBIfhz&&f2UMB4-S7kQTh;!t+D=iMK9cGH$3 z4&*e~NLA&rWC=?KM}Nfa->QH*NGwzo6II~iWy1t-7B2S&wm>H|acmasC}kC)uMv{{JZYxR5y|9D?}e&^nx7VduHeW>;5NFBa$7t4fHE$tZc}HfTI}34ah0Ojva(2AttSmy#-T zNlQcZ8!`x-hmAM3bEg8@tHjRcnHi}s^&~;Y0}yKF5;^ff_#T-_Kpi&12@tFJg_02@ z-y+U%LB%wVb3Lfv*k3r8oa`@ll3O2gD)4HVhi_FL4cI@;r{Qt)n-*ColTmBK(r$X# zW{PjoO&1%d?6raqG%l>sF3hunHxk87n+ALM;V6mllJcQMD;&Uc1c@}gO{XpJmpE@&VS169p1ti~!c>>db(HdOK1Heq<{R%3!L+<<9H$tJE z?({aL({Wz;yp8pS$$&Ldl29Y~5OO7bNYg%X_hQ@;-!e`0GBTEUfDFMV5CToh%4^MVL zu0~^{Y;$fnxYx2N9sI&qvCHpOkomn+5}UOQ%BMp>Zm_JQzZMNLf(DlBOB-aK%6aJ{ zE&a3?MbKwPV?^Rx`p9aD;P9Mzhg~eksRQRSc@Qh?{hf}_{zMf>#5se#9DK^P_NZi% z17gk?TSZ)C3&BxSWK_tCr5I%{gQsqKc30Yab{Iyz#g3j6b{o zHr2@M;hc`W@AelkH@aHG5})1CX7uOZTj<6o+Fmir-%>PWFSBq-#^X(@KjP=-8&-

    (?Z^!QRSmc-`f&LWC=4a)(`H~&)5M0&_7sTLLj;pCaX)yd;tQtcC1sHkpVD?Da>}(J&Tn4^?-{8s5Eyxz zGk@6g)!$D#p#TmXBsT33rHi^J0f9Kr9Zm_vQISKmct-JGly86C#J3TIXrU$(l%h#Z z2tYzq&I#xK9>Sgvnq)pcKj8M>#rk>qFc%2X9;tWJP`bzuk^%azAu4|_**_l?_K`!h z_Lot6w)WpIq+kw4(OWpfxPtf<%@V0STObZJhF zeF@MpHh%g$Z}@@f7L_OEybH6lH{niGf#=hJ7`dfCRlC9+hkBT6DcF0X3J8X#BeG-nG}Egefs zOMj$E=fq%$CqXhJdwYBPP0qcwkGfm5n{G$i$}0N-Dzj z?FzTc(W5CVxMUeOe3IC#YOLMoP9M0O93K>#T~ZPe z*&i&bA7?kVa9s{UPGB)H4h}07inngXL48O`8LUJx2o=nfW7TYibnk4zkog$y-3}O7#cVJyUN< zo{MJ98-9TkcPvs(`ZMsl4@kwXFJ)0^1Pr9kZ&{8X`H`@0T{Zk-!J%W2wf?5!jylJj zWmam4>*CPmWE{h{;xmLxI`9q53a=Y{6?0RJVoea08X(>VerJEjO3D9p!@z+hrQ9SJ zG5p(>#@_&DJvxa;mm){F3H(9Ni0(^DcNKdHEa@BPr#3%5%U=7g=>r_XW;B1ue;x>O zROiUWKCgo`k5Y0$v%Rs)W8Y4S--aYXHA6uWo;D=61G^=l$f^g_F2U%0&I4lk=wKr0!# zJU=WD14hrt3}nThTU04Blk(gE9wL$wb>IB*p0m6nxd?lsf>9Pdx~<7p+ODf|!N=%f z;?p(G?eo;np}|O}rm#WnwmZ1L;7a@<@+!nL>i!A?QVinD&D5nmNm_cAW$-)oFCa7i zhD4mp)?hK|!jIqgwP(a10JDGR0KiqyCmR-O|6SilpgM&{fo(3+nbKriXaab2V7Vpg zm*M}pkf0U=Bt?4+u#^_RIUdl}N5-PX|Gl5cBR~O48lIKgNx^pkA;$3i#(t#uM?x-Jn(v)US6eNYE|2HqB!t{~W za;(L0SJxY%^7;JTk|bc|lgOF}5Zxuc(U8CF;_R$iS_P^I;G4J|5^inu34IF4z&U?C zP=eF?qKMlF!m196DPZk5@rL3NZ+)y5dPo-uVUw^|-C#)wWc+|WU9>Ym(^ zCF}X2+g;FPvXp{IoVSEVA0z9H#yNMS$gn@B4}J3m|1}!;^&XF;qiFq9z)Ayo*=1v?onhh6Jmmg zvjLRlh}VVgwW2?_j}^I+u>lX%B~4E?ev+sIj(l67njsuiMCj05saFA%h!^XrQ(s%x zWar=4)&+8SfU->=vNUoX2zw&FQ`BOlp~-h%36fd-dJPD2eo<_GDRm5P0|HlvYe>?& zYES_>P{>CtbzdI)SNY7(5g$Dc1T??RUZt0N+o4Z)eTqP!evR*;Co8`}W>8Q0!{%&e zLBWmjOT^O8RYv}z>VPD@4S(RTGN1Z-U|{e$Z?N>VPiQTEy|A(Z4kU(EAmQi1?@IhsNCsi_M(G;SdD%MYU7CcdlDr||DWMiLwA*&L9`aytD;+xfmpuY9FK>-p1e zlN0cWRuBD56`s{q*E(5$OwUlB-atP;g0<;E2(hpN-qNSPue~#>7^vs%h_7j-S5a!D zDCieCPT@B6%v>!!G)AawCc!SBEYtKF_NbG)F|w8-sTcbty96UW^>90b$KX_Z$pfv~ z{#Z_p5?q9&!{=M}W`oHO~-Uto#* zpfm$d$jdO>rj_sz0JZ*=hJ&uH0kQ!jG45wl z{skO%?Z=%zs04iuSj8j^nn)*J{7c?Bp7p#TiI&5it8!WncOzJK<+^8`Xk3UKJF?>8 zm_Z{Tb&F@M5D0{q+>^rDr{%PtBcnY0xgKB})cWhCsQI*IllYq2S zoZfN~DJrJPZ|lZ-zOrp$rNY7!B^o^zm$lrUk&tq$YP`4bdUj_|DdO6NYDKl!*jPT8 zhVi>>N9;8_oPW%{k>3^qCnW%LYt27c+DETyE+gMwJ?&R(1v3rrlTeK2ne=#a)eFxV z!iiqJyX;{%P!I=V9LYogy6T7eHH5dM2Y;2BZ1qxa?{22mU9}@ku7l2J- zFz3pG!Uai2HB?`ave$SipSE523QnSu+6%9C(awPw_3on_G3u0CS|Mt1a3eX^BQPvk zsgO_DYYikdurbp!(yH~-fc6dVJ6V~XH(&h8@j=zF)w6Lwsj1+Fdef3KU3uK%4>-CQ ze7=T9Hi#uoQpfwA3=gT>mLm(~J4D*h&Diqg(WLcC9Kx`_4OExSjYhp>F?PEYzX`k>0Eeyk0Vl6ddIW=8!MCeg3A`I`|E8XYU6LVJ`wlsUGz(=ea# zjN6gx1EGO8RlDW6x>wCU+9Xhda;&7_ooMvCPdugQk%7A)=%_96ig-6G=3MOPVLjyI zR{Q*DEp6%1*zZS}IN;6IHJ_=!jRjb1>1-W8L0hIFvFw_}fd@q`&HgXR=?Yd_V?yW= z#%zaq&K1PywN%tHh)PZFGT?aPBXI`z2Hy(TdtheFKU9n1yl<&Or6*xG$1^Q>hLqYI z^3kir$MwbOX?#JPATHU=izFs;Adc75I~phT<(?FuBz9ZDviuw?bh}T$lE?`|lVrUK z;bceIQ-hf6%Q3!6Tbc}Wb@z36irJPc&sFOwW)%?R&FdBVtJ3FXG?L4LF_J$*)wvs* z(#1%l4m>i&`5vmEQWi>}Rtgym#;+ z4r04?G+Ly$nR49~@%J}mYi`NMQKYEFlmKL#DDx()sFM9tHps$px^!zX`582BZT42j zwaTtG&-Z>KyJar=b-esPbuSWnHpr85OGZMwtTQQ+TqUf8=Z4M^Sk3n1(A9a@k3H;YK=efzxmL3F z0*1^)lWS#pQkMV1_GyVV?FyT?rZ{~kUn1ug8}{q?PSw;hYEMqKrivT{&DKikh&~SG z+#03r0z%X`OODpz7*y|DPC)<#K$n+&GJbh$XT z*1yzOX|Kxaw_Fyfe9)069_+AN{}NFO0Ka_!xh7o3Nt7y{j0N$`PsWmLtfBCvwm!ZZ*ak2=^_*D{@WBCA_3M8$$(jyu2obb;EBz zywTrXjsa=y4`wSr6~ri}TaGhx+P(8R6I7ZE-TELuKNaNF>=$P>yJgZr}MaRNFb$`izN*1BcLt6ea|cIdUE`AUpWDi+TsuHVl1_6tD zYOx2UL-Ie5{C}I+_RHB$qN2YB6`IPvwvs~;9E%>#*Ioie-(!hi;PGMPg{gT2w!OW>RaI4DQX&z>N9@#~7|;5rjiQ&x8|K7S zFpN{%X-s>EVddfb&52%xPKG%N)IN)O;pdyprdwmv0jkfQL)?ZGPKFSqxc%(9F zTr^!oL2sf!2Qn4K3cR+vrsCJJ`|6V;{%>);_P>n!&l4^P5)K1Yv00QzBqKdASUoS( zatf!U@DVTpbk6zbC@?`*dcflAFL*3ah_KtKz}XUPZ;0AsP=5yL@p^y@_+S5m?fq2n z3-=iZ2L@8QbJEpeUCk&VZ_zR;%=@};WV96tTjH(NPlcCl{Cy*Hr;$fML(yRR(x_U;q}$6qCbpEAKdk?P5^|b z(b)x1#Ut3!9jaEvo^HUqTTC;YXI7t-d5Y+FRwYc;bCX1pTV1poDS+__KfqLY^w+~R zTKU_^SpW_UJ?hkZ;?==4MAuMfm9^{oSA?Pba8PkJVX#{+wfszLt!Uax3IoE}TwgRw z4iu=eEXOV?m4I@k+sq)e*;XrAc5cfh7uc1JAc<;{xYE_=S&4^uVN3cpv&A6~Yf@GS z@kt;0%SagepkIA}Xr5O=tA<~SqE)mlyYSAgW zHwW=>KHOGS6{)+#$xy1hDRG#$e&%MI z>}(Rcr?XiujjL>fXz}@A{}GoAH}Zg}6GgF{sMwI9-wuMP}ZecK6 zywz{vtErtS9p=I7m!V68WiA@WT`R2dMc?xRzdSt6x0wyJ4X2?%Y;Akhno!b zhV^#*SeT!0rmDz(uYrQxNdgLzRA1lx^TSqeZy@6u=`D1Ih3ZNC8kNc0A6q}h_Fueq znp4UDd&ktu_LYhHs{0O2>wO5F5z~53{)M?lo%!elp-^p-iNNz8Kh)tq(YXaWE?K&5 z7L5T28%!#>s*2dl%?bUSAL<}!^nK$@Q0P7Mz~PaGL$R3dBzy?BV zsk{cYdbNvMJJls{TOU9Airw1$q>c1^c>2hM%vO$8_&I$2zOFRk41(<7&Ds^nOifLk za5-Vg!VC4}UAmEkadhLH4kon&t!QtHS?qgv;_~@h9AEvZr@iG`24P9P8wn?`CQ`m9IemkE4R=U3s4w^J_KPs#S_UpbjXZ}&ztCy=YR)1Df8pY9 zb(}LJtBTON=$p~cr(xsK-m$T*9zC~;%24`MxskJ%bV_cDm&PY>LTO+mYMU$rMN{Nz z{GHQKG4Atyql$S`W2<5R&lG>jW%UQoluJyZR$xb_6X%f?$fYULH zj!MPKPqj{$m-NaWC@yh4^6$=QtXxY?v9?{)oZGokD)NrYhp?|M)Aq<#?Pe9Zj-qM4 zKK^N$|3c#t7QSeBHSZT#HujNW(|!fpFPAugS97JCFc6@oq{n@v@SWy16|7X~8`m$s zr!Smls;Et^&Dh=f8~;d&8Qf@a^})CAWV-xO4F-6D^+mJuzXB|)w3>OmA(mw|&eVm& zc(dftBmHl?HFM*1KxpaBWA>}l`}3dQ2OpNAcII3tMI;PRQ}ZnhX?f|DTO@aPXc0H+ zC?s4&f&jRaQaGSt8b8;HPRgO*PMV@}-TKIxOiDzXtZwXfn)-EITq1G6E!Q(%BBvwv zdUdjY^+o6d-2~CDcY%$G)5byL>gu#Xw%uTBTzAi)j!WroL#>}Q;-CJQCI#e*q?zQp zf&@gm#u&YdgKR+FoDu~4aK&?e?Of(9973FybM*WNkAu(b~`tN z36uZ5rw~3KtLMkIXO3#B&Vnv24nM*N{z4u)C#-C7ss+WX2_m(z{`Qh z54r3x7Px z*VlLLD^G9|xk674G<4}7sY9`Kfe@+d3N5?X79dvg5gJ-33gGIv)lJ{$2Nc}q`$DQn zKXOya&8M)90=cSka&qI`7eGs+O7OKt^$xKbZMyWBISDk>aZJ5PQHnvse@N_ih$p#D zQUfuog9RNSYzE3)Y?BH4EkGJ*vgzlu;WzK_Ekh5xj>N5Zrl-b5#qt@saQ{o{1Q6!! zlI6O!J8e9*f@CGZaIjk{@D%jZlMZ7~6QHI98G>>ym<}sL-?9S=;!scrLC4oQC_-N_JFaT^wCm^xy*_s5pf!vI~(;~P|`Rw#i>nBvXao^ z;Hot9K11@CDQ>r+3WqwjJdFaL@r)1;BbTP8Z`pnY;SUq9*B0HXWp>+?0NjElSEiDc zY6aEq)qoX`I>fW&LDs2}%RPzZKYEP2$OV*ZW^Oic^ zF~u?_l0X)J_xH#8tV;U4G0Cq2Nst?vb;-Ep_2-fmX9UK{`4G;{c0X+z!`>{zH^Vw> zCCIswb0$@XeqHC9D*gvEF;6-(I$=p5<8UJUV>r}l+$-8A#`W0ZkU?}R2E2A!xdKsF z1!!JJB1sD)BtgU|HRtteP*vJR3*GoA7CLH~ym{L3GlOBfXe$i@s{)G}W?q}k%*_$Y z_?Kc()5>?dJS;hJD!Y{w_hIyfbMu(x5uc!~ez?gq`|3Ji9PT7g=^TDkwX==W08O^0 z|IFurj(r+4m)2kEi`Dt`6vTz@w(%pUiKM8-gx-YzeH!+D&{VtA8D68zwE_dlqE5G} z)!4O)X}Me@f=gR4Ex!q1Ua+sO9=nn2H9Xe|^q_BsoeCF4wYex+2VzA{QX7OUr3@uE zs<1wa46{YM4p{REy$q%my79}#_<3y8eiy+)tWFf~kcbBSP6I1p!Z3OG>LngZhZryC zdjm!VHBqZ1moI|~f>c}Ash?uVQz!e1vD4|cJ+HsFjaM30Z0#RM-ILlg%&rR}g8SOZ z1Q6&zE2KhhMg^oW3k6%`4Aq$SI-oMu=~O@=mwubE{fD#Uu8(vTIfe!2V!c-y(i0QS zKDlgw_HbcBm1~{OpxKjU_$(*r2-&YQj|N=~)l0L&BH~LVlVfFU9A;w{2kOQDY%dn^ zw1(R4_A8Ev8fV@r66sJNTzAjArCg22TTPs>5e0e=&_N>DoL+SkbWDuU&o(OR?IibZ z!GQi>mKxzBb1z&@mx8q4Ja&bwc)UrLN`QKY%=~Kd5h3?pv<3{Fc-uv)DrQsnyAnW& zy{hBDSGr!yNfI%6*l;%T3%MOzRFh38L%HyF+uO0+y242_ALH=|rM*x?!S?Xh_gIJA z58vyBz3n}xuQ+6Qc#|E(9T-DI7{n^bk!+i!5?9C_!#W*+VspBm$FzDG<&Z=s1F@hj zWYY>WD4x6Lo+$shKb>JqmfYBq+=}L26}j2XW(}?UtDI`m=GsdQZ*Fo*Al({I&bLV* zX;gV0?6#;Q$I^&N0T_$WG}*$Ci7H$Ew%x{k0C6-QYK|)4ZkaXJDxw;c*uHS|Xjsm@ zSG${9f${KA-omta?<`+|w{kWM*+9(eQ0aIc)Xo+}#ZP;IrkULsOx&1iQ*Y&>3l{F+ zWjp|CBpxuxxXxcEQ?5F)Ci3*iI-<;CshN9>Qssw#ccs}6H8Tatj62dhTdM_4Be@kT zjfH^!ipp5Z-Pz0qJ(tdJf9E9KB}?9cp38U^*xu?@nd&!1l^{%@d)}jaD*z=X=H<$I zyY&6+h^95mpDla=-{dUpZexUh8?LuKHxnZn`|aXh-s0SO5kbpGN=w3^?aLPd(-6{3 zFzLKZ!3yZD<6QRrIa}u!W>^gO27%URiFUVRW=1vW6gt1Me9BF_)1}uWyk#osjXIff zVY%2;dV&Nx2dFsWZD_9i-OPsENAZr$gtC`%>eqm#apCH%mHA6MFNYXioDCJXWFL%P zv0h5|Gk_cQqDIux?_c-@qA0+ra))<(lE1{#2?TB3AE{dltcMg0i}0DdY9ec`5*O#e+tVeaP>^RFwGH6S;J< z0-nIdMI03wZJAs7hnPnQ<-64{8hH*%wQBvXy%xQ(5gOjtG`xo4IH-?4)&)v$?XU1#lsH}+F&5|X9v{@zgBtJkNAK@SaBX43B)rjZ zYA$FN7Dq@7X?Y8oMAXd>=_ah!*Q=U_31?9{L3i#c(hjbD`=!Hgv{4$}usa3f_p)x9 z9xH6(F~u(j{oy3&xz)E!YCD?=^O@x)vWmEa(v7u^@ohCjBfb0%>a5ymdns|nD!B!| zE%bP#CU0Yt^(-kDqnh^`s_Q@~sRAkbDJeR(3EQ!|Ev_dbfZsERsOAj|MNKy}7SJf6 zeMH|HyN5Y-mZ@8tM)dpPXu_p57JDWa!qpb}E8ITT7d38UxF%d>6+c}KkJE}Cex1W) z#Bk8O-aIb6w_xfX2j+P|Sj% z-$AI)12b*HTE8(*(ZwwDPqAYk?ip%H`Dv$U@qM)WER<4VOQ@e;DeXkmzuj7(oKm&k zockH!tu!`Wt*OXcwb_o`0@(QqI8C@%jVRl2$cYPQ#@>5vvip1Cqz~X@v8T6J<@Hnc zOtgX+vz#-!B7QNAM&R97YH=RhX;|accOfAyJ)7;ul$3G~7poi_0PStU%Esg1DID&t z0SzUk`%1-9LvlEc>J`W4BBi|gJKqV?w#o#=6{TgE)p+0TZe=EXIXwGDN4S#9T->(m zbY{_&RTV#|YNk15lEy$Wx=qgUps0qGPiT!MN zkbw8W6;83S^X>}xuSZz-!Fp6^CpJ^eYlfzZb+)c#ng56=cOuZ{hnM@v>+8#jFX;kE zj0Zt~5yR+}q-p(YCo~0qVfmmQ+dE-=mFa3#k+&W0)8s;B@$DJ^EO;_zpxG_UezZD| z54yGBky#;i;A!#X%k%nOGV8&E@ z%tT$8>t30}eSKsM3MI7o+hp=<(?DblM4mQw(MU-Tw#Fm4N*zArUhgzgHfgkYprq#5 z=3IZv!vrmImB(1ad9P~yL09mq|5`~-V81v6#vKml1)M%otzixrlb$;_D!#7|ozBi% zvQ0+;;3>gSVpX|p%ra-YAC`?UMZ&B;mfOEE%`PIa;V31Jdt{GQYELIl{crB~c#J2`xh|n3o98#mi~MKSQQc{9L@c8CV11)aZt#XJW_!C|62yD< z&4GkT?a!k=gyu26~ok<{j%Rd(>G%I;*4G9p&DWCf1F*N*?oC z{xz0keqe42>b~xxrjIt}v!0h$&4XBmOW2Ud9~@93B>mRYAUQ?m#Y60Oo=*Nmx9+Ga z8T&0IvOPef#$%S7e0-Fq7(4pgb{nrl4a8My>^oFDoOv4Grs7hr?$x0~Y5lXxm%K?7^ zaDDcS)90D1QTMDyw|5*qlap&tE1G*gLr z#~U>wx-YrAR#VWQ@UlnoU~A$0bSxv=9tzf&z-KHq?z;PGecmoPnGv@g=g$FoyB;gM z&tj;R-x18PxG`80k~z;Wo_%Y7maV;b`)5`MENcdFW1hIDvs}v4nD>!&X zdS3D>%I}eQaXF2lTD}kbDPhUGlxO!+%kSB-%(&>qvjp)dYt*sSzLA2G264Z=X=dhu zm9lPeo+3^^u5cf76-!j5gwA^+jj@jj8Xg_7vHpM-a*!0RUQ~FgDs}_5(_x$qVxE%v zg)^(u`{@}FB=gO$x0&&ZIEk)C@k*!>D!$p6YkAZ>_LrAtyA{u=W{u0{x9j-GE_!H6 z<%eM=Jn)K|yX)#eo-Dux~VQrj!!DsL7I_V$H#Pd0sA4W-JxM=tuT=EwQB zbQ!M`#_u^gq$}Kd;}qV^YcpQ`n&F~BhF8W-eE8$yX1?51mJ`2XQ&TTpl$MeH5*Rp& ztAZcP$%CWeE9kt0yu5uzDYl73cJseJIPGq;f8%rqUUv0WToxmp9^+t(4g5+@RZh@SsO9a3X#lo7Yn5vwDZ;bTZC9kyly!e;Uh5g{)~}4?Fpe#Oa|-(#b9WV! z)Il$xEvqpJv*e#oWiy{&&4_}p?5EvC$GAgsrOMA=xZv(u(Yo>WZ5@Ar>)j}qPx_TR zv#s^_Ao)C!7YIrsF^*o)(fi4z8g99~4DSb|O4JRzEKAJ^Q<2@3Hgb`H+Y@53_KK4d z=(|fs0vuJ>^M0U==>1u4_#JQCbu>yIlsnA?%Z>JL(2>-+3HiCf5RmLTl2z(HWY7L6 z-smIb_HAvx!uUTfv;znEfw%bFAc4L<6Da zx?wD-EX{jH{Wyt^mPV2Cmz}N+zRb^l&u*;Oc__}l6LxnV_m@-oU5UMNTM}K0Wxn;8 zyR!IM?7>vE*GhZ@YgG8}8sAd9L*B^#KD^Dz=|d>#~rtgKSYn?=BhOtv{-qLP-)n;KVRHXvvHxfpAaCj`yD zu`0x6sZRBEOMbeEp2ekjzcw>(q3OSW3XkiCNhxm8k2A{d$Io2!BNTFTNN=@on?2vD zQ><*T$XGBgMH@?G9AjB7(w@*5NGr9=ow$yVv(x)YevTl|;M(74Hoz=Na48KsOP~263mcixM~rDaS_U_KA}H$C3rgd&#Ti5gZ-w zBW0YYQ4;jAG8aDxKJnMp+6f*n+YUbw2XTd6lJx%-?>uGeAE|09!eOxA_#lasO)=z# zVJu;Hm8V2|Uui{WH{^wv?UUbk=jA%48ut%oq87hR(W)@H*M}`ju%k&=?_lc6f$Ff<4M|IXzXiMaA6KWN>@!aIwY1yJe=!v;L2#Jpx&|sW zxW2oyHfKB&)DBHH`c?FMh_$8t8|f}s=1*A}=Js103K0LF-^ymboDXmFk&t?&{h}4C z8x$Vf7PPG@zS`&apfwPYtRg(|VSK8>7t-vW6M{tNq&Td+t#My2ZiX(G4|GNiZ)w*R zbzjtDd|K>}ujNrI8`$lU3{wcnZc+UH{kui!etR@08Y(UPy+dh!bZ=>X@zz-~DwY6} zfBnl7(rXTtPVxM8B3{Vyoi8ZXWM4qZZh#V0Bp@0asy}GgZg>h$01V~gLib<*<>@@1 z?17)Wq7i~v7?`REd00=9lMJu(;e6!N^(4e`u!^Y^t=BdeH;>H^jRUnx4kGb&{b;vK zKt5aGSoNt2(I#|7w9}%$9ADbR!KsrT)ST*v!x*nrsC0^UuSK4w zekKt(ePQ0^Y>N?eIhkIkQH|1}f)6FcY9{7f;FM#}xh@{oqH zHsq~xU9fS2Zuhf^(>WX|mj$P6wSSCND2~OYNSNojwwK0DNA|h9cXHL*U;o4>CiPvZ zW?)lj`dd`er?eGV(oL6`2RWA3_C_#`ItvM}nYr17^RB<|nNGtSEMgEz@UHH)iPQ6y z=T1az9{XNg>dTk+^LI9HP4~x1tudYYo;+SOTWJq0GNRK@FZm~ZHg8MHkLWCs$gKTW z>AM=rZg0zPAB+x;_y-J%BOXM7dQXdKib30}&7fCZ$UV&I6an*{cI{;SV@q60gM!7P z${?`R%aJqeH%E{4puI0oWP4vNMO?*J&oWKgwF~ZgT6+F2W`1hGJTaHW6>1u9rk;m=~lx2tlk5Wb0u zEAWp6ye-QNUzr`#CI%AAdA(2DYQ}mNXrh;elkC|?XFV2f&V7J@7Z_%iH_swOK6x3h zK3)6$o_dN}o>Dr_<9dd>(Sl`Wr0YU~gLYna>>PW%=kFqWtsakUO$pvls8LJ%{DM*L zAqnIwnzpVsC11OIUJvh25=}Nrl*(ng-w0J%S)-RrcWYYtQ%J53Pu$Fh61VE&?R{SE(J|eY(Tnug z4YiP5jJJoxL~lrnEpsd7MIF2#7h8=lYT77saVI=0WHza~$!MX6!GEdF{f7RT(kC_N z{*glzS+Mj|P28;VA@4|s@XhUxhn6EX4k^<#_5J9f#NXB0GpE@cBKtEtBI706xjJ|) zcOE~c;B+mH!HV}l3zb5W6H6cNWCzQtTSz^ahVS*v`Bht#+YK2iV)^L8%5J^kjy(QbUqOZ9?X+9es6Di}DJexdid{&{O z6iFHo0UEbQN-@6j(@J&yw?nyn?z54_`t!lmT0^XZ;AHi`ZgQxS=5x+0#Kf3jBad9)UTcXNJ zs;&JBW5r%ECWN;sH(9{7I!{@`LrZLa>>Ki?`;O;9r6?Kyq_}&n14pt#4)q<~cPlPt z8W+U6g|)j^Y#ngI{!uQHo*n4;QAkcn82{BX6)J_I=38U4(+OLGmCwqtZCtM_bIShDtT)Qi!%^?OMG5u&*wMSOeo7Fja{xrc6GJhZ28ggAcbeB z%ct0ByrbGUoa+*6)?37E?Rs1thZ20$T`0*) zVUlC$<)mufjO5bjTj#2{lnU$JP*j(%Q6OmIzD!d#>t7dycA(wzc6aV)bcfXn2QXTf zWAG+DPF8070$jzAhqb&Jg24(9j#zBE{a-X94ct@^GJhXlH!ra@J6 zs&;P4%L|Xr>0sdC^jNMyzR}B!6me7;e~HN0u@TU5lu18CNpw6X%fM9X{ z^rStmap^Su((_x-eiZYMZ8u~VN%gBtc})4~_t(BoL`s{~=WkeaAN zFC+a~Dv%#c%rZ+E?SpD-`%GI@RB_v*`MjDFF&VsW@=T$I*lU-MG+*dybXci>?6s`?JOx?$rdxrlzydj1>lT@w>BpR#J7OT3* zh^H7(E`+DTascUG+d^N)ESSuQrZ{!sp5Hk5%5KG6*k+J3Ufj)QupZRU+kl3^edh5Q zmF+Jo;z?7`LZekaEMSly<;4Smr2)jrk~4?BMd{C!f&4xv>uJq#yh_yNaL@;F1|vf4 zKn=khaI{!>;sLg})7FnFgk}OcJFei9v-mdK&CpLeQd!8Nla7)90N|zDz=)G9u~n$L znR<5FB%k*9?O(6hW`IskW#}g4UxD18;O_TzFzqM0ghdYkN-Kw(q>mW0i~SSIEf?-z zG`t?gu8cyM{qip@Eu8^sIHEfU04h#L$P1%g{qhM!HLe#p8Rb1L-oV4(BY^h>)V|1m z7=I1uy?j7t<FEm;ULl8nZo>&WlD9HrCB{;HQV=zF_sWMK1ipk8wjTTU_9VV+an9Zwv@(lN;&rYb z{tI+#U@`4 z;x||Ts=Sw6y7R#y$5omn5Y7Vtmh+X2H{=fgIbea1rYE_1dt0ahAMWEY_SpIGpUbmIliVVuD?9vZ;m>{_CVgmByA@tBV1B1AtB*98(R~y=Z4D>w@n)uc7Y>HPP0j~184>*xVX4f zbKkfBW6ADZd`Wj*GUEc~NqYh1jx=D6yFN-pK1K=)3kzCy zU)@0=8`zC~*YCIQe7ttVUsr*@el)v>F+Si{&wd!8ZR}UkR10M1DzEykeR0N3czAdk zf|=pNxBWQrMtdZ8?V=8V{>in09M!l)huSuRmy>Z-d3h@s$>UbfQHcQqvWc@NPo0_t z>F}F68ll5|8A;$a`5oE-o1QKpK%(;|G&CzMO$IdN)po#8Dz~}0xl_kFm=o;)$lKZU zQ2xl;TJf@R0N=SzRI-=_{6(+pnEvk{y%>@V5DOcCM6flk0efR}6x@2@L--xtSU&yX zY+i9k(D{#>Pw}7Z?C9)_1{{F~0I|RisQpwEXXF2|zy6y&yw3AJdFeT$p-NC(31U0J z>q8#^&&cgy2UKT)JXoY{2|^2oA4o}n!%-4gFh2Uq3<_MM7hrqp>fLF*XGC;3PUJ?g z9dp1G=kcraJQ`V&;tQg>cM>W8*+k#yJ;5|@XKuDJ(9v7o=L8YTY6l>%Ph$ukjyuUNAWNx0d697i}v_u>y zub!{&HOlaA?1_v#>wof0seyK}0heK~E30~jxCwnP^JAbOccw}YKf4JSs6vU)kQo#( z8ELUJ@`+1Rb9LU($OztFTlhj+^@1nZUbBEkJ)*h!K@DJ1H1E$;xLL3X7;#&{q_Fjz z^_sflfrha$go1)%PR^f^^!{BILvk7*x)fcIPy6)-E1f$jREmi4psz#VRwl+YyZ}~z z&UhjOY&3Bf8Yg{lQCa@#A7lf04|C#TV-r|%8zcd^XcojCH8XQ_i~48D(k?D^)-+c! zr8;a0b>Ei7#;p;xFXrOj0eO%I7P!@^DJ&UbxT@iNeDf)y9l9I{X1zar2R@B{Gt&{m z9oZIY{?~?nL`ry?&lY>@_oz`nOWwX`iLv-r$2{QsG8raD=UuLZ$X%c^(3&a}gz5

    ").addClass(errClass).css("position", "absolute") - .css("top", el.offsetTop) - .css("left", el.offsetLeft) - // setting width can push out the page size, forcing otherwise - // unnecessary scrollbars to appear and making it impossible for - // the element to shrink; so use max-width instead - .css("maxWidth", el.offsetWidth) - .css("height", el.offsetHeight); - errorDiv.text(err.message); - $el.after(errorDiv); - - // Really dumb way to keep the size/position of the error in sync with - // the parent element as the window is resized or whatever. - var intId = setInterval(function() { - if (!errorDiv[0].parentElement) { - clearInterval(intId); - return; - } - errorDiv - .css("top", el.offsetTop) - .css("left", el.offsetLeft) - .css("maxWidth", el.offsetWidth) - .css("height", el.offsetHeight); - }, 500); - } - } - }, - clearError: function(el) { - var $el = $(el); - var display = $el.data("restore-display-mode"); - $el.data("restore-display-mode", null); - - if (display === "inline" || display === "inline-block") { - if (display) - $el.css("display", display); - $(el.nextSibling).filter(".htmlwidgets-error").remove(); - } else if (display === "block"){ - $el.css("visibility", "inherit"); - $(el.nextSibling).filter(".htmlwidgets-error").remove(); - } - }, - sizing: {} - }; - - // Called by widget bindings to register a new type of widget. The definition - // object can contain the following properties: - // - name (required) - A string indicating the binding name, which will be - // used by default as the CSS classname to look for. - // - initialize (optional) - A function(el) that will be called once per - // widget element; if a value is returned, it will be passed as the third - // value to renderValue. - // - renderValue (required) - A function(el, data, initValue) that will be - // called with data. Static contexts will cause this to be called once per - // element; Shiny apps will cause this to be called multiple times per - // element, as the data changes. - window.HTMLWidgets.widget = function(definition) { - if (!definition.name) { - throw new Error("Widget must have a name"); - } - if (!definition.type) { - throw new Error("Widget must have a type"); - } - // Currently we only support output widgets - if (definition.type !== "output") { - throw new Error("Unrecognized widget type '" + definition.type + "'"); - } - // TODO: Verify that .name is a valid CSS classname - - // Support new-style instance-bound definitions. Old-style class-bound - // definitions have one widget "object" per widget per type/class of - // widget; the renderValue and resize methods on such widget objects - // take el and instance arguments, because the widget object can't - // store them. New-style instance-bound definitions have one widget - // object per widget instance; the definition that's passed in doesn't - // provide renderValue or resize methods at all, just the single method - // factory(el, width, height) - // which returns an object that has renderValue(x) and resize(w, h). - // This enables a far more natural programming style for the widget - // author, who can store per-instance state using either OO-style - // instance fields or functional-style closure variables (I guess this - // is in contrast to what can only be called C-style pseudo-OO which is - // what we required before). - if (definition.factory) { - definition = createLegacyDefinitionAdapter(definition); - } - - if (!definition.renderValue) { - throw new Error("Widget must have a renderValue function"); - } - - // For static rendering (non-Shiny), use a simple widget registration - // scheme. We also use this scheme for Shiny apps/documents that also - // contain static widgets. - window.HTMLWidgets.widgets = window.HTMLWidgets.widgets || []; - // Merge defaults into the definition; don't mutate the original definition. - var staticBinding = extend({}, defaults, definition); - overrideMethod(staticBinding, "find", function(superfunc) { - return function(scope) { - var results = superfunc(scope); - // Filter out Shiny outputs, we only want the static kind - return filterByClass(results, "html-widget-output", false); - }; - }); - window.HTMLWidgets.widgets.push(staticBinding); - - if (shinyMode) { - // Shiny is running. Register the definition with an output binding. - // The definition itself will not be the output binding, instead - // we will make an output binding object that delegates to the - // definition. This is because we foolishly used the same method - // name (renderValue) for htmlwidgets definition and Shiny bindings - // but they actually have quite different semantics (the Shiny - // bindings receive data that includes lots of metadata that it - // strips off before calling htmlwidgets renderValue). We can't - // just ignore the difference because in some widgets it's helpful - // to call this.renderValue() from inside of resize(), and if - // we're not delegating, then that call will go to the Shiny - // version instead of the htmlwidgets version. - - // Merge defaults with definition, without mutating either. - var bindingDef = extend({}, defaults, definition); - - // This object will be our actual Shiny binding. - var shinyBinding = new Shiny.OutputBinding(); - - // With a few exceptions, we'll want to simply use the bindingDef's - // version of methods if they are available, otherwise fall back to - // Shiny's defaults. NOTE: If Shiny's output bindings gain additional - // methods in the future, and we want them to be overrideable by - // HTMLWidget binding definitions, then we'll need to add them to this - // list. - delegateMethod(shinyBinding, bindingDef, "getId"); - delegateMethod(shinyBinding, bindingDef, "onValueChange"); - delegateMethod(shinyBinding, bindingDef, "onValueError"); - delegateMethod(shinyBinding, bindingDef, "renderError"); - delegateMethod(shinyBinding, bindingDef, "clearError"); - delegateMethod(shinyBinding, bindingDef, "showProgress"); - - // The find, renderValue, and resize are handled differently, because we - // want to actually decorate the behavior of the bindingDef methods. - - shinyBinding.find = function(scope) { - var results = bindingDef.find(scope); - - // Only return elements that are Shiny outputs, not static ones - var dynamicResults = results.filter(".html-widget-output"); - - // It's possible that whatever caused Shiny to think there might be - // new dynamic outputs, also caused there to be new static outputs. - // Since there might be lots of different htmlwidgets bindings, we - // schedule execution for later--no need to staticRender multiple - // times. - if (results.length !== dynamicResults.length) - scheduleStaticRender(); - - return dynamicResults; - }; - - // Wrap renderValue to handle initialization, which unfortunately isn't - // supported natively by Shiny at the time of this writing. - - shinyBinding.renderValue = function(el, data) { - Shiny.renderDependencies(data.deps); - // Resolve strings marked as javascript literals to objects - if (!(data.evals instanceof Array)) data.evals = [data.evals]; - for (var i = 0; data.evals && i < data.evals.length; i++) { - window.HTMLWidgets.evaluateStringMember(data.x, data.evals[i]); - } - if (!bindingDef.renderOnNullValue) { - if (data.x === null) { - el.style.visibility = "hidden"; - return; - } else { - el.style.visibility = "inherit"; - } - } - if (!elementData(el, "initialized")) { - initSizing(el); - - elementData(el, "initialized", true); - if (bindingDef.initialize) { - var rect = el.getBoundingClientRect(); - var result = bindingDef.initialize(el, rect.width, rect.height); - elementData(el, "init_result", result); - } - } - bindingDef.renderValue(el, data.x, elementData(el, "init_result")); - evalAndRun(data.jsHooks.render, elementData(el, "init_result"), [el, data.x]); - }; - - // Only override resize if bindingDef implements it - if (bindingDef.resize) { - shinyBinding.resize = function(el, width, height) { - // Shiny can call resize before initialize/renderValue have been - // called, which doesn't make sense for widgets. - if (elementData(el, "initialized")) { - bindingDef.resize(el, width, height, elementData(el, "init_result")); - } - }; - } - - Shiny.outputBindings.register(shinyBinding, bindingDef.name); - } - }; - - var scheduleStaticRenderTimerId = null; - function scheduleStaticRender() { - if (!scheduleStaticRenderTimerId) { - scheduleStaticRenderTimerId = setTimeout(function() { - scheduleStaticRenderTimerId = null; - window.HTMLWidgets.staticRender(); - }, 1); - } - } - - // Render static widgets after the document finishes loading - // Statically render all elements that are of this widget's class - window.HTMLWidgets.staticRender = function() { - var bindings = window.HTMLWidgets.widgets || []; - forEach(bindings, function(binding) { - var matches = binding.find(document.documentElement); - forEach(matches, function(el) { - var sizeObj = initSizing(el, binding); - - var getSize = function(el) { - if (sizeObj) { - return {w: sizeObj.getWidth(), h: sizeObj.getHeight()} - } else { - var rect = el.getBoundingClientRect(); - return {w: rect.width, h: rect.height} - } - }; - - if (hasClass(el, "html-widget-static-bound")) - return; - el.className = el.className + " html-widget-static-bound"; - - var initResult; - if (binding.initialize) { - var size = getSize(el); - initResult = binding.initialize(el, size.w, size.h); - elementData(el, "init_result", initResult); - } - - if (binding.resize) { - var lastSize = getSize(el); - var resizeHandler = function(e) { - var size = getSize(el); - if (size.w === 0 && size.h === 0) - return; - if (size.w === lastSize.w && size.h === lastSize.h) - return; - lastSize = size; - binding.resize(el, size.w, size.h, initResult); - }; - - on(window, "resize", resizeHandler); - - // This is needed for cases where we're running in a Shiny - // app, but the widget itself is not a Shiny output, but - // rather a simple static widget. One example of this is - // an rmarkdown document that has runtime:shiny and widget - // that isn't in a render function. Shiny only knows to - // call resize handlers for Shiny outputs, not for static - // widgets, so we do it ourselves. - if (window.jQuery) { - window.jQuery(document).on( - "shown.htmlwidgets shown.bs.tab.htmlwidgets shown.bs.collapse.htmlwidgets", - resizeHandler - ); - window.jQuery(document).on( - "hidden.htmlwidgets hidden.bs.tab.htmlwidgets hidden.bs.collapse.htmlwidgets", - resizeHandler - ); - } - - // This is needed for the specific case of ioslides, which - // flips slides between display:none and display:block. - // Ideally we would not have to have ioslide-specific code - // here, but rather have ioslides raise a generic event, - // but the rmarkdown package just went to CRAN so the - // window to getting that fixed may be long. - if (window.addEventListener) { - // It's OK to limit this to window.addEventListener - // browsers because ioslides itself only supports - // such browsers. - on(document, "slideenter", resizeHandler); - on(document, "slideleave", resizeHandler); - } - } - - var scriptData = document.querySelector("script[data-for='" + el.id + "'][type='application/json']"); - if (scriptData) { - var data = JSON.parse(scriptData.textContent || scriptData.text); - // Resolve strings marked as javascript literals to objects - if (!(data.evals instanceof Array)) data.evals = [data.evals]; - for (var k = 0; data.evals && k < data.evals.length; k++) { - window.HTMLWidgets.evaluateStringMember(data.x, data.evals[k]); - } - binding.renderValue(el, data.x, initResult); - evalAndRun(data.jsHooks.render, initResult, [el, data.x]); - } - }); - }); - - invokePostRenderHandlers(); - } - - - function has_jQuery3() { - if (!window.jQuery) { - return false; - } - var $version = window.jQuery.fn.jquery; - var $major_version = parseInt($version.split(".")[0]); - return $major_version >= 3; - } - - /* - / Shiny 1.4 bumped jQuery from 1.x to 3.x which means jQuery's - / on-ready handler (i.e., $(fn)) is now asyncronous (i.e., it now - / really means $(setTimeout(fn)). - / https://jquery.com/upgrade-guide/3.0/#breaking-change-document-ready-handlers-are-now-asynchronous - / - / Since Shiny uses $() to schedule initShiny, shiny>=1.4 calls initShiny - / one tick later than it did before, which means staticRender() is - / called renderValue() earlier than (advanced) widget authors might be expecting. - / https://github.com/rstudio/shiny/issues/2630 - / - / For a concrete example, leaflet has some methods (e.g., updateBounds) - / which reference Shiny methods registered in initShiny (e.g., setInputValue). - / Since leaflet is privy to this life-cycle, it knows to use setTimeout() to - / delay execution of those methods (until Shiny methods are ready) - / https://github.com/rstudio/leaflet/blob/18ec981/javascript/src/index.js#L266-L268 - / - / Ideally widget authors wouldn't need to use this setTimeout() hack that - / leaflet uses to call Shiny methods on a staticRender(). In the long run, - / the logic initShiny should be broken up so that method registration happens - / right away, but binding happens later. - */ - function maybeStaticRenderLater() { - if (shinyMode && has_jQuery3()) { - window.jQuery(window.HTMLWidgets.staticRender); - } else { - window.HTMLWidgets.staticRender(); - } - } - - if (document.addEventListener) { - document.addEventListener("DOMContentLoaded", function() { - document.removeEventListener("DOMContentLoaded", arguments.callee, false); - maybeStaticRenderLater(); - }, false); - } else if (document.attachEvent) { - document.attachEvent("onreadystatechange", function() { - if (document.readyState === "complete") { - document.detachEvent("onreadystatechange", arguments.callee); - maybeStaticRenderLater(); - } - }); - } - - - window.HTMLWidgets.getAttachmentUrl = function(depname, key) { - // If no key, default to the first item - if (typeof(key) === "undefined") - key = 1; - - var link = document.getElementById(depname + "-" + key + "-attachment"); - if (!link) { - throw new Error("Attachment " + depname + "/" + key + " not found in document"); - } - return link.getAttribute("href"); - }; - - window.HTMLWidgets.dataframeToD3 = function(df) { - var names = []; - var length; - for (var name in df) { - if (df.hasOwnProperty(name)) - names.push(name); - if (typeof(df[name]) !== "object" || typeof(df[name].length) === "undefined") { - throw new Error("All fields must be arrays"); - } else if (typeof(length) !== "undefined" && length !== df[name].length) { - throw new Error("All fields must be arrays of the same length"); - } - length = df[name].length; - } - var results = []; - var item; - for (var row = 0; row < length; row++) { - item = {}; - for (var col = 0; col < names.length; col++) { - item[names[col]] = df[names[col]][row]; - } - results.push(item); - } - return results; - }; - - window.HTMLWidgets.transposeArray2D = function(array) { - if (array.length === 0) return array; - var newArray = array[0].map(function(col, i) { - return array.map(function(row) { - return row[i] - }) - }); - return newArray; - }; - // Split value at splitChar, but allow splitChar to be escaped - // using escapeChar. Any other characters escaped by escapeChar - // will be included as usual (including escapeChar itself). - function splitWithEscape(value, splitChar, escapeChar) { - var results = []; - var escapeMode = false; - var currentResult = ""; - for (var pos = 0; pos < value.length; pos++) { - if (!escapeMode) { - if (value[pos] === splitChar) { - results.push(currentResult); - currentResult = ""; - } else if (value[pos] === escapeChar) { - escapeMode = true; - } else { - currentResult += value[pos]; - } - } else { - currentResult += value[pos]; - escapeMode = false; - } - } - if (currentResult !== "") { - results.push(currentResult); - } - return results; - } - // Function authored by Yihui/JJ Allaire - window.HTMLWidgets.evaluateStringMember = function(o, member) { - var parts = splitWithEscape(member, '.', '\\'); - for (var i = 0, l = parts.length; i < l; i++) { - var part = parts[i]; - // part may be a character or 'numeric' member name - if (o !== null && typeof o === "object" && part in o) { - if (i == (l - 1)) { // if we are at the end of the line then evalulate - if (typeof o[part] === "string") - o[part] = tryEval(o[part]); - } else { // otherwise continue to next embedded object - o = o[part]; - } - } - } - }; - - // Retrieve the HTMLWidget instance (i.e. the return value of an - // HTMLWidget binding's initialize() or factory() function) - // associated with an element, or null if none. - window.HTMLWidgets.getInstance = function(el) { - return elementData(el, "init_result"); - }; - - // Finds the first element in the scope that matches the selector, - // and returns the HTMLWidget instance (i.e. the return value of - // an HTMLWidget binding's initialize() or factory() function) - // associated with that element, if any. If no element matches the - // selector, or the first matching element has no HTMLWidget - // instance associated with it, then null is returned. - // - // The scope argument is optional, and defaults to window.document. - window.HTMLWidgets.find = function(scope, selector) { - if (arguments.length == 1) { - selector = scope; - scope = document; - } - - var el = scope.querySelector(selector); - if (el === null) { - return null; - } else { - return window.HTMLWidgets.getInstance(el); - } - }; - - // Finds all elements in the scope that match the selector, and - // returns the HTMLWidget instances (i.e. the return values of - // an HTMLWidget binding's initialize() or factory() function) - // associated with the elements, in an array. If elements that - // match the selector don't have an associated HTMLWidget - // instance, the returned array will contain nulls. - // - // The scope argument is optional, and defaults to window.document. - window.HTMLWidgets.findAll = function(scope, selector) { - if (arguments.length == 1) { - selector = scope; - scope = document; - } - - var nodes = scope.querySelectorAll(selector); - var results = []; - for (var i = 0; i < nodes.length; i++) { - results.push(window.HTMLWidgets.getInstance(nodes[i])); - } - return results; - }; - - var postRenderHandlers = []; - function invokePostRenderHandlers() { - while (postRenderHandlers.length) { - var handler = postRenderHandlers.shift(); - if (handler) { - handler(); - } - } - } - - // Register the given callback function to be invoked after the - // next time static widgets are rendered. - window.HTMLWidgets.addPostRenderHandler = function(callback) { - postRenderHandlers.push(callback); - }; - - // Takes a new-style instance-bound definition, and returns an - // old-style class-bound definition. This saves us from having - // to rewrite all the logic in this file to accomodate both - // types of definitions. - function createLegacyDefinitionAdapter(defn) { - var result = { - name: defn.name, - type: defn.type, - initialize: function(el, width, height) { - return defn.factory(el, width, height); - }, - renderValue: function(el, x, instance) { - return instance.renderValue(x); - }, - resize: function(el, width, height, instance) { - return instance.resize(width, height); - } - }; - - if (defn.find) - result.find = defn.find; - if (defn.renderError) - result.renderError = defn.renderError; - if (defn.clearError) - result.clearError = defn.clearError; - - return result; - } -})(); diff --git a/site_libs/plotly-binding-4.10.1/plotly.js b/site_libs/plotly-binding-4.10.1/plotly.js deleted file mode 100644 index 1155269d3..000000000 --- a/site_libs/plotly-binding-4.10.1/plotly.js +++ /dev/null @@ -1,939 +0,0 @@ - -HTMLWidgets.widget({ - name: "plotly", - type: "output", - - initialize: function(el, width, height) { - return {}; - }, - - resize: function(el, width, height, instance) { - if (instance.autosize) { - var width = instance.width || width; - var height = instance.height || height; - Plotly.relayout(el.id, {width: width, height: height}); - } - }, - - renderValue: function(el, x, instance) { - - // Plotly.relayout() mutates the plot input object, so make sure to - // keep a reference to the user-supplied width/height *before* - // we call Plotly.plot(); - var lay = x.layout || {}; - instance.width = lay.width; - instance.height = lay.height; - instance.autosize = lay.autosize || true; - - /* - / 'inform the world' about highlighting options this is so other - / crosstalk libraries have a chance to respond to special settings - / such as persistent selection. - / AFAIK, leaflet is the only library with such intergration - / https://github.com/rstudio/leaflet/pull/346/files#diff-ad0c2d51ce5fdf8c90c7395b102f4265R154 - */ - var ctConfig = crosstalk.var('plotlyCrosstalkOpts').set(x.highlight); - - if (typeof(window) !== "undefined") { - // make sure plots don't get created outside the network (for on-prem) - window.PLOTLYENV = window.PLOTLYENV || {}; - window.PLOTLYENV.BASE_URL = x.base_url; - - // Enable persistent selection when shift key is down - // https://stackoverflow.com/questions/1828613/check-if-a-key-is-down - var persistOnShift = function(e) { - if (!e) window.event; - if (e.shiftKey) { - x.highlight.persistent = true; - x.highlight.persistentShift = true; - } else { - x.highlight.persistent = false; - x.highlight.persistentShift = false; - } - }; - - // Only relevant if we haven't forced persistent mode at command line - if (!x.highlight.persistent) { - window.onmousemove = persistOnShift; - } - } - - var graphDiv = document.getElementById(el.id); - - // TODO: move the control panel injection strategy inside here... - HTMLWidgets.addPostRenderHandler(function() { - - // lower the z-index of the modebar to prevent it from highjacking hover - // (TODO: do this via CSS?) - // https://github.com/ropensci/plotly/issues/956 - // https://www.w3schools.com/jsref/prop_style_zindex.asp - var modebars = document.querySelectorAll(".js-plotly-plot .plotly .modebar"); - for (var i = 0; i < modebars.length; i++) { - modebars[i].style.zIndex = 1; - } - }); - - // inject a "control panel" holding selectize/dynamic color widget(s) - if ((x.selectize || x.highlight.dynamic) && !instance.plotly) { - var flex = document.createElement("div"); - flex.class = "plotly-crosstalk-control-panel"; - flex.style = "display: flex; flex-wrap: wrap"; - - // inject the colourpicker HTML container into the flexbox - if (x.highlight.dynamic) { - var pickerDiv = document.createElement("div"); - - var pickerInput = document.createElement("input"); - pickerInput.id = el.id + "-colourpicker"; - pickerInput.placeholder = "asdasd"; - - var pickerLabel = document.createElement("label"); - pickerLabel.for = pickerInput.id; - pickerLabel.innerHTML = "Brush color  "; - - pickerDiv.appendChild(pickerLabel); - pickerDiv.appendChild(pickerInput); - flex.appendChild(pickerDiv); - } - - // inject selectize HTML containers (one for every crosstalk group) - if (x.selectize) { - var ids = Object.keys(x.selectize); - - for (var i = 0; i < ids.length; i++) { - var container = document.createElement("div"); - container.id = ids[i]; - container.style = "width: 80%; height: 10%"; - container.class = "form-group crosstalk-input-plotly-highlight"; - - var label = document.createElement("label"); - label.for = ids[i]; - label.innerHTML = x.selectize[ids[i]].group; - label.class = "control-label"; - - var selectDiv = document.createElement("div"); - var select = document.createElement("select"); - select.multiple = true; - - selectDiv.appendChild(select); - container.appendChild(label); - container.appendChild(selectDiv); - flex.appendChild(container); - } - } - - // finally, insert the flexbox inside the htmlwidget container, - // but before the plotly graph div - graphDiv.parentElement.insertBefore(flex, graphDiv); - - if (x.highlight.dynamic) { - var picker = $("#" + pickerInput.id); - var colors = x.highlight.color || []; - // TODO: let users specify options? - var opts = { - value: colors[0], - showColour: "both", - palette: "limited", - allowedCols: colors.join(" "), - width: "20%", - height: "10%" - }; - picker.colourpicker({changeDelay: 0}); - picker.colourpicker("settings", opts); - picker.colourpicker("value", opts.value); - // inform crosstalk about a change in the current selection colour - var grps = x.highlight.ctGroups || []; - for (var i = 0; i < grps.length; i++) { - crosstalk.group(grps[i]).var('plotlySelectionColour') - .set(picker.colourpicker('value')); - } - picker.on("change", function() { - for (var i = 0; i < grps.length; i++) { - crosstalk.group(grps[i]).var('plotlySelectionColour') - .set(picker.colourpicker('value')); - } - }); - } - } - - // if no plot exists yet, create one with a particular configuration - if (!instance.plotly) { - - var plot = Plotly.newPlot(graphDiv, x); - instance.plotly = true; - - } else if (x.layout.transition) { - - var plot = Plotly.react(graphDiv, x); - - } else { - - // this is essentially equivalent to Plotly.newPlot(), but avoids creating - // a new webgl context - // https://github.com/plotly/plotly.js/blob/2b24f9def901831e61282076cf3f835598d56f0e/src/plot_api/plot_api.js#L531-L532 - - // TODO: restore crosstalk selections? - Plotly.purge(graphDiv); - // TODO: why is this necessary to get crosstalk working? - graphDiv.data = undefined; - graphDiv.layout = undefined; - var plot = Plotly.newPlot(graphDiv, x); - } - - // Trigger plotly.js calls defined via `plotlyProxy()` - plot.then(function() { - if (HTMLWidgets.shinyMode) { - Shiny.addCustomMessageHandler("plotly-calls", function(msg) { - var gd = document.getElementById(msg.id); - if (!gd) { - throw new Error("Couldn't find plotly graph with id: " + msg.id); - } - // This isn't an official plotly.js method, but it's the only current way to - // change just the configuration of a plot - // https://community.plot.ly/t/update-config-function/9057 - if (msg.method == "reconfig") { - Plotly.react(gd, gd.data, gd.layout, msg.args); - return; - } - if (!Plotly[msg.method]) { - throw new Error("Unknown method " + msg.method); - } - var args = [gd].concat(msg.args); - Plotly[msg.method].apply(null, args); - }); - } - - // plotly's mapbox API doesn't currently support setting bounding boxes - // https://www.mapbox.com/mapbox-gl-js/example/fitbounds/ - // so we do this manually... - // TODO: make sure this triggers on a redraw and relayout as well as on initial draw - var mapboxIDs = graphDiv._fullLayout._subplots.mapbox || []; - for (var i = 0; i < mapboxIDs.length; i++) { - var id = mapboxIDs[i]; - var mapOpts = x.layout[id] || {}; - var args = mapOpts._fitBounds || {}; - if (!args) { - continue; - } - var mapObj = graphDiv._fullLayout[id]._subplot.map; - mapObj.fitBounds(args.bounds, args.options); - } - - }); - - // Attach attributes (e.g., "key", "z") to plotly event data - function eventDataWithKey(eventData) { - if (eventData === undefined || !eventData.hasOwnProperty("points")) { - return null; - } - return eventData.points.map(function(pt) { - var obj = { - curveNumber: pt.curveNumber, - pointNumber: pt.pointNumber, - x: pt.x, - y: pt.y - }; - - // If 'z' is reported with the event data, then use it! - if (pt.hasOwnProperty("z")) { - obj.z = pt.z; - } - - if (pt.hasOwnProperty("customdata")) { - obj.customdata = pt.customdata; - } - - /* - TL;DR: (I think) we have to select the graph div (again) to attach keys... - - Why? Remember that crosstalk will dynamically add/delete traces - (see traceManager.prototype.updateSelection() below) - For this reason, we can't simply grab keys from x.data (like we did previously) - Moreover, we can't use _fullData, since that doesn't include - unofficial attributes. It's true that click/hover events fire with - pt.data, but drag events don't... - */ - var gd = document.getElementById(el.id); - var trace = gd.data[pt.curveNumber]; - - if (!trace._isSimpleKey) { - var attrsToAttach = ["key"]; - } else { - // simple keys fire the whole key - obj.key = trace.key; - var attrsToAttach = []; - } - - for (var i = 0; i < attrsToAttach.length; i++) { - var attr = trace[attrsToAttach[i]]; - if (Array.isArray(attr)) { - if (typeof pt.pointNumber === "number") { - obj[attrsToAttach[i]] = attr[pt.pointNumber]; - } else if (Array.isArray(pt.pointNumber)) { - obj[attrsToAttach[i]] = attr[pt.pointNumber[0]][pt.pointNumber[1]]; - } else if (Array.isArray(pt.pointNumbers)) { - obj[attrsToAttach[i]] = pt.pointNumbers.map(function(idx) { return attr[idx]; }); - } - } - } - return obj; - }); - } - - - var legendEventData = function(d) { - // if legendgroup is not relevant just return the trace - var trace = d.data[d.curveNumber]; - if (!trace.legendgroup) return trace; - - // if legendgroup was specified, return all traces that match the group - var legendgrps = d.data.map(function(trace){ return trace.legendgroup; }); - var traces = []; - for (i = 0; i < legendgrps.length; i++) { - if (legendgrps[i] == trace.legendgroup) { - traces.push(d.data[i]); - } - } - - return traces; - }; - - - // send user input event data to shiny - if (HTMLWidgets.shinyMode && Shiny.setInputValue) { - - // Some events clear other input values - // TODO: always register these? - var eventClearMap = { - plotly_deselect: ["plotly_selected", "plotly_selecting", "plotly_brushed", "plotly_brushing", "plotly_click"], - plotly_unhover: ["plotly_hover"], - plotly_doubleclick: ["plotly_click"] - }; - - Object.keys(eventClearMap).map(function(evt) { - graphDiv.on(evt, function() { - var inputsToClear = eventClearMap[evt]; - inputsToClear.map(function(input) { - Shiny.setInputValue(input + "-" + x.source, null, {priority: "event"}); - }); - }); - }); - - var eventDataFunctionMap = { - plotly_click: eventDataWithKey, - plotly_sunburstclick: eventDataWithKey, - plotly_hover: eventDataWithKey, - plotly_unhover: eventDataWithKey, - // If 'plotly_selected' has already been fired, and you click - // on the plot afterwards, this event fires `undefined`?!? - // That might be considered a plotly.js bug, but it doesn't make - // sense for this input change to occur if `d` is falsy because, - // even in the empty selection case, `d` is truthy (an object), - // and the 'plotly_deselect' event will reset this input - plotly_selected: function(d) { if (d) { return eventDataWithKey(d); } }, - plotly_selecting: function(d) { if (d) { return eventDataWithKey(d); } }, - plotly_brushed: function(d) { - if (d) { return d.range ? d.range : d.lassoPoints; } - }, - plotly_brushing: function(d) { - if (d) { return d.range ? d.range : d.lassoPoints; } - }, - plotly_legendclick: legendEventData, - plotly_legenddoubleclick: legendEventData, - plotly_clickannotation: function(d) { return d.fullAnnotation } - }; - - var registerShinyValue = function(event) { - var eventDataPreProcessor = eventDataFunctionMap[event] || function(d) { return d ? d : el.id }; - // some events are unique to the R package - var plotlyJSevent = (event == "plotly_brushed") ? "plotly_selected" : (event == "plotly_brushing") ? "plotly_selecting" : event; - // register the event - graphDiv.on(plotlyJSevent, function(d) { - Shiny.setInputValue( - event + "-" + x.source, - JSON.stringify(eventDataPreProcessor(d)), - {priority: "event"} - ); - }); - } - - var shinyEvents = x.shinyEvents || []; - shinyEvents.map(registerShinyValue); - } - - // Given an array of {curveNumber: x, pointNumber: y} objects, - // return a hash of { - // set1: {value: [key1, key2, ...], _isSimpleKey: false}, - // set2: {value: [key3, key4, ...], _isSimpleKey: false} - // } - function pointsToKeys(points) { - var keysBySet = {}; - for (var i = 0; i < points.length; i++) { - - var trace = graphDiv.data[points[i].curveNumber]; - if (!trace.key || !trace.set) { - continue; - } - - // set defaults for this keySet - // note that we don't track the nested property (yet) since we always - // emit the union -- http://cpsievert.github.io/talks/20161212b/#21 - keysBySet[trace.set] = keysBySet[trace.set] || { - value: [], - _isSimpleKey: trace._isSimpleKey - }; - - // Use pointNumber by default, but aggregated traces should emit pointNumbers - var ptNum = points[i].pointNumber; - var hasPtNum = typeof ptNum === "number"; - var ptNum = hasPtNum ? ptNum : points[i].pointNumbers; - - // selecting a point of a "simple" trace means: select the - // entire key attached to this trace, which is useful for, - // say clicking on a fitted line to select corresponding observations - var key = trace._isSimpleKey ? trace.key : Array.isArray(ptNum) ? ptNum.map(function(idx) { return trace.key[idx]; }) : trace.key[ptNum]; - // http://stackoverflow.com/questions/10865025/merge-flatten-an-array-of-arrays-in-javascript - var keyFlat = trace._isNestedKey ? [].concat.apply([], key) : key; - - // TODO: better to only add new values? - keysBySet[trace.set].value = keysBySet[trace.set].value.concat(keyFlat); - } - - return keysBySet; - } - - - x.highlight.color = x.highlight.color || []; - // make sure highlight color is an array - if (!Array.isArray(x.highlight.color)) { - x.highlight.color = [x.highlight.color]; - } - - var traceManager = new TraceManager(graphDiv, x.highlight); - - // Gather all *unique* sets. - var allSets = []; - for (var curveIdx = 0; curveIdx < x.data.length; curveIdx++) { - var newSet = x.data[curveIdx].set; - if (newSet) { - if (allSets.indexOf(newSet) === -1) { - allSets.push(newSet); - } - } - } - - // register event listeners for all sets - for (var i = 0; i < allSets.length; i++) { - - var set = allSets[i]; - var selection = new crosstalk.SelectionHandle(set); - var filter = new crosstalk.FilterHandle(set); - - var filterChange = function(e) { - removeBrush(el); - traceManager.updateFilter(set, e.value); - }; - filter.on("change", filterChange); - - - var selectionChange = function(e) { - - // Workaround for 'plotly_selected' now firing previously selected - // points (in addition to new ones) when holding shift key. In our case, - // we just want the new keys - if (x.highlight.on === "plotly_selected" && x.highlight.persistentShift) { - // https://stackoverflow.com/questions/1187518/how-to-get-the-difference-between-two-arrays-in-javascript - Array.prototype.diff = function(a) { - return this.filter(function(i) {return a.indexOf(i) < 0;}); - }; - e.value = e.value.diff(e.oldValue); - } - - // array of "event objects" tracking the selection history - // this is used to avoid adding redundant selections - var selectionHistory = crosstalk.var("plotlySelectionHistory").get() || []; - - // Construct an event object "defining" the current event. - var event = { - receiverID: traceManager.gd.id, - plotlySelectionColour: crosstalk.group(set).var("plotlySelectionColour").get() - }; - event[set] = e.value; - // TODO: is there a smarter way to check object equality? - if (selectionHistory.length > 0) { - var ev = JSON.stringify(event); - for (var i = 0; i < selectionHistory.length; i++) { - var sel = JSON.stringify(selectionHistory[i]); - if (sel == ev) { - return; - } - } - } - - // accumulate history for persistent selection - if (!x.highlight.persistent) { - selectionHistory = [event]; - } else { - selectionHistory.push(event); - } - crosstalk.var("plotlySelectionHistory").set(selectionHistory); - - // do the actual updating of traces, frames, and the selectize widget - traceManager.updateSelection(set, e.value); - // https://github.com/selectize/selectize.js/blob/master/docs/api.md#methods_items - if (x.selectize) { - if (!x.highlight.persistent || e.value === null) { - selectize.clear(true); - } - selectize.addItems(e.value, true); - selectize.close(); - } - } - selection.on("change", selectionChange); - - // Set a crosstalk variable selection value, triggering an update - var turnOn = function(e) { - if (e) { - var selectedKeys = pointsToKeys(e.points); - // Keys are group names, values are array of selected keys from group. - for (var set in selectedKeys) { - if (selectedKeys.hasOwnProperty(set)) { - selection.set(selectedKeys[set].value, {sender: el}); - } - } - } - }; - if (x.highlight.debounce > 0) { - turnOn = debounce(turnOn, x.highlight.debounce); - } - graphDiv.on(x.highlight.on, turnOn); - - graphDiv.on(x.highlight.off, function turnOff(e) { - // remove any visual clues - removeBrush(el); - // remove any selection history - crosstalk.var("plotlySelectionHistory").set(null); - // trigger the actual removal of selection traces - selection.set(null, {sender: el}); - }); - - // register a callback for selectize so that there is bi-directional - // communication between the widget and direct manipulation events - if (x.selectize) { - var selectizeID = Object.keys(x.selectize)[i]; - var items = x.selectize[selectizeID].items; - var first = [{value: "", label: "(All)"}]; - var opts = { - options: first.concat(items), - searchField: "label", - valueField: "value", - labelField: "label", - maxItems: 50 - }; - var select = $("#" + selectizeID).find("select")[0]; - var selectize = $(select).selectize(opts)[0].selectize; - // NOTE: this callback is triggered when *directly* altering - // dropdown items - selectize.on("change", function() { - var currentItems = traceManager.groupSelections[set] || []; - if (!x.highlight.persistent) { - removeBrush(el); - for (var i = 0; i < currentItems.length; i++) { - selectize.removeItem(currentItems[i], true); - } - } - var newItems = selectize.items.filter(function(idx) { - return currentItems.indexOf(idx) < 0; - }); - if (newItems.length > 0) { - traceManager.updateSelection(set, newItems); - } else { - // Item has been removed... - // TODO: this logic won't work for dynamically changing palette - traceManager.updateSelection(set, null); - traceManager.updateSelection(set, selectize.items); - } - }); - } - } // end of selectionChange - - } // end of renderValue -}); // end of widget definition - -/** - * @param graphDiv The Plotly graph div - * @param highlight An object with options for updating selection(s) - */ -function TraceManager(graphDiv, highlight) { - // The Plotly graph div - this.gd = graphDiv; - - // Preserve the original data. - // TODO: try using Lib.extendFlat() as done in - // https://github.com/plotly/plotly.js/pull/1136 - this.origData = JSON.parse(JSON.stringify(graphDiv.data)); - - // avoid doing this over and over - this.origOpacity = []; - for (var i = 0; i < this.origData.length; i++) { - this.origOpacity[i] = this.origData[i].opacity === 0 ? 0 : (this.origData[i].opacity || 1); - } - - // key: group name, value: null or array of keys representing the - // most recently received selection for that group. - this.groupSelections = {}; - - // selection parameters (e.g., transient versus persistent selection) - this.highlight = highlight; -} - -TraceManager.prototype.close = function() { - // TODO: Unhook all event handlers -}; - -TraceManager.prototype.updateFilter = function(group, keys) { - - if (typeof(keys) === "undefined" || keys === null) { - - this.gd.data = JSON.parse(JSON.stringify(this.origData)); - - } else { - - var traces = []; - for (var i = 0; i < this.origData.length; i++) { - var trace = this.origData[i]; - if (!trace.key || trace.set !== group) { - continue; - } - var matchFunc = getMatchFunc(trace); - var matches = matchFunc(trace.key, keys); - - if (matches.length > 0) { - if (!trace._isSimpleKey) { - // subsetArrayAttrs doesn't mutate trace (it makes a modified clone) - trace = subsetArrayAttrs(trace, matches); - } - traces.push(trace); - } - } - this.gd.data = traces; - } - - Plotly.redraw(this.gd); - - // NOTE: we purposely do _not_ restore selection(s), since on filter, - // axis likely will update, changing the pixel -> data mapping, leading - // to a likely mismatch in the brush outline and highlighted marks - -}; - -TraceManager.prototype.updateSelection = function(group, keys) { - - if (keys !== null && !Array.isArray(keys)) { - throw new Error("Invalid keys argument; null or array expected"); - } - - // if selection has been cleared, or if this is transient - // selection, delete the "selection traces" - var nNewTraces = this.gd.data.length - this.origData.length; - if (keys === null || !this.highlight.persistent && nNewTraces > 0) { - var tracesToRemove = []; - for (var i = 0; i < this.gd.data.length; i++) { - if (this.gd.data[i]._isCrosstalkTrace) tracesToRemove.push(i); - } - Plotly.deleteTraces(this.gd, tracesToRemove); - this.groupSelections[group] = keys; - } else { - // add to the groupSelection, rather than overwriting it - // TODO: can this be removed? - this.groupSelections[group] = this.groupSelections[group] || []; - for (var i = 0; i < keys.length; i++) { - var k = keys[i]; - if (this.groupSelections[group].indexOf(k) < 0) { - this.groupSelections[group].push(k); - } - } - } - - if (keys === null) { - - Plotly.restyle(this.gd, {"opacity": this.origOpacity}); - - } else if (keys.length >= 1) { - - // placeholder for new "selection traces" - var traces = []; - // this variable is set in R/highlight.R - var selectionColour = crosstalk.group(group).var("plotlySelectionColour").get() || - this.highlight.color[0]; - - for (var i = 0; i < this.origData.length; i++) { - // TODO: try using Lib.extendFlat() as done in - // https://github.com/plotly/plotly.js/pull/1136 - var trace = JSON.parse(JSON.stringify(this.gd.data[i])); - if (!trace.key || trace.set !== group) { - continue; - } - // Get sorted array of matching indices in trace.key - var matchFunc = getMatchFunc(trace); - var matches = matchFunc(trace.key, keys); - - if (matches.length > 0) { - // If this is a "simple" key, that means select the entire trace - if (!trace._isSimpleKey) { - trace = subsetArrayAttrs(trace, matches); - } - // reach into the full trace object so we can properly reflect the - // selection attributes in every view - var d = this.gd._fullData[i]; - - /* - / Recursively inherit selection attributes from various sources, - / in order of preference: - / (1) official plotly.js selected attribute - / (2) highlight(selected = attrs_selected(...)) - */ - // TODO: it would be neat to have a dropdown to dynamically specify these! - $.extend(true, trace, this.highlight.selected); - - // if it is defined, override color with the "dynamic brush color"" - if (d.marker) { - trace.marker = trace.marker || {}; - trace.marker.color = selectionColour || trace.marker.color || d.marker.color; - } - if (d.line) { - trace.line = trace.line || {}; - trace.line.color = selectionColour || trace.line.color || d.line.color; - } - if (d.textfont) { - trace.textfont = trace.textfont || {}; - trace.textfont.color = selectionColour || trace.textfont.color || d.textfont.color; - } - if (d.fillcolor) { - // TODO: should selectionColour inherit alpha from the existing fillcolor? - trace.fillcolor = selectionColour || trace.fillcolor || d.fillcolor; - } - // attach a sensible name/legendgroup - trace.name = trace.name || keys.join("
    "); - trace.legendgroup = trace.legendgroup || keys.join("
    "); - - // keep track of mapping between this new trace and the trace it targets - // (necessary for updating frames to reflect the selection traces) - trace._originalIndex = i; - trace._newIndex = this.gd._fullData.length + traces.length; - trace._isCrosstalkTrace = true; - traces.push(trace); - } - } - - if (traces.length > 0) { - - Plotly.addTraces(this.gd, traces).then(function(gd) { - // incrementally add selection traces to frames - // (this is heavily inspired by Plotly.Plots.modifyFrames() - // in src/plots/plots.js) - var _hash = gd._transitionData._frameHash; - var _frames = gd._transitionData._frames || []; - - for (var i = 0; i < _frames.length; i++) { - - // add to _frames[i].traces *if* this frame references selected trace(s) - var newIndices = []; - for (var j = 0; j < traces.length; j++) { - var tr = traces[j]; - if (_frames[i].traces.indexOf(tr._originalIndex) > -1) { - newIndices.push(tr._newIndex); - _frames[i].traces.push(tr._newIndex); - } - } - - // nothing to do... - if (newIndices.length === 0) { - continue; - } - - var ctr = 0; - var nFrameTraces = _frames[i].data.length; - - for (var j = 0; j < nFrameTraces; j++) { - var frameTrace = _frames[i].data[j]; - if (!frameTrace.key || frameTrace.set !== group) { - continue; - } - - var matchFunc = getMatchFunc(frameTrace); - var matches = matchFunc(frameTrace.key, keys); - - if (matches.length > 0) { - if (!trace._isSimpleKey) { - frameTrace = subsetArrayAttrs(frameTrace, matches); - } - var d = gd._fullData[newIndices[ctr]]; - if (d.marker) { - frameTrace.marker = d.marker; - } - if (d.line) { - frameTrace.line = d.line; - } - if (d.textfont) { - frameTrace.textfont = d.textfont; - } - ctr = ctr + 1; - _frames[i].data.push(frameTrace); - } - } - - // update gd._transitionData._frameHash - _hash[_frames[i].name] = _frames[i]; - } - - }); - - // dim traces that have a set matching the set of selection sets - var tracesToDim = [], - opacities = [], - sets = Object.keys(this.groupSelections), - n = this.origData.length; - - for (var i = 0; i < n; i++) { - var opacity = this.origOpacity[i] || 1; - // have we already dimmed this trace? Or is this even worth doing? - if (opacity !== this.gd._fullData[i].opacity || this.highlight.opacityDim === 1) { - continue; - } - // is this set an element of the set of selection sets? - var matches = findMatches(sets, [this.gd.data[i].set]); - if (matches.length) { - tracesToDim.push(i); - opacities.push(opacity * this.highlight.opacityDim); - } - } - - if (tracesToDim.length > 0) { - Plotly.restyle(this.gd, {"opacity": opacities}, tracesToDim); - // turn off the selected/unselected API - Plotly.restyle(this.gd, {"selectedpoints": null}); - } - - } - - } -}; - -/* -Note: in all of these match functions, we assume needleSet (i.e. the selected keys) -is a 1D (or flat) array. The real difference is the meaning of haystack. -findMatches() does the usual thing you'd expect for -linked brushing on a scatterplot matrix. findSimpleMatches() returns a match iff -haystack is a subset of the needleSet. findNestedMatches() returns -*/ - -function getMatchFunc(trace) { - return (trace._isNestedKey) ? findNestedMatches : - (trace._isSimpleKey) ? findSimpleMatches : findMatches; -} - -// find matches for "flat" keys -function findMatches(haystack, needleSet) { - var matches = []; - haystack.forEach(function(obj, i) { - if (obj === null || needleSet.indexOf(obj) >= 0) { - matches.push(i); - } - }); - return matches; -} - -// find matches for "simple" keys -function findSimpleMatches(haystack, needleSet) { - var match = haystack.every(function(val) { - return val === null || needleSet.indexOf(val) >= 0; - }); - // yes, this doesn't make much sense other than conforming - // to the output type of the other match functions - return (match) ? [0] : [] -} - -// find matches for a "nested" haystack (2D arrays) -function findNestedMatches(haystack, needleSet) { - var matches = []; - for (var i = 0; i < haystack.length; i++) { - var hay = haystack[i]; - var match = hay.every(function(val) { - return val === null || needleSet.indexOf(val) >= 0; - }); - if (match) { - matches.push(i); - } - } - return matches; -} - -function isPlainObject(obj) { - return ( - Object.prototype.toString.call(obj) === '[object Object]' && - Object.getPrototypeOf(obj) === Object.prototype - ); -} - -function subsetArrayAttrs(obj, indices) { - var newObj = {}; - Object.keys(obj).forEach(function(k) { - var val = obj[k]; - - if (k.charAt(0) === "_") { - newObj[k] = val; - } else if (k === "transforms" && Array.isArray(val)) { - newObj[k] = val.map(function(transform) { - return subsetArrayAttrs(transform, indices); - }); - } else if (k === "colorscale" && Array.isArray(val)) { - newObj[k] = val; - } else if (isPlainObject(val)) { - newObj[k] = subsetArrayAttrs(val, indices); - } else if (Array.isArray(val)) { - newObj[k] = subsetArray(val, indices); - } else { - newObj[k] = val; - } - }); - return newObj; -} - -function subsetArray(arr, indices) { - var result = []; - for (var i = 0; i < indices.length; i++) { - result.push(arr[indices[i]]); - } - return result; -} - -// Convenience function for removing plotly's brush -function removeBrush(el) { - var outlines = el.querySelectorAll(".select-outline"); - for (var i = 0; i < outlines.length; i++) { - outlines[i].remove(); - } -} - - -// https://davidwalsh.name/javascript-debounce-function - -// Returns a function, that, as long as it continues to be invoked, will not -// be triggered. The function will be called after it stops being called for -// N milliseconds. If `immediate` is passed, trigger the function on the -// leading edge, instead of the trailing. -function debounce(func, wait, immediate) { - var timeout; - return function() { - var context = this, args = arguments; - var later = function() { - timeout = null; - if (!immediate) func.apply(context, args); - }; - var callNow = immediate && !timeout; - clearTimeout(timeout); - timeout = setTimeout(later, wait); - if (callNow) func.apply(context, args); - }; -}; diff --git a/site_libs/plotly-binding-4.10.2/plotly.js b/site_libs/plotly-binding-4.10.2/plotly.js deleted file mode 100644 index 7a2a143b6..000000000 --- a/site_libs/plotly-binding-4.10.2/plotly.js +++ /dev/null @@ -1,941 +0,0 @@ - -HTMLWidgets.widget({ - name: "plotly", - type: "output", - - initialize: function(el, width, height) { - return {}; - }, - - resize: function(el, width, height, instance) { - if (instance.autosize) { - var width = instance.width || width; - var height = instance.height || height; - Plotly.relayout(el.id, {width: width, height: height}); - } - }, - - renderValue: function(el, x, instance) { - - // Plotly.relayout() mutates the plot input object, so make sure to - // keep a reference to the user-supplied width/height *before* - // we call Plotly.plot(); - var lay = x.layout || {}; - instance.width = lay.width; - instance.height = lay.height; - instance.autosize = lay.autosize || true; - - /* - / 'inform the world' about highlighting options this is so other - / crosstalk libraries have a chance to respond to special settings - / such as persistent selection. - / AFAIK, leaflet is the only library with such intergration - / https://github.com/rstudio/leaflet/pull/346/files#diff-ad0c2d51ce5fdf8c90c7395b102f4265R154 - */ - var ctConfig = crosstalk.var('plotlyCrosstalkOpts').set(x.highlight); - - if (typeof(window) !== "undefined") { - // make sure plots don't get created outside the network (for on-prem) - window.PLOTLYENV = window.PLOTLYENV || {}; - window.PLOTLYENV.BASE_URL = x.base_url; - - // Enable persistent selection when shift key is down - // https://stackoverflow.com/questions/1828613/check-if-a-key-is-down - var persistOnShift = function(e) { - if (!e) window.event; - if (e.shiftKey) { - x.highlight.persistent = true; - x.highlight.persistentShift = true; - } else { - x.highlight.persistent = false; - x.highlight.persistentShift = false; - } - }; - - // Only relevant if we haven't forced persistent mode at command line - if (!x.highlight.persistent) { - window.onmousemove = persistOnShift; - } - } - - var graphDiv = document.getElementById(el.id); - - // TODO: move the control panel injection strategy inside here... - HTMLWidgets.addPostRenderHandler(function() { - - // lower the z-index of the modebar to prevent it from highjacking hover - // (TODO: do this via CSS?) - // https://github.com/ropensci/plotly/issues/956 - // https://www.w3schools.com/jsref/prop_style_zindex.asp - var modebars = document.querySelectorAll(".js-plotly-plot .plotly .modebar"); - for (var i = 0; i < modebars.length; i++) { - modebars[i].style.zIndex = 1; - } - }); - - // inject a "control panel" holding selectize/dynamic color widget(s) - if ((x.selectize || x.highlight.dynamic) && !instance.plotly) { - var flex = document.createElement("div"); - flex.class = "plotly-crosstalk-control-panel"; - flex.style = "display: flex; flex-wrap: wrap"; - - // inject the colourpicker HTML container into the flexbox - if (x.highlight.dynamic) { - var pickerDiv = document.createElement("div"); - - var pickerInput = document.createElement("input"); - pickerInput.id = el.id + "-colourpicker"; - pickerInput.placeholder = "asdasd"; - - var pickerLabel = document.createElement("label"); - pickerLabel.for = pickerInput.id; - pickerLabel.innerHTML = "Brush color  "; - - pickerDiv.appendChild(pickerLabel); - pickerDiv.appendChild(pickerInput); - flex.appendChild(pickerDiv); - } - - // inject selectize HTML containers (one for every crosstalk group) - if (x.selectize) { - var ids = Object.keys(x.selectize); - - for (var i = 0; i < ids.length; i++) { - var container = document.createElement("div"); - container.id = ids[i]; - container.style = "width: 80%; height: 10%"; - container.class = "form-group crosstalk-input-plotly-highlight"; - - var label = document.createElement("label"); - label.for = ids[i]; - label.innerHTML = x.selectize[ids[i]].group; - label.class = "control-label"; - - var selectDiv = document.createElement("div"); - var select = document.createElement("select"); - select.multiple = true; - - selectDiv.appendChild(select); - container.appendChild(label); - container.appendChild(selectDiv); - flex.appendChild(container); - } - } - - // finally, insert the flexbox inside the htmlwidget container, - // but before the plotly graph div - graphDiv.parentElement.insertBefore(flex, graphDiv); - - if (x.highlight.dynamic) { - var picker = $("#" + pickerInput.id); - var colors = x.highlight.color || []; - // TODO: let users specify options? - var opts = { - value: colors[0], - showColour: "both", - palette: "limited", - allowedCols: colors.join(" "), - width: "20%", - height: "10%" - }; - picker.colourpicker({changeDelay: 0}); - picker.colourpicker("settings", opts); - picker.colourpicker("value", opts.value); - // inform crosstalk about a change in the current selection colour - var grps = x.highlight.ctGroups || []; - for (var i = 0; i < grps.length; i++) { - crosstalk.group(grps[i]).var('plotlySelectionColour') - .set(picker.colourpicker('value')); - } - picker.on("change", function() { - for (var i = 0; i < grps.length; i++) { - crosstalk.group(grps[i]).var('plotlySelectionColour') - .set(picker.colourpicker('value')); - } - }); - } - } - - // if no plot exists yet, create one with a particular configuration - if (!instance.plotly) { - - var plot = Plotly.newPlot(graphDiv, x); - instance.plotly = true; - - } else if (x.layout.transition) { - - var plot = Plotly.react(graphDiv, x); - - } else { - - // this is essentially equivalent to Plotly.newPlot(), but avoids creating - // a new webgl context - // https://github.com/plotly/plotly.js/blob/2b24f9def901831e61282076cf3f835598d56f0e/src/plot_api/plot_api.js#L531-L532 - - // TODO: restore crosstalk selections? - Plotly.purge(graphDiv); - // TODO: why is this necessary to get crosstalk working? - graphDiv.data = undefined; - graphDiv.layout = undefined; - var plot = Plotly.newPlot(graphDiv, x); - } - - // Trigger plotly.js calls defined via `plotlyProxy()` - plot.then(function() { - if (HTMLWidgets.shinyMode) { - Shiny.addCustomMessageHandler("plotly-calls", function(msg) { - var gd = document.getElementById(msg.id); - if (!gd) { - throw new Error("Couldn't find plotly graph with id: " + msg.id); - } - // This isn't an official plotly.js method, but it's the only current way to - // change just the configuration of a plot - // https://community.plot.ly/t/update-config-function/9057 - if (msg.method == "reconfig") { - Plotly.react(gd, gd.data, gd.layout, msg.args); - return; - } - if (!Plotly[msg.method]) { - throw new Error("Unknown method " + msg.method); - } - var args = [gd].concat(msg.args); - Plotly[msg.method].apply(null, args); - }); - } - - // plotly's mapbox API doesn't currently support setting bounding boxes - // https://www.mapbox.com/mapbox-gl-js/example/fitbounds/ - // so we do this manually... - // TODO: make sure this triggers on a redraw and relayout as well as on initial draw - var mapboxIDs = graphDiv._fullLayout._subplots.mapbox || []; - for (var i = 0; i < mapboxIDs.length; i++) { - var id = mapboxIDs[i]; - var mapOpts = x.layout[id] || {}; - var args = mapOpts._fitBounds || {}; - if (!args) { - continue; - } - var mapObj = graphDiv._fullLayout[id]._subplot.map; - mapObj.fitBounds(args.bounds, args.options); - } - - }); - - // Attach attributes (e.g., "key", "z") to plotly event data - function eventDataWithKey(eventData) { - if (eventData === undefined || !eventData.hasOwnProperty("points")) { - return null; - } - return eventData.points.map(function(pt) { - var obj = { - curveNumber: pt.curveNumber, - pointNumber: pt.pointNumber, - x: pt.x, - y: pt.y - }; - - // If 'z' is reported with the event data, then use it! - if (pt.hasOwnProperty("z")) { - obj.z = pt.z; - } - - if (pt.hasOwnProperty("customdata")) { - obj.customdata = pt.customdata; - } - - /* - TL;DR: (I think) we have to select the graph div (again) to attach keys... - - Why? Remember that crosstalk will dynamically add/delete traces - (see traceManager.prototype.updateSelection() below) - For this reason, we can't simply grab keys from x.data (like we did previously) - Moreover, we can't use _fullData, since that doesn't include - unofficial attributes. It's true that click/hover events fire with - pt.data, but drag events don't... - */ - var gd = document.getElementById(el.id); - var trace = gd.data[pt.curveNumber]; - - if (!trace._isSimpleKey) { - var attrsToAttach = ["key"]; - } else { - // simple keys fire the whole key - obj.key = trace.key; - var attrsToAttach = []; - } - - for (var i = 0; i < attrsToAttach.length; i++) { - var attr = trace[attrsToAttach[i]]; - if (Array.isArray(attr)) { - if (typeof pt.pointNumber === "number") { - obj[attrsToAttach[i]] = attr[pt.pointNumber]; - } else if (Array.isArray(pt.pointNumber)) { - obj[attrsToAttach[i]] = attr[pt.pointNumber[0]][pt.pointNumber[1]]; - } else if (Array.isArray(pt.pointNumbers)) { - obj[attrsToAttach[i]] = pt.pointNumbers.map(function(idx) { return attr[idx]; }); - } - } - } - return obj; - }); - } - - - var legendEventData = function(d) { - // if legendgroup is not relevant just return the trace - var trace = d.data[d.curveNumber]; - if (!trace.legendgroup) return trace; - - // if legendgroup was specified, return all traces that match the group - var legendgrps = d.data.map(function(trace){ return trace.legendgroup; }); - var traces = []; - for (i = 0; i < legendgrps.length; i++) { - if (legendgrps[i] == trace.legendgroup) { - traces.push(d.data[i]); - } - } - - return traces; - }; - - - // send user input event data to shiny - if (HTMLWidgets.shinyMode && Shiny.setInputValue) { - - // Some events clear other input values - // TODO: always register these? - var eventClearMap = { - plotly_deselect: ["plotly_selected", "plotly_selecting", "plotly_brushed", "plotly_brushing", "plotly_click"], - plotly_unhover: ["plotly_hover"], - plotly_doubleclick: ["plotly_click"] - }; - - Object.keys(eventClearMap).map(function(evt) { - graphDiv.on(evt, function() { - var inputsToClear = eventClearMap[evt]; - inputsToClear.map(function(input) { - Shiny.setInputValue(input + "-" + x.source, null, {priority: "event"}); - }); - }); - }); - - var eventDataFunctionMap = { - plotly_click: eventDataWithKey, - plotly_sunburstclick: eventDataWithKey, - plotly_hover: eventDataWithKey, - plotly_unhover: eventDataWithKey, - // If 'plotly_selected' has already been fired, and you click - // on the plot afterwards, this event fires `undefined`?!? - // That might be considered a plotly.js bug, but it doesn't make - // sense for this input change to occur if `d` is falsy because, - // even in the empty selection case, `d` is truthy (an object), - // and the 'plotly_deselect' event will reset this input - plotly_selected: function(d) { if (d) { return eventDataWithKey(d); } }, - plotly_selecting: function(d) { if (d) { return eventDataWithKey(d); } }, - plotly_brushed: function(d) { - if (d) { return d.range ? d.range : d.lassoPoints; } - }, - plotly_brushing: function(d) { - if (d) { return d.range ? d.range : d.lassoPoints; } - }, - plotly_legendclick: legendEventData, - plotly_legenddoubleclick: legendEventData, - plotly_clickannotation: function(d) { return d.fullAnnotation } - }; - - var registerShinyValue = function(event) { - var eventDataPreProcessor = eventDataFunctionMap[event] || function(d) { return d ? d : el.id }; - // some events are unique to the R package - var plotlyJSevent = (event == "plotly_brushed") ? "plotly_selected" : (event == "plotly_brushing") ? "plotly_selecting" : event; - // register the event - graphDiv.on(plotlyJSevent, function(d) { - Shiny.setInputValue( - event + "-" + x.source, - JSON.stringify(eventDataPreProcessor(d)), - {priority: "event"} - ); - }); - } - - var shinyEvents = x.shinyEvents || []; - shinyEvents.map(registerShinyValue); - } - - // Given an array of {curveNumber: x, pointNumber: y} objects, - // return a hash of { - // set1: {value: [key1, key2, ...], _isSimpleKey: false}, - // set2: {value: [key3, key4, ...], _isSimpleKey: false} - // } - function pointsToKeys(points) { - var keysBySet = {}; - for (var i = 0; i < points.length; i++) { - - var trace = graphDiv.data[points[i].curveNumber]; - if (!trace.key || !trace.set) { - continue; - } - - // set defaults for this keySet - // note that we don't track the nested property (yet) since we always - // emit the union -- http://cpsievert.github.io/talks/20161212b/#21 - keysBySet[trace.set] = keysBySet[trace.set] || { - value: [], - _isSimpleKey: trace._isSimpleKey - }; - - // Use pointNumber by default, but aggregated traces should emit pointNumbers - var ptNum = points[i].pointNumber; - var hasPtNum = typeof ptNum === "number"; - var ptNum = hasPtNum ? ptNum : points[i].pointNumbers; - - // selecting a point of a "simple" trace means: select the - // entire key attached to this trace, which is useful for, - // say clicking on a fitted line to select corresponding observations - var key = trace._isSimpleKey ? trace.key : Array.isArray(ptNum) ? ptNum.map(function(idx) { return trace.key[idx]; }) : trace.key[ptNum]; - // http://stackoverflow.com/questions/10865025/merge-flatten-an-array-of-arrays-in-javascript - var keyFlat = trace._isNestedKey ? [].concat.apply([], key) : key; - - // TODO: better to only add new values? - keysBySet[trace.set].value = keysBySet[trace.set].value.concat(keyFlat); - } - - return keysBySet; - } - - - x.highlight.color = x.highlight.color || []; - // make sure highlight color is an array - if (!Array.isArray(x.highlight.color)) { - x.highlight.color = [x.highlight.color]; - } - - var traceManager = new TraceManager(graphDiv, x.highlight); - - // Gather all *unique* sets. - var allSets = []; - for (var curveIdx = 0; curveIdx < x.data.length; curveIdx++) { - var newSet = x.data[curveIdx].set; - if (newSet) { - if (allSets.indexOf(newSet) === -1) { - allSets.push(newSet); - } - } - } - - // register event listeners for all sets - for (var i = 0; i < allSets.length; i++) { - - var set = allSets[i]; - var selection = new crosstalk.SelectionHandle(set); - var filter = new crosstalk.FilterHandle(set); - - var filterChange = function(e) { - removeBrush(el); - traceManager.updateFilter(set, e.value); - }; - filter.on("change", filterChange); - - - var selectionChange = function(e) { - - // Workaround for 'plotly_selected' now firing previously selected - // points (in addition to new ones) when holding shift key. In our case, - // we just want the new keys - if (x.highlight.on === "plotly_selected" && x.highlight.persistentShift) { - // https://stackoverflow.com/questions/1187518/how-to-get-the-difference-between-two-arrays-in-javascript - Array.prototype.diff = function(a) { - return this.filter(function(i) {return a.indexOf(i) < 0;}); - }; - e.value = e.value.diff(e.oldValue); - } - - // array of "event objects" tracking the selection history - // this is used to avoid adding redundant selections - var selectionHistory = crosstalk.var("plotlySelectionHistory").get() || []; - - // Construct an event object "defining" the current event. - var event = { - receiverID: traceManager.gd.id, - plotlySelectionColour: crosstalk.group(set).var("plotlySelectionColour").get() - }; - event[set] = e.value; - // TODO: is there a smarter way to check object equality? - if (selectionHistory.length > 0) { - var ev = JSON.stringify(event); - for (var i = 0; i < selectionHistory.length; i++) { - var sel = JSON.stringify(selectionHistory[i]); - if (sel == ev) { - return; - } - } - } - - // accumulate history for persistent selection - if (!x.highlight.persistent) { - selectionHistory = [event]; - } else { - selectionHistory.push(event); - } - crosstalk.var("plotlySelectionHistory").set(selectionHistory); - - // do the actual updating of traces, frames, and the selectize widget - traceManager.updateSelection(set, e.value); - // https://github.com/selectize/selectize.js/blob/master/docs/api.md#methods_items - if (x.selectize) { - if (!x.highlight.persistent || e.value === null) { - selectize.clear(true); - } - selectize.addItems(e.value, true); - selectize.close(); - } - } - selection.on("change", selectionChange); - - // Set a crosstalk variable selection value, triggering an update - var turnOn = function(e) { - if (e) { - var selectedKeys = pointsToKeys(e.points); - // Keys are group names, values are array of selected keys from group. - for (var set in selectedKeys) { - if (selectedKeys.hasOwnProperty(set)) { - selection.set(selectedKeys[set].value, {sender: el}); - } - } - } - }; - if (x.highlight.debounce > 0) { - turnOn = debounce(turnOn, x.highlight.debounce); - } - graphDiv.on(x.highlight.on, turnOn); - - graphDiv.on(x.highlight.off, function turnOff(e) { - // remove any visual clues - removeBrush(el); - // remove any selection history - crosstalk.var("plotlySelectionHistory").set(null); - // trigger the actual removal of selection traces - selection.set(null, {sender: el}); - }); - - // register a callback for selectize so that there is bi-directional - // communication between the widget and direct manipulation events - if (x.selectize) { - var selectizeID = Object.keys(x.selectize)[i]; - var options = x.selectize[selectizeID]; - var first = [{value: "", label: "(All)"}]; - var opts = $.extend({ - options: first.concat(options.items), - searchField: "label", - valueField: "value", - labelField: "label", - maxItems: 50 - }, - options - ); - var select = $("#" + selectizeID).find("select")[0]; - var selectize = $(select).selectize(opts)[0].selectize; - // NOTE: this callback is triggered when *directly* altering - // dropdown items - selectize.on("change", function() { - var currentItems = traceManager.groupSelections[set] || []; - if (!x.highlight.persistent) { - removeBrush(el); - for (var i = 0; i < currentItems.length; i++) { - selectize.removeItem(currentItems[i], true); - } - } - var newItems = selectize.items.filter(function(idx) { - return currentItems.indexOf(idx) < 0; - }); - if (newItems.length > 0) { - traceManager.updateSelection(set, newItems); - } else { - // Item has been removed... - // TODO: this logic won't work for dynamically changing palette - traceManager.updateSelection(set, null); - traceManager.updateSelection(set, selectize.items); - } - }); - } - } // end of selectionChange - - } // end of renderValue -}); // end of widget definition - -/** - * @param graphDiv The Plotly graph div - * @param highlight An object with options for updating selection(s) - */ -function TraceManager(graphDiv, highlight) { - // The Plotly graph div - this.gd = graphDiv; - - // Preserve the original data. - // TODO: try using Lib.extendFlat() as done in - // https://github.com/plotly/plotly.js/pull/1136 - this.origData = JSON.parse(JSON.stringify(graphDiv.data)); - - // avoid doing this over and over - this.origOpacity = []; - for (var i = 0; i < this.origData.length; i++) { - this.origOpacity[i] = this.origData[i].opacity === 0 ? 0 : (this.origData[i].opacity || 1); - } - - // key: group name, value: null or array of keys representing the - // most recently received selection for that group. - this.groupSelections = {}; - - // selection parameters (e.g., transient versus persistent selection) - this.highlight = highlight; -} - -TraceManager.prototype.close = function() { - // TODO: Unhook all event handlers -}; - -TraceManager.prototype.updateFilter = function(group, keys) { - - if (typeof(keys) === "undefined" || keys === null) { - - this.gd.data = JSON.parse(JSON.stringify(this.origData)); - - } else { - - var traces = []; - for (var i = 0; i < this.origData.length; i++) { - var trace = this.origData[i]; - if (!trace.key || trace.set !== group) { - continue; - } - var matchFunc = getMatchFunc(trace); - var matches = matchFunc(trace.key, keys); - - if (matches.length > 0) { - if (!trace._isSimpleKey) { - // subsetArrayAttrs doesn't mutate trace (it makes a modified clone) - trace = subsetArrayAttrs(trace, matches); - } - traces.push(trace); - } - } - this.gd.data = traces; - } - - Plotly.redraw(this.gd); - - // NOTE: we purposely do _not_ restore selection(s), since on filter, - // axis likely will update, changing the pixel -> data mapping, leading - // to a likely mismatch in the brush outline and highlighted marks - -}; - -TraceManager.prototype.updateSelection = function(group, keys) { - - if (keys !== null && !Array.isArray(keys)) { - throw new Error("Invalid keys argument; null or array expected"); - } - - // if selection has been cleared, or if this is transient - // selection, delete the "selection traces" - var nNewTraces = this.gd.data.length - this.origData.length; - if (keys === null || !this.highlight.persistent && nNewTraces > 0) { - var tracesToRemove = []; - for (var i = 0; i < this.gd.data.length; i++) { - if (this.gd.data[i]._isCrosstalkTrace) tracesToRemove.push(i); - } - Plotly.deleteTraces(this.gd, tracesToRemove); - this.groupSelections[group] = keys; - } else { - // add to the groupSelection, rather than overwriting it - // TODO: can this be removed? - this.groupSelections[group] = this.groupSelections[group] || []; - for (var i = 0; i < keys.length; i++) { - var k = keys[i]; - if (this.groupSelections[group].indexOf(k) < 0) { - this.groupSelections[group].push(k); - } - } - } - - if (keys === null) { - - Plotly.restyle(this.gd, {"opacity": this.origOpacity}); - - } else if (keys.length >= 1) { - - // placeholder for new "selection traces" - var traces = []; - // this variable is set in R/highlight.R - var selectionColour = crosstalk.group(group).var("plotlySelectionColour").get() || - this.highlight.color[0]; - - for (var i = 0; i < this.origData.length; i++) { - // TODO: try using Lib.extendFlat() as done in - // https://github.com/plotly/plotly.js/pull/1136 - var trace = JSON.parse(JSON.stringify(this.gd.data[i])); - if (!trace.key || trace.set !== group) { - continue; - } - // Get sorted array of matching indices in trace.key - var matchFunc = getMatchFunc(trace); - var matches = matchFunc(trace.key, keys); - - if (matches.length > 0) { - // If this is a "simple" key, that means select the entire trace - if (!trace._isSimpleKey) { - trace = subsetArrayAttrs(trace, matches); - } - // reach into the full trace object so we can properly reflect the - // selection attributes in every view - var d = this.gd._fullData[i]; - - /* - / Recursively inherit selection attributes from various sources, - / in order of preference: - / (1) official plotly.js selected attribute - / (2) highlight(selected = attrs_selected(...)) - */ - // TODO: it would be neat to have a dropdown to dynamically specify these! - $.extend(true, trace, this.highlight.selected); - - // if it is defined, override color with the "dynamic brush color"" - if (d.marker) { - trace.marker = trace.marker || {}; - trace.marker.color = selectionColour || trace.marker.color || d.marker.color; - } - if (d.line) { - trace.line = trace.line || {}; - trace.line.color = selectionColour || trace.line.color || d.line.color; - } - if (d.textfont) { - trace.textfont = trace.textfont || {}; - trace.textfont.color = selectionColour || trace.textfont.color || d.textfont.color; - } - if (d.fillcolor) { - // TODO: should selectionColour inherit alpha from the existing fillcolor? - trace.fillcolor = selectionColour || trace.fillcolor || d.fillcolor; - } - // attach a sensible name/legendgroup - trace.name = trace.name || keys.join("
    "); - trace.legendgroup = trace.legendgroup || keys.join("
    "); - - // keep track of mapping between this new trace and the trace it targets - // (necessary for updating frames to reflect the selection traces) - trace._originalIndex = i; - trace._newIndex = this.gd._fullData.length + traces.length; - trace._isCrosstalkTrace = true; - traces.push(trace); - } - } - - if (traces.length > 0) { - - Plotly.addTraces(this.gd, traces).then(function(gd) { - // incrementally add selection traces to frames - // (this is heavily inspired by Plotly.Plots.modifyFrames() - // in src/plots/plots.js) - var _hash = gd._transitionData._frameHash; - var _frames = gd._transitionData._frames || []; - - for (var i = 0; i < _frames.length; i++) { - - // add to _frames[i].traces *if* this frame references selected trace(s) - var newIndices = []; - for (var j = 0; j < traces.length; j++) { - var tr = traces[j]; - if (_frames[i].traces.indexOf(tr._originalIndex) > -1) { - newIndices.push(tr._newIndex); - _frames[i].traces.push(tr._newIndex); - } - } - - // nothing to do... - if (newIndices.length === 0) { - continue; - } - - var ctr = 0; - var nFrameTraces = _frames[i].data.length; - - for (var j = 0; j < nFrameTraces; j++) { - var frameTrace = _frames[i].data[j]; - if (!frameTrace.key || frameTrace.set !== group) { - continue; - } - - var matchFunc = getMatchFunc(frameTrace); - var matches = matchFunc(frameTrace.key, keys); - - if (matches.length > 0) { - if (!trace._isSimpleKey) { - frameTrace = subsetArrayAttrs(frameTrace, matches); - } - var d = gd._fullData[newIndices[ctr]]; - if (d.marker) { - frameTrace.marker = d.marker; - } - if (d.line) { - frameTrace.line = d.line; - } - if (d.textfont) { - frameTrace.textfont = d.textfont; - } - ctr = ctr + 1; - _frames[i].data.push(frameTrace); - } - } - - // update gd._transitionData._frameHash - _hash[_frames[i].name] = _frames[i]; - } - - }); - - // dim traces that have a set matching the set of selection sets - var tracesToDim = [], - opacities = [], - sets = Object.keys(this.groupSelections), - n = this.origData.length; - - for (var i = 0; i < n; i++) { - var opacity = this.origOpacity[i] || 1; - // have we already dimmed this trace? Or is this even worth doing? - if (opacity !== this.gd._fullData[i].opacity || this.highlight.opacityDim === 1) { - continue; - } - // is this set an element of the set of selection sets? - var matches = findMatches(sets, [this.gd.data[i].set]); - if (matches.length) { - tracesToDim.push(i); - opacities.push(opacity * this.highlight.opacityDim); - } - } - - if (tracesToDim.length > 0) { - Plotly.restyle(this.gd, {"opacity": opacities}, tracesToDim); - // turn off the selected/unselected API - Plotly.restyle(this.gd, {"selectedpoints": null}); - } - - } - - } -}; - -/* -Note: in all of these match functions, we assume needleSet (i.e. the selected keys) -is a 1D (or flat) array. The real difference is the meaning of haystack. -findMatches() does the usual thing you'd expect for -linked brushing on a scatterplot matrix. findSimpleMatches() returns a match iff -haystack is a subset of the needleSet. findNestedMatches() returns -*/ - -function getMatchFunc(trace) { - return (trace._isNestedKey) ? findNestedMatches : - (trace._isSimpleKey) ? findSimpleMatches : findMatches; -} - -// find matches for "flat" keys -function findMatches(haystack, needleSet) { - var matches = []; - haystack.forEach(function(obj, i) { - if (obj === null || needleSet.indexOf(obj) >= 0) { - matches.push(i); - } - }); - return matches; -} - -// find matches for "simple" keys -function findSimpleMatches(haystack, needleSet) { - var match = haystack.every(function(val) { - return val === null || needleSet.indexOf(val) >= 0; - }); - // yes, this doesn't make much sense other than conforming - // to the output type of the other match functions - return (match) ? [0] : [] -} - -// find matches for a "nested" haystack (2D arrays) -function findNestedMatches(haystack, needleSet) { - var matches = []; - for (var i = 0; i < haystack.length; i++) { - var hay = haystack[i]; - var match = hay.every(function(val) { - return val === null || needleSet.indexOf(val) >= 0; - }); - if (match) { - matches.push(i); - } - } - return matches; -} - -function isPlainObject(obj) { - return ( - Object.prototype.toString.call(obj) === '[object Object]' && - Object.getPrototypeOf(obj) === Object.prototype - ); -} - -function subsetArrayAttrs(obj, indices) { - var newObj = {}; - Object.keys(obj).forEach(function(k) { - var val = obj[k]; - - if (k.charAt(0) === "_") { - newObj[k] = val; - } else if (k === "transforms" && Array.isArray(val)) { - newObj[k] = val.map(function(transform) { - return subsetArrayAttrs(transform, indices); - }); - } else if (k === "colorscale" && Array.isArray(val)) { - newObj[k] = val; - } else if (isPlainObject(val)) { - newObj[k] = subsetArrayAttrs(val, indices); - } else if (Array.isArray(val)) { - newObj[k] = subsetArray(val, indices); - } else { - newObj[k] = val; - } - }); - return newObj; -} - -function subsetArray(arr, indices) { - var result = []; - for (var i = 0; i < indices.length; i++) { - result.push(arr[indices[i]]); - } - return result; -} - -// Convenience function for removing plotly's brush -function removeBrush(el) { - var outlines = el.querySelectorAll(".select-outline"); - for (var i = 0; i < outlines.length; i++) { - outlines[i].remove(); - } -} - - -// https://davidwalsh.name/javascript-debounce-function - -// Returns a function, that, as long as it continues to be invoked, will not -// be triggered. The function will be called after it stops being called for -// N milliseconds. If `immediate` is passed, trigger the function on the -// leading edge, instead of the trailing. -function debounce(func, wait, immediate) { - var timeout; - return function() { - var context = this, args = arguments; - var later = function() { - timeout = null; - if (!immediate) func.apply(context, args); - }; - var callNow = immediate && !timeout; - clearTimeout(timeout); - timeout = setTimeout(later, wait); - if (callNow) func.apply(context, args); - }; -}; diff --git a/site_libs/revealjs/dist/reset.css b/site_libs/revealjs/dist/reset.css deleted file mode 100644 index e2385390f..000000000 --- a/site_libs/revealjs/dist/reset.css +++ /dev/null @@ -1,30 +0,0 @@ -/* http://meyerweb.com/eric/tools/css/reset/ - v4.0 | 20180602 - License: none (public domain) -*/ - -html, body, div, span, applet, object, iframe, -h1, h2, h3, h4, h5, h6, p, blockquote, pre, -a, abbr, acronym, address, big, cite, code, -del, dfn, em, img, ins, kbd, q, s, samp, -small, strike, strong, sub, sup, tt, var, -b, u, i, center, -dl, dt, dd, ol, ul, li, -fieldset, form, label, legend, -table, caption, tbody, tfoot, thead, tr, th, td, -article, aside, canvas, details, embed, -figure, figcaption, footer, header, hgroup, -main, menu, nav, output, ruby, section, summary, -time, mark, audio, video { - margin: 0; - padding: 0; - border: 0; - font-size: 100%; - font: inherit; - vertical-align: baseline; -} -/* HTML5 display-role reset for older browsers */ -article, aside, details, figcaption, figure, -footer, header, hgroup, main, menu, nav, section { - display: block; -} \ No newline at end of file diff --git a/site_libs/revealjs/dist/reveal.css b/site_libs/revealjs/dist/reveal.css deleted file mode 100644 index 5f80fd096..000000000 --- a/site_libs/revealjs/dist/reveal.css +++ /dev/null @@ -1,8 +0,0 @@ -/*! -* reveal.js 4.3.1 -* https://revealjs.com -* MIT licensed -* -* Copyright (C) 2011-2022 Hakim El Hattab, https://hakim.se -*/ -.reveal .r-stretch,.reveal .stretch{max-width:none;max-height:none}.reveal pre.r-stretch code,.reveal pre.stretch code{height:100%;max-height:100%;box-sizing:border-box}.reveal .r-fit-text{display:inline-block;white-space:nowrap}.reveal .r-stack{display:grid}.reveal .r-stack>*{grid-area:1/1;margin:auto}.reveal .r-hstack,.reveal .r-vstack{display:flex}.reveal .r-hstack img,.reveal .r-hstack video,.reveal .r-vstack img,.reveal .r-vstack video{min-width:0;min-height:0;-o-object-fit:contain;object-fit:contain}.reveal .r-vstack{flex-direction:column;align-items:center;justify-content:center}.reveal .r-hstack{flex-direction:row;align-items:center;justify-content:center}.reveal .items-stretch{align-items:stretch}.reveal .items-start{align-items:flex-start}.reveal .items-center{align-items:center}.reveal .items-end{align-items:flex-end}.reveal .justify-between{justify-content:space-between}.reveal .justify-around{justify-content:space-around}.reveal .justify-start{justify-content:flex-start}.reveal .justify-center{justify-content:center}.reveal .justify-end{justify-content:flex-end}html.reveal-full-page{width:100%;height:100%;height:100vh;height:calc(var(--vh,1vh) * 100);overflow:hidden}.reveal-viewport{height:100%;overflow:hidden;position:relative;line-height:1;margin:0;background-color:#fff;color:#000}.reveal-viewport:-webkit-full-screen{top:0!important;left:0!important;width:100%!important;height:100%!important;transform:none!important}.reveal-viewport:-ms-fullscreen{top:0!important;left:0!important;width:100%!important;height:100%!important;transform:none!important}.reveal-viewport:fullscreen{top:0!important;left:0!important;width:100%!important;height:100%!important;transform:none!important}.reveal .slides section .fragment{opacity:0;visibility:hidden;transition:all .2s ease;will-change:opacity}.reveal .slides section .fragment.visible{opacity:1;visibility:inherit}.reveal .slides section .fragment.disabled{transition:none}.reveal .slides section .fragment.grow{opacity:1;visibility:inherit}.reveal .slides section .fragment.grow.visible{transform:scale(1.3)}.reveal .slides section .fragment.shrink{opacity:1;visibility:inherit}.reveal .slides section .fragment.shrink.visible{transform:scale(.7)}.reveal .slides section .fragment.zoom-in{transform:scale(.1)}.reveal .slides section .fragment.zoom-in.visible{transform:none}.reveal .slides section .fragment.fade-out{opacity:1;visibility:inherit}.reveal .slides section .fragment.fade-out.visible{opacity:0;visibility:hidden}.reveal .slides section .fragment.semi-fade-out{opacity:1;visibility:inherit}.reveal .slides section .fragment.semi-fade-out.visible{opacity:.5;visibility:inherit}.reveal .slides section .fragment.strike{opacity:1;visibility:inherit}.reveal .slides section .fragment.strike.visible{text-decoration:line-through}.reveal .slides section .fragment.fade-up{transform:translate(0,40px)}.reveal .slides section .fragment.fade-up.visible{transform:translate(0,0)}.reveal .slides section .fragment.fade-down{transform:translate(0,-40px)}.reveal .slides section .fragment.fade-down.visible{transform:translate(0,0)}.reveal .slides section .fragment.fade-right{transform:translate(-40px,0)}.reveal .slides section .fragment.fade-right.visible{transform:translate(0,0)}.reveal .slides section .fragment.fade-left{transform:translate(40px,0)}.reveal .slides section .fragment.fade-left.visible{transform:translate(0,0)}.reveal .slides section .fragment.current-visible,.reveal .slides section .fragment.fade-in-then-out{opacity:0;visibility:hidden}.reveal .slides section .fragment.current-visible.current-fragment,.reveal .slides section .fragment.fade-in-then-out.current-fragment{opacity:1;visibility:inherit}.reveal .slides section .fragment.fade-in-then-semi-out{opacity:0;visibility:hidden}.reveal .slides section .fragment.fade-in-then-semi-out.visible{opacity:.5;visibility:inherit}.reveal .slides section .fragment.fade-in-then-semi-out.current-fragment{opacity:1;visibility:inherit}.reveal .slides section .fragment.highlight-blue,.reveal .slides section .fragment.highlight-current-blue,.reveal .slides section .fragment.highlight-current-green,.reveal .slides section .fragment.highlight-current-red,.reveal .slides section .fragment.highlight-green,.reveal .slides section .fragment.highlight-red{opacity:1;visibility:inherit}.reveal .slides section .fragment.highlight-red.visible{color:#ff2c2d}.reveal .slides section .fragment.highlight-green.visible{color:#17ff2e}.reveal .slides section .fragment.highlight-blue.visible{color:#1b91ff}.reveal .slides section .fragment.highlight-current-red.current-fragment{color:#ff2c2d}.reveal .slides section .fragment.highlight-current-green.current-fragment{color:#17ff2e}.reveal .slides section .fragment.highlight-current-blue.current-fragment{color:#1b91ff}.reveal:after{content:"";font-style:italic}.reveal iframe{z-index:1}.reveal a{position:relative}@keyframes bounce-right{0%,10%,25%,40%,50%{transform:translateX(0)}20%{transform:translateX(10px)}30%{transform:translateX(-5px)}}@keyframes bounce-left{0%,10%,25%,40%,50%{transform:translateX(0)}20%{transform:translateX(-10px)}30%{transform:translateX(5px)}}@keyframes bounce-down{0%,10%,25%,40%,50%{transform:translateY(0)}20%{transform:translateY(10px)}30%{transform:translateY(-5px)}}.reveal .controls{display:none;position:absolute;top:auto;bottom:12px;right:12px;left:auto;z-index:11;color:#000;pointer-events:none;font-size:10px}.reveal .controls button{position:absolute;padding:0;background-color:transparent;border:0;outline:0;cursor:pointer;color:currentColor;transform:scale(.9999);transition:color .2s ease,opacity .2s ease,transform .2s ease;z-index:2;pointer-events:auto;font-size:inherit;visibility:hidden;opacity:0;-webkit-appearance:none;-webkit-tap-highlight-color:transparent}.reveal .controls .controls-arrow:after,.reveal .controls .controls-arrow:before{content:"";position:absolute;top:0;left:0;width:2.6em;height:.5em;border-radius:.25em;background-color:currentColor;transition:all .15s ease,background-color .8s ease;transform-origin:.2em 50%;will-change:transform}.reveal .controls .controls-arrow{position:relative;width:3.6em;height:3.6em}.reveal .controls .controls-arrow:before{transform:translateX(.5em) translateY(1.55em) rotate(45deg)}.reveal .controls .controls-arrow:after{transform:translateX(.5em) translateY(1.55em) rotate(-45deg)}.reveal .controls .controls-arrow:hover:before{transform:translateX(.5em) translateY(1.55em) rotate(40deg)}.reveal .controls .controls-arrow:hover:after{transform:translateX(.5em) translateY(1.55em) rotate(-40deg)}.reveal .controls .controls-arrow:active:before{transform:translateX(.5em) translateY(1.55em) rotate(36deg)}.reveal .controls .controls-arrow:active:after{transform:translateX(.5em) translateY(1.55em) rotate(-36deg)}.reveal .controls .navigate-left{right:6.4em;bottom:3.2em;transform:translateX(-10px)}.reveal .controls .navigate-left.highlight{animation:bounce-left 2s 50 both ease-out}.reveal .controls .navigate-right{right:0;bottom:3.2em;transform:translateX(10px)}.reveal .controls .navigate-right .controls-arrow{transform:rotate(180deg)}.reveal .controls .navigate-right.highlight{animation:bounce-right 2s 50 both ease-out}.reveal .controls .navigate-up{right:3.2em;bottom:6.4em;transform:translateY(-10px)}.reveal .controls .navigate-up .controls-arrow{transform:rotate(90deg)}.reveal .controls .navigate-down{right:3.2em;bottom:-1.4em;padding-bottom:1.4em;transform:translateY(10px)}.reveal .controls .navigate-down .controls-arrow{transform:rotate(-90deg)}.reveal .controls .navigate-down.highlight{animation:bounce-down 2s 50 both ease-out}.reveal .controls[data-controls-back-arrows=faded] .navigate-up.enabled{opacity:.3}.reveal .controls[data-controls-back-arrows=faded] .navigate-up.enabled:hover{opacity:1}.reveal .controls[data-controls-back-arrows=hidden] .navigate-up.enabled{opacity:0;visibility:hidden}.reveal .controls .enabled{visibility:visible;opacity:.9;cursor:pointer;transform:none}.reveal .controls .enabled.fragmented{opacity:.5}.reveal .controls .enabled.fragmented:hover,.reveal .controls .enabled:hover{opacity:1}.reveal:not(.rtl) .controls[data-controls-back-arrows=faded] .navigate-left.enabled{opacity:.3}.reveal:not(.rtl) .controls[data-controls-back-arrows=faded] .navigate-left.enabled:hover{opacity:1}.reveal:not(.rtl) .controls[data-controls-back-arrows=hidden] .navigate-left.enabled{opacity:0;visibility:hidden}.reveal.rtl .controls[data-controls-back-arrows=faded] .navigate-right.enabled{opacity:.3}.reveal.rtl .controls[data-controls-back-arrows=faded] .navigate-right.enabled:hover{opacity:1}.reveal.rtl .controls[data-controls-back-arrows=hidden] .navigate-right.enabled{opacity:0;visibility:hidden}.reveal[data-navigation-mode=linear].has-horizontal-slides .navigate-down,.reveal[data-navigation-mode=linear].has-horizontal-slides .navigate-up{display:none}.reveal:not(.has-vertical-slides) .controls .navigate-left,.reveal[data-navigation-mode=linear].has-horizontal-slides .navigate-left{bottom:1.4em;right:5.5em}.reveal:not(.has-vertical-slides) .controls .navigate-right,.reveal[data-navigation-mode=linear].has-horizontal-slides .navigate-right{bottom:1.4em;right:.5em}.reveal:not(.has-horizontal-slides) .controls .navigate-up{right:1.4em;bottom:5em}.reveal:not(.has-horizontal-slides) .controls .navigate-down{right:1.4em;bottom:.5em}.reveal.has-dark-background .controls{color:#fff}.reveal.has-light-background .controls{color:#000}.reveal.no-hover .controls .controls-arrow:active:before,.reveal.no-hover .controls .controls-arrow:hover:before{transform:translateX(.5em) translateY(1.55em) rotate(45deg)}.reveal.no-hover .controls .controls-arrow:active:after,.reveal.no-hover .controls .controls-arrow:hover:after{transform:translateX(.5em) translateY(1.55em) rotate(-45deg)}@media screen and (min-width:500px){.reveal .controls[data-controls-layout=edges]{top:0;right:0;bottom:0;left:0}.reveal .controls[data-controls-layout=edges] .navigate-down,.reveal .controls[data-controls-layout=edges] .navigate-left,.reveal .controls[data-controls-layout=edges] .navigate-right,.reveal .controls[data-controls-layout=edges] .navigate-up{bottom:auto;right:auto}.reveal .controls[data-controls-layout=edges] .navigate-left{top:50%;left:.8em;margin-top:-1.8em}.reveal .controls[data-controls-layout=edges] .navigate-right{top:50%;right:.8em;margin-top:-1.8em}.reveal .controls[data-controls-layout=edges] .navigate-up{top:.8em;left:50%;margin-left:-1.8em}.reveal .controls[data-controls-layout=edges] .navigate-down{bottom:-.3em;left:50%;margin-left:-1.8em}}.reveal .progress{position:absolute;display:none;height:3px;width:100%;bottom:0;left:0;z-index:10;background-color:rgba(0,0,0,.2);color:#fff}.reveal .progress:after{content:"";display:block;position:absolute;height:10px;width:100%;top:-10px}.reveal .progress span{display:block;height:100%;width:100%;background-color:currentColor;transition:transform .8s cubic-bezier(.26,.86,.44,.985);transform-origin:0 0;transform:scaleX(0)}.reveal .slide-number{position:absolute;display:block;right:8px;bottom:8px;z-index:31;font-family:Helvetica,sans-serif;font-size:12px;line-height:1;color:#fff;background-color:rgba(0,0,0,.4);padding:5px}.reveal .slide-number a{color:currentColor}.reveal .slide-number-delimiter{margin:0 3px}.reveal{position:relative;width:100%;height:100%;overflow:hidden;touch-action:pinch-zoom}.reveal.embedded{touch-action:pan-y}.reveal .slides{position:absolute;width:100%;height:100%;top:0;right:0;bottom:0;left:0;margin:auto;pointer-events:none;overflow:visible;z-index:1;text-align:center;perspective:600px;perspective-origin:50% 40%}.reveal .slides>section{perspective:600px}.reveal .slides>section,.reveal .slides>section>section{display:none;position:absolute;width:100%;pointer-events:auto;z-index:10;transform-style:flat;transition:transform-origin .8s cubic-bezier(.26,.86,.44,.985),transform .8s cubic-bezier(.26,.86,.44,.985),visibility .8s cubic-bezier(.26,.86,.44,.985),opacity .8s cubic-bezier(.26,.86,.44,.985)}.reveal[data-transition-speed=fast] .slides section{transition-duration:.4s}.reveal[data-transition-speed=slow] .slides section{transition-duration:1.2s}.reveal .slides section[data-transition-speed=fast]{transition-duration:.4s}.reveal .slides section[data-transition-speed=slow]{transition-duration:1.2s}.reveal .slides>section.stack{padding-top:0;padding-bottom:0;pointer-events:none;height:100%}.reveal .slides>section.present,.reveal .slides>section>section.present{display:block;z-index:11;opacity:1}.reveal .slides>section:empty,.reveal .slides>section>section:empty,.reveal .slides>section>section[data-background-interactive],.reveal .slides>section[data-background-interactive]{pointer-events:none}.reveal.center,.reveal.center .slides,.reveal.center .slides section{min-height:0!important}.reveal .slides>section:not(.present),.reveal .slides>section>section:not(.present){pointer-events:none}.reveal.overview .slides>section,.reveal.overview .slides>section>section{pointer-events:auto}.reveal .slides>section.future,.reveal .slides>section.past,.reveal .slides>section>section.future,.reveal .slides>section>section.past{opacity:0}.reveal .slides>section[data-transition=slide].past,.reveal .slides>section[data-transition~=slide-out].past,.reveal.slide .slides>section:not([data-transition]).past{transform:translate(-150%,0)}.reveal .slides>section[data-transition=slide].future,.reveal .slides>section[data-transition~=slide-in].future,.reveal.slide .slides>section:not([data-transition]).future{transform:translate(150%,0)}.reveal .slides>section>section[data-transition=slide].past,.reveal .slides>section>section[data-transition~=slide-out].past,.reveal.slide .slides>section>section:not([data-transition]).past{transform:translate(0,-150%)}.reveal .slides>section>section[data-transition=slide].future,.reveal .slides>section>section[data-transition~=slide-in].future,.reveal.slide .slides>section>section:not([data-transition]).future{transform:translate(0,150%)}.reveal .slides>section[data-transition=linear].past,.reveal .slides>section[data-transition~=linear-out].past,.reveal.linear .slides>section:not([data-transition]).past{transform:translate(-150%,0)}.reveal .slides>section[data-transition=linear].future,.reveal .slides>section[data-transition~=linear-in].future,.reveal.linear .slides>section:not([data-transition]).future{transform:translate(150%,0)}.reveal .slides>section>section[data-transition=linear].past,.reveal .slides>section>section[data-transition~=linear-out].past,.reveal.linear .slides>section>section:not([data-transition]).past{transform:translate(0,-150%)}.reveal .slides>section>section[data-transition=linear].future,.reveal .slides>section>section[data-transition~=linear-in].future,.reveal.linear .slides>section>section:not([data-transition]).future{transform:translate(0,150%)}.reveal .slides section[data-transition=default].stack,.reveal.default .slides section.stack{transform-style:preserve-3d}.reveal .slides>section[data-transition=default].past,.reveal .slides>section[data-transition~=default-out].past,.reveal.default .slides>section:not([data-transition]).past{transform:translate3d(-100%,0,0) rotateY(-90deg) translate3d(-100%,0,0)}.reveal .slides>section[data-transition=default].future,.reveal .slides>section[data-transition~=default-in].future,.reveal.default .slides>section:not([data-transition]).future{transform:translate3d(100%,0,0) rotateY(90deg) translate3d(100%,0,0)}.reveal .slides>section>section[data-transition=default].past,.reveal .slides>section>section[data-transition~=default-out].past,.reveal.default .slides>section>section:not([data-transition]).past{transform:translate3d(0,-300px,0) rotateX(70deg) translate3d(0,-300px,0)}.reveal .slides>section>section[data-transition=default].future,.reveal .slides>section>section[data-transition~=default-in].future,.reveal.default .slides>section>section:not([data-transition]).future{transform:translate3d(0,300px,0) rotateX(-70deg) translate3d(0,300px,0)}.reveal .slides section[data-transition=convex].stack,.reveal.convex .slides section.stack{transform-style:preserve-3d}.reveal .slides>section[data-transition=convex].past,.reveal .slides>section[data-transition~=convex-out].past,.reveal.convex .slides>section:not([data-transition]).past{transform:translate3d(-100%,0,0) rotateY(-90deg) translate3d(-100%,0,0)}.reveal .slides>section[data-transition=convex].future,.reveal .slides>section[data-transition~=convex-in].future,.reveal.convex .slides>section:not([data-transition]).future{transform:translate3d(100%,0,0) rotateY(90deg) translate3d(100%,0,0)}.reveal .slides>section>section[data-transition=convex].past,.reveal .slides>section>section[data-transition~=convex-out].past,.reveal.convex .slides>section>section:not([data-transition]).past{transform:translate3d(0,-300px,0) rotateX(70deg) translate3d(0,-300px,0)}.reveal .slides>section>section[data-transition=convex].future,.reveal .slides>section>section[data-transition~=convex-in].future,.reveal.convex .slides>section>section:not([data-transition]).future{transform:translate3d(0,300px,0) rotateX(-70deg) translate3d(0,300px,0)}.reveal .slides section[data-transition=concave].stack,.reveal.concave .slides section.stack{transform-style:preserve-3d}.reveal .slides>section[data-transition=concave].past,.reveal .slides>section[data-transition~=concave-out].past,.reveal.concave .slides>section:not([data-transition]).past{transform:translate3d(-100%,0,0) rotateY(90deg) translate3d(-100%,0,0)}.reveal .slides>section[data-transition=concave].future,.reveal .slides>section[data-transition~=concave-in].future,.reveal.concave .slides>section:not([data-transition]).future{transform:translate3d(100%,0,0) rotateY(-90deg) translate3d(100%,0,0)}.reveal .slides>section>section[data-transition=concave].past,.reveal .slides>section>section[data-transition~=concave-out].past,.reveal.concave .slides>section>section:not([data-transition]).past{transform:translate3d(0,-80%,0) rotateX(-70deg) translate3d(0,-80%,0)}.reveal .slides>section>section[data-transition=concave].future,.reveal .slides>section>section[data-transition~=concave-in].future,.reveal.concave .slides>section>section:not([data-transition]).future{transform:translate3d(0,80%,0) rotateX(70deg) translate3d(0,80%,0)}.reveal .slides section[data-transition=zoom],.reveal.zoom .slides section:not([data-transition]){transition-timing-function:ease}.reveal .slides>section[data-transition=zoom].past,.reveal .slides>section[data-transition~=zoom-out].past,.reveal.zoom .slides>section:not([data-transition]).past{visibility:hidden;transform:scale(16)}.reveal .slides>section[data-transition=zoom].future,.reveal .slides>section[data-transition~=zoom-in].future,.reveal.zoom .slides>section:not([data-transition]).future{visibility:hidden;transform:scale(.2)}.reveal .slides>section>section[data-transition=zoom].past,.reveal .slides>section>section[data-transition~=zoom-out].past,.reveal.zoom .slides>section>section:not([data-transition]).past{transform:scale(16)}.reveal .slides>section>section[data-transition=zoom].future,.reveal .slides>section>section[data-transition~=zoom-in].future,.reveal.zoom .slides>section>section:not([data-transition]).future{transform:scale(.2)}.reveal.cube .slides{perspective:1300px}.reveal.cube .slides section{padding:30px;min-height:700px;-webkit-backface-visibility:hidden;backface-visibility:hidden;box-sizing:border-box;transform-style:preserve-3d}.reveal.center.cube .slides section{min-height:0}.reveal.cube .slides section:not(.stack):before{content:"";position:absolute;display:block;width:100%;height:100%;left:0;top:0;background:rgba(0,0,0,.1);border-radius:4px;transform:translateZ(-20px)}.reveal.cube .slides section:not(.stack):after{content:"";position:absolute;display:block;width:90%;height:30px;left:5%;bottom:0;background:0 0;z-index:1;border-radius:4px;box-shadow:0 95px 25px rgba(0,0,0,.2);transform:translateZ(-90px) rotateX(65deg)}.reveal.cube .slides>section.stack{padding:0;background:0 0}.reveal.cube .slides>section.past{transform-origin:100% 0;transform:translate3d(-100%,0,0) rotateY(-90deg)}.reveal.cube .slides>section.future{transform-origin:0 0;transform:translate3d(100%,0,0) rotateY(90deg)}.reveal.cube .slides>section>section.past{transform-origin:0 100%;transform:translate3d(0,-100%,0) rotateX(90deg)}.reveal.cube .slides>section>section.future{transform-origin:0 0;transform:translate3d(0,100%,0) rotateX(-90deg)}.reveal.page .slides{perspective-origin:0 50%;perspective:3000px}.reveal.page .slides section{padding:30px;min-height:700px;box-sizing:border-box;transform-style:preserve-3d}.reveal.page .slides section.past{z-index:12}.reveal.page .slides section:not(.stack):before{content:"";position:absolute;display:block;width:100%;height:100%;left:0;top:0;background:rgba(0,0,0,.1);transform:translateZ(-20px)}.reveal.page .slides section:not(.stack):after{content:"";position:absolute;display:block;width:90%;height:30px;left:5%;bottom:0;background:0 0;z-index:1;border-radius:4px;box-shadow:0 95px 25px rgba(0,0,0,.2);-webkit-transform:translateZ(-90px) rotateX(65deg)}.reveal.page .slides>section.stack{padding:0;background:0 0}.reveal.page .slides>section.past{transform-origin:0 0;transform:translate3d(-40%,0,0) rotateY(-80deg)}.reveal.page .slides>section.future{transform-origin:100% 0;transform:translate3d(0,0,0)}.reveal.page .slides>section>section.past{transform-origin:0 0;transform:translate3d(0,-40%,0) rotateX(80deg)}.reveal.page .slides>section>section.future{transform-origin:0 100%;transform:translate3d(0,0,0)}.reveal .slides section[data-transition=fade],.reveal.fade .slides section:not([data-transition]),.reveal.fade .slides>section>section:not([data-transition]){transform:none;transition:opacity .5s}.reveal.fade.overview .slides section,.reveal.fade.overview .slides>section>section{transition:none}.reveal .slides section[data-transition=none],.reveal.none .slides section:not([data-transition]){transform:none;transition:none}.reveal .pause-overlay{position:absolute;top:0;left:0;width:100%;height:100%;background:#000;visibility:hidden;opacity:0;z-index:100;transition:all 1s ease}.reveal .pause-overlay .resume-button{position:absolute;bottom:20px;right:20px;color:#ccc;border-radius:2px;padding:6px 14px;border:2px solid #ccc;font-size:16px;background:0 0;cursor:pointer}.reveal .pause-overlay .resume-button:hover{color:#fff;border-color:#fff}.reveal.paused .pause-overlay{visibility:visible;opacity:1}.reveal .no-transition,.reveal .no-transition *,.reveal .slides.disable-slide-transitions section{transition:none!important}.reveal .slides.disable-slide-transitions section{transform:none!important}.reveal .backgrounds{position:absolute;width:100%;height:100%;top:0;left:0;perspective:600px}.reveal .slide-background{display:none;position:absolute;width:100%;height:100%;opacity:0;visibility:hidden;overflow:hidden;background-color:rgba(0,0,0,0);transition:all .8s cubic-bezier(.26,.86,.44,.985)}.reveal .slide-background-content{position:absolute;width:100%;height:100%;background-position:50% 50%;background-repeat:no-repeat;background-size:cover}.reveal .slide-background.stack{display:block}.reveal .slide-background.present{opacity:1;visibility:visible;z-index:2}.print-pdf .reveal .slide-background{opacity:1!important;visibility:visible!important}.reveal .slide-background video{position:absolute;width:100%;height:100%;max-width:none;max-height:none;top:0;left:0;-o-object-fit:cover;object-fit:cover}.reveal .slide-background[data-background-size=contain] video{-o-object-fit:contain;object-fit:contain}.reveal>.backgrounds .slide-background[data-background-transition=none],.reveal[data-background-transition=none]>.backgrounds .slide-background:not([data-background-transition]){transition:none}.reveal>.backgrounds .slide-background[data-background-transition=slide],.reveal[data-background-transition=slide]>.backgrounds .slide-background:not([data-background-transition]){opacity:1}.reveal>.backgrounds .slide-background.past[data-background-transition=slide],.reveal[data-background-transition=slide]>.backgrounds .slide-background.past:not([data-background-transition]){transform:translate(-100%,0)}.reveal>.backgrounds .slide-background.future[data-background-transition=slide],.reveal[data-background-transition=slide]>.backgrounds .slide-background.future:not([data-background-transition]){transform:translate(100%,0)}.reveal>.backgrounds .slide-background>.slide-background.past[data-background-transition=slide],.reveal[data-background-transition=slide]>.backgrounds .slide-background>.slide-background.past:not([data-background-transition]){transform:translate(0,-100%)}.reveal>.backgrounds .slide-background>.slide-background.future[data-background-transition=slide],.reveal[data-background-transition=slide]>.backgrounds .slide-background>.slide-background.future:not([data-background-transition]){transform:translate(0,100%)}.reveal>.backgrounds .slide-background.past[data-background-transition=convex],.reveal[data-background-transition=convex]>.backgrounds .slide-background.past:not([data-background-transition]){opacity:0;transform:translate3d(-100%,0,0) rotateY(-90deg) translate3d(-100%,0,0)}.reveal>.backgrounds .slide-background.future[data-background-transition=convex],.reveal[data-background-transition=convex]>.backgrounds .slide-background.future:not([data-background-transition]){opacity:0;transform:translate3d(100%,0,0) rotateY(90deg) translate3d(100%,0,0)}.reveal>.backgrounds .slide-background>.slide-background.past[data-background-transition=convex],.reveal[data-background-transition=convex]>.backgrounds .slide-background>.slide-background.past:not([data-background-transition]){opacity:0;transform:translate3d(0,-100%,0) rotateX(90deg) translate3d(0,-100%,0)}.reveal>.backgrounds .slide-background>.slide-background.future[data-background-transition=convex],.reveal[data-background-transition=convex]>.backgrounds .slide-background>.slide-background.future:not([data-background-transition]){opacity:0;transform:translate3d(0,100%,0) rotateX(-90deg) translate3d(0,100%,0)}.reveal>.backgrounds .slide-background.past[data-background-transition=concave],.reveal[data-background-transition=concave]>.backgrounds .slide-background.past:not([data-background-transition]){opacity:0;transform:translate3d(-100%,0,0) rotateY(90deg) translate3d(-100%,0,0)}.reveal>.backgrounds .slide-background.future[data-background-transition=concave],.reveal[data-background-transition=concave]>.backgrounds .slide-background.future:not([data-background-transition]){opacity:0;transform:translate3d(100%,0,0) rotateY(-90deg) translate3d(100%,0,0)}.reveal>.backgrounds .slide-background>.slide-background.past[data-background-transition=concave],.reveal[data-background-transition=concave]>.backgrounds .slide-background>.slide-background.past:not([data-background-transition]){opacity:0;transform:translate3d(0,-100%,0) rotateX(-90deg) translate3d(0,-100%,0)}.reveal>.backgrounds .slide-background>.slide-background.future[data-background-transition=concave],.reveal[data-background-transition=concave]>.backgrounds .slide-background>.slide-background.future:not([data-background-transition]){opacity:0;transform:translate3d(0,100%,0) rotateX(90deg) translate3d(0,100%,0)}.reveal>.backgrounds .slide-background[data-background-transition=zoom],.reveal[data-background-transition=zoom]>.backgrounds .slide-background:not([data-background-transition]){transition-timing-function:ease}.reveal>.backgrounds .slide-background.past[data-background-transition=zoom],.reveal[data-background-transition=zoom]>.backgrounds .slide-background.past:not([data-background-transition]){opacity:0;visibility:hidden;transform:scale(16)}.reveal>.backgrounds .slide-background.future[data-background-transition=zoom],.reveal[data-background-transition=zoom]>.backgrounds .slide-background.future:not([data-background-transition]){opacity:0;visibility:hidden;transform:scale(.2)}.reveal>.backgrounds .slide-background>.slide-background.past[data-background-transition=zoom],.reveal[data-background-transition=zoom]>.backgrounds .slide-background>.slide-background.past:not([data-background-transition]){opacity:0;visibility:hidden;transform:scale(16)}.reveal>.backgrounds .slide-background>.slide-background.future[data-background-transition=zoom],.reveal[data-background-transition=zoom]>.backgrounds .slide-background>.slide-background.future:not([data-background-transition]){opacity:0;visibility:hidden;transform:scale(.2)}.reveal[data-transition-speed=fast]>.backgrounds .slide-background{transition-duration:.4s}.reveal[data-transition-speed=slow]>.backgrounds .slide-background{transition-duration:1.2s}.reveal [data-auto-animate-target^=unmatched]{will-change:opacity}.reveal section[data-auto-animate]:not(.stack):not([data-auto-animate=running]) [data-auto-animate-target^=unmatched]{opacity:0}.reveal.overview{perspective-origin:50% 50%;perspective:700px}.reveal.overview .slides{-moz-transform-style:preserve-3d}.reveal.overview .slides section{height:100%;top:0!important;opacity:1!important;overflow:hidden;visibility:visible!important;cursor:pointer;box-sizing:border-box}.reveal.overview .slides section.present,.reveal.overview .slides section:hover{outline:10px solid rgba(150,150,150,.4);outline-offset:10px}.reveal.overview .slides section .fragment{opacity:1;transition:none}.reveal.overview .slides section:after,.reveal.overview .slides section:before{display:none!important}.reveal.overview .slides>section.stack{padding:0;top:0!important;background:0 0;outline:0;overflow:visible}.reveal.overview .backgrounds{perspective:inherit;-moz-transform-style:preserve-3d}.reveal.overview .backgrounds .slide-background{opacity:1;visibility:visible;outline:10px solid rgba(150,150,150,.1);outline-offset:10px}.reveal.overview .backgrounds .slide-background.stack{overflow:visible}.reveal.overview .slides section,.reveal.overview-deactivating .slides section{transition:none}.reveal.overview .backgrounds .slide-background,.reveal.overview-deactivating .backgrounds .slide-background{transition:none}.reveal.rtl .slides,.reveal.rtl .slides h1,.reveal.rtl .slides h2,.reveal.rtl .slides h3,.reveal.rtl .slides h4,.reveal.rtl .slides h5,.reveal.rtl .slides h6{direction:rtl;font-family:sans-serif}.reveal.rtl code,.reveal.rtl pre{direction:ltr}.reveal.rtl ol,.reveal.rtl ul{text-align:right}.reveal.rtl .progress span{transform-origin:100% 0}.reveal.has-parallax-background .backgrounds{transition:all .8s ease}.reveal.has-parallax-background[data-transition-speed=fast] .backgrounds{transition-duration:.4s}.reveal.has-parallax-background[data-transition-speed=slow] .backgrounds{transition-duration:1.2s}.reveal>.overlay{position:absolute;top:0;left:0;width:100%;height:100%;z-index:1000;background:rgba(0,0,0,.9);transition:all .3s ease}.reveal>.overlay .spinner{position:absolute;display:block;top:50%;left:50%;width:32px;height:32px;margin:-16px 0 0 -16px;z-index:10;background-image:url(data:image/gif;base64,R0lGODlhIAAgAPMAAJmZmf%2F%2F%2F6%2Bvr8nJybW1tcDAwOjo6Nvb26ioqKOjo7Ozs%2FLy8vz8%2FAAAAAAAAAAAACH%2FC05FVFNDQVBFMi4wAwEAAAAh%2FhpDcmVhdGVkIHdpdGggYWpheGxvYWQuaW5mbwAh%2BQQJCgAAACwAAAAAIAAgAAAE5xDISWlhperN52JLhSSdRgwVo1ICQZRUsiwHpTJT4iowNS8vyW2icCF6k8HMMBkCEDskxTBDAZwuAkkqIfxIQyhBQBFvAQSDITM5VDW6XNE4KagNh6Bgwe60smQUB3d4Rz1ZBApnFASDd0hihh12BkE9kjAJVlycXIg7CQIFA6SlnJ87paqbSKiKoqusnbMdmDC2tXQlkUhziYtyWTxIfy6BE8WJt5YJvpJivxNaGmLHT0VnOgSYf0dZXS7APdpB309RnHOG5gDqXGLDaC457D1zZ%2FV%2FnmOM82XiHRLYKhKP1oZmADdEAAAh%2BQQJCgAAACwAAAAAIAAgAAAE6hDISWlZpOrNp1lGNRSdRpDUolIGw5RUYhhHukqFu8DsrEyqnWThGvAmhVlteBvojpTDDBUEIFwMFBRAmBkSgOrBFZogCASwBDEY%2FCZSg7GSE0gSCjQBMVG023xWBhklAnoEdhQEfyNqMIcKjhRsjEdnezB%2BA4k8gTwJhFuiW4dokXiloUepBAp5qaKpp6%2BHo7aWW54wl7obvEe0kRuoplCGepwSx2jJvqHEmGt6whJpGpfJCHmOoNHKaHx61WiSR92E4lbFoq%2BB6QDtuetcaBPnW6%2BO7wDHpIiK9SaVK5GgV543tzjgGcghAgAh%2BQQJCgAAACwAAAAAIAAgAAAE7hDISSkxpOrN5zFHNWRdhSiVoVLHspRUMoyUakyEe8PTPCATW9A14E0UvuAKMNAZKYUZCiBMuBakSQKG8G2FzUWox2AUtAQFcBKlVQoLgQReZhQlCIJesQXI5B0CBnUMOxMCenoCfTCEWBsJColTMANldx15BGs8B5wlCZ9Po6OJkwmRpnqkqnuSrayqfKmqpLajoiW5HJq7FL1Gr2mMMcKUMIiJgIemy7xZtJsTmsM4xHiKv5KMCXqfyUCJEonXPN2rAOIAmsfB3uPoAK%2B%2BG%2Bw48edZPK%2BM6hLJpQg484enXIdQFSS1u6UhksENEQAAIfkECQoAAAAsAAAAACAAIAAABOcQyEmpGKLqzWcZRVUQnZYg1aBSh2GUVEIQ2aQOE%2BG%2BcD4ntpWkZQj1JIiZIogDFFyHI0UxQwFugMSOFIPJftfVAEoZLBbcLEFhlQiqGp1Vd140AUklUN3eCA51C1EWMzMCezCBBmkxVIVHBWd3HHl9JQOIJSdSnJ0TDKChCwUJjoWMPaGqDKannasMo6WnM562R5YluZRwur0wpgqZE7NKUm%2BFNRPIhjBJxKZteWuIBMN4zRMIVIhffcgojwCF117i4nlLnY5ztRLsnOk%2BaV%2BoJY7V7m76PdkS4trKcdg0Zc0tTcKkRAAAIfkECQoAAAAsAAAAACAAIAAABO4QyEkpKqjqzScpRaVkXZWQEximw1BSCUEIlDohrft6cpKCk5xid5MNJTaAIkekKGQkWyKHkvhKsR7ARmitkAYDYRIbUQRQjWBwJRzChi9CRlBcY1UN4g0%2FVNB0AlcvcAYHRyZPdEQFYV8ccwR5HWxEJ02YmRMLnJ1xCYp0Y5idpQuhopmmC2KgojKasUQDk5BNAwwMOh2RtRq5uQuPZKGIJQIGwAwGf6I0JXMpC8C7kXWDBINFMxS4DKMAWVWAGYsAdNqW5uaRxkSKJOZKaU3tPOBZ4DuK2LATgJhkPJMgTwKCdFjyPHEnKxFCDhEAACH5BAkKAAAALAAAAAAgACAAAATzEMhJaVKp6s2nIkolIJ2WkBShpkVRWqqQrhLSEu9MZJKK9y1ZrqYK9WiClmvoUaF8gIQSNeF1Er4MNFn4SRSDARWroAIETg1iVwuHjYB1kYc1mwruwXKC9gmsJXliGxc%2BXiUCby9ydh1sOSdMkpMTBpaXBzsfhoc5l58Gm5yToAaZhaOUqjkDgCWNHAULCwOLaTmzswadEqggQwgHuQsHIoZCHQMMQgQGubVEcxOPFAcMDAYUA85eWARmfSRQCdcMe0zeP1AAygwLlJtPNAAL19DARdPzBOWSm1brJBi45soRAWQAAkrQIykShQ9wVhHCwCQCACH5BAkKAAAALAAAAAAgACAAAATrEMhJaVKp6s2nIkqFZF2VIBWhUsJaTokqUCoBq%2BE71SRQeyqUToLA7VxF0JDyIQh%2FMVVPMt1ECZlfcjZJ9mIKoaTl1MRIl5o4CUKXOwmyrCInCKqcWtvadL2SYhyASyNDJ0uIiRMDjI0Fd30%2FiI2UA5GSS5UDj2l6NoqgOgN4gksEBgYFf0FDqKgHnyZ9OX8HrgYHdHpcHQULXAS2qKpENRg7eAMLC7kTBaixUYFkKAzWAAnLC7FLVxLWDBLKCwaKTULgEwbLA4hJtOkSBNqITT3xEgfLpBtzE%2FjiuL04RGEBgwWhShRgQExHBAAh%2BQQJCgAAACwAAAAAIAAgAAAE7xDISWlSqerNpyJKhWRdlSAVoVLCWk6JKlAqAavhO9UkUHsqlE6CwO1cRdCQ8iEIfzFVTzLdRAmZX3I2SfZiCqGk5dTESJeaOAlClzsJsqwiJwiqnFrb2nS9kmIcgEsjQydLiIlHehhpejaIjzh9eomSjZR%2BipslWIRLAgMDOR2DOqKogTB9pCUJBagDBXR6XB0EBkIIsaRsGGMMAxoDBgYHTKJiUYEGDAzHC9EACcUGkIgFzgwZ0QsSBcXHiQvOwgDdEwfFs0sDzt4S6BK4xYjkDOzn0unFeBzOBijIm1Dgmg5YFQwsCMjp1oJ8LyIAACH5BAkKAAAALAAAAAAgACAAAATwEMhJaVKp6s2nIkqFZF2VIBWhUsJaTokqUCoBq%2BE71SRQeyqUToLA7VxF0JDyIQh%2FMVVPMt1ECZlfcjZJ9mIKoaTl1MRIl5o4CUKXOwmyrCInCKqcWtvadL2SYhyASyNDJ0uIiUd6GGl6NoiPOH16iZKNlH6KmyWFOggHhEEvAwwMA0N9GBsEC6amhnVcEwavDAazGwIDaH1ipaYLBUTCGgQDA8NdHz0FpqgTBwsLqAbWAAnIA4FWKdMLGdYGEgraigbT0OITBcg5QwPT4xLrROZL6AuQAPUS7bxLpoWidY0JtxLHKhwwMJBTHgPKdEQAACH5BAkKAAAALAAAAAAgACAAAATrEMhJaVKp6s2nIkqFZF2VIBWhUsJaTokqUCoBq%2BE71SRQeyqUToLA7VxF0JDyIQh%2FMVVPMt1ECZlfcjZJ9mIKoaTl1MRIl5o4CUKXOwmyrCInCKqcWtvadL2SYhyASyNDJ0uIiUd6GAULDJCRiXo1CpGXDJOUjY%2BYip9DhToJA4RBLwMLCwVDfRgbBAaqqoZ1XBMHswsHtxtFaH1iqaoGNgAIxRpbFAgfPQSqpbgGBqUD1wBXeCYp1AYZ19JJOYgH1KwA4UBvQwXUBxPqVD9L3sbp2BNk2xvvFPJd%2BMFCN6HAAIKgNggY0KtEBAAh%2BQQJCgAAACwAAAAAIAAgAAAE6BDISWlSqerNpyJKhWRdlSAVoVLCWk6JKlAqAavhO9UkUHsqlE6CwO1cRdCQ8iEIfzFVTzLdRAmZX3I2SfYIDMaAFdTESJeaEDAIMxYFqrOUaNW4E4ObYcCXaiBVEgULe0NJaxxtYksjh2NLkZISgDgJhHthkpU4mW6blRiYmZOlh4JWkDqILwUGBnE6TYEbCgevr0N1gH4At7gHiRpFaLNrrq8HNgAJA70AWxQIH1%2BvsYMDAzZQPC9VCNkDWUhGkuE5PxJNwiUK4UfLzOlD4WvzAHaoG9nxPi5d%2BjYUqfAhhykOFwJWiAAAIfkECQoAAAAsAAAAACAAIAAABPAQyElpUqnqzaciSoVkXVUMFaFSwlpOCcMYlErAavhOMnNLNo8KsZsMZItJEIDIFSkLGQoQTNhIsFehRww2CQLKF0tYGKYSg%2BygsZIuNqJksKgbfgIGepNo2cIUB3V1B3IvNiBYNQaDSTtfhhx0CwVPI0UJe0%2Bbm4g5VgcGoqOcnjmjqDSdnhgEoamcsZuXO1aWQy8KAwOAuTYYGwi7w5h%2BKr0SJ8MFihpNbx%2B4Erq7BYBuzsdiH1jCAzoSfl0rVirNbRXlBBlLX%2BBP0XJLAPGzTkAuAOqb0WT5AH7OcdCm5B8TgRwSRKIHQtaLCwg1RAAAOwAAAAAAAAAAAA%3D%3D);visibility:visible;opacity:.6;transition:all .3s ease}.reveal>.overlay header{position:absolute;left:0;top:0;width:100%;padding:5px;z-index:2;box-sizing:border-box}.reveal>.overlay header a{display:inline-block;width:40px;height:40px;line-height:36px;padding:0 10px;float:right;opacity:.6;box-sizing:border-box}.reveal>.overlay header a:hover{opacity:1}.reveal>.overlay header a .icon{display:inline-block;width:20px;height:20px;background-position:50% 50%;background-size:100%;background-repeat:no-repeat}.reveal>.overlay header a.close .icon{background-image:url(data:image/png;base64,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)}.reveal>.overlay header a.external .icon{background-image:url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAACAAAAAgCAYAAABzenr0AAAAcElEQVRYR+2WSQoAIQwEzf8f7XiOMkUQxUPlGkM3hVmiQfQR9GYnH1SsAQlI4DiBqkCMoNb9y2e90IAEJPAcgdznU9+engMaeJ7Azh5Y1U67gAho4DqBqmB1buAf0MB1AlVBek83ZPkmJMGc1wAR+AAqod/B97TRpQAAAABJRU5ErkJggg==)}.reveal>.overlay .viewport{position:absolute;display:flex;top:50px;right:0;bottom:0;left:0}.reveal>.overlay.overlay-preview .viewport iframe{width:100%;height:100%;max-width:100%;max-height:100%;border:0;opacity:0;visibility:hidden;transition:all .3s ease}.reveal>.overlay.overlay-preview.loaded .viewport iframe{opacity:1;visibility:visible}.reveal>.overlay.overlay-preview.loaded .viewport-inner{position:absolute;z-index:-1;left:0;top:45%;width:100%;text-align:center;letter-spacing:normal}.reveal>.overlay.overlay-preview .x-frame-error{opacity:0;transition:opacity .3s ease .3s}.reveal>.overlay.overlay-preview.loaded .x-frame-error{opacity:1}.reveal>.overlay.overlay-preview.loaded .spinner{opacity:0;visibility:hidden;transform:scale(.2)}.reveal>.overlay.overlay-help .viewport{overflow:auto;color:#fff}.reveal>.overlay.overlay-help .viewport .viewport-inner{width:600px;margin:auto;padding:20px 20px 80px 20px;text-align:center;letter-spacing:normal}.reveal>.overlay.overlay-help .viewport .viewport-inner .title{font-size:20px}.reveal>.overlay.overlay-help .viewport .viewport-inner table{border:1px solid #fff;border-collapse:collapse;font-size:16px}.reveal>.overlay.overlay-help .viewport .viewport-inner table td,.reveal>.overlay.overlay-help .viewport .viewport-inner table th{width:200px;padding:14px;border:1px solid #fff;vertical-align:middle}.reveal>.overlay.overlay-help .viewport .viewport-inner table th{padding-top:20px;padding-bottom:20px}.reveal .playback{position:absolute;left:15px;bottom:20px;z-index:30;cursor:pointer;transition:all .4s ease;-webkit-tap-highlight-color:transparent}.reveal.overview .playback{opacity:0;visibility:hidden}.reveal .hljs{min-height:100%}.reveal .hljs table{margin:initial}.reveal .hljs-ln-code,.reveal .hljs-ln-numbers{padding:0;border:0}.reveal .hljs-ln-numbers{opacity:.6;padding-right:.75em;text-align:right;vertical-align:top}.reveal .hljs.has-highlights tr:not(.highlight-line){opacity:.4}.reveal .hljs:not(:first-child).fragment{position:absolute;top:0;left:0;width:100%;box-sizing:border-box}.reveal pre[data-auto-animate-target]{overflow:hidden}.reveal pre[data-auto-animate-target] code{height:100%}.reveal .roll{display:inline-block;line-height:1.2;overflow:hidden;vertical-align:top;perspective:400px;perspective-origin:50% 50%}.reveal .roll:hover{background:0 0;text-shadow:none}.reveal .roll span{display:block;position:relative;padding:0 2px;pointer-events:none;transition:all .4s ease;transform-origin:50% 0;transform-style:preserve-3d;-webkit-backface-visibility:hidden;backface-visibility:hidden}.reveal .roll:hover span{background:rgba(0,0,0,.5);transform:translate3d(0,0,-45px) rotateX(90deg)}.reveal .roll span:after{content:attr(data-title);display:block;position:absolute;left:0;top:0;padding:0 2px;-webkit-backface-visibility:hidden;backface-visibility:hidden;transform-origin:50% 0;transform:translate3d(0,110%,0) rotateX(-90deg)}.reveal aside.notes{display:none}.reveal .speaker-notes{display:none;position:absolute;width:33.3333333333%;height:100%;top:0;left:100%;padding:14px 18px 14px 18px;z-index:1;font-size:18px;line-height:1.4;border:1px solid rgba(0,0,0,.05);color:#222;background-color:#f5f5f5;overflow:auto;box-sizing:border-box;text-align:left;font-family:Helvetica,sans-serif;-webkit-overflow-scrolling:touch}.reveal .speaker-notes .notes-placeholder{color:#ccc;font-style:italic}.reveal .speaker-notes:focus{outline:0}.reveal .speaker-notes:before{content:"Speaker notes";display:block;margin-bottom:10px;opacity:.5}.reveal.show-notes{max-width:75%;overflow:visible}.reveal.show-notes .speaker-notes{display:block}@media screen and (min-width:1600px){.reveal .speaker-notes{font-size:20px}}@media screen and (max-width:1024px){.reveal.show-notes{border-left:0;max-width:none;max-height:70%;max-height:70vh;overflow:visible}.reveal.show-notes .speaker-notes{top:100%;left:0;width:100%;height:30vh;border:0}}@media screen and (max-width:600px){.reveal.show-notes{max-height:60%;max-height:60vh}.reveal.show-notes .speaker-notes{top:100%;height:40vh}.reveal .speaker-notes{font-size:14px}}.zoomed .reveal *,.zoomed .reveal :after,.zoomed .reveal :before{-webkit-backface-visibility:visible!important;backface-visibility:visible!important}.zoomed .reveal .controls,.zoomed .reveal .progress{opacity:0}.zoomed .reveal .roll span{background:0 0}.zoomed .reveal .roll span:after{visibility:hidden}html.print-pdf *{-webkit-print-color-adjust:exact}html.print-pdf{width:100%;height:100%;overflow:visible}html.print-pdf body{margin:0 auto!important;border:0;padding:0;float:none!important;overflow:visible}html.print-pdf .nestedarrow,html.print-pdf .reveal .controls,html.print-pdf .reveal .playback,html.print-pdf .reveal .progress,html.print-pdf .reveal.overview,html.print-pdf .state-background{display:none!important}html.print-pdf .reveal pre code{overflow:hidden!important;font-family:Courier,"Courier New",monospace!important}html.print-pdf .reveal{width:auto!important;height:auto!important;overflow:hidden!important}html.print-pdf .reveal .slides{position:static;width:100%!important;height:auto!important;zoom:1!important;pointer-events:initial;left:auto;top:auto;margin:0!important;padding:0!important;overflow:visible;display:block;perspective:none;perspective-origin:50% 50%}html.print-pdf .reveal .slides .pdf-page{position:relative;overflow:hidden;z-index:1;page-break-after:always}html.print-pdf .reveal .slides section{visibility:visible!important;display:block!important;position:absolute!important;margin:0!important;padding:0!important;box-sizing:border-box!important;min-height:1px;opacity:1!important;transform-style:flat!important;transform:none!important}html.print-pdf .reveal section.stack{position:relative!important;margin:0!important;padding:0!important;page-break-after:avoid!important;height:auto!important;min-height:auto!important}html.print-pdf .reveal img{box-shadow:none}html.print-pdf .reveal .backgrounds{display:none}html.print-pdf .reveal .slide-background{display:block!important;position:absolute;top:0;left:0;width:100%;height:100%;z-index:auto!important}html.print-pdf .reveal.show-notes{max-width:none;max-height:none}html.print-pdf .reveal .speaker-notes-pdf{display:block;width:100%;height:auto;max-height:none;top:auto;right:auto;bottom:auto;left:auto;z-index:100}html.print-pdf .reveal .speaker-notes-pdf[data-layout=separate-page]{position:relative;color:inherit;background-color:transparent;padding:20px;page-break-after:always;border:0}html.print-pdf .reveal .slide-number-pdf{display:block;position:absolute;font-size:14px}html.print-pdf .aria-status{display:none}@media print{html:not(.print-pdf){background:#fff;width:auto;height:auto;overflow:visible}html:not(.print-pdf) body{background:#fff;font-size:20pt;width:auto;height:auto;border:0;margin:0 5%;padding:0;overflow:visible;float:none!important}html:not(.print-pdf) .controls,html:not(.print-pdf) .fork-reveal,html:not(.print-pdf) .nestedarrow,html:not(.print-pdf) .reveal .backgrounds,html:not(.print-pdf) .reveal .progress,html:not(.print-pdf) .reveal .slide-number,html:not(.print-pdf) .share-reveal,html:not(.print-pdf) .state-background{display:none!important}html:not(.print-pdf) body,html:not(.print-pdf) li,html:not(.print-pdf) p,html:not(.print-pdf) td{font-size:20pt!important;color:#000}html:not(.print-pdf) h1,html:not(.print-pdf) h2,html:not(.print-pdf) h3,html:not(.print-pdf) h4,html:not(.print-pdf) h5,html:not(.print-pdf) h6{color:#000!important;height:auto;line-height:normal;text-align:left;letter-spacing:normal}html:not(.print-pdf) h1{font-size:28pt!important}html:not(.print-pdf) h2{font-size:24pt!important}html:not(.print-pdf) h3{font-size:22pt!important}html:not(.print-pdf) h4{font-size:22pt!important;font-variant:small-caps}html:not(.print-pdf) h5{font-size:21pt!important}html:not(.print-pdf) h6{font-size:20pt!important;font-style:italic}html:not(.print-pdf) a:link,html:not(.print-pdf) a:visited{color:#000!important;font-weight:700;text-decoration:underline}html:not(.print-pdf) div,html:not(.print-pdf) ol,html:not(.print-pdf) p,html:not(.print-pdf) ul{visibility:visible;position:static;width:auto;height:auto;display:block;overflow:visible;margin:0;text-align:left!important}html:not(.print-pdf) .reveal pre,html:not(.print-pdf) .reveal table{margin-left:0;margin-right:0}html:not(.print-pdf) .reveal pre code{padding:20px}html:not(.print-pdf) .reveal blockquote{margin:20px 0}html:not(.print-pdf) .reveal .slides{position:static!important;width:auto!important;height:auto!important;left:0!important;top:0!important;margin-left:0!important;margin-top:0!important;padding:0!important;zoom:1!important;transform:none!important;overflow:visible!important;display:block!important;text-align:left!important;perspective:none;perspective-origin:50% 50%}html:not(.print-pdf) .reveal .slides section{visibility:visible!important;position:static!important;width:auto!important;height:auto!important;display:block!important;overflow:visible!important;left:0!important;top:0!important;margin-left:0!important;margin-top:0!important;padding:60px 20px!important;z-index:auto!important;opacity:1!important;page-break-after:always!important;transform-style:flat!important;transform:none!important;transition:none!important}html:not(.print-pdf) .reveal .slides section.stack{padding:0!important}html:not(.print-pdf) .reveal section:last-of-type{page-break-after:avoid!important}html:not(.print-pdf) .reveal section .fragment{opacity:1!important;visibility:visible!important;transform:none!important}html:not(.print-pdf) .reveal section img{display:block;margin:15px 0;background:#fff;border:1px solid #666;box-shadow:none}html:not(.print-pdf) .reveal section small{font-size:.8em}html:not(.print-pdf) .reveal .hljs{max-height:100%;white-space:pre-wrap;word-wrap:break-word;word-break:break-word;font-size:15pt}html:not(.print-pdf) .reveal .hljs .hljs-ln-numbers{white-space:nowrap}html:not(.print-pdf) .reveal .hljs td{font-size:inherit!important;color:inherit!important}} \ No newline at end of file diff --git a/site_libs/revealjs/dist/reveal.esm.js b/site_libs/revealjs/dist/reveal.esm.js deleted file mode 100644 index f18da895f..000000000 --- a/site_libs/revealjs/dist/reveal.esm.js +++ /dev/null @@ -1,9 +0,0 @@ -/*! -* reveal.js 4.3.1 -* https://revealjs.com -* MIT licensed -* -* Copyright (C) 2011-2022 Hakim El Hattab, https://hakim.se -*/ -const e=(e,t)=>{for(let i in t)e[i]=t[i];return e},t=(e,t)=>Array.from(e.querySelectorAll(t)),i=(e,t,i)=>{i?e.classList.add(t):e.classList.remove(t)},s=e=>{if("string"==typeof e){if("null"===e)return null;if("true"===e)return!0;if("false"===e)return!1;if(e.match(/^-?[\d\.]+$/))return parseFloat(e)}return e},a=(e,t)=>{e.style.transform=t},n=(e,t)=>{let i=e.matches||e.matchesSelector||e.msMatchesSelector;return!(!i||!i.call(e,t))},r=(e,t)=>{if("function"==typeof e.closest)return e.closest(t);for(;e;){if(n(e,t))return e;e=e.parentNode}return null},o=(e,t,i,s="")=>{let a=e.querySelectorAll("."+i);for(let t=0;t{let t=document.createElement("style");return t.type="text/css",e&&e.length>0&&(t.styleSheet?t.styleSheet.cssText=e:t.appendChild(document.createTextNode(e))),document.head.appendChild(t),t},d=()=>{let e={};location.search.replace(/[A-Z0-9]+?=([\w\.%-]*)/gi,(t=>{e[t.split("=").shift()]=t.split("=").pop()}));for(let t in e){let i=e[t];e[t]=s(unescape(i))}return void 0!==e.dependencies&&delete e.dependencies,e},c=(e,t=0)=>{if(e){let i,s=e.style.height;return e.style.height="0px",e.parentNode.style.height="auto",i=t-e.parentNode.offsetHeight,e.style.height=s+"px",e.parentNode.style.removeProperty("height"),i}return t},h={mp4:"video/mp4",m4a:"video/mp4",ogv:"video/ogg",mpeg:"video/mpeg",webm:"video/webm"},u=navigator.userAgent,g=/(iphone|ipod|ipad|android)/gi.test(u)||"MacIntel"===navigator.platform&&navigator.maxTouchPoints>1;/chrome/i.test(u)&&/edge/i.test(u);const v=/android/gi.test(u);var p={};Object.defineProperty(p,"__esModule",{value:!0});var m=Object.assign||function(e){for(var t=1;t1&&void 0!==arguments[1]?arguments[1]:{};return"string"==typeof e?x(t(document.querySelectorAll(e)),i):x([e],i)[0]}}("undefined"==typeof window?null:window);class b{constructor(e){this.Reveal=e,this.startEmbeddedIframe=this.startEmbeddedIframe.bind(this)}shouldPreload(e){let t=this.Reveal.getConfig().preloadIframes;return"boolean"!=typeof t&&(t=e.hasAttribute("data-preload")),t}load(e,i={}){e.style.display=this.Reveal.getConfig().display,t(e,"img[data-src], video[data-src], audio[data-src], iframe[data-src]").forEach((e=>{("IFRAME"!==e.tagName||this.shouldPreload(e))&&(e.setAttribute("src",e.getAttribute("data-src")),e.setAttribute("data-lazy-loaded",""),e.removeAttribute("data-src"))})),t(e,"video, audio").forEach((e=>{let i=0;t(e,"source[data-src]").forEach((e=>{e.setAttribute("src",e.getAttribute("data-src")),e.removeAttribute("data-src"),e.setAttribute("data-lazy-loaded",""),i+=1})),g&&"VIDEO"===e.tagName&&e.setAttribute("playsinline",""),i>0&&e.load()}));let s=e.slideBackgroundElement;if(s){s.style.display="block";let t=e.slideBackgroundContentElement,a=e.getAttribute("data-background-iframe");if(!1===s.hasAttribute("data-loaded")){s.setAttribute("data-loaded","true");let n=e.getAttribute("data-background-image"),r=e.getAttribute("data-background-video"),o=e.hasAttribute("data-background-video-loop"),l=e.hasAttribute("data-background-video-muted");if(n)/^data:/.test(n.trim())?t.style.backgroundImage=`url(${n.trim()})`:t.style.backgroundImage=n.split(",").map((e=>`url(${encodeURI(e.trim())})`)).join(",");else if(r&&!this.Reveal.isSpeakerNotes()){let e=document.createElement("video");o&&e.setAttribute("loop",""),l&&(e.muted=!0),g&&(e.muted=!0,e.setAttribute("playsinline","")),r.split(",").forEach((t=>{let i=((e="")=>h[e.split(".").pop()])(t);e.innerHTML+=i?``:``})),t.appendChild(e)}else if(a&&!0!==i.excludeIframes){let e=document.createElement("iframe");e.setAttribute("allowfullscreen",""),e.setAttribute("mozallowfullscreen",""),e.setAttribute("webkitallowfullscreen",""),e.setAttribute("allow","autoplay"),e.setAttribute("data-src",a),e.style.width="100%",e.style.height="100%",e.style.maxHeight="100%",e.style.maxWidth="100%",t.appendChild(e)}}let n=t.querySelector("iframe[data-src]");n&&this.shouldPreload(s)&&!/autoplay=(1|true|yes)/gi.test(a)&&n.getAttribute("src")!==a&&n.setAttribute("src",a)}this.layout(e)}layout(e){Array.from(e.querySelectorAll(".r-fit-text")).forEach((e=>{f(e,{minSize:24,maxSize:.8*this.Reveal.getConfig().height,observeMutations:!1,observeWindow:!1})}))}unload(e){e.style.display="none";let i=this.Reveal.getSlideBackground(e);i&&(i.style.display="none",t(i,"iframe[src]").forEach((e=>{e.removeAttribute("src")}))),t(e,"video[data-lazy-loaded][src], audio[data-lazy-loaded][src], iframe[data-lazy-loaded][src]").forEach((e=>{e.setAttribute("data-src",e.getAttribute("src")),e.removeAttribute("src")})),t(e,"video[data-lazy-loaded] source[src], audio source[src]").forEach((e=>{e.setAttribute("data-src",e.getAttribute("src")),e.removeAttribute("src")}))}formatEmbeddedContent(){let e=(e,i,s)=>{t(this.Reveal.getSlidesElement(),"iframe["+e+'*="'+i+'"]').forEach((t=>{let i=t.getAttribute(e);i&&-1===i.indexOf(s)&&t.setAttribute(e,i+(/\?/.test(i)?"&":"?")+s)}))};e("src","youtube.com/embed/","enablejsapi=1"),e("data-src","youtube.com/embed/","enablejsapi=1"),e("src","player.vimeo.com/","api=1"),e("data-src","player.vimeo.com/","api=1")}startEmbeddedContent(e){e&&!this.Reveal.isSpeakerNotes()&&(t(e,'img[src$=".gif"]').forEach((e=>{e.setAttribute("src",e.getAttribute("src"))})),t(e,"video, audio").forEach((e=>{if(r(e,".fragment")&&!r(e,".fragment.visible"))return;let t=this.Reveal.getConfig().autoPlayMedia;if("boolean"!=typeof t&&(t=e.hasAttribute("data-autoplay")||!!r(e,".slide-background")),t&&"function"==typeof e.play)if(e.readyState>1)this.startEmbeddedMedia({target:e});else if(g){let t=e.play();t&&"function"==typeof t.catch&&!1===e.controls&&t.catch((()=>{e.controls=!0,e.addEventListener("play",(()=>{e.controls=!1}))}))}else e.removeEventListener("loadeddata",this.startEmbeddedMedia),e.addEventListener("loadeddata",this.startEmbeddedMedia)})),t(e,"iframe[src]").forEach((e=>{r(e,".fragment")&&!r(e,".fragment.visible")||this.startEmbeddedIframe({target:e})})),t(e,"iframe[data-src]").forEach((e=>{r(e,".fragment")&&!r(e,".fragment.visible")||e.getAttribute("src")!==e.getAttribute("data-src")&&(e.removeEventListener("load",this.startEmbeddedIframe),e.addEventListener("load",this.startEmbeddedIframe),e.setAttribute("src",e.getAttribute("data-src")))})))}startEmbeddedMedia(e){let t=!!r(e.target,"html"),i=!!r(e.target,".present");t&&i&&(e.target.currentTime=0,e.target.play()),e.target.removeEventListener("loadeddata",this.startEmbeddedMedia)}startEmbeddedIframe(e){let t=e.target;if(t&&t.contentWindow){let i=!!r(e.target,"html"),s=!!r(e.target,".present");if(i&&s){let e=this.Reveal.getConfig().autoPlayMedia;"boolean"!=typeof e&&(e=t.hasAttribute("data-autoplay")||!!r(t,".slide-background")),/youtube\.com\/embed\//.test(t.getAttribute("src"))&&e?t.contentWindow.postMessage('{"event":"command","func":"playVideo","args":""}',"*"):/player\.vimeo\.com\//.test(t.getAttribute("src"))&&e?t.contentWindow.postMessage('{"method":"play"}',"*"):t.contentWindow.postMessage("slide:start","*")}}}stopEmbeddedContent(i,s={}){s=e({unloadIframes:!0},s),i&&i.parentNode&&(t(i,"video, audio").forEach((e=>{e.hasAttribute("data-ignore")||"function"!=typeof e.pause||(e.setAttribute("data-paused-by-reveal",""),e.pause())})),t(i,"iframe").forEach((e=>{e.contentWindow&&e.contentWindow.postMessage("slide:stop","*"),e.removeEventListener("load",this.startEmbeddedIframe)})),t(i,'iframe[src*="youtube.com/embed/"]').forEach((e=>{!e.hasAttribute("data-ignore")&&e.contentWindow&&"function"==typeof e.contentWindow.postMessage&&e.contentWindow.postMessage('{"event":"command","func":"pauseVideo","args":""}',"*")})),t(i,'iframe[src*="player.vimeo.com/"]').forEach((e=>{!e.hasAttribute("data-ignore")&&e.contentWindow&&"function"==typeof e.contentWindow.postMessage&&e.contentWindow.postMessage('{"method":"pause"}',"*")})),!0===s.unloadIframes&&t(i,"iframe[data-src]").forEach((e=>{e.setAttribute("src","about:blank"),e.removeAttribute("src")})))}}class y{constructor(e){this.Reveal=e}render(){this.element=document.createElement("div"),this.element.className="slide-number",this.Reveal.getRevealElement().appendChild(this.element)}configure(e,t){let i="none";e.slideNumber&&!this.Reveal.isPrintingPDF()&&("all"===e.showSlideNumber||"speaker"===e.showSlideNumber&&this.Reveal.isSpeakerNotes())&&(i="block"),this.element.style.display=i}update(){this.Reveal.getConfig().slideNumber&&this.element&&(this.element.innerHTML=this.getSlideNumber())}getSlideNumber(e=this.Reveal.getCurrentSlide()){let t,i=this.Reveal.getConfig(),s="h.v";if("function"==typeof i.slideNumber)t=i.slideNumber(e);else{"string"==typeof i.slideNumber&&(s=i.slideNumber),/c/.test(s)||1!==this.Reveal.getHorizontalSlides().length||(s="c");let a=e&&"uncounted"===e.dataset.visibility?0:1;switch(t=[],s){case"c":t.push(this.Reveal.getSlidePastCount(e)+a);break;case"c/t":t.push(this.Reveal.getSlidePastCount(e)+a,"/",this.Reveal.getTotalSlides());break;default:let i=this.Reveal.getIndices(e);t.push(i.h+a);let n="h/v"===s?"/":".";this.Reveal.isVerticalSlide(e)&&t.push(n,i.v+1)}}let a="#"+this.Reveal.location.getHash(e);return this.formatNumber(t[0],t[1],t[2],a)}formatNumber(e,t,i,s="#"+this.Reveal.location.getHash()){return"number"!=typeof i||isNaN(i)?`    \n\t\t\t\t\t${e}\n\t\t\t\t\t`:`\n\t\t\t\t\t${e}\n\t\t\t\t\t${t}\n\t\t\t\t\t${i}\n\t\t\t\t\t`}destroy(){this.element.remove()}}const w=e=>{let t=e.match(/^#([0-9a-f]{3})$/i);if(t&&t[1])return t=t[1],{r:17*parseInt(t.charAt(0),16),g:17*parseInt(t.charAt(1),16),b:17*parseInt(t.charAt(2),16)};let i=e.match(/^#([0-9a-f]{6})$/i);if(i&&i[1])return i=i[1],{r:parseInt(i.slice(0,2),16),g:parseInt(i.slice(2,4),16),b:parseInt(i.slice(4,6),16)};let s=e.match(/^rgb\s*\(\s*(\d+)\s*,\s*(\d+)\s*,\s*(\d+)\s*\)$/i);if(s)return{r:parseInt(s[1],10),g:parseInt(s[2],10),b:parseInt(s[3],10)};let a=e.match(/^rgba\s*\(\s*(\d+)\s*,\s*(\d+)\s*,\s*(\d+)\s*\,\s*([\d]+|[\d]*.[\d]+)\s*\)$/i);return a?{r:parseInt(a[1],10),g:parseInt(a[2],10),b:parseInt(a[3],10),a:parseFloat(a[4])}:null};class E{constructor(e){this.Reveal=e}render(){this.element=document.createElement("div"),this.element.className="backgrounds",this.Reveal.getRevealElement().appendChild(this.element)}create(){this.element.innerHTML="",this.element.classList.add("no-transition"),this.Reveal.getHorizontalSlides().forEach((e=>{let i=this.createBackground(e,this.element);t(e,"section").forEach((e=>{this.createBackground(e,i),i.classList.add("stack")}))})),this.Reveal.getConfig().parallaxBackgroundImage?(this.element.style.backgroundImage='url("'+this.Reveal.getConfig().parallaxBackgroundImage+'")',this.element.style.backgroundSize=this.Reveal.getConfig().parallaxBackgroundSize,this.element.style.backgroundRepeat=this.Reveal.getConfig().parallaxBackgroundRepeat,this.element.style.backgroundPosition=this.Reveal.getConfig().parallaxBackgroundPosition,setTimeout((()=>{this.Reveal.getRevealElement().classList.add("has-parallax-background")}),1)):(this.element.style.backgroundImage="",this.Reveal.getRevealElement().classList.remove("has-parallax-background"))}createBackground(e,t){let i=document.createElement("div");i.className="slide-background "+e.className.replace(/present|past|future/,"");let s=document.createElement("div");return s.className="slide-background-content",i.appendChild(s),t.appendChild(i),e.slideBackgroundElement=i,e.slideBackgroundContentElement=s,this.sync(e),i}sync(e){const t=e.slideBackgroundElement,i=e.slideBackgroundContentElement,s={background:e.getAttribute("data-background"),backgroundSize:e.getAttribute("data-background-size"),backgroundImage:e.getAttribute("data-background-image"),backgroundVideo:e.getAttribute("data-background-video"),backgroundIframe:e.getAttribute("data-background-iframe"),backgroundColor:e.getAttribute("data-background-color"),backgroundRepeat:e.getAttribute("data-background-repeat"),backgroundPosition:e.getAttribute("data-background-position"),backgroundTransition:e.getAttribute("data-background-transition"),backgroundOpacity:e.getAttribute("data-background-opacity")},a=e.hasAttribute("data-preload");e.classList.remove("has-dark-background"),e.classList.remove("has-light-background"),t.removeAttribute("data-loaded"),t.removeAttribute("data-background-hash"),t.removeAttribute("data-background-size"),t.removeAttribute("data-background-transition"),t.style.backgroundColor="",i.style.backgroundSize="",i.style.backgroundRepeat="",i.style.backgroundPosition="",i.style.backgroundImage="",i.style.opacity="",i.innerHTML="",s.background&&(/^(http|file|\/\/)/gi.test(s.background)||/\.(svg|png|jpg|jpeg|gif|bmp)([?#\s]|$)/gi.test(s.background)?e.setAttribute("data-background-image",s.background):t.style.background=s.background),(s.background||s.backgroundColor||s.backgroundImage||s.backgroundVideo||s.backgroundIframe)&&t.setAttribute("data-background-hash",s.background+s.backgroundSize+s.backgroundImage+s.backgroundVideo+s.backgroundIframe+s.backgroundColor+s.backgroundRepeat+s.backgroundPosition+s.backgroundTransition+s.backgroundOpacity),s.backgroundSize&&t.setAttribute("data-background-size",s.backgroundSize),s.backgroundColor&&(t.style.backgroundColor=s.backgroundColor),s.backgroundTransition&&t.setAttribute("data-background-transition",s.backgroundTransition),a&&t.setAttribute("data-preload",""),s.backgroundSize&&(i.style.backgroundSize=s.backgroundSize),s.backgroundRepeat&&(i.style.backgroundRepeat=s.backgroundRepeat),s.backgroundPosition&&(i.style.backgroundPosition=s.backgroundPosition),s.backgroundOpacity&&(i.style.opacity=s.backgroundOpacity);let n=s.backgroundColor;if(!n||!w(n)){let e=window.getComputedStyle(t);e&&e.backgroundColor&&(n=e.backgroundColor)}if(n){const t=w(n);t&&0!==t.a&&("string"==typeof(r=n)&&(r=w(r)),(r?(299*r.r+587*r.g+114*r.b)/1e3:null)<128?e.classList.add("has-dark-background"):e.classList.add("has-light-background"))}var r}update(e=!1){let i=this.Reveal.getCurrentSlide(),s=this.Reveal.getIndices(),a=null,n=this.Reveal.getConfig().rtl?"future":"past",r=this.Reveal.getConfig().rtl?"past":"future";if(Array.from(this.element.childNodes).forEach(((i,o)=>{i.classList.remove("past","present","future"),os.h?i.classList.add(r):(i.classList.add("present"),a=i),(e||o===s.h)&&t(i,".slide-background").forEach(((e,t)=>{e.classList.remove("past","present","future"),ts.v?e.classList.add("future"):(e.classList.add("present"),o===s.h&&(a=e))}))})),this.previousBackground&&this.Reveal.slideContent.stopEmbeddedContent(this.previousBackground,{unloadIframes:!this.Reveal.slideContent.shouldPreload(this.previousBackground)}),a){this.Reveal.slideContent.startEmbeddedContent(a);let e=a.querySelector(".slide-background-content");if(e){let t=e.style.backgroundImage||"";/\.gif/i.test(t)&&(e.style.backgroundImage="",window.getComputedStyle(e).opacity,e.style.backgroundImage=t)}let t=this.previousBackground?this.previousBackground.getAttribute("data-background-hash"):null,i=a.getAttribute("data-background-hash");i&&i===t&&a!==this.previousBackground&&this.element.classList.add("no-transition"),this.previousBackground=a}i&&["has-light-background","has-dark-background"].forEach((e=>{i.classList.contains(e)?this.Reveal.getRevealElement().classList.add(e):this.Reveal.getRevealElement().classList.remove(e)}),this),setTimeout((()=>{this.element.classList.remove("no-transition")}),1)}updateParallax(){let e=this.Reveal.getIndices();if(this.Reveal.getConfig().parallaxBackgroundImage){let t,i,s=this.Reveal.getHorizontalSlides(),a=this.Reveal.getVerticalSlides(),n=this.element.style.backgroundSize.split(" ");1===n.length?t=i=parseInt(n[0],10):(t=parseInt(n[0],10),i=parseInt(n[1],10));let r,o,l=this.element.offsetWidth,d=s.length;r="number"==typeof this.Reveal.getConfig().parallaxBackgroundHorizontal?this.Reveal.getConfig().parallaxBackgroundHorizontal:d>1?(t-l)/(d-1):0,o=r*e.h*-1;let c,h,u=this.element.offsetHeight,g=a.length;c="number"==typeof this.Reveal.getConfig().parallaxBackgroundVertical?this.Reveal.getConfig().parallaxBackgroundVertical:(i-u)/(g-1),h=g>0?c*e.v:0,this.element.style.backgroundPosition=o+"px "+-h+"px"}}destroy(){this.element.remove()}}const R=/registerPlugin|registerKeyboardShortcut|addKeyBinding|addEventListener/,S=/fade-(down|up|right|left|out|in-then-out|in-then-semi-out)|semi-fade-out|current-visible|shrink|grow/;let A=0;class k{constructor(e){this.Reveal=e}run(e,t){this.reset();let i=this.Reveal.getSlides(),s=i.indexOf(t),a=i.indexOf(e);if(e.hasAttribute("data-auto-animate")&&t.hasAttribute("data-auto-animate")&&e.getAttribute("data-auto-animate-id")===t.getAttribute("data-auto-animate-id")&&!(s>a?t:e).hasAttribute("data-auto-animate-restart")){this.autoAnimateStyleSheet=this.autoAnimateStyleSheet||l();let i=this.getAutoAnimateOptions(t);e.dataset.autoAnimate="pending",t.dataset.autoAnimate="pending",i.slideDirection=s>a?"forward":"backward";let n=this.getAutoAnimatableElements(e,t).map((e=>this.autoAnimateElements(e.from,e.to,e.options||{},i,A++)));if("false"!==t.dataset.autoAnimateUnmatched&&!0===this.Reveal.getConfig().autoAnimateUnmatched){let e=.8*i.duration,s=.2*i.duration;this.getUnmatchedAutoAnimateElements(t).forEach((e=>{let t=this.getAutoAnimateOptions(e,i),s="unmatched";t.duration===i.duration&&t.delay===i.delay||(s="unmatched-"+A++,n.push(`[data-auto-animate="running"] [data-auto-animate-target="${s}"] { transition: opacity ${t.duration}s ease ${t.delay}s; }`)),e.dataset.autoAnimateTarget=s}),this),n.push(`[data-auto-animate="running"] [data-auto-animate-target="unmatched"] { transition: opacity ${e}s ease ${s}s; }`)}this.autoAnimateStyleSheet.innerHTML=n.join(""),requestAnimationFrame((()=>{this.autoAnimateStyleSheet&&(getComputedStyle(this.autoAnimateStyleSheet).fontWeight,t.dataset.autoAnimate="running")})),this.Reveal.dispatchEvent({type:"autoanimate",data:{fromSlide:e,toSlide:t,sheet:this.autoAnimateStyleSheet}})}}reset(){t(this.Reveal.getRevealElement(),'[data-auto-animate]:not([data-auto-animate=""])').forEach((e=>{e.dataset.autoAnimate=""})),t(this.Reveal.getRevealElement(),"[data-auto-animate-target]").forEach((e=>{delete e.dataset.autoAnimateTarget})),this.autoAnimateStyleSheet&&this.autoAnimateStyleSheet.parentNode&&(this.autoAnimateStyleSheet.parentNode.removeChild(this.autoAnimateStyleSheet),this.autoAnimateStyleSheet=null)}autoAnimateElements(e,t,i,s,a){e.dataset.autoAnimateTarget="",t.dataset.autoAnimateTarget=a;let n=this.getAutoAnimateOptions(t,s);void 0!==i.delay&&(n.delay=i.delay),void 0!==i.duration&&(n.duration=i.duration),void 0!==i.easing&&(n.easing=i.easing);let r=this.getAutoAnimatableProperties("from",e,i),o=this.getAutoAnimatableProperties("to",t,i);if(t.classList.contains("fragment")&&(delete o.styles.opacity,e.classList.contains("fragment"))){(e.className.match(S)||[""])[0]===(t.className.match(S)||[""])[0]&&"forward"===s.slideDirection&&t.classList.add("visible","disabled")}if(!1!==i.translate||!1!==i.scale){let e=this.Reveal.getScale(),t={x:(r.x-o.x)/e,y:(r.y-o.y)/e,scaleX:r.width/o.width,scaleY:r.height/o.height};t.x=Math.round(1e3*t.x)/1e3,t.y=Math.round(1e3*t.y)/1e3,t.scaleX=Math.round(1e3*t.scaleX)/1e3,t.scaleX=Math.round(1e3*t.scaleX)/1e3;let s=!1!==i.translate&&(0!==t.x||0!==t.y),a=!1!==i.scale&&(0!==t.scaleX||0!==t.scaleY);if(s||a){let e=[];s&&e.push(`translate(${t.x}px, ${t.y}px)`),a&&e.push(`scale(${t.scaleX}, ${t.scaleY})`),r.styles.transform=e.join(" "),r.styles["transform-origin"]="top left",o.styles.transform="none"}}for(let e in o.styles){const t=o.styles[e],i=r.styles[e];t===i?delete o.styles[e]:(!0===t.explicitValue&&(o.styles[e]=t.value),!0===i.explicitValue&&(r.styles[e]=i.value))}let l="",d=Object.keys(o.styles);if(d.length>0){r.styles.transition="none",o.styles.transition=`all ${n.duration}s ${n.easing} ${n.delay}s`,o.styles["transition-property"]=d.join(", "),o.styles["will-change"]=d.join(", "),l='[data-auto-animate-target="'+a+'"] {'+Object.keys(r.styles).map((e=>e+": "+r.styles[e]+" !important;")).join("")+'}[data-auto-animate="running"] [data-auto-animate-target="'+a+'"] {'+Object.keys(o.styles).map((e=>e+": "+o.styles[e]+" !important;")).join("")+"}"}return l}getAutoAnimateOptions(t,i){let s={easing:this.Reveal.getConfig().autoAnimateEasing,duration:this.Reveal.getConfig().autoAnimateDuration,delay:0};if(s=e(s,i),t.parentNode){let e=r(t.parentNode,"[data-auto-animate-target]");e&&(s=this.getAutoAnimateOptions(e,s))}return t.dataset.autoAnimateEasing&&(s.easing=t.dataset.autoAnimateEasing),t.dataset.autoAnimateDuration&&(s.duration=parseFloat(t.dataset.autoAnimateDuration)),t.dataset.autoAnimateDelay&&(s.delay=parseFloat(t.dataset.autoAnimateDelay)),s}getAutoAnimatableProperties(e,t,i){let s=this.Reveal.getConfig(),a={styles:[]};if(!1!==i.translate||!1!==i.scale){let e;if("function"==typeof i.measure)e=i.measure(t);else if(s.center)e=t.getBoundingClientRect();else{let i=this.Reveal.getScale();e={x:t.offsetLeft*i,y:t.offsetTop*i,width:t.offsetWidth*i,height:t.offsetHeight*i}}a.x=e.x,a.y=e.y,a.width=e.width,a.height=e.height}const n=getComputedStyle(t);return(i.styles||s.autoAnimateStyles).forEach((t=>{let i;"string"==typeof t&&(t={property:t}),i=void 0!==t.from&&"from"===e?{value:t.from,explicitValue:!0}:void 0!==t.to&&"to"===e?{value:t.to,explicitValue:!0}:n[t.property],""!==i&&(a.styles[t.property]=i)})),a}getAutoAnimatableElements(e,t){let i=("function"==typeof this.Reveal.getConfig().autoAnimateMatcher?this.Reveal.getConfig().autoAnimateMatcher:this.getAutoAnimatePairs).call(this,e,t),s=[];return i.filter(((e,t)=>{if(-1===s.indexOf(e.to))return s.push(e.to),!0}))}getAutoAnimatePairs(e,t){let i=[];const s="h1, h2, h3, h4, h5, h6, p, li";return this.findAutoAnimateMatches(i,e,t,"[data-id]",(e=>e.nodeName+":::"+e.getAttribute("data-id"))),this.findAutoAnimateMatches(i,e,t,s,(e=>e.nodeName+":::"+e.innerText)),this.findAutoAnimateMatches(i,e,t,"img, video, iframe",(e=>e.nodeName+":::"+(e.getAttribute("src")||e.getAttribute("data-src")))),this.findAutoAnimateMatches(i,e,t,"pre",(e=>e.nodeName+":::"+e.innerText)),i.forEach((e=>{n(e.from,s)?e.options={scale:!1}:n(e.from,"pre")&&(e.options={scale:!1,styles:["width","height"]},this.findAutoAnimateMatches(i,e.from,e.to,".hljs .hljs-ln-code",(e=>e.textContent),{scale:!1,styles:[],measure:this.getLocalBoundingBox.bind(this)}),this.findAutoAnimateMatches(i,e.from,e.to,".hljs .hljs-ln-line[data-line-number]",(e=>e.getAttribute("data-line-number")),{scale:!1,styles:["width"],measure:this.getLocalBoundingBox.bind(this)}))}),this),i}getLocalBoundingBox(e){const t=this.Reveal.getScale();return{x:Math.round(e.offsetLeft*t*100)/100,y:Math.round(e.offsetTop*t*100)/100,width:Math.round(e.offsetWidth*t*100)/100,height:Math.round(e.offsetHeight*t*100)/100}}findAutoAnimateMatches(e,t,i,s,a,n){let r={},o={};[].slice.call(t.querySelectorAll(s)).forEach(((e,t)=>{const i=a(e);"string"==typeof i&&i.length&&(r[i]=r[i]||[],r[i].push(e))})),[].slice.call(i.querySelectorAll(s)).forEach(((t,i)=>{const s=a(t);let l;if(o[s]=o[s]||[],o[s].push(t),r[s]){const e=o[s].length-1,t=r[s].length-1;r[s][e]?(l=r[s][e],r[s][e]=null):r[s][t]&&(l=r[s][t],r[s][t]=null)}l&&e.push({from:l,to:t,options:n})}))}getUnmatchedAutoAnimateElements(e){return[].slice.call(e.children).reduce(((e,t)=>{const i=t.querySelector("[data-auto-animate-target]");return t.hasAttribute("data-auto-animate-target")||i||e.push(t),t.querySelector("[data-auto-animate-target]")&&(e=e.concat(this.getUnmatchedAutoAnimateElements(t))),e}),[])}}class L{constructor(e){this.Reveal=e}configure(e,t){!1===e.fragments?this.disable():!1===t.fragments&&this.enable()}disable(){t(this.Reveal.getSlidesElement(),".fragment").forEach((e=>{e.classList.add("visible"),e.classList.remove("current-fragment")}))}enable(){t(this.Reveal.getSlidesElement(),".fragment").forEach((e=>{e.classList.remove("visible"),e.classList.remove("current-fragment")}))}availableRoutes(){let e=this.Reveal.getCurrentSlide();if(e&&this.Reveal.getConfig().fragments){let t=e.querySelectorAll(".fragment:not(.disabled)"),i=e.querySelectorAll(".fragment:not(.disabled):not(.visible)");return{prev:t.length-i.length>0,next:!!i.length}}return{prev:!1,next:!1}}sort(e,t=!1){e=Array.from(e);let i=[],s=[],a=[];e.forEach((e=>{if(e.hasAttribute("data-fragment-index")){let t=parseInt(e.getAttribute("data-fragment-index"),10);i[t]||(i[t]=[]),i[t].push(e)}else s.push([e])})),i=i.concat(s);let n=0;return i.forEach((e=>{e.forEach((e=>{a.push(e),e.setAttribute("data-fragment-index",n)})),n++})),!0===t?i:a}sortAll(){this.Reveal.getHorizontalSlides().forEach((e=>{let i=t(e,"section");i.forEach(((e,t)=>{this.sort(e.querySelectorAll(".fragment"))}),this),0===i.length&&this.sort(e.querySelectorAll(".fragment"))}))}update(e,t){let i={shown:[],hidden:[]},s=this.Reveal.getCurrentSlide();if(s&&this.Reveal.getConfig().fragments&&(t=t||this.sort(s.querySelectorAll(".fragment"))).length){let a=0;if("number"!=typeof e){let t=this.sort(s.querySelectorAll(".fragment.visible")).pop();t&&(e=parseInt(t.getAttribute("data-fragment-index")||0,10))}Array.from(t).forEach(((t,s)=>{if(t.hasAttribute("data-fragment-index")&&(s=parseInt(t.getAttribute("data-fragment-index"),10)),a=Math.max(a,s),s<=e){let a=t.classList.contains("visible");t.classList.add("visible"),t.classList.remove("current-fragment"),s===e&&(this.Reveal.announceStatus(this.Reveal.getStatusText(t)),t.classList.add("current-fragment"),this.Reveal.slideContent.startEmbeddedContent(t)),a||(i.shown.push(t),this.Reveal.dispatchEvent({target:t,type:"visible",bubbles:!1}))}else{let e=t.classList.contains("visible");t.classList.remove("visible"),t.classList.remove("current-fragment"),e&&(this.Reveal.slideContent.stopEmbeddedContent(t),i.hidden.push(t),this.Reveal.dispatchEvent({target:t,type:"hidden",bubbles:!1}))}})),e="number"==typeof e?e:-1,e=Math.max(Math.min(e,a),-1),s.setAttribute("data-fragment",e)}return i}sync(e=this.Reveal.getCurrentSlide()){return this.sort(e.querySelectorAll(".fragment"))}goto(e,t=0){let i=this.Reveal.getCurrentSlide();if(i&&this.Reveal.getConfig().fragments){let s=this.sort(i.querySelectorAll(".fragment:not(.disabled)"));if(s.length){if("number"!=typeof e){let t=this.sort(i.querySelectorAll(".fragment:not(.disabled).visible")).pop();e=t?parseInt(t.getAttribute("data-fragment-index")||0,10):-1}e+=t;let a=this.update(e,s);return a.hidden.length&&this.Reveal.dispatchEvent({type:"fragmenthidden",data:{fragment:a.hidden[0],fragments:a.hidden}}),a.shown.length&&this.Reveal.dispatchEvent({type:"fragmentshown",data:{fragment:a.shown[0],fragments:a.shown}}),this.Reveal.controls.update(),this.Reveal.progress.update(),this.Reveal.getConfig().fragmentInURL&&this.Reveal.location.writeURL(),!(!a.shown.length&&!a.hidden.length)}}return!1}next(){return this.goto(null,1)}prev(){return this.goto(null,-1)}}class C{constructor(e){this.Reveal=e,this.active=!1,this.onSlideClicked=this.onSlideClicked.bind(this)}activate(){if(this.Reveal.getConfig().overview&&!this.isActive()){this.active=!0,this.Reveal.getRevealElement().classList.add("overview"),this.Reveal.cancelAutoSlide(),this.Reveal.getSlidesElement().appendChild(this.Reveal.getBackgroundsElement()),t(this.Reveal.getRevealElement(),".slides section").forEach((e=>{e.classList.contains("stack")||e.addEventListener("click",this.onSlideClicked,!0)}));const e=70,i=this.Reveal.getComputedSlideSize();this.overviewSlideWidth=i.width+e,this.overviewSlideHeight=i.height+e,this.Reveal.getConfig().rtl&&(this.overviewSlideWidth=-this.overviewSlideWidth),this.Reveal.updateSlidesVisibility(),this.layout(),this.update(),this.Reveal.layout();const s=this.Reveal.getIndices();this.Reveal.dispatchEvent({type:"overviewshown",data:{indexh:s.h,indexv:s.v,currentSlide:this.Reveal.getCurrentSlide()}})}}layout(){this.Reveal.getHorizontalSlides().forEach(((e,i)=>{e.setAttribute("data-index-h",i),a(e,"translate3d("+i*this.overviewSlideWidth+"px, 0, 0)"),e.classList.contains("stack")&&t(e,"section").forEach(((e,t)=>{e.setAttribute("data-index-h",i),e.setAttribute("data-index-v",t),a(e,"translate3d(0, "+t*this.overviewSlideHeight+"px, 0)")}))})),Array.from(this.Reveal.getBackgroundsElement().childNodes).forEach(((e,i)=>{a(e,"translate3d("+i*this.overviewSlideWidth+"px, 0, 0)"),t(e,".slide-background").forEach(((e,t)=>{a(e,"translate3d(0, "+t*this.overviewSlideHeight+"px, 0)")}))}))}update(){const e=Math.min(window.innerWidth,window.innerHeight),t=Math.max(e/5,150)/e,i=this.Reveal.getIndices();this.Reveal.transformSlides({overview:["scale("+t+")","translateX("+-i.h*this.overviewSlideWidth+"px)","translateY("+-i.v*this.overviewSlideHeight+"px)"].join(" ")})}deactivate(){if(this.Reveal.getConfig().overview){this.active=!1,this.Reveal.getRevealElement().classList.remove("overview"),this.Reveal.getRevealElement().classList.add("overview-deactivating"),setTimeout((()=>{this.Reveal.getRevealElement().classList.remove("overview-deactivating")}),1),this.Reveal.getRevealElement().appendChild(this.Reveal.getBackgroundsElement()),t(this.Reveal.getRevealElement(),".slides section").forEach((e=>{a(e,""),e.removeEventListener("click",this.onSlideClicked,!0)})),t(this.Reveal.getBackgroundsElement(),".slide-background").forEach((e=>{a(e,"")})),this.Reveal.transformSlides({overview:""});const e=this.Reveal.getIndices();this.Reveal.slide(e.h,e.v),this.Reveal.layout(),this.Reveal.cueAutoSlide(),this.Reveal.dispatchEvent({type:"overviewhidden",data:{indexh:e.h,indexv:e.v,currentSlide:this.Reveal.getCurrentSlide()}})}}toggle(e){"boolean"==typeof e?e?this.activate():this.deactivate():this.isActive()?this.deactivate():this.activate()}isActive(){return this.active}onSlideClicked(e){if(this.isActive()){e.preventDefault();let t=e.target;for(;t&&!t.nodeName.match(/section/gi);)t=t.parentNode;if(t&&!t.classList.contains("disabled")&&(this.deactivate(),t.nodeName.match(/section/gi))){let e=parseInt(t.getAttribute("data-index-h"),10),i=parseInt(t.getAttribute("data-index-v"),10);this.Reveal.slide(e,i)}}}}class x{constructor(e){this.Reveal=e,this.shortcuts={},this.bindings={},this.onDocumentKeyDown=this.onDocumentKeyDown.bind(this),this.onDocumentKeyPress=this.onDocumentKeyPress.bind(this)}configure(e,t){"linear"===e.navigationMode?(this.shortcuts["→ , ↓ , SPACE , N , L , J"]="Next slide",this.shortcuts["← , ↑ , P , H , K"]="Previous slide"):(this.shortcuts["N , SPACE"]="Next slide",this.shortcuts["P , Shift SPACE"]="Previous slide",this.shortcuts["← , H"]="Navigate left",this.shortcuts["→ , L"]="Navigate right",this.shortcuts["↑ , K"]="Navigate up",this.shortcuts["↓ , J"]="Navigate down"),this.shortcuts["Alt + ←/↑/→/↓"]="Navigate without fragments",this.shortcuts["Shift + ←/↑/→/↓"]="Jump to first/last slide",this.shortcuts["B , ."]="Pause",this.shortcuts.F="Fullscreen",this.shortcuts["ESC, O"]="Slide overview"}bind(){document.addEventListener("keydown",this.onDocumentKeyDown,!1),document.addEventListener("keypress",this.onDocumentKeyPress,!1)}unbind(){document.removeEventListener("keydown",this.onDocumentKeyDown,!1),document.removeEventListener("keypress",this.onDocumentKeyPress,!1)}addKeyBinding(e,t){"object"==typeof e&&e.keyCode?this.bindings[e.keyCode]={callback:t,key:e.key,description:e.description}:this.bindings[e]={callback:t,key:null,description:null}}removeKeyBinding(e){delete this.bindings[e]}triggerKey(e){this.onDocumentKeyDown({keyCode:e})}registerKeyboardShortcut(e,t){this.shortcuts[e]=t}getShortcuts(){return this.shortcuts}getBindings(){return this.bindings}onDocumentKeyPress(e){e.shiftKey&&63===e.charCode&&this.Reveal.toggleHelp()}onDocumentKeyDown(e){let t=this.Reveal.getConfig();if("function"==typeof t.keyboardCondition&&!1===t.keyboardCondition(e))return!0;if("focused"===t.keyboardCondition&&!this.Reveal.isFocused())return!0;let i=e.keyCode,s=!this.Reveal.isAutoSliding();this.Reveal.onUserInput(e);let a=document.activeElement&&!0===document.activeElement.isContentEditable,n=document.activeElement&&document.activeElement.tagName&&/input|textarea/i.test(document.activeElement.tagName),r=document.activeElement&&document.activeElement.className&&/speaker-notes/i.test(document.activeElement.className),o=!(-1!==[32,37,38,39,40,78,80].indexOf(e.keyCode)&&e.shiftKey||e.altKey)&&(e.shiftKey||e.altKey||e.ctrlKey||e.metaKey);if(a||n||r||o)return;let l,d=[66,86,190,191];if("object"==typeof t.keyboard)for(l in t.keyboard)"togglePause"===t.keyboard[l]&&d.push(parseInt(l,10));if(this.Reveal.isPaused()&&-1===d.indexOf(i))return!1;let c="linear"===t.navigationMode||!this.Reveal.hasHorizontalSlides()||!this.Reveal.hasVerticalSlides(),h=!1;if("object"==typeof t.keyboard)for(l in t.keyboard)if(parseInt(l,10)===i){let i=t.keyboard[l];"function"==typeof i?i.apply(null,[e]):"string"==typeof i&&"function"==typeof this.Reveal[i]&&this.Reveal[i].call(),h=!0}if(!1===h)for(l in this.bindings)if(parseInt(l,10)===i){let t=this.bindings[l].callback;"function"==typeof t?t.apply(null,[e]):"string"==typeof t&&"function"==typeof this.Reveal[t]&&this.Reveal[t].call(),h=!0}!1===h&&(h=!0,80===i||33===i?this.Reveal.prev({skipFragments:e.altKey}):78===i||34===i?this.Reveal.next({skipFragments:e.altKey}):72===i||37===i?e.shiftKey?this.Reveal.slide(0):!this.Reveal.overview.isActive()&&c?this.Reveal.prev({skipFragments:e.altKey}):this.Reveal.left({skipFragments:e.altKey}):76===i||39===i?e.shiftKey?this.Reveal.slide(this.Reveal.getHorizontalSlides().length-1):!this.Reveal.overview.isActive()&&c?this.Reveal.next({skipFragments:e.altKey}):this.Reveal.right({skipFragments:e.altKey}):75===i||38===i?e.shiftKey?this.Reveal.slide(void 0,0):!this.Reveal.overview.isActive()&&c?this.Reveal.prev({skipFragments:e.altKey}):this.Reveal.up({skipFragments:e.altKey}):74===i||40===i?e.shiftKey?this.Reveal.slide(void 0,Number.MAX_VALUE):!this.Reveal.overview.isActive()&&c?this.Reveal.next({skipFragments:e.altKey}):this.Reveal.down({skipFragments:e.altKey}):36===i?this.Reveal.slide(0):35===i?this.Reveal.slide(this.Reveal.getHorizontalSlides().length-1):32===i?(this.Reveal.overview.isActive()&&this.Reveal.overview.deactivate(),e.shiftKey?this.Reveal.prev({skipFragments:e.altKey}):this.Reveal.next({skipFragments:e.altKey})):58===i||59===i||66===i||86===i||190===i||191===i?this.Reveal.togglePause():70===i?(e=>{let t=(e=e||document.documentElement).requestFullscreen||e.webkitRequestFullscreen||e.webkitRequestFullScreen||e.mozRequestFullScreen||e.msRequestFullscreen;t&&t.apply(e)})(t.embedded?this.Reveal.getViewportElement():document.documentElement):65===i?t.autoSlideStoppable&&this.Reveal.toggleAutoSlide(s):h=!1),h?e.preventDefault&&e.preventDefault():27!==i&&79!==i||(!1===this.Reveal.closeOverlay()&&this.Reveal.overview.toggle(),e.preventDefault&&e.preventDefault()),this.Reveal.cueAutoSlide()}}class P{constructor(e){var t,i,s;s=1e3,(i="MAX_REPLACE_STATE_FREQUENCY")in(t=this)?Object.defineProperty(t,i,{value:s,enumerable:!0,configurable:!0,writable:!0}):t[i]=s,this.Reveal=e,this.writeURLTimeout=0,this.replaceStateTimestamp=0,this.onWindowHashChange=this.onWindowHashChange.bind(this)}bind(){window.addEventListener("hashchange",this.onWindowHashChange,!1)}unbind(){window.removeEventListener("hashchange",this.onWindowHashChange,!1)}getIndicesFromHash(e=window.location.hash){let t=e.replace(/^#\/?/,""),i=t.split("/");if(/^[0-9]*$/.test(i[0])||!t.length){const e=this.Reveal.getConfig();let t,s=e.hashOneBasedIndex?1:0,a=parseInt(i[0],10)-s||0,n=parseInt(i[1],10)-s||0;return e.fragmentInURL&&(t=parseInt(i[2],10),isNaN(t)&&(t=void 0)),{h:a,v:n,f:t}}{let e,i;/\/[-\d]+$/g.test(t)&&(i=parseInt(t.split("/").pop(),10),i=isNaN(i)?void 0:i,t=t.split("/").shift());try{e=document.getElementById(decodeURIComponent(t))}catch(e){}if(e)return{...this.Reveal.getIndices(e),f:i}}return null}readURL(){const e=this.Reveal.getIndices(),t=this.getIndicesFromHash();t?t.h===e.h&&t.v===e.v&&void 0===t.f||this.Reveal.slide(t.h,t.v,t.f):this.Reveal.slide(e.h||0,e.v||0)}writeURL(e){let t=this.Reveal.getConfig(),i=this.Reveal.getCurrentSlide();if(clearTimeout(this.writeURLTimeout),"number"==typeof e)this.writeURLTimeout=setTimeout(this.writeURL,e);else if(i){let e=this.getHash();t.history?window.location.hash=e:t.hash&&("/"===e?this.debouncedReplaceState(window.location.pathname+window.location.search):this.debouncedReplaceState("#"+e))}}replaceState(e){window.history.replaceState(null,null,e),this.replaceStateTimestamp=Date.now()}debouncedReplaceState(e){clearTimeout(this.replaceStateTimeout),Date.now()-this.replaceStateTimestamp>this.MAX_REPLACE_STATE_FREQUENCY?this.replaceState(e):this.replaceStateTimeout=setTimeout((()=>this.replaceState(e)),this.MAX_REPLACE_STATE_FREQUENCY)}getHash(e){let t="/",i=e||this.Reveal.getCurrentSlide(),s=i?i.getAttribute("id"):null;s&&(s=encodeURIComponent(s));let a=this.Reveal.getIndices(e);if(this.Reveal.getConfig().fragmentInURL||(a.f=void 0),"string"==typeof s&&s.length)t="/"+s,a.f>=0&&(t+="/"+a.f);else{let e=this.Reveal.getConfig().hashOneBasedIndex?1:0;(a.h>0||a.v>0||a.f>=0)&&(t+=a.h+e),(a.v>0||a.f>=0)&&(t+="/"+(a.v+e)),a.f>=0&&(t+="/"+a.f)}return t}onWindowHashChange(e){this.readURL()}}class N{constructor(e){this.Reveal=e,this.onNavigateLeftClicked=this.onNavigateLeftClicked.bind(this),this.onNavigateRightClicked=this.onNavigateRightClicked.bind(this),this.onNavigateUpClicked=this.onNavigateUpClicked.bind(this),this.onNavigateDownClicked=this.onNavigateDownClicked.bind(this),this.onNavigatePrevClicked=this.onNavigatePrevClicked.bind(this),this.onNavigateNextClicked=this.onNavigateNextClicked.bind(this)}render(){const e=this.Reveal.getConfig().rtl,i=this.Reveal.getRevealElement();this.element=document.createElement("aside"),this.element.className="controls",this.element.innerHTML=`\n\t\t\t\n\t\t\t\n\t\t\t`,this.Reveal.getRevealElement().appendChild(this.element),this.controlsLeft=t(i,".navigate-left"),this.controlsRight=t(i,".navigate-right"),this.controlsUp=t(i,".navigate-up"),this.controlsDown=t(i,".navigate-down"),this.controlsPrev=t(i,".navigate-prev"),this.controlsNext=t(i,".navigate-next"),this.controlsRightArrow=this.element.querySelector(".navigate-right"),this.controlsLeftArrow=this.element.querySelector(".navigate-left"),this.controlsDownArrow=this.element.querySelector(".navigate-down")}configure(e,t){this.element.style.display=e.controls?"block":"none",this.element.setAttribute("data-controls-layout",e.controlsLayout),this.element.setAttribute("data-controls-back-arrows",e.controlsBackArrows)}bind(){let e=["touchstart","click"];v&&(e=["touchstart"]),e.forEach((e=>{this.controlsLeft.forEach((t=>t.addEventListener(e,this.onNavigateLeftClicked,!1))),this.controlsRight.forEach((t=>t.addEventListener(e,this.onNavigateRightClicked,!1))),this.controlsUp.forEach((t=>t.addEventListener(e,this.onNavigateUpClicked,!1))),this.controlsDown.forEach((t=>t.addEventListener(e,this.onNavigateDownClicked,!1))),this.controlsPrev.forEach((t=>t.addEventListener(e,this.onNavigatePrevClicked,!1))),this.controlsNext.forEach((t=>t.addEventListener(e,this.onNavigateNextClicked,!1)))}))}unbind(){["touchstart","click"].forEach((e=>{this.controlsLeft.forEach((t=>t.removeEventListener(e,this.onNavigateLeftClicked,!1))),this.controlsRight.forEach((t=>t.removeEventListener(e,this.onNavigateRightClicked,!1))),this.controlsUp.forEach((t=>t.removeEventListener(e,this.onNavigateUpClicked,!1))),this.controlsDown.forEach((t=>t.removeEventListener(e,this.onNavigateDownClicked,!1))),this.controlsPrev.forEach((t=>t.removeEventListener(e,this.onNavigatePrevClicked,!1))),this.controlsNext.forEach((t=>t.removeEventListener(e,this.onNavigateNextClicked,!1)))}))}update(){let e=this.Reveal.availableRoutes();[...this.controlsLeft,...this.controlsRight,...this.controlsUp,...this.controlsDown,...this.controlsPrev,...this.controlsNext].forEach((e=>{e.classList.remove("enabled","fragmented"),e.setAttribute("disabled","disabled")})),e.left&&this.controlsLeft.forEach((e=>{e.classList.add("enabled"),e.removeAttribute("disabled")})),e.right&&this.controlsRight.forEach((e=>{e.classList.add("enabled"),e.removeAttribute("disabled")})),e.up&&this.controlsUp.forEach((e=>{e.classList.add("enabled"),e.removeAttribute("disabled")})),e.down&&this.controlsDown.forEach((e=>{e.classList.add("enabled"),e.removeAttribute("disabled")})),(e.left||e.up)&&this.controlsPrev.forEach((e=>{e.classList.add("enabled"),e.removeAttribute("disabled")})),(e.right||e.down)&&this.controlsNext.forEach((e=>{e.classList.add("enabled"),e.removeAttribute("disabled")}));let t=this.Reveal.getCurrentSlide();if(t){let e=this.Reveal.fragments.availableRoutes();e.prev&&this.controlsPrev.forEach((e=>{e.classList.add("fragmented","enabled"),e.removeAttribute("disabled")})),e.next&&this.controlsNext.forEach((e=>{e.classList.add("fragmented","enabled"),e.removeAttribute("disabled")})),this.Reveal.isVerticalSlide(t)?(e.prev&&this.controlsUp.forEach((e=>{e.classList.add("fragmented","enabled"),e.removeAttribute("disabled")})),e.next&&this.controlsDown.forEach((e=>{e.classList.add("fragmented","enabled"),e.removeAttribute("disabled")}))):(e.prev&&this.controlsLeft.forEach((e=>{e.classList.add("fragmented","enabled"),e.removeAttribute("disabled")})),e.next&&this.controlsRight.forEach((e=>{e.classList.add("fragmented","enabled"),e.removeAttribute("disabled")})))}if(this.Reveal.getConfig().controlsTutorial){let t=this.Reveal.getIndices();!this.Reveal.hasNavigatedVertically()&&e.down?this.controlsDownArrow.classList.add("highlight"):(this.controlsDownArrow.classList.remove("highlight"),this.Reveal.getConfig().rtl?!this.Reveal.hasNavigatedHorizontally()&&e.left&&0===t.v?this.controlsLeftArrow.classList.add("highlight"):this.controlsLeftArrow.classList.remove("highlight"):!this.Reveal.hasNavigatedHorizontally()&&e.right&&0===t.v?this.controlsRightArrow.classList.add("highlight"):this.controlsRightArrow.classList.remove("highlight"))}}destroy(){this.unbind(),this.element.remove()}onNavigateLeftClicked(e){e.preventDefault(),this.Reveal.onUserInput(),"linear"===this.Reveal.getConfig().navigationMode?this.Reveal.prev():this.Reveal.left()}onNavigateRightClicked(e){e.preventDefault(),this.Reveal.onUserInput(),"linear"===this.Reveal.getConfig().navigationMode?this.Reveal.next():this.Reveal.right()}onNavigateUpClicked(e){e.preventDefault(),this.Reveal.onUserInput(),this.Reveal.up()}onNavigateDownClicked(e){e.preventDefault(),this.Reveal.onUserInput(),this.Reveal.down()}onNavigatePrevClicked(e){e.preventDefault(),this.Reveal.onUserInput(),this.Reveal.prev()}onNavigateNextClicked(e){e.preventDefault(),this.Reveal.onUserInput(),this.Reveal.next()}}class M{constructor(e){this.Reveal=e,this.onProgressClicked=this.onProgressClicked.bind(this)}render(){this.element=document.createElement("div"),this.element.className="progress",this.Reveal.getRevealElement().appendChild(this.element),this.bar=document.createElement("span"),this.element.appendChild(this.bar)}configure(e,t){this.element.style.display=e.progress?"block":"none"}bind(){this.Reveal.getConfig().progress&&this.element&&this.element.addEventListener("click",this.onProgressClicked,!1)}unbind(){this.Reveal.getConfig().progress&&this.element&&this.element.removeEventListener("click",this.onProgressClicked,!1)}update(){if(this.Reveal.getConfig().progress&&this.bar){let e=this.Reveal.getProgress();this.Reveal.getTotalSlides()<2&&(e=0),this.bar.style.transform="scaleX("+e+")"}}getMaxWidth(){return this.Reveal.getRevealElement().offsetWidth}onProgressClicked(e){this.Reveal.onUserInput(e),e.preventDefault();let t=this.Reveal.getSlides(),i=t.length,s=Math.floor(e.clientX/this.getMaxWidth()*i);this.Reveal.getConfig().rtl&&(s=i-s);let a=this.Reveal.getIndices(t[s]);this.Reveal.slide(a.h,a.v)}destroy(){this.element.remove()}}class D{constructor(e){this.Reveal=e,this.lastMouseWheelStep=0,this.cursorHidden=!1,this.cursorInactiveTimeout=0,this.onDocumentCursorActive=this.onDocumentCursorActive.bind(this),this.onDocumentMouseScroll=this.onDocumentMouseScroll.bind(this)}configure(e,t){e.mouseWheel?(document.addEventListener("DOMMouseScroll",this.onDocumentMouseScroll,!1),document.addEventListener("mousewheel",this.onDocumentMouseScroll,!1)):(document.removeEventListener("DOMMouseScroll",this.onDocumentMouseScroll,!1),document.removeEventListener("mousewheel",this.onDocumentMouseScroll,!1)),e.hideInactiveCursor?(document.addEventListener("mousemove",this.onDocumentCursorActive,!1),document.addEventListener("mousedown",this.onDocumentCursorActive,!1)):(this.showCursor(),document.removeEventListener("mousemove",this.onDocumentCursorActive,!1),document.removeEventListener("mousedown",this.onDocumentCursorActive,!1))}showCursor(){this.cursorHidden&&(this.cursorHidden=!1,this.Reveal.getRevealElement().style.cursor="")}hideCursor(){!1===this.cursorHidden&&(this.cursorHidden=!0,this.Reveal.getRevealElement().style.cursor="none")}destroy(){this.showCursor(),document.removeEventListener("DOMMouseScroll",this.onDocumentMouseScroll,!1),document.removeEventListener("mousewheel",this.onDocumentMouseScroll,!1),document.removeEventListener("mousemove",this.onDocumentCursorActive,!1),document.removeEventListener("mousedown",this.onDocumentCursorActive,!1)}onDocumentCursorActive(e){this.showCursor(),clearTimeout(this.cursorInactiveTimeout),this.cursorInactiveTimeout=setTimeout(this.hideCursor.bind(this),this.Reveal.getConfig().hideCursorTime)}onDocumentMouseScroll(e){if(Date.now()-this.lastMouseWheelStep>1e3){this.lastMouseWheelStep=Date.now();let t=e.detail||-e.wheelDelta;t>0?this.Reveal.next():t<0&&this.Reveal.prev()}}}const I=(e,t)=>{const i=document.createElement("script");i.type="text/javascript",i.async=!1,i.defer=!1,i.src=e,"function"==typeof t&&(i.onload=i.onreadystatechange=e=>{("load"===e.type||/loaded|complete/.test(i.readyState))&&(i.onload=i.onreadystatechange=i.onerror=null,t())},i.onerror=e=>{i.onload=i.onreadystatechange=i.onerror=null,t(new Error("Failed loading script: "+i.src+"\n"+e))});const s=document.querySelector("head");s.insertBefore(i,s.lastChild)};class T{constructor(e){this.Reveal=e,this.state="idle",this.registeredPlugins={},this.asyncDependencies=[]}load(e,t){return this.state="loading",e.forEach(this.registerPlugin.bind(this)),new Promise((e=>{let i=[],s=0;if(t.forEach((e=>{e.condition&&!e.condition()||(e.async?this.asyncDependencies.push(e):i.push(e))})),i.length){s=i.length;const t=t=>{t&&"function"==typeof t.callback&&t.callback(),0==--s&&this.initPlugins().then(e)};i.forEach((e=>{"string"==typeof e.id?(this.registerPlugin(e),t(e)):"string"==typeof e.src?I(e.src,(()=>t(e))):(console.warn("Unrecognized plugin format",e),t())}))}else this.initPlugins().then(e)}))}initPlugins(){return new Promise((e=>{let t=Object.values(this.registeredPlugins),i=t.length;if(0===i)this.loadAsync().then(e);else{let s,a=()=>{0==--i?this.loadAsync().then(e):s()},n=0;s=()=>{let e=t[n++];if("function"==typeof e.init){let t=e.init(this.Reveal);t&&"function"==typeof t.then?t.then(a):a()}else a()},s()}}))}loadAsync(){return this.state="loaded",this.asyncDependencies.length&&this.asyncDependencies.forEach((e=>{I(e.src,e.callback)})),Promise.resolve()}registerPlugin(e){2===arguments.length&&"string"==typeof arguments[0]?(e=arguments[1]).id=arguments[0]:"function"==typeof e&&(e=e());let t=e.id;"string"!=typeof t?console.warn("Unrecognized plugin format; can't find plugin.id",e):void 0===this.registeredPlugins[t]?(this.registeredPlugins[t]=e,"loaded"===this.state&&"function"==typeof e.init&&e.init(this.Reveal)):console.warn('reveal.js: "'+t+'" plugin has already been registered')}hasPlugin(e){return!!this.registeredPlugins[e]}getPlugin(e){return this.registeredPlugins[e]}getRegisteredPlugins(){return this.registeredPlugins}destroy(){Object.values(this.registeredPlugins).forEach((e=>{"function"==typeof e.destroy&&e.destroy()})),this.registeredPlugins={},this.asyncDependencies=[]}}class F{constructor(e){this.Reveal=e}async setupPDF(){const e=this.Reveal.getConfig(),i=t(this.Reveal.getRevealElement(),".slides section"),s=e.slideNumber&&/all|print/i.test(e.showSlideNumber),a=this.Reveal.getComputedSlideSize(window.innerWidth,window.innerHeight),n=Math.floor(a.width*(1+e.margin)),r=Math.floor(a.height*(1+e.margin)),o=a.width,d=a.height;await new Promise(requestAnimationFrame),l("@page{size:"+n+"px "+r+"px; margin: 0px;}"),l(".reveal section>img, .reveal section>video, .reveal section>iframe{max-width: "+o+"px; max-height:"+d+"px}"),document.documentElement.classList.add("print-pdf"),document.body.style.width=n+"px",document.body.style.height=r+"px";const c=document.querySelector(".reveal-viewport");let h;if(c){const e=window.getComputedStyle(c);e&&e.background&&(h=e.background)}await new Promise(requestAnimationFrame),this.Reveal.layoutSlideContents(o,d),await new Promise(requestAnimationFrame);const u=i.map((e=>e.scrollHeight)),g=[],v=i[0].parentNode;i.forEach((function(i,a){if(!1===i.classList.contains("stack")){let l=(n-o)/2,c=(r-d)/2;const v=u[a];let p=Math.max(Math.ceil(v/r),1);p=Math.min(p,e.pdfMaxPagesPerSlide),(1===p&&e.center||i.classList.contains("center"))&&(c=Math.max((r-v)/2,0));const m=document.createElement("div");if(g.push(m),m.className="pdf-page",m.style.height=(r+e.pdfPageHeightOffset)*p+"px",h&&(m.style.background=h),m.appendChild(i),i.style.left=l+"px",i.style.top=c+"px",i.style.width=o+"px",this.Reveal.slideContent.layout(i),i.slideBackgroundElement&&m.insertBefore(i.slideBackgroundElement,i),e.showNotes){const t=this.Reveal.getSlideNotes(i);if(t){const i=8,s="string"==typeof e.showNotes?e.showNotes:"inline",a=document.createElement("div");a.classList.add("speaker-notes"),a.classList.add("speaker-notes-pdf"),a.setAttribute("data-layout",s),a.innerHTML=t,"separate-page"===s?g.push(a):(a.style.left=i+"px",a.style.bottom=i+"px",a.style.width=n-2*i+"px",m.appendChild(a))}}if(s){const e=a+1,t=document.createElement("div");t.classList.add("slide-number"),t.classList.add("slide-number-pdf"),t.innerHTML=e,m.appendChild(t)}if(e.pdfSeparateFragments){const e=this.Reveal.fragments.sort(m.querySelectorAll(".fragment"),!0);let t;e.forEach((function(e){t&&t.forEach((function(e){e.classList.remove("current-fragment")})),e.forEach((function(e){e.classList.add("visible","current-fragment")}),this);const i=m.cloneNode(!0);g.push(i),t=e}),this),e.forEach((function(e){e.forEach((function(e){e.classList.remove("visible","current-fragment")}))}))}else t(m,".fragment:not(.fade-out)").forEach((function(e){e.classList.add("visible")}))}}),this),await new Promise(requestAnimationFrame),g.forEach((e=>v.appendChild(e))),this.Reveal.dispatchEvent({type:"pdf-ready"})}isPrintingPDF(){return/print-pdf/gi.test(window.location.search)}}class z{constructor(e){this.Reveal=e,this.touchStartX=0,this.touchStartY=0,this.touchStartCount=0,this.touchCaptured=!1,this.onPointerDown=this.onPointerDown.bind(this),this.onPointerMove=this.onPointerMove.bind(this),this.onPointerUp=this.onPointerUp.bind(this),this.onTouchStart=this.onTouchStart.bind(this),this.onTouchMove=this.onTouchMove.bind(this),this.onTouchEnd=this.onTouchEnd.bind(this)}bind(){let e=this.Reveal.getRevealElement();"onpointerdown"in window?(e.addEventListener("pointerdown",this.onPointerDown,!1),e.addEventListener("pointermove",this.onPointerMove,!1),e.addEventListener("pointerup",this.onPointerUp,!1)):window.navigator.msPointerEnabled?(e.addEventListener("MSPointerDown",this.onPointerDown,!1),e.addEventListener("MSPointerMove",this.onPointerMove,!1),e.addEventListener("MSPointerUp",this.onPointerUp,!1)):(e.addEventListener("touchstart",this.onTouchStart,!1),e.addEventListener("touchmove",this.onTouchMove,!1),e.addEventListener("touchend",this.onTouchEnd,!1))}unbind(){let e=this.Reveal.getRevealElement();e.removeEventListener("pointerdown",this.onPointerDown,!1),e.removeEventListener("pointermove",this.onPointerMove,!1),e.removeEventListener("pointerup",this.onPointerUp,!1),e.removeEventListener("MSPointerDown",this.onPointerDown,!1),e.removeEventListener("MSPointerMove",this.onPointerMove,!1),e.removeEventListener("MSPointerUp",this.onPointerUp,!1),e.removeEventListener("touchstart",this.onTouchStart,!1),e.removeEventListener("touchmove",this.onTouchMove,!1),e.removeEventListener("touchend",this.onTouchEnd,!1)}isSwipePrevented(e){if(n(e,"video, audio"))return!0;for(;e&&"function"==typeof e.hasAttribute;){if(e.hasAttribute("data-prevent-swipe"))return!0;e=e.parentNode}return!1}onTouchStart(e){if(this.isSwipePrevented(e.target))return!0;this.touchStartX=e.touches[0].clientX,this.touchStartY=e.touches[0].clientY,this.touchStartCount=e.touches.length}onTouchMove(e){if(this.isSwipePrevented(e.target))return!0;let t=this.Reveal.getConfig();if(this.touchCaptured)v&&e.preventDefault();else{this.Reveal.onUserInput(e);let i=e.touches[0].clientX,s=e.touches[0].clientY;if(1===e.touches.length&&2!==this.touchStartCount){let a=this.Reveal.availableRoutes({includeFragments:!0}),n=i-this.touchStartX,r=s-this.touchStartY;n>40&&Math.abs(n)>Math.abs(r)?(this.touchCaptured=!0,"linear"===t.navigationMode?t.rtl?this.Reveal.next():this.Reveal.prev():this.Reveal.left()):n<-40&&Math.abs(n)>Math.abs(r)?(this.touchCaptured=!0,"linear"===t.navigationMode?t.rtl?this.Reveal.prev():this.Reveal.next():this.Reveal.right()):r>40&&a.up?(this.touchCaptured=!0,"linear"===t.navigationMode?this.Reveal.prev():this.Reveal.up()):r<-40&&a.down&&(this.touchCaptured=!0,"linear"===t.navigationMode?this.Reveal.next():this.Reveal.down()),t.embedded?(this.touchCaptured||this.Reveal.isVerticalSlide())&&e.preventDefault():e.preventDefault()}}}onTouchEnd(e){this.touchCaptured=!1}onPointerDown(e){e.pointerType!==e.MSPOINTER_TYPE_TOUCH&&"touch"!==e.pointerType||(e.touches=[{clientX:e.clientX,clientY:e.clientY}],this.onTouchStart(e))}onPointerMove(e){e.pointerType!==e.MSPOINTER_TYPE_TOUCH&&"touch"!==e.pointerType||(e.touches=[{clientX:e.clientX,clientY:e.clientY}],this.onTouchMove(e))}onPointerUp(e){e.pointerType!==e.MSPOINTER_TYPE_TOUCH&&"touch"!==e.pointerType||(e.touches=[{clientX:e.clientX,clientY:e.clientY}],this.onTouchEnd(e))}}class H{constructor(e){this.Reveal=e,this.onRevealPointerDown=this.onRevealPointerDown.bind(this),this.onDocumentPointerDown=this.onDocumentPointerDown.bind(this)}configure(e,t){e.embedded?this.blur():(this.focus(),this.unbind())}bind(){this.Reveal.getConfig().embedded&&this.Reveal.getRevealElement().addEventListener("pointerdown",this.onRevealPointerDown,!1)}unbind(){this.Reveal.getRevealElement().removeEventListener("pointerdown",this.onRevealPointerDown,!1),document.removeEventListener("pointerdown",this.onDocumentPointerDown,!1)}focus(){"focus"!==this.state&&(this.Reveal.getRevealElement().classList.add("focused"),document.addEventListener("pointerdown",this.onDocumentPointerDown,!1)),this.state="focus"}blur(){"blur"!==this.state&&(this.Reveal.getRevealElement().classList.remove("focused"),document.removeEventListener("pointerdown",this.onDocumentPointerDown,!1)),this.state="blur"}isFocused(){return"focus"===this.state}destroy(){this.Reveal.getRevealElement().classList.remove("focused")}onRevealPointerDown(e){this.focus()}onDocumentPointerDown(e){let t=r(e.target,".reveal");t&&t===this.Reveal.getRevealElement()||this.blur()}}class q{constructor(e){this.Reveal=e}render(){this.element=document.createElement("div"),this.element.className="speaker-notes",this.element.setAttribute("data-prevent-swipe",""),this.element.setAttribute("tabindex","0"),this.Reveal.getRevealElement().appendChild(this.element)}configure(e,t){e.showNotes&&this.element.setAttribute("data-layout","string"==typeof e.showNotes?e.showNotes:"inline")}update(){this.Reveal.getConfig().showNotes&&this.element&&this.Reveal.getCurrentSlide()&&!this.Reveal.print.isPrintingPDF()&&(this.element.innerHTML=this.getSlideNotes()||'No notes on this slide.')}updateVisibility(){this.Reveal.getConfig().showNotes&&this.hasNotes()&&!this.Reveal.print.isPrintingPDF()?this.Reveal.getRevealElement().classList.add("show-notes"):this.Reveal.getRevealElement().classList.remove("show-notes")}hasNotes(){return this.Reveal.getSlidesElement().querySelectorAll("[data-notes], aside.notes").length>0}isSpeakerNotesWindow(){return!!window.location.search.match(/receiver/gi)}getSlideNotes(e=this.Reveal.getCurrentSlide()){if(e.hasAttribute("data-notes"))return e.getAttribute("data-notes");let t=e.querySelector("aside.notes");return t?t.innerHTML:null}destroy(){this.element.remove()}}class B{constructor(e,t){this.diameter=100,this.diameter2=this.diameter/2,this.thickness=6,this.playing=!1,this.progress=0,this.progressOffset=1,this.container=e,this.progressCheck=t,this.canvas=document.createElement("canvas"),this.canvas.className="playback",this.canvas.width=this.diameter,this.canvas.height=this.diameter,this.canvas.style.width=this.diameter2+"px",this.canvas.style.height=this.diameter2+"px",this.context=this.canvas.getContext("2d"),this.container.appendChild(this.canvas),this.render()}setPlaying(e){const t=this.playing;this.playing=e,!t&&this.playing?this.animate():this.render()}animate(){const e=this.progress;this.progress=this.progressCheck(),e>.8&&this.progress<.2&&(this.progressOffset=this.progress),this.render(),this.playing&&requestAnimationFrame(this.animate.bind(this))}render(){let e=this.playing?this.progress:0,t=this.diameter2-this.thickness,i=this.diameter2,s=this.diameter2,a=28;this.progressOffset+=.1*(1-this.progressOffset);const n=-Math.PI/2+e*(2*Math.PI),r=-Math.PI/2+this.progressOffset*(2*Math.PI);this.context.save(),this.context.clearRect(0,0,this.diameter,this.diameter),this.context.beginPath(),this.context.arc(i,s,t+4,0,2*Math.PI,!1),this.context.fillStyle="rgba( 0, 0, 0, 0.4 )",this.context.fill(),this.context.beginPath(),this.context.arc(i,s,t,0,2*Math.PI,!1),this.context.lineWidth=this.thickness,this.context.strokeStyle="rgba( 255, 255, 255, 0.2 )",this.context.stroke(),this.playing&&(this.context.beginPath(),this.context.arc(i,s,t,r,n,!1),this.context.lineWidth=this.thickness,this.context.strokeStyle="#fff",this.context.stroke()),this.context.translate(i-14,s-14),this.playing?(this.context.fillStyle="#fff",this.context.fillRect(0,0,10,a),this.context.fillRect(18,0,10,a)):(this.context.beginPath(),this.context.translate(4,0),this.context.moveTo(0,0),this.context.lineTo(24,14),this.context.lineTo(0,a),this.context.fillStyle="#fff",this.context.fill()),this.context.restore()}on(e,t){this.canvas.addEventListener(e,t,!1)}off(e,t){this.canvas.removeEventListener(e,t,!1)}destroy(){this.playing=!1,this.canvas.parentNode&&this.container.removeChild(this.canvas)}}var O={width:960,height:700,margin:.04,minScale:.2,maxScale:2,controls:!0,controlsTutorial:!0,controlsLayout:"bottom-right",controlsBackArrows:"faded",progress:!0,slideNumber:!1,showSlideNumber:"all",hashOneBasedIndex:!1,hash:!1,respondToHashChanges:!0,history:!1,keyboard:!0,keyboardCondition:null,disableLayout:!1,overview:!0,center:!0,touch:!0,loop:!1,rtl:!1,navigationMode:"default",shuffle:!1,fragments:!0,fragmentInURL:!0,embedded:!1,help:!0,pause:!0,showNotes:!1,showHiddenSlides:!1,autoPlayMedia:null,preloadIframes:null,autoAnimate:!0,autoAnimateMatcher:null,autoAnimateEasing:"ease",autoAnimateDuration:1,autoAnimateUnmatched:!0,autoAnimateStyles:["opacity","color","background-color","padding","font-size","line-height","letter-spacing","border-width","border-color","border-radius","outline","outline-offset"],autoSlide:0,autoSlideStoppable:!0,autoSlideMethod:null,defaultTiming:null,mouseWheel:!1,previewLinks:!1,postMessage:!0,postMessageEvents:!1,focusBodyOnPageVisibilityChange:!0,transition:"slide",transitionSpeed:"default",backgroundTransition:"fade",parallaxBackgroundImage:"",parallaxBackgroundSize:"",parallaxBackgroundRepeat:"",parallaxBackgroundPosition:"",parallaxBackgroundHorizontal:null,parallaxBackgroundVertical:null,pdfMaxPagesPerSlide:Number.POSITIVE_INFINITY,pdfSeparateFragments:!0,pdfPageHeightOffset:-1,viewDistance:3,mobileViewDistance:2,display:"block",hideInactiveCursor:!0,hideCursorTime:5e3,dependencies:[],plugins:[]};function U(n,l){arguments.length<2&&(l=arguments[0],n=document.querySelector(".reveal"));const h={};let u,v,p,m,f,w={},S=!1,A={hasNavigatedHorizontally:!1,hasNavigatedVertically:!1},I=[],U=1,W={layout:"",overview:""},K={},V="idle",$=0,j=0,X=-1,Y=!1,_=new b(h),J=new y(h),Q=new k(h),Z=new E(h),G=new L(h),ee=new C(h),te=new x(h),ie=new P(h),se=new N(h),ae=new M(h),ne=new D(h),re=new T(h),oe=new F(h),le=new H(h),de=new z(h),ce=new q(h);function he(e){if(!n)throw'Unable to find presentation root (
    ).';if(K.wrapper=n,K.slides=n.querySelector(".slides"),!K.slides)throw'Unable to find slides container (
    ).';return w={...O,...w,...l,...e,...d()},ue(),window.addEventListener("load",He,!1),re.load(w.plugins,w.dependencies).then(ge),new Promise((e=>h.on("ready",e)))}function ue(){!0===w.embedded?K.viewport=r(n,".reveal-viewport")||n:(K.viewport=document.body,document.documentElement.classList.add("reveal-full-page")),K.viewport.classList.add("reveal-viewport")}function ge(){S=!0,ve(),pe(),Ee(),ye(),we(),tt(),Re(),ie.readURL(),Z.update(!0),setTimeout((()=>{K.slides.classList.remove("no-transition"),K.wrapper.classList.add("ready"),Pe({type:"ready",data:{indexh:u,indexv:v,currentSlide:m}})}),1),oe.isPrintingPDF()&&(Ae(),"complete"===document.readyState?oe.setupPDF():window.addEventListener("load",(()=>{oe.setupPDF()})))}function ve(){w.showHiddenSlides||t(K.wrapper,'section[data-visibility="hidden"]').forEach((e=>{e.parentNode.removeChild(e)}))}function pe(){K.slides.classList.add("no-transition"),g?K.wrapper.classList.add("no-hover"):K.wrapper.classList.remove("no-hover"),Z.render(),J.render(),se.render(),ae.render(),ce.render(),K.pauseOverlay=o(K.wrapper,"div","pause-overlay",w.controls?'':null),K.statusElement=me(),K.wrapper.setAttribute("role","application")}function me(){let e=K.wrapper.querySelector(".aria-status");return e||(e=document.createElement("div"),e.style.position="absolute",e.style.height="1px",e.style.width="1px",e.style.overflow="hidden",e.style.clip="rect( 1px, 1px, 1px, 1px )",e.classList.add("aria-status"),e.setAttribute("aria-live","polite"),e.setAttribute("aria-atomic","true"),K.wrapper.appendChild(e)),e}function fe(e){K.statusElement.textContent=e}function be(e){let t="";if(3===e.nodeType)t+=e.textContent;else if(1===e.nodeType){let i=e.getAttribute("aria-hidden"),s="none"===window.getComputedStyle(e).display;"true"===i||s||Array.from(e.childNodes).forEach((e=>{t+=be(e)}))}return t=t.trim(),""===t?"":t+" "}function ye(){setInterval((()=>{0===K.wrapper.scrollTop&&0===K.wrapper.scrollLeft||(K.wrapper.scrollTop=0,K.wrapper.scrollLeft=0)}),1e3)}function we(){document.addEventListener("fullscreenchange",Ht),document.addEventListener("webkitfullscreenchange",Ht)}function Ee(){w.postMessage&&window.addEventListener("message",Dt,!1)}function Re(t){const s={...w};if("object"==typeof t&&e(w,t),!1===h.isReady())return;const a=K.wrapper.querySelectorAll(".slides section").length;K.wrapper.classList.remove(s.transition),K.wrapper.classList.add(w.transition),K.wrapper.setAttribute("data-transition-speed",w.transitionSpeed),K.wrapper.setAttribute("data-background-transition",w.backgroundTransition),K.viewport.style.setProperty("--slide-width",w.width+"px"),K.viewport.style.setProperty("--slide-height",w.height+"px"),w.shuffle&&it(),i(K.wrapper,"embedded",w.embedded),i(K.wrapper,"rtl",w.rtl),i(K.wrapper,"center",w.center),!1===w.pause&&Xe(),w.previewLinks?(Me(),De("[data-preview-link=false]")):(De(),Me("[data-preview-link]:not([data-preview-link=false])")),Q.reset(),f&&(f.destroy(),f=null),a>1&&w.autoSlide&&w.autoSlideStoppable&&(f=new B(K.wrapper,(()=>Math.min(Math.max((Date.now()-X)/$,0),1))),f.on("click",Bt),Y=!1),"default"!==w.navigationMode?K.wrapper.setAttribute("data-navigation-mode",w.navigationMode):K.wrapper.removeAttribute("data-navigation-mode"),ce.configure(w,s),le.configure(w,s),ne.configure(w,s),se.configure(w,s),ae.configure(w,s),te.configure(w,s),G.configure(w,s),J.configure(w,s),Ge()}function Se(){window.addEventListener("resize",Ft,!1),w.touch&&de.bind(),w.keyboard&&te.bind(),w.progress&&ae.bind(),w.respondToHashChanges&&ie.bind(),se.bind(),le.bind(),K.slides.addEventListener("click",Tt,!1),K.slides.addEventListener("transitionend",It,!1),K.pauseOverlay.addEventListener("click",Xe,!1),w.focusBodyOnPageVisibilityChange&&document.addEventListener("visibilitychange",zt,!1)}function Ae(){de.unbind(),le.unbind(),te.unbind(),se.unbind(),ae.unbind(),ie.unbind(),window.removeEventListener("resize",Ft,!1),K.slides.removeEventListener("click",Tt,!1),K.slides.removeEventListener("transitionend",It,!1),K.pauseOverlay.removeEventListener("click",Xe,!1)}function ke(){Ae(),Rt(),De(),ce.destroy(),le.destroy(),re.destroy(),ne.destroy(),se.destroy(),ae.destroy(),Z.destroy(),J.destroy(),document.removeEventListener("fullscreenchange",Ht),document.removeEventListener("webkitfullscreenchange",Ht),document.removeEventListener("visibilitychange",zt,!1),window.removeEventListener("message",Dt,!1),window.removeEventListener("load",He,!1),K.pauseOverlay&&K.pauseOverlay.remove(),K.statusElement&&K.statusElement.remove(),document.documentElement.classList.remove("reveal-full-page"),K.wrapper.classList.remove("ready","center","has-horizontal-slides","has-vertical-slides"),K.wrapper.removeAttribute("data-transition-speed"),K.wrapper.removeAttribute("data-background-transition"),K.viewport.classList.remove("reveal-viewport"),K.viewport.style.removeProperty("--slide-width"),K.viewport.style.removeProperty("--slide-height"),K.slides.style.removeProperty("width"),K.slides.style.removeProperty("height"),K.slides.style.removeProperty("zoom"),K.slides.style.removeProperty("left"),K.slides.style.removeProperty("top"),K.slides.style.removeProperty("bottom"),K.slides.style.removeProperty("right"),K.slides.style.removeProperty("transform"),Array.from(K.wrapper.querySelectorAll(".slides section")).forEach((e=>{e.style.removeProperty("display"),e.style.removeProperty("top"),e.removeAttribute("hidden"),e.removeAttribute("aria-hidden")}))}function Le(e,t,i){n.addEventListener(e,t,i)}function Ce(e,t,i){n.removeEventListener(e,t,i)}function xe(e){"string"==typeof e.layout&&(W.layout=e.layout),"string"==typeof e.overview&&(W.overview=e.overview),W.layout?a(K.slides,W.layout+" "+W.overview):a(K.slides,W.overview)}function Pe({target:t=K.wrapper,type:i,data:s,bubbles:a=!0}){let n=document.createEvent("HTMLEvents",1,2);return n.initEvent(i,a,!0),e(n,s),t.dispatchEvent(n),t===K.wrapper&&Ne(i),n}function Ne(t,i){if(w.postMessageEvents&&window.parent!==window.self){let s={namespace:"reveal",eventName:t,state:yt()};e(s,i),window.parent.postMessage(JSON.stringify(s),"*")}}function Me(e="a"){Array.from(K.wrapper.querySelectorAll(e)).forEach((e=>{/^(http|www)/gi.test(e.getAttribute("href"))&&e.addEventListener("click",qt,!1)}))}function De(e="a"){Array.from(K.wrapper.querySelectorAll(e)).forEach((e=>{/^(http|www)/gi.test(e.getAttribute("href"))&&e.removeEventListener("click",qt,!1)}))}function Ie(e){ze(),K.overlay=document.createElement("div"),K.overlay.classList.add("overlay"),K.overlay.classList.add("overlay-preview"),K.wrapper.appendChild(K.overlay),K.overlay.innerHTML=`
    \n\t\t\t\t\n\t\t\t\t\n\t\t\t
    \n\t\t\t\n\t\t\t
    \n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\tUnable to load iframe. This is likely due to the site's policy (x-frame-options).\n\t\t\t\t\n\t\t\t
    `,K.overlay.querySelector("iframe").addEventListener("load",(e=>{K.overlay.classList.add("loaded")}),!1),K.overlay.querySelector(".close").addEventListener("click",(e=>{ze(),e.preventDefault()}),!1),K.overlay.querySelector(".external").addEventListener("click",(e=>{ze()}),!1)}function Te(e){"boolean"==typeof e?e?Fe():ze():K.overlay?ze():Fe()}function Fe(){if(w.help){ze(),K.overlay=document.createElement("div"),K.overlay.classList.add("overlay"),K.overlay.classList.add("overlay-help"),K.wrapper.appendChild(K.overlay);let e='

    Keyboard Shortcuts


    ',t=te.getShortcuts(),i=te.getBindings();e+="";for(let i in t)e+=``;for(let t in i)i[t].key&&i[t].description&&(e+=``);e+="
    KEYACTION
    ${i}${t[i]}
    ${i[t].key}${i[t].description}
    ",K.overlay.innerHTML=`\n\t\t\t\t
    \n\t\t\t\t\t\n\t\t\t\t
    \n\t\t\t\t
    \n\t\t\t\t\t
    ${e}
    \n\t\t\t\t
    \n\t\t\t`,K.overlay.querySelector(".close").addEventListener("click",(e=>{ze(),e.preventDefault()}),!1)}}function ze(){return!!K.overlay&&(K.overlay.parentNode.removeChild(K.overlay),K.overlay=null,!0)}function He(){if(K.wrapper&&!oe.isPrintingPDF()){if(!w.disableLayout){g&&!w.embedded&&document.documentElement.style.setProperty("--vh",.01*window.innerHeight+"px");const e=Be(),t=U;qe(w.width,w.height),K.slides.style.width=e.width+"px",K.slides.style.height=e.height+"px",U=Math.min(e.presentationWidth/e.width,e.presentationHeight/e.height),U=Math.max(U,w.minScale),U=Math.min(U,w.maxScale),1===U?(K.slides.style.zoom="",K.slides.style.left="",K.slides.style.top="",K.slides.style.bottom="",K.slides.style.right="",xe({layout:""})):(K.slides.style.zoom="",K.slides.style.left="50%",K.slides.style.top="50%",K.slides.style.bottom="auto",K.slides.style.right="auto",xe({layout:"translate(-50%, -50%) scale("+U+")"}));const i=Array.from(K.wrapper.querySelectorAll(".slides section"));for(let t=0,s=i.length;t .stretch, section > .r-stretch").forEach((t=>{let s=c(t,i);if(/(img|video)/gi.test(t.nodeName)){const i=t.naturalWidth||t.videoWidth,a=t.naturalHeight||t.videoHeight,n=Math.min(e/i,s/a);t.style.width=i*n+"px",t.style.height=a*n+"px"}else t.style.width=e+"px",t.style.height=s+"px"}))}function Be(e,t){const i={width:w.width,height:w.height,presentationWidth:e||K.wrapper.offsetWidth,presentationHeight:t||K.wrapper.offsetHeight};return i.presentationWidth-=i.presentationWidth*w.margin,i.presentationHeight-=i.presentationHeight*w.margin,"string"==typeof i.width&&/%$/.test(i.width)&&(i.width=parseInt(i.width,10)/100*i.presentationWidth),"string"==typeof i.height&&/%$/.test(i.height)&&(i.height=parseInt(i.height,10)/100*i.presentationHeight),i}function Oe(e,t){"object"==typeof e&&"function"==typeof e.setAttribute&&e.setAttribute("data-previous-indexv",t||0)}function Ue(e){if("object"==typeof e&&"function"==typeof e.setAttribute&&e.classList.contains("stack")){const t=e.hasAttribute("data-start-indexv")?"data-start-indexv":"data-previous-indexv";return parseInt(e.getAttribute(t)||0,10)}return 0}function We(e=m){return e&&e.parentNode&&!!e.parentNode.nodeName.match(/section/i)}function Ke(){return!(!m||!We(m))&&!m.nextElementSibling}function Ve(){return 0===u&&0===v}function $e(){return!!m&&(!m.nextElementSibling&&(!We(m)||!m.parentNode.nextElementSibling))}function je(){if(w.pause){const e=K.wrapper.classList.contains("paused");Rt(),K.wrapper.classList.add("paused"),!1===e&&Pe({type:"paused"})}}function Xe(){const e=K.wrapper.classList.contains("paused");K.wrapper.classList.remove("paused"),Et(),e&&Pe({type:"resumed"})}function Ye(e){"boolean"==typeof e?e?je():Xe():_e()?Xe():je()}function _e(){return K.wrapper.classList.contains("paused")}function Je(e){"boolean"==typeof e?e?At():St():Y?At():St()}function Qe(){return!(!$||Y)}function Ze(e,t,i,s){if(Pe({type:"beforeslidechange",data:{indexh:void 0===e?u:e,indexv:void 0===t?v:t,origin:s}}).defaultPrevented)return;p=m;const a=K.wrapper.querySelectorAll(".slides>section");if(0===a.length)return;void 0!==t||ee.isActive()||(t=Ue(a[e])),p&&p.parentNode&&p.parentNode.classList.contains("stack")&&Oe(p.parentNode,v);const n=I.concat();I.length=0;let r=u||0,o=v||0;u=st(".slides>section",void 0===e?u:e),v=st(".slides>section.present>section",void 0===t?v:t);let l=u!==r||v!==o;l||(p=null);let d=a[u],c=d.querySelectorAll("section");m=c[v]||d;let h=!1;l&&p&&m&&!ee.isActive()&&(p.hasAttribute("data-auto-animate")&&m.hasAttribute("data-auto-animate")&&p.getAttribute("data-auto-animate-id")===m.getAttribute("data-auto-animate-id")&&!(u>r||v>o?m:p).hasAttribute("data-auto-animate-restart")&&(h=!0,K.slides.classList.add("disable-slide-transitions")),V="running"),at(),He(),ee.isActive()&&ee.update(),void 0!==i&&G.goto(i),p&&p!==m&&(p.classList.remove("present"),p.setAttribute("aria-hidden","true"),Ve()&&setTimeout((()=>{ut().forEach((e=>{Oe(e,0)}))}),0));e:for(let e=0,t=I.length;e{fe(be(m))})),ae.update(),se.update(),ce.update(),Z.update(),Z.updateParallax(),J.update(),G.update(),ie.writeURL(),Et(),h&&(setTimeout((()=>{K.slides.classList.remove("disable-slide-transitions")}),0),w.autoAnimate&&Q.run(p,m))}function Ge(){Ae(),Se(),He(),$=w.autoSlide,Et(),Z.create(),ie.writeURL(),G.sortAll(),se.update(),ae.update(),at(),ce.update(),ce.updateVisibility(),Z.update(!0),J.update(),_.formatEmbeddedContent(),!1===w.autoPlayMedia?_.stopEmbeddedContent(m,{unloadIframes:!1}):_.startEmbeddedContent(m),ee.isActive()&&ee.layout()}function et(e=m){Z.sync(e),G.sync(e),_.load(e),Z.update(),ce.update()}function tt(){ct().forEach((e=>{t(e,"section").forEach(((e,t)=>{t>0&&(e.classList.remove("present"),e.classList.remove("past"),e.classList.add("future"),e.setAttribute("aria-hidden","true"))}))}))}function it(e=ct()){e.forEach(((t,i)=>{let s=e[Math.floor(Math.random()*e.length)];s.parentNode===t.parentNode&&t.parentNode.insertBefore(t,s);let a=t.querySelectorAll("section");a.length&&it(a)}))}function st(e,i){let s=t(K.wrapper,e),a=s.length,n=oe.isPrintingPDF();if(a){w.loop&&(i%=a)<0&&(i=a+i),i=Math.max(Math.min(i,a-1),0);for(let e=0;e{e.classList.add("visible"),e.classList.remove("current-fragment")}))):e>i&&(a.classList.add(r?"past":"future"),w.fragments&&t(a,".fragment.visible").forEach((e=>{e.classList.remove("visible","current-fragment")})))}let e=s[i],r=e.classList.contains("present");e.classList.add("present"),e.removeAttribute("hidden"),e.removeAttribute("aria-hidden"),r||Pe({target:e,type:"visible",bubbles:!1});let o=e.getAttribute("data-state");o&&(I=I.concat(o.split(" ")))}else i=0;return i}function at(){let e,i,s=ct(),a=s.length;if(a&&void 0!==u){let n=ee.isActive()?10:w.viewDistance;g&&(n=ee.isActive()?6:w.mobileViewDistance),oe.isPrintingPDF()&&(n=Number.MAX_VALUE);for(let r=0;rsection"),i=K.wrapper.querySelectorAll(".slides>section.present>section"),s={left:u>0,right:u0,down:v1&&(s.left=!0,s.right=!0),i.length>1&&(s.up=!0,s.down=!0)),t.length>1&&"linear"===w.navigationMode&&(s.right=s.right||s.down,s.left=s.left||s.up),!0===e){let e=G.availableRoutes();s.left=s.left||e.prev,s.up=s.up||e.prev,s.down=s.down||e.next,s.right=s.right||e.next}if(w.rtl){let e=s.left;s.left=s.right,s.right=e}return s}function rt(e=m){let t=ct(),i=0;e:for(let s=0;s0){let i=.9;t+=m.querySelectorAll(".fragment.visible").length/e.length*i}}return Math.min(t/(e-1),1)}function lt(e){let i,s=u,a=v;if(e){let i=We(e),n=i?e.parentNode:e,r=ct();s=Math.max(r.indexOf(n),0),a=void 0,i&&(a=Math.max(t(e.parentNode,"section").indexOf(e),0))}if(!e&&m){if(m.querySelectorAll(".fragment").length>0){let e=m.querySelector(".current-fragment");i=e&&e.hasAttribute("data-fragment-index")?parseInt(e.getAttribute("data-fragment-index"),10):m.querySelectorAll(".fragment.visible").length-1}}return{h:s,v:a,f:i}}function dt(){return t(K.wrapper,'.slides section:not(.stack):not([data-visibility="uncounted"])')}function ct(){return t(K.wrapper,".slides>section")}function ht(){return t(K.wrapper,".slides>section>section")}function ut(){return t(K.wrapper,".slides>section.stack")}function gt(){return ct().length>1}function vt(){return ht().length>1}function pt(){return dt().map((e=>{let t={};for(let i=0;i{e.hasAttribute("data-autoplay")&&$&&1e3*e.duration/e.playbackRate>$&&($=1e3*e.duration/e.playbackRate+1e3)}))),!$||Y||_e()||ee.isActive()||$e()&&!G.availableRoutes().next&&!0!==w.loop||(j=setTimeout((()=>{"function"==typeof w.autoSlideMethod?w.autoSlideMethod():Nt(),Et()}),$),X=Date.now()),f&&f.setPlaying(-1!==j)}}function Rt(){clearTimeout(j),j=-1}function St(){$&&!Y&&(Y=!0,Pe({type:"autoslidepaused"}),clearTimeout(j),f&&f.setPlaying(!1))}function At(){$&&Y&&(Y=!1,Pe({type:"autoslideresumed"}),Et())}function kt({skipFragments:e=!1}={}){A.hasNavigatedHorizontally=!0,w.rtl?(ee.isActive()||e||!1===G.next())&&nt().left&&Ze(u+1,"grid"===w.navigationMode?v:void 0):(ee.isActive()||e||!1===G.prev())&&nt().left&&Ze(u-1,"grid"===w.navigationMode?v:void 0)}function Lt({skipFragments:e=!1}={}){A.hasNavigatedHorizontally=!0,w.rtl?(ee.isActive()||e||!1===G.prev())&&nt().right&&Ze(u-1,"grid"===w.navigationMode?v:void 0):(ee.isActive()||e||!1===G.next())&&nt().right&&Ze(u+1,"grid"===w.navigationMode?v:void 0)}function Ct({skipFragments:e=!1}={}){(ee.isActive()||e||!1===G.prev())&&nt().up&&Ze(u,v-1)}function xt({skipFragments:e=!1}={}){A.hasNavigatedVertically=!0,(ee.isActive()||e||!1===G.next())&&nt().down&&Ze(u,v+1)}function Pt({skipFragments:e=!1}={}){if(e||!1===G.prev())if(nt().up)Ct({skipFragments:e});else{let i;if(i=w.rtl?t(K.wrapper,".slides>section.future").pop():t(K.wrapper,".slides>section.past").pop(),i&&i.classList.contains("stack")){let e=i.querySelectorAll("section").length-1||void 0;Ze(u-1,e)}else kt({skipFragments:e})}}function Nt({skipFragments:e=!1}={}){if(A.hasNavigatedHorizontally=!0,A.hasNavigatedVertically=!0,e||!1===G.next()){let t=nt();t.down&&t.right&&w.loop&&Ke()&&(t.down=!1),t.down?xt({skipFragments:e}):w.rtl?kt({skipFragments:e}):Lt({skipFragments:e})}}function Mt(e){w.autoSlideStoppable&&St()}function Dt(e){let t=e.data;if("string"==typeof t&&"{"===t.charAt(0)&&"}"===t.charAt(t.length-1)&&(t=JSON.parse(t),t.method&&"function"==typeof h[t.method]))if(!1===R.test(t.method)){const e=h[t.method].apply(h,t.args);Ne("callback",{method:t.method,result:e})}else console.warn('reveal.js: "'+t.method+'" is is blacklisted from the postMessage API')}function It(e){"running"===V&&/section/gi.test(e.target.nodeName)&&(V="idle",Pe({type:"slidetransitionend",data:{indexh:u,indexv:v,previousSlide:p,currentSlide:m}}))}function Tt(e){const t=r(e.target,'a[href^="#"]');if(t){const i=t.getAttribute("href"),s=ie.getIndicesFromHash(i);s&&(h.slide(s.h,s.v,s.f),e.preventDefault())}}function Ft(e){He()}function zt(e){!1===document.hidden&&document.activeElement!==document.body&&("function"==typeof document.activeElement.blur&&document.activeElement.blur(),document.body.focus())}function Ht(e){(document.fullscreenElement||document.webkitFullscreenElement)===K.wrapper&&(e.stopImmediatePropagation(),setTimeout((()=>{h.layout(),h.focus.focus()}),1))}function qt(e){if(e.currentTarget&&e.currentTarget.hasAttribute("href")){let t=e.currentTarget.getAttribute("href");t&&(Ie(t),e.preventDefault())}}function Bt(e){$e()&&!1===w.loop?(Ze(0,0),At()):Y?At():St()}const Ot={VERSION:"4.3.1",initialize:he,configure:Re,destroy:ke,sync:Ge,syncSlide:et,syncFragments:G.sync.bind(G),slide:Ze,left:kt,right:Lt,up:Ct,down:xt,prev:Pt,next:Nt,navigateLeft:kt,navigateRight:Lt,navigateUp:Ct,navigateDown:xt,navigatePrev:Pt,navigateNext:Nt,navigateFragment:G.goto.bind(G),prevFragment:G.prev.bind(G),nextFragment:G.next.bind(G),on:Le,off:Ce,addEventListener:Le,removeEventListener:Ce,layout:He,shuffle:it,availableRoutes:nt,availableFragments:G.availableRoutes.bind(G),toggleHelp:Te,toggleOverview:ee.toggle.bind(ee),togglePause:Ye,toggleAutoSlide:Je,isFirstSlide:Ve,isLastSlide:$e,isLastVerticalSlide:Ke,isVerticalSlide:We,isPaused:_e,isAutoSliding:Qe,isSpeakerNotes:ce.isSpeakerNotesWindow.bind(ce),isOverview:ee.isActive.bind(ee),isFocused:le.isFocused.bind(le),isPrintingPDF:oe.isPrintingPDF.bind(oe),isReady:()=>S,loadSlide:_.load.bind(_),unloadSlide:_.unload.bind(_),showPreview:Ie,hidePreview:ze,addEventListeners:Se,removeEventListeners:Ae,dispatchEvent:Pe,getState:yt,setState:wt,getProgress:ot,getIndices:lt,getSlidesAttributes:pt,getSlidePastCount:rt,getTotalSlides:mt,getSlide:ft,getPreviousSlide:()=>p,getCurrentSlide:()=>m,getSlideBackground:bt,getSlideNotes:ce.getSlideNotes.bind(ce),getSlides:dt,getHorizontalSlides:ct,getVerticalSlides:ht,hasHorizontalSlides:gt,hasVerticalSlides:vt,hasNavigatedHorizontally:()=>A.hasNavigatedHorizontally,hasNavigatedVertically:()=>A.hasNavigatedVertically,addKeyBinding:te.addKeyBinding.bind(te),removeKeyBinding:te.removeKeyBinding.bind(te),triggerKey:te.triggerKey.bind(te),registerKeyboardShortcut:te.registerKeyboardShortcut.bind(te),getComputedSlideSize:Be,getScale:()=>U,getConfig:()=>w,getQueryHash:d,getSlidePath:ie.getHash.bind(ie),getRevealElement:()=>n,getSlidesElement:()=>K.slides,getViewportElement:()=>K.viewport,getBackgroundsElement:()=>Z.element,registerPlugin:re.registerPlugin.bind(re),hasPlugin:re.hasPlugin.bind(re),getPlugin:re.getPlugin.bind(re),getPlugins:re.getRegisteredPlugins.bind(re)};return e(h,{...Ot,announceStatus:fe,getStatusText:be,print:oe,focus:le,progress:ae,controls:se,location:ie,overview:ee,fragments:G,slideContent:_,slideNumber:J,onUserInput:Mt,closeOverlay:ze,updateSlidesVisibility:at,layoutSlideContents:qe,transformSlides:xe,cueAutoSlide:Et,cancelAutoSlide:Rt}),Ot}let W=U,K=[];W.initialize=e=>(Object.assign(W,new U(document.querySelector(".reveal"),e)),K.map((e=>e(W))),W.initialize()),["configure","on","off","addEventListener","removeEventListener","registerPlugin"].forEach((e=>{W[e]=(...t)=>{K.push((i=>i[e].call(null,...t)))}})),W.isReady=()=>!1,W.VERSION="4.3.1";export default W; -//# sourceMappingURL=reveal.esm.js.map diff --git a/site_libs/revealjs/dist/reveal.esm.js.map b/site_libs/revealjs/dist/reveal.esm.js.map deleted file mode 100644 index 286c75a21..000000000 --- a/site_libs/revealjs/dist/reveal.esm.js.map +++ /dev/null @@ -1 +0,0 @@ -{"version":3,"file":"reveal.esm.js","sources":["../js/utils/util.js","../js/utils/device.js","../node_modules/fitty/dist/fitty.module.js","../js/controllers/slidecontent.js","../js/controllers/slidenumber.js","../js/utils/color.js","../js/controllers/backgrounds.js","../js/utils/constants.js","../js/controllers/autoanimate.js","../js/controllers/fragments.js","../js/controllers/overview.js","../js/controllers/keyboard.js","../js/controllers/location.js","../js/controllers/controls.js","../js/controllers/progress.js","../js/controllers/pointer.js","../js/utils/loader.js","../js/controllers/plugins.js","../js/controllers/print.js","../js/controllers/touch.js","../js/controllers/focus.js","../js/controllers/notes.js","../js/components/playback.js","../js/config.js","../js/reveal.js","../js/index.js"],"sourcesContent":["/**\n * Extend object a with the properties of object b.\n * If there's a conflict, object b takes precedence.\n *\n * @param {object} a\n * @param {object} b\n */\nexport const extend = ( a, b ) => {\n\n\tfor( let i in b ) {\n\t\ta[ i ] = b[ i ];\n\t}\n\n\treturn a;\n\n}\n\n/**\n * querySelectorAll but returns an Array.\n */\nexport const queryAll = ( el, selector ) => {\n\n\treturn Array.from( el.querySelectorAll( selector ) );\n\n}\n\n/**\n * classList.toggle() with cross browser support\n */\nexport const toggleClass = ( el, className, value ) => {\n\tif( value ) {\n\t\tel.classList.add( className );\n\t}\n\telse {\n\t\tel.classList.remove( className );\n\t}\n}\n\n/**\n * Utility for deserializing a value.\n *\n * @param {*} value\n * @return {*}\n */\nexport const deserialize = ( value ) => {\n\n\tif( typeof value === 'string' ) {\n\t\tif( value === 'null' ) return null;\n\t\telse if( value === 'true' ) return true;\n\t\telse if( value === 'false' ) return false;\n\t\telse if( value.match( /^-?[\\d\\.]+$/ ) ) return parseFloat( value );\n\t}\n\n\treturn value;\n\n}\n\n/**\n * Measures the distance in pixels between point a\n * and point b.\n *\n * @param {object} a point with x/y properties\n * @param {object} b point with x/y properties\n *\n * @return {number}\n */\nexport const distanceBetween = ( a, b ) => {\n\n\tlet dx = a.x - b.x,\n\t\tdy = a.y - b.y;\n\n\treturn Math.sqrt( dx*dx + dy*dy );\n\n}\n\n/**\n * Applies a CSS transform to the target element.\n *\n * @param {HTMLElement} element\n * @param {string} transform\n */\nexport const transformElement = ( element, transform ) => {\n\n\telement.style.transform = transform;\n\n}\n\n/**\n * Element.matches with IE support.\n *\n * @param {HTMLElement} target The element to match\n * @param {String} selector The CSS selector to match\n * the element against\n *\n * @return {Boolean}\n */\nexport const matches = ( target, selector ) => {\n\n\tlet matchesMethod = target.matches || target.matchesSelector || target.msMatchesSelector;\n\n\treturn !!( matchesMethod && matchesMethod.call( target, selector ) );\n\n}\n\n/**\n * Find the closest parent that matches the given\n * selector.\n *\n * @param {HTMLElement} target The child element\n * @param {String} selector The CSS selector to match\n * the parents against\n *\n * @return {HTMLElement} The matched parent or null\n * if no matching parent was found\n */\nexport const closest = ( target, selector ) => {\n\n\t// Native Element.closest\n\tif( typeof target.closest === 'function' ) {\n\t\treturn target.closest( selector );\n\t}\n\n\t// Polyfill\n\twhile( target ) {\n\t\tif( matches( target, selector ) ) {\n\t\t\treturn target;\n\t\t}\n\n\t\t// Keep searching\n\t\ttarget = target.parentNode;\n\t}\n\n\treturn null;\n\n}\n\n/**\n * Handling the fullscreen functionality via the fullscreen API\n *\n * @see http://fullscreen.spec.whatwg.org/\n * @see https://developer.mozilla.org/en-US/docs/DOM/Using_fullscreen_mode\n */\nexport const enterFullscreen = element => {\n\n\telement = element || document.documentElement;\n\n\t// Check which implementation is available\n\tlet requestMethod = element.requestFullscreen ||\n\t\t\t\t\t\telement.webkitRequestFullscreen ||\n\t\t\t\t\t\telement.webkitRequestFullScreen ||\n\t\t\t\t\t\telement.mozRequestFullScreen ||\n\t\t\t\t\t\telement.msRequestFullscreen;\n\n\tif( requestMethod ) {\n\t\trequestMethod.apply( element );\n\t}\n\n}\n\n/**\n * Creates an HTML element and returns a reference to it.\n * If the element already exists the existing instance will\n * be returned.\n *\n * @param {HTMLElement} container\n * @param {string} tagname\n * @param {string} classname\n * @param {string} innerHTML\n *\n * @return {HTMLElement}\n */\nexport const createSingletonNode = ( container, tagname, classname, innerHTML='' ) => {\n\n\t// Find all nodes matching the description\n\tlet nodes = container.querySelectorAll( '.' + classname );\n\n\t// Check all matches to find one which is a direct child of\n\t// the specified container\n\tfor( let i = 0; i < nodes.length; i++ ) {\n\t\tlet testNode = nodes[i];\n\t\tif( testNode.parentNode === container ) {\n\t\t\treturn testNode;\n\t\t}\n\t}\n\n\t// If no node was found, create it now\n\tlet node = document.createElement( tagname );\n\tnode.className = classname;\n\tnode.innerHTML = innerHTML;\n\tcontainer.appendChild( node );\n\n\treturn node;\n\n}\n\n/**\n * Injects the given CSS styles into the DOM.\n *\n * @param {string} value\n */\nexport const createStyleSheet = ( value ) => {\n\n\tlet tag = document.createElement( 'style' );\n\ttag.type = 'text/css';\n\n\tif( value && value.length > 0 ) {\n\t\tif( tag.styleSheet ) {\n\t\t\ttag.styleSheet.cssText = value;\n\t\t}\n\t\telse {\n\t\t\ttag.appendChild( document.createTextNode( value ) );\n\t\t}\n\t}\n\n\tdocument.head.appendChild( tag );\n\n\treturn tag;\n\n}\n\n/**\n * Returns a key:value hash of all query params.\n */\nexport const getQueryHash = () => {\n\n\tlet query = {};\n\n\tlocation.search.replace( /[A-Z0-9]+?=([\\w\\.%-]*)/gi, a => {\n\t\tquery[ a.split( '=' ).shift() ] = a.split( '=' ).pop();\n\t} );\n\n\t// Basic deserialization\n\tfor( let i in query ) {\n\t\tlet value = query[ i ];\n\n\t\tquery[ i ] = deserialize( unescape( value ) );\n\t}\n\n\t// Do not accept new dependencies via query config to avoid\n\t// the potential of malicious script injection\n\tif( typeof query['dependencies'] !== 'undefined' ) delete query['dependencies'];\n\n\treturn query;\n\n}\n\n/**\n * Returns the remaining height within the parent of the\n * target element.\n *\n * remaining height = [ configured parent height ] - [ current parent height ]\n *\n * @param {HTMLElement} element\n * @param {number} [height]\n */\nexport const getRemainingHeight = ( element, height = 0 ) => {\n\n\tif( element ) {\n\t\tlet newHeight, oldHeight = element.style.height;\n\n\t\t// Change the .stretch element height to 0 in order find the height of all\n\t\t// the other elements\n\t\telement.style.height = '0px';\n\n\t\t// In Overview mode, the parent (.slide) height is set of 700px.\n\t\t// Restore it temporarily to its natural height.\n\t\telement.parentNode.style.height = 'auto';\n\n\t\tnewHeight = height - element.parentNode.offsetHeight;\n\n\t\t// Restore the old height, just in case\n\t\telement.style.height = oldHeight + 'px';\n\n\t\t// Clear the parent (.slide) height. .removeProperty works in IE9+\n\t\telement.parentNode.style.removeProperty('height');\n\n\t\treturn newHeight;\n\t}\n\n\treturn height;\n\n}\n\nconst fileExtensionToMimeMap = {\n\t'mp4': 'video/mp4',\n\t'm4a': 'video/mp4',\n\t'ogv': 'video/ogg',\n\t'mpeg': 'video/mpeg',\n\t'webm': 'video/webm'\n}\n\n/**\n * Guess the MIME type for common file formats.\n */\nexport const getMimeTypeFromFile = ( filename='' ) => {\n\treturn fileExtensionToMimeMap[filename.split('.').pop()]\n}","const UA = navigator.userAgent;\n\nexport const isMobile = /(iphone|ipod|ipad|android)/gi.test( UA ) ||\n\t\t\t\t\t\t( navigator.platform === 'MacIntel' && navigator.maxTouchPoints > 1 ); // iPadOS\n\nexport const isChrome = /chrome/i.test( UA ) && !/edge/i.test( UA );\n\nexport const isAndroid = /android/gi.test( UA );","/*\n * fitty v2.3.3 - Snugly resizes text to fit its parent container\n * Copyright (c) 2020 Rik Schennink (https://pqina.nl/)\n */\n'use strict';\n\nObject.defineProperty(exports, \"__esModule\", {\n value: true\n});\n\nvar _extends = Object.assign || function (target) { for (var i = 1; i < arguments.length; i++) { var source = arguments[i]; for (var key in source) { if (Object.prototype.hasOwnProperty.call(source, key)) { target[key] = source[key]; } } } return target; };\n\nexports.default = function (w) {\n\n // no window, early exit\n if (!w) return;\n\n // node list to array helper method\n var toArray = function toArray(nl) {\n return [].slice.call(nl);\n };\n\n // states\n var DrawState = {\n IDLE: 0,\n DIRTY_CONTENT: 1,\n DIRTY_LAYOUT: 2,\n DIRTY: 3\n };\n\n // all active fitty elements\n var fitties = [];\n\n // group all redraw calls till next frame, we cancel each frame request when a new one comes in. If no support for request animation frame, this is an empty function and supports for fitty stops.\n var redrawFrame = null;\n var requestRedraw = 'requestAnimationFrame' in w ? function () {\n w.cancelAnimationFrame(redrawFrame);\n redrawFrame = w.requestAnimationFrame(function () {\n return redraw(fitties.filter(function (f) {\n return f.dirty && f.active;\n }));\n });\n } : function () {};\n\n // sets all fitties to dirty so they are redrawn on the next redraw loop, then calls redraw\n var redrawAll = function redrawAll(type) {\n return function () {\n fitties.forEach(function (f) {\n return f.dirty = type;\n });\n requestRedraw();\n };\n };\n\n // redraws fitties so they nicely fit their parent container\n var redraw = function redraw(fitties) {\n\n // getting info from the DOM at this point should not trigger a reflow, let's gather as much intel as possible before triggering a reflow\n\n // check if styles of all fitties have been computed\n fitties.filter(function (f) {\n return !f.styleComputed;\n }).forEach(function (f) {\n f.styleComputed = computeStyle(f);\n });\n\n // restyle elements that require pre-styling, this triggers a reflow, please try to prevent by adding CSS rules (see docs)\n fitties.filter(shouldPreStyle).forEach(applyStyle);\n\n // we now determine which fitties should be redrawn\n var fittiesToRedraw = fitties.filter(shouldRedraw);\n\n // we calculate final styles for these fitties\n fittiesToRedraw.forEach(calculateStyles);\n\n // now we apply the calculated styles from our previous loop\n fittiesToRedraw.forEach(function (f) {\n applyStyle(f);\n markAsClean(f);\n });\n\n // now we dispatch events for all restyled fitties\n fittiesToRedraw.forEach(dispatchFitEvent);\n };\n\n var markAsClean = function markAsClean(f) {\n return f.dirty = DrawState.IDLE;\n };\n\n var calculateStyles = function calculateStyles(f) {\n\n // get available width from parent node\n f.availableWidth = f.element.parentNode.clientWidth;\n\n // the space our target element uses\n f.currentWidth = f.element.scrollWidth;\n\n // remember current font size\n f.previousFontSize = f.currentFontSize;\n\n // let's calculate the new font size\n f.currentFontSize = Math.min(Math.max(f.minSize, f.availableWidth / f.currentWidth * f.previousFontSize), f.maxSize);\n\n // if allows wrapping, only wrap when at minimum font size (otherwise would break container)\n f.whiteSpace = f.multiLine && f.currentFontSize === f.minSize ? 'normal' : 'nowrap';\n };\n\n // should always redraw if is not dirty layout, if is dirty layout, only redraw if size has changed\n var shouldRedraw = function shouldRedraw(f) {\n return f.dirty !== DrawState.DIRTY_LAYOUT || f.dirty === DrawState.DIRTY_LAYOUT && f.element.parentNode.clientWidth !== f.availableWidth;\n };\n\n // every fitty element is tested for invalid styles\n var computeStyle = function computeStyle(f) {\n\n // get style properties\n var style = w.getComputedStyle(f.element, null);\n\n // get current font size in pixels (if we already calculated it, use the calculated version)\n f.currentFontSize = parseFloat(style.getPropertyValue('font-size'));\n\n // get display type and wrap mode\n f.display = style.getPropertyValue('display');\n f.whiteSpace = style.getPropertyValue('white-space');\n };\n\n // determines if this fitty requires initial styling, can be prevented by applying correct styles through CSS\n var shouldPreStyle = function shouldPreStyle(f) {\n\n var preStyle = false;\n\n // if we already tested for prestyling we don't have to do it again\n if (f.preStyleTestCompleted) return false;\n\n // should have an inline style, if not, apply\n if (!/inline-/.test(f.display)) {\n preStyle = true;\n f.display = 'inline-block';\n }\n\n // to correctly calculate dimensions the element should have whiteSpace set to nowrap\n if (f.whiteSpace !== 'nowrap') {\n preStyle = true;\n f.whiteSpace = 'nowrap';\n }\n\n // we don't have to do this twice\n f.preStyleTestCompleted = true;\n\n return preStyle;\n };\n\n // apply styles to single fitty\n var applyStyle = function applyStyle(f) {\n f.element.style.whiteSpace = f.whiteSpace;\n f.element.style.display = f.display;\n f.element.style.fontSize = f.currentFontSize + 'px';\n };\n\n // dispatch a fit event on a fitty\n var dispatchFitEvent = function dispatchFitEvent(f) {\n f.element.dispatchEvent(new CustomEvent('fit', {\n detail: {\n oldValue: f.previousFontSize,\n newValue: f.currentFontSize,\n scaleFactor: f.currentFontSize / f.previousFontSize\n }\n }));\n };\n\n // fit method, marks the fitty as dirty and requests a redraw (this will also redraw any other fitty marked as dirty)\n var fit = function fit(f, type) {\n return function () {\n f.dirty = type;\n if (!f.active) return;\n requestRedraw();\n };\n };\n\n var init = function init(f) {\n\n // save some of the original CSS properties before we change them\n f.originalStyle = {\n whiteSpace: f.element.style.whiteSpace,\n display: f.element.style.display,\n fontSize: f.element.style.fontSize\n };\n\n // should we observe DOM mutations\n observeMutations(f);\n\n // this is a new fitty so we need to validate if it's styles are in order\n f.newbie = true;\n\n // because it's a new fitty it should also be dirty, we want it to redraw on the first loop\n f.dirty = true;\n\n // we want to be able to update this fitty\n fitties.push(f);\n };\n\n var destroy = function destroy(f) {\n return function () {\n\n // remove from fitties array\n fitties = fitties.filter(function (_) {\n return _.element !== f.element;\n });\n\n // stop observing DOM\n if (f.observeMutations) f.observer.disconnect();\n\n // reset the CSS properties we changes\n f.element.style.whiteSpace = f.originalStyle.whiteSpace;\n f.element.style.display = f.originalStyle.display;\n f.element.style.fontSize = f.originalStyle.fontSize;\n };\n };\n\n // add a new fitty, does not redraw said fitty\n var subscribe = function subscribe(f) {\n return function () {\n if (f.active) return;\n f.active = true;\n requestRedraw();\n };\n };\n\n // remove an existing fitty\n var unsubscribe = function unsubscribe(f) {\n return function () {\n return f.active = false;\n };\n };\n\n var observeMutations = function observeMutations(f) {\n\n // no observing?\n if (!f.observeMutations) return;\n\n // start observing mutations\n f.observer = new MutationObserver(fit(f, DrawState.DIRTY_CONTENT));\n\n // start observing\n f.observer.observe(f.element, f.observeMutations);\n };\n\n // default mutation observer settings\n var mutationObserverDefaultSetting = {\n subtree: true,\n childList: true,\n characterData: true\n };\n\n // default fitty options\n var defaultOptions = {\n minSize: 16,\n maxSize: 512,\n multiLine: true,\n observeMutations: 'MutationObserver' in w ? mutationObserverDefaultSetting : false\n };\n\n // array of elements in, fitty instances out\n function fittyCreate(elements, options) {\n\n // set options object\n var fittyOptions = _extends({}, defaultOptions, options);\n\n // create fitties\n var publicFitties = elements.map(function (element) {\n\n // create fitty instance\n var f = _extends({}, fittyOptions, {\n\n // internal options for this fitty\n element: element,\n active: true\n });\n\n // initialise this fitty\n init(f);\n\n // expose API\n return {\n element: element,\n fit: fit(f, DrawState.DIRTY),\n unfreeze: subscribe(f),\n freeze: unsubscribe(f),\n unsubscribe: destroy(f)\n };\n });\n\n // call redraw on newly initiated fitties\n requestRedraw();\n\n // expose fitties\n return publicFitties;\n }\n\n // fitty creation function\n function fitty(target) {\n var options = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : {};\n\n\n // if target is a string\n return typeof target === 'string' ?\n\n // treat it as a querySelector\n fittyCreate(toArray(document.querySelectorAll(target)), options) :\n\n // create single fitty\n fittyCreate([target], options)[0];\n }\n\n // handles viewport changes, redraws all fitties, but only does so after a timeout\n var resizeDebounce = null;\n var onWindowResized = function onWindowResized() {\n w.clearTimeout(resizeDebounce);\n resizeDebounce = w.setTimeout(redrawAll(DrawState.DIRTY_LAYOUT), fitty.observeWindowDelay);\n };\n\n // define observe window property, so when we set it to true or false events are automatically added and removed\n var events = ['resize', 'orientationchange'];\n Object.defineProperty(fitty, 'observeWindow', {\n set: function set(enabled) {\n var method = (enabled ? 'add' : 'remove') + 'EventListener';\n events.forEach(function (e) {\n w[method](e, onWindowResized);\n });\n }\n });\n\n // fitty global properties (by setting observeWindow to true the events above get added)\n fitty.observeWindow = true;\n fitty.observeWindowDelay = 100;\n\n // public fit all method, will force redraw no matter what\n fitty.fitAll = redrawAll(DrawState.DIRTY);\n\n // export our fitty function, we don't want to keep it to our selves\n return fitty;\n}(typeof window === 'undefined' ? null : window);","import { extend, queryAll, closest, getMimeTypeFromFile } from '../utils/util.js'\nimport { isMobile } from '../utils/device.js'\n\nimport fitty from 'fitty';\n\n/**\n * Handles loading, unloading and playback of slide\n * content such as images, videos and iframes.\n */\nexport default class SlideContent {\n\n\tconstructor( Reveal ) {\n\n\t\tthis.Reveal = Reveal;\n\n\t\tthis.startEmbeddedIframe = this.startEmbeddedIframe.bind( this );\n\n\t}\n\n\t/**\n\t * Should the given element be preloaded?\n\t * Decides based on local element attributes and global config.\n\t *\n\t * @param {HTMLElement} element\n\t */\n\tshouldPreload( element ) {\n\n\t\t// Prefer an explicit global preload setting\n\t\tlet preload = this.Reveal.getConfig().preloadIframes;\n\n\t\t// If no global setting is available, fall back on the element's\n\t\t// own preload setting\n\t\tif( typeof preload !== 'boolean' ) {\n\t\t\tpreload = element.hasAttribute( 'data-preload' );\n\t\t}\n\n\t\treturn preload;\n\t}\n\n\t/**\n\t * Called when the given slide is within the configured view\n\t * distance. Shows the slide element and loads any content\n\t * that is set to load lazily (data-src).\n\t *\n\t * @param {HTMLElement} slide Slide to show\n\t */\n\tload( slide, options = {} ) {\n\n\t\t// Show the slide element\n\t\tslide.style.display = this.Reveal.getConfig().display;\n\n\t\t// Media elements with data-src attributes\n\t\tqueryAll( slide, 'img[data-src], video[data-src], audio[data-src], iframe[data-src]' ).forEach( element => {\n\t\t\tif( element.tagName !== 'IFRAME' || this.shouldPreload( element ) ) {\n\t\t\t\telement.setAttribute( 'src', element.getAttribute( 'data-src' ) );\n\t\t\t\telement.setAttribute( 'data-lazy-loaded', '' );\n\t\t\t\telement.removeAttribute( 'data-src' );\n\t\t\t}\n\t\t} );\n\n\t\t// Media elements with children\n\t\tqueryAll( slide, 'video, audio' ).forEach( media => {\n\t\t\tlet sources = 0;\n\n\t\t\tqueryAll( media, 'source[data-src]' ).forEach( source => {\n\t\t\t\tsource.setAttribute( 'src', source.getAttribute( 'data-src' ) );\n\t\t\t\tsource.removeAttribute( 'data-src' );\n\t\t\t\tsource.setAttribute( 'data-lazy-loaded', '' );\n\t\t\t\tsources += 1;\n\t\t\t} );\n\n\t\t\t// Enable inline video playback in mobile Safari\n\t\t\tif( isMobile && media.tagName === 'VIDEO' ) {\n\t\t\t\tmedia.setAttribute( 'playsinline', '' );\n\t\t\t}\n\n\t\t\t// If we rewrote sources for this video/audio element, we need\n\t\t\t// to manually tell it to load from its new origin\n\t\t\tif( sources > 0 ) {\n\t\t\t\tmedia.load();\n\t\t\t}\n\t\t} );\n\n\n\t\t// Show the corresponding background element\n\t\tlet background = slide.slideBackgroundElement;\n\t\tif( background ) {\n\t\t\tbackground.style.display = 'block';\n\n\t\t\tlet backgroundContent = slide.slideBackgroundContentElement;\n\t\t\tlet backgroundIframe = slide.getAttribute( 'data-background-iframe' );\n\n\t\t\t// If the background contains media, load it\n\t\t\tif( background.hasAttribute( 'data-loaded' ) === false ) {\n\t\t\t\tbackground.setAttribute( 'data-loaded', 'true' );\n\n\t\t\t\tlet backgroundImage = slide.getAttribute( 'data-background-image' ),\n\t\t\t\t\tbackgroundVideo = slide.getAttribute( 'data-background-video' ),\n\t\t\t\t\tbackgroundVideoLoop = slide.hasAttribute( 'data-background-video-loop' ),\n\t\t\t\t\tbackgroundVideoMuted = slide.hasAttribute( 'data-background-video-muted' );\n\n\t\t\t\t// Images\n\t\t\t\tif( backgroundImage ) {\n\t\t\t\t\t// base64\n\t\t\t\t\tif( /^data:/.test( backgroundImage.trim() ) ) {\n\t\t\t\t\t\tbackgroundContent.style.backgroundImage = `url(${backgroundImage.trim()})`;\n\t\t\t\t\t}\n\t\t\t\t\t// URL(s)\n\t\t\t\t\telse {\n\t\t\t\t\t\tbackgroundContent.style.backgroundImage = backgroundImage.split( ',' ).map( background => {\n\t\t\t\t\t\t\treturn `url(${encodeURI(background.trim())})`;\n\t\t\t\t\t\t}).join( ',' );\n\t\t\t\t\t}\n\t\t\t\t}\n\t\t\t\t// Videos\n\t\t\t\telse if ( backgroundVideo && !this.Reveal.isSpeakerNotes() ) {\n\t\t\t\t\tlet video = document.createElement( 'video' );\n\n\t\t\t\t\tif( backgroundVideoLoop ) {\n\t\t\t\t\t\tvideo.setAttribute( 'loop', '' );\n\t\t\t\t\t}\n\n\t\t\t\t\tif( backgroundVideoMuted ) {\n\t\t\t\t\t\tvideo.muted = true;\n\t\t\t\t\t}\n\n\t\t\t\t\t// Enable inline playback in mobile Safari\n\t\t\t\t\t//\n\t\t\t\t\t// Mute is required for video to play when using\n\t\t\t\t\t// swipe gestures to navigate since they don't\n\t\t\t\t\t// count as direct user actions :'(\n\t\t\t\t\tif( isMobile ) {\n\t\t\t\t\t\tvideo.muted = true;\n\t\t\t\t\t\tvideo.setAttribute( 'playsinline', '' );\n\t\t\t\t\t}\n\n\t\t\t\t\t// Support comma separated lists of video sources\n\t\t\t\t\tbackgroundVideo.split( ',' ).forEach( source => {\n\t\t\t\t\t\tlet type = getMimeTypeFromFile( source );\n\t\t\t\t\t\tif( type ) {\n\t\t\t\t\t\t\tvideo.innerHTML += ``;\n\t\t\t\t\t\t}\n\t\t\t\t\t\telse {\n\t\t\t\t\t\t\tvideo.innerHTML += ``;\n\t\t\t\t\t\t}\n\t\t\t\t\t} );\n\n\t\t\t\t\tbackgroundContent.appendChild( video );\n\t\t\t\t}\n\t\t\t\t// Iframes\n\t\t\t\telse if( backgroundIframe && options.excludeIframes !== true ) {\n\t\t\t\t\tlet iframe = document.createElement( 'iframe' );\n\t\t\t\t\tiframe.setAttribute( 'allowfullscreen', '' );\n\t\t\t\t\tiframe.setAttribute( 'mozallowfullscreen', '' );\n\t\t\t\t\tiframe.setAttribute( 'webkitallowfullscreen', '' );\n\t\t\t\t\tiframe.setAttribute( 'allow', 'autoplay' );\n\n\t\t\t\t\tiframe.setAttribute( 'data-src', backgroundIframe );\n\n\t\t\t\t\tiframe.style.width = '100%';\n\t\t\t\t\tiframe.style.height = '100%';\n\t\t\t\t\tiframe.style.maxHeight = '100%';\n\t\t\t\t\tiframe.style.maxWidth = '100%';\n\n\t\t\t\t\tbackgroundContent.appendChild( iframe );\n\t\t\t\t}\n\t\t\t}\n\n\t\t\t// Start loading preloadable iframes\n\t\t\tlet backgroundIframeElement = backgroundContent.querySelector( 'iframe[data-src]' );\n\t\t\tif( backgroundIframeElement ) {\n\n\t\t\t\t// Check if this iframe is eligible to be preloaded\n\t\t\t\tif( this.shouldPreload( background ) && !/autoplay=(1|true|yes)/gi.test( backgroundIframe ) ) {\n\t\t\t\t\tif( backgroundIframeElement.getAttribute( 'src' ) !== backgroundIframe ) {\n\t\t\t\t\t\tbackgroundIframeElement.setAttribute( 'src', backgroundIframe );\n\t\t\t\t\t}\n\t\t\t\t}\n\n\t\t\t}\n\n\t\t}\n\n\t\tthis.layout( slide );\n\n\t}\n\n\t/**\n\t * Applies JS-dependent layout helpers for the given slide,\n\t * if there are any.\n\t */\n\tlayout( slide ) {\n\n\t\t// Autosize text with the r-fit-text class based on the\n\t\t// size of its container. This needs to happen after the\n\t\t// slide is visible in order to measure the text.\n\t\tArray.from( slide.querySelectorAll( '.r-fit-text' ) ).forEach( element => {\n\t\t\tfitty( element, {\n\t\t\t\tminSize: 24,\n\t\t\t\tmaxSize: this.Reveal.getConfig().height * 0.8,\n\t\t\t\tobserveMutations: false,\n\t\t\t\tobserveWindow: false\n\t\t\t} );\n\t\t} );\n\n\t}\n\n\t/**\n\t * Unloads and hides the given slide. This is called when the\n\t * slide is moved outside of the configured view distance.\n\t *\n\t * @param {HTMLElement} slide\n\t */\n\tunload( slide ) {\n\n\t\t// Hide the slide element\n\t\tslide.style.display = 'none';\n\n\t\t// Hide the corresponding background element\n\t\tlet background = this.Reveal.getSlideBackground( slide );\n\t\tif( background ) {\n\t\t\tbackground.style.display = 'none';\n\n\t\t\t// Unload any background iframes\n\t\t\tqueryAll( background, 'iframe[src]' ).forEach( element => {\n\t\t\t\telement.removeAttribute( 'src' );\n\t\t\t} );\n\t\t}\n\n\t\t// Reset lazy-loaded media elements with src attributes\n\t\tqueryAll( slide, 'video[data-lazy-loaded][src], audio[data-lazy-loaded][src], iframe[data-lazy-loaded][src]' ).forEach( element => {\n\t\t\telement.setAttribute( 'data-src', element.getAttribute( 'src' ) );\n\t\t\telement.removeAttribute( 'src' );\n\t\t} );\n\n\t\t// Reset lazy-loaded media elements with children\n\t\tqueryAll( slide, 'video[data-lazy-loaded] source[src], audio source[src]' ).forEach( source => {\n\t\t\tsource.setAttribute( 'data-src', source.getAttribute( 'src' ) );\n\t\t\tsource.removeAttribute( 'src' );\n\t\t} );\n\n\t}\n\n\t/**\n\t * Enforces origin-specific format rules for embedded media.\n\t */\n\tformatEmbeddedContent() {\n\n\t\tlet _appendParamToIframeSource = ( sourceAttribute, sourceURL, param ) => {\n\t\t\tqueryAll( this.Reveal.getSlidesElement(), 'iframe['+ sourceAttribute +'*=\"'+ sourceURL +'\"]' ).forEach( el => {\n\t\t\t\tlet src = el.getAttribute( sourceAttribute );\n\t\t\t\tif( src && src.indexOf( param ) === -1 ) {\n\t\t\t\t\tel.setAttribute( sourceAttribute, src + ( !/\\?/.test( src ) ? '?' : '&' ) + param );\n\t\t\t\t}\n\t\t\t});\n\t\t};\n\n\t\t// YouTube frames must include \"?enablejsapi=1\"\n\t\t_appendParamToIframeSource( 'src', 'youtube.com/embed/', 'enablejsapi=1' );\n\t\t_appendParamToIframeSource( 'data-src', 'youtube.com/embed/', 'enablejsapi=1' );\n\n\t\t// Vimeo frames must include \"?api=1\"\n\t\t_appendParamToIframeSource( 'src', 'player.vimeo.com/', 'api=1' );\n\t\t_appendParamToIframeSource( 'data-src', 'player.vimeo.com/', 'api=1' );\n\n\t}\n\n\t/**\n\t * Start playback of any embedded content inside of\n\t * the given element.\n\t *\n\t * @param {HTMLElement} element\n\t */\n\tstartEmbeddedContent( element ) {\n\n\t\tif( element && !this.Reveal.isSpeakerNotes() ) {\n\n\t\t\t// Restart GIFs\n\t\t\tqueryAll( element, 'img[src$=\".gif\"]' ).forEach( el => {\n\t\t\t\t// Setting the same unchanged source like this was confirmed\n\t\t\t\t// to work in Chrome, FF & Safari\n\t\t\t\tel.setAttribute( 'src', el.getAttribute( 'src' ) );\n\t\t\t} );\n\n\t\t\t// HTML5 media elements\n\t\t\tqueryAll( element, 'video, audio' ).forEach( el => {\n\t\t\t\tif( closest( el, '.fragment' ) && !closest( el, '.fragment.visible' ) ) {\n\t\t\t\t\treturn;\n\t\t\t\t}\n\n\t\t\t\t// Prefer an explicit global autoplay setting\n\t\t\t\tlet autoplay = this.Reveal.getConfig().autoPlayMedia;\n\n\t\t\t\t// If no global setting is available, fall back on the element's\n\t\t\t\t// own autoplay setting\n\t\t\t\tif( typeof autoplay !== 'boolean' ) {\n\t\t\t\t\tautoplay = el.hasAttribute( 'data-autoplay' ) || !!closest( el, '.slide-background' );\n\t\t\t\t}\n\n\t\t\t\tif( autoplay && typeof el.play === 'function' ) {\n\n\t\t\t\t\t// If the media is ready, start playback\n\t\t\t\t\tif( el.readyState > 1 ) {\n\t\t\t\t\t\tthis.startEmbeddedMedia( { target: el } );\n\t\t\t\t\t}\n\t\t\t\t\t// Mobile devices never fire a loaded event so instead\n\t\t\t\t\t// of waiting, we initiate playback\n\t\t\t\t\telse if( isMobile ) {\n\t\t\t\t\t\tlet promise = el.play();\n\n\t\t\t\t\t\t// If autoplay does not work, ensure that the controls are visible so\n\t\t\t\t\t\t// that the viewer can start the media on their own\n\t\t\t\t\t\tif( promise && typeof promise.catch === 'function' && el.controls === false ) {\n\t\t\t\t\t\t\tpromise.catch( () => {\n\t\t\t\t\t\t\t\tel.controls = true;\n\n\t\t\t\t\t\t\t\t// Once the video does start playing, hide the controls again\n\t\t\t\t\t\t\t\tel.addEventListener( 'play', () => {\n\t\t\t\t\t\t\t\t\tel.controls = false;\n\t\t\t\t\t\t\t\t} );\n\t\t\t\t\t\t\t} );\n\t\t\t\t\t\t}\n\t\t\t\t\t}\n\t\t\t\t\t// If the media isn't loaded, wait before playing\n\t\t\t\t\telse {\n\t\t\t\t\t\tel.removeEventListener( 'loadeddata', this.startEmbeddedMedia ); // remove first to avoid dupes\n\t\t\t\t\t\tel.addEventListener( 'loadeddata', this.startEmbeddedMedia );\n\t\t\t\t\t}\n\n\t\t\t\t}\n\t\t\t} );\n\n\t\t\t// Normal iframes\n\t\t\tqueryAll( element, 'iframe[src]' ).forEach( el => {\n\t\t\t\tif( closest( el, '.fragment' ) && !closest( el, '.fragment.visible' ) ) {\n\t\t\t\t\treturn;\n\t\t\t\t}\n\n\t\t\t\tthis.startEmbeddedIframe( { target: el } );\n\t\t\t} );\n\n\t\t\t// Lazy loading iframes\n\t\t\tqueryAll( element, 'iframe[data-src]' ).forEach( el => {\n\t\t\t\tif( closest( el, '.fragment' ) && !closest( el, '.fragment.visible' ) ) {\n\t\t\t\t\treturn;\n\t\t\t\t}\n\n\t\t\t\tif( el.getAttribute( 'src' ) !== el.getAttribute( 'data-src' ) ) {\n\t\t\t\t\tel.removeEventListener( 'load', this.startEmbeddedIframe ); // remove first to avoid dupes\n\t\t\t\t\tel.addEventListener( 'load', this.startEmbeddedIframe );\n\t\t\t\t\tel.setAttribute( 'src', el.getAttribute( 'data-src' ) );\n\t\t\t\t}\n\t\t\t} );\n\n\t\t}\n\n\t}\n\n\t/**\n\t * Starts playing an embedded video/audio element after\n\t * it has finished loading.\n\t *\n\t * @param {object} event\n\t */\n\tstartEmbeddedMedia( event ) {\n\n\t\tlet isAttachedToDOM = !!closest( event.target, 'html' ),\n\t\t\tisVisible \t\t= !!closest( event.target, '.present' );\n\n\t\tif( isAttachedToDOM && isVisible ) {\n\t\t\tevent.target.currentTime = 0;\n\t\t\tevent.target.play();\n\t\t}\n\n\t\tevent.target.removeEventListener( 'loadeddata', this.startEmbeddedMedia );\n\n\t}\n\n\t/**\n\t * \"Starts\" the content of an embedded iframe using the\n\t * postMessage API.\n\t *\n\t * @param {object} event\n\t */\n\tstartEmbeddedIframe( event ) {\n\n\t\tlet iframe = event.target;\n\n\t\tif( iframe && iframe.contentWindow ) {\n\n\t\t\tlet isAttachedToDOM = !!closest( event.target, 'html' ),\n\t\t\t\tisVisible \t\t= !!closest( event.target, '.present' );\n\n\t\t\tif( isAttachedToDOM && isVisible ) {\n\n\t\t\t\t// Prefer an explicit global autoplay setting\n\t\t\t\tlet autoplay = this.Reveal.getConfig().autoPlayMedia;\n\n\t\t\t\t// If no global setting is available, fall back on the element's\n\t\t\t\t// own autoplay setting\n\t\t\t\tif( typeof autoplay !== 'boolean' ) {\n\t\t\t\t\tautoplay = iframe.hasAttribute( 'data-autoplay' ) || !!closest( iframe, '.slide-background' );\n\t\t\t\t}\n\n\t\t\t\t// YouTube postMessage API\n\t\t\t\tif( /youtube\\.com\\/embed\\//.test( iframe.getAttribute( 'src' ) ) && autoplay ) {\n\t\t\t\t\tiframe.contentWindow.postMessage( '{\"event\":\"command\",\"func\":\"playVideo\",\"args\":\"\"}', '*' );\n\t\t\t\t}\n\t\t\t\t// Vimeo postMessage API\n\t\t\t\telse if( /player\\.vimeo\\.com\\//.test( iframe.getAttribute( 'src' ) ) && autoplay ) {\n\t\t\t\t\tiframe.contentWindow.postMessage( '{\"method\":\"play\"}', '*' );\n\t\t\t\t}\n\t\t\t\t// Generic postMessage API\n\t\t\t\telse {\n\t\t\t\t\tiframe.contentWindow.postMessage( 'slide:start', '*' );\n\t\t\t\t}\n\n\t\t\t}\n\n\t\t}\n\n\t}\n\n\t/**\n\t * Stop playback of any embedded content inside of\n\t * the targeted slide.\n\t *\n\t * @param {HTMLElement} element\n\t */\n\tstopEmbeddedContent( element, options = {} ) {\n\n\t\toptions = extend( {\n\t\t\t// Defaults\n\t\t\tunloadIframes: true\n\t\t}, options );\n\n\t\tif( element && element.parentNode ) {\n\t\t\t// HTML5 media elements\n\t\t\tqueryAll( element, 'video, audio' ).forEach( el => {\n\t\t\t\tif( !el.hasAttribute( 'data-ignore' ) && typeof el.pause === 'function' ) {\n\t\t\t\t\tel.setAttribute('data-paused-by-reveal', '');\n\t\t\t\t\tel.pause();\n\t\t\t\t}\n\t\t\t} );\n\n\t\t\t// Generic postMessage API for non-lazy loaded iframes\n\t\t\tqueryAll( element, 'iframe' ).forEach( el => {\n\t\t\t\tif( el.contentWindow ) el.contentWindow.postMessage( 'slide:stop', '*' );\n\t\t\t\tel.removeEventListener( 'load', this.startEmbeddedIframe );\n\t\t\t});\n\n\t\t\t// YouTube postMessage API\n\t\t\tqueryAll( element, 'iframe[src*=\"youtube.com/embed/\"]' ).forEach( el => {\n\t\t\t\tif( !el.hasAttribute( 'data-ignore' ) && el.contentWindow && typeof el.contentWindow.postMessage === 'function' ) {\n\t\t\t\t\tel.contentWindow.postMessage( '{\"event\":\"command\",\"func\":\"pauseVideo\",\"args\":\"\"}', '*' );\n\t\t\t\t}\n\t\t\t});\n\n\t\t\t// Vimeo postMessage API\n\t\t\tqueryAll( element, 'iframe[src*=\"player.vimeo.com/\"]' ).forEach( el => {\n\t\t\t\tif( !el.hasAttribute( 'data-ignore' ) && el.contentWindow && typeof el.contentWindow.postMessage === 'function' ) {\n\t\t\t\t\tel.contentWindow.postMessage( '{\"method\":\"pause\"}', '*' );\n\t\t\t\t}\n\t\t\t});\n\n\t\t\tif( options.unloadIframes === true ) {\n\t\t\t\t// Unload lazy-loaded iframes\n\t\t\t\tqueryAll( element, 'iframe[data-src]' ).forEach( el => {\n\t\t\t\t\t// Only removing the src doesn't actually unload the frame\n\t\t\t\t\t// in all browsers (Firefox) so we set it to blank first\n\t\t\t\t\tel.setAttribute( 'src', 'about:blank' );\n\t\t\t\t\tel.removeAttribute( 'src' );\n\t\t\t\t} );\n\t\t\t}\n\t\t}\n\n\t}\n\n}\n","/**\n * Handles the display of reveal.js' optional slide number.\n */\nexport default class SlideNumber {\n\n\tconstructor( Reveal ) {\n\n\t\tthis.Reveal = Reveal;\n\n\t}\n\n\trender() {\n\n\t\tthis.element = document.createElement( 'div' );\n\t\tthis.element.className = 'slide-number';\n\t\tthis.Reveal.getRevealElement().appendChild( this.element );\n\n\t}\n\n\t/**\n\t * Called when the reveal.js config is updated.\n\t */\n\tconfigure( config, oldConfig ) {\n\n\t\tlet slideNumberDisplay = 'none';\n\t\tif( config.slideNumber && !this.Reveal.isPrintingPDF() ) {\n\t\t\tif( config.showSlideNumber === 'all' ) {\n\t\t\t\tslideNumberDisplay = 'block';\n\t\t\t}\n\t\t\telse if( config.showSlideNumber === 'speaker' && this.Reveal.isSpeakerNotes() ) {\n\t\t\t\tslideNumberDisplay = 'block';\n\t\t\t}\n\t\t}\n\n\t\tthis.element.style.display = slideNumberDisplay;\n\n\t}\n\n\t/**\n\t * Updates the slide number to match the current slide.\n\t */\n\tupdate() {\n\n\t\t// Update slide number if enabled\n\t\tif( this.Reveal.getConfig().slideNumber && this.element ) {\n\t\t\tthis.element.innerHTML = this.getSlideNumber();\n\t\t}\n\n\t}\n\n\t/**\n\t * Returns the HTML string corresponding to the current slide\n\t * number, including formatting.\n\t */\n\tgetSlideNumber( slide = this.Reveal.getCurrentSlide() ) {\n\n\t\tlet config = this.Reveal.getConfig();\n\t\tlet value;\n\t\tlet format = 'h.v';\n\n\t\tif ( typeof config.slideNumber === 'function' ) {\n\t\t\tvalue = config.slideNumber( slide );\n\t\t} else {\n\t\t\t// Check if a custom number format is available\n\t\t\tif( typeof config.slideNumber === 'string' ) {\n\t\t\t\tformat = config.slideNumber;\n\t\t\t}\n\n\t\t\t// If there are ONLY vertical slides in this deck, always use\n\t\t\t// a flattened slide number\n\t\t\tif( !/c/.test( format ) && this.Reveal.getHorizontalSlides().length === 1 ) {\n\t\t\t\tformat = 'c';\n\t\t\t}\n\n\t\t\t// Offset the current slide number by 1 to make it 1-indexed\n\t\t\tlet horizontalOffset = slide && slide.dataset.visibility === 'uncounted' ? 0 : 1;\n\n\t\t\tvalue = [];\n\t\t\tswitch( format ) {\n\t\t\t\tcase 'c':\n\t\t\t\t\tvalue.push( this.Reveal.getSlidePastCount( slide ) + horizontalOffset );\n\t\t\t\t\tbreak;\n\t\t\t\tcase 'c/t':\n\t\t\t\t\tvalue.push( this.Reveal.getSlidePastCount( slide ) + horizontalOffset, '/', this.Reveal.getTotalSlides() );\n\t\t\t\t\tbreak;\n\t\t\t\tdefault:\n\t\t\t\t\tlet indices = this.Reveal.getIndices( slide );\n\t\t\t\t\tvalue.push( indices.h + horizontalOffset );\n\t\t\t\t\tlet sep = format === 'h/v' ? '/' : '.';\n\t\t\t\t\tif( this.Reveal.isVerticalSlide( slide ) ) value.push( sep, indices.v + 1 );\n\t\t\t}\n\t\t}\n\n\t\tlet url = '#' + this.Reveal.location.getHash( slide );\n\t\treturn this.formatNumber( value[0], value[1], value[2], url );\n\n\t}\n\n\t/**\n\t * Applies HTML formatting to a slide number before it's\n\t * written to the DOM.\n\t *\n\t * @param {number} a Current slide\n\t * @param {string} delimiter Character to separate slide numbers\n\t * @param {(number|*)} b Total slides\n\t * @param {HTMLElement} [url='#'+locationHash()] The url to link to\n\t * @return {string} HTML string fragment\n\t */\n\tformatNumber( a, delimiter, b, url = '#' + this.Reveal.location.getHash() ) {\n\n\t\tif( typeof b === 'number' && !isNaN( b ) ) {\n\t\t\treturn `\n\t\t\t\t\t${a}\n\t\t\t\t\t${delimiter}\n\t\t\t\t\t${b}\n\t\t\t\t\t`;\n\t\t}\n\t\telse {\n\t\t\treturn `\n\t\t\t\t\t${a}\n\t\t\t\t\t`;\n\t\t}\n\n\t}\n\n\tdestroy() {\n\n\t\tthis.element.remove();\n\n\t}\n\n}","/**\n * Converts various color input formats to an {r:0,g:0,b:0} object.\n *\n * @param {string} color The string representation of a color\n * @example\n * colorToRgb('#000');\n * @example\n * colorToRgb('#000000');\n * @example\n * colorToRgb('rgb(0,0,0)');\n * @example\n * colorToRgb('rgba(0,0,0)');\n *\n * @return {{r: number, g: number, b: number, [a]: number}|null}\n */\nexport const colorToRgb = ( color ) => {\n\n\tlet hex3 = color.match( /^#([0-9a-f]{3})$/i );\n\tif( hex3 && hex3[1] ) {\n\t\thex3 = hex3[1];\n\t\treturn {\n\t\t\tr: parseInt( hex3.charAt( 0 ), 16 ) * 0x11,\n\t\t\tg: parseInt( hex3.charAt( 1 ), 16 ) * 0x11,\n\t\t\tb: parseInt( hex3.charAt( 2 ), 16 ) * 0x11\n\t\t};\n\t}\n\n\tlet hex6 = color.match( /^#([0-9a-f]{6})$/i );\n\tif( hex6 && hex6[1] ) {\n\t\thex6 = hex6[1];\n\t\treturn {\n\t\t\tr: parseInt( hex6.slice( 0, 2 ), 16 ),\n\t\t\tg: parseInt( hex6.slice( 2, 4 ), 16 ),\n\t\t\tb: parseInt( hex6.slice( 4, 6 ), 16 )\n\t\t};\n\t}\n\n\tlet rgb = color.match( /^rgb\\s*\\(\\s*(\\d+)\\s*,\\s*(\\d+)\\s*,\\s*(\\d+)\\s*\\)$/i );\n\tif( rgb ) {\n\t\treturn {\n\t\t\tr: parseInt( rgb[1], 10 ),\n\t\t\tg: parseInt( rgb[2], 10 ),\n\t\t\tb: parseInt( rgb[3], 10 )\n\t\t};\n\t}\n\n\tlet rgba = color.match( /^rgba\\s*\\(\\s*(\\d+)\\s*,\\s*(\\d+)\\s*,\\s*(\\d+)\\s*\\,\\s*([\\d]+|[\\d]*.[\\d]+)\\s*\\)$/i );\n\tif( rgba ) {\n\t\treturn {\n\t\t\tr: parseInt( rgba[1], 10 ),\n\t\t\tg: parseInt( rgba[2], 10 ),\n\t\t\tb: parseInt( rgba[3], 10 ),\n\t\t\ta: parseFloat( rgba[4] )\n\t\t};\n\t}\n\n\treturn null;\n\n}\n\n/**\n * Calculates brightness on a scale of 0-255.\n *\n * @param {string} color See colorToRgb for supported formats.\n * @see {@link colorToRgb}\n */\nexport const colorBrightness = ( color ) => {\n\n\tif( typeof color === 'string' ) color = colorToRgb( color );\n\n\tif( color ) {\n\t\treturn ( color.r * 299 + color.g * 587 + color.b * 114 ) / 1000;\n\t}\n\n\treturn null;\n\n}","import { queryAll } from '../utils/util.js'\nimport { colorToRgb, colorBrightness } from '../utils/color.js'\n\n/**\n * Creates and updates slide backgrounds.\n */\nexport default class Backgrounds {\n\n\tconstructor( Reveal ) {\n\n\t\tthis.Reveal = Reveal;\n\n\t}\n\n\trender() {\n\n\t\tthis.element = document.createElement( 'div' );\n\t\tthis.element.className = 'backgrounds';\n\t\tthis.Reveal.getRevealElement().appendChild( this.element );\n\n\t}\n\n\t/**\n\t * Creates the slide background elements and appends them\n\t * to the background container. One element is created per\n\t * slide no matter if the given slide has visible background.\n\t */\n\tcreate() {\n\n\t\t// Clear prior backgrounds\n\t\tthis.element.innerHTML = '';\n\t\tthis.element.classList.add( 'no-transition' );\n\n\t\t// Iterate over all horizontal slides\n\t\tthis.Reveal.getHorizontalSlides().forEach( slideh => {\n\n\t\t\tlet backgroundStack = this.createBackground( slideh, this.element );\n\n\t\t\t// Iterate over all vertical slides\n\t\t\tqueryAll( slideh, 'section' ).forEach( slidev => {\n\n\t\t\t\tthis.createBackground( slidev, backgroundStack );\n\n\t\t\t\tbackgroundStack.classList.add( 'stack' );\n\n\t\t\t} );\n\n\t\t} );\n\n\t\t// Add parallax background if specified\n\t\tif( this.Reveal.getConfig().parallaxBackgroundImage ) {\n\n\t\t\tthis.element.style.backgroundImage = 'url(\"' + this.Reveal.getConfig().parallaxBackgroundImage + '\")';\n\t\t\tthis.element.style.backgroundSize = this.Reveal.getConfig().parallaxBackgroundSize;\n\t\t\tthis.element.style.backgroundRepeat = this.Reveal.getConfig().parallaxBackgroundRepeat;\n\t\t\tthis.element.style.backgroundPosition = this.Reveal.getConfig().parallaxBackgroundPosition;\n\n\t\t\t// Make sure the below properties are set on the element - these properties are\n\t\t\t// needed for proper transitions to be set on the element via CSS. To remove\n\t\t\t// annoying background slide-in effect when the presentation starts, apply\n\t\t\t// these properties after short time delay\n\t\t\tsetTimeout( () => {\n\t\t\t\tthis.Reveal.getRevealElement().classList.add( 'has-parallax-background' );\n\t\t\t}, 1 );\n\n\t\t}\n\t\telse {\n\n\t\t\tthis.element.style.backgroundImage = '';\n\t\t\tthis.Reveal.getRevealElement().classList.remove( 'has-parallax-background' );\n\n\t\t}\n\n\t}\n\n\t/**\n\t * Creates a background for the given slide.\n\t *\n\t * @param {HTMLElement} slide\n\t * @param {HTMLElement} container The element that the background\n\t * should be appended to\n\t * @return {HTMLElement} New background div\n\t */\n\tcreateBackground( slide, container ) {\n\n\t\t// Main slide background element\n\t\tlet element = document.createElement( 'div' );\n\t\telement.className = 'slide-background ' + slide.className.replace( /present|past|future/, '' );\n\n\t\t// Inner background element that wraps images/videos/iframes\n\t\tlet contentElement = document.createElement( 'div' );\n\t\tcontentElement.className = 'slide-background-content';\n\n\t\telement.appendChild( contentElement );\n\t\tcontainer.appendChild( element );\n\n\t\tslide.slideBackgroundElement = element;\n\t\tslide.slideBackgroundContentElement = contentElement;\n\n\t\t// Syncs the background to reflect all current background settings\n\t\tthis.sync( slide );\n\n\t\treturn element;\n\n\t}\n\n\t/**\n\t * Renders all of the visual properties of a slide background\n\t * based on the various background attributes.\n\t *\n\t * @param {HTMLElement} slide\n\t */\n\tsync( slide ) {\n\n\t\tconst element = slide.slideBackgroundElement,\n\t\t\tcontentElement = slide.slideBackgroundContentElement;\n\n\t\tconst data = {\n\t\t\tbackground: slide.getAttribute( 'data-background' ),\n\t\t\tbackgroundSize: slide.getAttribute( 'data-background-size' ),\n\t\t\tbackgroundImage: slide.getAttribute( 'data-background-image' ),\n\t\t\tbackgroundVideo: slide.getAttribute( 'data-background-video' ),\n\t\t\tbackgroundIframe: slide.getAttribute( 'data-background-iframe' ),\n\t\t\tbackgroundColor: slide.getAttribute( 'data-background-color' ),\n\t\t\tbackgroundRepeat: slide.getAttribute( 'data-background-repeat' ),\n\t\t\tbackgroundPosition: slide.getAttribute( 'data-background-position' ),\n\t\t\tbackgroundTransition: slide.getAttribute( 'data-background-transition' ),\n\t\t\tbackgroundOpacity: slide.getAttribute( 'data-background-opacity' ),\n\t\t};\n\n\t\tconst dataPreload = slide.hasAttribute( 'data-preload' );\n\n\t\t// Reset the prior background state in case this is not the\n\t\t// initial sync\n\t\tslide.classList.remove( 'has-dark-background' );\n\t\tslide.classList.remove( 'has-light-background' );\n\n\t\telement.removeAttribute( 'data-loaded' );\n\t\telement.removeAttribute( 'data-background-hash' );\n\t\telement.removeAttribute( 'data-background-size' );\n\t\telement.removeAttribute( 'data-background-transition' );\n\t\telement.style.backgroundColor = '';\n\n\t\tcontentElement.style.backgroundSize = '';\n\t\tcontentElement.style.backgroundRepeat = '';\n\t\tcontentElement.style.backgroundPosition = '';\n\t\tcontentElement.style.backgroundImage = '';\n\t\tcontentElement.style.opacity = '';\n\t\tcontentElement.innerHTML = '';\n\n\t\tif( data.background ) {\n\t\t\t// Auto-wrap image urls in url(...)\n\t\t\tif( /^(http|file|\\/\\/)/gi.test( data.background ) || /\\.(svg|png|jpg|jpeg|gif|bmp)([?#\\s]|$)/gi.test( data.background ) ) {\n\t\t\t\tslide.setAttribute( 'data-background-image', data.background );\n\t\t\t}\n\t\t\telse {\n\t\t\t\telement.style.background = data.background;\n\t\t\t}\n\t\t}\n\n\t\t// Create a hash for this combination of background settings.\n\t\t// This is used to determine when two slide backgrounds are\n\t\t// the same.\n\t\tif( data.background || data.backgroundColor || data.backgroundImage || data.backgroundVideo || data.backgroundIframe ) {\n\t\t\telement.setAttribute( 'data-background-hash', data.background +\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata.backgroundSize +\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata.backgroundImage +\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata.backgroundVideo +\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata.backgroundIframe +\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata.backgroundColor +\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata.backgroundRepeat +\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata.backgroundPosition +\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata.backgroundTransition +\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata.backgroundOpacity );\n\t\t}\n\n\t\t// Additional and optional background properties\n\t\tif( data.backgroundSize ) element.setAttribute( 'data-background-size', data.backgroundSize );\n\t\tif( data.backgroundColor ) element.style.backgroundColor = data.backgroundColor;\n\t\tif( data.backgroundTransition ) element.setAttribute( 'data-background-transition', data.backgroundTransition );\n\n\t\tif( dataPreload ) element.setAttribute( 'data-preload', '' );\n\n\t\t// Background image options are set on the content wrapper\n\t\tif( data.backgroundSize ) contentElement.style.backgroundSize = data.backgroundSize;\n\t\tif( data.backgroundRepeat ) contentElement.style.backgroundRepeat = data.backgroundRepeat;\n\t\tif( data.backgroundPosition ) contentElement.style.backgroundPosition = data.backgroundPosition;\n\t\tif( data.backgroundOpacity ) contentElement.style.opacity = data.backgroundOpacity;\n\n\t\t// If this slide has a background color, we add a class that\n\t\t// signals if it is light or dark. If the slide has no background\n\t\t// color, no class will be added\n\t\tlet contrastColor = data.backgroundColor;\n\n\t\t// If no bg color was found, or it cannot be converted by colorToRgb, check the computed background\n\t\tif( !contrastColor || !colorToRgb( contrastColor ) ) {\n\t\t\tlet computedBackgroundStyle = window.getComputedStyle( element );\n\t\t\tif( computedBackgroundStyle && computedBackgroundStyle.backgroundColor ) {\n\t\t\t\tcontrastColor = computedBackgroundStyle.backgroundColor;\n\t\t\t}\n\t\t}\n\n\t\tif( contrastColor ) {\n\t\t\tconst rgb = colorToRgb( contrastColor );\n\n\t\t\t// Ignore fully transparent backgrounds. Some browsers return\n\t\t\t// rgba(0,0,0,0) when reading the computed background color of\n\t\t\t// an element with no background\n\t\t\tif( rgb && rgb.a !== 0 ) {\n\t\t\t\tif( colorBrightness( contrastColor ) < 128 ) {\n\t\t\t\t\tslide.classList.add( 'has-dark-background' );\n\t\t\t\t}\n\t\t\t\telse {\n\t\t\t\t\tslide.classList.add( 'has-light-background' );\n\t\t\t\t}\n\t\t\t}\n\t\t}\n\n\t}\n\n\t/**\n\t * Updates the background elements to reflect the current\n\t * slide.\n\t *\n\t * @param {boolean} includeAll If true, the backgrounds of\n\t * all vertical slides (not just the present) will be updated.\n\t */\n\tupdate( includeAll = false ) {\n\n\t\tlet currentSlide = this.Reveal.getCurrentSlide();\n\t\tlet indices = this.Reveal.getIndices();\n\n\t\tlet currentBackground = null;\n\n\t\t// Reverse past/future classes when in RTL mode\n\t\tlet horizontalPast = this.Reveal.getConfig().rtl ? 'future' : 'past',\n\t\t\thorizontalFuture = this.Reveal.getConfig().rtl ? 'past' : 'future';\n\n\t\t// Update the classes of all backgrounds to match the\n\t\t// states of their slides (past/present/future)\n\t\tArray.from( this.element.childNodes ).forEach( ( backgroundh, h ) => {\n\n\t\t\tbackgroundh.classList.remove( 'past', 'present', 'future' );\n\n\t\t\tif( h < indices.h ) {\n\t\t\t\tbackgroundh.classList.add( horizontalPast );\n\t\t\t}\n\t\t\telse if ( h > indices.h ) {\n\t\t\t\tbackgroundh.classList.add( horizontalFuture );\n\t\t\t}\n\t\t\telse {\n\t\t\t\tbackgroundh.classList.add( 'present' );\n\n\t\t\t\t// Store a reference to the current background element\n\t\t\t\tcurrentBackground = backgroundh;\n\t\t\t}\n\n\t\t\tif( includeAll || h === indices.h ) {\n\t\t\t\tqueryAll( backgroundh, '.slide-background' ).forEach( ( backgroundv, v ) => {\n\n\t\t\t\t\tbackgroundv.classList.remove( 'past', 'present', 'future' );\n\n\t\t\t\t\tif( v < indices.v ) {\n\t\t\t\t\t\tbackgroundv.classList.add( 'past' );\n\t\t\t\t\t}\n\t\t\t\t\telse if ( v > indices.v ) {\n\t\t\t\t\t\tbackgroundv.classList.add( 'future' );\n\t\t\t\t\t}\n\t\t\t\t\telse {\n\t\t\t\t\t\tbackgroundv.classList.add( 'present' );\n\n\t\t\t\t\t\t// Only if this is the present horizontal and vertical slide\n\t\t\t\t\t\tif( h === indices.h ) currentBackground = backgroundv;\n\t\t\t\t\t}\n\n\t\t\t\t} );\n\t\t\t}\n\n\t\t} );\n\n\t\t// Stop content inside of previous backgrounds\n\t\tif( this.previousBackground ) {\n\n\t\t\tthis.Reveal.slideContent.stopEmbeddedContent( this.previousBackground, { unloadIframes: !this.Reveal.slideContent.shouldPreload( this.previousBackground ) } );\n\n\t\t}\n\n\t\t// Start content in the current background\n\t\tif( currentBackground ) {\n\n\t\t\tthis.Reveal.slideContent.startEmbeddedContent( currentBackground );\n\n\t\t\tlet currentBackgroundContent = currentBackground.querySelector( '.slide-background-content' );\n\t\t\tif( currentBackgroundContent ) {\n\n\t\t\t\tlet backgroundImageURL = currentBackgroundContent.style.backgroundImage || '';\n\n\t\t\t\t// Restart GIFs (doesn't work in Firefox)\n\t\t\t\tif( /\\.gif/i.test( backgroundImageURL ) ) {\n\t\t\t\t\tcurrentBackgroundContent.style.backgroundImage = '';\n\t\t\t\t\twindow.getComputedStyle( currentBackgroundContent ).opacity;\n\t\t\t\t\tcurrentBackgroundContent.style.backgroundImage = backgroundImageURL;\n\t\t\t\t}\n\n\t\t\t}\n\n\t\t\t// Don't transition between identical backgrounds. This\n\t\t\t// prevents unwanted flicker.\n\t\t\tlet previousBackgroundHash = this.previousBackground ? this.previousBackground.getAttribute( 'data-background-hash' ) : null;\n\t\t\tlet currentBackgroundHash = currentBackground.getAttribute( 'data-background-hash' );\n\t\t\tif( currentBackgroundHash && currentBackgroundHash === previousBackgroundHash && currentBackground !== this.previousBackground ) {\n\t\t\t\tthis.element.classList.add( 'no-transition' );\n\t\t\t}\n\n\t\t\tthis.previousBackground = currentBackground;\n\n\t\t}\n\n\t\t// If there's a background brightness flag for this slide,\n\t\t// bubble it to the .reveal container\n\t\tif( currentSlide ) {\n\t\t\t[ 'has-light-background', 'has-dark-background' ].forEach( classToBubble => {\n\t\t\t\tif( currentSlide.classList.contains( classToBubble ) ) {\n\t\t\t\t\tthis.Reveal.getRevealElement().classList.add( classToBubble );\n\t\t\t\t}\n\t\t\t\telse {\n\t\t\t\t\tthis.Reveal.getRevealElement().classList.remove( classToBubble );\n\t\t\t\t}\n\t\t\t}, this );\n\t\t}\n\n\t\t// Allow the first background to apply without transition\n\t\tsetTimeout( () => {\n\t\t\tthis.element.classList.remove( 'no-transition' );\n\t\t}, 1 );\n\n\t}\n\n\t/**\n\t * Updates the position of the parallax background based\n\t * on the current slide index.\n\t */\n\tupdateParallax() {\n\n\t\tlet indices = this.Reveal.getIndices();\n\n\t\tif( this.Reveal.getConfig().parallaxBackgroundImage ) {\n\n\t\t\tlet horizontalSlides = this.Reveal.getHorizontalSlides(),\n\t\t\t\tverticalSlides = this.Reveal.getVerticalSlides();\n\n\t\t\tlet backgroundSize = this.element.style.backgroundSize.split( ' ' ),\n\t\t\t\tbackgroundWidth, backgroundHeight;\n\n\t\t\tif( backgroundSize.length === 1 ) {\n\t\t\t\tbackgroundWidth = backgroundHeight = parseInt( backgroundSize[0], 10 );\n\t\t\t}\n\t\t\telse {\n\t\t\t\tbackgroundWidth = parseInt( backgroundSize[0], 10 );\n\t\t\t\tbackgroundHeight = parseInt( backgroundSize[1], 10 );\n\t\t\t}\n\n\t\t\tlet slideWidth = this.element.offsetWidth,\n\t\t\t\thorizontalSlideCount = horizontalSlides.length,\n\t\t\t\thorizontalOffsetMultiplier,\n\t\t\t\thorizontalOffset;\n\n\t\t\tif( typeof this.Reveal.getConfig().parallaxBackgroundHorizontal === 'number' ) {\n\t\t\t\thorizontalOffsetMultiplier = this.Reveal.getConfig().parallaxBackgroundHorizontal;\n\t\t\t}\n\t\t\telse {\n\t\t\t\thorizontalOffsetMultiplier = horizontalSlideCount > 1 ? ( backgroundWidth - slideWidth ) / ( horizontalSlideCount-1 ) : 0;\n\t\t\t}\n\n\t\t\thorizontalOffset = horizontalOffsetMultiplier * indices.h * -1;\n\n\t\t\tlet slideHeight = this.element.offsetHeight,\n\t\t\t\tverticalSlideCount = verticalSlides.length,\n\t\t\t\tverticalOffsetMultiplier,\n\t\t\t\tverticalOffset;\n\n\t\t\tif( typeof this.Reveal.getConfig().parallaxBackgroundVertical === 'number' ) {\n\t\t\t\tverticalOffsetMultiplier = this.Reveal.getConfig().parallaxBackgroundVertical;\n\t\t\t}\n\t\t\telse {\n\t\t\t\tverticalOffsetMultiplier = ( backgroundHeight - slideHeight ) / ( verticalSlideCount-1 );\n\t\t\t}\n\n\t\t\tverticalOffset = verticalSlideCount > 0 ? verticalOffsetMultiplier * indices.v : 0;\n\n\t\t\tthis.element.style.backgroundPosition = horizontalOffset + 'px ' + -verticalOffset + 'px';\n\n\t\t}\n\n\t}\n\n\tdestroy() {\n\n\t\tthis.element.remove();\n\n\t}\n\n}\n","\nexport const SLIDES_SELECTOR = '.slides section';\nexport const HORIZONTAL_SLIDES_SELECTOR = '.slides>section';\nexport const VERTICAL_SLIDES_SELECTOR = '.slides>section.present>section';\n\n// Methods that may not be invoked via the postMessage API\nexport const POST_MESSAGE_METHOD_BLACKLIST = /registerPlugin|registerKeyboardShortcut|addKeyBinding|addEventListener/;\n\n// Regex for retrieving the fragment style from a class attribute\nexport const FRAGMENT_STYLE_REGEX = /fade-(down|up|right|left|out|in-then-out|in-then-semi-out)|semi-fade-out|current-visible|shrink|grow/;","import { queryAll, extend, createStyleSheet, matches, closest } from '../utils/util.js'\nimport { FRAGMENT_STYLE_REGEX } from '../utils/constants.js'\n\n// Counter used to generate unique IDs for auto-animated elements\nlet autoAnimateCounter = 0;\n\n/**\n * Automatically animates matching elements across\n * slides with the [data-auto-animate] attribute.\n */\nexport default class AutoAnimate {\n\n\tconstructor( Reveal ) {\n\n\t\tthis.Reveal = Reveal;\n\n\t}\n\n\t/**\n\t * Runs an auto-animation between the given slides.\n\t *\n\t * @param {HTMLElement} fromSlide\n\t * @param {HTMLElement} toSlide\n\t */\n\trun( fromSlide, toSlide ) {\n\n\t\t// Clean up after prior animations\n\t\tthis.reset();\n\n\t\tlet allSlides = this.Reveal.getSlides();\n\t\tlet toSlideIndex = allSlides.indexOf( toSlide );\n\t\tlet fromSlideIndex = allSlides.indexOf( fromSlide );\n\n\t\t// Ensure that both slides are auto-animate targets with the same data-auto-animate-id value\n\t\t// (including null if absent on both) and that data-auto-animate-restart isn't set on the\n\t\t// physically latter slide (independent of slide direction)\n\t\tif( fromSlide.hasAttribute( 'data-auto-animate' ) && toSlide.hasAttribute( 'data-auto-animate' )\n\t\t\t\t&& fromSlide.getAttribute( 'data-auto-animate-id' ) === toSlide.getAttribute( 'data-auto-animate-id' ) \n\t\t\t\t&& !( toSlideIndex > fromSlideIndex ? toSlide : fromSlide ).hasAttribute( 'data-auto-animate-restart' ) ) {\n\n\t\t\t// Create a new auto-animate sheet\n\t\t\tthis.autoAnimateStyleSheet = this.autoAnimateStyleSheet || createStyleSheet();\n\n\t\t\tlet animationOptions = this.getAutoAnimateOptions( toSlide );\n\n\t\t\t// Set our starting state\n\t\t\tfromSlide.dataset.autoAnimate = 'pending';\n\t\t\ttoSlide.dataset.autoAnimate = 'pending';\n\n\t\t\t// Flag the navigation direction, needed for fragment buildup\n\t\t\tanimationOptions.slideDirection = toSlideIndex > fromSlideIndex ? 'forward' : 'backward';\n\n\t\t\t// Inject our auto-animate styles for this transition\n\t\t\tlet css = this.getAutoAnimatableElements( fromSlide, toSlide ).map( elements => {\n\t\t\t\treturn this.autoAnimateElements( elements.from, elements.to, elements.options || {}, animationOptions, autoAnimateCounter++ );\n\t\t\t} );\n\n\t\t\t// Animate unmatched elements, if enabled\n\t\t\tif( toSlide.dataset.autoAnimateUnmatched !== 'false' && this.Reveal.getConfig().autoAnimateUnmatched === true ) {\n\n\t\t\t\t// Our default timings for unmatched elements\n\t\t\t\tlet defaultUnmatchedDuration = animationOptions.duration * 0.8,\n\t\t\t\t\tdefaultUnmatchedDelay = animationOptions.duration * 0.2;\n\n\t\t\t\tthis.getUnmatchedAutoAnimateElements( toSlide ).forEach( unmatchedElement => {\n\n\t\t\t\t\tlet unmatchedOptions = this.getAutoAnimateOptions( unmatchedElement, animationOptions );\n\t\t\t\t\tlet id = 'unmatched';\n\n\t\t\t\t\t// If there is a duration or delay set specifically for this\n\t\t\t\t\t// element our unmatched elements should adhere to those\n\t\t\t\t\tif( unmatchedOptions.duration !== animationOptions.duration || unmatchedOptions.delay !== animationOptions.delay ) {\n\t\t\t\t\t\tid = 'unmatched-' + autoAnimateCounter++;\n\t\t\t\t\t\tcss.push( `[data-auto-animate=\"running\"] [data-auto-animate-target=\"${id}\"] { transition: opacity ${unmatchedOptions.duration}s ease ${unmatchedOptions.delay}s; }` );\n\t\t\t\t\t}\n\n\t\t\t\t\tunmatchedElement.dataset.autoAnimateTarget = id;\n\n\t\t\t\t}, this );\n\n\t\t\t\t// Our default transition for unmatched elements\n\t\t\t\tcss.push( `[data-auto-animate=\"running\"] [data-auto-animate-target=\"unmatched\"] { transition: opacity ${defaultUnmatchedDuration}s ease ${defaultUnmatchedDelay}s; }` );\n\n\t\t\t}\n\n\t\t\t// Setting the whole chunk of CSS at once is the most\n\t\t\t// efficient way to do this. Using sheet.insertRule\n\t\t\t// is multiple factors slower.\n\t\t\tthis.autoAnimateStyleSheet.innerHTML = css.join( '' );\n\n\t\t\t// Start the animation next cycle\n\t\t\trequestAnimationFrame( () => {\n\t\t\t\tif( this.autoAnimateStyleSheet ) {\n\t\t\t\t\t// This forces our newly injected styles to be applied in Firefox\n\t\t\t\t\tgetComputedStyle( this.autoAnimateStyleSheet ).fontWeight;\n\n\t\t\t\t\ttoSlide.dataset.autoAnimate = 'running';\n\t\t\t\t}\n\t\t\t} );\n\n\t\t\tthis.Reveal.dispatchEvent({\n\t\t\t\ttype: 'autoanimate',\n\t\t\t\tdata: {\n\t\t\t\t\tfromSlide,\n\t\t\t\t\ttoSlide,\n\t\t\t\t\tsheet: this.autoAnimateStyleSheet\n\t\t\t\t}\n\t\t\t});\n\n\t\t}\n\n\t}\n\n\t/**\n\t * Rolls back all changes that we've made to the DOM so\n\t * that as part of animating.\n\t */\n\treset() {\n\n\t\t// Reset slides\n\t\tqueryAll( this.Reveal.getRevealElement(), '[data-auto-animate]:not([data-auto-animate=\"\"])' ).forEach( element => {\n\t\t\telement.dataset.autoAnimate = '';\n\t\t} );\n\n\t\t// Reset elements\n\t\tqueryAll( this.Reveal.getRevealElement(), '[data-auto-animate-target]' ).forEach( element => {\n\t\t\tdelete element.dataset.autoAnimateTarget;\n\t\t} );\n\n\t\t// Remove the animation sheet\n\t\tif( this.autoAnimateStyleSheet && this.autoAnimateStyleSheet.parentNode ) {\n\t\t\tthis.autoAnimateStyleSheet.parentNode.removeChild( this.autoAnimateStyleSheet );\n\t\t\tthis.autoAnimateStyleSheet = null;\n\t\t}\n\n\t}\n\n\t/**\n\t * Creates a FLIP animation where the `to` element starts out\n\t * in the `from` element position and animates to its original\n\t * state.\n\t *\n\t * @param {HTMLElement} from\n\t * @param {HTMLElement} to\n\t * @param {Object} elementOptions Options for this element pair\n\t * @param {Object} animationOptions Options set at the slide level\n\t * @param {String} id Unique ID that we can use to identify this\n\t * auto-animate element in the DOM\n\t */\n\tautoAnimateElements( from, to, elementOptions, animationOptions, id ) {\n\n\t\t// 'from' elements are given a data-auto-animate-target with no value,\n\t\t// 'to' elements are are given a data-auto-animate-target with an ID\n\t\tfrom.dataset.autoAnimateTarget = '';\n\t\tto.dataset.autoAnimateTarget = id;\n\n\t\t// Each element may override any of the auto-animate options\n\t\t// like transition easing, duration and delay via data-attributes\n\t\tlet options = this.getAutoAnimateOptions( to, animationOptions );\n\n\t\t// If we're using a custom element matcher the element options\n\t\t// may contain additional transition overrides\n\t\tif( typeof elementOptions.delay !== 'undefined' ) options.delay = elementOptions.delay;\n\t\tif( typeof elementOptions.duration !== 'undefined' ) options.duration = elementOptions.duration;\n\t\tif( typeof elementOptions.easing !== 'undefined' ) options.easing = elementOptions.easing;\n\n\t\tlet fromProps = this.getAutoAnimatableProperties( 'from', from, elementOptions ),\n\t\t\ttoProps = this.getAutoAnimatableProperties( 'to', to, elementOptions );\n\n\t\t// Maintain fragment visibility for matching elements when\n\t\t// we're navigating forwards, this way the viewer won't need\n\t\t// to step through the same fragments twice\n\t\tif( to.classList.contains( 'fragment' ) ) {\n\n\t\t\t// Don't auto-animate the opacity of fragments to avoid\n\t\t\t// conflicts with fragment animations\n\t\t\tdelete toProps.styles['opacity'];\n\n\t\t\tif( from.classList.contains( 'fragment' ) ) {\n\n\t\t\t\tlet fromFragmentStyle = ( from.className.match( FRAGMENT_STYLE_REGEX ) || [''] )[0];\n\t\t\t\tlet toFragmentStyle = ( to.className.match( FRAGMENT_STYLE_REGEX ) || [''] )[0];\n\n\t\t\t\t// Only skip the fragment if the fragment animation style\n\t\t\t\t// remains unchanged\n\t\t\t\tif( fromFragmentStyle === toFragmentStyle && animationOptions.slideDirection === 'forward' ) {\n\t\t\t\t\tto.classList.add( 'visible', 'disabled' );\n\t\t\t\t}\n\n\t\t\t}\n\n\t\t}\n\n\t\t// If translation and/or scaling are enabled, css transform\n\t\t// the 'to' element so that it matches the position and size\n\t\t// of the 'from' element\n\t\tif( elementOptions.translate !== false || elementOptions.scale !== false ) {\n\n\t\t\tlet presentationScale = this.Reveal.getScale();\n\n\t\t\tlet delta = {\n\t\t\t\tx: ( fromProps.x - toProps.x ) / presentationScale,\n\t\t\t\ty: ( fromProps.y - toProps.y ) / presentationScale,\n\t\t\t\tscaleX: fromProps.width / toProps.width,\n\t\t\t\tscaleY: fromProps.height / toProps.height\n\t\t\t};\n\n\t\t\t// Limit decimal points to avoid 0.0001px blur and stutter\n\t\t\tdelta.x = Math.round( delta.x * 1000 ) / 1000;\n\t\t\tdelta.y = Math.round( delta.y * 1000 ) / 1000;\n\t\t\tdelta.scaleX = Math.round( delta.scaleX * 1000 ) / 1000;\n\t\t\tdelta.scaleX = Math.round( delta.scaleX * 1000 ) / 1000;\n\n\t\t\tlet translate = elementOptions.translate !== false && ( delta.x !== 0 || delta.y !== 0 ),\n\t\t\t\tscale = elementOptions.scale !== false && ( delta.scaleX !== 0 || delta.scaleY !== 0 );\n\n\t\t\t// No need to transform if nothing's changed\n\t\t\tif( translate || scale ) {\n\n\t\t\t\tlet transform = [];\n\n\t\t\t\tif( translate ) transform.push( `translate(${delta.x}px, ${delta.y}px)` );\n\t\t\t\tif( scale ) transform.push( `scale(${delta.scaleX}, ${delta.scaleY})` );\n\n\t\t\t\tfromProps.styles['transform'] = transform.join( ' ' );\n\t\t\t\tfromProps.styles['transform-origin'] = 'top left';\n\n\t\t\t\ttoProps.styles['transform'] = 'none';\n\n\t\t\t}\n\n\t\t}\n\n\t\t// Delete all unchanged 'to' styles\n\t\tfor( let propertyName in toProps.styles ) {\n\t\t\tconst toValue = toProps.styles[propertyName];\n\t\t\tconst fromValue = fromProps.styles[propertyName];\n\n\t\t\tif( toValue === fromValue ) {\n\t\t\t\tdelete toProps.styles[propertyName];\n\t\t\t}\n\t\t\telse {\n\t\t\t\t// If these property values were set via a custom matcher providing\n\t\t\t\t// an explicit 'from' and/or 'to' value, we always inject those values.\n\t\t\t\tif( toValue.explicitValue === true ) {\n\t\t\t\t\ttoProps.styles[propertyName] = toValue.value;\n\t\t\t\t}\n\n\t\t\t\tif( fromValue.explicitValue === true ) {\n\t\t\t\t\tfromProps.styles[propertyName] = fromValue.value;\n\t\t\t\t}\n\t\t\t}\n\t\t}\n\n\t\tlet css = '';\n\n\t\tlet toStyleProperties = Object.keys( toProps.styles );\n\n\t\t// Only create animate this element IF at least one style\n\t\t// property has changed\n\t\tif( toStyleProperties.length > 0 ) {\n\n\t\t\t// Instantly move to the 'from' state\n\t\t\tfromProps.styles['transition'] = 'none';\n\n\t\t\t// Animate towards the 'to' state\n\t\t\ttoProps.styles['transition'] = `all ${options.duration}s ${options.easing} ${options.delay}s`;\n\t\t\ttoProps.styles['transition-property'] = toStyleProperties.join( ', ' );\n\t\t\ttoProps.styles['will-change'] = toStyleProperties.join( ', ' );\n\n\t\t\t// Build up our custom CSS. We need to override inline styles\n\t\t\t// so we need to make our styles vErY IMPORTANT!1!!\n\t\t\tlet fromCSS = Object.keys( fromProps.styles ).map( propertyName => {\n\t\t\t\treturn propertyName + ': ' + fromProps.styles[propertyName] + ' !important;';\n\t\t\t} ).join( '' );\n\n\t\t\tlet toCSS = Object.keys( toProps.styles ).map( propertyName => {\n\t\t\t\treturn propertyName + ': ' + toProps.styles[propertyName] + ' !important;';\n\t\t\t} ).join( '' );\n\n\t\t\tcss = \t'[data-auto-animate-target=\"'+ id +'\"] {'+ fromCSS +'}' +\n\t\t\t\t\t'[data-auto-animate=\"running\"] [data-auto-animate-target=\"'+ id +'\"] {'+ toCSS +'}';\n\n\t\t}\n\n\t\treturn css;\n\n\t}\n\n\t/**\n\t * Returns the auto-animate options for the given element.\n\t *\n\t * @param {HTMLElement} element Element to pick up options\n\t * from, either a slide or an animation target\n\t * @param {Object} [inheritedOptions] Optional set of existing\n\t * options\n\t */\n\tgetAutoAnimateOptions( element, inheritedOptions ) {\n\n\t\tlet options = {\n\t\t\teasing: this.Reveal.getConfig().autoAnimateEasing,\n\t\t\tduration: this.Reveal.getConfig().autoAnimateDuration,\n\t\t\tdelay: 0\n\t\t};\n\n\t\toptions = extend( options, inheritedOptions );\n\n\t\t// Inherit options from parent elements\n\t\tif( element.parentNode ) {\n\t\t\tlet autoAnimatedParent = closest( element.parentNode, '[data-auto-animate-target]' );\n\t\t\tif( autoAnimatedParent ) {\n\t\t\t\toptions = this.getAutoAnimateOptions( autoAnimatedParent, options );\n\t\t\t}\n\t\t}\n\n\t\tif( element.dataset.autoAnimateEasing ) {\n\t\t\toptions.easing = element.dataset.autoAnimateEasing;\n\t\t}\n\n\t\tif( element.dataset.autoAnimateDuration ) {\n\t\t\toptions.duration = parseFloat( element.dataset.autoAnimateDuration );\n\t\t}\n\n\t\tif( element.dataset.autoAnimateDelay ) {\n\t\t\toptions.delay = parseFloat( element.dataset.autoAnimateDelay );\n\t\t}\n\n\t\treturn options;\n\n\t}\n\n\t/**\n\t * Returns an object containing all of the properties\n\t * that can be auto-animated for the given element and\n\t * their current computed values.\n\t *\n\t * @param {String} direction 'from' or 'to'\n\t */\n\tgetAutoAnimatableProperties( direction, element, elementOptions ) {\n\n\t\tlet config = this.Reveal.getConfig();\n\n\t\tlet properties = { styles: [] };\n\n\t\t// Position and size\n\t\tif( elementOptions.translate !== false || elementOptions.scale !== false ) {\n\t\t\tlet bounds;\n\n\t\t\t// Custom auto-animate may optionally return a custom tailored\n\t\t\t// measurement function\n\t\t\tif( typeof elementOptions.measure === 'function' ) {\n\t\t\t\tbounds = elementOptions.measure( element );\n\t\t\t}\n\t\t\telse {\n\t\t\t\tif( config.center ) {\n\t\t\t\t\t// More precise, but breaks when used in combination\n\t\t\t\t\t// with zoom for scaling the deck ¯\\_(ツ)_/¯\n\t\t\t\t\tbounds = element.getBoundingClientRect();\n\t\t\t\t}\n\t\t\t\telse {\n\t\t\t\t\tlet scale = this.Reveal.getScale();\n\t\t\t\t\tbounds = {\n\t\t\t\t\t\tx: element.offsetLeft * scale,\n\t\t\t\t\t\ty: element.offsetTop * scale,\n\t\t\t\t\t\twidth: element.offsetWidth * scale,\n\t\t\t\t\t\theight: element.offsetHeight * scale\n\t\t\t\t\t};\n\t\t\t\t}\n\t\t\t}\n\n\t\t\tproperties.x = bounds.x;\n\t\t\tproperties.y = bounds.y;\n\t\t\tproperties.width = bounds.width;\n\t\t\tproperties.height = bounds.height;\n\t\t}\n\n\t\tconst computedStyles = getComputedStyle( element );\n\n\t\t// CSS styles\n\t\t( elementOptions.styles || config.autoAnimateStyles ).forEach( style => {\n\t\t\tlet value;\n\n\t\t\t// `style` is either the property name directly, or an object\n\t\t\t// definition of a style property\n\t\t\tif( typeof style === 'string' ) style = { property: style };\n\n\t\t\tif( typeof style.from !== 'undefined' && direction === 'from' ) {\n\t\t\t\tvalue = { value: style.from, explicitValue: true };\n\t\t\t}\n\t\t\telse if( typeof style.to !== 'undefined' && direction === 'to' ) {\n\t\t\t\tvalue = { value: style.to, explicitValue: true };\n\t\t\t}\n\t\t\telse {\n\t\t\t\tvalue = computedStyles[style.property];\n\t\t\t}\n\n\t\t\tif( value !== '' ) {\n\t\t\t\tproperties.styles[style.property] = value;\n\t\t\t}\n\t\t} );\n\n\t\treturn properties;\n\n\t}\n\n\t/**\n\t * Get a list of all element pairs that we can animate\n\t * between the given slides.\n\t *\n\t * @param {HTMLElement} fromSlide\n\t * @param {HTMLElement} toSlide\n\t *\n\t * @return {Array} Each value is an array where [0] is\n\t * the element we're animating from and [1] is the\n\t * element we're animating to\n\t */\n\tgetAutoAnimatableElements( fromSlide, toSlide ) {\n\n\t\tlet matcher = typeof this.Reveal.getConfig().autoAnimateMatcher === 'function' ? this.Reveal.getConfig().autoAnimateMatcher : this.getAutoAnimatePairs;\n\n\t\tlet pairs = matcher.call( this, fromSlide, toSlide );\n\n\t\tlet reserved = [];\n\n\t\t// Remove duplicate pairs\n\t\treturn pairs.filter( ( pair, index ) => {\n\t\t\tif( reserved.indexOf( pair.to ) === -1 ) {\n\t\t\t\treserved.push( pair.to );\n\t\t\t\treturn true;\n\t\t\t}\n\t\t} );\n\n\t}\n\n\t/**\n\t * Identifies matching elements between slides.\n\t *\n\t * You can specify a custom matcher function by using\n\t * the `autoAnimateMatcher` config option.\n\t */\n\tgetAutoAnimatePairs( fromSlide, toSlide ) {\n\n\t\tlet pairs = [];\n\n\t\tconst codeNodes = 'pre';\n\t\tconst textNodes = 'h1, h2, h3, h4, h5, h6, p, li';\n\t\tconst mediaNodes = 'img, video, iframe';\n\n\t\t// Eplicit matches via data-id\n\t\tthis.findAutoAnimateMatches( pairs, fromSlide, toSlide, '[data-id]', node => {\n\t\t\treturn node.nodeName + ':::' + node.getAttribute( 'data-id' );\n\t\t} );\n\n\t\t// Text\n\t\tthis.findAutoAnimateMatches( pairs, fromSlide, toSlide, textNodes, node => {\n\t\t\treturn node.nodeName + ':::' + node.innerText;\n\t\t} );\n\n\t\t// Media\n\t\tthis.findAutoAnimateMatches( pairs, fromSlide, toSlide, mediaNodes, node => {\n\t\t\treturn node.nodeName + ':::' + ( node.getAttribute( 'src' ) || node.getAttribute( 'data-src' ) );\n\t\t} );\n\n\t\t// Code\n\t\tthis.findAutoAnimateMatches( pairs, fromSlide, toSlide, codeNodes, node => {\n\t\t\treturn node.nodeName + ':::' + node.innerText;\n\t\t} );\n\n\t\tpairs.forEach( pair => {\n\n\t\t\t// Disable scale transformations on text nodes, we transition\n\t\t\t// each individual text property instead\n\t\t\tif( matches( pair.from, textNodes ) ) {\n\t\t\t\tpair.options = { scale: false };\n\t\t\t}\n\t\t\t// Animate individual lines of code\n\t\t\telse if( matches( pair.from, codeNodes ) ) {\n\n\t\t\t\t// Transition the code block's width and height instead of scaling\n\t\t\t\t// to prevent its content from being squished\n\t\t\t\tpair.options = { scale: false, styles: [ 'width', 'height' ] };\n\n\t\t\t\t// Lines of code\n\t\t\t\tthis.findAutoAnimateMatches( pairs, pair.from, pair.to, '.hljs .hljs-ln-code', node => {\n\t\t\t\t\treturn node.textContent;\n\t\t\t\t}, {\n\t\t\t\t\tscale: false,\n\t\t\t\t\tstyles: [],\n\t\t\t\t\tmeasure: this.getLocalBoundingBox.bind( this )\n\t\t\t\t} );\n\n\t\t\t\t// Line numbers\n\t\t\t\tthis.findAutoAnimateMatches( pairs, pair.from, pair.to, '.hljs .hljs-ln-line[data-line-number]', node => {\n\t\t\t\t\treturn node.getAttribute( 'data-line-number' );\n\t\t\t\t}, {\n\t\t\t\t\tscale: false,\n\t\t\t\t\tstyles: [ 'width' ],\n\t\t\t\t\tmeasure: this.getLocalBoundingBox.bind( this )\n\t\t\t\t} );\n\n\t\t\t}\n\n\t\t}, this );\n\n\t\treturn pairs;\n\n\t}\n\n\t/**\n\t * Helper method which returns a bounding box based on\n\t * the given elements offset coordinates.\n\t *\n\t * @param {HTMLElement} element\n\t * @return {Object} x, y, width, height\n\t */\n\tgetLocalBoundingBox( element ) {\n\n\t\tconst presentationScale = this.Reveal.getScale();\n\n\t\treturn {\n\t\t\tx: Math.round( ( element.offsetLeft * presentationScale ) * 100 ) / 100,\n\t\t\ty: Math.round( ( element.offsetTop * presentationScale ) * 100 ) / 100,\n\t\t\twidth: Math.round( ( element.offsetWidth * presentationScale ) * 100 ) / 100,\n\t\t\theight: Math.round( ( element.offsetHeight * presentationScale ) * 100 ) / 100\n\t\t};\n\n\t}\n\n\t/**\n\t * Finds matching elements between two slides.\n\t *\n\t * @param {Array} pairs \tList of pairs to push matches to\n\t * @param {HTMLElement} fromScope Scope within the from element exists\n\t * @param {HTMLElement} toScope Scope within the to element exists\n\t * @param {String} selector CSS selector of the element to match\n\t * @param {Function} serializer A function that accepts an element and returns\n\t * a stringified ID based on its contents\n\t * @param {Object} animationOptions Optional config options for this pair\n\t */\n\tfindAutoAnimateMatches( pairs, fromScope, toScope, selector, serializer, animationOptions ) {\n\n\t\tlet fromMatches = {};\n\t\tlet toMatches = {};\n\n\t\t[].slice.call( fromScope.querySelectorAll( selector ) ).forEach( ( element, i ) => {\n\t\t\tconst key = serializer( element );\n\t\t\tif( typeof key === 'string' && key.length ) {\n\t\t\t\tfromMatches[key] = fromMatches[key] || [];\n\t\t\t\tfromMatches[key].push( element );\n\t\t\t}\n\t\t} );\n\n\t\t[].slice.call( toScope.querySelectorAll( selector ) ).forEach( ( element, i ) => {\n\t\t\tconst key = serializer( element );\n\t\t\ttoMatches[key] = toMatches[key] || [];\n\t\t\ttoMatches[key].push( element );\n\n\t\t\tlet fromElement;\n\n\t\t\t// Retrieve the 'from' element\n\t\t\tif( fromMatches[key] ) {\n\t\t\t\tconst pimaryIndex = toMatches[key].length - 1;\n\t\t\t\tconst secondaryIndex = fromMatches[key].length - 1;\n\n\t\t\t\t// If there are multiple identical from elements, retrieve\n\t\t\t\t// the one at the same index as our to-element.\n\t\t\t\tif( fromMatches[key][ pimaryIndex ] ) {\n\t\t\t\t\tfromElement = fromMatches[key][ pimaryIndex ];\n\t\t\t\t\tfromMatches[key][ pimaryIndex ] = null;\n\t\t\t\t}\n\t\t\t\t// If there are no matching from-elements at the same index,\n\t\t\t\t// use the last one.\n\t\t\t\telse if( fromMatches[key][ secondaryIndex ] ) {\n\t\t\t\t\tfromElement = fromMatches[key][ secondaryIndex ];\n\t\t\t\t\tfromMatches[key][ secondaryIndex ] = null;\n\t\t\t\t}\n\t\t\t}\n\n\t\t\t// If we've got a matching pair, push it to the list of pairs\n\t\t\tif( fromElement ) {\n\t\t\t\tpairs.push({\n\t\t\t\t\tfrom: fromElement,\n\t\t\t\t\tto: element,\n\t\t\t\t\toptions: animationOptions\n\t\t\t\t});\n\t\t\t}\n\t\t} );\n\n\t}\n\n\t/**\n\t * Returns a all elements within the given scope that should\n\t * be considered unmatched in an auto-animate transition. If\n\t * fading of unmatched elements is turned on, these elements\n\t * will fade when going between auto-animate slides.\n\t *\n\t * Note that parents of auto-animate targets are NOT considerd\n\t * unmatched since fading them would break the auto-animation.\n\t *\n\t * @param {HTMLElement} rootElement\n\t * @return {Array}\n\t */\n\tgetUnmatchedAutoAnimateElements( rootElement ) {\n\n\t\treturn [].slice.call( rootElement.children ).reduce( ( result, element ) => {\n\n\t\t\tconst containsAnimatedElements = element.querySelector( '[data-auto-animate-target]' );\n\n\t\t\t// The element is unmatched if\n\t\t\t// - It is not an auto-animate target\n\t\t\t// - It does not contain any auto-animate targets\n\t\t\tif( !element.hasAttribute( 'data-auto-animate-target' ) && !containsAnimatedElements ) {\n\t\t\t\tresult.push( element );\n\t\t\t}\n\n\t\t\tif( element.querySelector( '[data-auto-animate-target]' ) ) {\n\t\t\t\tresult = result.concat( this.getUnmatchedAutoAnimateElements( element ) );\n\t\t\t}\n\n\t\t\treturn result;\n\n\t\t}, [] );\n\n\t}\n\n}\n","import { extend, queryAll } from '../utils/util.js'\n\n/**\n * Handles sorting and navigation of slide fragments.\n * Fragments are elements within a slide that are\n * revealed/animated incrementally.\n */\nexport default class Fragments {\n\n\tconstructor( Reveal ) {\n\n\t\tthis.Reveal = Reveal;\n\n\t}\n\n\t/**\n\t * Called when the reveal.js config is updated.\n\t */\n\tconfigure( config, oldConfig ) {\n\n\t\tif( config.fragments === false ) {\n\t\t\tthis.disable();\n\t\t}\n\t\telse if( oldConfig.fragments === false ) {\n\t\t\tthis.enable();\n\t\t}\n\n\t}\n\n\t/**\n\t * If fragments are disabled in the deck, they should all be\n\t * visible rather than stepped through.\n\t */\n\tdisable() {\n\n\t\tqueryAll( this.Reveal.getSlidesElement(), '.fragment' ).forEach( element => {\n\t\t\telement.classList.add( 'visible' );\n\t\t\telement.classList.remove( 'current-fragment' );\n\t\t} );\n\n\t}\n\n\t/**\n\t * Reverse of #disable(). Only called if fragments have\n\t * previously been disabled.\n\t */\n\tenable() {\n\n\t\tqueryAll( this.Reveal.getSlidesElement(), '.fragment' ).forEach( element => {\n\t\t\telement.classList.remove( 'visible' );\n\t\t\telement.classList.remove( 'current-fragment' );\n\t\t} );\n\n\t}\n\n\t/**\n\t * Returns an object describing the available fragment\n\t * directions.\n\t *\n\t * @return {{prev: boolean, next: boolean}}\n\t */\n\tavailableRoutes() {\n\n\t\tlet currentSlide = this.Reveal.getCurrentSlide();\n\t\tif( currentSlide && this.Reveal.getConfig().fragments ) {\n\t\t\tlet fragments = currentSlide.querySelectorAll( '.fragment:not(.disabled)' );\n\t\t\tlet hiddenFragments = currentSlide.querySelectorAll( '.fragment:not(.disabled):not(.visible)' );\n\n\t\t\treturn {\n\t\t\t\tprev: fragments.length - hiddenFragments.length > 0,\n\t\t\t\tnext: !!hiddenFragments.length\n\t\t\t};\n\t\t}\n\t\telse {\n\t\t\treturn { prev: false, next: false };\n\t\t}\n\n\t}\n\n\t/**\n\t * Return a sorted fragments list, ordered by an increasing\n\t * \"data-fragment-index\" attribute.\n\t *\n\t * Fragments will be revealed in the order that they are returned by\n\t * this function, so you can use the index attributes to control the\n\t * order of fragment appearance.\n\t *\n\t * To maintain a sensible default fragment order, fragments are presumed\n\t * to be passed in document order. This function adds a \"fragment-index\"\n\t * attribute to each node if such an attribute is not already present,\n\t * and sets that attribute to an integer value which is the position of\n\t * the fragment within the fragments list.\n\t *\n\t * @param {object[]|*} fragments\n\t * @param {boolean} grouped If true the returned array will contain\n\t * nested arrays for all fragments with the same index\n\t * @return {object[]} sorted Sorted array of fragments\n\t */\n\tsort( fragments, grouped = false ) {\n\n\t\tfragments = Array.from( fragments );\n\n\t\tlet ordered = [],\n\t\t\tunordered = [],\n\t\t\tsorted = [];\n\n\t\t// Group ordered and unordered elements\n\t\tfragments.forEach( fragment => {\n\t\t\tif( fragment.hasAttribute( 'data-fragment-index' ) ) {\n\t\t\t\tlet index = parseInt( fragment.getAttribute( 'data-fragment-index' ), 10 );\n\n\t\t\t\tif( !ordered[index] ) {\n\t\t\t\t\tordered[index] = [];\n\t\t\t\t}\n\n\t\t\t\tordered[index].push( fragment );\n\t\t\t}\n\t\t\telse {\n\t\t\t\tunordered.push( [ fragment ] );\n\t\t\t}\n\t\t} );\n\n\t\t// Append fragments without explicit indices in their\n\t\t// DOM order\n\t\tordered = ordered.concat( unordered );\n\n\t\t// Manually count the index up per group to ensure there\n\t\t// are no gaps\n\t\tlet index = 0;\n\n\t\t// Push all fragments in their sorted order to an array,\n\t\t// this flattens the groups\n\t\tordered.forEach( group => {\n\t\t\tgroup.forEach( fragment => {\n\t\t\t\tsorted.push( fragment );\n\t\t\t\tfragment.setAttribute( 'data-fragment-index', index );\n\t\t\t} );\n\n\t\t\tindex ++;\n\t\t} );\n\n\t\treturn grouped === true ? ordered : sorted;\n\n\t}\n\n\t/**\n\t * Sorts and formats all of fragments in the\n\t * presentation.\n\t */\n\tsortAll() {\n\n\t\tthis.Reveal.getHorizontalSlides().forEach( horizontalSlide => {\n\n\t\t\tlet verticalSlides = queryAll( horizontalSlide, 'section' );\n\t\t\tverticalSlides.forEach( ( verticalSlide, y ) => {\n\n\t\t\t\tthis.sort( verticalSlide.querySelectorAll( '.fragment' ) );\n\n\t\t\t}, this );\n\n\t\t\tif( verticalSlides.length === 0 ) this.sort( horizontalSlide.querySelectorAll( '.fragment' ) );\n\n\t\t} );\n\n\t}\n\n\t/**\n\t * Refreshes the fragments on the current slide so that they\n\t * have the appropriate classes (.visible + .current-fragment).\n\t *\n\t * @param {number} [index] The index of the current fragment\n\t * @param {array} [fragments] Array containing all fragments\n\t * in the current slide\n\t *\n\t * @return {{shown: array, hidden: array}}\n\t */\n\tupdate( index, fragments ) {\n\n\t\tlet changedFragments = {\n\t\t\tshown: [],\n\t\t\thidden: []\n\t\t};\n\n\t\tlet currentSlide = this.Reveal.getCurrentSlide();\n\t\tif( currentSlide && this.Reveal.getConfig().fragments ) {\n\n\t\t\tfragments = fragments || this.sort( currentSlide.querySelectorAll( '.fragment' ) );\n\n\t\t\tif( fragments.length ) {\n\n\t\t\t\tlet maxIndex = 0;\n\n\t\t\t\tif( typeof index !== 'number' ) {\n\t\t\t\t\tlet currentFragment = this.sort( currentSlide.querySelectorAll( '.fragment.visible' ) ).pop();\n\t\t\t\t\tif( currentFragment ) {\n\t\t\t\t\t\tindex = parseInt( currentFragment.getAttribute( 'data-fragment-index' ) || 0, 10 );\n\t\t\t\t\t}\n\t\t\t\t}\n\n\t\t\t\tArray.from( fragments ).forEach( ( el, i ) => {\n\n\t\t\t\t\tif( el.hasAttribute( 'data-fragment-index' ) ) {\n\t\t\t\t\t\ti = parseInt( el.getAttribute( 'data-fragment-index' ), 10 );\n\t\t\t\t\t}\n\n\t\t\t\t\tmaxIndex = Math.max( maxIndex, i );\n\n\t\t\t\t\t// Visible fragments\n\t\t\t\t\tif( i <= index ) {\n\t\t\t\t\t\tlet wasVisible = el.classList.contains( 'visible' )\n\t\t\t\t\t\tel.classList.add( 'visible' );\n\t\t\t\t\t\tel.classList.remove( 'current-fragment' );\n\n\t\t\t\t\t\tif( i === index ) {\n\t\t\t\t\t\t\t// Announce the fragments one by one to the Screen Reader\n\t\t\t\t\t\t\tthis.Reveal.announceStatus( this.Reveal.getStatusText( el ) );\n\n\t\t\t\t\t\t\tel.classList.add( 'current-fragment' );\n\t\t\t\t\t\t\tthis.Reveal.slideContent.startEmbeddedContent( el );\n\t\t\t\t\t\t}\n\n\t\t\t\t\t\tif( !wasVisible ) {\n\t\t\t\t\t\t\tchangedFragments.shown.push( el )\n\t\t\t\t\t\t\tthis.Reveal.dispatchEvent({\n\t\t\t\t\t\t\t\ttarget: el,\n\t\t\t\t\t\t\t\ttype: 'visible',\n\t\t\t\t\t\t\t\tbubbles: false\n\t\t\t\t\t\t\t});\n\t\t\t\t\t\t}\n\t\t\t\t\t}\n\t\t\t\t\t// Hidden fragments\n\t\t\t\t\telse {\n\t\t\t\t\t\tlet wasVisible = el.classList.contains( 'visible' )\n\t\t\t\t\t\tel.classList.remove( 'visible' );\n\t\t\t\t\t\tel.classList.remove( 'current-fragment' );\n\n\t\t\t\t\t\tif( wasVisible ) {\n\t\t\t\t\t\t\tthis.Reveal.slideContent.stopEmbeddedContent( el );\n\t\t\t\t\t\t\tchangedFragments.hidden.push( el );\n\t\t\t\t\t\t\tthis.Reveal.dispatchEvent({\n\t\t\t\t\t\t\t\ttarget: el,\n\t\t\t\t\t\t\t\ttype: 'hidden',\n\t\t\t\t\t\t\t\tbubbles: false\n\t\t\t\t\t\t\t});\n\t\t\t\t\t\t}\n\t\t\t\t\t}\n\n\t\t\t\t} );\n\n\t\t\t\t// Write the current fragment index to the slide
    .\n\t\t\t\t// This can be used by end users to apply styles based on\n\t\t\t\t// the current fragment index.\n\t\t\t\tindex = typeof index === 'number' ? index : -1;\n\t\t\t\tindex = Math.max( Math.min( index, maxIndex ), -1 );\n\t\t\t\tcurrentSlide.setAttribute( 'data-fragment', index );\n\n\t\t\t}\n\n\t\t}\n\n\t\treturn changedFragments;\n\n\t}\n\n\t/**\n\t * Formats the fragments on the given slide so that they have\n\t * valid indices. Call this if fragments are changed in the DOM\n\t * after reveal.js has already initialized.\n\t *\n\t * @param {HTMLElement} slide\n\t * @return {Array} a list of the HTML fragments that were synced\n\t */\n\tsync( slide = this.Reveal.getCurrentSlide() ) {\n\n\t\treturn this.sort( slide.querySelectorAll( '.fragment' ) );\n\n\t}\n\n\t/**\n\t * Navigate to the specified slide fragment.\n\t *\n\t * @param {?number} index The index of the fragment that\n\t * should be shown, -1 means all are invisible\n\t * @param {number} offset Integer offset to apply to the\n\t * fragment index\n\t *\n\t * @return {boolean} true if a change was made in any\n\t * fragments visibility as part of this call\n\t */\n\tgoto( index, offset = 0 ) {\n\n\t\tlet currentSlide = this.Reveal.getCurrentSlide();\n\t\tif( currentSlide && this.Reveal.getConfig().fragments ) {\n\n\t\t\tlet fragments = this.sort( currentSlide.querySelectorAll( '.fragment:not(.disabled)' ) );\n\t\t\tif( fragments.length ) {\n\n\t\t\t\t// If no index is specified, find the current\n\t\t\t\tif( typeof index !== 'number' ) {\n\t\t\t\t\tlet lastVisibleFragment = this.sort( currentSlide.querySelectorAll( '.fragment:not(.disabled).visible' ) ).pop();\n\n\t\t\t\t\tif( lastVisibleFragment ) {\n\t\t\t\t\t\tindex = parseInt( lastVisibleFragment.getAttribute( 'data-fragment-index' ) || 0, 10 );\n\t\t\t\t\t}\n\t\t\t\t\telse {\n\t\t\t\t\t\tindex = -1;\n\t\t\t\t\t}\n\t\t\t\t}\n\n\t\t\t\t// Apply the offset if there is one\n\t\t\t\tindex += offset;\n\n\t\t\t\tlet changedFragments = this.update( index, fragments );\n\n\t\t\t\tif( changedFragments.hidden.length ) {\n\t\t\t\t\tthis.Reveal.dispatchEvent({\n\t\t\t\t\t\ttype: 'fragmenthidden',\n\t\t\t\t\t\tdata: {\n\t\t\t\t\t\t\tfragment: changedFragments.hidden[0],\n\t\t\t\t\t\t\tfragments: changedFragments.hidden\n\t\t\t\t\t\t}\n\t\t\t\t\t});\n\t\t\t\t}\n\n\t\t\t\tif( changedFragments.shown.length ) {\n\t\t\t\t\tthis.Reveal.dispatchEvent({\n\t\t\t\t\t\ttype: 'fragmentshown',\n\t\t\t\t\t\tdata: {\n\t\t\t\t\t\t\tfragment: changedFragments.shown[0],\n\t\t\t\t\t\t\tfragments: changedFragments.shown\n\t\t\t\t\t\t}\n\t\t\t\t\t});\n\t\t\t\t}\n\n\t\t\t\tthis.Reveal.controls.update();\n\t\t\t\tthis.Reveal.progress.update();\n\n\t\t\t\tif( this.Reveal.getConfig().fragmentInURL ) {\n\t\t\t\t\tthis.Reveal.location.writeURL();\n\t\t\t\t}\n\n\t\t\t\treturn !!( changedFragments.shown.length || changedFragments.hidden.length );\n\n\t\t\t}\n\n\t\t}\n\n\t\treturn false;\n\n\t}\n\n\t/**\n\t * Navigate to the next slide fragment.\n\t *\n\t * @return {boolean} true if there was a next fragment,\n\t * false otherwise\n\t */\n\tnext() {\n\n\t\treturn this.goto( null, 1 );\n\n\t}\n\n\t/**\n\t * Navigate to the previous slide fragment.\n\t *\n\t * @return {boolean} true if there was a previous fragment,\n\t * false otherwise\n\t */\n\tprev() {\n\n\t\treturn this.goto( null, -1 );\n\n\t}\n\n}","import { SLIDES_SELECTOR } from '../utils/constants.js'\nimport { extend, queryAll, transformElement } from '../utils/util.js'\n\n/**\n * Handles all logic related to the overview mode\n * (birds-eye view of all slides).\n */\nexport default class Overview {\n\n\tconstructor( Reveal ) {\n\n\t\tthis.Reveal = Reveal;\n\n\t\tthis.active = false;\n\n\t\tthis.onSlideClicked = this.onSlideClicked.bind( this );\n\n\t}\n\n\t/**\n\t * Displays the overview of slides (quick nav) by scaling\n\t * down and arranging all slide elements.\n\t */\n\tactivate() {\n\n\t\t// Only proceed if enabled in config\n\t\tif( this.Reveal.getConfig().overview && !this.isActive() ) {\n\n\t\t\tthis.active = true;\n\n\t\t\tthis.Reveal.getRevealElement().classList.add( 'overview' );\n\n\t\t\t// Don't auto-slide while in overview mode\n\t\t\tthis.Reveal.cancelAutoSlide();\n\n\t\t\t// Move the backgrounds element into the slide container to\n\t\t\t// that the same scaling is applied\n\t\t\tthis.Reveal.getSlidesElement().appendChild( this.Reveal.getBackgroundsElement() );\n\n\t\t\t// Clicking on an overview slide navigates to it\n\t\t\tqueryAll( this.Reveal.getRevealElement(), SLIDES_SELECTOR ).forEach( slide => {\n\t\t\t\tif( !slide.classList.contains( 'stack' ) ) {\n\t\t\t\t\tslide.addEventListener( 'click', this.onSlideClicked, true );\n\t\t\t\t}\n\t\t\t} );\n\n\t\t\t// Calculate slide sizes\n\t\t\tconst margin = 70;\n\t\t\tconst slideSize = this.Reveal.getComputedSlideSize();\n\t\t\tthis.overviewSlideWidth = slideSize.width + margin;\n\t\t\tthis.overviewSlideHeight = slideSize.height + margin;\n\n\t\t\t// Reverse in RTL mode\n\t\t\tif( this.Reveal.getConfig().rtl ) {\n\t\t\t\tthis.overviewSlideWidth = -this.overviewSlideWidth;\n\t\t\t}\n\n\t\t\tthis.Reveal.updateSlidesVisibility();\n\n\t\t\tthis.layout();\n\t\t\tthis.update();\n\n\t\t\tthis.Reveal.layout();\n\n\t\t\tconst indices = this.Reveal.getIndices();\n\n\t\t\t// Notify observers of the overview showing\n\t\t\tthis.Reveal.dispatchEvent({\n\t\t\t\ttype: 'overviewshown',\n\t\t\t\tdata: {\n\t\t\t\t\t'indexh': indices.h,\n\t\t\t\t\t'indexv': indices.v,\n\t\t\t\t\t'currentSlide': this.Reveal.getCurrentSlide()\n\t\t\t\t}\n\t\t\t});\n\n\t\t}\n\n\t}\n\n\t/**\n\t * Uses CSS transforms to position all slides in a grid for\n\t * display inside of the overview mode.\n\t */\n\tlayout() {\n\n\t\t// Layout slides\n\t\tthis.Reveal.getHorizontalSlides().forEach( ( hslide, h ) => {\n\t\t\thslide.setAttribute( 'data-index-h', h );\n\t\t\ttransformElement( hslide, 'translate3d(' + ( h * this.overviewSlideWidth ) + 'px, 0, 0)' );\n\n\t\t\tif( hslide.classList.contains( 'stack' ) ) {\n\n\t\t\t\tqueryAll( hslide, 'section' ).forEach( ( vslide, v ) => {\n\t\t\t\t\tvslide.setAttribute( 'data-index-h', h );\n\t\t\t\t\tvslide.setAttribute( 'data-index-v', v );\n\n\t\t\t\t\ttransformElement( vslide, 'translate3d(0, ' + ( v * this.overviewSlideHeight ) + 'px, 0)' );\n\t\t\t\t} );\n\n\t\t\t}\n\t\t} );\n\n\t\t// Layout slide backgrounds\n\t\tArray.from( this.Reveal.getBackgroundsElement().childNodes ).forEach( ( hbackground, h ) => {\n\t\t\ttransformElement( hbackground, 'translate3d(' + ( h * this.overviewSlideWidth ) + 'px, 0, 0)' );\n\n\t\t\tqueryAll( hbackground, '.slide-background' ).forEach( ( vbackground, v ) => {\n\t\t\t\ttransformElement( vbackground, 'translate3d(0, ' + ( v * this.overviewSlideHeight ) + 'px, 0)' );\n\t\t\t} );\n\t\t} );\n\n\t}\n\n\t/**\n\t * Moves the overview viewport to the current slides.\n\t * Called each time the current slide changes.\n\t */\n\tupdate() {\n\n\t\tconst vmin = Math.min( window.innerWidth, window.innerHeight );\n\t\tconst scale = Math.max( vmin / 5, 150 ) / vmin;\n\t\tconst indices = this.Reveal.getIndices();\n\n\t\tthis.Reveal.transformSlides( {\n\t\t\toverview: [\n\t\t\t\t'scale('+ scale +')',\n\t\t\t\t'translateX('+ ( -indices.h * this.overviewSlideWidth ) +'px)',\n\t\t\t\t'translateY('+ ( -indices.v * this.overviewSlideHeight ) +'px)'\n\t\t\t].join( ' ' )\n\t\t} );\n\n\t}\n\n\t/**\n\t * Exits the slide overview and enters the currently\n\t * active slide.\n\t */\n\tdeactivate() {\n\n\t\t// Only proceed if enabled in config\n\t\tif( this.Reveal.getConfig().overview ) {\n\n\t\t\tthis.active = false;\n\n\t\t\tthis.Reveal.getRevealElement().classList.remove( 'overview' );\n\n\t\t\t// Temporarily add a class so that transitions can do different things\n\t\t\t// depending on whether they are exiting/entering overview, or just\n\t\t\t// moving from slide to slide\n\t\t\tthis.Reveal.getRevealElement().classList.add( 'overview-deactivating' );\n\n\t\t\tsetTimeout( () => {\n\t\t\t\tthis.Reveal.getRevealElement().classList.remove( 'overview-deactivating' );\n\t\t\t}, 1 );\n\n\t\t\t// Move the background element back out\n\t\t\tthis.Reveal.getRevealElement().appendChild( this.Reveal.getBackgroundsElement() );\n\n\t\t\t// Clean up changes made to slides\n\t\t\tqueryAll( this.Reveal.getRevealElement(), SLIDES_SELECTOR ).forEach( slide => {\n\t\t\t\ttransformElement( slide, '' );\n\n\t\t\t\tslide.removeEventListener( 'click', this.onSlideClicked, true );\n\t\t\t} );\n\n\t\t\t// Clean up changes made to backgrounds\n\t\t\tqueryAll( this.Reveal.getBackgroundsElement(), '.slide-background' ).forEach( background => {\n\t\t\t\ttransformElement( background, '' );\n\t\t\t} );\n\n\t\t\tthis.Reveal.transformSlides( { overview: '' } );\n\n\t\t\tconst indices = this.Reveal.getIndices();\n\n\t\t\tthis.Reveal.slide( indices.h, indices.v );\n\t\t\tthis.Reveal.layout();\n\t\t\tthis.Reveal.cueAutoSlide();\n\n\t\t\t// Notify observers of the overview hiding\n\t\t\tthis.Reveal.dispatchEvent({\n\t\t\t\ttype: 'overviewhidden',\n\t\t\t\tdata: {\n\t\t\t\t\t'indexh': indices.h,\n\t\t\t\t\t'indexv': indices.v,\n\t\t\t\t\t'currentSlide': this.Reveal.getCurrentSlide()\n\t\t\t\t}\n\t\t\t});\n\n\t\t}\n\t}\n\n\t/**\n\t * Toggles the slide overview mode on and off.\n\t *\n\t * @param {Boolean} [override] Flag which overrides the\n\t * toggle logic and forcibly sets the desired state. True means\n\t * overview is open, false means it's closed.\n\t */\n\ttoggle( override ) {\n\n\t\tif( typeof override === 'boolean' ) {\n\t\t\toverride ? this.activate() : this.deactivate();\n\t\t}\n\t\telse {\n\t\t\tthis.isActive() ? this.deactivate() : this.activate();\n\t\t}\n\n\t}\n\n\t/**\n\t * Checks if the overview is currently active.\n\t *\n\t * @return {Boolean} true if the overview is active,\n\t * false otherwise\n\t */\n\tisActive() {\n\n\t\treturn this.active;\n\n\t}\n\n\t/**\n\t * Invoked when a slide is and we're in the overview.\n\t *\n\t * @param {object} event\n\t */\n\tonSlideClicked( event ) {\n\n\t\tif( this.isActive() ) {\n\t\t\tevent.preventDefault();\n\n\t\t\tlet element = event.target;\n\n\t\t\twhile( element && !element.nodeName.match( /section/gi ) ) {\n\t\t\t\telement = element.parentNode;\n\t\t\t}\n\n\t\t\tif( element && !element.classList.contains( 'disabled' ) ) {\n\n\t\t\t\tthis.deactivate();\n\n\t\t\t\tif( element.nodeName.match( /section/gi ) ) {\n\t\t\t\t\tlet h = parseInt( element.getAttribute( 'data-index-h' ), 10 ),\n\t\t\t\t\t\tv = parseInt( element.getAttribute( 'data-index-v' ), 10 );\n\n\t\t\t\t\tthis.Reveal.slide( h, v );\n\t\t\t\t}\n\n\t\t\t}\n\t\t}\n\n\t}\n\n}","import { enterFullscreen } from '../utils/util.js'\n\n/**\n * Handles all reveal.js keyboard interactions.\n */\nexport default class Keyboard {\n\n\tconstructor( Reveal ) {\n\n\t\tthis.Reveal = Reveal;\n\n\t\t// A key:value map of keyboard keys and descriptions of\n\t\t// the actions they trigger\n\t\tthis.shortcuts = {};\n\n\t\t// Holds custom key code mappings\n\t\tthis.bindings = {};\n\n\t\tthis.onDocumentKeyDown = this.onDocumentKeyDown.bind( this );\n\t\tthis.onDocumentKeyPress = this.onDocumentKeyPress.bind( this );\n\n\t}\n\n\t/**\n\t * Called when the reveal.js config is updated.\n\t */\n\tconfigure( config, oldConfig ) {\n\n\t\tif( config.navigationMode === 'linear' ) {\n\t\t\tthis.shortcuts['→ , ↓ , SPACE , N , L , J'] = 'Next slide';\n\t\t\tthis.shortcuts['← , ↑ , P , H , K'] = 'Previous slide';\n\t\t}\n\t\telse {\n\t\t\tthis.shortcuts['N , SPACE'] = 'Next slide';\n\t\t\tthis.shortcuts['P , Shift SPACE'] = 'Previous slide';\n\t\t\tthis.shortcuts['← , H'] = 'Navigate left';\n\t\t\tthis.shortcuts['→ , L'] = 'Navigate right';\n\t\t\tthis.shortcuts['↑ , K'] = 'Navigate up';\n\t\t\tthis.shortcuts['↓ , J'] = 'Navigate down';\n\t\t}\n\n\t\tthis.shortcuts['Alt + ←/↑/→/↓'] = 'Navigate without fragments';\n\t\tthis.shortcuts['Shift + ←/↑/→/↓'] = 'Jump to first/last slide';\n\t\tthis.shortcuts['B , .'] = 'Pause';\n\t\tthis.shortcuts['F'] = 'Fullscreen';\n\t\tthis.shortcuts['ESC, O'] = 'Slide overview';\n\n\t}\n\n\t/**\n\t * Starts listening for keyboard events.\n\t */\n\tbind() {\n\n\t\tdocument.addEventListener( 'keydown', this.onDocumentKeyDown, false );\n\t\tdocument.addEventListener( 'keypress', this.onDocumentKeyPress, false );\n\n\t}\n\n\t/**\n\t * Stops listening for keyboard events.\n\t */\n\tunbind() {\n\n\t\tdocument.removeEventListener( 'keydown', this.onDocumentKeyDown, false );\n\t\tdocument.removeEventListener( 'keypress', this.onDocumentKeyPress, false );\n\n\t}\n\n\t/**\n\t * Add a custom key binding with optional description to\n\t * be added to the help screen.\n\t */\n\taddKeyBinding( binding, callback ) {\n\n\t\tif( typeof binding === 'object' && binding.keyCode ) {\n\t\t\tthis.bindings[binding.keyCode] = {\n\t\t\t\tcallback: callback,\n\t\t\t\tkey: binding.key,\n\t\t\t\tdescription: binding.description\n\t\t\t};\n\t\t}\n\t\telse {\n\t\t\tthis.bindings[binding] = {\n\t\t\t\tcallback: callback,\n\t\t\t\tkey: null,\n\t\t\t\tdescription: null\n\t\t\t};\n\t\t}\n\n\t}\n\n\t/**\n\t * Removes the specified custom key binding.\n\t */\n\tremoveKeyBinding( keyCode ) {\n\n\t\tdelete this.bindings[keyCode];\n\n\t}\n\n\t/**\n\t * Programmatically triggers a keyboard event\n\t *\n\t * @param {int} keyCode\n\t */\n\ttriggerKey( keyCode ) {\n\n\t\tthis.onDocumentKeyDown( { keyCode } );\n\n\t}\n\n\t/**\n\t * Registers a new shortcut to include in the help overlay\n\t *\n\t * @param {String} key\n\t * @param {String} value\n\t */\n\tregisterKeyboardShortcut( key, value ) {\n\n\t\tthis.shortcuts[key] = value;\n\n\t}\n\n\tgetShortcuts() {\n\n\t\treturn this.shortcuts;\n\n\t}\n\n\tgetBindings() {\n\n\t\treturn this.bindings;\n\n\t}\n\n\t/**\n\t * Handler for the document level 'keypress' event.\n\t *\n\t * @param {object} event\n\t */\n\tonDocumentKeyPress( event ) {\n\n\t\t// Check if the pressed key is question mark\n\t\tif( event.shiftKey && event.charCode === 63 ) {\n\t\t\tthis.Reveal.toggleHelp();\n\t\t}\n\n\t}\n\n\t/**\n\t * Handler for the document level 'keydown' event.\n\t *\n\t * @param {object} event\n\t */\n\tonDocumentKeyDown( event ) {\n\n\t\tlet config = this.Reveal.getConfig();\n\n\t\t// If there's a condition specified and it returns false,\n\t\t// ignore this event\n\t\tif( typeof config.keyboardCondition === 'function' && config.keyboardCondition(event) === false ) {\n\t\t\treturn true;\n\t\t}\n\n\t\t// If keyboardCondition is set, only capture keyboard events\n\t\t// for embedded decks when they are focused\n\t\tif( config.keyboardCondition === 'focused' && !this.Reveal.isFocused() ) {\n\t\t\treturn true;\n\t\t}\n\n\t\t// Shorthand\n\t\tlet keyCode = event.keyCode;\n\n\t\t// Remember if auto-sliding was paused so we can toggle it\n\t\tlet autoSlideWasPaused = !this.Reveal.isAutoSliding();\n\n\t\tthis.Reveal.onUserInput( event );\n\n\t\t// Is there a focused element that could be using the keyboard?\n\t\tlet activeElementIsCE = document.activeElement && document.activeElement.isContentEditable === true;\n\t\tlet activeElementIsInput = document.activeElement && document.activeElement.tagName && /input|textarea/i.test( document.activeElement.tagName );\n\t\tlet activeElementIsNotes = document.activeElement && document.activeElement.className && /speaker-notes/i.test( document.activeElement.className);\n\n\t\t// Whitelist certain modifiers for slide navigation shortcuts\n\t\tlet isNavigationKey = [32, 37, 38, 39, 40, 78, 80].indexOf( event.keyCode ) !== -1;\n\n\t\t// Prevent all other events when a modifier is pressed\n\t\tlet unusedModifier = \t!( isNavigationKey && event.shiftKey || event.altKey ) &&\n\t\t\t\t\t\t\t\t( event.shiftKey || event.altKey || event.ctrlKey || event.metaKey );\n\n\t\t// Disregard the event if there's a focused element or a\n\t\t// keyboard modifier key is present\n\t\tif( activeElementIsCE || activeElementIsInput || activeElementIsNotes || unusedModifier ) return;\n\n\t\t// While paused only allow resume keyboard events; 'b', 'v', '.'\n\t\tlet resumeKeyCodes = [66,86,190,191];\n\t\tlet key;\n\n\t\t// Custom key bindings for togglePause should be able to resume\n\t\tif( typeof config.keyboard === 'object' ) {\n\t\t\tfor( key in config.keyboard ) {\n\t\t\t\tif( config.keyboard[key] === 'togglePause' ) {\n\t\t\t\t\tresumeKeyCodes.push( parseInt( key, 10 ) );\n\t\t\t\t}\n\t\t\t}\n\t\t}\n\n\t\tif( this.Reveal.isPaused() && resumeKeyCodes.indexOf( keyCode ) === -1 ) {\n\t\t\treturn false;\n\t\t}\n\n\t\t// Use linear navigation if we're configured to OR if\n\t\t// the presentation is one-dimensional\n\t\tlet useLinearMode = config.navigationMode === 'linear' || !this.Reveal.hasHorizontalSlides() || !this.Reveal.hasVerticalSlides();\n\n\t\tlet triggered = false;\n\n\t\t// 1. User defined key bindings\n\t\tif( typeof config.keyboard === 'object' ) {\n\n\t\t\tfor( key in config.keyboard ) {\n\n\t\t\t\t// Check if this binding matches the pressed key\n\t\t\t\tif( parseInt( key, 10 ) === keyCode ) {\n\n\t\t\t\t\tlet value = config.keyboard[ key ];\n\n\t\t\t\t\t// Callback function\n\t\t\t\t\tif( typeof value === 'function' ) {\n\t\t\t\t\t\tvalue.apply( null, [ event ] );\n\t\t\t\t\t}\n\t\t\t\t\t// String shortcuts to reveal.js API\n\t\t\t\t\telse if( typeof value === 'string' && typeof this.Reveal[ value ] === 'function' ) {\n\t\t\t\t\t\tthis.Reveal[ value ].call();\n\t\t\t\t\t}\n\n\t\t\t\t\ttriggered = true;\n\n\t\t\t\t}\n\n\t\t\t}\n\n\t\t}\n\n\t\t// 2. Registered custom key bindings\n\t\tif( triggered === false ) {\n\n\t\t\tfor( key in this.bindings ) {\n\n\t\t\t\t// Check if this binding matches the pressed key\n\t\t\t\tif( parseInt( key, 10 ) === keyCode ) {\n\n\t\t\t\t\tlet action = this.bindings[ key ].callback;\n\n\t\t\t\t\t// Callback function\n\t\t\t\t\tif( typeof action === 'function' ) {\n\t\t\t\t\t\taction.apply( null, [ event ] );\n\t\t\t\t\t}\n\t\t\t\t\t// String shortcuts to reveal.js API\n\t\t\t\t\telse if( typeof action === 'string' && typeof this.Reveal[ action ] === 'function' ) {\n\t\t\t\t\t\tthis.Reveal[ action ].call();\n\t\t\t\t\t}\n\n\t\t\t\t\ttriggered = true;\n\t\t\t\t}\n\t\t\t}\n\t\t}\n\n\t\t// 3. System defined key bindings\n\t\tif( triggered === false ) {\n\n\t\t\t// Assume true and try to prove false\n\t\t\ttriggered = true;\n\n\t\t\t// P, PAGE UP\n\t\t\tif( keyCode === 80 || keyCode === 33 ) {\n\t\t\t\tthis.Reveal.prev({skipFragments: event.altKey});\n\t\t\t}\n\t\t\t// N, PAGE DOWN\n\t\t\telse if( keyCode === 78 || keyCode === 34 ) {\n\t\t\t\tthis.Reveal.next({skipFragments: event.altKey});\n\t\t\t}\n\t\t\t// H, LEFT\n\t\t\telse if( keyCode === 72 || keyCode === 37 ) {\n\t\t\t\tif( event.shiftKey ) {\n\t\t\t\t\tthis.Reveal.slide( 0 );\n\t\t\t\t}\n\t\t\t\telse if( !this.Reveal.overview.isActive() && useLinearMode ) {\n\t\t\t\t\tthis.Reveal.prev({skipFragments: event.altKey});\n\t\t\t\t}\n\t\t\t\telse {\n\t\t\t\t\tthis.Reveal.left({skipFragments: event.altKey});\n\t\t\t\t}\n\t\t\t}\n\t\t\t// L, RIGHT\n\t\t\telse if( keyCode === 76 || keyCode === 39 ) {\n\t\t\t\tif( event.shiftKey ) {\n\t\t\t\t\tthis.Reveal.slide( this.Reveal.getHorizontalSlides().length - 1 );\n\t\t\t\t}\n\t\t\t\telse if( !this.Reveal.overview.isActive() && useLinearMode ) {\n\t\t\t\t\tthis.Reveal.next({skipFragments: event.altKey});\n\t\t\t\t}\n\t\t\t\telse {\n\t\t\t\t\tthis.Reveal.right({skipFragments: event.altKey});\n\t\t\t\t}\n\t\t\t}\n\t\t\t// K, UP\n\t\t\telse if( keyCode === 75 || keyCode === 38 ) {\n\t\t\t\tif( event.shiftKey ) {\n\t\t\t\t\tthis.Reveal.slide( undefined, 0 );\n\t\t\t\t}\n\t\t\t\telse if( !this.Reveal.overview.isActive() && useLinearMode ) {\n\t\t\t\t\tthis.Reveal.prev({skipFragments: event.altKey});\n\t\t\t\t}\n\t\t\t\telse {\n\t\t\t\t\tthis.Reveal.up({skipFragments: event.altKey});\n\t\t\t\t}\n\t\t\t}\n\t\t\t// J, DOWN\n\t\t\telse if( keyCode === 74 || keyCode === 40 ) {\n\t\t\t\tif( event.shiftKey ) {\n\t\t\t\t\tthis.Reveal.slide( undefined, Number.MAX_VALUE );\n\t\t\t\t}\n\t\t\t\telse if( !this.Reveal.overview.isActive() && useLinearMode ) {\n\t\t\t\t\tthis.Reveal.next({skipFragments: event.altKey});\n\t\t\t\t}\n\t\t\t\telse {\n\t\t\t\t\tthis.Reveal.down({skipFragments: event.altKey});\n\t\t\t\t}\n\t\t\t}\n\t\t\t// HOME\n\t\t\telse if( keyCode === 36 ) {\n\t\t\t\tthis.Reveal.slide( 0 );\n\t\t\t}\n\t\t\t// END\n\t\t\telse if( keyCode === 35 ) {\n\t\t\t\tthis.Reveal.slide( this.Reveal.getHorizontalSlides().length - 1 );\n\t\t\t}\n\t\t\t// SPACE\n\t\t\telse if( keyCode === 32 ) {\n\t\t\t\tif( this.Reveal.overview.isActive() ) {\n\t\t\t\t\tthis.Reveal.overview.deactivate();\n\t\t\t\t}\n\t\t\t\tif( event.shiftKey ) {\n\t\t\t\t\tthis.Reveal.prev({skipFragments: event.altKey});\n\t\t\t\t}\n\t\t\t\telse {\n\t\t\t\t\tthis.Reveal.next({skipFragments: event.altKey});\n\t\t\t\t}\n\t\t\t}\n\t\t\t// TWO-SPOT, SEMICOLON, B, V, PERIOD, LOGITECH PRESENTER TOOLS \"BLACK SCREEN\" BUTTON\n\t\t\telse if( keyCode === 58 || keyCode === 59 || keyCode === 66 || keyCode === 86 || keyCode === 190 || keyCode === 191 ) {\n\t\t\t\tthis.Reveal.togglePause();\n\t\t\t}\n\t\t\t// F\n\t\t\telse if( keyCode === 70 ) {\n\t\t\t\tenterFullscreen( config.embedded ? this.Reveal.getViewportElement() : document.documentElement );\n\t\t\t}\n\t\t\t// A\n\t\t\telse if( keyCode === 65 ) {\n\t\t\t\tif ( config.autoSlideStoppable ) {\n\t\t\t\t\tthis.Reveal.toggleAutoSlide( autoSlideWasPaused );\n\t\t\t\t}\n\t\t\t}\n\t\t\telse {\n\t\t\t\ttriggered = false;\n\t\t\t}\n\n\t\t}\n\n\t\t// If the input resulted in a triggered action we should prevent\n\t\t// the browsers default behavior\n\t\tif( triggered ) {\n\t\t\tevent.preventDefault && event.preventDefault();\n\t\t}\n\t\t// ESC or O key\n\t\telse if( keyCode === 27 || keyCode === 79 ) {\n\t\t\tif( this.Reveal.closeOverlay() === false ) {\n\t\t\t\tthis.Reveal.overview.toggle();\n\t\t\t}\n\n\t\t\tevent.preventDefault && event.preventDefault();\n\t\t}\n\n\t\t// If auto-sliding is enabled we need to cue up\n\t\t// another timeout\n\t\tthis.Reveal.cueAutoSlide();\n\n\t}\n\n}","/**\n * Reads and writes the URL based on reveal.js' current state.\n */\nexport default class Location {\n\n\t// The minimum number of milliseconds that must pass between\n\t// calls to history.replaceState\n\tMAX_REPLACE_STATE_FREQUENCY = 1000\n\n\tconstructor( Reveal ) {\n\n\t\tthis.Reveal = Reveal;\n\n\t\t// Delays updates to the URL due to a Chrome thumbnailer bug\n\t\tthis.writeURLTimeout = 0;\n\n\t\tthis.replaceStateTimestamp = 0;\n\n\t\tthis.onWindowHashChange = this.onWindowHashChange.bind( this );\n\n\t}\n\n\tbind() {\n\n\t\twindow.addEventListener( 'hashchange', this.onWindowHashChange, false );\n\n\t}\n\n\tunbind() {\n\n\t\twindow.removeEventListener( 'hashchange', this.onWindowHashChange, false );\n\n\t}\n\n\t/**\n\t * Returns the slide indices for the given hash link.\n\t *\n\t * @param {string} [hash] the hash string that we want to\n\t * find the indices for\n\t *\n\t * @returns slide indices or null\n\t */\n\tgetIndicesFromHash( hash=window.location.hash ) {\n\n\t\t// Attempt to parse the hash as either an index or name\n\t\tlet name = hash.replace( /^#\\/?/, '' );\n\t\tlet bits = name.split( '/' );\n\n\t\t// If the first bit is not fully numeric and there is a name we\n\t\t// can assume that this is a named link\n\t\tif( !/^[0-9]*$/.test( bits[0] ) && name.length ) {\n\t\t\tlet element;\n\n\t\t\tlet f;\n\n\t\t\t// Parse named links with fragments (#/named-link/2)\n\t\t\tif( /\\/[-\\d]+$/g.test( name ) ) {\n\t\t\t\tf = parseInt( name.split( '/' ).pop(), 10 );\n\t\t\t\tf = isNaN(f) ? undefined : f;\n\t\t\t\tname = name.split( '/' ).shift();\n\t\t\t}\n\n\t\t\t// Ensure the named link is a valid HTML ID attribute\n\t\t\ttry {\n\t\t\t\telement = document.getElementById( decodeURIComponent( name ) );\n\t\t\t}\n\t\t\tcatch ( error ) { }\n\n\t\t\tif( element ) {\n\t\t\t\treturn { ...this.Reveal.getIndices( element ), f };\n\t\t\t}\n\t\t}\n\t\telse {\n\t\t\tconst config = this.Reveal.getConfig();\n\t\t\tlet hashIndexBase = config.hashOneBasedIndex ? 1 : 0;\n\n\t\t\t// Read the index components of the hash\n\t\t\tlet h = ( parseInt( bits[0], 10 ) - hashIndexBase ) || 0,\n\t\t\t\tv = ( parseInt( bits[1], 10 ) - hashIndexBase ) || 0,\n\t\t\t\tf;\n\n\t\t\tif( config.fragmentInURL ) {\n\t\t\t\tf = parseInt( bits[2], 10 );\n\t\t\t\tif( isNaN( f ) ) {\n\t\t\t\t\tf = undefined;\n\t\t\t\t}\n\t\t\t}\n\n\t\t\treturn { h, v, f };\n\t\t}\n\n\t\t// The hash couldn't be parsed or no matching named link was found\n\t\treturn null\n\n\t}\n\n\t/**\n\t * Reads the current URL (hash) and navigates accordingly.\n\t */\n\treadURL() {\n\n\t\tconst currentIndices = this.Reveal.getIndices();\n\t\tconst newIndices = this.getIndicesFromHash();\n\n\t\tif( newIndices ) {\n\t\t\tif( ( newIndices.h !== currentIndices.h || newIndices.v !== currentIndices.v || newIndices.f !== undefined ) ) {\n\t\t\t\t\tthis.Reveal.slide( newIndices.h, newIndices.v, newIndices.f );\n\t\t\t}\n\t\t}\n\t\t// If no new indices are available, we're trying to navigate to\n\t\t// a slide hash that does not exist\n\t\telse {\n\t\t\tthis.Reveal.slide( currentIndices.h || 0, currentIndices.v || 0 );\n\t\t}\n\n\t}\n\n\t/**\n\t * Updates the page URL (hash) to reflect the current\n\t * state.\n\t *\n\t * @param {number} delay The time in ms to wait before\n\t * writing the hash\n\t */\n\twriteURL( delay ) {\n\n\t\tlet config = this.Reveal.getConfig();\n\t\tlet currentSlide = this.Reveal.getCurrentSlide();\n\n\t\t// Make sure there's never more than one timeout running\n\t\tclearTimeout( this.writeURLTimeout );\n\n\t\t// If a delay is specified, timeout this call\n\t\tif( typeof delay === 'number' ) {\n\t\t\tthis.writeURLTimeout = setTimeout( this.writeURL, delay );\n\t\t}\n\t\telse if( currentSlide ) {\n\n\t\t\tlet hash = this.getHash();\n\n\t\t\t// If we're configured to push to history OR the history\n\t\t\t// API is not avaialble.\n\t\t\tif( config.history ) {\n\t\t\t\twindow.location.hash = hash;\n\t\t\t}\n\t\t\t// If we're configured to reflect the current slide in the\n\t\t\t// URL without pushing to history.\n\t\t\telse if( config.hash ) {\n\t\t\t\t// If the hash is empty, don't add it to the URL\n\t\t\t\tif( hash === '/' ) {\n\t\t\t\t\tthis.debouncedReplaceState( window.location.pathname + window.location.search );\n\t\t\t\t}\n\t\t\t\telse {\n\t\t\t\t\tthis.debouncedReplaceState( '#' + hash );\n\t\t\t\t}\n\t\t\t}\n\t\t\t// UPDATE: The below nuking of all hash changes breaks\n\t\t\t// anchors on pages where reveal.js is running. Removed\n\t\t\t// in 4.0. Why was it here in the first place? ¯\\_(ツ)_/¯\n\t\t\t//\n\t\t\t// If history and hash are both disabled, a hash may still\n\t\t\t// be added to the URL by clicking on a href with a hash\n\t\t\t// target. Counter this by always removing the hash.\n\t\t\t// else {\n\t\t\t// \twindow.history.replaceState( null, null, window.location.pathname + window.location.search );\n\t\t\t// }\n\n\t\t}\n\n\t}\n\n\treplaceState( url ) {\n\n\t\twindow.history.replaceState( null, null, url );\n\t\tthis.replaceStateTimestamp = Date.now();\n\n\t}\n\n\tdebouncedReplaceState( url ) {\n\n\t\tclearTimeout( this.replaceStateTimeout );\n\n\t\tif( Date.now() - this.replaceStateTimestamp > this.MAX_REPLACE_STATE_FREQUENCY ) {\n\t\t\tthis.replaceState( url );\n\t\t}\n\t\telse {\n\t\t\tthis.replaceStateTimeout = setTimeout( () => this.replaceState( url ), this.MAX_REPLACE_STATE_FREQUENCY );\n\t\t}\n\n\t}\n\n\t/**\n\t * Return a hash URL that will resolve to the given slide location.\n\t *\n\t * @param {HTMLElement} [slide=currentSlide] The slide to link to\n\t */\n\tgetHash( slide ) {\n\n\t\tlet url = '/';\n\n\t\t// Attempt to create a named link based on the slide's ID\n\t\tlet s = slide || this.Reveal.getCurrentSlide();\n\t\tlet id = s ? s.getAttribute( 'id' ) : null;\n\t\tif( id ) {\n\t\t\tid = encodeURIComponent( id );\n\t\t}\n\n\t\tlet index = this.Reveal.getIndices( slide );\n\t\tif( !this.Reveal.getConfig().fragmentInURL ) {\n\t\t\tindex.f = undefined;\n\t\t}\n\n\t\t// If the current slide has an ID, use that as a named link,\n\t\t// but we don't support named links with a fragment index\n\t\tif( typeof id === 'string' && id.length ) {\n\t\t\turl = '/' + id;\n\n\t\t\t// If there is also a fragment, append that at the end\n\t\t\t// of the named link, like: #/named-link/2\n\t\t\tif( index.f >= 0 ) url += '/' + index.f;\n\t\t}\n\t\t// Otherwise use the /h/v index\n\t\telse {\n\t\t\tlet hashIndexBase = this.Reveal.getConfig().hashOneBasedIndex ? 1 : 0;\n\t\t\tif( index.h > 0 || index.v > 0 || index.f >= 0 ) url += index.h + hashIndexBase;\n\t\t\tif( index.v > 0 || index.f >= 0 ) url += '/' + (index.v + hashIndexBase );\n\t\t\tif( index.f >= 0 ) url += '/' + index.f;\n\t\t}\n\n\t\treturn url;\n\n\t}\n\n\t/**\n\t * Handler for the window level 'hashchange' event.\n\t *\n\t * @param {object} [event]\n\t */\n\tonWindowHashChange( event ) {\n\n\t\tthis.readURL();\n\n\t}\n\n}","import { queryAll } from '../utils/util.js'\nimport { isAndroid } from '../utils/device.js'\n\n/**\n * Manages our presentation controls. This includes both\n * the built-in control arrows as well as event monitoring\n * of any elements within the presentation with either of the\n * following helper classes:\n * - .navigate-up\n * - .navigate-right\n * - .navigate-down\n * - .navigate-left\n * - .navigate-next\n * - .navigate-prev\n */\nexport default class Controls {\n\n\tconstructor( Reveal ) {\n\n\t\tthis.Reveal = Reveal;\n\n\t\tthis.onNavigateLeftClicked = this.onNavigateLeftClicked.bind( this );\n\t\tthis.onNavigateRightClicked = this.onNavigateRightClicked.bind( this );\n\t\tthis.onNavigateUpClicked = this.onNavigateUpClicked.bind( this );\n\t\tthis.onNavigateDownClicked = this.onNavigateDownClicked.bind( this );\n\t\tthis.onNavigatePrevClicked = this.onNavigatePrevClicked.bind( this );\n\t\tthis.onNavigateNextClicked = this.onNavigateNextClicked.bind( this );\n\n\t}\n\n\trender() {\n\n\t\tconst rtl = this.Reveal.getConfig().rtl;\n\t\tconst revealElement = this.Reveal.getRevealElement();\n\n\t\tthis.element = document.createElement( 'aside' );\n\t\tthis.element.className = 'controls';\n\t\tthis.element.innerHTML =\n\t\t\t`\n\t\t\t\n\t\t\t\n\t\t\t`;\n\n\t\tthis.Reveal.getRevealElement().appendChild( this.element );\n\n\t\t// There can be multiple instances of controls throughout the page\n\t\tthis.controlsLeft = queryAll( revealElement, '.navigate-left' );\n\t\tthis.controlsRight = queryAll( revealElement, '.navigate-right' );\n\t\tthis.controlsUp = queryAll( revealElement, '.navigate-up' );\n\t\tthis.controlsDown = queryAll( revealElement, '.navigate-down' );\n\t\tthis.controlsPrev = queryAll( revealElement, '.navigate-prev' );\n\t\tthis.controlsNext = queryAll( revealElement, '.navigate-next' );\n\n\t\t// The left, right and down arrows in the standard reveal.js controls\n\t\tthis.controlsRightArrow = this.element.querySelector( '.navigate-right' );\n\t\tthis.controlsLeftArrow = this.element.querySelector( '.navigate-left' );\n\t\tthis.controlsDownArrow = this.element.querySelector( '.navigate-down' );\n\n\t}\n\n\t/**\n\t * Called when the reveal.js config is updated.\n\t */\n\tconfigure( config, oldConfig ) {\n\n\t\tthis.element.style.display = config.controls ? 'block' : 'none';\n\n\t\tthis.element.setAttribute( 'data-controls-layout', config.controlsLayout );\n\t\tthis.element.setAttribute( 'data-controls-back-arrows', config.controlsBackArrows );\n\n\t}\n\n\tbind() {\n\n\t\t// Listen to both touch and click events, in case the device\n\t\t// supports both\n\t\tlet pointerEvents = [ 'touchstart', 'click' ];\n\n\t\t// Only support touch for Android, fixes double navigations in\n\t\t// stock browser\n\t\tif( isAndroid ) {\n\t\t\tpointerEvents = [ 'touchstart' ];\n\t\t}\n\n\t\tpointerEvents.forEach( eventName => {\n\t\t\tthis.controlsLeft.forEach( el => el.addEventListener( eventName, this.onNavigateLeftClicked, false ) );\n\t\t\tthis.controlsRight.forEach( el => el.addEventListener( eventName, this.onNavigateRightClicked, false ) );\n\t\t\tthis.controlsUp.forEach( el => el.addEventListener( eventName, this.onNavigateUpClicked, false ) );\n\t\t\tthis.controlsDown.forEach( el => el.addEventListener( eventName, this.onNavigateDownClicked, false ) );\n\t\t\tthis.controlsPrev.forEach( el => el.addEventListener( eventName, this.onNavigatePrevClicked, false ) );\n\t\t\tthis.controlsNext.forEach( el => el.addEventListener( eventName, this.onNavigateNextClicked, false ) );\n\t\t} );\n\n\t}\n\n\tunbind() {\n\n\t\t[ 'touchstart', 'click' ].forEach( eventName => {\n\t\t\tthis.controlsLeft.forEach( el => el.removeEventListener( eventName, this.onNavigateLeftClicked, false ) );\n\t\t\tthis.controlsRight.forEach( el => el.removeEventListener( eventName, this.onNavigateRightClicked, false ) );\n\t\t\tthis.controlsUp.forEach( el => el.removeEventListener( eventName, this.onNavigateUpClicked, false ) );\n\t\t\tthis.controlsDown.forEach( el => el.removeEventListener( eventName, this.onNavigateDownClicked, false ) );\n\t\t\tthis.controlsPrev.forEach( el => el.removeEventListener( eventName, this.onNavigatePrevClicked, false ) );\n\t\t\tthis.controlsNext.forEach( el => el.removeEventListener( eventName, this.onNavigateNextClicked, false ) );\n\t\t} );\n\n\t}\n\n\t/**\n\t * Updates the state of all control/navigation arrows.\n\t */\n\tupdate() {\n\n\t\tlet routes = this.Reveal.availableRoutes();\n\n\t\t// Remove the 'enabled' class from all directions\n\t\t[...this.controlsLeft, ...this.controlsRight, ...this.controlsUp, ...this.controlsDown, ...this.controlsPrev, ...this.controlsNext].forEach( node => {\n\t\t\tnode.classList.remove( 'enabled', 'fragmented' );\n\n\t\t\t// Set 'disabled' attribute on all directions\n\t\t\tnode.setAttribute( 'disabled', 'disabled' );\n\t\t} );\n\n\t\t// Add the 'enabled' class to the available routes; remove 'disabled' attribute to enable buttons\n\t\tif( routes.left ) this.controlsLeft.forEach( el => { el.classList.add( 'enabled' ); el.removeAttribute( 'disabled' ); } );\n\t\tif( routes.right ) this.controlsRight.forEach( el => { el.classList.add( 'enabled' ); el.removeAttribute( 'disabled' ); } );\n\t\tif( routes.up ) this.controlsUp.forEach( el => { el.classList.add( 'enabled' ); el.removeAttribute( 'disabled' ); } );\n\t\tif( routes.down ) this.controlsDown.forEach( el => { el.classList.add( 'enabled' ); el.removeAttribute( 'disabled' ); } );\n\n\t\t// Prev/next buttons\n\t\tif( routes.left || routes.up ) this.controlsPrev.forEach( el => { el.classList.add( 'enabled' ); el.removeAttribute( 'disabled' ); } );\n\t\tif( routes.right || routes.down ) this.controlsNext.forEach( el => { el.classList.add( 'enabled' ); el.removeAttribute( 'disabled' ); } );\n\n\t\t// Highlight fragment directions\n\t\tlet currentSlide = this.Reveal.getCurrentSlide();\n\t\tif( currentSlide ) {\n\n\t\t\tlet fragmentsRoutes = this.Reveal.fragments.availableRoutes();\n\n\t\t\t// Always apply fragment decorator to prev/next buttons\n\t\t\tif( fragmentsRoutes.prev ) this.controlsPrev.forEach( el => { el.classList.add( 'fragmented', 'enabled' ); el.removeAttribute( 'disabled' ); } );\n\t\t\tif( fragmentsRoutes.next ) this.controlsNext.forEach( el => { el.classList.add( 'fragmented', 'enabled' ); el.removeAttribute( 'disabled' ); } );\n\n\t\t\t// Apply fragment decorators to directional buttons based on\n\t\t\t// what slide axis they are in\n\t\t\tif( this.Reveal.isVerticalSlide( currentSlide ) ) {\n\t\t\t\tif( fragmentsRoutes.prev ) this.controlsUp.forEach( el => { el.classList.add( 'fragmented', 'enabled' ); el.removeAttribute( 'disabled' ); } );\n\t\t\t\tif( fragmentsRoutes.next ) this.controlsDown.forEach( el => { el.classList.add( 'fragmented', 'enabled' ); el.removeAttribute( 'disabled' ); } );\n\t\t\t}\n\t\t\telse {\n\t\t\t\tif( fragmentsRoutes.prev ) this.controlsLeft.forEach( el => { el.classList.add( 'fragmented', 'enabled' ); el.removeAttribute( 'disabled' ); } );\n\t\t\t\tif( fragmentsRoutes.next ) this.controlsRight.forEach( el => { el.classList.add( 'fragmented', 'enabled' ); el.removeAttribute( 'disabled' ); } );\n\t\t\t}\n\n\t\t}\n\n\t\tif( this.Reveal.getConfig().controlsTutorial ) {\n\n\t\t\tlet indices = this.Reveal.getIndices();\n\n\t\t\t// Highlight control arrows with an animation to ensure\n\t\t\t// that the viewer knows how to navigate\n\t\t\tif( !this.Reveal.hasNavigatedVertically() && routes.down ) {\n\t\t\t\tthis.controlsDownArrow.classList.add( 'highlight' );\n\t\t\t}\n\t\t\telse {\n\t\t\t\tthis.controlsDownArrow.classList.remove( 'highlight' );\n\n\t\t\t\tif( this.Reveal.getConfig().rtl ) {\n\n\t\t\t\t\tif( !this.Reveal.hasNavigatedHorizontally() && routes.left && indices.v === 0 ) {\n\t\t\t\t\t\tthis.controlsLeftArrow.classList.add( 'highlight' );\n\t\t\t\t\t}\n\t\t\t\t\telse {\n\t\t\t\t\t\tthis.controlsLeftArrow.classList.remove( 'highlight' );\n\t\t\t\t\t}\n\n\t\t\t\t} else {\n\n\t\t\t\t\tif( !this.Reveal.hasNavigatedHorizontally() && routes.right && indices.v === 0 ) {\n\t\t\t\t\t\tthis.controlsRightArrow.classList.add( 'highlight' );\n\t\t\t\t\t}\n\t\t\t\t\telse {\n\t\t\t\t\t\tthis.controlsRightArrow.classList.remove( 'highlight' );\n\t\t\t\t\t}\n\t\t\t\t}\n\t\t\t}\n\t\t}\n\t}\n\n\tdestroy() {\n\n\t\tthis.unbind();\n\t\tthis.element.remove();\n\n\t}\n\n\t/**\n\t * Event handlers for navigation control buttons.\n\t */\n\tonNavigateLeftClicked( event ) {\n\n\t\tevent.preventDefault();\n\t\tthis.Reveal.onUserInput();\n\n\t\tif( this.Reveal.getConfig().navigationMode === 'linear' ) {\n\t\t\tthis.Reveal.prev();\n\t\t}\n\t\telse {\n\t\t\tthis.Reveal.left();\n\t\t}\n\n\t}\n\n\tonNavigateRightClicked( event ) {\n\n\t\tevent.preventDefault();\n\t\tthis.Reveal.onUserInput();\n\n\t\tif( this.Reveal.getConfig().navigationMode === 'linear' ) {\n\t\t\tthis.Reveal.next();\n\t\t}\n\t\telse {\n\t\t\tthis.Reveal.right();\n\t\t}\n\n\t}\n\n\tonNavigateUpClicked( event ) {\n\n\t\tevent.preventDefault();\n\t\tthis.Reveal.onUserInput();\n\n\t\tthis.Reveal.up();\n\n\t}\n\n\tonNavigateDownClicked( event ) {\n\n\t\tevent.preventDefault();\n\t\tthis.Reveal.onUserInput();\n\n\t\tthis.Reveal.down();\n\n\t}\n\n\tonNavigatePrevClicked( event ) {\n\n\t\tevent.preventDefault();\n\t\tthis.Reveal.onUserInput();\n\n\t\tthis.Reveal.prev();\n\n\t}\n\n\tonNavigateNextClicked( event ) {\n\n\t\tevent.preventDefault();\n\t\tthis.Reveal.onUserInput();\n\n\t\tthis.Reveal.next();\n\n\t}\n\n\n}","/**\n * Creates a visual progress bar for the presentation.\n */\nexport default class Progress {\n\n\tconstructor( Reveal ) {\n\n\t\tthis.Reveal = Reveal;\n\n\t\tthis.onProgressClicked = this.onProgressClicked.bind( this );\n\n\t}\n\n\trender() {\n\n\t\tthis.element = document.createElement( 'div' );\n\t\tthis.element.className = 'progress';\n\t\tthis.Reveal.getRevealElement().appendChild( this.element );\n\n\t\tthis.bar = document.createElement( 'span' );\n\t\tthis.element.appendChild( this.bar );\n\n\t}\n\n\t/**\n\t * Called when the reveal.js config is updated.\n\t */\n\tconfigure( config, oldConfig ) {\n\n\t\tthis.element.style.display = config.progress ? 'block' : 'none';\n\n\t}\n\n\tbind() {\n\n\t\tif( this.Reveal.getConfig().progress && this.element ) {\n\t\t\tthis.element.addEventListener( 'click', this.onProgressClicked, false );\n\t\t}\n\n\t}\n\n\tunbind() {\n\n\t\tif ( this.Reveal.getConfig().progress && this.element ) {\n\t\t\tthis.element.removeEventListener( 'click', this.onProgressClicked, false );\n\t\t}\n\n\t}\n\n\t/**\n\t * Updates the progress bar to reflect the current slide.\n\t */\n\tupdate() {\n\n\t\t// Update progress if enabled\n\t\tif( this.Reveal.getConfig().progress && this.bar ) {\n\n\t\t\tlet scale = this.Reveal.getProgress();\n\n\t\t\t// Don't fill the progress bar if there's only one slide\n\t\t\tif( this.Reveal.getTotalSlides() < 2 ) {\n\t\t\t\tscale = 0;\n\t\t\t}\n\n\t\t\tthis.bar.style.transform = 'scaleX('+ scale +')';\n\n\t\t}\n\n\t}\n\n\tgetMaxWidth() {\n\n\t\treturn this.Reveal.getRevealElement().offsetWidth;\n\n\t}\n\n\t/**\n\t * Clicking on the progress bar results in a navigation to the\n\t * closest approximate horizontal slide using this equation:\n\t *\n\t * ( clickX / presentationWidth ) * numberOfSlides\n\t *\n\t * @param {object} event\n\t */\n\tonProgressClicked( event ) {\n\n\t\tthis.Reveal.onUserInput( event );\n\n\t\tevent.preventDefault();\n\n\t\tlet slides = this.Reveal.getSlides();\n\t\tlet slidesTotal = slides.length;\n\t\tlet slideIndex = Math.floor( ( event.clientX / this.getMaxWidth() ) * slidesTotal );\n\n\t\tif( this.Reveal.getConfig().rtl ) {\n\t\t\tslideIndex = slidesTotal - slideIndex;\n\t\t}\n\n\t\tlet targetIndices = this.Reveal.getIndices(slides[slideIndex]);\n\t\tthis.Reveal.slide( targetIndices.h, targetIndices.v );\n\n\t}\n\n\tdestroy() {\n\n\t\tthis.element.remove();\n\n\t}\n\n}","/**\n * Handles hiding of the pointer/cursor when inactive.\n */\nexport default class Pointer {\n\n\tconstructor( Reveal ) {\n\n\t\tthis.Reveal = Reveal;\n\n\t\t// Throttles mouse wheel navigation\n\t\tthis.lastMouseWheelStep = 0;\n\n\t\t// Is the mouse pointer currently hidden from view\n\t\tthis.cursorHidden = false;\n\n\t\t// Timeout used to determine when the cursor is inactive\n\t\tthis.cursorInactiveTimeout = 0;\n\n\t\tthis.onDocumentCursorActive = this.onDocumentCursorActive.bind( this );\n\t\tthis.onDocumentMouseScroll = this.onDocumentMouseScroll.bind( this );\n\n\t}\n\n\t/**\n\t * Called when the reveal.js config is updated.\n\t */\n\tconfigure( config, oldConfig ) {\n\n\t\tif( config.mouseWheel ) {\n\t\t\tdocument.addEventListener( 'DOMMouseScroll', this.onDocumentMouseScroll, false ); // FF\n\t\t\tdocument.addEventListener( 'mousewheel', this.onDocumentMouseScroll, false );\n\t\t}\n\t\telse {\n\t\t\tdocument.removeEventListener( 'DOMMouseScroll', this.onDocumentMouseScroll, false ); // FF\n\t\t\tdocument.removeEventListener( 'mousewheel', this.onDocumentMouseScroll, false );\n\t\t}\n\n\t\t// Auto-hide the mouse pointer when its inactive\n\t\tif( config.hideInactiveCursor ) {\n\t\t\tdocument.addEventListener( 'mousemove', this.onDocumentCursorActive, false );\n\t\t\tdocument.addEventListener( 'mousedown', this.onDocumentCursorActive, false );\n\t\t}\n\t\telse {\n\t\t\tthis.showCursor();\n\n\t\t\tdocument.removeEventListener( 'mousemove', this.onDocumentCursorActive, false );\n\t\t\tdocument.removeEventListener( 'mousedown', this.onDocumentCursorActive, false );\n\t\t}\n\n\t}\n\n\t/**\n\t * Shows the mouse pointer after it has been hidden with\n\t * #hideCursor.\n\t */\n\tshowCursor() {\n\n\t\tif( this.cursorHidden ) {\n\t\t\tthis.cursorHidden = false;\n\t\t\tthis.Reveal.getRevealElement().style.cursor = '';\n\t\t}\n\n\t}\n\n\t/**\n\t * Hides the mouse pointer when it's on top of the .reveal\n\t * container.\n\t */\n\thideCursor() {\n\n\t\tif( this.cursorHidden === false ) {\n\t\t\tthis.cursorHidden = true;\n\t\t\tthis.Reveal.getRevealElement().style.cursor = 'none';\n\t\t}\n\n\t}\n\n\tdestroy() {\n\n\t\tthis.showCursor();\n\n\t\tdocument.removeEventListener( 'DOMMouseScroll', this.onDocumentMouseScroll, false );\n\t\tdocument.removeEventListener( 'mousewheel', this.onDocumentMouseScroll, false );\n\t\tdocument.removeEventListener( 'mousemove', this.onDocumentCursorActive, false );\n\t\tdocument.removeEventListener( 'mousedown', this.onDocumentCursorActive, false );\n\n\t}\n\n\t/**\n\t * Called whenever there is mouse input at the document level\n\t * to determine if the cursor is active or not.\n\t *\n\t * @param {object} event\n\t */\n\tonDocumentCursorActive( event ) {\n\n\t\tthis.showCursor();\n\n\t\tclearTimeout( this.cursorInactiveTimeout );\n\n\t\tthis.cursorInactiveTimeout = setTimeout( this.hideCursor.bind( this ), this.Reveal.getConfig().hideCursorTime );\n\n\t}\n\n\t/**\n\t * Handles mouse wheel scrolling, throttled to avoid skipping\n\t * multiple slides.\n\t *\n\t * @param {object} event\n\t */\n\tonDocumentMouseScroll( event ) {\n\n\t\tif( Date.now() - this.lastMouseWheelStep > 1000 ) {\n\n\t\t\tthis.lastMouseWheelStep = Date.now();\n\n\t\t\tlet delta = event.detail || -event.wheelDelta;\n\t\t\tif( delta > 0 ) {\n\t\t\t\tthis.Reveal.next();\n\t\t\t}\n\t\t\telse if( delta < 0 ) {\n\t\t\t\tthis.Reveal.prev();\n\t\t\t}\n\n\t\t}\n\n\t}\n\n}","/**\n * Loads a JavaScript file from the given URL and executes it.\n *\n * @param {string} url Address of the .js file to load\n * @param {function} callback Method to invoke when the script\n * has loaded and executed\n */\nexport const loadScript = ( url, callback ) => {\n\n\tconst script = document.createElement( 'script' );\n\tscript.type = 'text/javascript';\n\tscript.async = false;\n\tscript.defer = false;\n\tscript.src = url;\n\n\tif( typeof callback === 'function' ) {\n\n\t\t// Success callback\n\t\tscript.onload = script.onreadystatechange = event => {\n\t\t\tif( event.type === 'load' || /loaded|complete/.test( script.readyState ) ) {\n\n\t\t\t\t// Kill event listeners\n\t\t\t\tscript.onload = script.onreadystatechange = script.onerror = null;\n\n\t\t\t\tcallback();\n\n\t\t\t}\n\t\t};\n\n\t\t// Error callback\n\t\tscript.onerror = err => {\n\n\t\t\t// Kill event listeners\n\t\t\tscript.onload = script.onreadystatechange = script.onerror = null;\n\n\t\t\tcallback( new Error( 'Failed loading script: ' + script.src + '\\n' + err ) );\n\n\t\t};\n\n\t}\n\n\t// Append the script at the end of \n\tconst head = document.querySelector( 'head' );\n\thead.insertBefore( script, head.lastChild );\n\n}","import { loadScript } from '../utils/loader.js'\n\n/**\n * Manages loading and registering of reveal.js plugins.\n */\nexport default class Plugins {\n\n\tconstructor( reveal ) {\n\n\t\tthis.Reveal = reveal;\n\n\t\t// Flags our current state (idle -> loading -> loaded)\n\t\tthis.state = 'idle';\n\n\t\t// An id:instance map of currently registed plugins\n\t\tthis.registeredPlugins = {};\n\n\t\tthis.asyncDependencies = [];\n\n\t}\n\n\t/**\n\t * Loads reveal.js dependencies, registers and\n\t * initializes plugins.\n\t *\n\t * Plugins are direct references to a reveal.js plugin\n\t * object that we register and initialize after any\n\t * synchronous dependencies have loaded.\n\t *\n\t * Dependencies are defined via the 'dependencies' config\n\t * option and will be loaded prior to starting reveal.js.\n\t * Some dependencies may have an 'async' flag, if so they\n\t * will load after reveal.js has been started up.\n\t */\n\tload( plugins, dependencies ) {\n\n\t\tthis.state = 'loading';\n\n\t\tplugins.forEach( this.registerPlugin.bind( this ) );\n\n\t\treturn new Promise( resolve => {\n\n\t\t\tlet scripts = [],\n\t\t\t\tscriptsToLoad = 0;\n\n\t\t\tdependencies.forEach( s => {\n\t\t\t\t// Load if there's no condition or the condition is truthy\n\t\t\t\tif( !s.condition || s.condition() ) {\n\t\t\t\t\tif( s.async ) {\n\t\t\t\t\t\tthis.asyncDependencies.push( s );\n\t\t\t\t\t}\n\t\t\t\t\telse {\n\t\t\t\t\t\tscripts.push( s );\n\t\t\t\t\t}\n\t\t\t\t}\n\t\t\t} );\n\n\t\t\tif( scripts.length ) {\n\t\t\t\tscriptsToLoad = scripts.length;\n\n\t\t\t\tconst scriptLoadedCallback = (s) => {\n\t\t\t\t\tif( s && typeof s.callback === 'function' ) s.callback();\n\n\t\t\t\t\tif( --scriptsToLoad === 0 ) {\n\t\t\t\t\t\tthis.initPlugins().then( resolve );\n\t\t\t\t\t}\n\t\t\t\t};\n\n\t\t\t\t// Load synchronous scripts\n\t\t\t\tscripts.forEach( s => {\n\t\t\t\t\tif( typeof s.id === 'string' ) {\n\t\t\t\t\t\tthis.registerPlugin( s );\n\t\t\t\t\t\tscriptLoadedCallback( s );\n\t\t\t\t\t}\n\t\t\t\t\telse if( typeof s.src === 'string' ) {\n\t\t\t\t\t\tloadScript( s.src, () => scriptLoadedCallback(s) );\n\t\t\t\t\t}\n\t\t\t\t\telse {\n\t\t\t\t\t\tconsole.warn( 'Unrecognized plugin format', s );\n\t\t\t\t\t\tscriptLoadedCallback();\n\t\t\t\t\t}\n\t\t\t\t} );\n\t\t\t}\n\t\t\telse {\n\t\t\t\tthis.initPlugins().then( resolve );\n\t\t\t}\n\n\t\t} );\n\n\t}\n\n\t/**\n\t * Initializes our plugins and waits for them to be ready\n\t * before proceeding.\n\t */\n\tinitPlugins() {\n\n\t\treturn new Promise( resolve => {\n\n\t\t\tlet pluginValues = Object.values( this.registeredPlugins );\n\t\t\tlet pluginsToInitialize = pluginValues.length;\n\n\t\t\t// If there are no plugins, skip this step\n\t\t\tif( pluginsToInitialize === 0 ) {\n\t\t\t\tthis.loadAsync().then( resolve );\n\t\t\t}\n\t\t\t// ... otherwise initialize plugins\n\t\t\telse {\n\n\t\t\t\tlet initNextPlugin;\n\n\t\t\t\tlet afterPlugInitialized = () => {\n\t\t\t\t\tif( --pluginsToInitialize === 0 ) {\n\t\t\t\t\t\tthis.loadAsync().then( resolve );\n\t\t\t\t\t}\n\t\t\t\t\telse {\n\t\t\t\t\t\tinitNextPlugin();\n\t\t\t\t\t}\n\t\t\t\t};\n\n\t\t\t\tlet i = 0;\n\n\t\t\t\t// Initialize plugins serially\n\t\t\t\tinitNextPlugin = () => {\n\n\t\t\t\t\tlet plugin = pluginValues[i++];\n\n\t\t\t\t\t// If the plugin has an 'init' method, invoke it\n\t\t\t\t\tif( typeof plugin.init === 'function' ) {\n\t\t\t\t\t\tlet promise = plugin.init( this.Reveal );\n\n\t\t\t\t\t\t// If the plugin returned a Promise, wait for it\n\t\t\t\t\t\tif( promise && typeof promise.then === 'function' ) {\n\t\t\t\t\t\t\tpromise.then( afterPlugInitialized );\n\t\t\t\t\t\t}\n\t\t\t\t\t\telse {\n\t\t\t\t\t\t\tafterPlugInitialized();\n\t\t\t\t\t\t}\n\t\t\t\t\t}\n\t\t\t\t\telse {\n\t\t\t\t\t\tafterPlugInitialized();\n\t\t\t\t\t}\n\n\t\t\t\t}\n\n\t\t\t\tinitNextPlugin();\n\n\t\t\t}\n\n\t\t} )\n\n\t}\n\n\t/**\n\t * Loads all async reveal.js dependencies.\n\t */\n\tloadAsync() {\n\n\t\tthis.state = 'loaded';\n\n\t\tif( this.asyncDependencies.length ) {\n\t\t\tthis.asyncDependencies.forEach( s => {\n\t\t\t\tloadScript( s.src, s.callback );\n\t\t\t} );\n\t\t}\n\n\t\treturn Promise.resolve();\n\n\t}\n\n\t/**\n\t * Registers a new plugin with this reveal.js instance.\n\t *\n\t * reveal.js waits for all regisered plugins to initialize\n\t * before considering itself ready, as long as the plugin\n\t * is registered before calling `Reveal.initialize()`.\n\t */\n\tregisterPlugin( plugin ) {\n\n\t\t// Backwards compatibility to make reveal.js ~3.9.0\n\t\t// plugins work with reveal.js 4.0.0\n\t\tif( arguments.length === 2 && typeof arguments[0] === 'string' ) {\n\t\t\tplugin = arguments[1];\n\t\t\tplugin.id = arguments[0];\n\t\t}\n\t\t// Plugin can optionally be a function which we call\n\t\t// to create an instance of the plugin\n\t\telse if( typeof plugin === 'function' ) {\n\t\t\tplugin = plugin();\n\t\t}\n\n\t\tlet id = plugin.id;\n\n\t\tif( typeof id !== 'string' ) {\n\t\t\tconsole.warn( 'Unrecognized plugin format; can\\'t find plugin.id', plugin );\n\t\t}\n\t\telse if( this.registeredPlugins[id] === undefined ) {\n\t\t\tthis.registeredPlugins[id] = plugin;\n\n\t\t\t// If a plugin is registered after reveal.js is loaded,\n\t\t\t// initialize it right away\n\t\t\tif( this.state === 'loaded' && typeof plugin.init === 'function' ) {\n\t\t\t\tplugin.init( this.Reveal );\n\t\t\t}\n\t\t}\n\t\telse {\n\t\t\tconsole.warn( 'reveal.js: \"'+ id +'\" plugin has already been registered' );\n\t\t}\n\n\t}\n\n\t/**\n\t * Checks if a specific plugin has been registered.\n\t *\n\t * @param {String} id Unique plugin identifier\n\t */\n\thasPlugin( id ) {\n\n\t\treturn !!this.registeredPlugins[id];\n\n\t}\n\n\t/**\n\t * Returns the specific plugin instance, if a plugin\n\t * with the given ID has been registered.\n\t *\n\t * @param {String} id Unique plugin identifier\n\t */\n\tgetPlugin( id ) {\n\n\t\treturn this.registeredPlugins[id];\n\n\t}\n\n\tgetRegisteredPlugins() {\n\n\t\treturn this.registeredPlugins;\n\n\t}\n\n\tdestroy() {\n\n\t\tObject.values( this.registeredPlugins ).forEach( plugin => {\n\t\t\tif( typeof plugin.destroy === 'function' ) {\n\t\t\t\tplugin.destroy();\n\t\t\t}\n\t\t} );\n\n\t\tthis.registeredPlugins = {};\n\t\tthis.asyncDependencies = [];\n\n\t}\n\n}\n","import { SLIDES_SELECTOR } from '../utils/constants.js'\nimport { queryAll, createStyleSheet } from '../utils/util.js'\n\n/**\n * Setups up our presentation for printing/exporting to PDF.\n */\nexport default class Print {\n\n\tconstructor( Reveal ) {\n\n\t\tthis.Reveal = Reveal;\n\n\t}\n\n\t/**\n\t * Configures the presentation for printing to a static\n\t * PDF.\n\t */\n\tasync setupPDF() {\n\n\t\tconst config = this.Reveal.getConfig();\n\t\tconst slides = queryAll( this.Reveal.getRevealElement(), SLIDES_SELECTOR )\n\n\t\t// Compute slide numbers now, before we start duplicating slides\n\t\tconst doingSlideNumbers = config.slideNumber && /all|print/i.test( config.showSlideNumber );\n\n\t\tconst slideSize = this.Reveal.getComputedSlideSize( window.innerWidth, window.innerHeight );\n\n\t\t// Dimensions of the PDF pages\n\t\tconst pageWidth = Math.floor( slideSize.width * ( 1 + config.margin ) ),\n\t\t\tpageHeight = Math.floor( slideSize.height * ( 1 + config.margin ) );\n\n\t\t// Dimensions of slides within the pages\n\t\tconst slideWidth = slideSize.width,\n\t\t\tslideHeight = slideSize.height;\n\n\t\tawait new Promise( requestAnimationFrame );\n\n\t\t// Let the browser know what page size we want to print\n\t\tcreateStyleSheet( '@page{size:'+ pageWidth +'px '+ pageHeight +'px; margin: 0px;}' );\n\n\t\t// Limit the size of certain elements to the dimensions of the slide\n\t\tcreateStyleSheet( '.reveal section>img, .reveal section>video, .reveal section>iframe{max-width: '+ slideWidth +'px; max-height:'+ slideHeight +'px}' );\n\n\t\tdocument.documentElement.classList.add( 'print-pdf' );\n\t\tdocument.body.style.width = pageWidth + 'px';\n\t\tdocument.body.style.height = pageHeight + 'px';\n\n\t\tconst viewportElement = document.querySelector( '.reveal-viewport' );\n\t\tlet presentationBackground;\n\t\tif( viewportElement ) {\n\t\t\tconst viewportStyles = window.getComputedStyle( viewportElement );\n\t\t\tif( viewportStyles && viewportStyles.background ) {\n\t\t\t\tpresentationBackground = viewportStyles.background;\n\t\t\t}\n\t\t}\n\n\t\t// Make sure stretch elements fit on slide\n\t\tawait new Promise( requestAnimationFrame );\n\t\tthis.Reveal.layoutSlideContents( slideWidth, slideHeight );\n\n\t\t// Batch scrollHeight access to prevent layout thrashing\n\t\tawait new Promise( requestAnimationFrame );\n\n\t\tconst slideScrollHeights = slides.map( slide => slide.scrollHeight );\n\n\t\tconst pages = [];\n\t\tconst pageContainer = slides[0].parentNode;\n\n\t\t// Slide and slide background layout\n\t\tslides.forEach( function( slide, index ) {\n\n\t\t\t// Vertical stacks are not centred since their section\n\t\t\t// children will be\n\t\t\tif( slide.classList.contains( 'stack' ) === false ) {\n\t\t\t\t// Center the slide inside of the page, giving the slide some margin\n\t\t\t\tlet left = ( pageWidth - slideWidth ) / 2;\n\t\t\t\tlet top = ( pageHeight - slideHeight ) / 2;\n\n\t\t\t\tconst contentHeight = slideScrollHeights[ index ];\n\t\t\t\tlet numberOfPages = Math.max( Math.ceil( contentHeight / pageHeight ), 1 );\n\n\t\t\t\t// Adhere to configured pages per slide limit\n\t\t\t\tnumberOfPages = Math.min( numberOfPages, config.pdfMaxPagesPerSlide );\n\n\t\t\t\t// Center slides vertically\n\t\t\t\tif( numberOfPages === 1 && config.center || slide.classList.contains( 'center' ) ) {\n\t\t\t\t\ttop = Math.max( ( pageHeight - contentHeight ) / 2, 0 );\n\t\t\t\t}\n\n\t\t\t\t// Wrap the slide in a page element and hide its overflow\n\t\t\t\t// so that no page ever flows onto another\n\t\t\t\tconst page = document.createElement( 'div' );\n\t\t\t\tpages.push( page );\n\n\t\t\t\tpage.className = 'pdf-page';\n\t\t\t\tpage.style.height = ( ( pageHeight + config.pdfPageHeightOffset ) * numberOfPages ) + 'px';\n\n\t\t\t\t// Copy the presentation-wide background to each individual\n\t\t\t\t// page when printing\n\t\t\t\tif( presentationBackground ) {\n\t\t\t\t\tpage.style.background = presentationBackground;\n\t\t\t\t}\n\n\t\t\t\tpage.appendChild( slide );\n\n\t\t\t\t// Position the slide inside of the page\n\t\t\t\tslide.style.left = left + 'px';\n\t\t\t\tslide.style.top = top + 'px';\n\t\t\t\tslide.style.width = slideWidth + 'px';\n\n\t\t\t\t// Re-run the slide layout so that r-fit-text is applied based on\n\t\t\t\t// the printed slide size\n\t\t\t\tthis.Reveal.slideContent.layout( slide )\n\n\t\t\t\tif( slide.slideBackgroundElement ) {\n\t\t\t\t\tpage.insertBefore( slide.slideBackgroundElement, slide );\n\t\t\t\t}\n\n\t\t\t\t// Inject notes if `showNotes` is enabled\n\t\t\t\tif( config.showNotes ) {\n\n\t\t\t\t\t// Are there notes for this slide?\n\t\t\t\t\tconst notes = this.Reveal.getSlideNotes( slide );\n\t\t\t\t\tif( notes ) {\n\n\t\t\t\t\t\tconst notesSpacing = 8;\n\t\t\t\t\t\tconst notesLayout = typeof config.showNotes === 'string' ? config.showNotes : 'inline';\n\t\t\t\t\t\tconst notesElement = document.createElement( 'div' );\n\t\t\t\t\t\tnotesElement.classList.add( 'speaker-notes' );\n\t\t\t\t\t\tnotesElement.classList.add( 'speaker-notes-pdf' );\n\t\t\t\t\t\tnotesElement.setAttribute( 'data-layout', notesLayout );\n\t\t\t\t\t\tnotesElement.innerHTML = notes;\n\n\t\t\t\t\t\tif( notesLayout === 'separate-page' ) {\n\t\t\t\t\t\t\tpages.push( notesElement );\n\t\t\t\t\t\t}\n\t\t\t\t\t\telse {\n\t\t\t\t\t\t\tnotesElement.style.left = notesSpacing + 'px';\n\t\t\t\t\t\t\tnotesElement.style.bottom = notesSpacing + 'px';\n\t\t\t\t\t\t\tnotesElement.style.width = ( pageWidth - notesSpacing*2 ) + 'px';\n\t\t\t\t\t\t\tpage.appendChild( notesElement );\n\t\t\t\t\t\t}\n\n\t\t\t\t\t}\n\n\t\t\t\t}\n\n\t\t\t\t// Inject slide numbers if `slideNumbers` are enabled\n\t\t\t\tif( doingSlideNumbers ) {\n\t\t\t\t\tconst slideNumber = index + 1;\n\t\t\t\t\tconst numberElement = document.createElement( 'div' );\n\t\t\t\t\tnumberElement.classList.add( 'slide-number' );\n\t\t\t\t\tnumberElement.classList.add( 'slide-number-pdf' );\n\t\t\t\t\tnumberElement.innerHTML = slideNumber;\n\t\t\t\t\tpage.appendChild( numberElement );\n\t\t\t\t}\n\n\t\t\t\t// Copy page and show fragments one after another\n\t\t\t\tif( config.pdfSeparateFragments ) {\n\n\t\t\t\t\t// Each fragment 'group' is an array containing one or more\n\t\t\t\t\t// fragments. Multiple fragments that appear at the same time\n\t\t\t\t\t// are part of the same group.\n\t\t\t\t\tconst fragmentGroups = this.Reveal.fragments.sort( page.querySelectorAll( '.fragment' ), true );\n\n\t\t\t\t\tlet previousFragmentStep;\n\n\t\t\t\t\tfragmentGroups.forEach( function( fragments ) {\n\n\t\t\t\t\t\t// Remove 'current-fragment' from the previous group\n\t\t\t\t\t\tif( previousFragmentStep ) {\n\t\t\t\t\t\t\tpreviousFragmentStep.forEach( function( fragment ) {\n\t\t\t\t\t\t\t\tfragment.classList.remove( 'current-fragment' );\n\t\t\t\t\t\t\t} );\n\t\t\t\t\t\t}\n\n\t\t\t\t\t\t// Show the fragments for the current index\n\t\t\t\t\t\tfragments.forEach( function( fragment ) {\n\t\t\t\t\t\t\tfragment.classList.add( 'visible', 'current-fragment' );\n\t\t\t\t\t\t}, this );\n\n\t\t\t\t\t\t// Create a separate page for the current fragment state\n\t\t\t\t\t\tconst clonedPage = page.cloneNode( true );\n\t\t\t\t\t\tpages.push( clonedPage );\n\n\t\t\t\t\t\tpreviousFragmentStep = fragments;\n\n\t\t\t\t\t}, this );\n\n\t\t\t\t\t// Reset the first/original page so that all fragments are hidden\n\t\t\t\t\tfragmentGroups.forEach( function( fragments ) {\n\t\t\t\t\t\tfragments.forEach( function( fragment ) {\n\t\t\t\t\t\t\tfragment.classList.remove( 'visible', 'current-fragment' );\n\t\t\t\t\t\t} );\n\t\t\t\t\t} );\n\n\t\t\t\t}\n\t\t\t\t// Show all fragments\n\t\t\t\telse {\n\t\t\t\t\tqueryAll( page, '.fragment:not(.fade-out)' ).forEach( function( fragment ) {\n\t\t\t\t\t\tfragment.classList.add( 'visible' );\n\t\t\t\t\t} );\n\t\t\t\t}\n\n\t\t\t}\n\n\t\t}, this );\n\n\t\tawait new Promise( requestAnimationFrame );\n\n\t\tpages.forEach( page => pageContainer.appendChild( page ) );\n\n\t\t// Notify subscribers that the PDF layout is good to go\n\t\tthis.Reveal.dispatchEvent({ type: 'pdf-ready' });\n\n\t}\n\n\t/**\n\t * Checks if this instance is being used to print a PDF.\n\t */\n\tisPrintingPDF() {\n\n\t\treturn ( /print-pdf/gi ).test( window.location.search );\n\n\t}\n\n}\n","import { isAndroid } from '../utils/device.js'\nimport { matches } from '../utils/util.js'\n\nconst SWIPE_THRESHOLD = 40;\n\n/**\n * Controls all touch interactions and navigations for\n * a presentation.\n */\nexport default class Touch {\n\n\tconstructor( Reveal ) {\n\n\t\tthis.Reveal = Reveal;\n\n\t\t// Holds information about the currently ongoing touch interaction\n\t\tthis.touchStartX = 0;\n\t\tthis.touchStartY = 0;\n\t\tthis.touchStartCount = 0;\n\t\tthis.touchCaptured = false;\n\n\t\tthis.onPointerDown = this.onPointerDown.bind( this );\n\t\tthis.onPointerMove = this.onPointerMove.bind( this );\n\t\tthis.onPointerUp = this.onPointerUp.bind( this );\n\t\tthis.onTouchStart = this.onTouchStart.bind( this );\n\t\tthis.onTouchMove = this.onTouchMove.bind( this );\n\t\tthis.onTouchEnd = this.onTouchEnd.bind( this );\n\n\t}\n\n\t/**\n\t *\n\t */\n\tbind() {\n\n\t\tlet revealElement = this.Reveal.getRevealElement();\n\n\t\tif( 'onpointerdown' in window ) {\n\t\t\t// Use W3C pointer events\n\t\t\trevealElement.addEventListener( 'pointerdown', this.onPointerDown, false );\n\t\t\trevealElement.addEventListener( 'pointermove', this.onPointerMove, false );\n\t\t\trevealElement.addEventListener( 'pointerup', this.onPointerUp, false );\n\t\t}\n\t\telse if( window.navigator.msPointerEnabled ) {\n\t\t\t// IE 10 uses prefixed version of pointer events\n\t\t\trevealElement.addEventListener( 'MSPointerDown', this.onPointerDown, false );\n\t\t\trevealElement.addEventListener( 'MSPointerMove', this.onPointerMove, false );\n\t\t\trevealElement.addEventListener( 'MSPointerUp', this.onPointerUp, false );\n\t\t}\n\t\telse {\n\t\t\t// Fall back to touch events\n\t\t\trevealElement.addEventListener( 'touchstart', this.onTouchStart, false );\n\t\t\trevealElement.addEventListener( 'touchmove', this.onTouchMove, false );\n\t\t\trevealElement.addEventListener( 'touchend', this.onTouchEnd, false );\n\t\t}\n\n\t}\n\n\t/**\n\t *\n\t */\n\tunbind() {\n\n\t\tlet revealElement = this.Reveal.getRevealElement();\n\n\t\trevealElement.removeEventListener( 'pointerdown', this.onPointerDown, false );\n\t\trevealElement.removeEventListener( 'pointermove', this.onPointerMove, false );\n\t\trevealElement.removeEventListener( 'pointerup', this.onPointerUp, false );\n\n\t\trevealElement.removeEventListener( 'MSPointerDown', this.onPointerDown, false );\n\t\trevealElement.removeEventListener( 'MSPointerMove', this.onPointerMove, false );\n\t\trevealElement.removeEventListener( 'MSPointerUp', this.onPointerUp, false );\n\n\t\trevealElement.removeEventListener( 'touchstart', this.onTouchStart, false );\n\t\trevealElement.removeEventListener( 'touchmove', this.onTouchMove, false );\n\t\trevealElement.removeEventListener( 'touchend', this.onTouchEnd, false );\n\n\t}\n\n\t/**\n\t * Checks if the target element prevents the triggering of\n\t * swipe navigation.\n\t */\n\tisSwipePrevented( target ) {\n\n\t\t// Prevent accidental swipes when scrubbing timelines\n\t\tif( matches( target, 'video, audio' ) ) return true;\n\n\t\twhile( target && typeof target.hasAttribute === 'function' ) {\n\t\t\tif( target.hasAttribute( 'data-prevent-swipe' ) ) return true;\n\t\t\ttarget = target.parentNode;\n\t\t}\n\n\t\treturn false;\n\n\t}\n\n\t/**\n\t * Handler for the 'touchstart' event, enables support for\n\t * swipe and pinch gestures.\n\t *\n\t * @param {object} event\n\t */\n\tonTouchStart( event ) {\n\n\t\tif( this.isSwipePrevented( event.target ) ) return true;\n\n\t\tthis.touchStartX = event.touches[0].clientX;\n\t\tthis.touchStartY = event.touches[0].clientY;\n\t\tthis.touchStartCount = event.touches.length;\n\n\t}\n\n\t/**\n\t * Handler for the 'touchmove' event.\n\t *\n\t * @param {object} event\n\t */\n\tonTouchMove( event ) {\n\n\t\tif( this.isSwipePrevented( event.target ) ) return true;\n\n\t\tlet config = this.Reveal.getConfig();\n\n\t\t// Each touch should only trigger one action\n\t\tif( !this.touchCaptured ) {\n\t\t\tthis.Reveal.onUserInput( event );\n\n\t\t\tlet currentX = event.touches[0].clientX;\n\t\t\tlet currentY = event.touches[0].clientY;\n\n\t\t\t// There was only one touch point, look for a swipe\n\t\t\tif( event.touches.length === 1 && this.touchStartCount !== 2 ) {\n\n\t\t\t\tlet availableRoutes = this.Reveal.availableRoutes({ includeFragments: true });\n\n\t\t\t\tlet deltaX = currentX - this.touchStartX,\n\t\t\t\t\tdeltaY = currentY - this.touchStartY;\n\n\t\t\t\tif( deltaX > SWIPE_THRESHOLD && Math.abs( deltaX ) > Math.abs( deltaY ) ) {\n\t\t\t\t\tthis.touchCaptured = true;\n\t\t\t\t\tif( config.navigationMode === 'linear' ) {\n\t\t\t\t\t\tif( config.rtl ) {\n\t\t\t\t\t\t\tthis.Reveal.next();\n\t\t\t\t\t\t}\n\t\t\t\t\t\telse {\n\t\t\t\t\t\t\tthis.Reveal.prev();\n\t\t\t\t\t\t}\n\t\t\t\t\t}\n\t\t\t\t\telse {\n\t\t\t\t\t\tthis.Reveal.left();\n\t\t\t\t\t}\n\t\t\t\t}\n\t\t\t\telse if( deltaX < -SWIPE_THRESHOLD && Math.abs( deltaX ) > Math.abs( deltaY ) ) {\n\t\t\t\t\tthis.touchCaptured = true;\n\t\t\t\t\tif( config.navigationMode === 'linear' ) {\n\t\t\t\t\t\tif( config.rtl ) {\n\t\t\t\t\t\t\tthis.Reveal.prev();\n\t\t\t\t\t\t}\n\t\t\t\t\t\telse {\n\t\t\t\t\t\t\tthis.Reveal.next();\n\t\t\t\t\t\t}\n\t\t\t\t\t}\n\t\t\t\t\telse {\n\t\t\t\t\t\tthis.Reveal.right();\n\t\t\t\t\t}\n\t\t\t\t}\n\t\t\t\telse if( deltaY > SWIPE_THRESHOLD && availableRoutes.up ) {\n\t\t\t\t\tthis.touchCaptured = true;\n\t\t\t\t\tif( config.navigationMode === 'linear' ) {\n\t\t\t\t\t\tthis.Reveal.prev();\n\t\t\t\t\t}\n\t\t\t\t\telse {\n\t\t\t\t\t\tthis.Reveal.up();\n\t\t\t\t\t}\n\t\t\t\t}\n\t\t\t\telse if( deltaY < -SWIPE_THRESHOLD && availableRoutes.down ) {\n\t\t\t\t\tthis.touchCaptured = true;\n\t\t\t\t\tif( config.navigationMode === 'linear' ) {\n\t\t\t\t\t\tthis.Reveal.next();\n\t\t\t\t\t}\n\t\t\t\t\telse {\n\t\t\t\t\t\tthis.Reveal.down();\n\t\t\t\t\t}\n\t\t\t\t}\n\n\t\t\t\t// If we're embedded, only block touch events if they have\n\t\t\t\t// triggered an action\n\t\t\t\tif( config.embedded ) {\n\t\t\t\t\tif( this.touchCaptured || this.Reveal.isVerticalSlide() ) {\n\t\t\t\t\t\tevent.preventDefault();\n\t\t\t\t\t}\n\t\t\t\t}\n\t\t\t\t// Not embedded? Block them all to avoid needless tossing\n\t\t\t\t// around of the viewport in iOS\n\t\t\t\telse {\n\t\t\t\t\tevent.preventDefault();\n\t\t\t\t}\n\n\t\t\t}\n\t\t}\n\t\t// There's a bug with swiping on some Android devices unless\n\t\t// the default action is always prevented\n\t\telse if( isAndroid ) {\n\t\t\tevent.preventDefault();\n\t\t}\n\n\t}\n\n\t/**\n\t * Handler for the 'touchend' event.\n\t *\n\t * @param {object} event\n\t */\n\tonTouchEnd( event ) {\n\n\t\tthis.touchCaptured = false;\n\n\t}\n\n\t/**\n\t * Convert pointer down to touch start.\n\t *\n\t * @param {object} event\n\t */\n\tonPointerDown( event ) {\n\n\t\tif( event.pointerType === event.MSPOINTER_TYPE_TOUCH || event.pointerType === \"touch\" ) {\n\t\t\tevent.touches = [{ clientX: event.clientX, clientY: event.clientY }];\n\t\t\tthis.onTouchStart( event );\n\t\t}\n\n\t}\n\n\t/**\n\t * Convert pointer move to touch move.\n\t *\n\t * @param {object} event\n\t */\n\tonPointerMove( event ) {\n\n\t\tif( event.pointerType === event.MSPOINTER_TYPE_TOUCH || event.pointerType === \"touch\" ) {\n\t\t\tevent.touches = [{ clientX: event.clientX, clientY: event.clientY }];\n\t\t\tthis.onTouchMove( event );\n\t\t}\n\n\t}\n\n\t/**\n\t * Convert pointer up to touch end.\n\t *\n\t * @param {object} event\n\t */\n\tonPointerUp( event ) {\n\n\t\tif( event.pointerType === event.MSPOINTER_TYPE_TOUCH || event.pointerType === \"touch\" ) {\n\t\t\tevent.touches = [{ clientX: event.clientX, clientY: event.clientY }];\n\t\t\tthis.onTouchEnd( event );\n\t\t}\n\n\t}\n\n}","import { closest } from '../utils/util.js'\n\n/**\n * Manages focus when a presentation is embedded. This\n * helps us only capture keyboard from the presentation\n * a user is currently interacting with in a page where\n * multiple presentations are embedded.\n */\n\nconst STATE_FOCUS = 'focus';\nconst STATE_BLUR = 'blur';\n\nexport default class Focus {\n\n\tconstructor( Reveal ) {\n\n\t\tthis.Reveal = Reveal;\n\n\t\tthis.onRevealPointerDown = this.onRevealPointerDown.bind( this );\n\t\tthis.onDocumentPointerDown = this.onDocumentPointerDown.bind( this );\n\n\t}\n\n\t/**\n\t * Called when the reveal.js config is updated.\n\t */\n\tconfigure( config, oldConfig ) {\n\n\t\tif( config.embedded ) {\n\t\t\tthis.blur();\n\t\t}\n\t\telse {\n\t\t\tthis.focus();\n\t\t\tthis.unbind();\n\t\t}\n\n\t}\n\n\tbind() {\n\n\t\tif( this.Reveal.getConfig().embedded ) {\n\t\t\tthis.Reveal.getRevealElement().addEventListener( 'pointerdown', this.onRevealPointerDown, false );\n\t\t}\n\n\t}\n\n\tunbind() {\n\n\t\tthis.Reveal.getRevealElement().removeEventListener( 'pointerdown', this.onRevealPointerDown, false );\n\t\tdocument.removeEventListener( 'pointerdown', this.onDocumentPointerDown, false );\n\n\t}\n\n\tfocus() {\n\n\t\tif( this.state !== STATE_FOCUS ) {\n\t\t\tthis.Reveal.getRevealElement().classList.add( 'focused' );\n\t\t\tdocument.addEventListener( 'pointerdown', this.onDocumentPointerDown, false );\n\t\t}\n\n\t\tthis.state = STATE_FOCUS;\n\n\t}\n\n\tblur() {\n\n\t\tif( this.state !== STATE_BLUR ) {\n\t\t\tthis.Reveal.getRevealElement().classList.remove( 'focused' );\n\t\t\tdocument.removeEventListener( 'pointerdown', this.onDocumentPointerDown, false );\n\t\t}\n\n\t\tthis.state = STATE_BLUR;\n\n\t}\n\n\tisFocused() {\n\n\t\treturn this.state === STATE_FOCUS;\n\n\t}\n\n\tdestroy() {\n\n\t\tthis.Reveal.getRevealElement().classList.remove( 'focused' );\n\n\t}\n\n\tonRevealPointerDown( event ) {\n\n\t\tthis.focus();\n\n\t}\n\n\tonDocumentPointerDown( event ) {\n\n\t\tlet revealElement = closest( event.target, '.reveal' );\n\t\tif( !revealElement || revealElement !== this.Reveal.getRevealElement() ) {\n\t\t\tthis.blur();\n\t\t}\n\n\t}\n\n}","/**\n * Handles the showing and \n */\nexport default class Notes {\n\n\tconstructor( Reveal ) {\n\n\t\tthis.Reveal = Reveal;\n\n\t}\n\n\trender() {\n\n\t\tthis.element = document.createElement( 'div' );\n\t\tthis.element.className = 'speaker-notes';\n\t\tthis.element.setAttribute( 'data-prevent-swipe', '' );\n\t\tthis.element.setAttribute( 'tabindex', '0' );\n\t\tthis.Reveal.getRevealElement().appendChild( this.element );\n\n\t}\n\n\t/**\n\t * Called when the reveal.js config is updated.\n\t */\n\tconfigure( config, oldConfig ) {\n\n\t\tif( config.showNotes ) {\n\t\t\tthis.element.setAttribute( 'data-layout', typeof config.showNotes === 'string' ? config.showNotes : 'inline' );\n\t\t}\n\n\t}\n\n\t/**\n\t * Pick up notes from the current slide and display them\n\t * to the viewer.\n\t *\n\t * @see {@link config.showNotes}\n\t */\n\tupdate() {\n\n\t\tif( this.Reveal.getConfig().showNotes && this.element && this.Reveal.getCurrentSlide() && !this.Reveal.print.isPrintingPDF() ) {\n\n\t\t\tthis.element.innerHTML = this.getSlideNotes() || 'No notes on this slide.';\n\n\t\t}\n\n\t}\n\n\t/**\n\t * Updates the visibility of the speaker notes sidebar that\n\t * is used to share annotated slides. The notes sidebar is\n\t * only visible if showNotes is true and there are notes on\n\t * one or more slides in the deck.\n\t */\n\tupdateVisibility() {\n\n\t\tif( this.Reveal.getConfig().showNotes && this.hasNotes() && !this.Reveal.print.isPrintingPDF() ) {\n\t\t\tthis.Reveal.getRevealElement().classList.add( 'show-notes' );\n\t\t}\n\t\telse {\n\t\t\tthis.Reveal.getRevealElement().classList.remove( 'show-notes' );\n\t\t}\n\n\t}\n\n\t/**\n\t * Checks if there are speaker notes for ANY slide in the\n\t * presentation.\n\t */\n\thasNotes() {\n\n\t\treturn this.Reveal.getSlidesElement().querySelectorAll( '[data-notes], aside.notes' ).length > 0;\n\n\t}\n\n\t/**\n\t * Checks if this presentation is running inside of the\n\t * speaker notes window.\n\t *\n\t * @return {boolean}\n\t */\n\tisSpeakerNotesWindow() {\n\n\t\treturn !!window.location.search.match( /receiver/gi );\n\n\t}\n\n\t/**\n\t * Retrieves the speaker notes from a slide. Notes can be\n\t * defined in two ways:\n\t * 1. As a data-notes attribute on the slide
    \n\t * 2. As an

    AO1K;)UkFSZV0u2V|R@OQ9K$Nu| z;5c>$l0a>MJfGI3y9R_F8N)xR$*9WDugx;0+Dkn!`y4=83NYOj@moY)4QD`WTovC< z4sJaa8VGPOZ}#=_o5r^;rPJ!$5=8y**zM9MOn(`NGl7eXHZ=f`rQD;syii5D<= zz6VaNpghngp)(xL_6JIF8$hg25e92G;fXp^CL2N%bH$}9agnVTN261kfhk^VC zYk>4FS;KMZt+-GkP)^Wxn0NG}Nf6g-$;(D5bS1dufn?1nrqeV45K{v(fG(eXV#s#= z>_^hx_34(x`yiaThWn~e&cFGW$F|~2MMw%i^8yrf?Va&L`aSQwOPbDaDdoc=7zNGb z2k-c0AiTgloB0Fo5!)Xkr*4w|Ipg-^x3+Kk@B79BZk|qYjK^gkNUx+H{$8vu!n?w& zsA3$>_h<|K5o` z0QghF!;%3H%`HrAW99?%x%xhnH{#bHuZ}g-|J28G@YmNcC5-L$+qsYj%K}J>%Sg{NZ##S_n8PMOaG#lxFmMn zh(tre-zq;pzqDWt`UUgyc{b6W?t=l&1ZEv<-fO_az-*S{w|!Gq-l2Z| z!2r*#<$zoP;<*ecA=^HcNA28<{|Icokgop+Hr7ARh)(GVNa~3oAq}huuXvK-G=~Tp zD!VN9?YQ{zon1#Kr%ztG+S-;J>;HAjc%WnvAI{Cm`5xR*)A&Q!kI#WllCYkc2sXKP z;P33*VTA8Z+t;Ch7h#+C8xPn4pU?D8cK}jbmPR1P)wSl~=NL5^y8MQxn9gq`VUj~* zRqWy2KheQwCDJS7cB`i>{rnI+@{H^E{`z)mMZhE*es8nqBI8^!<87=&n1s27MZzjn zoNsccS!Lc}I(Ax^>=Om>{EIDDLEy)}@C-P+=KaCj>SbkRv&hE%3SOO$EY7sO{sfG% zQ>=v`8C7OMfYIrNAP%g~G}E=GP}fV--(J&qjk#flN89$mCLq2w4l;bEk+OGqk7t`? z=hx#((|j$i;CV;_vGh6>HZfpJEg->jJpy!%Q}TtI_Zwk^(<=3wZS%~a)( zA7Dxp6b52J?!tH0*Xm%}v}fq&DqcDY=)Q1olRdl-9{eoT2z*|=@WqS2t{O-7y5aqz zW<@IN&u+K>Si~=RUY4*^2OF;Yted|fGp;H=KTFr$OP~=Dm>vw}!uc=s` zkl*n?Sx=*|bqy^r448=@7uU=&KuXzY$?2#fK2tLLvXnIL*Pgp@p&c+QUoErHue7^4 z5JG+Bf{P^mUzS8(^9eBj7MgyG4zjXAGcz;y%qvV=X!@9cxPJQzl3_;SaM3?|9LX(5~)7}`c=ce#_h=E!L$q%uvxt#p{PCwytEEzbr9bHZSS^Jv8l^e`nq-_Ub98( zsWrGAM8M>AgH_UeTBsh-j7r2iOf?vS&xZ>60cja~p_CJUog~)>(*C(fNFx4GgAOji zsMa-ap^2wCoSC`CU*A$P-0ja@dp88Q|ELC;b|+swKL8KE_@Y|$iSc|LfLDo-c*FbV zbFKRIgCc+f^9uynUp%&Bwj-`8r7qlMi&bGeP)QPYS{Jwj5(;+ZgzMs+vf;;wP{hHg z$t{J~D0)P8_5&=d%^m~8=i`~cxCBU3kv9N9bAsL-0MUy0xgu_Y87|rY^?(E~puG2H zC+^_Snq^i6NM2ecCiqjv-M6Pt#{>2=H5L@fC{Ox-aRFe|nJ*R5dia45DPtHgr^;m( z7It<@&AgXQpIbjpN{%|2d57F6C+(jHH1vMj# zgTwE$*pkyNJP6#|^W6cJ9DX7yu8Wox|FPWkomlf}VS`G$c)RiH$3zE3)Xk~;6zzM9 zxX-0OPyi6+e$!s-HZdv$f_7#g7VIAx;Y2CPHNIaAe>~!3?j-HZ){swbRm!&S zvf02+-@}>L(p6LoP3%~ia|rLP$e&Fin=i}s^#WMiF@RLFHQ-yFWzF-L5$9rie z-}&%^%5}~l%9-|&J^|F@^s%rDK(kl%UI-bZ&(f!j4&!~bcej60ZJw$&Qr&ru|~b9bD6-P>uA+BaD_rPXRm2^Q&l+!Sl2<67C7#^+2srv37QS+Kne-i zj7|~5vzjWM!bFn!+1dCIMl|*8)`=c+DN{AUKh=eQ=eMXcYlW1#yF$llu5yA?5V13m zQ(;TD8E*+c=D78Aar{) z&}*KUJaj3+lYAnt^`-JHyjz_U6B9!$?oLEqE7{sl1K{--z_p+U(nMa_;M1==rzwuO zTCX0?D5M%(XFkm4G@`h z0G52#W0W+}0D)hj8~h*F^{;0S&}Yf`uCQ`K#vkFg>)yw@2DC`?K}tl9sBVZ+_4)3d zJXn^Q`OT~V;RwztV*i!&EHX!xIj^`__rnlpzgG%^~$S<3F993B4wzpG%(f zv$F~^GJ#xb zpt}-6NXp;MUnxuI|CwOiQ$p;kjH!n!pr3W6@K3c>C=+U7Actmu29-XakH|Fs<=XNa zlt0YBy*jhZ$FS%HGblH+uy}(I=qHI}PC1kLps#lE`y=r|^@%N#b91$eal-cM)Yo2$ zapsbKaUE6N`jC0C#$?jLZEDb78}h6I4ja_0ir0u*QG&&^Ikey}o9y>}#S=R|b>0ZL zLt`aWcvS$YiOF#rf(V!t=YSTH-WRsYj0y7Xch z8T$pnh>VRQDnD_V&`@YZq&Tm!{g5#WZnBjNci{mqo!w1wA?gB8mTp zmYYx~G(x%}r1PUmQ>UQ!<4QouItuD#Pm7!G5yQ)WA6$9kz|R!Y$YMjD`6L&W@e5)< z0*=jq$)H%EpxaaGidORiEcW+8zBhuzJAIQFp&VvD0?tzzkhspYMhJSW80a^&Ho9|~ ztxh78t4t7a!@t+3yXdDwXqowmOlD@fe~L6!y7_HXTNFnJ zP(HrS!&A`oeJDf-m<;s|Vz>h=r}^5CFM{@{TVgj6m^3#d`ofwOWWnfcT|OVEEWp>zvHtr^uGuuc3#B6wvq zF{t+fMGtW!wG?FaHp*6c&1G>gZ=+MFrxmymF2JGn3IrHhpn%7{IoG9BOAa)zqC@#> zTgjyww~8F&>%mSu;RXDg*xU-h3~<(+U6G1r7D6D@yBK`E0h=^&cen)k?BA|S^2G%z!q3WFQ925gtyZO=QPCzsy3)$joy_i#gkq}HtMtomt$RNisxKcyGIdSB|h z<4jLZ0CPAH+>%I%t*vdB-#r&+=X)KX(lMdn(_{q3+0+aSz{C(Wx%9;C`a>H%pG^b# zFO#i0#Y1~kR*`uMK6cHD3?xJ4&a>@0Wf|FiAR?Z7jicvKiSF<3&-KEy3kj)%$tTAT zlspwQm6f_5j_?k>T!H*((tK4l52+Ik>NmDc%>C}xWrJ$Wx6TQbDq8tBHN7jZK`H*F zSC;IqzMkF;7)MI<%HJaHwj3yPxeavB z?uQglfdcIuJhKQ0dQc)}B9+W~Q)MhXeK0#KIDY{3odI=+_rye_)OvtjxB6My<>Mt# zDPl7%omlH94hN~}=qwlsFIGtM?Gr2L33ISbV45l~7q7xo7HuWWq!>j`71`Dfs#k@$ z=7IkT8KQ0tnd++Q_w-ChOh(lrHkEy}G&ME3O2&*D#39MuqOWfR26_m>@?&K7 z44K1g*}Sl-ye_Gje!LsOqGLvTKW}iT#I3v-t)?pcFr*e=QAEx)<%*IEnpv^b-E&Y+ z^yhY4h-6C5J6BjRZ0+D6@Rf7i_>zo0 z@@kSE`&M-FJ*X?nfFd+2*w-Znoez#)To!!{5N(jSYI`6UH79D6_PcI+0{V>jZF*btVO*zi{IPiDd zI0^sNcj?I;T!xF62bZf|isB}1a|S9C`S}>XiEKeh@*6w%cBc;Bjb9u%P9N02fD%$q z*)N8g{i3+Nj2#~zfAM{o@``mo#}r2Py+v2Td0jc?0HTc12aYBn$3E>06p#~)vLYx9 zAR8MSX28M~bM--lrEPqoAM~KdC3ZEu?L`S;0vtsJ!#6t{nHFW_s+^S3YT8oUp)AXk zDEPM7+3i{z=oVzD<=PnVfgTbrVFPZ2k#4(Wx2X-bgVg0RJ@`k*76U1A>jI3gZa*3? zQ{lQxz5A(kA{#a|#6+n!N=D#}s_QnO%<1R;qR)|B%=T(=@2LE z;w~Z@E$`pI-?_Jp1x@V_n-lbur!PI3v~g7PSR3FMvhKew)VUA3jAsc0CR?BSSwpT~ z12b#Rg}N3A%s7o9#{Srxh6W?R`*8uc*(6}v`ks|tpybQyM|SF!F`p4FEv+{+mejWW zA#cz@Em+BVlZHpV;wZ{ov?OX|X> zH|n7P78hIpkbvK!-_1yWmqfMsGS!de7Z{?0dYo1a_V%-^G9|E97Z&nz-rvl+>P<*R z2IEaVbfQ4)LBOJ9N?5-pln=;EHTZS8W8~=gIUT&AxyY9ZSWhzvdrw`-Kk${L18ki> z(S=7~4Pt4Kd$8NtAY3WT`4ee{we7Q&=dLsn-{aC|a5WARSY{(lfG;%&|SScG<- z&^&`NoD7Ttp56SIVwvJ6a&~X9eeq%vP^OXtNB_1Mm|{fa`{!)-k>qB3zBO&!8-?6l z_DiJ>s6=uC>OLV|B2abN{QI55BbS9tVsnrX^BZ(z!uIebje5ih=Z)l5U%72ydgPrz z+yi94T&-vPJQ^=yaH~v0 z8cr+#cBe>5^+&0N)Yyvd`GetxjT|Y00^lp>0(nBJndK^jm;V=vi=GC_gQbaLF4?+H zed+h@1$$XvLlD@=cuB8~8IetW)!+Sb4c8gShgdIwn{dF4Ha`ey!1$etJds=37I1|5 zeqT;(q5^h+R^MtGo&!K<%jum0@xZ4X>@W{p(a1r7*z9Ra!irILfw5|$h%&JZ1IoK; z#LDF2H2BJ7AkhtYV+)-|pX|vgqLfsr!$fVXnICG`Iw#p;(%5fnC<6XbT*l|cB;cZ* zGg1VN(YNC*kWxX&;nCM;b%ubtm%x1)%Me4aPFrdlBll7B2oA`YGqHz~PRrKs))IEv zl%s=K&g`r@gGxDGr82W zTR|<|BDl!525STlqNKgx_g=ja3o3fe33l0NsAP{ghIc^16-1I2BX!%{Z{xJb!;S(6 zaGmmGBB@Z7M4HU5NBU7kb~{>Gy{giwQbz8^RyKH8=f8X$0?I)-wc?n=Lt1GL@~0m5 zOZS2c-~2NO`$sfRejnfu9_c-IJ|ZNV2WSu|#|_!T4<*%`fO#BA#rXjrA1!U|v8u-h zi&1^{{UPk%^}G4ib#$zZH;zCxv4CCf2$cq5uMHPB_nRGUHMO%`KhA3#oN>8~tBrVh z)KXKqN`I~*v7&7Moc@oe_~*?BK*->=XQW=ZLz% zk5CfXAATlBeFznx!RciwCo?}R(E{Hy2G}b6SHhWz=127uDp zdKvTZuUh*5yaWpsSeKyQlhJ>=Z~sp8e9y3uES}3HEEK; zi&}!jp2EKkLLdvcHR`)OkB%SmL+}S{U`ypf3eAq#ax!!Plk!3<_4MKI1-x|9N5(pB z=MK9xDfx3E{D`VZ`trZ;i}(kh0sUfX!^cRj!yk-X2JCh^y+FZ#ZkWGM2G}~}(*L{Q z|8v#Bf}54!=AxoVJIzRMWoH-N`EYd_DWW>T`?bN^$}ll8QR4X2vA9b61b#PaA1Hvv z-8;CIC2Lp#H<7w9Dzb&C2J{3xFJHb?9Q_FjK{o(`g3$=lce1j(_Uf3^wIcYRnLg=PgikYDz54ludO1?t}!9pY{31Zi>o>u-OzvLxNt&@(5&fr44Dc8bS~sS;;^@ zBc$3hY;O-DzORZ@?BtYMTI7_T#ke*~yScetr~0L7?Ha<%&o43xKuE;2P+ON$FvSSr ztzc-FY$YI8$i=}Sx3RgYytRnI0E7=~p=JyyMbYQ>`LT6!T(DQQ*H*3#58in$2_TT5 zF>r6}R%aWNhg;oHKn5~TXg3IcYL7GOxLJk0@J>V{GB~-d=lJ`9pGo;D-VaaiN){k# z(atJEB15*6MUFaAOrh8h-?n7u^>uJ>HKLg3pO23l^x2+JMmu+{hM4BtFSdAls|?w~ zl+ho17I7}c%zGn|wH&I5In^8tWl;e$k~Uck3D9+L`^JHk#g;Z@HuQFAH4I%;Sh(aW z7L*i79T2>enSSxa3P~>WnDQf(4kmAFNIV$Svc9NZAsIT=C_uTkrIcs%`z1lgEWC~( z7n@Oxrw|y*oF`kBS#&G?V&A2W8|@~yM(`&hcSZ?A;gwspg?V#1yLpI9$~l-20ZMOB zimEz6*f=}4tQ{^VLXtlQ9_;wrrFHodKf>?F<6y;ZVok4r8vUD-0oefS%=|8|JjWQb zAp92G9U;LOlQ-4VG?~3!oi;V~)kyma3H7FjGc*Uqe6V$AS}qY~&mJ=!hBM7o=c2$I zen?5kB#EYxG=}#G(|Cz!8vAIX$qu(5zQF!09^=+M!ZZpHO=AWl=Mlx?-@yJ1Qfidm z`=5v8&&2|t5KZF)iAN`oFpa?e^JA3$p zJ!b``@zSz1*Ab?X5|~EG)W{o0m`1>FV!yk+)82G{`<;SxA zr=$AMYhot)!T`nC!yk<9G`O`dR+NfI#CQL@;D^5T|A!ZR^b6+$0maAK+8mqnJ#nH_ zzUq~ZQ~dv2Fuq(vaM1u_##x*&>-2Z_VCd99tkOg;u2Y- z{wC=03V-RzQ_pD!z%(`h7RtN>8peX|OFAH7&Ff4Qg_z^QCGqkA>o=8EFUfO+X|e%F zkg*B?SUZ3i3P13o&J%7(1qFrIeOE>7J`fv?7Qc4^nHoT_r8l*U7aD~$00}mad`jyO zsSoE5w+hl!0peG_MBY&9%oZ?hKHb*S6OQ6_<=jgPVd56IGYm>)R0i6t;Xr0q1@zAE zaPjgkEiCdL0ai{Xn${mg(yZV|A&o767c-|-e1Kw1r)&(3#FBs*AS{~ZC*nH~GZt%d z0U<16#YF5@EdT_*&a=zG(2qwc1KK13RUhO}EKwS!wBUX$=xYh7W`sYq+WM6mM6-yE zLhGAzUA}xdLLojr-rl?Efkp7beSi=wFE4+Q`=C#=4?mh&WnwkaG}?Wtsj;#cK>5-f z)F(vk`zgz;>w<*=s5gFE?L(Em#~AwNNO)~+`0`4R(p-h{JQ>ct(2Zu(X=E69MCEMi zx~G?MB6CQQf%97nt(GqcNsF*G%MpxCPlh+47ZlVYx>Du%Y{T#CS=k#yTaI(>IE9tl z7i>L@vxP}r4JuEru9|kOo>Pr;$#*b?8B$VO?+%rMPqAr?vNhbgLtk#H=GiD#;2D{h zpWn`FeJr_18#7T?6>k=23zZt)1uR^TZ@uy&Y#|eY$gEyA!WuyJ;7R`bJ5Cq9K!4wF z;)81wA0OY_-5rzo#~K=7M4Lvz@ymOfDw9`L%psrNE)(7~>4a~Sl{Ova`ALlpB_-OGF8}{SNt*?{e%eSpgqg@H9xK?E2#~fF&92*JLs)&q@ zdSmz%bZHNM`BJ7myJ0bNf0pvVES}Y{Aqw;9+AAcjPwiO>wAJuS^FCv5Vu74vdvSXL|(LP#s%80ODW~GOG zw$9-g@G&K#Psi-5+J1ZqntgtXU%sa8LD(f$DWF31tGGmFthu?ldQ&|AC;W#N5sVdYKb3S2A*0Y`Gm@3{ZYV&3sM**P7v z+?(QhJBQm4^e`82y2Z?QCKYPMBzy?(Y34N~ZawZ1hMmS$B|lKJR+H+c&@)EF_D1vn zDY*5+VMS36$S>Z0ty@9H`s&E}0^}b4*|O_zmEu}GZNjFw8$f4llRmN!+b8UXPEM5p z2%g2*2wLR!B^Or9bR(>>OPBB*iyNRby!ZU|daR=(o`^#MsIhl-t#e(8)7?sL!N(cw z7%TWIC-demVz-tqeh{G4zSa7q(btxwoUO`<%6qqhKV?`QQ{aZ3PH)(ncSHJ6!%!r- zu)uYE$orLi?ZTcR(@2=t2~eG7@(}*8EN2+Cv(6ves50OZ$lOAWBg|tv^gbNharfWK zu%E8b*H%SBthS%t0y_kowAey>!EnNTT~f6tZyPVuSpPySH=R__hmiUwj`W@&eI(To zFg7jC9Spn5wzaoN^WTC<5xbrOZ-bMY!i_6s-h5ZLMJigT?K?gqHNzE54pba^^1M&? zVko6hgAPJ@S1o~Mvw2OH3d*OqDqpWOu7h!=c#d{V;35DFS`9FPg0KY`VotHAvB0l_ z0@jp;82e#f0l@b}iH5f&@E9dS7pN(=ms<~@S{GfFft_5k3?h!HQb zC2|60)6+{t)&jWPxq!KJs=p8YKfmfdL+Tw+TmD~jYL_<}Oqz~wKD$o+YEgZ{Gz)0W z+!~ )QE}=<3a*s%ev_z)YG6>d#Et5zGl#yTB2{D?aYYoJS#9o`68Ml=bj^B5ehR zb%HCc^DZ48U(k`5UpdU>f#!BE7@MNDA5gn_xKm^yX%{(cQ-SZL5l4Jb*;!Bj`M&=C zU1^eN`$JO|Qu4cC%IsFTveNfM{jhWZ3Fp|qw%T78d7%Yz1*^o^H-}dpL6%Z^c#1+t zRRr>cUJ<_YhxZjh8en(q@CTvO13yf&*W(U8{HDmIM~@%=AfQA?E-gD&u5tSCn*s|; z{l5$P|E~odO)JuE<%vy9hpT#L)l4y1d zne7wpB=Cr&T@cf3kA6&1pFq-j^U`c?+hX#Ov|U|YuvPwv*v8%J0yp=@)ylgyk|W{v zokmv{TQWN&F(DZR@wJ33pE~MYVgFh~N*6-!a$Ot;#m9M#E?y8FUG9#1xAx%V9qX@8 zEYdGptsQ{C8^5jW1?gwse6#!zLUCz(*-;bKinN&(pwoeb59jSFI z00Robsi;POfAvT_-kS>oS$&e{J^YIZBO`*hfRFnU(jr*>i?Ms)b2J1 zW)r4pTdF@#2*~0z!3AD|G7?Ug0E5#2yccxfCtju`224Zr|4PcY&vzRF)K8Y(!sOBj zhqwIgJ>jh4E09#YcxT}Gv4@M7=DcgGqCQsT6%|zG_}Pz%Jv^wz4SaM2>43?koW5fs zfOmzYxU%m&W*@8608#M;NF=%wkB!#o0}6T4M50v9-;8z%rZRM!maURpBvGWnAP) z7v5MjmL{}1v1>+GH3b!o!aU^DJqlM!l?v=8iO9+Oe?e;hWzijhTk@Wk=Rd-BN(0+T zYIp9<5dp*`v7pu*VQ_@~3;_1?*a+vjBY>dw#9qT&wwfbsC<$CG+oZ&RgsNpnal0fM56#5nXox64DtYpYk#?GHN@Y z=ng*@ne3nGeor`nIi{i$FqLF+O+ck_*$a#>%tpvDMSv;%_Wmp-b3oOvaB2z+2D1Ma z^Tt~35LW#m#0lvgfPdUI18Ck2FhAI~Tr~y%zhMpONZiJ?N{sl3qe|!quOrK4*V3GU zr$zq+l_M^sfy-OKR>4}@ExEhIMywiomB?rr#vWli_W{#|n_V2Q?$Z~RogY|tc6J`4 z#Lw;b%F@OFU);xHm0oT$#BFV3BM5~8sKbDTQ?kgD&m`8MG6{0Y%J?4QH0&YfWetd1 z=bG-U)U7f+X544uu_nB=)o>2+Ug zQ3isoq)%AljC!wK%gO$+g3{1`dQ1jJ(cl*^34B552n%ab)d_yzH8tKi7Hn{2X z?niFin1y49H2i*AKRS1}eCrvZ z`c#g9EUolPXz;nxg);>U-&1#=f0R2X{{3#Yk|ALnqLzuXuMqIxanHz7N?a8C5?(tz zI9M$vfz|6d28(Vpq-xys@YnKaPziC#$J+>SF`{n$35L*WNMboH@%X1=7_(@1Y$o2e+RT=jIBGd0oQfx%E$;7C%Rvr=cU5uo0P?d>j^NdGNgzAK3|y75#L$y@Fzu zTSryZc73CYpn?(#!i`cQAyU#EiU>#wh&0lF#c&yK|G$U7Os*xt89> z^FDgc80Y)z8{_@Y;bQN-*1BR|bIxCMj*(DKc*G$eryI6~(5GeJwB@UM_I9l~elim9 z2!0(ek|eP zVoFVk^-copwbo2^lAi`#LT1^h?b_Z<4wCmKD2G`OIJ34R(}0vJJ5l`_sKLUEA7mBq z#n^4-fCjR!dQeve?-)F9a9|Lgar`>SZ;)-ZX>xEvbJC@#`T_50v8iWgrR_%GgE5yr zm&=vx*=xH7p!|GmY_D*2QPLh@TPY!uzvSi)5cOw~_K>DJ7&+Rp|4TO@4cZyUObA9H z9G-k(A6R3PVLRHAPJns%4fL*7)&;nXhd}ayu=G}K<2{bPKkkH=fe)xm3Y&gsl;Nlq zgt8k|sMs`;mXZVoGgB6U!8brBWB{?(e_NCL_yho5T{0WO{!%312SLu-Ek!btDnZ0A z1Q@R7cD(i^0f;$EImFY1#}MT#Awqj3UpN2d^g|`!f}>N;e}4&*UD{tcn8tR!+eGT> zq(kx-lw6!Kn%(7qnJhlGF5Vr9G7vO%*T>2rtT-VMx5!j3YONfk9)J*VdR(?UkRsN6 z%X;}bP*Q8p1o~cWz<#cMMc{ZEJKl9GfFEZGm;`;`h+O*fI_?$&r_YM>Dblf~4yH!u ztbk?QytKYyS2qCXi-Kxe5Z*4_tcF;Lp+~NLOuE@SvmR26_*0;f0D^CJr_~Oyl@1`@Sw_9&j4mh>qhW)f%OVsYe$6%79B%?ki))r zeHC@9R#jVL2^jv>%L zq|9Ce8I=UKRT5tROIE^w3n#LS>dk}*~&?cGu! zEm4eJYYqYWy|$4TgIQZ;^zT+C1Je4AnWbex|IkM3OqFDrEWFli?V`tb9{sn`w92TB z$rv`Jzewu)vy|K&jWW`?xce!o0wp4^_35+F+mX6mN!sS>mO6)g`{!UEBO=u7oe=iE zxaWL=aerTKi^}eN&-2ufWlq1ytb!4j=^Rq-E_sq+E{;>kJswE*x;pR+F|>#Q-j>>@ zcKx4|OO0Z)w)eWyme>OVXJrf0oqq3$7WzfHqO(n9lsGZtJhC4z+D(udEa||fT7*B| zR-ET$R(5?+p}chMcR#cML#gPanT4@o(d6>QilhUQuranN4?IJiAcHX+?9Lw6OrKvyqdS=4$@pg%Ds#ywRlk z;|b2W_k$8qvT0MqJJ|N6gFtM3&JH%YcYSl5{LTP3FkfGjF4nJG4s+^9u_i6D2Mm zKYn6DCO6Ll&T30nhfk$#O>^4^-;I^>tewu5mTM;xk|S(I>jRXu50scy4mTz@oy_I9l7AD?gNzJPWTj&TJsln1$pp@z&b|_8 zjO)ys_T_5qz%3=dCsLRxKN2Yt%eB0gVoTdI@pFY0Dr5~^L+{xfKZj`HuVp7|yec=+ zwjL6yQMRVY&1h>>;U7c{_Kj^M)C{iO^K^8%m8(E2ac_z8!dF#ASVoQ?svujJY2MnG zE|~TJ8m@_obuf%To@QQT*kM^>zZ%zanuNax98Fc=@&sTrnqfZXdyIxr*Kz5L`{e^t|N+z`CPY`?Ow z+#TyCYx67|)V)FCv2)C#rK|X~EJHuB)A*&sy@CGzdgXQrV?(d?Y*_$`WiziH8{)Qp zNv$>%U2=M)wt-3o+qipTVryhIXv??}ladn|sW$#BY9Aze@qB#RNuwTo_AB}!!NCp6 z?K_4?R{~Ecv&zerLH(Qe>;ove^T~sZUU=VUo^uT+DBmWTNLd74VbtVH{Bf;>#r~qT z+8SXh-{*28*Chr|h~)1#xHjllZiJ1(H<1*8P?dR_xA0H&6Oz0^p!}whxE~c`{Ay2_ zS0P+38q&)Z=!9>z%4_7@;lyZPRbChiiX>bZo8`3=)#(!QFC-r2*e>Qlu5vO zPK$(iGLl)10flPbDScrem&#FU;K3{ca()+kfqxqR$N%8g_>`ZnPJ z1R&I=Nl^TE=pfzOm@Ri*c1aiWD|2!3%Y{qagPR~qljJR45dYk!{^KNZa5hqbd!Hsf zW9uwMU;D*H4`<7|w+(10sKVN>kgbgTOr}h(lJPwT@k}?p4Ehb?pW@=)xvr7WGeo&= zpl<7PD?a|3xiA{4x#q`c_w#xir<0c95ldMP;o&ja>8BysHnsyAyH>kP=_;4) z9{m+@otGaUIh0@q$W0n26m_!*zAvGO37>HC7gGu@4#q|$ z@@bAdhu&S;Q=s|d>B)e|&Wc1+16^WTB`Z17?`2J<^H#d7(t$O6?%=JCkjnQ^v-wJJ z>BQ%{QAMn|$L)sGQYBhrl_7EV1Ie}1h;uOdFSw}O6oM#)LQa`c5`s-Qj!tUxGoCJm zl%?7RlslULO24h$xJ%dLd(>t{%6qAxg&#kP{1e7GGoomhh&+-z`YXE zeqaBsUf4OGtLS1op9%4$#_%jL1l>>#&RbbL=XiRCb$Z&St5&5{{GG`oIECi1YZmlT zXiT~!jIGAgq?iK_gBK0+-|*}%g?IPVEHJ1t##wZ_G0ZJ&P%{CdUA|#XdH9 ztXMH#Ollk*sk|g6?@;g}+8h5ZWxs{5{E|3~16OLOUk~>Jdbib+w^dQ72AcZ zk5a$LfAUf7{rC`OWTKHgihTP&aZ-l?trivPoFRN&W>*KZV{y04;& zy6G(lFVUfu6WnMC^CrnQrq43-zd>JvD8<)0|MPJ0V{%w|3ECx=DLsAL=Fg3Jjpp>O z4PBS&#evFDu8P7G6*}^UjY0}3N!3rm;Y~Nvn5}JW(>OvgE8RJ&xvMJl!kYY;gIz3*=r4Lh!;^8SBpk;&OSd{=Dzz zhy-#~mUez$>0c#Z6ndO=CVdf?;gJ5TR@#O{D1?{6eV+3o|8+E(zzeHNeW=IS%3Hiu zXO#2-)nNWb(DxCorAE27b4WtC=%VCk@V-o9g2E#lLk>(2%{`v1|AKA0qu^Y|z9MFq zi1hLHo-_&QPCh5NNW4@t7c-ARZv>2pqHf%Bi!ptUJGTG9=2_Esjo9z^VU;B~>8(fD zozY^Qppi)vd_*OMv_ktnI)b@qPdb!7nsTu9h7c?%1;S-~{F zB-PmrOz7PYM0ZdIB3LwXKAX?XGSmnR0vyYFaa3fm9p+VJ`^+sz+E#hs}K zoZHoiy=Hz6mH8|>t=q-(ir_*oRE8$=5gaBmi*?-hXH8Q4@MAXBW8ihcLU6oF74g(> z`+ou(!_`lBJp}bJ7KQDC8`iaR`#tMqNv8=aI$2W~e(V=N3JpZ=n^<}#{o~^`p#)t_ z+6f9gN%n|}bLcWP`(#^4S;4?qYV4a+H<3JSk-FK3P2Uzej)}X>U2?wGG1pBa0}L_k z0_3>F>nx#_eezpcFWBWA9INnZ zg6*ick7Tm4l6g<7amLQk+){5P$GIbj!s_w*52Xr0g3GMlZ11P87&y=tw%%i#APQr zN85SCsuT!CiaM2z+$VMK#3wsHIuhUSDM)=K)667bZZ{nJfVnWUU7ew)MN@_t+I9so z+zBlmTE5)iwtK!Ruc~UI&&siHriSAxG&G3D`=h6=aRrb5eki9j+$K3T=hnkbV*Ku{ zhmn3p;$_d|6`oWbs!#SCtUKu@cL(I+b+z#-O-#F`3XVEl01)ZT#9GX@=kHG2td2HH zdwM%Q5Y&B}v)$GxD;xxE-pjpsw|AIO@qXs#RxYCKT>Q_h|1qc+ShKHu!wgrOvLMb4(2w!KV0so=Vp)|z|2 zK^aZdtyp%GBG^qmyQyU)?Ttl6W=h$ceA|}dw!48aLtUW+Rtrg8=9}}-Z>uqEMt@XE z%6EdN=-HQ8RGgF_aU&JwR48&>M-$q#wO)VUB+0sqP(FSZzCO`*!lSw+PK7MXGuGBJ zzKoX-roqGY6Px0y{8CYGibF=F4l48#N{RHs=)&xbwb3e7s=eiUh6}ec(>SwI}7dceoAZk{YfNvL(Xk)=lT;Y>u<%=VAIrnQ1g1 zgKu#qu2Yz%LzAGAI?i^n6T#f1yzy50(J9WmupH#a)2BlXO>c>rIfgJ`NIpJObVimN zQwH>MG_6G#66-@lQ9fZ#LrVG=5zaat<%9V@XA|l%os25pM`C2jNwdMa<_l9ToRG(s zfe)i^MhZ~~o{W92hw2)M*Y2JPXN66&hvPJ-xlsw!&B#VEscPGNDTncB^&mmAHGI2u zTziEuU{iG8Vf^{kiGW$9%&DS4{6FFqri|T9OE`3hTnoxHW$WfB1aE*K+gO2#_S*t{ zNf1^P=jl|K8R_U=N-1zC1x%q>Nm9N*oT1uClxtPoTn&;wiGySP@5HC7M(iKGb-Om@ z|9u z$2+{3^ZnS<67jg|E2XwN2Z z89#b=s%aXBek&iu3<0uAkV@QDAOzg#OH2z)h!gQ5S(fsnA(bCsC*cop^RoBu-P1uV z_E-S*?ly)B|Cgqdmf$R_2uNS`k4KdEJ zPJobcvyqLU|FdhGNnlNcm}X>Whd{F4kPsA4%D?275m(S^_J9cZvI+_z=G4aI*1!z8 z*eR(@&ER#}@d4=S1VbX}kjyoqfQwV3^-~;o6SSky5K+Us6t{PBQs*oVUUHIu6jelA zJzz5r{i3fTFbAfM`@`%13}=WTV&RCTR%Sy3i$k;t80GvWg}6)#a=wZR4HP9J>t`bZ z`g=^Vec{gNlX)5mL@X|rFUAcZfUQ5ayJ-L9tPXr(eWOJ_Y=Ptac-NhiG21==vI?iv zIh=%p8cEs0_7hI3>NOvM`}X-5`{grj3p;G+-S{UN+2yTN0@PAbcLANG43JV=w&&XB z01P`AG?Sj0mM>9-GwVKi?9661!K(emJ%9?*HBhO{c308AtlXmu!bg3k96&Fo;XP2dL-^`(6(Q!?rh&^Kal z3wuSqxfPPN-6kx~Y&v|#Vc@n3r#*2bo5A?DbgVwQaiOcLYYg9+$#TwP57Q>qy(;*i z3%#GsV>W|sudO;*QdX&RD{_H5zzyiE?x3|(t~Kmv*T8K~AE$yQO8_{W>6n(Q=C6s2 z$~=ADA7paNtZ-yDur=P|Nx7*GlHBlEZ2q|dHC$a}zAVL!M>eBt&>1Lbnbcn*dMRkU z-Dmhp9is+-Ntz?gstp63}&gon4b}l09g@qU8@*%lCyp}=@uYzq1n|f zezzZu<+Pw$nF0AVgJJl32Url%nQjl7}8=bz1tPG=81gPRwAP3()aoUZ88~{(A{V#NoV)P zf=kmr!5s{Z2q!WUvpZv~5``ZcALdc}dWT-N5+&p1q?o?8UdMC8b(rqcGA#1$sl=pf zr{jGSQ^84_L963;3)98I#NIhow1MZ?EJ$6C^LG2%CIcmUmak zUtcBWX8lwS`ko^Nq5v9l7wCfA;CS=|N6RA=Ek?cM0V1`f0hBOo6?bOA-tsU zzVQomW|@5$wtVmZdhRD75v)>UfFcN~D4xW#)z}i?L@hp&pHBl8vuMcNM zB3L*aEs{;=rC<7RU2u#pn^r7MlD1aL+AAnK?0dmNl~YC^BsaGEbbtRkuBC7ulGI6G zm-tD1r%6Ty6CHXIqlQ`QGPklV)y8xd6@FGxW$7ADPW@H6p5fB9l!A`N60Y>Do1xVV zon%XyFgl=Q)tI$WNPn6))^E5kgzHKrm*k~1<97<5E{;*56Hd-@V9B93XR=`#+%pr$ z&s+2-={#ScLd0D&yn1K6ee$z}8Y}*ZvCO2qqLGB_@@bswegZr_&#LQ%fW$ydr(#G; zb%YU5QwcGcr;3sfeRU=7`}I5Yt|9F%V+tbdd8~v5i(*5PH^h(a!jAOGpB>IR<5e{j zFG!j*lv9+O!ZNCD<{L=cI2mAUjr`(P=94vF)x6usIgj?OCJ9R-_WSg9q*HP-#Mf$u zvnpziPR=lK7VgUkFh=_oi6(xj6oGsAbr;AYpRu>`SCo^caI5s>nR5)_!}sBC>g(n_ zb0zF=+U?43k9^80J1=zP_iRL#l-ZS*eE#aF-LsU&Vi9M?ML(+X_R!+|;<`(gs(1mi zeRxI2z7BPU0xQ+s3GGDU4eK$m;KzJ&1kuc5WwPKg6lQ(Ki z=P#;+*T);Lu*YMTLA#;Sa4C^cs1Tu z>BJ((HFj5{Tx|c!LdVDKOokkeIcwXEkDq-L=1L;A%cVo~WUBL$e2#jCELzeOG_kfR ziI~wF59$y;$>W%M(GradEUtIowEO+|zE4Xsj++TWcn`=;aoDSoQCl2!t zDMs%We4v~rQ`NRyHp0BWEH-vYx7md8s{;Q7t&jMZ2X^vw*Tw}p@bXAw;4w{2G0*6f z!&S!0>EQgm*73onmd71l&PSgwky5B;ld6#KW{8Aj`CCq& z-M79SLhk0afqF6Q(RRdb(||SQpl=n>#Z*B779C{yRS_lGHY)|gRaN}C3Foawmr_c>{EaMWpj!@Dnr32v>ACoUk?cof7g z4R%hI3}E%IzkaqW!6fOjJZtkhp|$l%h3ZCpv}rHnd+xGbis?}3!9W9})RH*yD?6|DHkge){@l$xZ$4%FAv95=3ok2oV)hJpX1j1qg zZ|9)ci1b;QTz`R=Zmw6-bE>>B(ktxY#!d0sVmHpTaNnyhS45jjbHJEFof$ch+D>#* zDl_o1*82RO`uxZdTb441G`_s6%o}s*scl>1qf_51INxxW4I5HnWS3nF1Q%Q&}| zlA|SR2qKMfXI6YCY!g-%4VPEVCSted651XKOyZ0C1w9wynzLnQ5LPNhFb}nxn8&mSl?8R94qw}sIqH6}e*A(m3x@>|Y=`S?**N9}OK z6+>=?no@l7$82D?V-WbgChQ1S~<1dg6xp^EY}9YzD*m zm0?GzeoF~4gouy0Z8ph%%m)t%ZM-OzRPIFMy;q4Hg+(}LB)D$yY%Afy@3i1yyih+o zJz2Ah;%3m#ZwcR^;0O#hpEp$FhK_#fq$_08pgmrC1wMDk+;}M&-wN>fwRyCO!JsVEOU()8d3b@pazbI+& z+9@#=dzX}+{si=pb=O9V(C7A#&G|H0dHG z=|Zta_G|~!w16<^-jqtyIW-{H%L3=mRvFs*oR1*89oUr``}qZfgzBz^%@u%$}a)I*J)Ee7%H>lX8g5K;}tdV*2zFBC|rX5C@tGgpFUy zmYdr0iaFR9Se^~#FbRd5Oqk@mpN~eoc>~;kB5G=k*A&~&!;<+(tUQF2Dr`=Q%}11P zR^-h|RTIN1syRk^tXn5BPwc8H*H*Gz_I6hX+C1=F+iQf|ZHw--$KM%kE#cU!-_6fr zagJv-zm;bhrF~kz@lK6Y+(f4*C*OxMud@1ibl^K~oAy{mTdPE`t^)d4#n;HFS?d*B zPC!OGh~~Ao-#;o)3V@A|gh+pAIIQ^86qVO>JTe#!JFHh6ThLLl-QIS{Ol%q;MoPt0 zu6Mp4uS%|`^vdImO;c9zBfefE@<_+>Qq3eMQbLP&X(3UXDJ7?FpE4>@S8KtsXuvgrhsdn6Rx(N-mMu z)iUq^t!=Hr>A&bTSyc;uO-+if!R#7JeZ3zGTwAv*CQqck>0a-2aIDQO0a@#Uu3ai3 z$X?_N@mB!CrQ+@`%&yo02HM3tZWpj{s#IN0j}I*x3H6(S#h;Fue7t_x^0`SMZ(ai# z6K2iX|Af8$M09;CvXxx}9fYskKtT2oK6$E#8|M&Se%dG2b+u~h)fJugFeZA+J^?%e zf;J#i33CRz?v;y5iQG%aK(SmMD#a{*z(FWu$cuuOOlNya&jcS%z z4Z6vILBX!9UG&ZOr^KLgY6LS&QCR=f3TZP>zf`m$9W+njal8lUuK-G8^GrofPWw!% z*mw?)HcP4CF_4FYc>#Bga^Irpc#KK9-WqZ4fx*Ees(F(OKKw4-Ox-{+*dKPI`ksbC z6E<*Zxqd>>FJ>k?3Sj27qyi?xxetm>MzkuJo;P6=+i$EaJk*zVkWf@pgJl2?SI*i( z=Y+@e<-VB*e5So!Yh=<##ELaFORQjjc|tbmXUIkDcno@*f2|dY2w4o+n{w-H9d2rkflrsOoH?2hk-usEU3|L zn;TzNLqj}Pg9@JwVcgc~Q9w1J_CR$CXl{Q5OT4G}>rzT=2+(KkSfD3A?nw}VU%1WZ z?+Pkt7$~!EaHaeKZoa$N8bI5*xH#`!7WHG5#k~qt$_slSrFasD#oK<59{;m;1JF>Y zXE|yPebi3Cip4!y)!Z&|n+V$leo=)!kpH7D@TlCjea-ytH1_N`1t==H=1~F*JAqc9 z#u58j8E-4U7I^*L1AMf++tomu-d#G(zKoIk4!h(%kMzl+s%ris7>$MqB7 zaLW*K{=!AnbeO4+5@7qVva$|0yuOGTAai$CA?T1Fr~BmjzIHUH%jN@5T^ubSkSGrn zT>}6aC;lw#m_F_#?Ic|e_>v_S7WPkKwvrvus}zd@Nkw`kpy)VWVcYeB-rG)z?C3xf z1Rh!W`a@Oq^&AN;l`@MY`efHYgc)vN4I08R-9=-d<$V)2XjE0XUi*v6Mk3A>bs!!m z-CxMgu2=le?b@FG{nOyRqj(DcWjiv1wxe}{_&?xspzR0`WsIK_P3ktia_$Rvutf`1 zA8(60rfhr8oHs>O^E`6V-R3INj#;oLTaNQ@XgrUoWK^uM z$r=M<`jA8npnC=L?T^Vp+AAR1#TlDCaPhlX2FoVCnTw`UVj2ty4nqP+z&I`1cxBP} z`Aum$#S+tK-s8=>ZJ=%g=`KIoNCpd#r%jAHn&QI6tD-mWI7b9Eu&_XGy!K#OuWr@( z-xhl0H;2u=NY=ApDktMdI{bXxVN7F(<-`=X|72LBDwtQ9-#DP+z&?Aj2L6)3PGG}1 z8n1$?4unfR&b5RNYwX=)9G5HUcbk%(j+I_i~?*ezZ2|H~aU}k@9hms9)NPS%Bw_9c8k}3L* zt9he`tc3p4oeP|GQHO+OU^iZ?&OmN3x*m!TDfA9yv)XIK#U9Rkqrm-a!KAJ~7Sz`6 zZGxLtbaV;;+txdvxA06N6JdDOGe!Lvka}> zZ^Wepec5HTYvR36L|25OA6X?vt8HXIVIUa-5BBm#H#VWEsJ}|xppm@UK>eXzX}_48*jC!L@?|nvjmYaU z_LQ?%M+eZ+9*sbi4Du`W!lm}+s<@{sx3m((Yp=0*wczV9u{X9TQZWUHx0f))ORLcE z?mrR`LZEt>0h6n(oa7npDG4?ZKj3__gTfDlpNz&#it~ zgS{fTYWPq%kio%5_Bc^LX34kOeC9Dz=)(radFvQ7s}FZ1Wha3-B8{2<%$q}S41uR~ zhThVz-brn_8Qnfd(Md;AAu71GdsT)7^+7NFGB(Z;e}9_o#>C#o{T$uR)iYl(<(TSj zzVqEB6yOpwIjMjHg5F@m_f0#C_@8cSZmGic4DQCbQy=dM{Xn+xYN_O}(e~V?D?-?O z6b|eT`7MM5V~3eN%m_nf8ngCWtOowX#-mq@$Q|bOk7p_JcP~11etX(yDWNBaVI8)S zWE)MVt5w6PhnZfxm%n7hIhBYVCtiKH(e3d8wLQ$LSQYWW^w_&x!ff;tN5{19<`(y% zvok1Fdy^dKaVM>q=?lCx^$#+v3R)?3!{YmRFKrX}kiiQqcl9nhh!sgK9m%zAo<2j{ zkZ?$#JrP!|NnK97biGHeoPT%6k+m82e!Y&2e<*UA2&{XtK-!j3aSdv@txn#me!daE ziJPBJhv!w%u1DWbkgn=;4S%fFI9X8l&tlRB(8dojb6!ya4r43Q^ov6?o>s7(odpBq zOBWBs*e7AVyG614Gh|jwv1|_(8xXL~8QWXehLks{x}7IC+{d5qF6PCV@wlrWcA$f5kyXobw#_3b%UX zg!LiR@&_@SnX1&vd3oXVss&t&o5_t4u$*I`Wh|~_mhwIu9%B_@HBS~Ol#JmmV`D!m z4F0ks4NMB}0#VSUH4#i32!sLrQVL117b~q!(sYlH>;to5F0jx&vD*?OU^s?`mW5p% zEpw&|8Y52vVDc^}rgfB?BYReEtt-Pc+)KLargFg6TrKg!SC+%)WJFl-2b)D`rYCEN zqSJu7Sxk4xOm=Gz5kOWYaT=!WYl!(_-;DMxV@w!Ngf~?H;<_;L#|EW^zNb4aaO_hm`Wb$1E${PoN%lC&#U5P+`S3S8{h{GUsS zzj8RPtzJgF)a1QrEr8{)v899?MY6YId#m#tW+#7`wKzzeR=FJ>2f$}3>Y^&%lm}~9 zm!Ki8NCLm}wFh~9DO=ZgcG_B7zY=V5W211duLse{%>u2`5Wc-(A;kJ-5AMdK0p^B4 z4aoafM=E@Ld@O+B_;8-%Zs#auhP_J2{e7iOOzxDkKRhZouHrE^E*ZCpJYLZ_%Wvrd zI2Q?E%+;sN<~;gj`aQJ>v93aE!$#wZI)B&2*ChXOW>S19X`sTRx zrs#{apS=$e{Uu=aSp!Z?>N>B`9!_5_NtS%ny#j4wmOI5Gy9xsigML zu30iRLyQ1(Wjat#sjfO4h7931%A-~V`P5vEj2Gq15Qh180qviRN2STwGWo}vh&r7y zk38qR=EwH{9Dab)XHVqn5~sa`W$^_pPBOzygrO|HM*A3W7g09TO4on09F#3k^g%Q{Q`{0VaV)6m&#?d z)I1?mqh><=I-AqM=0QW{UN{&O@en$(n`JDnfJH7{9u;0jU+9!Z4k zBVrcjky!-w#-tASVQh-NjXLl-$u}BEPyD=?lf*5&pVODp>B!_FtY1w!nef0=#Yy1C zk@3+e($S3y%>`IgwK{H8Q3KL+6|j3b%M~&&6_$!EZvkC9!1|_xd_QMO%7t;y>}L@A zIDVv2#aywWTU7sZK<+{VBI978!t)B8R8S3a_u4X*S^h1O0W)u<35S)eH`WlF-E8oa zt^;E6V{R1T>2*$U!ZfLcWG5a@alfpLu}|$A&eO&XVY#!90-S7J*G6I-xIRO*9AIkc z(CV{&D%lda{}vK!IXhku0QxVPiFpQJA5d34>Ir{!OoC|v|1oN7e7CQA4R`%hrPK-B zQDEDap2RkygsjdH0n|BHcBzseleaPO?7jW{K{)SY+T)zF0(b0jzlGE{YGk=A;0Si< zQ{O=*`a{OX;@fv8VWMu0d&ZxuxWQ=>776NcQjRTI7jl7Di#=#_uD0PyaefZ(Nbp13 z8@JUU1lq)O%7vnk3tL#oB3YwDlX;cA(bsw}rZ&5ej^~N5$eMX1T)LtkW$qyn!^@Qb z9cAdsQ!CYs<}_{ zx*R;={%=qCaQ=!dMX_P!JqmY_1bnkW21?TeCzO&+rrjF;yL1mE->uc0oyObx^z+a% z+pA1b3mkf#1iKy~ma_HD0nRD|Dl~S+jAS@xU8*}0UIc zw^%1g3Bx#Fe;Z^FuBI3ZNrCH-Y=ywLd`1NXVBHp^1UTIJF?0@Zr16^pz!yi^$sSxq zJNf$|%5TO>^a3B%B1m(pT4G$*7jIk!x)=pw>yTSLvre=B;P7iF5DZ2~JE~m+)+;3a z_q7FVNn+Vt*1?7ioxxF49Z3n=uP>~!5MQ1oydsb7y-RkOS zeFa^tX;l_;PxM3hSP(#^*MDoKsibp8YzQ67&DfuYwBYahW`hcq5q&GNB>0P^^v#<$ zSHls&4z6aEkWK{$nA(IKK}-v$U?<2M5<-0-I_ zD%Q(0Aa83X-K9P#v+2IIJpQr{6KoW*g^fu~+YXJsr`;i|ddUy?!5JAgj_Gtl5eT%5 zC;U!E?VSb>iWYjCh~I3mQwa9$TYe7eW)ZNCBI{URv6E?8=T*D^4_dbjU)}RdSVKDP zAm`?48(MJgL=IIDr#dI-PeVmMD4%!qkfQ3j_$}kq?JapL?@^7VZq}DFu_kvCbqM_I zR+%bYCP0##gvs6vg(<@df%|CC3QG>mH@UnqN%y%tw=}i}?tgCW3-MdYzts4LFz)AS z4>=UD{bx<;N9}6yA*gbwz3WK+jc@Q7_`csh z3*gM<3V=WJzd!!pFX#XGwclO(0?VWMZA^I?b3ujzscZQZ6c);ZogkETzOnJKJy2;{ z%?AR|;rBHk_FA<6VwX4PoYQxkABxTTrN(O~5eI5T7NdqKE%jcwy2l4w+pcH(u3~p8 zSM%FU2 zM7ts8OW;@vd0ao?Bnkn$j5G+m&uD0-zosjY#r$k6kX)a-DuZo(@zc-$xoju&0%%u3 z%3>ogAZs-O)t3*9Uw~>*C`hXZs02Vci5?h?oone*ApZ456S#mRRmFe%7uV!G_GO81 zW??MeO~G4`|0q4wN^y39Y?wj#Sla;-aSb? zv=s=lBmzz?s3;MHgZj7uihK&F2dJ2q&EaD|68lY}I1TXfl6y4?e{@3J1V3L{q+EyU z1lmN9EgKY_p}hI9^49{|j5!xt>zE_`?()z1Q!9i5-lc^EN+EdS?Wxz;0mld#(rXw$ zzSsW=Sa0`;fA9CbK=r`9HMrc}-w)U`MOit&wVuHEaw}aek44^Gm~0@DvsF(xSku z0^WMux9TU)PWRui@JjRT%7^pX=c}Cpo5E(uRQVXKJ>(ZhLKfpCy3-R9{9g}>7vUB& zZVz4yTyKSP6JYyApX7ob&j_e2>jFOu(5br(>H7mJ0I#8v-mlNiN`pCZx;n!A^R54E z$U$Q@s|aSdYo>teFQuUGKOf8RN(fv23-UlH0b(*M#MIEDzav3x53MH~HgFYZL3FVVqtf8f`~ z`}?OZT9vlaL(cJ{;e7cm^nlB+Q()w)xoD=@lVa_34K^MJp4)xajQalHiMWO{b^X95F7M|t=RfD_fe_HVIO&mo^h5ZG zgur0bn!`(8-j2C7UNSQA;C&Y#p-T0u(MeTh^{1;Hr^-)jWcf$)?`yC|=Z}AWCYi4m z+bETmQ9$b@DmrlzUs;fm#Q*QWZ{`C05wLLrj}!fW1QsmlGEQjvUm`~h6ggJ92LE!|6N((~ z#0UOz63~DS3cLC%f4M9K9Te)5jQ+5oKu`p^2skJl6X`$R_7F(SakeFJ4m8%Js>sC)@Jm4hd=6yaA;9EbW^cmLY-pEfg>Sa}JpRA0((MM> z`BvXwQ_#Pt7BUY8zQng>lCD*zQ z=w;w>gC4G5Sy^751vym+;N6Wr1Q4YHKTss|9RuLDZ;nM!(+~*NtOw^(XuE^269Q7h zCWauZ8XZ+0+U4E>_jT>peNA1rv-u?w?4F6r`q>hk7sUZI3i5Ri*xUl!h)7jm0&KQwH3k15bgSmTKef)B6fjpyO89(ghXdS(nOe)|8POKtws@ z;~kM!;MhzKWnimMDvd&GGnEQv!M9gSx+JH^6-)}H6*n;dJBm2dS7r84ehw+PBSi1S zOHMjSf|dwW=xoOG^O+qVFM?L!>PQrX=$Qo$XdS8Q)aM;~#i(1LVoeV>UaN#4Zm)xf zzPWiGgtK5pUzWh7lJEz8`+h8?mrcaBP`RB908l!$ND6RL)6zZyY0GA+jonOx-9gQZ zW67N^*kv%!!+&RHt|ZtmMsRE;f`O~Rz8y$av_v2_0J?x! zK~QZxS+&x0thmAH-?uPKC5RHl_e<7}O#6J5iE`Iz|C>=@n--NDL-p!tZ_Su7PrdY| z=9ldQ!iXp&m>`e3$gE9c5<~k_Zt^gJI#In9IEu`E_Q#4=UD1tSwhfpSBYWEA<+;LYHNO)bsm&ivjBKe)G`mCL~Q^! z7EySWrSHn3QafY^mtkpz8GSN}svsS)AejG^pio>J2F;b|40M(fv95Ci zEi@|%QVTqxHH?b6f($js7Qps7pF`*-=x;iK0v$jpq%?!p^T%|IkRrLMoi2e;;FmXA zlv6f;lPB{5PsY820Z?6Q`hXd=FRWkX$vkoYU+VeY7hnrQ8#`nr{*e(hD+o3*_P2;x zP^r{_-mJ|Y015`u`-U%ok|BT9>%Dy4wpma}FZ6@*P|0`8m<|X%K8a}RTu`SpXYdpF z`tDBYq5MKma#k9c_=X&!KfV~}dfY1NuZ<8?J)b=r$xmxsv7<)yCdF-+j z@3}KGrr*_bUGHD-`_KE2>wC>L=KKBL_c`Z2=W{;ioa~z2_(QH=0`3MLJl~kuGJzeM zk-0j)2EoS{2Tpl(xuw;3HtuEQe>830Gao+qqz!0u51@Fuz-Du{yD<|iY4wHAo0iWI z0tU=FxBc5DN2;a~l$jL%Owz?Z7S69S{UUim78EHutD zd7SR~;lpTrx;$BM-Gt-E3A%MCUC)PwpT4EN40Orp2@M`7LIt5kn zLnjl|-!mgc%)z8=S&jr5AW&SVZ`VlcX-SY|hT&Cb43V4`^e8a`f5218ytMA6^%< z|8`2mD^;*2*^nte^yQ&V9~`tnBv|m$T_^=fKHDlDbJ=ispUwkxlYOpVwCCQ)mkPlV znz_xTQfLDBZ~?J8&zgX~X@^SxhZU5nEHGS^kgLm*9E^-hdB5lbJWr>dvzCgY9g_92 z-}JrnUt=j6B&f#pfVdLd3raHb_qc+Ea{(4jHSt@wgN$|S>dV?yaB}OV6KBkJ?y4S9 z+mSX5oX}8|ah(}yh_J+JPFVr-hjYiDmBI4e63{8Z)_B~YK&Lmi)zaZg{9&%dsEUt& zJ$o%Rtd4u{v%&3*$?;{p4|5vSi#5;TJZ)IlJw@Eagi8b8aHmU+^h~3hPVD)LMsoTm zZ0n^T5sqIQ9^V@5N7E+@mCY{!9c>>ZmtaDpmT|O~DVx1ZWXdqh)Y>nXjq*n0FHdJ} zqu7j2xJyw-CNtH9K#wKg*lCh!L{h|q2W=wH#0(=jBsQT(+k9s$dD)H&n&WEIb*l4> ztAFngGB9oD00OI4tssSt)PaBCWWg zcYy5=Zs%AB&fBv`?jNMMx`Z6KnR~d%H022}-OSw5W+Ko_5n5S@?a;WZ9q<@{-tgV0 zE)0x9OLM~$C&KifK9<$ut{t`CoZ92hB;)+B%imnGL`S+uf7g5nZ351ipRfG2@M*ub zd#UcDGxJ@=e-3VyJr}git=T}+21wOOWEW`wHtR&_p>=pMHiSsB=2)Gl0;`vCn8{4* z#x3hTUWO|;bG_>rt@jF>OMQ9;dpE55(`u_D$|VcCOK;~}oy{4^?=bH9`#EkV#a?b{ zK>LK18}G~Im9Ae8`$ERpY^GXp3=8Y`G8^Bq`{i>sbu$Jp7T36a8eH6W>BZ6~u``q} zv6TWCy{ataywI|!u*h)CkW8akdaN1fcCG$4NQ5FM{uxC~pqUGnOXQd0N(pVayFY34 z1@F(D!})DAA!6PB$c=bIF9#UZR#0wDEG6o~V30?{RUh6UMSW-_3`Y^f7sF9Q*~Rin zrg(jcvq31k`Tk1GS}3To?gJ)1Cy{w^Ky|4QHOrqFc|QshU4Bmc1qp>DIVlf5 zjtfUKgDt)KHzTXexraUKmywR+Orqnmp21YqXIAI*P~#Jq;k0~2(dz@eI$sG)zub@) zl)>bSsi1`Go!IHQnGWX~NPzSKvokQU*ekSWTfi?vsWyT^6N}nI?W^r0mI?TG!?mdI zozSpmFgV1$=ZeS9o#z#sQQqHYhGaK0QU{YWtASzc)1p;DUj%}iVFNVWyV->LV@jg+ z_4TLmalFT2IvDD0v$sl5+=OUeVmYHb(Zu zn}37)>|Nj=RFd33NnV}w@2QM>qW89LW@=cdI9kM8z|%j;ruM{NJhhRMOI^qD&%e4F zj;35^t(5t5Gz?#)SloD`P6prT&8JY@9^JyT)llTe;(n>54uT8ixhl&*Exvza6C3?B+W-d&%q*9zLn0e#tE{+hV00Aw{`yr^H7UTamkzByz%y^y4ol6dPUN^E9b=5 z4vJsVD)EvisSi4@_#BJRSP)f8I9lP2ow8Wt+GtnxS*LVH)RX$oy5)~Fu8?wZjnqBx z6=zlhJOAk@kQgtCGPk?Qs-0P!Ob*oemN25A!S~U?ihXW)-;a^rom8Q&Vpf{Zam?2L z^}(sX2a<1#EQz9w*6+_z-w-$+=96>SXr~SRLB`0Ojgkd1JWqZPoRn*TQM}S@dgBgN z#po<1tRD#_3*HCPUhmg$_3i-6rSerujb0(>3=r#G%E zH^8{VqvcE{{Ota^@-g*l_9)?RjjWBkXlBh6Ew=8dt~ zBfT)^DGdC)ssqtbf`Mmn`=CiAK<(>Ym3jL}7^W-T1_NCeW+BS11hTa_A`7B9RH(wu zsNsKr;Jkh?KrJ17VFjjrfo!te%?ma|!V_njbFK>NCT#I>EFmAQeZTcw>-jUODi=!3 z#MRsLoqKM0)mCcLfhvpB8P`zx1NjctePCx&v~Whr#2t&jUb4t>er--xztIq$Yk*OJ>qMjbzeCKxN+ z2P2SkBXW8!z2*NorwegTQ(qmq@yfbz_ETU#>TER$A&}#elxem)io)jJsxAs48ln+@ z2t}>x85uA7H8Uz1(*$?*2@GB_iU9qil9aDI0ijds`0Bd+jzbHR0Ixh9u$eaZ&4I+# z)2Cuv_nuMLhW<;pN@enTu6jQjiI#VcjY(784g|KP`_Kq7DHi+8=*4tHqz43f9XV>| zJY!VPxm_Ci26tUfMa|cKD%z&>@~8t2juT(5Z&0}>usC+hf6d41;bkyYSWZiv@fmyZ ziRZ?1f-a-CJi*@AK#4&=;7*#nsb<5Ze1&ye_LQrX0vIGG^h~oU#-p3`K5#K^v4C)R zW9q5m7E4wEVh|PDs8<0|CA->4Q+1I*V3|s-fc&)vgvZA9>#y3ExUwd9Cu(uID`Te+ zH6pM(bzqh1EH2feuyMn?G20+4caoS~SNAG3^O(5T1PZ~=wx06HbuuaO%(`-UV?q`0 z7paA*COy3LIcmUWyAy2Ju|0QIY*)Yt_^5kk)yp+~Em5V)O(pEj_}FztXKT2GZDCE1a(ny0ioWFLoVH*zEmojXN3?{!k5voH2Pq~=B=k%g+gZAfP@XLT`L z_E7;%Lnx$2jHapeeb`$QpvyJD93hLgC&jo&@z*qZtedhg#~P=(dVL29sgPZ)*Exqo z1=eI;-OwDjKbrASk=bz)BKzQ|8Y9ZG*&{4?raFuIerOZ7^VApLm9Z$OkDc>^_0WXb zVh(>REcQY9s-w*9)=O&BZTaINuzTOhQcE4#7-Zf%kuwSW8w|BbL zDnAz6LZ(Mao`yofXL~EKQ9>dGepCS9a_n)$I5n=z2G1gjxYdEq=5uUev{O2H@n&<@ z?hmrc2ZmCrj`3f_jII@k``#>lkX@huZn=}oGL#}&K?M#g)j-3!O*YZA30fuUF(I_r z0@$njoZ9!dW|qx=l`M7y%jPQm%CDIzzvpW4_uf^isL~G&8R`ehad=~6W1=J(%0S#p zyFU`+8k~ zs&Z=H_W*8>UFuMZq$0l z_j33ru=7Z0=ree^GCY=^@!Bwd5OrA8Q<+N~0muN=s9EL7^!zbg&xBA6Yd|ruq~eY; z)Fkde=jXeMy5Q0ZAifNlM2N6(xlQIFI+U~|u@7m&& zFx}eb5>OkfY<_k6xm8v4A=kc}d>1o6LXmqDSPZDR`eHcj?%wN=L2M~HXJlkFJZY;p zC1qjPIIe8>E=m+tw<4l0iUdeUqLh?DP7t)7tLc!WL^IHP(OOU1IIXPp4rmc6(A#Sb z0E^Mv`DVV6!FL|OQ{4fPi(pmDOBHWG$JbgDe+BNHL!~h@8g% zf-f`Rm^cxIbOc0_rP1u#exthiZK_vGRQ*J?mhbMft9%PVg?zB$U-DwV*{PMsX7<^I zVQNm|*Jz^?RXT;cX9>E4-JwPI(NBb8`H!z2$oc$>&un}vZWaAiBLomS&g$%R_oFu& zDd1tnxo@*xF~9V;!C+yLhk_-3JDZ1rNoBLd`1#HoR6mu?Q;Tr!)h$Ew$-<;FE`H}7 zligz{+JwhmhD#e-_PujuY>}6nFO5@k5H{SOL3%_E@RXHGpbB#*veGfq2PhAMVPtpg zD#-LT8(w<4yA%HY=~=)MKh4>2jjC+EzC6q&b2<4uwgLYFviQh=YhOC5#!FqUxs6+j zIzkdh?_HnFopX1}_wLVhPvf}}rpu?Kzi3saQhK2}y}!Tow!Bh;$=5oWNu3h8`hSG3 zy*~DWs^Gg(xiZ-dA4a!^zc{TSYyM&{d8-&O_WLgoet^z)IKvDW`emk`^@6>~fNUQX ztoRqg>I`hAQyIU*@BLwDRSck0$#u33^a8N*Anh{XTl{cOrDmG{;~BPtt^Yc{URde( zqGFGtx0#MCF`7S3du+76o{$+y{=a+i#U=NVhpY??4Au{?wR*O_HeeJ<^f`#BTV)u+ zz{teR#vzFDUAe&R?qwjmhyLfs=!?;7{{O#LR_lLvHP$BZc*gx0i`oGD$e?*dS3OA3Vgdp95bc|Bc4bm#z(j6lP(kP)I4AKgSbcad_(w(DpBi+M$ z2IB$c_r7a=>-+xt-t{ckx*uld-23da&yH(f=R8wZl)i9|>>LUT$_1I*5~?UDm=F{c z^qRA0z+cu)y9Q8DFfLk%iz{1+ON-lC+c~H`xMyS{ZDMQUU}2;xeG3JJKO{s$-~5UO zp=exbKFhUM|L(N3=NAz-A`7flJ01^FLC-zDpJKrzN_g|q z$Bb_;z8&g*WVmXXxfsNjRG^%M;m^3;zAOEvlLULdlsmutMTu2q^YG5p>t&zmQOBiG zobVD>-RMy|G*+_rY?EDM`3+OGwSrC`z1uH%x3jT?Mlnaxqmqw*svcZirmi3D+brHX zG@E~~ER7m4^0+^Xzlmnd1O-70Yw9ul&xI&jqzSk`^4eZS zTn{jmWMzC8jHn$7z?!Dr)WN`V{4o?Nd?O>9iKbcd3vXtuB5hZt|DJD=ShS?$d`_oG>jfr8WfE;#<{JKkrCZ!hGE3_#3`i zh?Y5T!)m~G$rQ0En)ec$nT23qyFjXG;7!)0pz&2a&2-UPt+xp=w+;;1iV5rKM4lMD zKJV1X>Ab(O>!KC^>g?Ea0TLXtU^))X!j)T%zFLJ0DVGe3oP5K^h8q=zUNoV?s$pc4 z$}gy1Eb58Y61@!h0{QsJeSwJcE`dZiHLiu1?%m|{b7V8-Z)Q@>-)#4MTY!IJ+CiWc zt6L%(=Vv-NZ>1g5{%C*qY1v$Zw&J{xyLqN_JGSWq+HNix4w>iv+gE5_OmJSlnoRwi z;ftDauyKc=?8O@m(KL?6Yo#6C?x?h?FutIQpc&Vj^$0WLm){E7>SSSjm-^fK+pLp2y@ z@A&A1==WAfm;=ln?$@aQjorb}!O)({5hiWf?Y_)owUm>bdv3}iMr9awOQ)Yrn9=yL z$fwVrjOCPOh@L#czQ^I=!k0-9LZV-Ors0E~ai({cAIV$C1>3Cr-tS`SQqgA^ywb*( zxzQDE#~;zkh+U?6Y*X&>XmKOW#YawLFb7)ixMD4gdEd*>i$|1D?9&7P%kZEom4%gV zhuOU5i(|nS@dbskbAg|~OpM<@mvfz&`21u|BIA77O!<|Lw2Or?=94HNJg@VAvXem^ zkPNw}nmEGF@b5DSZRr#V;C{0d4RCQyhy$?s@@A3cqQA>%e zEt6_~L)XogZWN{8tJ2_b@4&-*4ZRzVQj&Oxen{trQ)krM3>*Z%$sHL}1qBpl@O%~p z^{E9426#dR|H!~U6cn^XwBLWhge0Q>enziBeprO}Sp@|Jf+8bvQ{4@9VFdf7v57k) zqSynLFsps{3@P+729!Ff@nS>^MlB1yxz{>PghVB7247#mGt(7(x|g2%33|c4F)v9& zaL!&ez}uitI-^dEEfnDAclLZU=bmV##=(5%tGU?(@Ly`Qnnv}SaF6$#HGJ=&s;jW# zAbxG~Tpg1<#@S2M5I+=DwBrxvx1dGzSudFJ{{4s=l6Z|8bxz{cPb@I6LE?%mG=l#c z@94|e%G0O)8BKwO8g;NhA@lxm34RZM+fNYdR0(xZvD?#ZbcksG5uO?XLF*Pc<QV@)q3JS52crnNh+cGQEhm^dRpsJcLbIwAis!FXibo2>02@wt01u zX&3H-48cgurs<-!GS)Fy?z0nXI}w)r#nOyld7zM;8$+%Q^ycy!q zXA&cJ6-}hjoS1bK@)nhRR$pvSFo+FYD^$5~Vy%&rhnkXX$5ro;W4D{yP004;l$Q%F zm5hhVQWe=YkYBkH9L1s)-K69^WR+7nM;!DJTV0j<0LyM?b&|_&v|?s)F?-?-MG#~J zgV%2K%6xA&OO%*d>+6~M`Al8bbM(qGPy_;Tr_#fjRj-6oP)LZy-MoQDnGd=#-`9|) z5GOmyapwcIhlj_nq3@2@hveS-{NzrBn>`)w{2h!r<`0%V??_2W8S6f@iS9{wdV1=Q zzg7RPTWlLbpvZqu>S-6clayCTrK2n%Z*wHOE@L0V0ec&t+(CD;Go~t9ftR9Cj_#JQ zc~LAbE^b(bVockzX=d_n!F$Ng>u4045y!*<%Y@e1H*emk7B)@0=J%+0>!?vXC&@fZ zax#cJ%M%0}@~ITOC}d*?eP)ABH)7oTTz;6H&hfb_;%B=*`nKKo9%__W3Mi5fNbizy!AX%mUM6poVpD9Px!T7JJhTn1=Bo;N7*w25Rq z0u%ZFWGS7Vx8#{LN0X9~#ZL4R*li9wwn>V@U~c~Qz4B%-`-?_+|4sxNO)z6#N~VEPgCCEL!M<$c9!)AnBV;ad2S!Z7w=s!68`v zgEjWy^TnWM_Hx$2!6N6fgY5<}10BR;4zH_IZ7{JZNY{YbS5)Dvr!C&KZ}{8TijSlz z-LJLsj|Z3RuQoIE-){@*qFakG@URd*++SN6-KuiEw)1M!tIczifJN(lFs}EExDk6c ztX0%Aw3hfZnbnXoyNJzYB;Wu3>9Kv|)u-|w>Jmuc9`o7uTO+Ow&4!58I|b$)FDZ6+ zcgG$PC5>bc*| z@OMr$S^DL?Mb-nVf*xg&J{1-pA7ZA~S=6NVWNJy9nN3G-4Vb~a>xGekY?8`M}cmE%@7m1TDuZtuN|;;OK< zv1Y51GQLMfIf}1a^q%p_^9#wws*LBQMa5oXCa9j@NouK2Qo9=SD*V2;kKB2p_&m-F zM27iTXLgMkS5vpDLPM=z4}D1sf3qftV-vMO`h;Fbp=Wa zKEA<%DXyx4!5Riu?O>y@qchItB)AnCkg|#nf%^TdnI$y7i_q z6fc;qOgY%>?uTui$Tv)NksQY9xSCaN2Dlfel36NE&5UJpBrkiqvwk7GzA5@VVyelQ z^mAR`LS4RDoyAiM{rw7&cAlJp$ty~`KEfk1XijAgp8XtjJk4sZTiYBN$uT*1a%n(3 zX)3Rsai+xy;!ci9_okQiOZynNR5t&J~ftE6bmg=E5RWn1beL2om& z4H$&XUJ%X_5?VmPmYs!CPE?t=G9C=}zi`*GH^EGTk-W3)L{SC^E(W-uhsPhzvPP$AlztRE@k2jRsiGZj&l z_mfHqb#J*Y<7Zkz2ezvi{>V(qWaFo?uQQWzyf(}x)6MhJIV>D<)zTbFdoR!OJliRUbdR7%e(QU)U9TxgQYc{sWF_>T5M zu4tyWO1yIsQFW1{hEq}MsOG@l{URPXImP8?nf=xsT8*+ivqhMX%~|TZquJj!HJNC1 zRVSs5`Qj)QvxRKf>@{QsQkCvp>{si@cU&EqErqdcMl3TgYzN0+t`v>!=|-n@!uHRz z-)mOYe}^Y$JDEvaJo(M?ibrgNJV)rHqoC(i>PRo1H1)=#v;YH0tM>izB_8~ycVIae=8>A zp72T$Kard0_1!~n;QoviN;8)lA1-po@!7Grq#DErk#JDTd`o@&V#I9kjmyqPt80~G zjL9UX;r%ytF{ z!m%EFZqLuP9hqw^Bq9i1nYLc>B{ zozZF<1me9|*!Nq}Rq`b8;bN_A|LPU#j-Kd{J(;DEN-fq!kwhJZj`jwHW#9Q;oB09Z zUrC~;_tKq8dc<;mTisnz@5}EFyKnH2axB54AH3}9pscL(eQ11dj&XGGyDP~uNjeAF zA!2GHAeTk_@U|Qb-f833c>wRK98thXW9HQJ@;qqd3-pYF_osRIF&Wk?WbHd` zUe-v_M!Ue)zERdEZENfOVpUgD^pcGj!k4aLb92djIm4G@wp;GKa>e2FSZcM#)`ZzZ zciZOGU^+3^*PCnQQ+3Zgsnqrve0mWf)wEKM14P?%YRzM>7X3*~*_w*4xIrpxt0@le zwCH$^U2Shf(+xT_+eV1s%@=RTWq4{x9pci{b!|4+=yRSqvs%Y8_~bskRD7j8-Kj2% z((vlMPtw_=)F_Sh+lW<@@eBC(jO5TjUAxK~2_AEA?Oi<(JJWK_xX9|^PZU&_zYC|U zCVEQcC{q{8H-er@Nzxp{(Po@8MLR`F*08+MG^?4Nv{yJiIM$Du6TY97VQEE?Rn33h zn>Zb_&frnQ*PLasr+G6p^k`A|C2P3>>y2Xt8QbZ;9aeKx1G^i#$-Ux(;|7;wXK#zjuzkP!e@F-T+D-7&s3yC`-l%jj#R3Dh>>F zKjRZgChnre*EL&Kx$JZGaF{=*OL1GbNVpc=a#mja?)*0%mvsT{`hRc zLqCieN}W=#>NpW=O&#wxk*!*gwT&(0x3ORN4c`=?CO@l z<+9?*6g->TN9w=MOpRLh^vTXno3ChIU5@X;JTk?TP6$iTE_E=`bNE7+iU;p%(T1<5 z@kMF+Zhxj?XH!DQ)pr>%>Cm{cPN$%y@2p{g642%~#a%ue=_0rnd2tR4DuPYOvBH|A zuRF|4?(bE5*IlAR1k+Xo6|IH-NAivNu~$&&j6r$Ty3%KlK06~R4roqs&?>gN4)ulA zwc*%+bs?OtG6kWemt6$8)Z+fQiveG+{LE81)j%4JjX~u;5z#q0FSh*=SE^`xcv_T1 zNp#1!Vl^r!m^PIEzOj4k?BXJuNT;845HTB>b}>jvZ|`|87*PeSwTX!-3N046E#x-H zKI>HS-R-j9{{A$~S~uZUtLUWn0X^p%NN(RsFNe=PPc)}b*;&Xsxd)T7{{z>1gWNoI zMY31d<&xFPhAZY;a{P!%wx_8i_jex?ODlUH6%5L3P==>THV2!YL(3YhDFSDpIRVia zGZ?{4T(2nYeD{VxI=V0xiBdTgYjwXR_C^H$%j9(6METyAj0KW1ZaT?ecSlmki}@mE z6kJ|`l(hUxEgD)f#%iXfsnE_qj|j6)z6n&CZ=V^l@-|1ZD*qA%#fI;fQJ$9(_Z*rb zK71)PWgiztot6VcN2({^dte29ab zuXK>VLU^pkJK0yX;P+8xTXmMs)$w(-%?v~3>}3h}FXg!Xt5CS4{(YrtF7R`Y1D`+nWn zeU4YDd)-ObOnwzr8^{{#Y1wt`ZtcXy8oG{+U3j)5VV&GJ%3TlPm7sZ=1g0m?Dbw^Z z&a4hpD9vSUCh(hlw=b`?LWRCP$I6Uw{E=F|GyPpX%*+!FgG@Xzhrg!Ho#BR5R?@Yf zz9MPBJtdwkPp*@nuPjI~)3v?K1P`VK;g~^iA}$2zEp^oZ^IDm)@Ns;{b? z&V8f=z;lpZR62VpBc>+Ea2KnitK6cO!Rrj(0;$vf9un{~(j#D=@IPIaI%U8xl z2a&dV$?&I$YL`HZ+Y2%}Z)=fs?(Mmw0U8q_Lm%}!obMlCbzQkrE&AliQ<~~)BujUA zHzguaDCWOk{_`Ga+9kI#H;qxT1M2(yaKauH?4#Wft_|Ikr0B5Mvwu`AsPtGP&d9BX z{Lrl>QEb7DIr=}S!2AJ}A=->@M<6rvqy1y0pH(wYq#tGCg&w_!bVovV5!~qzyX3!P zz0c>?QuA${`5p%vMjG3Lno+#9IbRb4CPeEPU%1*un2W~3Pwxf{Jr5`-^2@@nwUzsp zsU%9#C$gt!`jC>6eUx)l!VjW=smMxyCCtZOAxQlDPv#6Y036qrK;jgNyeI4y_$PVfLY(3+;nbFL~C&9yRyObA-Xax~Ea#=@J-(51a z$Bdz9rQU+~K0aKv9`V7wcu~sN*LOj`;^O9dLlvl%Ix%w37n$hIAe!XXPxc-g>fz- z-tL)pU@Di6QY08416EUZAGe)Vk?C@I+diulJw0;jjRlYuD;1xS2gXw)Hk@5L51UH> zpi@tN8_3YDc$ZU*lnSxKF#i2QSnvCGkw|q$V}{G+PnEOjfu^8~Xd>~C`M0*edg-&$ zi5V8eO#Ku@?Gh<-?G%fq1Y+k6(}J-Y+5i#2$!v!Lf>EGkIQy1eFJ8&|Ea@G*FKUe^ zaaTl|&t<|HR-aFzyWh^Ap}%&tCY&tA-+W)-9e>h|~7sv~O zZv;FzKKO5g%y z@1JYk9L-3WhuSG7{5k|8aU5QR3W9ypi>e=i6uG?ut+{x!feO9_IX|)1qAPRbc!vOj zj$MLL1tpWqKz=ve8_K|I*J{1$Xdo>;k*CCX>xACbA-L^<4uU^@Q~%WmKNd#$ty^DH z;LP#&bwmegEmpcx&?@sB*V!B`Kx(O6Q}L0rz&TstfY>j&`vsLvSxw_toI6q!#066i z4K`AQ_n#v_HVQXkJG#>oKbQYv#4p`^RZrx+6F|x+dYzM~$e1?tyz<#MG5}PLOS!7? zHymv)4}G&&RNKqaCv{#0dwJLU%2(#n8PWcFD{1hFGy~L0msP5Yo|jcU1@B< zMT#!fT`l>u$N}@{rw6Sxd1_@z=zf=ymLk@JKkLNSPm)_xLZn;d)c^TiVgee+dFeg>&s_YzY9h&` zOywUe-Hb;;1sjE|k}KZQ{yjHsq8Sbe1P*zU(VFtQYj(3`5Rx8d`yC1DYeoS)NosUltyd{CB4|b7VmC*8P{B zPYm_{w0T=YeH-*)3A9*YZ84hf^~+txLddKYN)?$FK7Rbzcxz;^$TnoSU0Ej2_h2_5 zbQe)-!(7i*PnMcvarkgbJ_)3DcvILFOO8-C^K@|j8+JoIddjYiax;}gV%PL z-+?mKWv#e~MRli;F~LF%jK;hQ6@8%#nR1e(#mr{7PRpA1$|!e6*%EHJy5=(K?k>R8ZFL z_hy+Sb!E-DUKKBKo1ugXW^FqqQB4Y?hiIKKd3kCc9p-79u*4=cgV&O@HoTLjS$h|? zg~R4T^VCq1#Y)^n2C*BuWN;?d7HOBQW|!GM~4;$aaHR0Jp3r$rGK5=)1w^Q_GsKhaavH`X?2b91wk z>f@)!IB{vVZ~La3qFCfMX6NPtD>nx-mz>FG7DK+bwyIun3|uMb8SoTuh@BaxRI=kL zGPOLEy|IZiuN6kxk{}{PAT^6VusYdn)cRT=Vz4FB8|rSe*s-&ZlL}EQ-_ac^Y*B6N zcb@N!(o9(^%gM3p3t_$b0Sj6+HiXzLE_^9eoWEUM^pwK#gW!fDvN`<~CgwYFkaDJu z`5{CDQx!Ltb5P?WRMX&+1F4f-hLC_2RnDn>`dfVZ*;14d;8XxyJME9C@>lYn(4_=Of@Q z)!iNqBFYPeR>vw^;D{DLa$}m#CUF#7x-M<|wsC}Uh^!dj7E(lSV?XYm%u#_qBQ`fi zrWz1#oZ*7|CZ;c7Ba2HsU0U4)j5w{6FbgkAkF1w>`NKXYLxHspIP(2 z!DOZMcpZ0Z*@9pm8)Sj2XtNG$l8(9wsK0a$RDuqo60fomb`&HZd*5lYZR~Jwl7yD- zrowS09yx!@vn47zH`FO!pg?7?_qQJpU60#eu$WI!r?8ed7Uz)jG}Z-KqIGfD%vqj7 zNL4u1TX^RvdQ!d!IiG!89~U2@c??eZtmO!A{G)3iUkR9P$dC&SL%TYf?@s4dUD8rz z+&e|)-+9RI0M~6;L-%9D4ju2=5fhshy zd+z~N{Tc1|Lq;{|QO?27(ERn00vqRkH>7sz7X92yL!roL{1`X=AdAS@YnJ`9>iIna zb-M$af3bBS;;{Vv1E}&~(uJJCQ)Z!a6XYyJI@%PcEcySP;Qw90 zQ%zJ*=gsrE-#NGWHK^Csv3e{T&G&7J-3R^y&m^z?XJ~0O0Cpl`8~UA$T2lXL@519F zB1qJJ?NG`pMR$bQ{MKE%U1?-L|$Xr+d>_Q;~bHh6giH zpp6ZtfBCbL@piRES61u@h*X^VV86~b4g5ysl+mG8+IV}dIX7C)oUO^G4V&P#>P zT4bnbGBqq=Yk%pL=UGk0zF7fP`(+W5<&kSQ)R1I6c|!<%ZFXqj#mN^Oxe{nFP?l*0 z^pW&mBOOh09cU!o&P?ePXMk}Xls>U5XYeWi^&+TfT_8HdSH+8*;teh}{)eI+^Jc%C zJCGI4Y1d`*6n_Vy9tRHZvK{sJ|3dZ81xK0*r#Djb|L;$-Jz{11r*bY6kTMhAU;K8L z(AVTX8S4Z$-c#y7$qDj-Iu6M9!aQa=!IOP+#1(FC)hzXN0MP!nK_8A%n#z0qT2e7+ z6<{zke6Tm?AN7T!=Q`X?bii`{E50d9g1KNnfPt22$?jaH5nwE?B#~4yMziS>i-?HW ze}7C;|C~;azTc{^j_P1WdVDI*Zq&IhgD&5!E!56uEiO6QI<9j5efgL;)owd`GgjcU zr_CJIUNMuzK+MEJv@jAwg8bP1g|CxI$=jSK)d}qYvq-*C)RtpdEh_p0ihIt04paeAKx^C zZ`bqP?@CiB&yvF)K=xPv2$7uQVc6e8wAVKG)+OSFppPfliu-QT;|QO)6I%7FF^B4N zJ0$lNee;slH1L>BUD;o2YcLaCdlfNZmgI(Hdril?8obq-f**{)L*m-6C~Q_PdvhES z#lAhn8T;msOX-+ZFd~jCLP(ydE?S<22@3KeU6$vnlp*Y(zrm{ehjQV-hSP$Q{+S!MgI4+`D(b1TZL zQj;g|%3tr-v33~`;foFwSZ$XGZSV1rn`%rb2KoRjjp^%)QGT`-nvq>@~{RU=)5D!HyFfq(#zKiOxMPnT*zz zmAeQ?XDU`MUn$+bK~otl?j}2x?n_h(xh`-ahH1lu@hzNoT&vdN%dHNWZfb>xl2(fyL-(MltHPhM>pPYSHkxy-Qatp z#SPC92k=7?1He(VFZSG>O_ytKAirxdOhI<{o-AohIuGnw*@cTz_dN9gjU{xLA6+NP z=zZO?lWk0V=T01E^2a0tSQTz%rUWXtX@ zu1uD21OFy94~oW5^C|)fS^J}9g_Ya8{o3c!t9>)fc_O3QYjeq=>uoDMseMfy(>t~< zxq*-=%+7fy_d(FmX*4TdyaRiqX8BvD!Hl`oZ94fixqxa!TO z$TV2hGkNa-kfJQeH*s-@AW@gsHu%;z)aRdkz*@tlf@Fb<2A|*)t@u!%c8IM|u*Mhg(S1ak0|f(G}nkLuQZGzdIl7 z?j9cS#XNAf8gF)T_NJ)xL1QX~QKkjsSTjm&Z7yFGM}JIe-nr}@Wr+zhW1*Yn*Cyz{ z^A(k+SshWu`2xe-G36mkcT%$9wiJV)G?mZ#>a0)60g~Mg$lBHxkG4A+DD8aU-diEX z6_afClTljrZ=O=>3{I%QcGc#tQlk4JTlSs z;@J{G*_x=3m{Lr2x@}{QM^C1U!Hw^0J8RPoaKs|KJ`U*gw)Q^o<~*T-a~ashp!W}_ z1TKH6WL^zz6Uj0wb({_@ufiiq+hk@)>B`3R@bsKF47txScFWU~DYUzbPs?n1^CiLJ z(74RAebxeBEiJ7A5{@-_HA6$guZxxmj(O^D&+Xqn{4QH*7Zh7iS$)=sG$fxE-a^Dc@m#Pe9SSE>&;Upuxw1A)jk47)wQRnY2_xbI4kA#1iARco9HnKy1} z0s|V&OEqM-<8cl=tmJH#dC6NS)v(D5wInsrh2NSZ)2;VmVg0UG|T3WB- zMP$3vyYlGv$WnXz$is-}o>|hpf30&ig`;y4!+dwz%;RMqTR7E~(3VAV*_$qea5K-j zeUWRKI&YJ2dW>ueT+3v;_I~zkN?Skj>xesuDv@|26ARcX$^_VkWf(r{L20;|Z%K4w zRl_n@(j3s7W;;{4D7G6YJy{dnr(VhEBSZ~$u&BHqSlA1+t`y~-c7z3LgN!Tj*ptmo z$j~3(YwfuULS2k0^0bA0-?GKMxr0|}JWYE}X{(IEPbpmbom`4>|4qN3(EtY?d0X1$ zCvG9T)p*6u15jb)f&iChVnuV=UR&0$YQcmf=rIn-lKs#M?`@IWxWYebI*lqejU9MkMnnWs*H;2 zPaWd_5i!W?>M)K^k{vSB=KsuzgS}@Ev69JM~*Li zelmIdX;T@w0AdOGNOW3}^FLrrKL@vD1^peP2X!Y?a-TlRGEmOMHWI#%_dgCmoCXvg5}auvgY3;G~VR zC;0AQ9Lq`YCRXyUn|e(1=KWNMQu%Jyz868QYNlp1#5a*S{U|Vn4O`U76BrUi?d;bw zw|fOtojrukN7Nmj7k(F4TDoKB{>!dDf`hb(IW{5zb;*m*yY}*FLNESV-S$DSY}q3S%U|59g=^HaB?JNK|CubA9)M0S zjQV~0yAyX*>D&hv@ysUc)K26_;0?$tP=C|9PFPJ%Ez&g&-T51DMt%w64oJ z%8e2|yK4up0>m%O=>KH@=bf<|E0-W|>V>W}!--<&{%mo|=F4LuCIZYgMV_@!5wj#Oz?alwz=z}i!aAft4 z%!x(&DHntmY0?h!&*D$h-3TzXrRauJ>2ze;iOCWEBq!Bc5DmF!B>Kcx80g9n_e zL*qK-w))oD`CD^rnY4A0;Ak?h$)}8AQy(Q(a3Y(}x?kC{_*rolAdi#tg}jy~=d*R9 z?0Hf-EBj@7jn;Xv!rjq&q|6!FVcOlBCT?3SYQ#<7YH;2-CtiAiUD>C_Am3DB!lCp` zPRI{zYl7Qwil(lzF|)z-S1IqGEVFL?z6+o$`j(URp}f!s6Mo*_9c~wWHbPNa=<0NY z>8^n=?Ij_;$2INk?YBiVvvqoSVA22xk=tNC90^r-ILD2js8(Yct(gY zxl7CF%iktvhGJ3o_gDCZJ*HGaqf zRBWXyaoay;{k3;K%jxRsju=uAI0w?k582qXY#{n;(^cp*qYZMpXe%|-9GfH(FJm;p zBvti0OXEim=LIhi35iY=9gMST?F(61B`xzfJKKEx)C`l3o%OWG;Z0^LRMH)W~?36Yd0B*6zcU37X1+^<)CcIPa zbI_>42mo95O4~l}ueY>Bd7Z799=DH<5arM9UoKA|Zc2CsDT`(D4qLAh2+bm2V!o$Brd zq{AS?7OuEwHhrbS+8q0%jzR?95Bqu7Ecss_V zt#(|uD0*o`b?YXU6qe>|yCG51PQ@URpA_#uoA?zz2&8GT;+)_wq%53wu3(A=b-fn8S#7cj%kuBLfL3B0g+$}S9bo;Z=lkRo_uzQ@8 zZuJ89O-+l&G}}L$w-#LRg!6a^ge0n9=%K+G+2|Bc+stXK%4?K~NVE%_eU74R6JC?g z(ks1=EFiJ2Jb=vR9wPP{UJE#;>EQ`ox{apKhhP-cd>@dlukVb-WUa5ZMT&7!$6%)B z&d_%Z5I);sQaIp-jFZE+rI2`O2)LkNxx;I;!rgxAm0A7HG>i&)Qpcz_OWSj};S9!e zi0xWhfb)D(_~X56E>l6DjqR*r^gPSYoFH%<1;7k{hz5S5xVZRA{IVAV@(6e5GMjFZ z{9DWUKyRKm{h;Z>ZL-ceaDi&^TqbA>+bWlbB= zi`|ov0O{qRgE;EKs2)gETarYd5P7YHq~!~baG!&DLkXXjQF7**7tz*V;EwkN~K`HKln-S`6T6Mxdimml@p`;-2E^KMFpzpU*C? z2j^`_-fGPv%YOdNexq@8s%?lKXc%;Kb#*n_q%Zxk!($H%Hxp^F+sSQ9u8!`sx<;Sj zmED@J*d7ZS53%zyVwx3rwdcCIu_5V^0u7f^vhy4ol2uZBxGr|MCN^$}m^2)dGu&0( z&pF(v9vigE3CZ!AWU*iU!VorE_mkTH_k5)=OufWgmVFQRQlWvGS$FUb$9?z1-1b)* z#sgX22dF8D6yEnI0R*IS9>&gTvBRCCdpr&os}G9Z#-1@C508a9eX0Bx3_xZj1}^rs$5LH7-C$k9@z@v@L35OFU;|_saxXH z$)%DgFPlktK5ad{fit8-Q6(J-5FJ- zb^wVM3`z=~nw(#t=Ul{?IYht@h1e^8eA=GktJcny8%ei}Iit3_<$Jj0wvlN_0o(0P zPb({5JS`&tXCy3eA3C+%=#!9cC~(aowF0oIp8I4JEp40DLe0g$i8Dy?A)j&N%dyOf zpTkTJ^w>!j7Z)efeNM~mz@;-lK68n*)pvT*HNRlX6P?7(7?Eo=p>-7Bx{MT0k^op`2jsX%i>zH%b z13L=)49JmC6>Z2^Rr>4@9O0tpwNe-HJP`>oC-4?0{9Gk)JYou}x4)(|)iBtynCj_P z9^zV0{^xWA@CsyliR>Z}M>}MUKj5=dKtDq!7%=nyDeDkpi3;IdN;E=5L{dkgAZdu)k#1$^|osnMDYLu zWsU>@nK(9o4P}l7HM&R{=op&W+z>(Eu7-JRdFW}CW9+V2TuSLqUQ4DrFt7N2!7iY< za?!^AV56@AoXVup-%Us>KpgJF4hfds8ib_gj_#8p~qQnKNqpgrjsIO1_^CjZ5<1~?UI4(%q~_pp=h2lB!iz<%8R zh9yS2HR@?+@gOCLy^OI{VET0l@MuOLd!!{|G^7;Et2tdL7oa7KnHjfG;nl{H#iF6H zajHYN_4RcLUHh}WVmmLyo<&|$K&Pu*Pvr;!?g>yUFFfQSYdzJ|c@k#mqVa6(?l)KO zH<#=!m5*d z@3+AB6`Y)%6-W)u%*^zBb|zQALNb<>mop5vo;y`R!3@ahXq&|o<@ju5HUyaso20{h zJdjRf{C)mkDa|hl2(X>x3zA}+yF^6O1>-?8GWYJshi{im!Lh>sH2+&#ojb@a)^+xW zT70L7xDp71|GRGj^5mwb^J(K)GAhT&eY3hFCV8T2sd2*8oJd}4LNwY0lP>5`e7133 z5?6a^E4gswHnNdrZc}#7iLeH!mET99=DN8y{-5rOo^x*X4aF{`<(qo@6VBK#r_>zuh@`l5}GUsK` z&vPL>uOZRwcg^{QQBU)(;Wl85BM#$l#T`@SpK}`juD>6o2-DIBw;d3v-9Xzwjv3sf zV(jGNvP2WvHa(8mTjpRB`{sv!e<07KqoV_l!*ih7WuO=BG!37XzlO}~Y;0^+hN=&S zR+_Y`uG@mUSnS8kcBbOw=9NS?x=Yqth2+-EUfb7~4C(x4C7rNK=rat<1QZ)PyD-N# zkz&HO;;M~oFam(lWt$DxV*6?V++IIYf8vh-EBV*Y+~OG&-*ErE1XVmEAhy zJu+{=XBz(xaCMX$z6?bEel~A25<{V@HRfXshp*VddY2L4Z>YTuvNs>>ak{E^Sh_e$zU-9c;m=T;blX`{2qU_CjRz>l@5Y+B{7pb&16H z*zL&P4p+k!wReq3vH>Z$qwF)Tm~bfnSU{k9>&;{4`^P@aZJ=fJ5CZQVhb`cele_Uf ze2X@*-=6jkW+vq=jG0#Kws@FUUS8dH0c9ChI@lucH;P#hmlO-nUK8KMgDdCz(Li8IPKv zf0}VM76E9dXh_=WH0^%{m+Lv5adY{rZan%b^$-%;v8C!b;Us^h5uE5qXy@Ai64Cm5 zV5l{c5SZi*5~$L~>9rUA4s&tmFI=dr+!`$(qR7-n*y0qOG7o@LJMp;fYv3HdO-~5S z%&8It$1zAbJUW7oJWf{^0f~XzJyz{JvOF`X50X8 zVP!KccUhDuS1j2_){xeKf)Ue@BpEaY+J2PzhBun1)cj8K0Xh4(B)F)w8-+a$N&Wqfi9O9@sz&%D@WDG?tD%d zGC4J(G(6nxYlu_{S!EzkUp!@sJaILl3kF1%E<-lO8WS1d(8>y+Y?RV840heLt=#B6 z$_T(;+*3whC8t+aRq=m+L@)+?dKj=)@AY>ht?8pM61@jES;6IfQ{YVWRD?%VXu>-c z#LRfy@#ytyz1wBcG!*;{0QCr5D^qsaJ?#KVJnK!_GCQ|kPj1Ir=Q$A}9ZJ51Cw)al z$LI3}zTk47>BlUZSpigtA5ZO(1&)T6J`t|y_BUHB^>h zT)>uzOi)^<4Waf0nRb+iPxSJ$*fRmL=qv}L%LfJ(%ihc61BK5geZS)v1~9<9947jc z%~TgGVq5PjCWpO9-SH9?!&ema%~LMU)-4VlX5qbHed8r;_nS6t)VrFmyDjt5V=}oW zA2ZN;EO*5t4-L8m5 zBMp~MI1gG3r0hOLiaCQ8vhb)gy-VA}l{Rl-7-VXR!tb9hONI>iBvBeBdKsh_GT}xv zM;U%>fLEzRZ*FbH+@b*Ilq?s30i;306$K_EJMZ2?G8FV2TW;9*YMU+c)+4VdT0!1* zXAdX}3ohlBS@PH|tKB0b`UwJrI zJa*DZf*pjJzK3Hbdua2hmQM10Sm%ptO>W)Xlsadag;7sLN;$eh8HX=r5LR!J_W_F8 zMAb=Na_$xbCr!J`zO_DLJwjCcqBXdh;UiZUA)4q@9!c(ZwftzQ!nOR(#|qi;#3tqk`DOF;H7SKYM_XaQXBop&7$U46G)?ZMS3p)x*c;}zg)zOcF=lCW|^ zI+C;nH+Qo58P=nlz2F5FT{9YPntF?dEV~ z5*0}(vi;3}97}BbW(r=AcZJPceAD2CXyJLDY& zl(vTY5c2U3X{r!owJ)n;s}W(5p_PsUvpc@Pk=7#fA^;U_xn+`ryRYc9C?8~IX0m|$ z`{oS7NK9J-6^1yp6m5ovv<#P><9I{&6+p?vtFhNtnVU%pX$#b-n{O$KW>1x$?x<*O zWsaU|$FQX3v}!48exznGdjpK@X{Gi-^{l!!wYQ>tOm!Pz6;6m0H%ST#L*L<8FX>V2 z^lz5MSM@nBiySC-_7^1|{AKqxPvp%qv~i#^th@=|EGqtA?7ew3 z)$R8;UZO~aWQYtUBq3$UtQ3_DWeOQ0WtKT}=k6|`xD}zpmKACD>a6h)!4~#ou zI&U{`Ymd34aIvd8TE#H27otD%77g1^=kYQg^)cAAUhng@MJr+(6d1!5R&~N_nd$tL zYP`C`#Ff5D51Cus21;YWf;$A!X>Jke^~s5%;+31slHK%4M~Ke zqF{L;ebW{VGG4OtDm(yykHxKO%7QSUY!H|I?EY8#)fDL}@cOD{L|y&QEtzh|OwN`o z2H{i>7n<_FRb2Mu6`VcUWUs`rRq!%n@sv<8dG;q8_2_N`9$e!#3mh)5rI2&^3&Zlk z`p>7M;{0o+XZI!d^So%)<(fWlX(dif~BsPfABUi+g=ll2vS=I*fJ&C%3Y%`}?S^?FHx2(W?QPL7eC08UTgk9eozz zvOHfud2f%Pe&@7;YOv{{@YuRSUL)0IMV(BJO|AyXeer5|Rt1$!4SIc8`bZRW_I_ZE zIM5rgT`+I_4RQIg7v+z6&R-6x7df#}aH^n5K@HGKpHkosUbXkPP12k1JMsNTN%(KB zOl=aLlJwnGc9CwNExN{bqx^+C*Yy$M1CTbt%UH$diNAj*L^nMiT1z_qW}Z)b5MTKs zlUE#Bvu%;zHvk!WA4zk%$vO6r#~jvgUq%pd!LY`dJ7_)?^SC>y1;*YAw~M_oxjb83 zY{k%MB5k|$RCZoyhHnG7w(b>*t41c?V~oLg*Aps&Q_?qi(d{jX^Y}f#M-QW<)TN2) z{Yjkwp{GVbK{S0dm6qegd*_7mud~G~-_L)jHSVQ~(nD&+)e+Ak7Eh1h^;r9Q;YCguU0^bNI zzM{iDO&_MO{oI^{@9llI%XXy{D*pC&V;2Krqi`n{mr8Y%1SM8k{5! ze~M7RL%Z>L9%F%U{}6$a<|SKqeEfQRX0zZVl7JvFWJ@8G8yr1j4*;O|ezKxNJFH3n z3`R;;YPt$bJ}5Qs=v^7%2sJj9W^}_Rj3mX^+`8>Ze2JFWq36mbN^_C-TS%M=zr=7U zEw(?u_OEkER@du5ceUhmzK8Y=5nS}x*&0iV-{(w57$m;eqWiGJN{wZYF-u!m)lFNQ z*^eJ*$M^St%oQG(b&N=7z2!Xh)Dm2D`6;~Kz%3#JPc3^ulrNE5`(iA;#ruO4>~g0! zSpdSuqLLgD0#T9D!bfkxFK58&t;f0>Ka`v&kPO@61PoJzDAaXziPoEVby$FcpU)^* z)STO2a!e#%Z~OsjGt8)#)!Eqn??^EX7S z?@Fn(4lpcz-Vv3VY29g*X3!8jx6o3I=;Eda5X=j89cAEjl{w|}Z3I9uZlwC1FPPh_ z!-dE~X>4eRTT*!`)b#sxTpbq!t{^Z>9-mGUDO3 zJ*OC#N5_^q^YZe_V%~tdfE$;~eC0%aP!SK*&D6X@QR6MKMb(dx%Dk2pC%Y+?AqC0CWiU*fpbggVvFgB@7mmf%jz)o5U}j`OmJl1xNvL!q8e7tD+%b>&}%OM$Z zwbDtVAO{^2>VA(z^b}|D(&Q<)D6>LGe{%6Q&NEmFn|<-%8C})4-@Az1R1|VXyY59Q z458DIY?HM2(hKI+m2?D7Z#Acr9EsM6pI8(V)gabuuWv}r@ymD=V6`I~ z-ah2a{rYI`+buC#1Yz6kUqTs_PoF;JUyH+u$3Qidz^Z6rM@JVWK$H2`9#E`4N4$`@ zb6NadRk8OGVf9l~5@u$C-+c+H&gl|vpcv8-LP}PRM_Pmrs$gbsra+FQ+{YOgmGgb3 zBYpATScm(u^v|&Mvpv4_H!>g~xD`|xH;cP54?vLEN6yDwoV`D3Fs;@Yhw%4ula}R! z>NHc20zYw|h}Zz!#8Y6*rSAsf#q6N?9XKHy5-BDu1Fyd;zXeQ>S%>}G#Eq|TU4R15HO@oFAe$RrG5B|;iyn|+zEF;3hR z3Kl+0KvrF=`6$%&wKeo)gJ}1i+Y%B7ps*(me27!ijS9V0X3myQSx?nAJ20sVn9iIUTj^zH+JLvYsh1satMAUk473Ek3n!`6eFGjvd;aZ+7+Rnx;UT0k|( zel2hXQm5~}wWXIkC{+A`ZSk`CcKl47dyCApo*wkNFD)KQERyb?^5DS((5Am!0LIu0 zuG&)o2^|*Ok?`aX1BaG6Qk1|Vbc+Z`&>t$?wR&3DXYA((>g1AW;mf^%R7HA0(NMe}P=tHj#QK zp@wm9+X7u4ZuQM5OIz`n_6CpR>pM6&prin|^-$xSNAa8o8Nn0Ep~1n2kSw)&SE>FV z(s$uoWWKIOK|kXT%Xb{(Xg5PE0?C2`f(>@JE+d2abg8f)-n`Kn>h`uyIw2X)C3UjVm|(bs1|f#N&)-x6~RxSu0;`i z&tU4<-pIF;!JDy1OZMQA1DZaXKSm$-)S_a~^|{TnPZh+M?vT_f-bb;>D)NZ(zTY6R zv(Lnoli_0C>;M{YMT;id)4yKt=h`)9h|eeWo>E>!Z4BUS@k7g&h<6C(Co{o9YN0d6 zmBlMwo_I5KUA_U0(6Qdw*!V|Q{+tJ;7xgRztsIMy(PUIQr~fbntGjCGqV^m6yI_6F zV0VOyY;~UKDP0W<_FCCrTw)cSaMMsLf3xXWvrBSdO@@anAB6#H!yK^NGDHDF_09hH zsIqxTU29XC2(=2vT;{HgwRP!gl_=!-_5zXeK>T@VW3dFTmp4D8{-FeINk==6Y_mZV zDqhjPMjnY=&t8DLxoF28?56DjTGcHZRmZmbAOD(HG}9$V2+9ClK#es3ykR3Yf{qIl zQZ6_tRi7F-wM@$cF3YUW^Oag0VA3{fB(X#BCo$}K8u8Q=iW$!lc4Smexu*#ry^E__do#`W+7(rE?QJi zV$K}KYO$3i)Fy*je20~1qkBoRdbsy+NV8tkllj){=LvR($%--}e{B;brsJkWwW!U8 z#2kvJH73&)`=N%|1N<(Ym%05R=S3uGX=pCqqGgqD!jqepHT9|aGTyF!lZ3zHcd9YW zig*>Fr#c=EbgbR7va(Lie|_v)YQM7B%>W?R$^nGELscb7e$o^CM5WI;pQy^8VjcPp zE$y#5*+W8Ez($p}!QJ_3OOAKp^@eOg==bw9^SOazbms5KROuq1zU(^OrI-td_E0ct zokD9y-bWsvQ_?X|C`wr+l-SdE^lyWqeFyU;{qfrrp>Lh&z^*K4tr)fH)qe#4^u~pH z|IY_ZQQEl|rCUwOrv92Mv~g3zN^&6osT?a8QS_hi z)MGUs{cYc1Ug5pHMOXQf@6~>E9esnVgIl-E^A)>s+bd?&Y6RKg{IMd3S_{~{AL;$A znv_&ZQK|Q?5Hq~Lp9lX^LF8$KXNB-ppjTvdW@U#iLlLlbevRngrU3p$I|;AXo@nXn zz4T4_TKHv$j=vNUSI{P=JoXR@1;f%+uvX`D5+bdKZ`9-`1lCSKQU~quiuNJ zCfi&K<=?*e^UWiR2+9Cz#>Pd^gRk=!BMr?H=7KeG~NU`yv=-}?VFmy-FPqAQXVMpW!kU|6jXy_gB~x3Th4X2 z7r6(Cgy1bMPLh@D>tz3sJbj-IInQu)DdP>Z@xg|e1h2Z|ZwV}vK0WxU$EOGCL6s$qlV7{K zx(0tZz%4g;g@lAGFK3Uwd^yN|D(*|E(hD6sGZXukdf5!asldUb8R|5UzKrnr9zU25 zIk@v&+c0&6#$BD7t=XZklz?`?O=HoRpbugeewy3yG7qOFj*k^R6T}Z`nLewaVn%6P z?!hJ5Z9!D~Ma>j&?zdHZKH^F{8;53l5{-AAR#DUjQ3DDNvlGP9cHulYuP@gzdm|sW z{qs0uKVKCaZ7L-trF`4c(lR46Q^}br|Ei9Hg2Fz_T@Wg!u#IU% z$A^^0@$;QC%;vciCdf-=66l=N3YvM8HU4Z0iDg$J=lALx7_fcoQ1>~HZ53-Hs>MmX z1x>=f*B@G`xCB}@EX4Y~J9p}UNQ(c(%T_U z5|m%Mx3Dj7jeb0(wjW4NJAlGLEJZ)m9K1KOc%}EL+9}nK5|=XTyLy#;3<{mLXKDku7TYYL_Bn~9`Hiv1W87wl%6v->MQ2Zom1lX0(vE%{nyg zOL%a7?xB#lkDh_eGavSp&-~>UT0=uHwV*1^{DAQM@sYN-I{hD?oWurn_CAx28Yzu= zOz*m7!x8#nqo$8RlPY^tC+k04cr<)@BwfSXRg$;~CLI|L#U;bJ(@mR{rHFf>xw*6L z#U?5{7<;J6N*-ud*{mvs7YUR0?oP7*bMnAy4XHx0ZMeGDW|cRMNSw!uKXqsm+ZTTe zI2QjGzhD)wrdZPt41=7rR;#tAznZAqxNY}L%-!FDs(94RLeS(+)2a~o1X-)%dB^2X za!k!Oo^taSe?yNk8st!d@zPE;WYtU9#hz-cwwc<^XK%{v7jvH!Zkog&U~6|CY(0#sW=~1rQ%YddtW_1MBb6>OvVfU1&t+ zUq>3g`W}^m|Mw;T^Ga3;c*|_u0gb-m-4)@3-$w!m$3|+-CEG^~R-8MqR=!`R0^7pT zDPTi^X2}=M7mR=@iFmu3BWDe}6qLdNpzq|UQVIk!CU^-a|z7*`iPauW7k0Kd|q4V&OCAx{S1 z*{L3bx5uti{`_}1!NOks?B_*C!I@@JI?~)T`>ev?&!xH)e%EY{DOIb;(GGNb#b{{D1G$i@ zGD?ec+m3d&0)8Tu+V_kK3w|JQ+qn=k^cmIh0C9?)1=qXixeM7CT%%PvI3}`022`Fs z_x-~fVdw}Z{Y+Z96Aw6QW*Mtqvu;vKGw&_CnyP&oFoBZ@^Fr|wYD$^E?+awhDG{5k zr&?(2z*Vk*d7y)w(40zY+e2Lr<(7h2Bv9YmtfIILCe-P5C%2`P$UIP|3_h5j%FOsFwYdN_I3u6l=8PERi zXew)TWu@3`ZcQm9@fm=9h_wkSj62&e1kA)Fm3|fAHS3$who=-5i&cxvcFsM9;sXSQ z@5sWvXYzTsvgoqH1@);Eh}D&Tqu*Ok1k%}lkK!Q9^45ks`b>L!`*s=HBb|hQY?sxO zv<*hEN8Xrj9^zvP#0qX!I60khjP7Rj(tJPshY2{{b%!+iOSodtvY^iDf2ql11U84c^&uM;a~Q@njW$w{YXPkyrq$HBc3xDSz_Z7o@WT;O;lwAtE(FRDFnYd*_F> z5E*Ob`>YhmL}3q={jsH1-;^3tGTw6AC-SbE+F^}X&OoHTq12u~E*|*o0k9QWLmeU4 zAeDE`xm>zMy5&MpQ4p<~y1MQH4%;RXXyX`P5BvafkiqjCB~dGo8blyI;+;1~Wn6m_ z`xg=gubEm1_R~$uKBo>Sn(1t?>{1_|nnYnA;dr81(^51G1>xVbP5L=KV>BbML{q3> zOb77zPSYyfzfcb%COSO-gws#%EzlsJig;o*#_U^4`ldRPGv2!5aC1m6$u&V;ELM6^ z;gxN9c$@_1HD+=JCwB?MP~k=sr~$0|^eOCqz)V0wsPLD9R>{&?+^n);V{MPGVg_3g z)$E8>!TCl1gDZH$&6)dVhO>^rArFg-@-4V3sZkZXke>oaIl&oYT6)t#lpDQl4)k;=}QJxsD)Jce>o6hL9 z0^Q_6U%?>?SAW;|fGNM8+50`Y%4y#Dlbjv$&jW0{dwlKn_wf45$^|9*@NKmRr82!z zm(SZ6s52yDcW}h0&>-o$Rf$NH$U78v8__5HINyq4qaVMT?^_O{kM!pZV=zS3m9IXO zzH5-LRGiB2KVBj6sh;5`w_U)VGj=&yZjPmEi2PX`79 znB#!ZDpKpl8h+}VJ*16l=%3>dqs<%$5jQJA#zf1FLmhX7hO&CI0y_fG&5*Xa*V8v* za3wcf89O=DBR?wotaQGwYXz}Aq_s7H6nD?wB~U%Cuu!CEu9T~cE$-4ubQs5 zv%LL@fTx9p#Kr95Bg=!qqpl)=-hJ5pzL`kzJYyK^OHf_1fpxw%LFtYNxAHiQZM#M8+fn8s&ppX#3l7E!e*6DL&Z zo1*vP#MgtduY_6-S7~Qh&h^B+{!k&BVVNR)%x_Qf{r-vvxUSZ@MG`wgPFC)HK3;4G z7Hwo{&QVj49U1MI8J>LVS<&&;S~jifisQ^kLDr)jNhbNu>@Zy)$r?dBiX)>fY(;7n z68lzUrH8X$n8*w5Pt{1CC#{U@QaX9dbR^-iGxmVt5f*V&Nr(B`EMK{sm*dm5c~n=3 z>ewVZ9H8*b$w1kPyZTv{?xxo@O0bD?Oa1~G&LtKEi_dt>4|GH#B-XJ1W z1HkwkVkF!FJYLf@ElifnMo$w6Te3l!e>x2)(6R^7nNQbA(DjqfhNXWZu^Z@2@_h4< z{Gcm@r5UzZ> z>E{)LuQ#NT3k?lXDR6dZ=-wx&(9~vrVHlY9BmFTX#lYI_1tz;^J@E7vXTLXTeOIy> zt8OXi=e^f#2a2#gP!mvA;$_f~2T8~k8@+uh_HaM<05!}m@DfMYO5~}U-&IC_UQYK2 zgz*hhF9d2M=VrAC85cdnrjRB2WTApR#SYqEFR+~|=c1!~gNm2>l3e?N&=x zfzPsm?Sc+~GWluh($(`R?9B{5PiJJ;ycw31f=B<4VhTq}*Ctao1O+r1duUWCHgOLc zU%+i$m{nlE$yFYY>SqLhG=IFkh#fgV5`RU`#-Ls2FjYSTUGae7e6OraWH;_48W=USL zhBYYOzbpOu#q%fltC`b2{82}q;tw?}D;0r8d<{gT!CNrP)=uQ90d*$N%_9QqlJz-$ zf&wK+@Nrw{2tt&QI|c~=r~A^v9&blaGSSeuN3hH~DXYKp;|lGhHb$`9IZR;ht+P{G z72FwErwfZ?4u)to3np;4{%j*8uZ3oysml;Gr4FH-8&p4}wp6LyV3K43vQ}>;L7+uJ2z)`9654(tnT+i!6Z6W=D&N zhd<)i4Ikny;Gsv&#J_B^5gFw*VFwp@32d^t2^CSFrU3rP@wGj*@k>Xz0P^fALz*Oi z{bu4dcxVN!{M;u0kI)}xoWo3a)9!Ri2uJ>Fk3kCwy8PKJ;U=3dw3c{$><92h=m zr2k$eEM$_xTYqhbld~P47n6~@VPb-0xqfW!l2b%D+Zi8)54!AG&kET>H2L(5?_XVm zVC738{8cvZC0frmFuLNU)99An(tH$AqDEYJ*|PZ{uh^+WKTX9DYV1M3v9Sk>EF&{* zT*WEb134UP*V+RrfU(C#`!^|HV}xG>GtqhH%qDl4xb__|1z(&#{)USGe3M9bWSDX$ z{@nmD{(8%CcluAz-x!_;V zgonQ+<{=U5xQ5rne0!{HhmNk4)W^XPZY)NuSg$m?obm6(Rv`?dd68aTce+?_nydFq zm5-FPw6s^#CF`~I`(=(KnIL;q7q9AC!bzCHmsMt}&~AHux5wWTs(2C702ePDWu?MP z=?0!X?x{+d=l;hoM2>g{N0w{{lkVx*TdH$9;-8M(i&yAGHq3txr}8{?r@vnh_wRNQ zV}UM(8<$cpVoFbHktHW5BeGMXr&cZgBxh_?<{Ub zQ{;K|a~suE=#uf#C6DGto}R?3ztb#+&ca{?4fLBp;ZHnv`Z|qtBJxzVaP@bL23Dkis)3j!BJp0;>jrc3iIn0!XQVk4mf68lhl{SN` zvHsr-F)CN6IKB3*qx4PzIkkuQMDWP98^_$6t3t)G+(KLfOm-*t%31G>w)Ewh8@(Df z!aDSfzA#{%_>dZQGxa*Bxxn>%v?__mLe|20?Fl*m( zvmlGm;f@pw3=q-It>#-x{NGS{;mCCbFO0?4O(m)6vszOZmMl!)XQdA!aBly5I6mid-%)JQW7?i>I`l21I*_V0w_$URp@HIBx`=>soZn!zQ@}s(%8p>tn zPDdn_G*j-~RV5&EobxFkho+!ec<5e|G|T91OOQ#|L733Cq6b%RoMBDI8dA6V0Hn6F z+^?AkI7v+p#04?f!PXGr2<5p&xz&VtYkk29d*TbVxUrF4BsY@ovnaX#BQB^(ReYx! zlH0MDp1ip)E<=duEsJE$+pLV93n=x>;$dAAdnjH3!^>|{Ec5uj6}pSLNp*Yj)V)@- z-=oK|2H4CK`|>5?7NW(*)e_ZX+K)_MWTRj5?o1Yu)yk2Jai>=h@VdXPRXR3Ha*BG- z4c(oL1ME~>s^_(0r&6`z#)L~YT6 zKk$K$s1c9#WR*3KVe>(7gBpl;yuNQ@e@)5m&fMrf?^+m(EboF>HLaq@yXKdZ#uH$cWt{4YUvh~lVQb`$tX&vC+K%Q` zy;*CzeOEky5GT?>7g}6&bRpl;-}+nSX%GYBElEPzo6tnfon-%Bd)AQFbA6z^{5RH<{^q+<4`sJr9a_3k4pYAza^m zP0*QFZFllvNg#A6f1W=uoAXqp&@}X1DN$pL_yDg_l#8|OV{g+T#h}ILi))8n5?Z(k zUSX?*3tjsWf#%fYLpA{c!y03cQoO~P1J~jrKLj0gZ=kMBdT`ix=H=W z*CG#W9>A_Dt|TI``#5|*?oxn4|T^M$5;*7#DG9W zlFbglb~rhE{;&Q+{g(mm@jEaDM8?<=FBh$}6MWOS{zDl}pFZXOErPuT8m2xpdMlX+rmrCR~W8^`PQ6nf_(zY7FFR3{ zjV3D`z1lPA5z^LqASGDD2uE;rwd$-)E0U?Wkb_n$(8r~wteDJreLqAh1C(SG!`#Hw zg6ClyO6MRK8aPZ%u*$8P-=}Z)38yc5h;`)w&pDnEj;$dzBIgv>k4+z$hvwbMKHjh`+X}Fh?o$lj?KsZ-RKi%!KV6+?uCw2&!r15~aK5BK2Cq>+bn&Baob@Z8EmOClh2$jL=Y!|xjj1mG3^K@%)E4L2;$>$Ug&MXtj5X!6+%#BQ zmaTXl#HXUVy56$>_!pqgh0y2>C5+^f>9<0tI}`dS^bY>7doz*-MUZJt?|$}y_4E;! zI6LLnP!?w#vmvrN&ITNjhDPYw!;LiZtZzKz3JWs4>C3Z2zry0BBbx@#4PL`SXTYKj_L! zfD(Y(HahbbT{5f)$=h~s;j;&~<5@G-HZWB2+er1gFAtivk%oezt9{HOzhb{@^@Ws& z>n;kqMBwHZe0W&r`@-}DR?bBb>D8iAMjk%Xkt2)uxf~CMLQPbVl*8hCdf($AuO!o} zNt=$liH{OE+uOdYKZDl@XV!@bC)PBmgc^k^1g7($(O96cuL27A8U5s!*AH;tJ%b-|B7gRT7kBa zT{6DEVCZE>{PUHy)cpbA|06=iNJX%K<;{X2r4)D24-$d={oWL(5u@zT;$GL)Nw(=U z6>%vtEKR&~r!r9g!)YKuc3kJNcIl{t>&yFQRYl6lLSCJf`2a2zH+&X_NEfGP<$7Q0 zr-XNXr_I(d?HXUnEW>4+u8fV`C~d91`u^_FRzcOJtY7GZb|-8T+enZ$Qcq_??NRnv zW;qLkwn;kvAY}Oq8t@18D`=_&CAJ&tnBwo$iqq|vwI?26X}z%PYh>Y}_Bc76EqpSO z4+ubEM>KCmSJ%|ARedl)>^KkaSqW*uE5ES{j*G(KVtxtrCQub)dqZKS%VF%1K!@Zk zs7Zd47$OMaRN=DSzocJbXlR(&I+K0wnwD-#a2F-l6F%Pd_DORhUC;_Hc;#fn$@xLf z;mruiS>a{Jv)5H>N>d$WINy-sW88^xg{|aHT>DJ#`8_Vq437zA*DQCZXgxZw$}LT> z0S`DH4d#ug61o6_#AveCUQ`r>hGGlCPv0a!qcv%b1#t62tA54BAQKhCMdoLXO@nTh z?NQbjjXpkk>_dBsQ=K9$CRJKw>DyQSw`Ff60?ihtzm{L-#AEZdIB_4#<`!tm7W%lO zVrG^yytD9G^p5W1&*a`GojFqIVxpX!o%}+gFmOwfA=n|eGqx?NQqvjmPxb2~tqc0Rax;=)AE^obo2h}t2 z``xOmtCKjLoTA2XhqkJ{5=zo4cK)nj@Z4Nm=X$i2y_D2EmvIyu`}9$cJ@6W`(ql0V zt{u*K#qBn;SJ~MPGm9Bn>mO-MPP2KTl6Et+tDWj(ocD6cYjemEU;4R5L4k=aJl zNkVIQ>2;s}dms6O`$JE>5}?^h_4Jlptn93RRb{Q#U}{%wNJMew@|o?0F4w;VHwQ9B zy_tx2DPE$Eabo4Fi|)0aD9_2z;^*sUepRq^-z`dwzimOubbs0 z#9(sBy@GJx?1obyCO5WKgm2k=UMp*AY-co8cDf!IVz$tXO(2|u-)~LYt=g_7a=MFR3ufI zFCGEnsu-)~K+}8vqvyg$M@$jx1Y42S6L1Ub7~T5hIpt97o@tI$V2+{k1sNxS~0FC+ONB`!K*~6-ioJ| z*({9JhNR)(9)~xGUSV7TO1U<{>C?SH+luh|mfh_vQOy;03f(8NSiZlD)xeEOMcm=g zb9^=+4RCV|lCx&E=m8)=?eB%Eoc|v`05zCH^{ybecNhuMjr7mpaPNRiM2`I;g@n_y zLxV(DOZ;ff3b@^8S*TZEOP-NsvjE%|MG9$5Pi?#G+Pr)l-u~mx?<3=(0Tin?30hP; zcbfl^49RB!loLnFE$N5#(^^+=68Da&HRth{wP*1F zPe-PwpR6~6z6qJ~bk>Z%L{?T-XDeo-uLICsS6l1rrLwqEFVK8-$BMm|QtHJPIiZ^S zRGL>~>WJ5pVjD8lCGYWRb{2XpNM*&x5PntpJWlnNNcbu_u&wrEsVu@pdDqt)GM~EOZgdTZoDI6ed^n-eGbYU zFoIO5buAT=$c?=X9^5-%%w8Ti)R8#W{?vrBY?Jdt8qW=gA&rrI(`G4r?NBh%e8jpN zyyagfFBndq7jOK~`oC=W@WVRa=iVfaf&2m-=Q0|_O_Egz%!_+!FA!@#QQ=Vrj(DmV+QJCWtuFgQKJL=9ubYsY`mN zVFeT~G155%LFhsvwsaeGuDx?Q?Zs~L`&_N~2jAjI>i;I7w4_e+gjVMZ{kwPX_VXSqKVW$YWFE%$+lZV*W*&q)K!9X|Yh{va zRawAYOqrLLw^Y4rGH?!PTr^NQ$)K1sHFo+ix=ppu;DfM9cPUlzTzbgd5HRL@LFG#uv=i9$T6kA!=aO8vKQITqL%XsZX&ju_dd}cD{u-$eDQkz!pq3MU zd!LuSp0~aH2GQbJlo`Wl5i4z?IlG7#X)Z(S>m5jH`-A-$KR= z%3f%F9||*_12(@WQvUA(CC78z^G}p77S1V*)$oj=LEEZ%6QC`p-GYCmX9}GY)H9^b zM;0<-hDWw*f~;upnKasNwoF8;AzcQsH`?7X+F)U!5kpCGrDV$ zZGVV&4K`R)@YKy9Lu0z2Ep)~@7bysrAWE;Wx1$GL$kjOdQ25U{x+3p>+@j8^u90>R zetq8~)Y=4OtazdQYjK$Asp+Llv*8ZVXymwl8xMy@{3GW&K4e(L^$1M!u(3HHc*yk0 zKKfL&=2?ct*7Baa+xEO?;n2v-IK}?dg+!hj%vj04JB5K&iTb6KgOE@DCz}RtAq|6o z2UhAO^{=_}6?KPm@CUWY6%xfiH>;afJx7WMuAVc{&%HXf+i|K&qMCoTh>b;yQKMoC z_~f@RyR3!ff+jLDGH&qSae)W3ifNO%WUO_$XrO7lig;AI&!AAK8sfOzio* zlz-$4qC$|f`|gbZ-NGJUT8^$Ji*ojq1L->~FWlY3$IU!|hb39^78-s3yc6_4T|I4J zqkM?%22v^KJ%%gqkrK$IB5^^62@FZ43nTvm0}r!6c4wlLD!n3*KHWCS$y^hw7rgd@iprmXd}%UsJdeM4 zzDo6Vbus(!3zQe}RAyurZ3wuGh@#YT!V_nCczDi2-!DgyMy&2q$n|cM7={+g`cw** z$5KJK2s7xe<++1p$r)l;`$K7~?=i_LFB~2OKkE7Flvz1#{#ee_8f0kY_hYQOb8sbI za-e+SH@YL_LC=Js7nM(?L4nngu+gP_#WKXlJR*odq$jq#Up4uKNE=s$h zsl+a0FjaST^2uPfd&i&A;JXJ no9aB$rvps}ENpyJci^Hbfc%vs>ePu$TQy&C@f zD18lGC2O3QaRAK7UXbSYL}#{Ulq3&=6ifw`Pm95sTwR-qJ7Iz5A7ytUELBmH@l#0j z9fwCa@q7@z<%gyLFLU|=)q6-*#z}giqJ}o-zG8cx?o1Y6?KZ2>`)NnXg2h~x#iOx@ zP2#UZsYBaWoV3+~-n-SSYo7cFeN81@rNXJ`b!Te7LjS1z;1FF5Xw;os zkdTvDDAkRBb_XvDG`4QezN0qW->_%}Cca&}x$(M?* z%-2W_UC8JiN0mbP4Czy2bb5}E78e)A2YT`TlQ%y;)Tuvtt}j?5$K?Utqmevz8x;ZxE~CTJI9#gNsth1#=^S#ejJw}(p$nb+ zJ4ij1HO%Tt+jJFj#4vS4!cd&Gib{`y4iKnnc9Eer-P;RA7wUZWbgFZjl+Mo%CM823 z1WX!Xboc@iSn8EvSdj0$)9VE_WquSv&hZOxsESCt>Xnhj_Sb(>-^bB zd;I#sFGy(b{45@-1M3BOz{*jkAk!{qkZ)0uJ9qXXJeg*1&P=;eub&jX8`ARJmT3?E z#eO8s4$i&V{>iQpRCJ^GMrlz*Nf_pWmpi6Z%(@<&YL&VYr zKsD`K-`uPTrvq(%pI7ver37IvRLlj)n(N?Sc|MhtUhR%Vb2>hQbV@G>Zn|R|;>tk_ zN8nrX^8@MGnSQGtyV9{*kSK%pBZ?nE#Ie1j<3$b&BFc$75l27H0DSM;S<`rjx~6RJ zb`({J;Z+w;HBbWAB2pAyTa@3d>j2Vcv+8&hMs(_?6f_z&=HlKU27+!LbS-beBvRZa zsZBHy#BAmtr=A2)HjL=WCeb;efS39h1IPy{hJL(J`?b5r4B2+O(}z@_Ew1e#D928NJ_THlK&)buNuqsUl&5f z7EgTV*Z*O|2SsQ_tKY;IRo0U27R|Mf`-i;gs^4md zv2t4kz1F83x3MunW$87dv`Cw&6Dl*?`o{ZOc-Gna+RtH8SueKR{5V-KWrnf{g3tuF zy9`7}gEjEF0rvnI?iC7G2Io6fO-lFIzS?xO_G&W5;}`G%gr;a$dKBz@puf`y#!h1= z*StVmvd$X82{Qsi&7K|qRZU*PNff zX8mk6=9EPFh|-`2N;6xcSNVm9mY^$6L}AOFCZ#o%KY0pt?CLK4v&PIKeIF%mkGC|e zIh%K?KUlX1u3c{ur$GtTU=XTv50A7nKF<9!7xYsxcF~ z(*I+HJbl!iF=-Gr!2s^Za{S)V%iGuXeF-&8Z28?=>&l#%1&SQN+k2E!?14bs>t$Yl zfmM$bHRWt3w}QkfH?(m@ahgu`Q-NuZ=>DI-jX6Mghw#cCn$sKDGR(DYZTpd`Hxd=x z_Mt}c9$ZF3sJb}m1XscM8ONnwhLo4?ZfpI#A@5>;w^=(Xaqs%*=7?~!v*iwe+@Jy< zr0xFE-agQjV|w`-6mA>0rXCDkLf+g2hQu+_itLv(CHWB$X~Ng(SjR2It%*AU)<7*8 zR@;tfXlS55fhcO+el!zY;8SA-Q-_#Od%Q*E*sE72D6?yuKU$Z10bc>!M7%VUO%V+@ z3izKog(jN-s>sU#&WE^h=r2ab+POz}7i>1x=8opI{kp!I@F7?n%mUH7EVi{%v^F!y zYOtWTwo-`IO)bd^9%$+w}({@t)uPQb1}k5%`|)pY!gAf`V>MkCK-c z3f!)48)zH2E&4*>TVcelE%Ng7j|xwDP8_>4}F|>)Cp7Lq>Le zHGNgYw}iB)^KQ0WCw3BwpVVRBwD*+e)~))QW}Bh-r09S z5&nN~Q1nyqQi_-Djk^kROZTjR&*%xab7X0m8P~Qr%M9>n0l9Gof8bf+0UH_bDe$wp zv3XE_;Ss>DGKyPJ{^?!~5nH`nsryM~L#}rd*`4Vom0rL)z4qa7ps!5WY>yixYteKt z!HsnnUpNO+v`A*;W%dZj5%%~>>~RCF(nh1%>jMO$(9%x68g}%NBad3ujL&PK9o72|IrM%xbib z7-ND~gQN(w08gG70rcCm8-A)6H&T(_ZQkIKM()I8J1c#<3Uzw|ZQ`*g-Ex=iJ5~U| z?;A;nmP-H|WM2+ISj8Ri0NG8MNE6?`YVZouuu;AA)_|t z_dH%Cq=3t5(meCilhZ$6!ZE%ZJGg!?>1ULn{!ysIuvNz*oo(l3D(6@X{1X*wS^;g) z9Q>M%K0eBl>4kR5iCr~N4$}jq4x^9q&7UM02_isp)C1{#U83DheLV6MR|1#De#4&$ zJsVl^EqRu*&FgMi>jew~5Fr0aDdD=u3z}b~b}6G?nb94sC{uwt@(oS%;;w&q#O(J^ z4oW3JilnA#@q(^e2DJvFuejc&_xZwjdGS-=sJeL{o8yE-x zoW|~b`y+SxK4?=uV#YqBVt7Ez*|AO-HZStdFA*vbB@mfl6W=j;pE|TKGoqelo!3`r zmDvNS1dZmDX9jp!)$rXM*tT4(&3uMt%vdeJH2XF3Z8*a1@_|nA;6eRQ-NYrAty|-@ z);l|65{aUT-0CSJ4Fn)H!0xSXxB|lE84B62{G(zBYb7wMHM;Qv97`-efx0J5XEC0 zC?BU<{F4zId9CE|`92o4H4mACCAIIZOKHDerJC_l?5@u1!^VwtB*O7*p@Alk-&6p+ zr*&=-#K7g7BWNx@Q`^a<0$tyC&^6v3;dyo?M3_zHseicAlbgqozIYE3cz|*7U(r^~ zQ_9zQeUnF4OW-7*X!?-h}%rxY2x`PrI&#C_|`Fdkccyijj@BrH@f`P+(geUa+w(8Z1Rk>1TJOV^3` z@g^7zW$j9bvC;>{ON%={G+X$Fc^}x9ufzt8R&N?4SWT-9b!3TrQY(zwlHszl?055> zY$f#AyY^9D)aF~O&fZ`vr9ogH(t*+8FeTb`d%jHf% zY5!;f_KfCbh~JVh!9uKSpSMvHMxSqf7lM%2jv1RudmTa-{E)kn9id zK2nL$YOw93Aj4v@T4_yJqv0j)m0oXspQZ>4z$CDcj5bcKPHbY zJR-Ci%z+9d)XjU}W-V|-82siG^s~}=_mGSuFGXUHLEV>*ub<&K&J>AZBVhoTZ9B3) z=w>vmt^s5AUG>kF9xr|#P14r;1W5Ge{7H{EJ<#u^@X6TM6@5$EM!(%bxjyxO5)+WTn5ZJf4l9enBH zO?U9;_0IUB1hUIojq1PxE6p=2n2@Z~Ode;cA{4tb{@Fc~hfkJKWEM3ZxJ>iBXR6vI<)v{%`i|%$n7!;Sz_mCTG-P>+qq+P;!=qr5VC#!cnIarSN-qIeRIH| zR`ZuT`A|ho({ZBo`8>*|$Bas5#vJFB!GCPplEowU8TEvPL;>p+!gja-UcE+HgY(zZ zWAq3f?Am|j5-uQV;NueoWk}lVO#nN$^ouJ4z0=|h$8gI}FW;Y-P`pwmW8Ht@kzkYw zdHnLdBbfCbxYZK)uY|PfK^>+aiNU&MmNb(H99(hI3!cl6c(@_r8sS=u2 z??>ztrJ?4m$9Qn(9u1EPc~b)*epAO$5s%6Ffe0Tra#qQfmm0&<^R;&{BN|P)Bj=+e zy^e}@SyXa#@KKF{O0jZ*H@!%^Ql6gR54y3q9)yA$&s-JhYTqQQ+S91NMpM4waRR{? z%E_ypn$TtaYG=zeOBvLQ&h7f!2j_N5s{ru0ZTqf=fN7MX<_U1crgZe9{>0$bBop=z z(G(i|ulBAps>yT-hX4xL;L@9AEr?R|prX{UyMTxU7DX_S=z>ba6htFKjHoJ-&sOg9E_UFk&6+DvZMx=Tm((erD{oOtQ zv5N~UrrMQE&IXT$-yZyQffFpG$#zv*pH_|a3y>@_9VeyTBS#1xIR* z-8iffkE5jeWpDl=$HVH1Ds`lDAJUuR=*ocqkUQa~Mv;aDAU2NYGdT)D9V~4d#bC%k z=yxC7kPK?Vw&RjHStt#)SV#5#572?Cv%%I1W$lc1#axQAXZmo-eD zo$p>GxlBG7E@*}BoNrcNc+MS*rjj+~K_4qKzn_q8Jt@|hWeNGCZrbc@TLvY0-~Q!X zq?BNX!?d3(y&#z4)kW7_w--C24&5{vnpvRboog08!7h z8M?&~xFwjKKOk67L-;#_$Hd8_(UK#3E z4G1SIRz?}HXE(D-Dw0(qLG`y968Zz{HWFnB1VjdIbS@GyH74=}RU;4nJ&~{Dq;R$- zvwyf|I+8-N-#nGwa`4hfSNU&nTCGD_W&<0#5j~So2gU>R-t64XJ$txcVtZ0m&d!;Zyzw=7n#TwGA1P{tp+kxNiA&WDgN-KoiPn*n!kiaqhDbvpreB( zm8##O76B*XRqICFn|TN-4@j|&B$ko;eSiIpQCNhvIdp31=)}Cxc262h1Drgp@AtJl zJC2o8+US_n9?hUZ16q_QOAdOVB}T;3CirA1NC*3c|pqy7geRBRUe{gvgaay z>Gf7IWM9ER#CeCBRd|NMcR~cu40XvA@k(`u_eE%7^K4!4Lq>&Usd!}t!~eIXDWs)e zsv{F`cpi9L$Z+|gw>=g7^8fG;X#}aWAVfI|Cwj{n#aF&Jt3Z5A33z{IvTW8-tK&!* zO$eQN_3+7SwB8ORW`j!8AgD~F7*IWlL1pG9 z#u^mZ`ia&Qw%os^@9{Y^&LB_1;#lZFc4#MTF31E|~PiC5i!BW|w_=Ws^O2 zK)Jv}**KH}l1!poI&=R)DGQxK5n+XC)2D%?X}P$Z_duJ{AvLYjJdgjE``jBe216ar z)<>aN#{Sm!d_^4>C(kLK%kNqbu@z&fC~$uok+{BV%miv2*K>Jj+VR4gb!(x9iUS^~ zNu$`2q?{E)5X_J;uy0Tls6iI>TeDfoNpN}Kp8+0YF+I{{{eoJgZWx$fPM?Fyq|j@c zmp8XoMp-4W{4)8?ZaXS%jcM@4q|e=9c_zLA%Q|npe!KT>x5o=**W|9LscLJtCoPih zgxW^8L5FD5eOZ1ELGF_un*9;^7M3H@-5qk2Yn#N5a9Zhb7GB0aFpFO1aQ~FYUE7?( zSZy!;L=zVMwQt`?*~kn1# zQ2eHgjPex>>VLwfM~p?}6Bf=|Cy^&wiGdxN4IRwnRV2cAM1J>N{?nFXkfXP54$9_0 z7izY`(8W&-kZjd^X)-^A(9s`_R4Gk&(tqtuRJ{{%@P*2b7YPZP7zRjyssTsVA6Q#0 z!((*$?eyuy!Ue5@!yh`PT4wFj9eHPu3xJJ6;E*2RjffJ}GI~Jp= zuag$idsRvA)WK%uGGg&$;CM>_ZTL~V?vu@54YcKln-GI;f8HhpC&VkD09`E;HoY)yngE8E;~MEH7v-C5v7B>{ zx1kCtcy^O-FpvftiFhsX~u>*c!r8PYkY4sgq+ITOb%*5#TLSu zoalhRawxl6KI7yrUSVubTWMRG>*Oe`0#)GhHdg=5rCkm9GGa%g5e;~U+c@{Qft;*E ztXT%tL?8Wb$g_kE)!!c03{KN?$G3&nCTaf&s%5&XfqU5B!S)lv86lnay(!2?GU(WW zZF{T-<((b|`)An|G@e2F?8@%fW!xFmBj6i`nmb_9pyz0w=AT0?1q%Tun@UWOhJDIj ze^(R%mHYwUtsc~7ciJEM9zvXXM}I>mJ51iA&4Tw(hA8VAKZd!;r-6|@XaLx~N<@q4 zyTbfDbx|3hwBtAqniINc$lIy%Y)BWr3l7Cm;5*Cz;zG>Sk5veUBL(S{{}WN(kajc# zILo%W`WxT;NIejZ=GOc{&rF_OQ+It|$tyKDqT&!A1mYO!dQsVGKi)~aOx(b`t!!86 z1s=wQk{cUom5gVdn}SUwoz){(k!<>Ql6u0k4pHR z-tlXVd(aYCq!f(i4-o#iyY_zhJ)k}^dS-KBo|gQn6>T1#fsMIGgT%=m@6k@%h=uWV zMG>l0Zj;XhWR!sb=WPju(dI@^5-)*Nhl(l)lO@FHDb)D{T8Z``k))-ZN14x1h+ zpWDFBeP?}TEv(zG4DNN$?z_m!jlNgHiD$5D0b8$tiy&he-JNGZWBjNo33UUE@T!I8uL!A=zFo>ldU zLdBaP-&`LL9sc-|ZA%G@;7%l7;lPqbDVqf;)zYt|pKSy}!QYQ3RGe~N>EGYp-^TeD fSNh-k-c00-Yl4}vqTvw?{IfF0e_QzV@pJzMn&>>{ literal 0 HcmV?d00001 diff --git a/probability_files/figure-revealjs/fig-pois-pmf-1.png b/probability_files/figure-revealjs/fig-pois-pmf-1.png new file mode 100644 index 0000000000000000000000000000000000000000..32c77dc1cde244c55029541bb64da43eff13d04b GIT binary patch literal 80906 zcmeEuXIPV4)MaR5FINTWDk?~e(mPlHkq!bfNv{cWg4cF$=I1v*X6A>_6LZ4*p1SwiYp;EttE(y;+RwNj0)ZS-ym4I<0-=$G zK&amB-2=W^Hf!sFK&TH}Uc07leNEvS!Upj`>;4@RQw38y(+8F&nhIAT5K(`BZI}hK z_6h0el6>xSjXv!uDX$I_g+dB!G+X}eog|v(+xGJW+Z0@RSvxZjYk5Inbo-6vMd=e) zj=oR(68vSy;629~tISzH-oyg+L~0+-_2x~5*RAyXrb`6!%YuuoD{%cA<1zD|6N3(O zg9ly~^B9B;o~Ptt%;6nt8_BO3|MW>5`5x7L2-VEX9T3VDdVzvz^aHkccK&qrVAm>U zZO42%M_qy9*}&uOEYZ5NBc>4I$*MfqL+UGApZ9g$UElXf!Y1bQ$X_1|A-bpHj(p2& ziVWg^2AAXE%y>ck)c1^bf_+t=n%3c4Ux1`gTK2`WIJsKk%qUg%whEsuuOhht>rZ_? zYJvHeP$!0{idVzA9)t})JsPk5wIBHm&1ackb#%wH#B$#PI|No%{`kTE1?f*F+V17d zlgRW8k(PJdsqK;GM~8e|9N$aURnJ}DF1!qn+3)D78FO&_2rJ~v2p8{Lw>5Uww_7Q!`)&(@2_>C7lmbG+u3;$6*R$!5M+c;@^@7mw+rN`KN#j|;y_fb(KbRG*i6 zVia=_`T3IL_R6M{ZfxYb2&TgdU|D7*;i6*$uWS*0(yjv^i# z&p4(Y%oaRrDE;YVgnzB<`@dahPF^xTe*NX?BbFWp#!0FB87D1XPbOQuUhnuaGxXu& z1`&d}WkvivJ=t>UYRV4#x8{rw^A_6dm`OW zNvB_N)N0*(aj!-E=3$|lu(J;LmP%UMT`AZ#<3;?+{U)8SR1?kbMSLk}s=663asqbME9=^| zS8Nx&MhCx24>vl*KZv&>P353J1p2p(%kicdk9LOkoj=mhhfOC zQe$SJ{lQco?(oP9%h-a#D7^2-+OMN`_oMl_=njs(OW>R?oh)N+NjY2?ZZQUV>&`Fw z0ij4F(D%6}n>xhr5#8pHSko^OJMtxqs(H%-C;ZTSv|=8TC7t53s_DY<>FyAvXot_o z_qu9~O_^-dD+Vrh=LaF(9u-DATLd@M5>@*Uq&Q)RYUjMmfhvzg(zOXa?6EcW?)~$ zc~cbUHl}N;hc@EQZQ7DN-?JJ%XX{QPl%G8p!6yx0V^_ON=P&*0)U`#a;k*c(<9nJ9 zaupY@=ev|7RHqpluHS8bOZ|u<6ej!OZNsIlUV#eF3AjLqL+Qk_a+8>2san@Y#}YDL zys&(w5{toSXY8aWn-sL3XQ7~^-h1@4>_f=!A8v9s>wVzA_}A~>{rnX_1%)~{CAp^L zlSd)EwjErj$Tdr+rPx9Vg+I`;FYzdoFXSh4*2->*qb zD4?WFNY2)$VgL2r&lyf&dOt(wLfn{WTdQ2F=z;Am;Q+t#PB{?cu~<7*(59McEjF~- ziD^wyiN;5DDU*iS%t|>hFfcWX@N$PeM$P2bv<^5A!Me)L&XWFg^_WXXrcr2s)M|I> zejbQEy}@+-3EBhUFekm~dpA@`!%a9(Gq};{+{pqVET_uE#<}6s!+64#NrRHL-n+cK z+|B~2m@VpSRgl?i>EwK7NSX^--2Us^N{|B6OmjE>)rCMWNfy_yL2db$l+KV|t9Sm} zQ?K=>hbGqOJ%{OA5yWwXa7@7NiX?bYiVPsNHu1XH-uv$>my@AFF;9N9P*G7$4a|Ew zU!!rLvAE`uE#R;{(%aY9C(iKdIB64DFn9+91Uy-4?dh?UX?vSU`a5-1@0^^RtNX`2 zQjW?$-|gHX3h0##@4H9I?W(b(U?(a_anX=#6r!e zeth!#_wUaJhtYW#(M{S-w{lBTQ1U{*wQH#*qdmsBEvGxPr=GC~+-QW##-khXr+^JX_jOHtw$*UM=I(6zsxZ#6ZqmPHaAE6FP3FkTGq3v;zwnHNQFLNq4 z@is%Zq>N;C*Dy`twCAm@8n5jdFGQ;I{Q7)Ql~)V$)-L=&1rZ|Ugi zw+6D1_Ke-#Ycp6bM(Bwr=!wr2kG59P!(&Dur%TmPc&(mq);T2?c#X=}A1>~ULA}Im z`-*JQu7_o|zb)74Rz5%v@7Y~R@1xJy>g-CVQjmm|u2jeA&MTy?PeJ*3zoBD?_Eh}N zMts{oj+mE+#U~S%zkNKCDrDXH27#J3m|Cb|Yw|=+dgT4gw^`%LcgW2na& z7N_nzdZqSqlM^yK8#5Wr3aqZ@23$t{ry3BR4tH=NN4=ene>>RhlxaV9{*n?kaRt63 zM3_{Nxe4`L@M~*LR;n3ud;f@L>Ll7lu5^dE)rKYXVf~pfXsA6mp=2U1nvlq-8=$kZ zvb;QFtuwl7Y8q%%#l}LApU*sfV-hG;)NuYpJZVSy(yga@ZKlrH8@hfIXq}&%Q=Lc6 zySE*HuYa(yU*LoSSG00q@54@nxhf@f6z4Y|w(ZkOgs;JBIVB;%s^S-!Sg~QM$p&Rk zwoXd5QfvLeQkdEIv}`uL2SQU`v9*zw>)p(W$;ruxScY)xT|=Vi?J_uVxrSM5DYDf* zwQnjlK5k5+(Hu#=w;lS0ZhdpMUh$!9Ftxmbf|el#Fh%!-w*w^RZrGP? z6YYFAf&n z_r14h1>N11~^+4ST^wT)2?EvJYiulw;CWg(}tF)7nIWqei9<5=PfI<+{N zNHX4wwWzTGBZ*&*5RI{c+g4`MZ&VTvf`ek3CTDtDo!|SsQrL@7&bWEKOh1F6B|a}! z3nD5bet~X1&~rKI;-jo%*HPOGHL2p6Q>2aeU3^V=F5F)zIKEKXGP>`&ZQ`G-`v{DuPpv+`R&KU(V}j3L!)|$8?)yEfiDf2 z5IFO@|A;#O?YWxA*;xB(hN)}>$~vF!42;tD{Aoz9PDl1zYO|;B`b!+z9?=}gtG62{ zEi_BPAco=&1!B%PA(8DdW*JnZhuXAyL~6x0fi3u}$DI0K=68tmTIS~Fn}neqLSk?j zt9KCqQ?`8>y7wuwdB2U&V?}XawA7@u1(FudCQSy2jYmX{9=Z4B%NJwe4Pa`#PUlC4 z{q$732I`Z83>$FQ%N$;d9EaeO8Wz>(EdL;{0~@{cJcx%)@dM9?`Y6tL!sz;G+#=jH~vJGSP^pxW32 zchLI|o|ZM%1YS_l@&)*Gfo9~&(880|viV90!i>2LQ+TM$f(4?}7=MJuj|625QC#CP|g6Valv z^Sl53B1_Hc@$LOG$$TI1TwPrah!z_3yT3zNOO3WGy{N)0Vs{n3_h`f|D@ z0-Ki$Yth z^I#;vp!5ERh&b#vuHeB~-EwPqrC=t~YD-;wJg7xQY`R~b zeaJX~gA*4|==xXt1q<8tM;w-zdCL=9+j=Qxw_D05o=MP*%){p0x;|-C9w(h>?^2q> zVqae_hoU`_=QbK{Jbc#<5L)W^JuXUWv)iZR9FI3q$KJ#kzkhVXs{>ZgM$sb4sV}Aa z9W(qg3F<}wEOH?RxEOvv(BF@scM&}}X?37%tc{c-;4{jb6WHv5vZO!>?mQDGITOL<`> z(n*Jx9tdYjheP44id`MCPQ8}t&rah%Jr*geKOQa;JOqB^D%FUKkicBi!x>hm)!@Z# z!@(cMG~_ga1M9IQ^QEcEk6t2G%(!qt;OmOPxTEOJ81N#TVP|=aDW8c%hq)v8%hU}w zrZN8<22Pe^Dfqk!ExN2jR z^g;#D3q6ELjKZvDyoP~XxX|j!i5Lgf0q#c-iveV|&}diXYT@z+`pUO&m2C$~g=~BB z&MQGZgLpTM-@JW6_fkDXK=_S(P5{?wCKa_20NZe3$FPlTZj-N7;DgG%#`o@>%QmVI z=he$Q*FbWec`eIhb^tpAP|R!4c!icFgs``D`Eg@2jfeR*v^Y;qdDv-zZL3&6+~utGmneQ%+4 zei3Gp%}u}7hOoI}Infxa7naz-ySSj|Md2YS@vgn;_+xsb2vyPHzn6!Pc!@eX z&6TRJjsd78|U`KlvJ*c~ws(dPcdK$ok7#dkb<;M6$8d+VmQLOYz zx|*rLPBmg%-gm+wGofQSdS|*$wBL4o9?tiw7cjxi@2RyW6 zUjziC^dYcPOb^;M6tw+&+T4MwH;0dKHK+IQ*(qs4@y&MUvO79DCd0Q1;eEj`rT_CN zuvMe@zU*)28u4cmNg)!6HlIN#m{~nDB{iAglLw^=?fck;hQ}Y4T5gtN=U67$8`RF$ zP}7sjk(1~f_KueQcXuX}0#k|)N$2pRn%oETyRui0zp5Q%+yP;o@yM4M_wq>TQk7`o zWN`5B5okBj*7r}31$_$&hKF#W%hZk?WMyDzc!i&txxvE1a?!RgPTXtrzOaq4u{j>? z;7S{XHB)2ro(T#HDkVh4ViVh-?s_Hz{(Ny5CK>6FLMG;Z2iR(7wn0sA4u6pfMhn{JX z-sDMN;Vg`5^kuk2kSKZ~3Yj5ab zjuJ1S)*11X3EG;+n(NENLMMzm@flCidiiGY6wMOz#TPyux8~(zT75@#)M;$8w3Exq9`{Wyjv`kG(n9h4 zI|(mhvD{eZeFf(+S(y zq}O++!e9H66CSvpqOI+(d2t<*m z$}O%Y7hc$6lC%AHk=|D1H}2AUxh_SGDWSHvX_9n70Z!?At2%Ecu@tp9iH-XUaX)(9 zLD3@LRU`@Ny&>)@nHeN_Qvk7D`pUV(yV2veht82eZn4!4xn_aV^{R1vCR!D{nTd_6 zAP`8Qm~XzcEmGfS6u2wD@Gym7%dOOkGr?JqUoxosf5^B$ObYO2Puf{Y> z)^7W@0;)pzfYbQLQ2{$|FR+*6`AWXNB2hZ#m?|}=lauq?jq`8zMs?ynH{0S=33Ne+G{*!Q^;50F5&rcJ8p?8wu^;?1}9)3!4Xiw2!;Zf>n3RelGu8`sa|1ofpR4n#;e z+YM|*>OX!Cf7g|55bn?AUKY}Yc1rJzx+L+mDsVg(`+O9g=R^WS*79ZTH|=r*pDWyv z>tizIwWgo8_2fG~ZO1%B-_a0%pSH(4g=x!s5-$}WY2ymqDqN`j@QT5z)5Rg3q{`85 zkpOR8Z&is)|6fMSMZH!=8r70>M{71+4VtYsc+Se?#y=lj;74O}18bo?FB}#`S9vpV zeTy>-FB~uE_Zy)b4;HlA*vpv>jumgLZ3}qCX;VXv020pQenZoCf=eFNBS8IF+Ej*e z>#Djjd3?!XJ<0yQF2Wg(I3yN_J$+v)#2k0bl8}$dqv_HXH|MIEu1EULP=RcX4^uoCkN&f zAcFHz8sn0)I_ve*n3-8kqsB{!r+L-lhT}z;(gseqEyUy5JRR1$%0Znj%d9eu!NgMh z=qveF9=B*KjMK##KVh3U($Qjwo1c0T-Hy( zIwfcEs2=amk8uJyRI&Mgx7Bp;+MAjo7pws*bmSqcL;d9~smOZt(FUK8<82^N`k2RU zb$9(?5LUCOT0}SRdxz_KbiP%Xw z=*@*LKoEOwkFw1RnM$T!dX!`z{Q)o$*e(|;vJX`T4}CO*Gg{30){JRqiB^B zv9J4ua{wCK#*krfA;6hLl?uZg8ib~-;amDnW$uOqSKzl(Nr5~-Xo&vhN-`^TTK&aC z$mF>ITsTyXWdEILCWFe+bV-sUci_&M4f0N zzR0{cxeLU3mh+ujgBn3l@~=t)S!5lIjx5j$mo)ANgXws0;+oldtA zAJ6voCE^(SP}?1Sax6AOl@-k%V<7srw6I8PE|}&u&mYI(dR1pzpB!Q;P-@VBopN!& zqr$(cD%ZGWwpH+?$xXjnT&X8vv*U<-MucT9Vo+&OQiz7NsZ);O>;I>^^J3_)H zQzL%1l@G+TInB00Gy3V7gYtfM;ri(@LE)U!fE_oOQA;YfpL+{3E|a`({A{I5@s8uN z#~VkDXvO2F43rZ<^b0r-Opc)=($T-6i-iDUy_=!&JkHur9CaQgTJ|Fc(lZ;!{CTtF z+|G6%J)}|L$*cK-U}gdmhCPDzZw&yhP*fHy0+dgvc1gL4;SA)g#R-^1h>#P~)CiH} zL0F)=mF%}#G?`cJH1zqoT|HBuR?tQr2ns^QKH3C%xe|DZu{9LDR@nT2P>DlLLC zIC+@tW!a|h2lZXQ6Uoi_8qCbsM8476`B^aLCHdH*k8aUyLkcLfnl&12E5Nf|yEwL$ zmWWBmk0v{%!DltEW!_P0$bwm=<2la>*k`fX!X#$YsCXJ#5(fbOTGQJgCdMIgOe|>% zCUlL#x}JuF5{s6^(wogg1Hp^ak4C;`CFQ-6SHC19>w8k^fBlOdp))k&A_4=*84~ z4Tl+JG(%h~{DnD>Jd}?%K#f{{AK!X1Q8itIKanGn8%9c;@Q}4oxWt4@6v)r_+10rW!fiaXQD&p z1pq!9D;Y#4sgBZC@gtHJlC-igEhkZPFX0qX^H6*`Z4)G0p+STufDvXD0{QG;zUjvcE^z}lWG*LEdybsl zUjc+uXObB!IlFK67{Ga&v$`21FJAe=+|bSw@V(FmJ&Co+W?8wc1(deD9&?pij*E81px(jt9+lF zByKnDNCGhmY%0va&Qg?@-1APW8-VP*kRd6($XEXDLxCwS4B2BEo=nnyO)cV}YEn{C zJ>LM$))`@q_o-a)N4x>#9SScHLH4|qg7d=h_Ryh2$$rpEQBs5lyZ@dhJ>TI-%N7uR z6gbWH0#=khIU*-+H~9!B;B}`XJIGot=7e`~lYxX+L8>0vB(?Siq?mlM1Iav(+a@L&doA4mE(lO%fu7!B>00JNAijZ5Ow zk}^o#iJ`|9&eG~(G*mOgs*T48o#R8Hx?$a_^n171`;f)^g4`*6gTQk2F2678R zW@_`KbOwq6K%MC>wAxcvx5>Dm;N>b@NKW};-7-k<-|ZKWwjylmc};0GfP2(LBpvVTPwY#& zfpue`E%p86baMLkE=2h3=QJg2{YEGiZTB=0mSLBwFHo~G!PT35`>9|51$>i=!+4gR zz{u^lEOn(ISwqs5j6W=r&FGlF1jtFeGmBtUh5W!G>T1ih-b$`<&$Mn?`=oxq{!&dY z0+~BVSCU<%bFr=1ug(`>rtB<@R8yJphOWN1(9QlcGCB2Y^egRXh()MAwcwInV~iL{ z?|~l%iJ3@E$g(eY&W(w9FHdnmO;jffbwC#kTd`YZ*i123PbE)k_eA@w)agu{XHsS6 z%rC+vW)EkKTUOm<_F@UO-$2?!3X>Yg#-@sT%_}^!bpi-u9E>jj>nQlrmAynJxJSAY zR@ZxY+BVD2-uM;?EFiubpIJP?p(8iJJ+%6rpxLwuw-u^qI`pJKvtpJT+R%GpwXi<& z6ku&<)jOT^5GE{j&`nM&R0fgaO`M>K%u$#?SH4sFkQrmA7N#L871o=a2vAsu!m+6$ zKyjKf`A2B196|W!uy2&0*e3+-ywMqt@o?r$s#xvdH~3*KJ$nRDg0&9}#14LYB65o( zi46Au@wPk)IL4C?Jl)+7`ocr396PXfs(@tls7#Ib6o+{cR;C={w+yAza+)v|v$j2b z6V?seB*g>Rik!Uq1)SOw*v^9BLrim1ie+|;s(KGGNoc5F`$WrTT-`cIb_$jzdD)Z> z4h{-BuZ==3C^;7$41`CGbo~v~GWB6RU7@60+P$SJ-V=WG&>U|6o=aMWS4gTOL4erp zWp39$DQCOEnu&md9OxC_*@7(CcK3-{4T&s_#?ytQo)3=?04lM2j;RF2HSW&_nI33r z=ThEwV+xFW&bN9wmyO#x6~+Z`sJ3;}Km&j~dRr7Ln!qrt$(?t<-px~quYGx4#_>)U15l%07Q65W4vLjTOC*HrXh#bATZ z&)jq^#*{rc-L4__4Tre)eEBZBzt8)iy5hP+i+c35$}4;b=f8NDjxkv>p9)Qu-170? zlT>foKy~QY8>oYrNo+%3x+sLlL2opyFs+L}Ja0wJeQ4=AKrmM zhg87ocKO7?3ss(+b&NF^OlKGSmVNs#=r?f5obmSvohn9$IWQlnR&>e2Ea-Of$pk)M ztXkE(_ZHK_c6SMNtEKPOitW59ddMQY&a*s(_L~WdUG;+In?5cWYjL1$Vasf$cHJ#* zwidpzt!OZR`nc%YJI7A(Y!L+!xQ`{1dE=H7@hk1gr1QM}fB_p(MWGI+W0C5qNr0GH zJV!7|QMlT<=EqlRfxfpGT-n|1HKyx%o@u9Ar1Emb4q<-CTAwVnmj)+Mdjm>Fi?2>V zS@cUDjQxGNtdf-UopybHz)0P}L;4cm3aSTZ6z0XU#z4`$ojnI6OCG{@T!>({@MlnR zeq=_ML_)TZNJtvlc_1U&XX1oHtq(uVj}vGVO&VYKFg85n)}gIC2CqR?XWvJ=4@~Fv zsa}XS>pw`IDhq#zd8cOVmnp0Ul9Wim1tya^(cfKcN&u>74c~CKSk!9IXmwRMpdUp@ zDoK;3u|8``vSW_W0brT2KitU8($}CBO=1`^d;VbFTQ_g6@#66K@zS12G)0%(AW*IfJnC( zUNRX_h&KZ;jFSfw48BJ#798Hh?4}fL?j5YX94m`Tj~|VRv97LpZ>iaE_c|{VtBS;C zyqeMxcWwOS3?ow|I?nY#fGSS6-1E<_%0>gSx5%=JTX?rO5q#b%)2zxnt2=}_3h3N( zTB2Fq60_$F6OC+Ymg&`B0m1Bfpa5OXKqR04??9S$NP^8wyw2_2-(Sk7bf9MrrDH{2 z4SVh#OVwkpV6K3lnyTIGLRU&0I%LCu`+DVRrQ}Mzp5$spskw`VyZ%~#Y=_VC?`)_s z6s$|d4Iq=-ow%s;mz;@rEPIZbo7EzKW@Bq+W=0u^d~us1XfF#x2(q?StF8R8LPvdL zBg-^Utk<3TOt`Ou^#GN;6<9+sUOJ2j_SN1RLg!%)^lkB#xN{H{N$7W zEG!UWS%HUI9r`ZB`|+lKW-jC=h*fWOq+cR;j&A{uQpb9d+;&O01vXc5hU#N-L0p19 zc&Prhe=E6mUzrTloV?nOTnGQX0ZAR}01xe8+$4v_IYU9vn4Y0^hupbI16*@nKAm9%5`lM9W(Qa~&UpLqV-TEC{@=6NvN8TebL$TemFruqN!B}^#W^z)?D zI(e#eE2m(V7_aQOC^&&)yD`9lwWw>0e)->xCVLDlpB!hA38RmXWx=Azn4N`1U2qh+ zUuuwkso1D44#I?6T+z#?&9hTCUS_AL2_y^4NqQ^#^bXKKU2Fj|(J}x%BuPZKR%9_dab;7mTEejyR zi|ht^g=aNq)+8iwTW^w`tiu7o*T$gbF-;LNGIIk3mRjim6Jfss!V8H+euXm;ZI(sP zp?wm&@<{|>`cUE_CL^)^%BP3o9z2~~y#^DQ_`BZQ4`;y-J z(IvO&V$E9bI!i7a-&7+i2v-WUTDKg3on;eh*f}k7QPwZu*&>j)f%LK|kAv9Kim*<8 zUYBJE6kk}s5{bq%WHepMGBU?o#xd$O-DOiB=%`c5zEe_jZx+>_~Y zzgBbSY-UbsUbqnYu?}ovaa(9n5A~=;bwzJn+~3Vc$GttxV9--As_~Pfw3^5hguPHYCipL}rQn%*OlW4(l_m5<+B-rQ zr*F{n7)F#%*ALyBq8F0HYQ8nXCN8$jAmiNUN^Fj4AWZqJnNN{qbq(<{G9(DxlO+)5 zX$T92+vWnjYC9&-*1nowuldnv`24zKF-YfcGj4A$HJRTX2<4vs2SEw~1nHF~0+$eh zG8-_JmX%d^b`_uHFTEiHe<~rK`6w#X9uUtaqj}FWiH>gua}l}d3=uDr=Yr`R=pm4N zws+L_93yMyIDQd3%4C zT&Q0_VwUM_R1aTal-`VaDc9v!fKCNrfw(_k0F?<`>sI(YmQg(QB9}lbIivp&=%hl{ zhLy7~@XGwMqQ9)Qav9(+3xW+!lQaBnz}SkzTEoa0>30Rd4XH|$(2(O2FTsE%X*+K# z_J8!118s$;asQeG0p4#mI~mKmGFz=7`3s+lLZ?cI9aCepSiy#=nb=kj?s1k#&*|=^ z6v6E0q*+PW06lLIDWd+vzgQgeo^Z}liFe;d92OOk8C-rBG9gCz5`P>Ln-{hZIL2lV z3d}o^q3*wa&Fn9%5OIb=_hIAF@~S_k>RtVQW~sGj%f5Blv%!uSbcICK$t2e`{57MX zur*#BHejn?jQ?fjO8?pq0h~UmvP}qoh3}7-7)R02E!V3-4Zl5740mgKvQ_ObQI2pG zcY5z@|8Wu8_jGf~D4w(q&3A$R50Se+h~t(BX_`L?LlLe-p%L#nN@%t=}4LS|B&8TUJdn%S%bxcnmD-xiZ1o`52Al&M=q)_~mv9phIh);=q{yx{ zH;_#-#zl)DROyXe?)Y*GLxHq@8Bnt#Fwc##^wd-irb_$KYDR|+*5yyf)!u;W3)EDk zd7R?ThRn_c5{Qjc0LQZo2q80yW)PSauD*Ek$3gsOew%^7VUqd-DBDCXRMDquXX+#$ z;43~2WVdI0WygV9x=oHA7IL?g;0Vys)GH-EMN;KntX=W&6P{K2xD-fseUQa zQg|yB=uR&t7h+8r$f4hNgOu)x?(TusxHHcE_6nsFaqfBCLgBmy!i~m2I@`lLEdykC ztuW^SAv?ot=;Z-G{Jv@g6?*nbq)2<2R3zN<)`fKvu*P05nC1_V-LW8Lqk6x5EX*M9 z%(3FEj#y9(-SZ_HQCUI~FL|ziWJ__zZVik+8G{?GWauV?3gH=RLv8ZXVHZ+qFu%V+ zCjv`YwfRh{>mxD0EeasQF9B7~c?Ml&WgHwY42C$S$Lk}5$D88gEACCn!ZQT*qMrO7 zwEZv=myC=TCkNK2dPfY(`_r&k8E$Lhi^k_PG9*3h6;RP^2}J2rps*}fv^J!&Mmv7t z$;QXS5%&_y9Co!{UxO5^RP*nAd}6asQa*!%Iq+YschX1qS1Heb+y&qsXD)u* zwaBvOi!mcBD{D0GJX`Fy{v@Fp(jC{$1=L;Xr(9cU_!X&m4(X?R)@HCzp87gx8tJeTTqAq4 zVNrEUtxWc@wXTIq0_pJWyd{)Hfp&1ANEOs^Q>z}wpcLTn)aA0Z1}uh2sC8`iUd2{q zZ5V9eaFwf(5tcx3UsXzC-x5phLD@t?P2#tbGnO)fhNq;Qp65L=X?fyWVlbTVwo7es zhg@#DX4H8b!8B00C}^-C05$*0Tc=Mr9Hvu`V0ZP+3qvtw+c_jv@a9SRj!sT466B;D z&p`B(=_ne?{kR3K9XmdDW$9@-LzYRZu~$0-Lxh1`gJEl4=o8dd-;k=;nzNU#0}{~H zS+^HfH{D7r>l*XS*Iww2mbzEfwfTmM62M{QGw6`7oWyA~{ zzCm|}YLTxlobBD$k7vC$-ijW}p4-E{71uZiqm}IVnB?^q|F^`d*2*~IZfV2jAYY%= zx^|aqzNEpK0Uh{+FMrgbKHX!cyo=YfpKS{Y_$T7@3D%CUNT3Mfi#aQehH-`&9l=lR&MSk)c!ZYwK4{U5^lQ>$HmUs_a;x#A&843l(~7% zEpY`nVMbe1Vv^Rel_*S^KeenBRYAsu4Bbz7S@Vu_>259+w1;zBy%zl7%22NjTpJT0 z!tq~M$ekGVgooU+nU|LO`b^Zf|GJ%-S-I_zH}Q986xywOhk)G?sY1VDBYu0j=DuQH zPk*JAJy0@F{CO^MZ?E)n^R=F(>-4<(g2LOfZt|INCg6I2XmKuGY&F!XrGLfy>GYl3W{;*Vv$P8;k4_cMW8N|uHe?7 zZ@u#NyQ5gv)s>ax+wnlU>K2Vr07`HbDXCFR6Mv{gPL$tj8VKsrFcyeWh88)eh1QDg zD)*H)OtbPfYAbW*PIhr3Mcth6?TAy@!SU()UwMa&B)GQ1@E}r|PbV(qx*66?#@R}) zYOjo=#T(3)F-m18`mBgbUNdWJD>2JvqH5+*_UHB5tpVAs5e{-Lvp~*3FI@1^jj3k6 zrOGqqv%#0q;>;jE>}=trlSiJDrDv}LPt1Jy1)NtL#>0czL8S=J$S~+Yf6dv{OBd<7 zDA~UG!s+5_wjA5FcKuG}LpV&wZBGEnyLFOO{RVZ+Gv+QB*o9n1gx`%9w|9@Wsq7Jz zY}82dFdd8^2f}!@f>8T7{afL1ir&v+{tydoTON3&$Be;uO5G-*rAigy)il>Hg)0tp z2{Z3+^aQkPGN`u-WD@BK2VPUE3Z6aJC^4@bzfo_V=btth3-i)-uKQRa6-w0~Q0L1i z(Ig3Bq@~GS47gQ2>)NYdr<$^M63LKZ)4!o5JDQMI_T~7dKI_UszvB_z>eDNk=8*!I z)mS0BRD1Se!4o}S8n4IBT1V!h#@{D(S29X1ba&;MxfxR5>K%S4jh*G_?N7wCh<00j zeaPSIZ!tgJ&=r<(eDt$I<^1QaVM)U6t_!T~NZnP9jpgHARYAj2PcOp;s>)OhjVgvr z+#9?iE;^K**lGoxv~9gd@yLzEz_RkTbCS{YzyD&V(L^m&yNE^?u$mNsv&gr@Q)w{Y<`*E^86y#>lWqIJhX z$$NfRFVpkwJA1EBHL4S=1g#LP7-gBi0d?=etwx=*n=L1Si}16vLamVR*wq+IN$87H zQj^*|vK7l0|K;UJRkbBL)>yBV-}E-J&jFRjam$XH^LJ`rvf|rgD0B2#%1CghNgycd zX_DTW$sKlWB3(j3O6M<=ifc`pDtss2ZU^ox$h3-0!~`3GjQK=x04fJW?x>YaIH>?? z{3qIb=e^IygE)w+!8ArMDx<|G=G!iF#7T@zsr*LHzMBEH+u0h<_J!lLKw*rWE$lKw zST(WXQKYLYNJTH;@(D9E=0f$7lu4Y+X-~=Z6)~OBT(?}x%ll}ibAW{&f<=;*b$10lhKl+Y&Ih7MK-R<-}mj?sWYU#gix5*rZ zG+g%hg^n%Q!DtD$ocf8L;97ur^9)!LNyRXt_Ge~emiJPsgQ{E80WTBHzuiS7U)sUk zC*F+ulY&HV@=@MrYH_X|cL{fnj>);1C}hmB-C<_Qn&;Lkk`oG3P-X*3RIj+>84j{X z1W1MTFQt7Y7lB!@fI)Po9}xRvq5px*3C5uD(UtRm4(R(UWT#1$hN`g7`^e#I8Zh;A z2f4(^Mua4-nIrz{?oB~I5buxpn3E(GHde1C8xe|wpf6jC{=xUlNB$g+?0e8i<8w2B zTtwIjL|C@5r7w3c{P`7~e}CzIz{K;Oy7hqE)D;AP_C8uT(!3lP|%Zv_X>)nki$VuE5B^qUw_b zGEDwauMU7eRE`I++_Ij*pVWfjm4pXATemaVM2Q1>I{_>btt@`> zKGl~=bhXjn4Mf2WQAUs2Sy!?`$jn-=Cg>P%ChRqtq)5S2FlX-V`I^7Z(a-g;Py*Yn zD9hDC~~xExpwWNdp0`Av+{7@ZcahqI>A{r56#dm_EIejRlORYDq#0%4tgir8Kf`J zWs$( z;MCFZ{3TuFrbawq=qu;sE5J1ZAXPD~U;}q8@iT(!pQ+%qF3Z9U54^~ej{<5Se;ch1 z+H3aww=0O_)3>F0s&$=n;dM3IM*@j0b)}bcqiuR^Hhr%R3gr#ew?*L1?cl4nLQwPK zkP46j(HSQwJEG*hBti-Sd~=MI*IQa~$*}FIOtBWsmPGhxnY%IuHA%`Ge<}wNlo(3q zQ#K_urlMITJF(_nL5F2RlS0piZh61^$04?bbYCD#$0ZgfNf%TVAg5ZXV%)pF5-J=t$2J?Y zqWeTd9P6WXOS&CSZ~1wXBPGrhVwInkbL>Vm z4qi zk~(p5b(MDp=THiU=TE`j#2<-v3B5KHQ<-aT@_c5lr$>yq|6@1D_>^*ta3vzUdmL79 zY$c3C%_JkjlZOBAG+sRiOl8jF>~pO~L7uK7cRizQ*P_T3mQIa-Ea~=}8>D z{q2j-k+|nJ$~b-#wtOI?EVx(uYNps(pH7_WfF9P9(5*dbKi3Si4D`bTx@bsU)3tBt zv#@qWJZ_D~{=9`}D|5}w%MCH_7i_h3ox7yhSYlzLP>Sb8ylP(Pt4GGdy=EBOG)kE7 zwOVoqFVD@eDBT73Y8{#l{~ibgo~h>Vrj*(!V${3nUUp()6kMW)>rECF=CSUocS`T5 zzbkXxR=ofVia)s;(%L2y8~jJ#?`okuyfoBGt7cd5dZqu;U&}@xI2dp+g*aTx1{Dr6 zx6^g?+K#)eGX$J~`rp9lAMf~oiRWm< zX^^g=_;(@ur2$F~UP(Se_!v4CnG1JY%(UzXfI&H;k!RUS4^K!TX=U<$*FyaCF|rJR zqQ|NG)&0OOzxPyD1>`)s?p=Os;qC3U{Zw$h!YfKMkHuk2bI5&AB-v7h49ji|2R?4A z^>WT7@1PpCXgB>O4zF)(?Z+>Z^IakRlnCD6-}s|n;5Nt{(!H2PM(@P~WzINei<-5* z05|TeX)!X#Aj@~LbD4~H#~%fC|11_} zP;@kERWl$hp4T zw6Ykxfv8=LHMor=VWfM|U5nsikQerCD5 z6*a;@1}r^%7a=>`@`+RrTd_R`RU_RV*cOi69z!O)Z_16CoqNuG0}F1@OonfS!WBu^ zag>s3a#cqp{tKYMH&**kIMG;0_AMp)@!cfxF|FVZtD?7YadFEIGHVV~9cWKSw<>O< zAkw``ComY@orY);DCwq`D((0VuLYZC(v@8Upx$+=Muuqbn|X5{2qt-o-G(32r;tSF zz=(J7gn0kj0YA6G-lKcHuTmz640$+g&JGc0XR72E${W|pC!~5#CLCLisaulRjmMxy zf8QFYn1;>QRmwkH20t9i9OCh}})Tz_+X5%J#Slav=%@Wg#_VDW%{bo*0HHKVQZx6}Kj~u)k6NfDN)65G=t& zJetV${aUQhDd^53G?i2_JO%Ddu@$sj`jZm%4x@LmSW;^%&nYq4=r4Cv0wI8+Qfb$V zLpXOjB=km2J)0NCRJxILOIWX5!W?Ash}ZhZ4XvpMN}+EFVc}Jy@Lb-Sm`bFF47522rVIS*T%Pe z-#MJ0_j&G*`-cZjNcLWPty#t#b4<`>0PF8b)P61tlq|K_ec$rQr|yB9O`2cG_)E4^ zqV+?)Vi9FDtRuAdrWp~vyA;`{W~K!RBmzr>1dG-g>@5N*zRYp#j&o#4Z^iT}RIANN zjcse}3z|VvI$njpbteB}myViJArX|QFSO!mOG_9F!NA&z3UTuC9=W!D^cLdb=QDpP zt6sZW_~+;YE4#jUezz}QxFXv-yL);f(Hv*bscAkj97vIfz6Rw#wQ?h;Tl9{4PaA#uW{O^HL(}lhRsuu2_dQceRZJog&@i-~a6Hb^Gua)@5m@GU1YH7~Tv1T<5 zrRKP=#rqd4M>-mq@&5hpl|5Q|`cnG0VgF6v-W{ew)*i0uEQTamG&2)i4TvPr*1oT6 zYUBiUgzRHU1i&>3rbSe{|9ZIRLdZ3$6!M&&1$EN{yIrW8Ziia2bv*sIB;X$xSLl;s zh>i_6c(KCR`RJO54NjN-2MQoJ0WF9$q)%!%DEsS`W?D(Rj1>77$DSi*GE5amT*sHx zSsapE19B#waLmuwd^n&Tkd$9J9qZ+wEjw|%=Y(MO^#q5{$L79p>^jUZ3?tt!0DJW7 z$rhw!3I%6ZrrtM{W|Y*Vx5#xZC>j0D1NR`|DD$HWza7kVTPi*cch6X1H>=hu+cBaV>ZhMzH><_JUfwqm!hF}cC_6r;lR>wT zDRFp4CK|m2RED%~0@D4y2E#=;A}Dt+Fj6GYW#2mG*>t5$a9ehJGQ5OhwpDzrdW^y{ z)Jk1(z|i)bbnVXf?i-l}=H&{Bh=dnQAFNw0g0J6U4{|A@{~KPImXl<05vBNeg0I7rU}!PXFs7{G$GNNLpZUHpZc54J=sF65W)0MXBP-n%nC-cK4&p9E!@ zYDe-tLDU0qC+_EP7BXuwkiuG!I?SaV;1b$CK0Z+kxb!l6M=7W#{R`Bj2UO#JzV0!A zhgv~G8w0vUWl?LuJ(>BtEe*#c81=-O`+QMQcu~)D&S1?;#ZW9WbUd{CMzzhBk{gUA zkXhb#L`)1$2&6li@yR0ToOmv=dA9sl7rp&xgu=!RG|RcHL}}VQg9NR1?wr{Sb(1c- z-L6)vm83nZ1yY)HBtwVJHr~CfAU$X#_|Z$N06ye^=*@`o_9St;-cDV|Qyrm_L1fK| z7kxw_17$Ah%_s8@we)2(ww~s8s!(9LbXU7awD}qxzerxZfQa!fU41f`<-(R(eG{+yFdup(>q}UULG#g)#a+Z%L3%tY}5x&R* z+jdM{n`BN0@uP;7gF|hX8>^SY6lI+%Zk9oIXu0%;yq`a+ASs#jrVU|(GP@<|o_tQW z$m(=v_Gkr;k3Pl9-)WaW+~VQZeae&CeoI=+>tk`N+oBj-yp;G`o!qtjRIN6h7*`j! zgqbfkXxEmcBwQySZuSd(4-2-hFlg&nc5z;iOvTIvkAhd(G%nR2oJ7&-GKy{$dAg|^ z^NTO*<8_)OiCw>79DzE$6G19cW#mQ`;~Y$oN=;WAn-yVOrK+qpKa~rqSN^6mNk+@6 z>go{Q8xv%S=fh7}rjrv?`hGn%DJge$*>uj`l+ZN8F5H@%6j|-?kEF4LNu8%G&aZCG z?Vj3DNtlK!n)!4)_K$D(VPv?-TQ+HLILNC~Vss)2exIbLrQDvVobQtkyL98>K(HxX zQH7dZHTZe_eZoZ87{o(bdq!l8f4%DR0$G+lsRm7ZC}W7R=7QLz*kM&s$hiRK%UG-yQVM z$bFLWh1zP3ctm@w`U|f5UZky=>`2gJPFIj^d&YBB4K+9@>y|Z|v#|{84Lo0r5evFU z<5rU9~(%Rd*VMjDTNM8N)@=ma%6yMBBM}F0NYxQXQxT+r?{@5NUBnE6JqrKTncNilj z;gQ6Or2#iJu{$s~gaPWSP1l;{p0gPvkWqkL83W-#iGGSeMJ{=7po(GZa#NMx#NIIH zkz>a=eT~?CUnV~__*IuGsF$-|wx0aquub0j)!uAr_uZ{#b9lm}0C^u)L)ZQoFn2`l@@e<*I)`jJ5udtDXiI|yf8RtcxnV7kL zLBP6?0nV%xPL)MEN>e)mWj@(qNEqGlQd3rBVRVh$5lBjV>|c7bMmA=gIA}RSKNw?>D};=6D>ISq-nPy| zzR#I+(+Rk$S0QE_zFsBP)c>Uoh~?4AW-mB+Sdfkn^bQvZS{AjP78QHYF}Ygv(ks^|MAc|IhJ+RS9a+$JFqZPe7< z5~*w!(9~?m^v15M2v;cMsXVsur^k@Bwgqk?FrRrlXkD+KLl0Hx)m^A3CXQr{j$e}) zW7dZ`Y4S@e84sR88UKv`zU@8sbUZ9P#-w1mZM<{TMjB>U5SG`&&bR7&NUyv>Mz!P+>K*e7FGS~f~oJlJT9TT@e?b|2?Sy4-n5TpwxAKJpmS z&MTviMfF&?9p z>8tiwn*>QlkPd67z;-ObYE4wMs8;806ZaUgxOm1UvrLFQqwaZzZ}~QIk(?1)l7Yj5k`-`OK6q0>9UCr98hAdvM zW=M5eGyT%2UCR|z&0u`jMyd~g5XCC#P71b*d^)zPP`q$qDbca5z_JY^7A&O{D?^gi z+UlyhE&OUV>oE~_$);5?Z1d-d2N|MVW@saE9*e=dEDu47z?VO_4$}Cq{nVl^x zd|)Cr?~&ESjOL;alk+o&-Uk-_9&Ir0F4QA~(Y5yPEmf_=)0rDlLuo60^eX18@=epP z0#rZ}qcYw;^S#B8*K%v{UYPA+5ohLWff8t&$Ds=!?V|n|@hLF%VlnE7X+h;ICm?Ml zQN<#Os8~AJ1i}gbZK_!w2I*sc;dB-CF~mhSzb3Y_oLs@lUx%|xbL0A?Iov`Ga|Jy) zU}Vmvxe7zd+vGRmwnk)~>Tp*ZOmGf6zL$X4LoS@ah^E#vSjftc5&{YMV?9j z75VEh-qDPFY*KT@{uTp5|2sQ5xm&kZzy>yazJxz!;II=RdNjN*sp>up8_f7#oMVT~ zOoQ(@B0?N-lW&ll^9#M??u~&`Vtetfzv7)2io}pUix98r6K~8KyJnQ|OD~kdpPf99 z*}H`6Ln$>$6&Rfrx-}T^D#=qpuhz3dr-1BPsyrCL9JL_Gkg)@2svp?(4Bks*49pAJ zt8vx!WQSw7Te4J5r)*?HY|oo47pPv9;WFVFIq#;gps`c5Ue&9y{b*Yq&iEcZ`~VbK z?04})T8K40QlX`N(~+dhBvyjYszJN}_!E;wn>{|8(YI*t=+Mw>_3?~j^xmCK76KPv ziOKXjI0rg;#&_6_!aNec$pf?64Zk^@Qz~%G4~2NTTi4VD#9#tHNuO(>+BMvUy{& z^xj5x*~C};dBIr0n<>k8W6Cylop$4dCsHb{mY0=~YfLd!OP@Yw_>en%8a79_Lv!)0UY#nroP+v_j-XKoyhK~F}$@`>ad-SK;3ogbthCCsN0 z8Qv5eeFFB?jo;m2Pim_1T6;5xc)g5(?zCQmEFDTmz`(U^;mHWYFg{xj!M0^~4k4nD zpNn~)(>Pc!EwCgQ&Z%F(fuFQ-j{LR zp#f&BE`_BpkW+n#`>ldSF}*#QLHJjVUfsLrI3CuXVqT9d_j5F=c>-ULen0Z`$g&xH z^bf`D-n^26Hk%=fq=x56y0Uzu)`#TKQuN^SA&IL$NwIlhkKx-rVx}J+K3WWahcORu ztEj-pSd=CpX<|YEIE$61rV=L4W%VQuE`(D{lSQb2Qac zOATO`zK0*rwQD_>ByrmyZ)uz-#_on*Eh)sa&s?8X$*(B`btWK0=*9@r zHqUq6xZYHi0q@a+&FvY$l@*okB6u-U79++bpXYJax=l3fbF8etu&(I5B8=Y56in%T z&$S9^v_YTrkafL%`&&KnCN?C;%P1+{cFf}KK%I(pTN`PsLL<818|lW!dMuHe-e2aa zWEJ{!HRE zSd5*j?s+Y0XtjNrRKMEN(y!R4mZO?rr+r5;i5bQ`>rG8pGH7u(v)Cml;xfG04HbBKWf> zsX-WPX7>t`n|5lxfc1?om-X!WbLy`mCIaO%UFOTPkalIgX6hIOZYeX?^&zRiZ64MX zBI9r7V7#y_GHB*@XM#uK!}7zBD!-a;?c8+ zneQ?Jd4s?FMr;kMR=%rT>%Fo1c5ttMq;0bZGxc31jwNR*HNoayRjc*3=v+C5)U`Y} z7&Vx|gN4;L)kxak9&gpnN1V7itq8cr~mv0uk6PKxlVy$ zVb>%!XM==f#DlDOp%ov~;kKZ)v)V9Q%^7d2<)@FejCFW~H(m=a-$+l*U0RSbRWS7G zVrKfIX^vX+b&k{q<-JtX`;KPAW&;H-_EL78QDqi!-548BYq+QcKGp^~)Jy&};IA3J zSY?t_#i1pnq42Oi-5vg7lkH-?DLd!A%Az6dsuCOhwjumUyem~vts;A;eagu;j{You z1K0?)M4w^aW^xVnR7q8E)ThHmoA*#deiw7z{>+=4cGa8KrdV(W~2#(v44UI4Hw+S7A2AWt7MKiMnHVt~l z#^`UkdxXTdn2DFJcp3!L@Ru0tAKqY`MQ`3i)%4&Anb*=rC&!pGVKH$z9qUJ!$)~wL zC@*K_ZZhRK3|EO;B701RGc=dYvJn@t-anFdXSaZ8dRxtU;Q1;bt~wyIi}K*GlP34C z%%R_kevGACJWn8N<*lb?R$7?GAnD;21?R-^@T={qBQD6Qx32A5Is%^6W?dYY39g#4 zrPs>T{bLDdwc&8vWlsj$$@JpT(UfKv&Th2b7X6!75o9paDgqP(RYy_yYp{XYZvrTM zNhF`iSZs>a2?v>I`QSWxJH&|KoJV2b%&C!I8=eLwdGk(BYY?~-1q99xRD5S*k-WP1 zQnXg9TCgw?KI~CslpT4ab9MH{_hC9M6Qyat=~vS^Yc``3^}!XMVGx3xU%c?~LWQE)AEYEGX5o%Miz+z&qg3=^XLU%3aY>T zI8`gBMV0)ExnL#}4B%_-cJfITYr<$i`n zf;IiCUbG3AN3gM_9M1E+bznO++5_2^!1=dt+rNTSs({V#uH)G;2Gi~j4~k72&v@*i z@sDML(l&1!)Oc0SehCHxI^65uN!x?2C7u&Z{Fb#98W%l~P4Scme`1F%B~|k21_CEN zG34D5c6YgWO|%b?=DM5+js{s zjXB!WC;t{i{SK^v{J&gkp{|}@6JWJ0@Ik`^Y>$Yls;Z`{U2|P=-rd>O($?l;A-H5L zO;5!~|HHHTVGI`TWYzGn(K!hx)4;5aKmh>(Ci0soOgOCc*4dx~9xu4VUnd;sJGS!P zojEARqdbI)k;4^G^mv-rfMR-BcsLgWuSP_9xfto#!n`{e3a4ajY%Iv7uHl%ek#Kcj zU{o}-+<(`qsiC28FHBo_FWP!OHs;*I7`1_+;m{3#BUo3WJi%@Qk!JWDLeJ=X;Iixo7!X&D;}5V?`)d19J!_`)z4op=e%giC6U?=mUpyz`;~RF0NB%#c$;Qe4u7 zv&SCa5AW5+$3;dmc3&M_x3;pfDnLkfi^6*iZM$7Q3rRTD$?@5FPqF>}RlW7kGq9@@8x z&DU2xy2xx2$RRr#y(}_)YwSsZ{GNu%{5jh=y3Y<9s`8fKf+TNNJdoW`Wm8qzm9p@< zw4MGd^U$<=b|q;&!F-{=DE~y#W5(;hu4m)Fy{QJG*_=Re_`5=5dwYd5H$^N3f62l7 z+V@aZyC7}g!JEYDnjD2lUR+WW*Fk6E)Dv*NKG`9x0}lFYIfE0YDAe)OnX3n$&O?S^ z*A@;%4{{##(ILIyXmnw=vu^#}Hi7qlV!A-Vvapfvdf-Q=l~GW3l-hY;4LO@t|(6rK4lYe2I^*c{i7XxUm?w@UzJ4fOHES&)IKO z=WO-nzfEb9QfhyFKQ9DCW=q{D_RVjyjUTAV8s>le`8uEXwa^9_%~cGE05m<$Dc;l8iv3w|T*x$_I>TV>s^1aym#@;VEqYk}~DAwZqvckaYMZ zPxhzX@EaM52m2&rEw~E%QmsEpB{XKe=mfIj3!>kIitEknb&kc_rHK!bRdBg>#=YJT7*#c9{|fu1wn$awdkuTnObUBa0J zj4lVTI=$QhQ;3klQfmjs8NPC{C$?B9bcX=xX3Por=4R4zEr&SL*|}tAY>%A83PB41 zp#3h*!2qpB=poS3%_-%&@KWUUY#1 zv^xP9W3HfJk&p>BZpIg!r;_Acy}~QwR5+fwfOg)dmKfnFFg7wA2oX0&T+zm~EP$!Z zkzn&_f;RNtDVIQK3x7UbvzD;j&wILU+}74s$bIF}_BTQAan=^k->ZT7<007lJH)=) zsGmRo+yP2J)wiU)=q{DSdXL8o(~afIqzQ zX=4T&?s+;u_|(4t_j8~m|49UMQr?WdR_=m&Bc0vAaTxJ2?~vkW$AoV*IR(FufJ_q{YyatNPph; zz1jB6VTF>i58CVnHAHKvt*lFY{QMDPfQ%tzH+-{m9E?!PK&QNmj<#U-8o?k}0m)4l z(qRdC9S^B}Bua9x%8NCov=xe`8(Ic=tu3SY= z-fs7af<|Eqd90cON`$8AXtjrs_s&+x4+}s%UOCu{7b+a8X+aHd*wdX z0h|294c*6~uA-uHd-tgK3!7i(_7^qQch}Mf2-+yy+2x~`&e=)|8&SstE9wN;A2ITa z1t>vJaxn=cUS;$Xw9w7U5sz1sH-?<*D33flB&%yO*%0ak+69NMqhve4JmXR>$9SvE zAGB1*P5?vjR zT934utZ@kT#n2-J1#amCub2BBrHa~cWOngu0mi19(iAIu@^KlYxXP*RTO{&sR)e; z%QrV;g; ze!hH^WBC+tFykzfN>og2aFaqB_&`bWnO!i1Sw2HEY1E3H1~OytV}JlRK(Erp*VJk& z6dM-@@ILmULTj^yJK;?sku3|t)K#lORGR%{2ln5 zQkN4v)Ahr`%q*Qe5u;J>$P>%-<+KCuk0Hin;$1iNN~kiC+kLS&e`H7+bWNqI&icag;D^0rdP~R78hYK(nwV@ooVXyy(y8JG+~;6&yxIR$V+`o~Yr% z5uMqBZ0_F%tNKg_snqJV%X+5%i*uQXC(6H#>0JhQFzjUE0nx#-i!pIRP2}1Ot{)n8 z6?}4{r+xwd-C9$dDKn?GY&Cw;8yefXO2iio!Jf@4?BY}fUm0hKI{v(?U+rF0HF%ww z>S$V-FO9_ddu!-eOo7oa<>=L9IDM=1?Jkyp-yx;@)nv^#eWp+2LxsdA2-)msejnS= zLxc_AS}-1FD&!7bXge5Jz8LQCd;2CH1>3g=H%A?O_3BmA-dz0+^0v!6*9T;9vx0;7 zcEQZ7Zh2Q6MHbE7b#G>3cMF(p+a6eqD8rx9>^#XiPEB>xg>wZQR%4*c$nSX^OO^0! zKTPzErbsIf;keS*AfviwWDjoZ+{+cs{c;~iIz_;!9zHM;ljz8Q6i_$5W z+<)}Hj=!V0yh-^M#0~pC_$TAp>yLb;vqmRm41{Kiz68(*iyiy2@5yivAN6GGu7X)? zO$!4h>1k=)cb`tE9X-NvO6ei^`VS>8EZs)sPhwaBS*q<*!l(_56N_8RuUaZz=FA?^ zU&p$p@R`p2)qt8@2_;ulzvBH$<6ixdi&h9 z69JgbobW z90@bN@`mZ!Yfoby$aMz#%AEEF#%P)g+NEHr-7h|}n<@oEAwt+S+gjEid&M60mDF|L z57v|6qw9Vh!WL~2Adyx)G=7sI^ts>Bk4!6~6xo#RApY!KYFf&82Gt%wB%`Ykcy`>} zby}XnPlUPuqhsoFSu29H-JNSWd@~^xb10&cyCQo~EOnSxsnKpO!#r~F(`{*kZDXu3;S}0jm zhWbscwALtUfQav_wf9U3Jf^?jGU+U3M%#mPP`4 zJgR%UyzU^OF4cRG)q(Fit6sCCM()MUhyV|KsiOFQ#$r6+6VIfAWGunO>hY_wFpR*!3W!$ znVD@cc$MXlethybo5Q8ALUx+KnQTO!v#<#j2hX;{^N{yi+*kvE{H&NCE>p5xO8|2l zIaB`=jJ&sS$S;|@Ws>Hp?~-_RmlKG_g88J7F?8P&6$#L63wfF9h4wAV-+m-B zANxq>y9<-PZs5p#`f$Qs`9G z$b#wBuFP9t(v==GL{G)U#3Z=8^!SfbDe(Vqa7RvkESNt|A|IIE4PJYj*k_|S2m@gRZr+*P>5#)o}*BT%~)RH=tty#N6 zUiL{^k-iNE)ZGCFQxPzk1&XMX#=yFmfyNIfpuFD*6sP&Y?!s0dyDW3?*KA$-LAAge|P-Opdcg~=_8?cpHjN!2Tmf45d1r)kmIJT zXh%CtBSF^tb;6SH@Yk7PW3N);q(_v;-!^eqgOXy3e{v^CUeIb@aB^nQ>z%SQEz)kaH< zBAZ?rYMA`WWNBj)4pbnA=(WI%=m4A~#o*xJ)z;S5)v^M#I&pKEqqDiS4q$|xvg+I0 z+W;rR^TZk72<|P(%2Iyn%`u3ONBLyrDRlK3`eCl-(3&J2zY>(?n z6ugX7?&@)L6_rDBT61b zSZXi%BnOjkiA%2BRXX3@-O+IYL+6Rj%Lt2Jas$GvkC~N+w1z}JGsj{ujD--a#YPf(fZ2sD@qzCPs{esVP2&3)hhCM8Y(6wnp+3Yse zqk7tT>t#XSi_uzn`6#s>vSCPYra4yElPr+faQN)_VkT)78qE5BS>%eRIjWw`tpO;Y zF&fWkB>4cp;ldIXMBN6A`v7>V(m5FK(|s4hK;6(LL|iK`bIF~Lk576{^;;l8ky;&9 zEcK|)SBF1^*9^xn3ub|+SXpIdN*QS$pLxu~(jkUWTi>lE-nn-lQVm-W6a;5gJ}-ss zho~%Zj$UJGYAUgJ9i$P;H)|n#aG2RB#6gCKnwH(Rzwp!U2gIMa_h^4m9ttp=|D_Wy zLm?cBm|axU+Cr$Szr~KAwkMpkbz!w%pNv)y2t<{qms{Nr_s+r{DVeVkZ;&MdZR#>I z)sc}I)Hc`ir7nhJzOhJE!TA-TIf-YL^sXI4uuWAI`@*`!v*^W8OJlHxUi-Bu7ceCJ zPsHROlW!z$73ixp25@*=?tz}c z-rXsU0(Yp5a0*DMmlZ6<-gNvkn<>fZclHFulmF97${jzNw!oMi`h>v#mN@A~HU!Z_ zJSdH&Xv)%~`lghaPX12F{%RQg`l+sX9=6O)3I3f4Gxecwn@oLkKhP7NI+`I@KSfMpAL%S#mu)5!htC&wGo-nfq{@(K= zjRk;xOr{xRJ^`J>OKzhcnIa-0FJ&f`sgwVeYW{ThO4Bc zWM~hFKQ72k0r4I#V4@%tL+RqDcIfDTYJ|d9C<)y7k;ya(63s}+Ie~eg29+SWTNHA+ z`Y3{OZKl0q?YxL($SnY0-IDCyyxB?N)oiQD}jkJ)`C?jDHlzD zv6MpMMrNR&1}Z;Rkx&hX9>`dVqiHj&f9MrlzO;4j@as?iYrp+_`?>RnL0qfAD>AlL}xdN7**L-(n zZtEW^Frz03Ta3vlA9dP8OM_*qqh4$35+D)97DP6)4h;@Yf@G^`hF!>1>8sHTIyP(i zz8tx-s%qn&0bL9fMq%c$%6pqWdlfm#=MJpWP*Aa-aACu)xj&AD+t}pHqNPOB4dfg^ zCQqfzw)04f!TFMGg^w6mvaCiDde(4M`1!7FT|9iVE_plzyi*9$n8L3(SPz($T< zUUAhYyl%$W)^~C4>KwEuO;XK3vDusM-rg7V<+Avj>MVghvISw~;mX8GP=E%7zNVaB zUH>upe3OsJ5WIEo2q=fCSAja2f6ZI#^RbhPa8XSV*vyqrP1StSXP2FiSAt^``}Q5k zcLBEfSOI)qxm5?=dczhfFp}Wf7A37bMC-QNGp+S_CkZ?&VM9FtP*7g*97flg&Swuj zdzJJKb7W4`>pZR2$Y;QNS|@r*dYxCnOl0s(jjt1P_Vt4)&og5R_);&P1yk?)!yh+f+>xB zz@5Z<0rja!5L7_qhsDfc8#xy+f=38Nm<^e_DGPN6g#c66FY$qlozp^qT*H7}Rts<= zW)U6X2=A=v47{mix2}(GN3Dwz$_y=;2G*yHZQak?xKCG8j?iw4Bfr>{n?+Wtc|gU_ zAJqz^aj~1C!`ckB<*#&{aU8o{@AFYN?qayfOFzt12vtwF+a_mFQ38wj%=giFwG@vc zgo@7f^=Y^7CRzn9qmh^4efvI_G4)tG(t_5yk$Ak&%(E zzSEG3*z6lCnAsx;+579+1c(EF#{|rG-Yf^`rL00ZC=|4N0QuHQ&<7n>TwMHeF&UQY z1?mJ&0G(+95~XJxSqf-kmlk7_wi$(P*^|>7A-19DM62LgD3!A;?1~{MuK>xj7$Y#W zr})or$EyszN^|5CfkWbrcX;Z&v9bC5`SaCL&t(W{z3E@F$neoCb4dGBsS>lj3qO)jOWS`IF2=lI?^H*ONY-x41HJ{JEM#VvRYlenYuk! zJ`YO}-P2K-D@5SRyHVE1L8#QN+wS8(e0a3-Ee$pwm0w_cZgL_^-(DMeUVTByY#D{w z)U3L@STW|!8T}cWrR8Y$(~YA0T$;$Il$EDeD|+GV@keM`{*aNJEOFiJOOtO>vf3kW z+H+Kc5yBrvezXG+tg}{0xoSWVI2`~&r_h9QwKChhb2Yg!5>U2t`0(K(^SQE#vc$ps z&ZjHb@;@IR27xqI`mQF^QzO{OoZaxp2d`hhPSZ@1d3^lS_6Jz*J|8D?XJ_Y!jzBKY zpqaX6(9`PCd3udFG23FBeBOIt>-tB(+6hS~(ZcJi`J-uA#h&y(>eFwYHXD7Ma~~%g zyFp9zR&M{*;t{qKT}@}ojpbxJ+_Cg!Fkjx-e*MUwUFz+@8XIs5gqsnV^WdU}4A zV~FtczoCTLZt zmbCdEZyQ2w-bN1lE>aBw98WYYq6P#w@qHfS@GTK6xrE)M<+(3$M1H6{$215reMDG% zd&8Z1YjxF00>C;W5j~q8A`eq|7h=^`1iju*fA!v48NcE4>IUqkLKS^)ogeiOwMb{i zF@#LgZ@BHRIoSnoKlWNGoj0yvsP_>4dT0JPN;i|{Ue#-YP1??8?H+okOyyA%5F36a z^G>OtAuyt)=PH*%;7bun)BeK8Ul!U?y1~YmPI<4t-Nj{5!qA1!V#K(q{~?K#yG^Bh z%opP8roischj%25)Kz6SLRGKzjX#wH*jWLCO z^Od+&T@mk+MT)%2wZ5=Rs*~i+G5RZsqbIDkSEo|oL!ipA72-&I4BW;B`DQEjm`lHS z?Y25P6cme_ypg+}pxCt-jPhx}Fm~j#zQw^AU`IHWG(d?3eyBzZL_#^Jcth=K6JOQ3 z%Y9mJV1G*#p8ySI8VGf`wNgjDs5#YhSQg0hrEJc}i`wXAE-ehIBk(T2X+hc@)bzLR z3sg>?@qoh6Z_Ef0|9k#fnzw#EBg=i5>&mR4pV_a#{5u%%jy^M@3xk^- zVOVec8B6d^LKU=vDklO|`0g)TPdv~-$+m$im!f%l;x&Ljgg1uss)9l)nxh>6G74S> zRWjT6AvO_67&tG1_{jP0vKz4^iL3_IAvsX|(ftDrr62&O4npWZ|o9v=S4 zaX(GdrLQ(W%$SYE`?)2oOPKE9kahUPmMeV+;2%|j!t7!gE&Hv9zy&*1kv0L&DOfoX zBsE#urBPB36fo2Qv@%me)AH)?k7NG=@19;+Jl+wF@YaV)$%D2=9J|6`3vXOxb#A$_ zftI%i6-$!eZ74oB0;uoega=eR{h#;t?|-^;LQrSz9=QNsqsZ>T&Am0pUn*mZhOl~& zth_S55gQsh&f5B~8u4G_V7UvNlw+8>0>g^7nu3`|-lSnON=QeEB!353%6TWrf2{wH zFoH*kfta}Muio|q$KGXdS{Fs& zAo?LEr-6|!jlleoH73seJx=)jIPNllWx$xXvTT2%_daDi!1)D8sw{=H|AQ@}JamR} zrR;=P%5xL%1M?yPzMiH;0M^@6Xnz50jt9UZBLWtnx&!Kcjfxy-ZUFF(Bqp6Zcx^6V z4+GMK_2y=r9p=h-0JEsLcr#(HtE(#ggY>~W$i=X(Phe$iXIh+r&fEH}lamt^=*+uL zz59pM4QB||;%ZkT3mSYWsc&^9Tz~x3)PkgE)ZV15aNs7r5F$xc1E)j*l8=W$b6D6J ziRpJHw_3wn{^1__q58aktHR>JuP2K`WER@IyXOveXLXSjl=opzT7KhS|2`@IIXzf; z!1}VcywtRhjsN|@<{vuhi}}-p=iuivOAA;E{!zDS2ZpQP%|9}nHp8_@-J0#e*e4us`Xz10>Fs$2duKu4wZ=02b(CPW2Y#P-@dCI{1iIQgFD-J zp_dYP@asQRd?`NgiTx&K{mqy9ja~o*Ch^iUX8U}qzr9WgF-hS?Hy94yW&|2=XV~|V zm$?pp{o|Pn6!Wj&#{A$N$N;`)-cnnh}O!t)^I~ZLxx6y^qCQ?X9c|Wf_-Y+hK-fg zFE5|8?Ks;n>L&Q=K|14dzmi)9GJHx_g1wJoq@BXgnEUgTG9K$ga^cBdg# zqu2F@I)cesSM$!B!$-<&qOk?4>BS!UOxl{Q+O<-qW@a8y=#(+$mYPnyiJx=rAB2q_ zOm=GDi^M!`cGF3t005&2;q&t=+Sa`3&uU*iVG(By7Z&#Se48l2adK76y4Mg6^n0U` zJ=vY z!jy8rx*k4<_bHU4{n4Tv-6b-*DOr%{;tm%m*>M>VOm8mFUc{Kx({)w*d9T~VDT#`Z z&xF$<)xoXx2||e)uI}E&M%L6FBS5N0lSS0h-eMEQ;Tx*P_BqBC{?XgEfI8p2pd}`?n3tVg<-+D$^v$qr?Daqr2x_DoKOP=j{7-QeVvCIt49UXSz_5OTo9Qv z{_^T9Y27AodB{u2Mcf5p03AL1F3t-pHD9SOx#rH3%qM@5?>6l4FX832Hu*)=hwQg2R) zUE5~k)nG(3vR8dfN|sdCVmfnvQc@DnMA#5P(xRjjhTZ`D;YFL-M~`J)nb4?3WCGVU zu9z>S-YgXBUDspQ-;^#~=7i ze|^vYzv;iO2w+J3|0n&|Bk=$F_P*-@=!7UMTidrny(2#W=XD#clC|VrF8UnVGz~$Wn=iG-15VE8@fCc|#1fxrH@@&Tqp(ZKx zI~?dIngm=5`pQhph(;+|J1eWxXFv2?smc2rKn8a40zIbIhdFU>C6%+F*#=I%44JMsGqc)AAK&Ein= zLb&(&bN3Zzh(DhoW*o$q)s3fn)Y%Wov048WP&cCN7_zHU2kc7$>LYX~8~H}*ODx)> z0BC;m=VXRzjZA!2Vd3?kBCqIjb8;BSCs4Q}i1a(SM<~hevhs30f*_lgy1Kfgj_@_m zv!g`zYsK4^=5XMC>U+5Cg2U6^Y!;O#JM96t2zR@REk>xM_pW5{&lQelM{tlX*&Eai z8O4tsu5OiBcj{WEGv>km;0iSr*jRCnQ;FUHJ~>ou12y{n`}fkDZvCLp(dTj{E~$@{ zu9IttiC@dcdb@Ria);eo?3rV}xWl8JENvH(09^j=Zu}Qe<{oEd{6!wy+jVPfYm2&~ zopG17UGCsxx1#CGC&yNv;aNo|RC`-eVaR@+*&#e-gtt2oQDK+R5+|;?gxxe2Zs@TA zL{dQKmHb&fcz6%w^WmT-FV(@~c#)YJ#NhY#M9j?1G4q(^KZ}%OzIE$T_sDBZyB;&B zcllt`(PucK7=x(Ar9(Jt*|ks_yG59e}47^C`g? zIaRYg9XFMolOL9nlAicJ6b z@gX4j8clVbH^-r@t59>%uh)$Mb`9s3zH;0Nj?AoboKTnpjAM|b^D@SL4i}nZ#7|!( zfWQ|DQn|-;TJA2l1DuL=c3qEt7J{$0ot>Q0s;h^)GCCGzLIv*JqFro?g6?cqArfAHc5Kid##=;cy|w!tB>GbeK^1)3$wLC2C&XnqHo3C`KY9MUCe`VAuM z#mMp_C3)5{`&IgaQc{(1TKde3|8|U`WR|K|1bUj@S$Yu8n%Ie_jIj|svtf;_wJpCs ztJgp$ZBUM7q09H(v0VwUom%(%LaTP3y94xULwgLGg}%Z+STKlVXx7${_{I+5JH`TF z44y`p(1F1j<)LBF@I_k!2t)CJp05O`xeQ|F?TXH2O)pP#T?`VZUVq(qjDhD}FlPa( zrx`R0FFpobu~Ni@N353;&p&`Re(yj)_~j+kPI^Rc4291tyx}R6|FGz@x3Cp1?d3$P z9QHN=_zoeCJH}fA~O(B z7`QG#TuB9dDjCyw?}va?%m1)2`Twx@o?%UGUAr(MpkhHqL7FIP6cCV(bPLi!x_|*` z(n0CHh>G;ytI}(vgh&aXAiZ}80i;7HN(e|GaAwrK_wznmzwht4&h`Ei16ga$HRqUP zj&T>lgm4Pv$-k-@KX=^CT#yeR9S5c-er9o-zu}ouMfLnA&$Q?0D9_Q~XTNTbd^o?J zssI0{m?p}v@8o&ozg~r<>5Z5h{DENV`vGjP4-E1P3!`t_&yQ&N06UzqQx>tYu@4e- zR;CvAcCcC5*$?=9#x&a6+9E+sw6Z|?$`T2Jl>VxrQ8q|B$Mu zo|(FsE;iGl`upAb(lPK}qkOtpeqTmPHzk%!f_deCpsN1+5JBR572J#>sc_Km%OSq0 zM8Xzt*G=-@4|61_rtlqGy!j{Y>jO}v>J}Vifu^VUfwCUpNy6> z*?f0%o>3OtS0#)R>fH-@i}DDr9^REPW%2_T)7p}^8Ll5lQtn>oUvk5YJE_4k17cdV z1!3Fr0WlrBmGEMGN+*VpynW3vEkoOu{|NfJtF~5D+-+{HGqcX_q3)2LqMF!NI|6a)Xxh z+irEyf#;Ru?DgQoK3T_f+q3NFrUbaPB`|J!V@_t8CZ-+1Pyj}Q0dJZIFTAF zRrlWP;jI=-QR<1ofq@Yl0B=xLRh`azt9LS`<$Q0|sCwZ>mH|#tI9rYfl^-kJ?TKR)%9TA_Lw|bHO;?eh zt0<$=;$b(gv-Z+p+me*)rceg1ANvuMDVyTckxk*7B9&ULEA7-vJBw(Q?gE_%WdxbR z4Cdo_`{644<_sWxRjqq|#Ww)%wR~Y#_%$y@W$`>EsaPJBomjs)!(ctM2ccs6tS_v} zA{8Ge)5qghsd(EPiOc8;7#PI3@`q=#E;g$zxG`>ez8}r58Hd#9t)K1euI&EmwyRuj z<<*%6a33Z8j>GLFx!9V!zgv()wuFvfWL&lO>$ZZaDCym_M|Hcq;`~(50K+r zxJI{;6qC$`O1~Y>Votp@k@%XFh3n{Vi1q+)GX~4ii_j?GoWGUc8L#oLi{Rut~0VPI39iBgk zh!_*K1DuY({{tibt0L%@*p?gr0W{YN_XrAo+z9cf01S*u1W~~?gy?GNejYy*C z!6--l#_z|aUJ&f>wY`zte<&Fcbqz{&edc~YE7Z!+ZX%he+LgzmRNE6WT z7ux`gEqHg1tDfVahTZos{)k_!;(wocT-b>fKvB%k3g8)}p*=Y1*#TO3JCK0CNkqGS z1sxr!c=nBSDv7;^#5&#%DBKa@+dm3&nwqhIvwq!)WD_u@LPf9K`~5PzWB}%}!OLpr z^;k@CwG!x2T_Vx~J33CWoHPa$kaob%WEX}O0%$1&_`f4PRxS039DdZDfizI&vjZTv zAN03T?~SOm#u%+a6Yf7mO5x)U_qT<^twbP_G!d z$M=kmHH410>Ed1oZ})wACY}{QkBcLkz8lByJZn57EdzuC2r4kPpJepE8|Qy5c%N-j zQL)d&FP))qYXe2ywib;52|NXNscdIdOPEHPYSMe7)0Hr_{P>u-US!?3z ztU9SDejihOA08?uadcU12yp_+I#k@-iw?mRlUo4r>t$_W5m}^*cpVnHTc(H0Q;uf_ z+9fCG`EIQ3#Q)R{_*Vp-rhVhJW4Px^_EgSPQVrG<9G%=CXghK9FvW>CeA*obz{|Zt ztaBKkcD9PY_CBow0PZ>9l5(%H7l7K{`&&xF0V-sg&xT@o@I3@%H?1Hk>TIq@T0n8O zK>W+MKsS>TUS6Il1<=ZtQp4!P`UPL1rqOFp<3uQ z9Dv9Qn3N2}ee6!Qls8*LF7Q8?&dQh$Xoujpl zjZ)A|-jG(E2*~i{C*2|)l7?p=n^q-pAA0B?&--Zlgo7~T%)(bD5ho$(&jdY&mAC#E zBLk?f145CSVONe;;Bwa`RUQDQ_9J#2Giy3;b)sC~b2s>HEywAz31{7d_M0FFaqQ4# zB7SsKKT`+VDLijlxz~aE0NEWBf>bk#mFzj>Sqc{-o_fmuY)o4(J3{&E?nfp}cH=rQ z!q-*xB^Ge~J>7QIts=j2Oz$cp(?+*U%w1cHYlDTvLZ``%AB}Q+Sk7*;*~a*@(ipad zCsM#eUrxHrgghrCMx~`OD>;o7!} zmaf|Ru#F8iW&j7kSj9%L!Lp0>7_#LE<&4>(*$TwwtF7=rZ+T8FMP=<%f}+20q5!V6 zSZ`K}WS~44r=zVsy5IU(4<$a;FX%=GgPatts&rmxi(#JwiXyQ@bvA%^74L*&;tGnZ z=}dx%WS)slq?^Fy`ElK}=+&m_fe$4m?kO<7H|d$pM^i5Z3=>;Xl> z&J#mH75K%S2Hzg;L;!@&7;#Vh_u3j`4oTP}L9Mq2SIp%8(gMJQ3F7a`K8$kuHoV3% zAGm#KNX^>;Rc;;yg%f+{TwL4biB)J!8Y(&=!JPR>jcC`R>=b|@t*|T|Chz}A|KZ%9 z7tI4D-OS-&lp~kMLORJ#Dn8>{pBLJb(V&+4NY#1Y-vA8l=hHEs=0`tjE(n09NT|IJDfa1#VlTfs#98|JOD)1hc-aV;JG`_%*FLj?1x^EM7|yk zW)SSUSPJmU#M)nCfksDzKa0{igY=0#N3iv5tlE0(ZcTb0996sZhq77?Q7#H1450k( zEr6wR9+V}U&$DZe*#3aGdSv>Jy;^+DU=t3wi_#E<_#X4Ks}w|TtOI=)$!{};(=rMm z%ZpE=xIx5`6FF&st}S6)NWlZ@hc?do0K+D3Sk{lN7iBbTir*wk@y=#O zDMelh6IDI(>MBy}3or$W>Oqd)<(UP-1pkWmVD~LQ{`GXGQ(&l|8+@L~tfvzF>a!R% z*4bIg?76AZ%dmH_Vk&_-_kLj4eOc7)o(J+a2DGQlO|Zi>iSlXBvWPWE z>{S%ek7(=sTj6h@IVI9*M3L+?WjTS8*&ncG?~6ZJzqc`Z7@2hC zHXW0*cP^s%6MA&~CS5hX$XrZ9#AO23PUNKNzf%_=lCcgjVDuR&<-5Br5m$^9;HD1G zpO-8$=b4fTJUY~Vth;Uz^Xb7OEgYw~K`E^LlKt;q{{fjWrytgqZuSqykE2(mK({99 zQ`cQ2O-p-6bYM+Q?x+pCs?w6yB?><`D`T*gI#^d!q%o$0y2{Jm9vtfk9WR4>vP}H< zND%>YnKfXvqHS3yFN8^&c%>%u8^dy=#Nh@RHM$6-=iV0+!fbtH?bZT>U1-b-eYpJn z`}dxEDF;Q76JZ@=BGK+?&ULul?n`gJmTT^-}mim?y0{I|H2DR8Y}?ruNiD*n4}`Be)XHS20; zC)&w}1O?h!kL!n2(`bc^YZcRp@vJQ+{4NigB078Ax}9(LWyZF<);O}YHXMk~9n!u_ z(!ip3?#)e7PM`E?f6+tHLBl84HH@jxod%67m139k5gO4_w=Ug~A3>04%aD%B%J4*W z)H-=D6eTR@t>q==tu19$;k_?@a?nZ2-@zE z_0+l*ZT2TaWYw?-PW#cVs`SsPd^jy_AS8(gobM?99l?AGND%earMLb7n*4ML+?>JU z=kSUzQ6h>l`H`x_L&)LY%Wm)+zlCA?z6A&1Q&|l)HIxd)h0%#T+luA9^qrRIN4I}7 zStSjQf}t_kq=x^YPrwJhE!($=<=^*BoZAmCkgjdh(mp`vUHkjXB`L@*y2;M2neNdJ z^!3I$s}I)mlsrmlG|VVGcI}#u9c|DWWB` zVt_sFL&sElPFdrrvQxjLC4St@4v15URE|S`mu|?^(+3*4 zCX>@=0uqlQMG-v|)Bmt)B~!tJ%^yo0{QGU*ITtUYW{hZ^;IGD*2OJURkDC}PcCK-D za*}m+o-|1XskW+)4x1(7jcE0F_09SJSbyQiec!HYv`L+ObmZ@0_@7HZ{2Dkybe_HW z`R~i^oLyWz>uMKp0Edk%O4wH2KG=HE@@aUF%d>Mq3NpOgt*rDP!&3w9)~)r{-xK)8 z!$Y2OyReI=H0Stl6dde9noi-^rNsaK3*RrqS#Z7apX!ir@X^JFh>o80)VyKQC#_!L zk*1KR|M?8>KukOLvE^?u)N_&bxoi;$YBiQMP6aYXKp{ldG-lJ{2qORnl zySV*-1Opjqum*%JZupj-mLD1azU@O~rPskcaIc7d{E~Ft*(qQjnn=D;% zve-8?w~R;VuHF+_`gWt=T2Y*03?nxOv$0Poj4M+bHM3{4ZglrEdACS@@-|Pc8K_C? zHq@e@?tVCzc?uq8Z6J{*ysc8*nXr6hSLjyX1`m|WG^t^tZtMtS+=D7|3RBnJ3x&Hc zhqrsC1_TI+SJyL^;?C_|gBN`+4_oGDjcRtNzPTU}WdWlmQPjAZzQe%4VA4)=fY8h7 z3kEWWz222FXf*oUU^ybmeM2-gx@WYPt~-ZoldN~>>4y7NcheG6XGh1xy#Qr{3l^>^ zTFYlhR{2bB_ZMr#Y((JQ7BXKBhb4jrg?Ee@5O5kesj~i(oOkm-2i zn_`C7PbDZ^ArwDJ%P6f>J}-apwEtEVszauI`U9Wp$0-ij0^$Aj5czZM;$ywNm+@R` zfD0>2!l(9*{BhS}Z-xoLKG9kF+T`L*wA6swfV$>#T*gXHX{m3#hlxgvx+|F^dt|XO zD=S9?Tht_b3?xQPPw!$k?8s$;;J}7(H#><=#O7RKM`1y6ll$Xt9_jZMn~U5$6%|bd zV{|Dt-aQYNG%})cK$W6DKLGRSd=wGudc{AA zDymQp^K*1`q_fUn+s1RDGn*fZQ5kQDW-#lmaAoLtac|m!_Kdo^dM4^5D+eu;P>PPH z#K7(1f#iEBdFzZzH|lTq&pB$C#Ar+Ff1NmGXeQzaG*Xp=gO|%MW2Q%x4&WZii{G=n z`o34iGfG@{{@7Y_uvUp>0L6Xp`9)|4depjjET|AU=M{d{fu-H7r zTl}J|SiZDSHqtY+ZPxVxDq}aFqK)tTy@TaS{{FPfH*0+Mx?Lal*~fTMoU&w#or%2Y z4lhdN@qA1Nlo1K}{By?Y^=lsJ z53lieBbMb>{lYmHPS9lQDCO_0Qb|-LQ=CPLzl3-{Q9A;w(TOb^uiZXuVmW2-VGeEu zBgv)EPci>cx+30h!h^Q$a&tir;Y{sxzv(E~W}|$s5;mCTotFJwcdv%Gd-5?8@+Df# z>Rwk$tfoicPtjhI%b{|pbH3=_$9gZ!FJa~I0t{gw!8uAuYWIZqaWgtLlAUjFJKL?% zWnF*9z8r$NJ@m~zleYk;b1$)rVc8MY!&9E(qzezO^$rNaY>BBuSwb!LF&qcXYTNN_ z8vzY=+xNovWeQQxAlm`=^Y-fOy=Vq%PuT0?jwg8?8}2?;iH~4m7F(%7$x8U0!j0Y@ z#4mlbzS=4-ZQ>?kujhGgYkzP?bwq+|^pFR7sPvnw`Bl`j>^S)0?J8KP!$F$^nnyeJ zV%!Q=F*{5?q0ki4)>r>z1XzbXD%MNbUwIN|eV~}5yyso2kmC^hPukq_roL|S+~~A@ zV^Bq7uQpGq7v(=6N~S*q$u5mWw~FnrAb*3+_Z2MQrnZ*4V(e(YRFiw~(O%0`|L-ds z(;MmVpJ@h}R61c;H_P(vfhlKWVrKwK^z{{0-e=X)jVG+N2EFxV<&9G+jaW+@2Wb_f z12Y;#2JRSIy2cU3%tvXm|6|W9C*%8G+3&I~RgFyRpRFZP`<2gMG9oQ;!m48-)B_6F z66_K735_nMdn})*V4Ft!o_=ac z(ZSN9YY`v&&w}BlDN=hUK_drukEY39NU6uYdIm|{uMG>pxy5YD<=YVxSp6Km<~LLL zo(A9JBGm0YR?yHIVMHm{W`ZcB2L2?h6~&CTs(YTaC{btLA>kA!V{Z6paJ_W)cpcc8 zzivO*(;azw@y+`@Ki`&(v15gd#ANo81F4Ae>AVe>^u280u=^JCjQ*FdP6avNgVB_8 zxto<;ff<%r#(}#HJ%$`AOMC61zLEKz_gs|=5EGb&>XjommZ=+Xm+#QOS#^aQU6O#E zZV3k$JaI?0<0~oNFMK#^z;Ve2%ct?5$=A>KG^-+cMJh%w&LPotb$)33+`5-?H9zDD zeIBk@zOeT(=kfvPPIfFwgqIZEWbUz zIEr;BDDcDFUk{RlmhqN+B~Du}=DxoVX~1Z30)2Diz-vBjs*oy((K-EKZ}y+0`3AAE z^a|}g@OKIQhMTXR{Q@df;NV0GbRQc@{p0ZA`-1is)dMbc!^~1Z_Hz~cw56>AsCx-M;tk2cl#Hu+x!vp~i4f#5k@YeS7LaziX4PRq61 z^wiHJ_YUnFo3&UoHX}E@2Z?GADkTJutDU%91hd_QI;?JI%d~!(pnAOlJxzy&fTYfL zv+%;92niT!D(Q<4cg8Uv{16L~ZFSni*90S#s=Zv7nnX`nxb~N5*-Pbg>^@|v#@_uq z{ez&>Exuq zx35<>cZ{T^kV*1ZnQzwga+WA9x!K7eaW5s2Rn*l!7?*(fgV3TVLjSdu`Ra%T~l@(mc}~B+f!ym z@S{kFJ`_aNG?*dfg*)P|efBfsEOuDf}W%TNTr@YL1pb|9+ z?zWQIo5z${tYnhMvvP9(nl+#T(nRKzdc&^1c;d5InR@2i&wrm%S~4Y#4fCQs)44v- z@KZIcF0VuaiNSzPDzb^P5BCgFE-Z$S&N9u|V=tU0;)KfYWDb%^U%A$&9VGS@iCK$ z=(GPU{Qo=vUAjd2_z-<~Xgd9`A$mAMDmMQv*k6x+{IwY$3kL^W6$*vS;qUwHmwWgT z0_%SL-f0@&*!9}$y*PAjA~oh|jg0<7^2EFqN#4vmQjPhZTF!{*`z)%OL$t4h_@%O( z6Dm1Uqj^DOyPfe=>S(aS6BGG@tY)CMWGb%@#AL+h;HcpdlSmM)(ILF5|~$w>pO zdE~uxhitkAc*S}Xrnn-PZl&ygTRy(Ybrn6JNHSm$6BI`#Y5$h-ouk9ngSlzJiB0r7 z4Tza^Td-sS-I4j7*AFINr3jgnuGbj<6_;&&gS?_dVdAcL_mJX`mI8TaY>6}X=U|** z?ZG`NbC3Xp2UYja=U9_g34Hj=TAGc#$9!m>FXZ%Zran?%)2ZW5k<$Lj#qxc3riYzm zJE3=SJl^%JnO06E0m^LLBS^MC#=){q<#p7o_j}L7p8+cHPWpyD?pw}>>j=a)nsdpk z&AW%))pf#OCY={j(sl0QGm}&vWjQFAOv_Ji`btiawROZ_KJJ7Xv?tgCk<2Jvglm^6 z1@T@bZOGU!u`m7MK_}HG z?*5W2!l6~Y{^k&l1Rd(RU&nmO-eZf8M7A=f(e$uyD$}VpJheGzNN|c$O~$^@=jCE| z?u|bs*v&Y(R==`6+-h^hQ$NEm$TgFaH~Z*cr6wM(XFUoLvPSr})y2g~Gd?zceh8a| zs-=I6A177)a(m~&&+wt0jtQVya{JKgO#Nn|R(S2z z4fCg#G$Vb$Sfj!+_X6n^>hG)7mb3fY0-ujBtt~TiHHymQd3+Z6wzL%_!6dBJ6#pFh zGn5=At@~cx62wk1fu;OazXZ{FsE?fq!H>7O-(A|}TSM=V&oo_moIY&&4*y}jnzlsA z(PRr&R6$?aUZ_NZ^|+`I>(B^$CvDMoN1SNJ^oVetXr*@#b~b^0Kb0gm?3Bkka+|1# zrW)ycq{F!MCbPzM`7_50Ep2HD3xbZ)x7BvxEX+Tb&AnrbSW43bT@0^cdW74yYW3 z(_qhGfzWR&fYW8==gW18?^=xltuL`yyR_ui((&PX^{nw*zv>bA`^Qw_lVW7bQf}=*EF`1 z{Tl}4Zh{U$;?E~+*?152%XFUBlG^3CabyRu=`RU_^#(*sZo03+;~oP=^l$7EFhI7l z#1ruvINUykWt*`!r-sQ{(tDIEyj4p3M$=^M%9fUscWxTi@&l0Hqy9D2dzA^y*8|I* zaCRdI7^>5DzW27z(V?BcGY<4wcd`Jzbu%97(-$mW-UU!4MjIbuo=7px%s_LpPqdlmQFn96TapFSEcIhWI6y?XIXeJ+Jq zn!w@7qyemY0j}G25aT5Rm2<|{o}aY6UD>kGyZ5+II3BaOv=kxFg;W=?9=lri{WI6} zN9CebAYo^68`ufW0ae$CG{TChs-^&+KBS#8n+8rT0DS~cFyKfJ^7V%Dn5%X3E?*m-=1W=Skh(tp;Y>?hBRe+ zHGD!)M3v%=x>Tma>+O3XZo^;iTryFo0pft4Pg5zfF}yjRsk2iI@_C+O374^cc9T`l zU4_CLMdAFj%#G*rxMJFNGSr|_O&e59AKOPPD09+*uw^UY%dr3sLApY+5ck_@P~@-! z@@j2B@Qwp$gVZoSZ#;7h8#QTMS~y$EyR)BYV%vWFWPqRK_SRP5e!sfK3&SkJ$FhkF zGxwkNiOZOHPFfxD>Q|v|0x3lhv4VOux;}`#le+4FK9@~}j?6f+@`llvknJ0gqzdEf z{L*&q*F9S8#XrQg#DyyV%snrCCq*(;XF0nXN|p_iX~`w+!kYM$>(=N^Z0Z)3OPCI8 zIga&z2l}Z?$L>Ffk!kIkpppqK#>76d*MC-qooM{#a3pp)_SDkx;4%1((V`b5xglp> z))D1%G(v#v?J!&z5V|Tz(~r|~G769+ww69-k9r%>o~S!Jnn_~zIxssvoYIO{IojI+ zyIZS^SYPaYrxo%uuRSgKxOUoc+)Z3vJY^V}t0C-#w0>COYsp`&VD{NF`BQ1-{AEsv zIzq$>H=@_dlOc51j~1C}05YYjl=v z093_fPodWp&)wjbq2;^Gv8IRkXj)q63&&FWu26R5F<-&W9j+S{8Xh_m(pH9|FO&s) zVf%u<$LHJbEyHO^+)!~Lua$7uWL^nmKOffT$Tk&6mq!f|BdI=x^1h{v*mU)Kf!*5H z!B%(VUiL~FwMZR6C%G(~nmS5$H@!pDvL3^iCy3eHv_-5ZPO{m$4tU4tKfXLPm|Jz9 zPm_g-X}(WAYEvm)uKBCpD%2BmFz{u_O8=mMcXvz(dx;yIfyuNa>l)-J7m%r+SBE|% zMMQp)Kr~mq>+@>AWm9j!P2KQf%pOjKHoN(a?~0q)}1Wh9us+8 zD6ggpO+{BJ>hV9-EDZ`g@qILEg@2;ft!O9HwoZNz6|uSMVr_{EcN{GaqjbvjuB($u z<;6Xh$I~??xOKdI+kuK&F711auCDY>qA}GbSX(RPw^wr%sebWIy}wpC^d4r*I}@}F zf*?B#$!(=seY>htDfbzfbrBt2qTe7?+*0tKu$3U{<3Jl_9>+JA;4-74q>e4Lc||L_ zpp&bm;VN2C)7hcr0@h_Q;QZk_d3TO%RK2FXVZ2SPqGn8$w~#$&b(d(a+;B+&mQ4pc zA@DwtZqjx)wvcCCL?QJ{pE#UOIz6@piqw%uU0 zrE$!tw7M9P)h`pYv5NKi0}*c5tfrwlfjz~{Y9hg0ST=byT|=uSUlu{n-$+Q1;U!S!o7 z6bbi2%uG*h=2kd9nGrMC6WZAuXtj~rNu6gLYTUjX8mv;rwYbBL#&(FT$F-)VUYxt3 zqMu09Owk38XsIuGt}7ooadt&jTSRtqYLhYM@xHVqwG*w$I$^H2dGZu z^2V}=imQEyI~1RNY9MRa>S)0HVe0{{6tMtK4B~U<+k>s5#$?a+M3J*ly~k%_O3zkv zZn@^bR(l^AjxwR|4QFMDa354>uM6@EBjOtA;pNwdvZ`1tUPL-U&tkU{txI5Q0sVv; zcTYHPTyg*IGF9i!z**D%xB8gc3}4ijNU!K#X1-<1cdFt&$kZTyxO9gAU4(4L>S_;f z!D91AYmTgW|FGQPVx`T{&rRFR?z^=g%vn2`&X{wfK4$i2ugjy6DVFZu(s`^6WD%YN zS?!D)6#{XIZjFU_q4wwQ$c&=(4??cNmE1q*bFOR1(SkypAMS>K(j zC?;|eA#V(wu6PnRx5vQCyw1|#?Q!9eamMI~g91`kT)3dYN>^8bX<2bX#m(vhgg?Hf z=xG8gq%OmSFp?uL_@D#k+*Lj?I~0vU8Nt+Gi|LYj@x5wB#b|2qaoMOy zjC-eF)EM*l8akLp?9++NwP94Id&2gU>DHY2Q2&nFxtmYYZ`d2k-PE<+bsmzU5=rUW zw^Hhu#6=!s;}AF)S3THz(jAy!6k2BG?zRWp^4tqK_NZtzGS&KU^S$Q6+PL|$SG?Xi z;{4;{{18)tq;y`}jzV@lS~ca}hs?H??uMgc1;SYi$jeUkSL2khl7%nBu5{rq95IEy zQ=I2rdq}Vq@4k(-oOFiKO}i^b8Z}ECsgOboba?k&T+$ae*9{iP{J@b|yY7W@*F9%{ z!EOjS6LGmhssYo1s=obP*Ws)VEULp@Ad%F;o%>|DGctaMKTD)fu#>YIG3-I5#A`EX zUb}5x+D$u@bnakbFFJAh-Iw;_Ly96A!rt>0*AwfymUJtuzMb%ST3SdH)djNXOz;aX zd5Brdz5rEHKe zM32Dd;j+(d1)O(!Hdb^i&fGSh1U|_(NcL(Ht3pc<9k^10ob?SKoG-Jqa#9kF6Pe>GRa>w7C~^3LXk%8t#2s;F%wAhm<9U8y36B9K95=FdCy*G zrQ-6UNB3G6Kf`+GM?lz*&gB>*?f6(wsFkqI2Cj@lD#-jU+p&ndP(Gm~Ip~-IbWAl@ zp3TJa79?h`NKWxqz~ zzQkJQYz_`OIdyQMe?*53-)*ZiIaRj~?{G$Z@2>lN!r;Savb%(AIBG9WtfHd1+}?%u zq*9K%2LfX)AyV&^wyeL~+!ZmDG2n5C3wrzg+fn^0^m4y-YM@qSg%(S}>w`kZB(sYb zORvQ!=T<$4sxwdLv~iS)uNWO@m|So73@TDA+yc$y#KUFwsY|We(T~q?0PRAv&KrYP-YTubwUw-%PF7=~L z@E<}LK`94>Ocp0TrisjqkX>jKM87L=NT-gq0QIh$a5oIMba9~{+O;%uaANr}TP7?i zk;03^o$KO5oob@g8*j^ViqrtHTM2+MmlUY{K%IM?`< zayiplOKZP{*tST~LNh;~lEXLR0p3l&DU6v5c(PvPo9uq6+fnL9p2Z7?CtS|jg$Xe5 zTSTiTv4^h=7#BZg6GSj+B^AJ5%R}b_-=4C6r4|x;@FbRw6Q0O^8qSu{=0C}Y8}@q| zRre`cH|8$X0++WHijwCKFIt8BQ@_XLI`(Gn_{*!P#nD97^$le8NkfH00w(mt+M>m7 z&H8NXlv@oJd{d!CYUp6}Ol+{l&&IF7KaX3$@){NTS3fI_NsK8wW?L;-BewQt>pJJR ztdWVuW75zn#Y#6!uuKEOJ+mpit`=wdguGUnT zW8JXl=J;rtC|1ZcnA^*n|K6*`^D_-uc51X}%~++R#BdGohkg2c$*7{IJ#HA#S)*Es z3ZGmJ*+Z_C-631*x*k)&EA zUyv6xF|WJy;iST@GfKezF+KG9pvK_^wQ5cc2yEurs&>vPdyQaU_cARfWQ|;79m=Cm8i?irY z6F+6tSFDw{=-MiMfZ-gosen^V_e$Eyox>k`Ij zqS_s6*8^hXjq2-5v_OZF<}TW4rkm&1uCld>+vJrM+|ojE#MNEKn6+&>cXUa2{HgDa zl1Vt;`_cy~cRdLr&z@ZrYxBsi{5Xr_e&bNsJWf%-?BkgouV-z3iauibOI*Mb9=BXU z88tccQLJmQNmy}oUWhJFanGuVz`)P2Gg5MRH=mQ%l7FZ3MF*45Yt`rX*pH`^yYCQBA0=oQ+dE)%N^|RZUZ2O-pnXV+;c7PLyqvv+ zV{iARp&0w@kTd;5Um|s(uXP|1>u?N-#5JI8;*nzLic4c&hR2YG!vTMt|fb+@- z&8pq_zS}D8$)_@s*7~2EbV*R}bQv5IQ57TRYvuh$5!n`4s7FuboiHi>fM!nivao~E z1uh9xqSkY9@z-t~^tDS})Wso5<8mjX&HJcuYB>-uS?BpqV{Hu$jdus*kz&xg@#Q*) zz8lR)#N2o6uy@{P9wdFaU~iZA{KTx^V#U5X-X_pTC+OO=D?YjEif&!^ z*KLrLdHx|euUi?;c{pSFWMM%@odoXi)BL%U(S|Q}M_0TT0zCi_DTqR{T0s}n>7*<6 zqACaZAftgdNXF)N7W7Wh2%2)b#6c+~c@6qY^lyh$KJG+nYxn15Cm$8bHs=%X{SLCswJ~@+=`5*Qut=ePvYI z9?1dWySfwtUZC~shDAQa84Ct>Hi`;Vrj);DlEs0kp)O;EYUl|xq~+;duc33+mI-Nh zw3*tea6HrtbQ}_BtU`?qK0{#+Xskx$x}upy*_o_4UpxzCfE~X^er9Gac=PjO1Wh=8 zBSMdtqG*Tlv9Q~v7R#8(&ZAR$9J*TlTUS~Z%Ca|zRfa?`GH-n?7@jN^@LkBMFLbJ zC07RA&im<>9!>|4?e_3GJ5azxxZOJWt62J1E%(=tuW12n(71fkYgbzhD9|VI<*cs) zW5+^Tz;-CWcq}x6t@dWz@Xr>(f8gVOV11{QLAgG%pUyPdK+zT0JVefKBB4M512+w< zjOI{NE~I(u0e9_~TUtl_yn$HzeP%BQpxb`E zqhAoXf94Zqm%n}dEUh|}{wd)PNMlw&0(HDxy|>YB66tF34ahYarpgR$ho9+m0wU15 z%H>tlf$S7wiq4p!q92|%Uf&y-b?!W@9&u0Sd}MOAHEQm<#7=-C`C=l!WnubLptmJ$Q}QD1hc$+PKp=%!3hQ8La{Hgg zu@AgL;b5qg)T@=sh17=GMutiyM+XQ{?&(JB0%#C7NZw7UtqwQa^W1cwCrq%WeHHaq2squ7nVBL2vDpY^nolZ zC~IkHX^&t-Ca;Xbn>GH}tt}_ZqmhPStzKsb>=r=Y4_>nc9*I{tZGm979gxTl`M_v; zh%qji{?$R%NT__T8Q;vVMR*0Nb(-f&k9}~e<)_4ziscfmu#X0cKtS{zmE&OMf;vGV zK5w&)9cG-FtB_{8$$Q_~8KHrAzYVL1nNfWp&>(s4UBfy6eLeNiKY4$KF{Wkyd230c zWX-_-z)Z21@=41+`{1oS2$JMIFjp{Agm>#-VZBu|887`#)u(-bS*wn%UPsM@SY-FT zd&UJQbxIxlGQ@gD-NRLVMNtdtI4BeJ#Pw$#{xLbryhUC-h7m#ouLrK!B9&`Zn45iAs%4raax4kwcP`3%c3J| z<|0JaCDD3AYf+KDV&83!0Q~Jt=lW;*fmoQt3Xk#8ih3fS11R@bYsiX;GkJag^0D|9 zoI&*oy2_F0HTcMN(>I-Hg6ZGU-7$6iG0sGsoYbS0ANWTv>_EN%IOdTO+mRE>Q&! z)GAL}>jq^Rw8wG90h<)v&Oz%(2ou#Wl;sFS`#Y(iLJEcWTX#+gP5FGXKEaP5BkEOw zLwJcE#`F$B;lftA)hG{9_-?QR$i2$}(TI^G#^o(A^ViV1L)Y3i-L` z17NyBD{Rmf{5YbV9k{-snUfi61o&qWgX&-{5Nsvt@sSQ{lBWAEpJMxiba}$LDVpyJ z7OFJA4`pOPjMyx_%CGHruO0NlAOJq}R5hyfzc!y=KmL;VWcriDCl8V05tVqE9n=UX zs6FMl^1hO7wibzriPf@A05)$(NJ#BQBrAfn>Hv^Wl{AYVvjPNftyWhpCW&o<4sM(3 zz3bbHwSVf(A)SiK@BC|Z1>b-*ypS{OyRF$vg}iPEnYe@ zo9K3adJx;dqISExXZZF?{5h>G!Uy8mS6J)H$-l;Zh(3Flgx9jrpf&Q^1~3_F1q;}7 z_}0-~vxN1r$dVgm#EIlQ{@lMDxGj~N_Zt)NI8_aeYrvGWVg+m_QU(uOLI!-=h)#aq zz!-5BkX+#_K$SkV6ZnAd8DB91rQo?Qk)VOcsg1_d?;Y+VEOItJ*m?~%lt|->1@0T(t9+C#Me95B6b1OXu2M^tzkCi`uQs*4w!k0*u8;+cF}q+JsG^eSDKjv{CWw|6glebK7~1RNTY&WE|YDbW;!_G5o69@y+>8m zK4;&rz>4%bk(M^@f$db)*Viu>zhmQ~r4={seLx`YD4)Hx`z0&1NH&4tM65oLk+l|x<)STCB@j)@cq{!13u zx1hQ#@!pP;__5(y2+=)}Xec?vl^rIw74PV1tF4_dZr9GiV?W>Vvdy13PZSsDU$|%J z8xx~D(YB|kiW$6jyQQqSstUhaCzE3xjq2UJI^V!xlJ>J+$(8wQFt3cnZ`7E9Ia>0QreA;6%-15s#MzVY%<(|7{t`33$N#Jx7**D{Z^`lVfP#2> zbr@Kr$pW9~Ibf9#2O5If&TJQfF#*xao616aYD?v$Pvq%ah~cJMAOhdm5hKG*Z6-^? zedOJUwD?BE2xx!K#m`?MSFV4oL4ztakykhX#c?x!&X`zLDr_)8c zIo?H=D|d#S)J!ApvU2gXL!QxCg}Z{Z;|%tuG97yt=rN0nZxYxA3$3@^CwEgVMHVf! zV(S$YaH1LKsW8u3Z>8{j3e0o^D^$F#Like%YgkZ@9ay7%!>%iZ2AbBdwE{fX?9+l0 zj@zBJOJsL90?r@#IJ)U*H6__M94~i1MEg8UwvSsTyQv_ zpsR>$Q)a@plfjR44w=vAnm{82%plZuEMI{o+r8qdWwze8$5t}6j_oga@8V1}PMB5@&&`NtDXbiVbzqkjYu)PK7hytZ@WsT=xb#FbRmZS)RW`j}5s zb*_v4BE>EcPd(uBJZ>l6Cedh@u_z zVV&O?mBXA!2)oK1MGpdQxX1@M?h;mCx*c(3zDAPRqxgB}>F(C5p?+~8LZ$ke=jkAb z=ZF$um*~=DpZBRJp4W8TaAjTPyJNw3v`IMFirL1r=9aB<6GxnnmmT1i+9iM*qsiX) zZyOQ^SczjHM=@X}CH8c_^}44|>$DASv7FyPjPtyc@=56K+b&*%3F%Qy{|U}dd~vm$ z;}Zh~;*Q^QfZk}M{~jgwdEPU3i|>grpsDBN#zKUAI}*S9twn*dP9aMQWt8jUA|4Vj=k~~@TK4EtKv(-JUjA9c5S@y zm(lQLT2*8z9@uywab!|RLJklc7SdGd<`x+nssyPUDlhbwQ#XFj_(zhC9ma}N(mip1_)$8I* ztE+I%#Sh=7gXVw_ZzwIpfM+zj1Ln2nJG1%Y=^cuqW$in7b;frNOkZog^ zN$|&`2>hi9z*^Us?@CF!^`I7=HpaH_t$9?A_E&@2X*Ya`MCLGVjrjG|(>k$p8{L zPw$;+X7?5DoyP0pmw~B~x5rUR*#5v6%2P*%&{~mLx5_zenGLh&NKL@GrkIvHR4X?) zJ#Gtr{9aBLgf{-|Wwl+=3|Go;k7oust;5h2cP-+ElA>?aKWFXDcsN1yX?*8f1~4%^ zUbvhg^qR8gD*Rw+gUSp^Oo5SxwUio_av>Wv?;ObURPW z+X7OpY(JU?@TBWi)1KU}8?!DmxWn&tEi5g|AePa3Fg=#@**@rDJwjno>8=|B?Zn>k z;Pv~V;m7tNM6it=@J+c^-nFKjvN)LI6s&hh`+fH+bd_bf&-h#0wt$3H(bus z(%tg#EtP7hjyJ4gbk$H-BkPmmrlY}D%CPGLU8C*1;o1V%6#^nWR9W_jsLiu5-?Hu63SImFX`7 zVKB|ic(12qB3~yb%SaqHX-W?G8c=e3EUS)pXK8Ce{|(Jsgd>TQ4zt;0TUVLx_r`zFVxPd|*Rd_CK~54`IjZI{`WGP;(oTs`t`Xj1-{n;qZ~4U7_o3tHw) zHMY^5(Opmck;$V|bQz)HYG7jgVmI9(!>U_YqJ$WRoOP~Dm7q`VybHfjPKCZoE3f`2 zYFhre?}huHRfgJ{$0T5p9f6VLcG6W^8!u_0g+k)e$r7*52G4V)6-Z&$X4C7yd>qw4 zY&uc;gE0pja}$X~=fCKa11v|rCJpEkJmZI_iv0!ppYYdb(6p6*?rO@qQI}GKup)Mv zB~U+fcU=(cb>9*9=8e|Ose65KJN6H|zjuru2Uj7$XjGWPX z#mBUKd6f#+dK7{=Qs%)U^uHK;_I>G-2M&n9Q_QUo=YqgvLf+h1jWnuo)~=1PU26?= zj{Fq1;mq{d1`nV7+*U}VWa;8~vKPRVc#R_N1Pev!>xCrbUjTy2y4Fq@&Pd*a#q>FA z;A0Wem-&5wK5)1o|I*wM4UkVIeTxH8O7@N+G%x9A;9o!AxO;OZ~L>TS>CxEI&}d6Blf}KA3t)crBQJC_Ra81+l#2V`3_n zj+JAEsYts`mpLBRocydm{FYpTyJx92-(Y6&(`5U#F4@x!@7@&jUfpGv_A=eG=l!b} z8)p__Y2r%Du@;y-#G!HPly9`&Z5R1z>2q88n9S(gaiG?nf+I$L53sjO2DQA|V_7tG z6ku0!f8Jj#5J;LN6q2;GoTqD;W?EnH8tjTi%v-6ty9K`c@Dv7PzPrYj)(^(l<$txh zu<}ToGsfdN+%~)tlGaI_^gWo=Vz>u968nC&bX^9wQRkQXHqLX|Q9%fu@AnVsOp$KO zojtY3s}8aPC7K;?#qdGW6wTc8yqJaS4sgu(gMsP~Ok@^~5)8&2j3SqkD>313_ng12 z>Uh5eOfGf^iDHnrXA=Nm21R>}Ah=eF;)@37)~<1USZ43M=}oVU&h8x8lMe1!IA)LW zK09Yv8w-hN?CJeItE5oqCf z8bqg`Anaa~5AMwtP+98Xmo~EOLO3}KzdfLThY`6FJ`I@tnyV>xJRSL^oga677pFTO z!Z0tEP?L7V?Xf1>?NK3ceacj!#1KB={@S3{EB;G(!R^^bw7Cj?^y&H8d;s#y2pA*? zrkH9AFod>~7K43Tl{*fhGu}d=5=+(UvgylXpT6lvyLHbHYkhrz->DYNljU z3|v}T(oPMY?UO_+op3z;#%FQpRI35w>vx>8%w-r6R53U2YyFJe{QSpz_C<=Ol;29; zjo5I)+6`Vt;w}u4m>jKrtv>>~Fj6Zb0UMj4Me1wV=VX4Dh)6Bv5HQ;~l77Bzxlmd+ zSa_DNud&zYH3tdOk;_g`SNn`@{cj`hU;K|6_qG{}d11KGjs|Wx+gJ zeTd@ZDkGLykPHQKInkNMGdriNo*ZC>_p2xqCbxKdn30^rbPsX!R`ixx4+TJjSqOf!X!YsZe8mjxEOu-VNi_Xw*5kI4$b6f z16oRxT=b^7d9KBMwuJ+6j4`~p@3`j!vZ*EgcJvMk+Q!>xC6Q5q;Z+qSF@&Jq$eD5T z3J5;IU9K{oiSkkUo7+an>;dRl)n5y(Q;C^D?>-XWy9QyatTm#fu*+MJ>dfaLO1zK6 za$DVw98Duz856{tPFQw}hKf1my@1%4S};_vM{r3#%e3E&<`W?JS!Kfaer-jV36y#v zuYo~gaZ^9TEj7s{g#ksY-(Qw7lhYAyaMVIpt)^EsjBbnF?+PrIc8YCL=>1Z?kj{Gs zX4Yj!`(FG|K#~fwhB$3&P&A~h5C|)cEQ3dYCuZ^R((|oZ_T$56yc@{p&6E4GG`&WKo(DhKw)!U&f{KGb zNbq_~jZ$!XK$7z89+8n_2-|5~a`J^V%+k&FqC2L=0YGqq#0MV}Nsii-6Vg@#FZLne zzsY5rq}|#^c*vzXcg1K@++x`r>+e?l7!V8>AFlYV6}UAw5c9_aI1-|0$|Mv{LR)=9 zUKt?pD7M-h)SC@%X$5$NLJ;@yBGA;^CTnY#pqWKrCbNH>->#0fwN8PD?7~0f@ki_J z0I(Uxpnm@ESg0O&Ko+nY&8AGaZ5M9q2Y|xhH;xos;{5x_2+%MxJYf&cZ5`UyI@%Tl zV^|e*3AYgb6aX_GjBH2a&ddKm=$XX|f)Pmz{D)H$A2~Ju>!blF!0mY4Wuk2&MZ{0y z4kN>}L8<=7``CXyMnEwCPWhkv0GZlvU3{U7~wYzcD|lSX_bfZPciOyI@G{Re{N^t zRa>i)>f6>aA|5#D=GNMeMBkhI*A#aM$WpnLZ@==k(yVFqI#kx;u@s z(M46Ps%PKj(NyRq7boz%lwVfR%y00)?0x)DPfbPvTer}QVke1B&%02I6ovO+CA3X; zwc@giIGpvlpzl?=eNPwHRE4)*^L> zpkzw*6^AP2jfSGG>D(ojwq@6Qie&-|E~9`zBhP60^OjLJL+*zS3t ze8r%(mM`IMzGV+DLi}ack@M<#Sj2Q5{CQjCyM6{c>j>S`rH_g@#JCBlIA~_0YTr8a zzYAWG@R*#TK2KfkKRm1uh9B^}SM)Tf~2?7ce zO7tKE^wm#8gsPX$18roK2#n*U{t)j|I|X$uX6GOfV^y(}ts0>XtQQ#%3<$sst3akj zPr(gJiwvNk>}~KFBJ2v=uLG%kbN((B05JKd#1bcm5mw03wc*kf z2S9<(sA?K}2B^`yKcTyztl|a~?Co3+=GCDirzqt6c$v@R3inZ@AOg9boOQE>6M{od zDc=ZyijuJ1Brzi8J!U4JFW%-&UR#m3!xG}XMXk*w_Ct99WAMww#HwGEC8Mi}600T^ zd8ra8W4u{N0K^%K<1l@oSrO`V;lU0LBzqVuPJU3n0q>u55S z!qT%oC@T?Q=`yT!!ldc&0SQ;i=fS4sE$)-?08FE43VxF zNyAG^C@2jpIGKXvl?BaMegpO1B6n0xW4M<`+r+{Q*TRJye!WWULtGlRX`E@^L;s@w1Y{-n@H)(62tav!;`+Wq)PlI1NbN;Gpxh@8Qr~i1<|Ds% zKsvnjUKOL0d|JVG(zYA3G-k`KrlUKWstIjM_w%*`+|H;(5rQ>-llnH)SL{}&n#O7| zz5NJ40p4-?O|unl)b^~+37W>}7OLs!h_QPTHP3t#4g*#dPaQRh-3;==yKE=vvP1`J>F3l0z$e~J5mp?K&<(r$BWEwh*o|#*VRSN6@fNibg z@;F?WD6q#}r2Mz)XZ6r!d#Vd`R!s)71{O=qU6lG*o;eyO*pFiaJT0s~>nVX2*1%*K;20Wi>*X zTOiMt@y~q216U_bL&L)88g7i@)%!4rh)&yo`~oE{sl;DHg_CGX*FfanrHg>tX@2>4qMuYj)s~%cC9Vz4PA>` z3ba*#+N#JpTN|4z(<7O?#Q66d*M}|Ls*(ZaZ>gO*SD}K2#fqOx)kDjo@I5JK4|GO* zHI%cPWU6!7m*!h8dHb^O&jU5k&a({_%5Dp*<~@e6(G_>Tb6g(u)jHK^q`naG@Mwf$8x%f?cb49x>ENs=sBfvhu9b4iR_$CcLCHz0%dW>{fm# zh-#QU{h)B1mTmI>UrzJ6N=pK_!7?1w;RGR^G*n=W#7U>U?% z`jcXP_U)F(K)%M)+Xb|>0r2OZfWnM+sP-WKsC1`dIK7lN+wfxmP%?70$kdEe433TE z-Hk%hDSbdZVf$go>A>UneNcSDBoMJPly(7v4Hnczut?h~t~yW3m?8xqgThgduxqmS zDpV@Fas5X2*mz5b0JHefQga+BpcYP;E6MRR1|5*EW7)F`$$Oq9JjP{7zNLA{75SFh z(Ik~$E>T?udfAYGec~8l^Ggn?O3v#Qv>3goiN9zrYe7E1ST6@a>VvM=3?J&fqng8? zOcXuq{Zp3FLAo1GfdTH}ayg_7b#@~5v!V#kHAYM9(ad}YUtBW5qH-U$tKf~D?ft>D zUa$g{wE2(}aPx;?*(r-AsCYy|_We)W{^r4|otW zW~7ZMm=bbR(caQ+DKw}FSeWUfrE88t0zi&K@vSY*bIz+5ufZu6vn*v|@=7cehd|_) zfG07Yu(Rs=R{syR={lv#hn{#(YEuu~#xp(ozG6q|%$DozFh3k;2LNC*wKrURzKw|#72NQhI|6S|Y< zXY%IYeA4>ic(W45q&8El>@x9KvBx~Wi^S29G(r5#j_4)dKpp&&^BU_q5IDoA3+Pww z(kQs~5{l!2|1)*e71R(Wgbe{oL;UVt0A*%l&uX=03@uPJY9*~EK*7Z)xBAN(8YVh~ zRh~XCIE#5{@VnOFh%LKr!izP5nG;b@@WWIr)V3m-$U`?DR)`$57tC9?;(mX8d>YW` z{(t>7d)-jSl>@l3DifeGE6+X(3MR^m&zze>w{l$#x;fIpLf;|SZ#sJ>EkDzA*>9Tc znjruiwI=Ab<|MN{pN&z&O3Kdx^i-%|yfjv|S9_u_TzHJA)7G%6r}S)WQO;SWJY$$; z3*aEn{TXqmRpZjdi{HX54^ukPh=~Qf*Er>cYOruRH^amsg5pvz)4&zpLn*#9z!iQ> z6d%UYetA6EY1WyiP=9*hU~=&ea?wV9yrtQ6H=Wk>tCs!CP*dU`glAkyCnLEvizLj) zu0sb|kH&3MGoa%}q6_y$9FL7=KYvt#H)+Z6b=I;^=#i+<+cy)u>&~4fe%d9$HeB=W ze8N-8MY(U6+iqsHhT;yHZ!qt4-I(|rxbdIy@KzD`f18{6+Mnb@lvU24#3fsTx#Oif z1|@I?B{KyTek6)1Ffy7E_bW=UVS}H|X6(bAh`$4H4yWA%X3=ZYRt38zDL)=O&{Epfu%( zE6QAVBD7tPi{0<+`6uJc;)^v(wH5ctWYWi) z%LZ%MqPP*>3;uc`R`ET9O0H9s!?g{F#r^X`s7kY|z_wcs9vP(4AI_kzUo$^AigWhA z?;RW*^iy*ArD6pat7?$|JyJZ;V!!)|u2s#EDJZv92cE`Mll*SSWMCXdJ32YVXJuWQ zSp_l=4bdw(RGaoWp2wkmfSV~Dp`fy1Sde5R8}tL5E#S-6Ur%5h=k>gWN+6_?*DCCBv%FA41#M!apy z)Eym#r|+J11p5}6ouH_wD8+X0dDP+U%N|`u(@UzXbr*LkDmS8%)zgE!YëvErH zx(cjgpXa!jmP4~#OnVAqPwPyQsM+>!``h0A`S{mBMXC&Tz#X|K`hzvYK?`o#6m=NZse^3jQ2;7x+Iti00$L*OK$Bz90NfvN5 z5Et4d(c?~%&CULM!jT(pgAW(3`~z>|U9hADs!PsvZPy!!7TicT=t+a;CHt%*#yYIOYji!W;fi)J=Ap_WE7#AWU*Eq^PN>t zW9rBR@a0`_aaoOa1N^Tn{VE@4RW7Pwo&OSjGV6f~Ego78SegYEsAasco*R*mDif(4HIZ^xwqS(9`9p$cPUiqX+CG{5W2RL#yzA9H7D2=e~ zIHw4gourJVn1>6X+VS*MHR}ze8fb0eCAo_n(1!Oxy8a$8hTB5^`6y=)i?7{W3!)aPp)^dAP*tkdoEP zWYv#-w>-e&JR_i-?=WrnsW)u82h7I!xO?fuLpCpoR*|%JA^4LwfU{nWLdA;`uE^0! z@2Cqy!bLUfmgC)0<{k4w?&~3ShPQ=eEf|Q+t@s#1BDB2^>x%ka5|O?XpnTZ!yg%`| zk-E=66%NPQ`)ey&+|C(&YBhB5{Fq3gfq6)FaR11mxKR>Ati?d8?= zsL6^pwasGsY!n0j)`+x+<5_fwNldr|_gq;}>wD`IouI^D6-5I74wi|mfzX*Bk-MN8bSH!Y8%%p9zP)`5$5n_K5G3k8WU;n5eXAG!FrD>b>{)9T6N{_P zGUY%iR{^oWigHh4>u?uJ=HE>#P*J#_+FNge^y>E;izukDTBKj$M1LYel?A!a$Vxicd|WBb0ZoP zhi=>09OPgK@z_Cpv}e+PQ3xf#yShBDgy~sh&39Q}TV?cgqpt$`ROq>KoI75Q+%Yfg zpx`ZI9~6Xw6uLPM7#(fkkyu}`-Y;Tnb|ueD!{XWaJ~C(|O4MN=W^HM>F;OY1@7H8k z@=3r&bo6BuBUKyeE^*3Qg^N|+)>fAZeKSE>Ak8cY;o}choj&co@h`{=olSEk$N1ux zH+GgM3hTl7c?-q*0e0?{pB@4Mnaf1d>_A}&JYSKw*rKb*&q+c02Ra*$NWE{Bo%9mI zS10u7cm9^U2RSJTTB2H?ZDW1FOnB5%4tBk53!Qb5wC6QiSZ}=q^ z>d6cY7XT;izDBm;$(%ljvh5xo1+>X4mc>m%crHsbCO>pqu@65)NDwV^_w8;7a7Ps z>{IrUXPo}dG7yRN`3Xr0U?iHQHkOHi4jQk+M#N~}#!>{4Cy{u(JmYnAbr38znHjcW z#dnWHmD9w3A>+cUcU(Eif^6hD766`}YN_rCYKV{^x&v=Tg3$%L~F^rw5 zFZ0>f*!#(f9cMX*`X26O0Lp?OaKOEaeha^?H>UyZE(NOUj9WA zC-0dDyEqDZ&i-C%=-wa56D|AYHvUC=PR(%(E=wJ|)mwH-G>(o?*iU!qW zwfnH;Fe->+{0&_DnmMSXIowmI@x4cU0fId>39nQVF(q{y%NQLkhmUXUueXN{s}?BO zxhG(l6(VLIwV4%@tYO%V_SYk{V=cZG_=~gLPF zsn%327NXcxq#BiBN0ZR^x!!WmZ=fq3`oF)EtMX+czdaQT*H?dzPJ3<$hF!O;=a#pi zH4$zBqVYYx%H_eF(|$2k2}W_Lr|pWB^;JaWf<`zc&=0-32ED2I(ZT3usb|tu3pZP( zUW~e|tt`TX?Qw{L2nq$8xG-p;{SY#LJF7qV6<{4R9A|&|IqjDGT6pd4g9%Vt6yvIO z!94Un`M4#Z&eX+{#kV80lmnSnpb5Kl%Nb*_VvNyKchjjDJE1 zTQ2yX31olvKv0a-v@J~mRhXvp<^k*;HWuwl1+&(EsKTU#b1*TE95(s*XdT$`({u0J z_Ph|j!wJ?kv%_i`#H-)Jjz4n{-w|B0V^)3D#XnZD>oDvnGoE=^cs5Q)60GrMKorOT zRJFN$?PWc{lKlo0_biGj(;#P1C`>Pnc8;s=LjOqQxR9<}QUM|f*c+{$rhRS$YB7?w}k9=yU(<+xKWfinG8un-+vnMtlQqaNbqs?7{ zyzn>yPYSMi+PG`$Q5#zT5#xD80hheu+S*xLKUO}9LN%T!+#7~f*4UnH{1`n1t36)u zj?CYlS}Tpl(>y9D#lI<-Z7Piw5Y zbfF01qrdymTSv1nIwv8es#=#NZ9h3;tC7c*d{)P4j$71umNR*ZDP?(Oc9?w3a*xRH zc=Lk}_1XUR=AtRHV70v)gN&yI$#geUW3?flcJHTEH`i~dkBQ5Iu5OIqtELFfDOeSaQzRRbH~?bj zN2>??ZB+lgJyhea#-PK0KJB+Wm>EE23D>{=qk}jpdbr~W?65hqF`_?Lft)NFFU%*K w6D!m|J~Uuv#{2m1@cvVz|IXe&Y=(7066aT+AjG}a!l-}L{0Wj8+kpKVy literal 0 HcmV?d00001 diff --git a/probability_files/libs/pagedtable-1.1/css/pagedtable.css b/probability_files/libs/pagedtable-1.1/css/pagedtable.css new file mode 100644 index 000000000..8764d88cc --- /dev/null +++ b/probability_files/libs/pagedtable-1.1/css/pagedtable.css @@ -0,0 +1,142 @@ +.pagedtable { + overflow: auto; + padding-left: 8px; + padding-right: 8px; +} + +.pagedtable-wrapper { + border: 1px solid #ccc; + border-radius: 4px; + margin-bottom: 10px; +} + +.pagedtable table { + width: 100%; + max-width: 100%; + margin: 0; +} + +.pagedtable th { + padding: 0 5px 0 5px; + border: none; + border-bottom: 2px solid #dddddd; + + min-width: 45px; +} + +.pagedtable-empty th { + display: none; +} + +.pagedtable td { + padding: 0 4px 0 4px; +} + +.pagedtable .even { + background-color: rgba(140, 140, 140, 0.1); +} + +.pagedtable-padding-col { + display: none; +} + +.pagedtable a { + -webkit-touch-callout: none; + -webkit-user-select: none; + -khtml-user-select: none; + -moz-user-select: none; + -ms-user-select: none; + user-select: none; +} + +.pagedtable-index-nav { + cursor: pointer; + padding: 0 5px 0 5px; + float: right; + border: 0; +} + +.pagedtable-index-nav-disabled { + cursor: default; + text-decoration: none; + color: #999; +} + +a.pagedtable-index-nav-disabled:hover { + text-decoration: none; + color: #999; +} + +.pagedtable-indexes { + cursor: pointer; + float: right; + border: 0; +} + +.pagedtable-index-current { + cursor: default; + text-decoration: none; + font-weight: bold; + color: #333; + border: 0; +} + +a.pagedtable-index-current:hover { + text-decoration: none; + font-weight: bold; + color: #333; +} + +.pagedtable-index { + width: 30px; + display: inline-block; + text-align: center; + border: 0; +} + +.pagedtable-index-separator-left { + display: inline-block; + color: #333; + font-size: 9px; + padding: 0 0 0 0; + cursor: default; +} + +.pagedtable-index-separator-right { + display: inline-block; + color: #333; + font-size: 9px; + padding: 0 4px 0 0; + cursor: default; +} + +.pagedtable-footer { + padding-top: 4px; + padding-bottom: 5px; +} + +.pagedtable-not-empty .pagedtable-footer { + border-top: 2px solid #dddddd; +} + +.pagedtable-info { + overflow: hidden; + color: #999; + white-space: nowrap; + text-overflow: ellipsis; +} + +.pagedtable-header-name { + overflow: hidden; + text-overflow: ellipsis; +} + +.pagedtable-header-type { + color: #999; + font-weight: 400; +} + +.pagedtable-na-cell { + font-style: italic; + opacity: 0.3; +} diff --git a/probability_files/libs/pagedtable-1.1/js/pagedtable.js b/probability_files/libs/pagedtable-1.1/js/pagedtable.js new file mode 100644 index 000000000..52ada2bc5 --- /dev/null +++ b/probability_files/libs/pagedtable-1.1/js/pagedtable.js @@ -0,0 +1,1151 @@ +// Production steps of ECMA-262, Edition 5, 15.4.4.18 +// Reference: http://es5.github.io/#x15.4.4.18 +if (!Array.prototype.forEach) { + + Array.prototype.forEach = function(callback, thisArg) { + + var T, k; + + if (this === null) { + throw new TypeError(' this is null or not defined'); + } + + // 1. Let O be the result of calling toObject() passing the + // |this| value as the argument. + var O = Object(this); + + // 2. Let lenValue be the result of calling the Get() internal + // method of O with the argument "length". + // 3. Let len be toUint32(lenValue). + var len = O.length >>> 0; + + // 4. If isCallable(callback) is false, throw a TypeError exception. + // See: http://es5.github.com/#x9.11 + if (typeof callback !== "function") { + throw new TypeError(callback + ' is not a function'); + } + + // 5. If thisArg was supplied, let T be thisArg; else let + // T be undefined. + if (arguments.length > 1) { + T = thisArg; + } + + // 6. Let k be 0 + k = 0; + + // 7. Repeat, while k < len + while (k < len) { + + var kValue; + + // a. Let Pk be ToString(k). + // This is implicit for LHS operands of the in operator + // b. Let kPresent be the result of calling the HasProperty + // internal method of O with argument Pk. + // This step can be combined with c + // c. If kPresent is true, then + if (k in O) { + + // i. Let kValue be the result of calling the Get internal + // method of O with argument Pk. + kValue = O[k]; + + // ii. Call the Call internal method of callback with T as + // the this value and argument list containing kValue, k, and O. + callback.call(T, kValue, k, O); + } + // d. Increase k by 1. + k++; + } + // 8. return undefined + }; +} + +// Production steps of ECMA-262, Edition 5, 15.4.4.19 +// Reference: http://es5.github.io/#x15.4.4.19 +if (!Array.prototype.map) { + + Array.prototype.map = function(callback, thisArg) { + + var T, A, k; + + if (this == null) { + throw new TypeError(' this is null or not defined'); + } + + // 1. Let O be the result of calling ToObject passing the |this| + // value as the argument. + var O = Object(this); + + // 2. Let lenValue be the result of calling the Get internal + // method of O with the argument "length". + // 3. Let len be ToUint32(lenValue). + var len = O.length >>> 0; + + // 4. If IsCallable(callback) is false, throw a TypeError exception. + // See: http://es5.github.com/#x9.11 + if (typeof callback !== 'function') { + throw new TypeError(callback + ' is not a function'); + } + + // 5. If thisArg was supplied, let T be thisArg; else let T be undefined. + if (arguments.length > 1) { + T = thisArg; + } + + // 6. Let A be a new array created as if by the expression new Array(len) + // where Array is the standard built-in constructor with that name and + // len is the value of len. + A = new Array(len); + + // 7. Let k be 0 + k = 0; + + // 8. Repeat, while k < len + while (k < len) { + + var kValue, mappedValue; + + // a. Let Pk be ToString(k). + // This is implicit for LHS operands of the in operator + // b. Let kPresent be the result of calling the HasProperty internal + // method of O with argument Pk. + // This step can be combined with c + // c. If kPresent is true, then + if (k in O) { + + // i. Let kValue be the result of calling the Get internal + // method of O with argument Pk. + kValue = O[k]; + + // ii. Let mappedValue be the result of calling the Call internal + // method of callback with T as the this value and argument + // list containing kValue, k, and O. + mappedValue = callback.call(T, kValue, k, O); + + // iii. Call the DefineOwnProperty internal method of A with arguments + // Pk, Property Descriptor + // { Value: mappedValue, + // Writable: true, + // Enumerable: true, + // Configurable: true }, + // and false. + + // In browsers that support Object.defineProperty, use the following: + // Object.defineProperty(A, k, { + // value: mappedValue, + // writable: true, + // enumerable: true, + // configurable: true + // }); + + // For best browser support, use the following: + A[k] = mappedValue; + } + // d. Increase k by 1. + k++; + } + + // 9. return A + return A; + }; +} + +var PagedTable = function (pagedTable) { + var me = this; + + var source = function(pagedTable) { + var sourceElems = [].slice.call(pagedTable.children).filter(function(e) { + return e.hasAttribute("data-pagedtable-source"); + }); + + if (sourceElems === null || sourceElems.length !== 1) { + throw("A single data-pagedtable-source was not found"); + } + + return JSON.parse(sourceElems[0].innerHTML); + }(pagedTable); + + var options = function(source) { + var options = typeof(source.options) !== "undefined" && + source.options !== null ? source.options : {}; + + var columns = typeof(options.columns) !== "undefined" ? options.columns : {}; + var rows = typeof(options.rows) !== "undefined" ? options.rows : {}; + + var positiveIntOrNull = function(value) { + return parseInt(value) >= 0 ? parseInt(value) : null; + }; + + return { + pages: positiveIntOrNull(options.pages), + rows: { + min: positiveIntOrNull(rows.min), + max: positiveIntOrNull(rows.max), + total: positiveIntOrNull(rows.total) + }, + columns: { + min: positiveIntOrNull(columns.min), + max: positiveIntOrNull(columns.max), + total: positiveIntOrNull(columns.total) + } + }; + }(source); + + var Measurer = function() { + + // set some default initial values that will get adjusted in runtime + me.measures = { + padding: 12, + character: 8, + height: 15, + defaults: true + }; + + me.calculate = function(measuresCell) { + if (!me.measures.defaults) + return; + + var measuresCellStyle = window.getComputedStyle(measuresCell, null); + + var newPadding = parsePadding(measuresCellStyle.paddingLeft) + + parsePadding(measuresCellStyle.paddingRight); + + var sampleString = "ABCDEFGHIJ0123456789"; + var newCharacter = Math.ceil(measuresCell.clientWidth / sampleString.length); + + if (newPadding <= 0 || newCharacter <= 0) + return; + + me.measures.padding = newPadding; + me.measures.character = newCharacter; + me.measures.height = measuresCell.clientHeight; + me.measures.defaults = false; + }; + + return me; + }; + + var Page = function(data, options) { + var me = this; + + var defaults = { + max: 7, + rows: 10 + }; + + var totalPages = function() { + return Math.ceil(data.length / me.rows); + }; + + me.number = 0; + me.max = options.pages !== null ? options.pages : defaults.max; + me.visible = me.max; + me.rows = options.rows.min !== null ? options.rows.min : defaults.rows; + me.total = totalPages(); + + me.setRows = function(newRows) { + me.rows = newRows; + me.total = totalPages(); + }; + + me.setPageNumber = function(newPageNumber) { + if (newPageNumber < 0) newPageNumber = 0; + if (newPageNumber >= me.total) newPageNumber = me.total - 1; + + me.number = newPageNumber; + }; + + me.setVisiblePages = function(visiblePages) { + me.visible = Math.min(me.max, visiblePages); + me.setPageNumber(me.number); + }; + + me.getVisiblePageRange = function() { + var start = me.number - Math.max(Math.floor((me.visible - 1) / 2), 0); + var end = me.number + Math.floor(me.visible / 2) + 1; + var pageCount = me.total; + + if (start < 0) { + var diffToStart = 0 - start; + start += diffToStart; + end += diffToStart; + } + + if (end > pageCount) { + var diffToEnd = end - pageCount; + start -= diffToEnd; + end -= diffToEnd; + } + + start = start < 0 ? 0 : start; + end = end >= pageCount ? pageCount : end; + + var first = false; + var last = false; + + if (start > 0 && me.visible > 1) { + start = start + 1; + first = true; + } + + if (end < pageCount && me.visible > 2) { + end = end - 1; + last = true; + } + + return { + first: first, + start: start, + end: end, + last: last + }; + }; + + me.getRowStart = function() { + var rowStart = page.number * page.rows; + if (rowStart < 0) + rowStart = 0; + + return rowStart; + }; + + me.getRowEnd = function() { + var rowStart = me.getRowStart(); + return Math.min(rowStart + me.rows, data.length); + }; + + me.getPaddingRows = function() { + var rowStart = me.getRowStart(); + var rowEnd = me.getRowEnd(); + return data.length > me.rows ? me.rows - (rowEnd - rowStart) : 0; + }; + }; + + var Columns = function(data, columns, options) { + var me = this; + + me.defaults = { + min: 5 + }; + + me.number = 0; + me.visible = 0; + me.total = columns.length; + me.subset = []; + me.padding = 0; + me.min = options.columns.min !== null ? options.columns.min : me.defaults.min; + me.max = options.columns.max !== null ? options.columns.max : null; + me.widths = {}; + + var widthsLookAhead = Math.max(100, options.rows.min); + var paddingColChars = 10; + + me.emptyNames = function() { + columns.forEach(function(column) { + if (columns.label !== null && columns.label !== "") + return false; + }); + + return true; + }; + + var parsePadding = function(value) { + return parseInt(value) >= 0 ? parseInt(value) : 0; + }; + + me.calculateWidths = function(measures) { + columns.forEach(function(column) { + var maxChars = Math.max( + column.label.toString().length, + column.type.toString().length + ); + + for (var idxRow = 0; idxRow < Math.min(widthsLookAhead, data.length); idxRow++) { + maxChars = Math.max(maxChars, data[idxRow][column.name.toString()].length); + } + + me.widths[column.name] = { + // width in characters + chars: maxChars, + // width for the inner html columns + inner: maxChars * measures.character, + // width adding outer styles like padding + outer: maxChars * measures.character + measures.padding + }; + }); + }; + + me.getWidth = function() { + var widthOuter = 0; + for (var idxCol = 0; idxCol < me.subset.length; idxCol++) { + var columnName = me.subset[idxCol].name; + widthOuter = widthOuter + me.widths[columnName].outer; + } + + widthOuter = widthOuter + me.padding * paddingColChars * measurer.measures.character; + + if (me.hasMoreLeftColumns()) { + widthOuter = widthOuter + columnNavigationWidthPX + measurer.measures.padding; + } + + if (me.hasMoreRightColumns()) { + widthOuter = widthOuter + columnNavigationWidthPX + measurer.measures.padding; + } + + return widthOuter; + }; + + me.updateSlice = function() { + if (me.number + me.visible >= me.total) + me.number = me.total - me.visible; + + if (me.number < 0) me.number = 0; + + me.subset = columns.slice(me.number, Math.min(me.number + me.visible, me.total)); + + me.subset = me.subset.map(function(column) { + Object.keys(column).forEach(function(colKey) { + column[colKey] = column[colKey] === null ? "" : column[colKey].toString(); + }); + + column.width = null; + return column; + }); + }; + + me.setVisibleColumns = function(columnNumber, newVisibleColumns, paddingCount) { + me.number = columnNumber; + me.visible = newVisibleColumns; + me.padding = paddingCount; + + me.updateSlice(); + }; + + me.incColumnNumber = function(increment) { + me.number = me.number + increment; + }; + + me.setColumnNumber = function(newNumber) { + me.number = newNumber; + }; + + me.setPaddingCount = function(newPadding) { + me.padding = newPadding; + }; + + me.getPaddingCount = function() { + return me.padding; + }; + + me.hasMoreLeftColumns = function() { + return me.number > 0; + }; + + me.hasMoreRightColumns = function() { + return me.number + me.visible < me.total; + }; + + me.updateSlice(0); + return me; + }; + + var data = source.data; + var page = new Page(data, options); + var measurer = new Measurer(data, options); + var columns = new Columns(data, source.columns, options); + + var table = null; + var tableDiv = null; + var header = null; + var footer = null; + var tbody = null; + + // Caches pagedTable.clientWidth, specially for webkit + var cachedPagedTableClientWidth = null; + + var onChangeCallbacks = []; + + var clearSelection = function() { + if(document.selection && document.selection.empty) { + document.selection.empty(); + } else if(window.getSelection) { + var sel = window.getSelection(); + sel.removeAllRanges(); + } + }; + + var columnNavigationWidthPX = 5; + + var renderColumnNavigation = function(increment, backwards) { + var arrow = document.createElement("div"); + arrow.setAttribute("style", + "border-top: " + columnNavigationWidthPX + "px solid transparent;" + + "border-bottom: " + columnNavigationWidthPX + "px solid transparent;" + + "border-" + (backwards ? "right" : "left") + ": " + columnNavigationWidthPX + "px solid;"); + + var header = document.createElement("th"); + header.appendChild(arrow); + header.setAttribute("style", + "cursor: pointer;" + + "vertical-align: middle;" + + "min-width: " + columnNavigationWidthPX + "px;" + + "width: " + columnNavigationWidthPX + "px;"); + + header.onclick = function() { + columns.incColumnNumber(backwards ? -1 : increment); + + me.animateColumns(backwards); + renderFooter(); + + clearSelection(); + triggerOnChange(); + }; + + return header; + }; + + var maxColumnWidth = function(width) { + var padding = 80; + var columnMax = Math.max(cachedPagedTableClientWidth - padding, 0); + + return parseInt(width) > 0 ? + Math.min(columnMax, parseInt(width)) + "px" : + columnMax + "px"; + }; + + var clearHeader = function() { + var thead = pagedTable.querySelectorAll("thead")[0]; + thead.innerHTML = ""; + }; + + var renderHeader = function(clear) { + cachedPagedTableClientWidth = pagedTable.clientWidth; + + var fragment = document.createDocumentFragment(); + + header = document.createElement("tr"); + fragment.appendChild(header); + + if (columns.number > 0) + header.appendChild(renderColumnNavigation(-columns.visible, true)); + + columns.subset = columns.subset.map(function(columnData) { + var column = document.createElement("th"); + column.setAttribute("align", columnData.align); + column.style.textAlign = columnData.align; + + column.style.maxWidth = maxColumnWidth(null); + if (columnData.width) { + column.style.minWidth = + column.style.maxWidth = maxColumnWidth(columnData.width); + } + + var columnName = document.createElement("div"); + columnName.setAttribute("class", "pagedtable-header-name"); + if (columnData.label === "") { + columnName.innerHTML = " "; + } + else { + columnName.appendChild(document.createTextNode(columnData.label)); + } + column.appendChild(columnName); + + var columnType = document.createElement("div"); + columnType.setAttribute("class", "pagedtable-header-type"); + if (columnData.type === "") { + columnType.innerHTML = " "; + } + else { + columnType.appendChild(document.createTextNode("<" + columnData.type + ">")); + } + column.appendChild(columnType); + + header.appendChild(column); + + columnData.element = column; + + return columnData; + }); + + for (var idx = 0; idx < columns.getPaddingCount(); idx++) { + var paddingCol = document.createElement("th"); + paddingCol.setAttribute("class", "pagedtable-padding-col"); + header.appendChild(paddingCol); + } + + if (columns.number + columns.visible < columns.total) + header.appendChild(renderColumnNavigation(columns.visible, false)); + + if (typeof(clear) == "undefined" || clear) clearHeader(); + var thead = pagedTable.querySelectorAll("thead")[0]; + thead.appendChild(fragment); + }; + + me.animateColumns = function(backwards) { + var thead = pagedTable.querySelectorAll("thead")[0]; + + var headerOld = thead.querySelectorAll("tr")[0]; + var tbodyOld = table.querySelectorAll("tbody")[0]; + + me.fitColumns(backwards); + + renderHeader(false); + + header.style.opacity = "0"; + header.style.transform = backwards ? "translateX(-30px)" : "translateX(30px)"; + header.style.transition = "transform 200ms linear, opacity 200ms"; + header.style.transitionDelay = "0"; + + renderBody(false); + + if (headerOld) { + headerOld.style.position = "absolute"; + headerOld.style.transform = "translateX(0px)"; + headerOld.style.opacity = "1"; + headerOld.style.transition = "transform 100ms linear, opacity 100ms"; + headerOld.setAttribute("class", "pagedtable-remove-head"); + if (headerOld.style.transitionEnd) { + headerOld.addEventListener("transitionend", function() { + var headerOldByClass = thead.querySelector(".pagedtable-remove-head"); + if (headerOldByClass) thead.removeChild(headerOldByClass); + }); + } + else { + thead.removeChild(headerOld); + } + } + + if (tbodyOld) table.removeChild(tbodyOld); + + tbody.style.opacity = "0"; + tbody.style.transition = "transform 200ms linear, opacity 200ms"; + tbody.style.transitionDelay = "0ms"; + + // force relayout + window.getComputedStyle(header).opacity; + window.getComputedStyle(tbody).opacity; + + if (headerOld) { + headerOld.style.transform = backwards ? "translateX(20px)" : "translateX(-30px)"; + headerOld.style.opacity = "0"; + } + + header.style.transform = "translateX(0px)"; + header.style.opacity = "1"; + + tbody.style.opacity = "1"; + } + + me.onChange = function(callback) { + onChangeCallbacks.push(callback); + }; + + var triggerOnChange = function() { + onChangeCallbacks.forEach(function(onChange) { + onChange(); + }); + }; + + var clearBody = function() { + if (tbody) { + table.removeChild(tbody); + tbody = null; + } + }; + + var renderBody = function(clear) { + cachedPagedTableClientWidth = pagedTable.clientWidth + + var fragment = document.createDocumentFragment(); + + var pageData = data.slice(page.getRowStart(), page.getRowEnd()); + + pageData.forEach(function(dataRow, idxRow) { + var htmlRow = document.createElement("tr"); + htmlRow.setAttribute("class", (idxRow % 2 !==0) ? "even" : "odd"); + + if (columns.hasMoreLeftColumns()) + htmlRow.appendChild(document.createElement("td")); + + columns.subset.forEach(function(columnData) { + var cellName = columnData.name; + var dataCell = dataRow[cellName]; + var htmlCell = document.createElement("td"); + + if (dataCell === "NA") htmlCell.setAttribute("class", "pagedtable-na-cell"); + if (dataCell === "__NA__") dataCell = "NA"; + + var cellText = document.createTextNode(dataCell); + htmlCell.appendChild(cellText); + if (dataCell.length > 50) { + htmlCell.setAttribute("title", dataCell); + } + htmlCell.setAttribute("align", columnData.align); + htmlCell.style.textAlign = columnData.align; + htmlCell.style.maxWidth = maxColumnWidth(null); + if (columnData.width) { + htmlCell.style.minWidth = htmlCell.style.maxWidth = maxColumnWidth(columnData.width); + } + htmlRow.appendChild(htmlCell); + }); + + for (var idx = 0; idx < columns.getPaddingCount(); idx++) { + var paddingCol = document.createElement("td"); + paddingCol.setAttribute("class", "pagedtable-padding-col"); + htmlRow.appendChild(paddingCol); + } + + if (columns.hasMoreRightColumns()) + htmlRow.appendChild(document.createElement("td")); + + fragment.appendChild(htmlRow); + }); + + for (var idxPadding = 0; idxPadding < page.getPaddingRows(); idxPadding++) { + var paddingRow = document.createElement("tr"); + + var paddingCellRow = document.createElement("td"); + paddingCellRow.innerHTML = " "; + paddingCellRow.setAttribute("colspan", "100%"); + paddingRow.appendChild(paddingCellRow); + + fragment.appendChild(paddingRow); + } + + if (typeof(clear) == "undefined" || clear) clearBody(); + tbody = document.createElement("tbody"); + tbody.appendChild(fragment); + + table.appendChild(tbody); + }; + + var getLabelInfo = function() { + var pageStart = page.getRowStart(); + var pageEnd = page.getRowEnd(); + var totalRows = data.length; + + var totalRowsLabel = options.rows.total ? options.rows.total : totalRows; + var totalRowsLabelFormat = totalRowsLabel.toString().replace(/(\d)(?=(\d\d\d)+(?!\d))/g, '$1,'); + + var infoText = (pageStart + 1) + "-" + pageEnd + " of " + totalRowsLabelFormat + " rows"; + if (totalRows < page.rows) { + infoText = totalRowsLabel + " row" + (totalRows != 1 ? "s" : ""); + } + if (columns.total > columns.visible) { + var totalColumnsLabel = options.columns.total ? options.columns.total : columns.total; + + infoText = infoText + " | " + (columns.number + 1) + "-" + + (Math.min(columns.number + columns.visible, columns.total)) + + " of " + totalColumnsLabel + " columns"; + } + + return infoText; + }; + + var clearFooter = function() { + footer = pagedTable.querySelectorAll("div.pagedtable-footer")[0]; + footer.innerHTML = ""; + + return footer; + }; + + var createPageLink = function(idxPage) { + var pageLink = document.createElement("a"); + pageLinkClass = idxPage === page.number ? "pagedtable-index pagedtable-index-current" : "pagedtable-index"; + pageLink.setAttribute("class", pageLinkClass); + pageLink.setAttribute("data-page-index", idxPage); + pageLink.onclick = function() { + page.setPageNumber(parseInt(this.getAttribute("data-page-index"))); + renderBody(); + renderFooter(); + + triggerOnChange(); + }; + + pageLink.appendChild(document.createTextNode(idxPage + 1)); + + return pageLink; + } + + var renderFooter = function() { + footer = clearFooter(); + + var next = document.createElement("a"); + next.appendChild(document.createTextNode("Next")); + next.onclick = function() { + page.setPageNumber(page.number + 1); + renderBody(); + renderFooter(); + + triggerOnChange(); + }; + if (data.length > page.rows) footer.appendChild(next); + + var pageNumbers = document.createElement("div"); + pageNumbers.setAttribute("class", "pagedtable-indexes"); + + var pageRange = page.getVisiblePageRange(); + + if (pageRange.first) { + var pageLink = createPageLink(0); + pageNumbers.appendChild(pageLink); + + var pageSeparator = document.createElement("div"); + pageSeparator.setAttribute("class", "pagedtable-index-separator-left"); + pageSeparator.appendChild(document.createTextNode("...")) + pageNumbers.appendChild(pageSeparator); + } + + for (var idxPage = pageRange.start; idxPage < pageRange.end; idxPage++) { + var pageLink = createPageLink(idxPage); + + pageNumbers.appendChild(pageLink); + } + + if (pageRange.last) { + var pageSeparator = document.createElement("div"); + pageSeparator.setAttribute("class", "pagedtable-index-separator-right"); + pageSeparator.appendChild(document.createTextNode("...")) + pageNumbers.appendChild(pageSeparator); + + var pageLink = createPageLink(page.total - 1); + pageNumbers.appendChild(pageLink); + } + + if (data.length > page.rows) footer.appendChild(pageNumbers); + + var previous = document.createElement("a"); + previous.appendChild(document.createTextNode("Previous")); + previous.onclick = function() { + page.setPageNumber(page.number - 1); + renderBody(); + renderFooter(); + + triggerOnChange(); + }; + if (data.length > page.rows) footer.appendChild(previous); + + var infoLabel = document.createElement("div"); + infoLabel.setAttribute("class", "pagedtable-info"); + infoLabel.setAttribute("title", getLabelInfo()); + infoLabel.appendChild(document.createTextNode(getLabelInfo())); + footer.appendChild(infoLabel); + + var enabledClass = "pagedtable-index-nav"; + var disabledClass = "pagedtable-index-nav pagedtable-index-nav-disabled"; + previous.setAttribute("class", page.number <= 0 ? disabledClass : enabledClass); + next.setAttribute("class", (page.number + 1) * page.rows >= data.length ? disabledClass : enabledClass); + }; + + var measuresCell = null; + + var renderMeasures = function() { + var measuresTable = document.createElement("table"); + measuresTable.style.visibility = "hidden"; + measuresTable.style.position = "absolute"; + measuresTable.style.whiteSpace = "nowrap"; + measuresTable.style.height = "auto"; + measuresTable.style.width = "auto"; + + var measuresRow = document.createElement("tr"); + measuresTable.appendChild(measuresRow); + + measuresCell = document.createElement("td"); + var sampleString = "ABCDEFGHIJ0123456789"; + measuresCell.appendChild(document.createTextNode(sampleString)); + + measuresRow.appendChild(measuresCell); + + tableDiv.appendChild(measuresTable); + } + + me.init = function() { + tableDiv = document.createElement("div"); + pagedTable.appendChild(tableDiv); + var pagedTableClass = data.length > 0 ? + "pagedtable pagedtable-not-empty" : + "pagedtable pagedtable-empty"; + + if (columns.total == 0 || (columns.emptyNames() && data.length == 0)) { + pagedTableClass = pagedTableClass + " pagedtable-empty-columns"; + } + + tableDiv.setAttribute("class", pagedTableClass); + + renderMeasures(); + measurer.calculate(measuresCell); + columns.calculateWidths(measurer.measures); + + table = document.createElement("table"); + table.setAttribute("cellspacing", "0"); + table.setAttribute("class", "table table-condensed"); + tableDiv.appendChild(table); + + table.appendChild(document.createElement("thead")); + + var footerDiv = document.createElement("div"); + footerDiv.setAttribute("class", "pagedtable-footer"); + tableDiv.appendChild(footerDiv); + + // if the host has not yet provided horizontal space, render hidden + if (tableDiv.clientWidth <= 0) { + tableDiv.style.opacity = "0"; + } + + me.render(); + + // retry seizing columns later if the host has not provided space + function retryFit() { + if (tableDiv.clientWidth <= 0) { + setTimeout(retryFit, 100); + } else { + me.render(); + triggerOnChange(); + } + } + if (tableDiv.clientWidth <= 0) { + retryFit(); + } + }; + + var registerWidths = function() { + columns.subset = columns.subset.map(function(column) { + column.width = columns.widths[column.name].inner; + return column; + }); + }; + + var parsePadding = function(value) { + return parseInt(value) >= 0 ? parseInt(value) : 0; + }; + + me.fixedHeight = function() { + return options.rows.max != null; + } + + me.fitRows = function() { + if (me.fixedHeight()) + return; + + measurer.calculate(measuresCell); + + var rows = options.rows.min !== null ? options.rows.min : 0; + var headerHeight = header !== null && header.offsetHeight > 0 ? header.offsetHeight : 0; + var footerHeight = footer !== null && footer.offsetHeight > 0 ? footer.offsetHeight : 0; + + if (pagedTable.offsetHeight > 0) { + var availableHeight = pagedTable.offsetHeight - headerHeight - footerHeight; + rows = Math.floor((availableHeight) / measurer.measures.height); + } + + rows = options.rows.min !== null ? Math.max(options.rows.min, rows) : rows; + + page.setRows(rows); + } + + // The goal of this function is to add as many columns as possible + // starting from left-to-right, when the right most limit is reached + // it tries to add columns from the left as well. + // + // When startBackwards is true columns are added from right-to-left + me.fitColumns = function(startBackwards) { + measurer.calculate(measuresCell); + columns.calculateWidths(measurer.measures); + + if (tableDiv.clientWidth > 0) { + tableDiv.style.opacity = 1; + } + + var visibleColumns = tableDiv.clientWidth <= 0 ? Math.max(columns.min, 1) : 1; + var columnNumber = columns.number; + var paddingCount = 0; + + // track a list of added columns as we build the visible ones to allow us + // to remove columns when they don't fit anymore. + var columnHistory = []; + + var lastTableHeight = 0; + var backwards = startBackwards; + + var tableDivStyle = window.getComputedStyle(tableDiv, null); + var tableDivPadding = parsePadding(tableDivStyle.paddingLeft) + + parsePadding(tableDivStyle.paddingRight); + + var addPaddingCol = false; + var currentWidth = 0; + + while (true) { + columns.setVisibleColumns(columnNumber, visibleColumns, paddingCount); + currentWidth = columns.getWidth(); + + if (tableDiv.clientWidth - tableDivPadding < currentWidth) { + break; + } + + columnHistory.push({ + columnNumber: columnNumber, + visibleColumns: visibleColumns, + paddingCount: paddingCount + }); + + if (columnHistory.length > 100) { + console.error("More than 100 tries to fit columns, aborting"); + break; + } + + if (columns.max !== null && + columns.visible + columns.getPaddingCount() >= columns.max) { + break; + } + + // if we run out of right-columns + if (!backwards && columnNumber + columns.visible >= columns.total) { + // if we started adding right-columns, try adding left-columns + if (!startBackwards && columnNumber > 0) { + backwards = true; + } + else if (columns.min === null || visibleColumns + columns.getPaddingCount() >= columns.min) { + break; + } + else { + paddingCount = paddingCount + 1; + } + } + + // if we run out of left-columns + if (backwards && columnNumber == 0) { + // if we started adding left-columns, try adding right-columns + if (startBackwards && columnNumber + columns.visible < columns.total) { + backwards = false; + } + else if (columns.min === null || visibleColumns + columns.getPaddingCount() >= columns.min) { + break; + } + else { + paddingCount = paddingCount + 1; + } + } + + // when moving backwards try fitting left columns first + if (backwards && columnNumber > 0) { + columnNumber = columnNumber - 1; + } + + if (columnNumber + visibleColumns < columns.total) { + visibleColumns = visibleColumns + 1; + } + } + + var lastRenderableColumn = { + columnNumber: columnNumber, + visibleColumns: visibleColumns, + paddingCount: paddingCount + }; + + if (columnHistory.length > 0) { + lastRenderableColumn = columnHistory[columnHistory.length - 1]; + } + + columns.setVisibleColumns( + lastRenderableColumn.columnNumber, + lastRenderableColumn.visibleColumns, + lastRenderableColumn.paddingCount); + + if (pagedTable.offsetWidth > 0) { + page.setVisiblePages(Math.max(Math.ceil(1.0 * (pagedTable.offsetWidth - 250) / 40), 2)); + } + + registerWidths(); + }; + + me.fit = function(startBackwards) { + me.fitRows(); + me.fitColumns(startBackwards); + } + + me.render = function() { + me.fitColumns(false); + + // render header/footer to measure height accurately + renderHeader(); + renderFooter(); + + me.fitRows(); + renderBody(); + + // re-render footer to match new rows + renderFooter(); + } + + var resizeLastWidth = -1; + var resizeLastHeight = -1; + var resizeNewWidth = -1; + var resizeNewHeight = -1; + var resizePending = false; + + me.resize = function(newWidth, newHeight) { + + function resizeDelayed() { + resizePending = false; + + if ( + (resizeNewWidth !== resizeLastWidth) || + (!me.fixedHeight() && resizeNewHeight !== resizeLastHeight) + ) { + resizeLastWidth = resizeNewWidth; + resizeLastHeight = resizeNewHeight; + + setTimeout(resizeDelayed, 200); + resizePending = true; + } else { + me.render(); + triggerOnChange(); + + resizeLastWidth = -1; + resizeLastHeight = -1; + } + } + + resizeNewWidth = newWidth; + resizeNewHeight = newHeight; + + if (!resizePending) resizeDelayed(); + }; +}; + +var PagedTableDoc; +(function (PagedTableDoc) { + var allPagedTables = []; + + PagedTableDoc.initAll = function() { + allPagedTables = []; + + var pagedTables = [].slice.call(document.querySelectorAll('[data-pagedtable="false"],[data-pagedtable=""]')); + pagedTables.forEach(function(pagedTable, idx) { + pagedTable.setAttribute("data-pagedtable", "true"); + pagedTable.setAttribute("pagedtable-page", 0); + pagedTable.setAttribute("class", "pagedtable-wrapper"); + + var pagedTableInstance = new PagedTable(pagedTable); + pagedTableInstance.init(); + + allPagedTables.push(pagedTableInstance); + }); + }; + + PagedTableDoc.resizeAll = function() { + allPagedTables.forEach(function(pagedTable) { + pagedTable.render(); + }); + }; + + window.addEventListener("resize", PagedTableDoc.resizeAll); + + return PagedTableDoc; +})(PagedTableDoc || (PagedTableDoc = {})); + +window.onload = function() { + PagedTableDoc.initAll(); +}; diff --git a/search.json b/search.json index 80bb589b5..78a526f40 100644 --- a/search.json +++ b/search.json @@ -116,7 +116,7 @@ "href": "Linear-models-overview.html#sec-understand-LMs", "title": "\n2  Linear (Gaussian) Models\n", "section": "\n2.2 Understanding Gaussian Linear Regression Models", - "text": "2.2 Understanding Gaussian Linear Regression Models\n\n2.2.1 Motivating example: birthweights and gestational age\nSuppose we want to learn about the distributions of birthweights (outcome \\(Y\\)) for (human) babies born at different gestational ages (covariate \\(A\\)) and with different chromosomal sexes (covariate \\(S\\)) (Dobson and Barnett (2018) Example 2.2.2).\n\n\nData as table\nReshape data for graphing\nData as graph\n\n\n\n\nShow R codelibrary(dobson)\ndata(\"birthweight\", package = \"dobson\")\nbirthweight |> knitr::kable()\n\n\nTable 2.1: birthweight data (Dobson and Barnett (2018) Example 2.2.2)\n\n\n\n\n\n\n\n\n\n\nboys gestational age\nboys weight\ngirls gestational age\ngirls weight\n\n\n\n40\n2968\n40\n3317\n\n\n38\n2795\n36\n2729\n\n\n40\n3163\n40\n2935\n\n\n35\n2925\n38\n2754\n\n\n36\n2625\n42\n3210\n\n\n37\n2847\n39\n2817\n\n\n41\n3292\n40\n3126\n\n\n40\n3473\n37\n2539\n\n\n37\n2628\n36\n2412\n\n\n38\n3176\n38\n2991\n\n\n40\n3421\n39\n2875\n\n\n38\n2975\n40\n3231\n\n\n\n\n\n\n\n\n\n\n\nShow R codebw = \n birthweight |> \n pivot_longer(\n cols = everything(),\n names_to = c(\"sex\", \".value\"),\n names_sep = \"s \"\n ) |> \n rename(age = `gestational age`) |> \n mutate(\n sex = sex |> \n case_match(\n \"boy\" ~ \"male\",\n \"girl\" ~ \"female\") |> \n factor(levels = c(\"female\", \"male\")))\n\nbw\n\n\nTable 2.2: birthweight data reshaped\n\n\n\n \n\n\n\n\n\n\n\n\n\nShow R codeplot1 = bw |> \n ggplot(aes(\n x = age, \n y = weight,\n linetype = sex,\n shape = sex,\n col = sex)) +\n theme_bw() +\n xlab(\"Gestational age (weeks)\") +\n ylab(\"Birthweight (grams)\") +\n theme(legend.position = \"bottom\") +\n # expand_limits(y = 0, x = 0) +\n geom_point(alpha = .7)\nprint(plot1 + facet_wrap(~ sex))\n\n\n\nFigure 2.1: birthweight data (Dobson and Barnett (2018) Example 2.2.2)\n\n\n\n\n\n\n\n\n\n\n\nData notation\nLet’s define some notation to represent this data.\n\n\\(Y\\): birthweight (measured in grams)\n\\(S\\): chromosomal sex: “male” (XY) or “female” (XX)\n\\(M\\): indicator variable for \\(S\\) = “male”1\n\\(M = 0\\) if female (XX)\n\\(M = 1\\) if male (XY)\n\\(F\\): indicator variable for \\(S\\) = “female”2\n\\(F = 1\\) if female (XX)\n\\(F = 0\\) if male (XY)\n\\(A\\): estimated gestational age at birth (measured in weeks).\n\n\n\n\n\n\n\nNote\n\n\n\nFemale is the reference level for the categorical variable \\(S\\) (chromosomal sex) and corresponding indicator variable \\(M\\) . The choice of a reference level is arbitrary and does not limit what we can do with the resulting model; it only makes it more computationally convenient to make inferences about comparisons involving that reference group.\n\n\n\n2.2.2 Parallel lines regression\nWe don’t have enough data to model the distribution of birth weight separately for each combination of gestational age and sex, so let’s instead consider a (relatively) simple model for how that distribution varies with gestational age and sex:\n\\[p(Y=y|A=a,S=s) \\ \\sim_{\\text{iid}}\\ N(\\mu(a,s), \\sigma^2)\\]\n\\[\n\\begin{aligned}\n\\mu(a,s)\n&\\stackrel{\\text{def}}{=}\\mathbb{E}\\left[Y|A=a, S=s\\right] \\\\\n&= \\beta_0 + \\beta_A a+ \\beta_M m\n\\end{aligned}\n\\tag{2.1}\\]\n\nTable 2.3 shows the parameter estimates from R. Figure 2.2 shows the estimated model, superimposed on the data.\n\n\nShow R codebw_lm1 = lm(\n formula = weight ~ sex + age, \n data = bw)\n\nbw_lm1 |> \n parameters() |>\n print_md(\n include_reference = TRUE,\n # show_sigma = TRUE,\n select = \"{estimate}\")\n\n\nTable 2.3: Estimate of Model 2.1 for birthweight data\n\n\n\n\nParameter\nEstimate\n\n\n\n(Intercept)\n-1773.32\n\n\nsex (female)\n0.00\n\n\nsex (male)\n163.04\n\n\nage\n120.89\n\n\n\n\n\n\n\n\n\n\n\n\nShow R codebw = \n bw |> \n mutate(`E[Y|X=x]` = fitted(bw_lm1)) |> \n arrange(sex, age)\n\nplot2 = \n plot1 %+% bw +\n geom_line(aes(y = `E[Y|X=x]`))\n\nprint(plot2)\n\n\n\nFigure 2.2: Parallel-slopes model of birthweight\n\n\n\n\n\n\n\n\n\nModel assumptions and predictions\n\nTo learn what this model is assuming, let’s plug in a few values.\n\n\nExercise 2.1 According to this model, what’s the mean birthweight for a female born at 36 weeks?\n\n\nTable 2.4: Estimated coefficients for model 2.1\n\nShow R codecoef(bw_lm1)\n#> (Intercept) sexmale age \n#> -1773.32184 163.03930 120.89433\n\n\n\n\n\n\n\nSolution.  \n\nShow R codepred_female = coef(bw_lm1)[\"(Intercept)\"] + coef(bw_lm1)[\"age\"]*36\ncoef(bw_lm1)\n#> (Intercept) sexmale age \n#> -1773.3 163.0 120.9\n# print(pred_female)\n### built-in prediction: \n# predict(bw_lm1, newdata = tibble(sex = \"female\", age = 36))\n\n\n\\[\n\\begin{aligned}\nE[Y|A = 0, A = 36]\n&= \\beta_0 + \\beta_M \\cdot 0+ \\beta_A \\cdot 36 \\\\\n&= 2578.873934\n\\end{aligned}\n\\]\n\n\n\nExercise 2.2 What’s the mean birthweight for a male born at 36 weeks?\n\nShow R codecoef(bw_lm1)\n#> (Intercept) sexmale age \n#> -1773.3 163.0 120.9\n\n\n\n\n\nSolution.  \n\nShow R codepred_male = \n coef(bw_lm1)[\"(Intercept)\"] + \n coef(bw_lm1)[\"sexmale\"] + \n coef(bw_lm1)[\"age\"]*36\ncoef(bw_lm1)\n#> (Intercept) sexmale age \n#> -1773.3 163.0 120.9\n\n\n\\[\n\\begin{aligned}\nE[Y|M = 1, A = 36]\n&= \\beta_0 + \\beta_M \\cdot 1+ \\beta_A \\cdot 36 \\\\\n&= 2741.91323693\n\\end{aligned}\n\\]\n\n\n\nExercise 2.3 What’s the difference in mean birthweights between males born at 36 weeks and females born at 36 weeks?\n\n\nShow R codecoef(bw_lm1)\n#> (Intercept) sexmale age \n#> -1773.3 163.0 120.9\n\n\n\n\nSolution. \\[\n\\begin{aligned}\n& E[Y|M = 1, A = 36] - E[Y|M = 0, A = 36]\\\\\n&=\n2741.91323693 - 2578.873934\\\\\n&=\n163.03930293\n\\end{aligned}\n\\]\nShortcut:\n\\[\n\\begin{aligned}\n& E[Y|M = 1, A = 36] - E[Y|M = 0, A = 36]\\\\\n&= (\\beta_0 + \\beta_M \\cdot 1+ \\beta_A \\cdot 36) -\n(\\beta_0 + \\beta_M \\cdot 0+ \\beta_A \\cdot 36) \\\\\n&= \\beta_M \\\\\n&= 163.03930293\n\\end{aligned}\n\\]\n\n\nNote that age doesn’t show up in this difference: in other words, according to this model, the difference between females and males with the same gestational age is the same for every age.\nThat’s an assumption of the model; it’s built-in to the parametric structure, even before we plug in the estimated values of those parameters.\nThat’s why the lines are parallel.\n\n\n2.2.3 Interactions\n\nWhat if we don’t like that parallel lines assumption?\nThen we need to allow an “interaction” between age \\(A\\) and sex \\(S\\):\n\n\\[\nE[Y|A=a, S=s] = \\beta_0 + \\beta_A a+ \\beta_M m + \\beta_{AM} (a \\cdot m)\n\\tag{2.2}\\]\n\nNow, the slope of mean birthweight \\(E[Y|A,S]\\) with respect to gestational age \\(A\\) depends on the value of sex \\(S\\).\n\n\n\nShow R codebw_lm2 = lm(weight ~ sex + age + sex:age, data = bw)\nbw_lm2 |> \n parameters() |>\n print_md(\n include_reference = TRUE,\n # show_sigma = TRUE,\n select = \"{estimate}\")\n\n\nTable 2.5: Birthweight model with interaction term\n\n\n\n\nParameter\nEstimate\n\n\n\n(Intercept)\n-2141.67\n\n\nsex (female)\n0.00\n\n\nsex (male)\n872.99\n\n\nage\n130.40\n\n\nsex (male) × age\n-18.42\n\n\n\n\n\n\n\n\n\n\n\n\nShow R codebw = \n bw |> \n mutate(\n predlm2 = predict(bw_lm2)\n ) |> \n arrange(sex, age)\n\nplot1_interact = \n plot1 %+% bw +\n geom_line(aes(y = predlm2))\n\nprint(plot1_interact)\n\n\n\nFigure 2.3: Birthweight model with interaction term\n\n\n\n\n\n\n\n\n\nNow we can see that the lines aren’t parallel.\n\n\nHere’s another way we could rewrite this model (by collecting terms involving \\(S\\)):\n\\[\nE[Y|A, M] = \\beta_0 + \\beta_M M+ (\\beta_A + \\beta_{AM} M) A\n\\]\n\n\n\n\n\n\nNote\n\n\n\nIf you want to understand a coefficient in a model with interactions, collect terms for the corresponding variable, and you will see what other variables are interacting with the variable you are interested in.\n\n\n\nIn this case, the coefficient \\(S\\) is interacting with \\(A\\). So the slope of \\(Y\\) with respect to \\(A\\) depends on the value of \\(M\\).\nAccording to this model, there is no such thing as “the slope of birthweight with respect to age”. There are two slopes, one for each sex.3 We can only talk about “the slope of birthweight with respect to age among males” and “the slope of birthweight with respect to age among females”.\nThen: that coefficient is the difference in means per unit change in its corresponding coefficient, when the other collected variables are set to 0.\n\n\n\nTo learn what this model is assuming, let’s plug in a few values.\n\n\nExercise 2.4 According to this model, what’s the mean birthweight for a female born at 36 weeks?\n\n\n\nSolution.  \n\nShow R codepred_female = coef(bw_lm2)[\"(Intercept)\"] + coef(bw_lm2)[\"age\"]*36\n\n\n\\[\nE[Y|A = 0, X_2 = 36] =\n\\beta_0 + \\beta_M \\cdot 0+ \\beta_A \\cdot 36 + \\beta_{AM} \\cdot (0 * 36)\n= 2552.73333333\n\\]\n\n\n\nExercise 2.5 What’s the mean birthweight for a male born at 36 weeks?\n\n\n\nSolution.  \n\nShow R codepred_male = \n coef(bw_lm2)[\"(Intercept)\"] + \n coef(bw_lm2)[\"sexmale\"] + \n coef(bw_lm2)[\"age\"]*36 + \n coef(bw_lm2)[\"sexmale:age\"] * 36\n\n\n\\[\n\\begin{aligned}\nE[Y|A = 0, X_2 = 36]\n&= \\beta_0 + \\beta_M \\cdot 1+ \\beta_A \\cdot 36 + \\beta_{AM} \\cdot 1 \\cdot 36\\\\\n&= 2762.70689655\n\\end{aligned}\n\\]\n\n\n\nExercise 2.6 What’s the difference in mean birthweights between males born at 36 weeks and females born at 36 weeks?\n\n\n\nSolution. \\[\n\\begin{aligned}\n& E[Y|M = 1, A = 36] - E[Y|M = 0, A = 36]\\\\\n&= (\\beta_0 + \\beta_M \\cdot 1+ \\beta_A \\cdot 36 + \\beta_{AM} \\cdot 1 \\cdot 36)\\\\\n&\\ \\ \\ \\ \\ -(\\beta_0 + \\beta_M \\cdot 0+ \\beta_A \\cdot 36 + \\beta_{AM} \\cdot 0 \\cdot 36) \\\\\n&= \\beta_{S} + \\beta_{AM}\\cdot 36\\\\\n&= 209.97356322\n\\end{aligned}\n\\]\n\n\nNote that age now does show up in the difference: in other words, according to this model, the difference in mean birthweights between females and males with the same gestational age can vary by gestational age.\nThat’s how the lines in the graph ended up non-parallel.\n\n\n2.2.4 Stratified regression\n\nWe could re-write the interaction model as a stratified model, with a slope and intercept for each sex:\n\n\\[\n\\mathbb{E}\\left[Y|A=a, S=s\\right] =\n\\beta_M m + \\beta_{AM} (a \\cdot m) +\n\\beta_F f + \\beta_{AF} (a \\cdot f)\n\\tag{2.3}\\]\nCompare this stratified model with our interaction model, Equation 2.2:\n\\[\n\\mathbb{E}\\left[Y|A=a, S=s\\right] =\n\\beta_0 + \\beta_A a + \\beta_M m + \\beta_{AM} (a \\cdot m)\n\\]\n\nIn the stratified model, the intercept term \\(\\beta_0\\) has been relabeled as \\(\\beta_F\\).\n\n\nShow R codebw_lm2 = lm(weight ~ sex + age + sex:age, data = bw)\nbw_lm2 |> \n parameters() |>\n print_md(\n include_reference = TRUE,\n # show_sigma = TRUE,\n select = \"{estimate}\")\n\n\nTable 2.6: Birthweight model with interaction term\n\n\n\n\nParameter\nEstimate\n\n\n\n(Intercept)\n-2141.67\n\n\nsex (female)\n0.00\n\n\nsex (male)\n872.99\n\n\nage\n130.40\n\n\nsex (male) × age\n-18.42\n\n\n\n\n\n\n\n\n\n\n\n\nShow R codebw_lm_strat = \n bw |> \n lm(\n formula = weight ~ sex + sex:age - 1, \n data = _)\n\nbw_lm_strat |> \n parameters() |>\n print_md(\n # show_sigma = TRUE,\n select = \"{estimate}\")\n\n\nTable 2.7: Birthweight model - stratified betas\n\n\n\n\nParameter\nEstimate\n\n\n\nsex (female)\n-2141.67\n\n\nsex (male)\n-1268.67\n\n\nsex (female) × age\n130.40\n\n\nsex (male) × age\n111.98\n\n\n\n\n\n\n\n\n\n\n2.2.5 Curved-line regression\n\nIf we transform some of our covariates (\\(X\\)s) and plot the resulting model on the original covariate scale, we end up with curved regression lines:\n\n\nShow R codebw_lm3 = lm(weight ~ sex:log(age) - 1, data = bw)\nlibrary(palmerpenguins)\n\nggpenguins <- \n palmerpenguins::penguins |> \n dplyr::filter(species == \"Adelie\") |> \n ggplot(\n aes(x = bill_length_mm , y = body_mass_g)) +\n geom_point() + \n xlab(\"Bill length (mm)\") + \n ylab(\"Body mass (g)\")\n\nggpenguins2 = ggpenguins +\n stat_smooth(\n method = \"lm\",\n formula = y ~ log(x),\n geom = \"smooth\") +\n xlab(\"Bill length (mm)\") + \n ylab(\"Body mass (g)\")\n\n\nggpenguins2 |> print()\n\n\n\nFigure 2.4: palmerpenguins model with bill_length entering on log scale", + "text": "2.2 Understanding Gaussian Linear Regression Models\n\n2.2.1 Motivating example: birthweights and gestational age\nSuppose we want to learn about the distributions of birthweights (outcome \\(Y\\)) for (human) babies born at different gestational ages (covariate \\(A\\)) and with different chromosomal sexes (covariate \\(S\\)) (Dobson and Barnett (2018) Example 2.2.2).\n\n\nData as table\nReshape data for graphing\nData as graph\n\n\n\n\nShow R codelibrary(dobson)\ndata(\"birthweight\", package = \"dobson\")\nbirthweight |> knitr::kable()\n\n\nTable 2.1: birthweight data (Dobson and Barnett (2018) Example 2.2.2)\n\n\n\n\n\n\n\n\n\n\nboys gestational age\nboys weight\ngirls gestational age\ngirls weight\n\n\n\n40\n2968\n40\n3317\n\n\n38\n2795\n36\n2729\n\n\n40\n3163\n40\n2935\n\n\n35\n2925\n38\n2754\n\n\n36\n2625\n42\n3210\n\n\n37\n2847\n39\n2817\n\n\n41\n3292\n40\n3126\n\n\n40\n3473\n37\n2539\n\n\n37\n2628\n36\n2412\n\n\n38\n3176\n38\n2991\n\n\n40\n3421\n39\n2875\n\n\n38\n2975\n40\n3231\n\n\n\n\n\n\n\n\n\n\n\nShow R codebw = \n birthweight |> \n pivot_longer(\n cols = everything(),\n names_to = c(\"sex\", \".value\"),\n names_sep = \"s \"\n ) |> \n rename(age = `gestational age`) |> \n mutate(\n sex = sex |> \n case_match(\n \"boy\" ~ \"male\",\n \"girl\" ~ \"female\") |> \n factor(levels = c(\"female\", \"male\")))\n\nbw\n\n\nTable 2.2: birthweight data reshaped\n\n\n\n \n\n\n\n\n\n\n\n\n\nShow R codeplot1 = bw |> \n ggplot(aes(\n x = age, \n y = weight,\n linetype = sex,\n shape = sex,\n col = sex)) +\n theme_bw() +\n xlab(\"Gestational age (weeks)\") +\n ylab(\"Birthweight (grams)\") +\n theme(legend.position = \"bottom\") +\n # expand_limits(y = 0, x = 0) +\n geom_point(alpha = .7)\nprint(plot1 + facet_wrap(~ sex))\n\n\n\nFigure 2.1: birthweight data (Dobson and Barnett (2018) Example 2.2.2)\n\n\n\n\n\n\n\n\n\n\n\nData notation\nLet’s define some notation to represent this data.\n\n\\(Y\\): birthweight (measured in grams)\n\\(S\\): chromosomal sex: “male” (XY) or “female” (XX)\n\\(M\\): indicator variable for \\(S\\) = “male”1\n\\(M = 0\\) if female (XX)\n\\(M = 1\\) if male (XY)\n\\(F\\): indicator variable for \\(S\\) = “female”2\n\\(F = 1\\) if female (XX)\n\\(F = 0\\) if male (XY)\n\\(A\\): estimated gestational age at birth (measured in weeks).\n\n\n\n\n\n\n\nNote\n\n\n\nFemale is the reference level for the categorical variable \\(S\\) (chromosomal sex) and corresponding indicator variable \\(M\\) . The choice of a reference level is arbitrary and does not limit what we can do with the resulting model; it only makes it more computationally convenient to make inferences about comparisons involving that reference group.\n\n\n\n2.2.2 Parallel lines regression\nWe don’t have enough data to model the distribution of birth weight separately for each combination of gestational age and sex, so let’s instead consider a (relatively) simple model for how that distribution varies with gestational age and sex:\n\\[p(Y=y|A=a,S=s) \\ \\sim_{\\text{iid}}\\ N(\\mu(a,s), \\sigma^2)\\]\n\\[\n\\begin{aligned}\n\\mu(a,s)\n&\\stackrel{\\text{def}}{=}\\mathbb{E}\\left[Y|A=a, S=s\\right] \\\\\n&= \\beta_0 + \\beta_A a+ \\beta_M m\n\\end{aligned}\n\\tag{2.1}\\]\n\nTable 2.3 shows the parameter estimates from R. Figure 2.2 shows the estimated model, superimposed on the data.\n\n\nShow R codebw_lm1 = lm(\n formula = weight ~ sex + age, \n data = bw)\n\nbw_lm1 |> \n parameters() |>\n print_md(\n include_reference = TRUE,\n # show_sigma = TRUE,\n select = \"{estimate}\")\n\n\nTable 2.3: Estimate of Model 2.1 for birthweight data\n\n\n\n\nParameter\nEstimate\n\n\n\n(Intercept)\n-1773.32\n\n\nsex (female)\n0.00\n\n\nsex (male)\n163.04\n\n\nage\n120.89\n\n\n\n\n\n\n\n\n\n\n\n\nShow R codebw = \n bw |> \n mutate(`E[Y|X=x]` = fitted(bw_lm1)) |> \n arrange(sex, age)\n\nplot2 = \n plot1 %+% bw +\n geom_line(aes(y = `E[Y|X=x]`))\n\nprint(plot2)\n\n\n\nFigure 2.2: Parallel-slopes model of birthweight\n\n\n\n\n\n\n\n\n\nModel assumptions and predictions\n\nTo learn what this model is assuming, let’s plug in a few values.\n\n\nExercise 2.1 According to this model, what’s the mean birthweight for a female born at 36 weeks?\n\n\nTable 2.4: Estimated coefficients for model 2.1\n\nShow R codecoef(bw_lm1)\n#> (Intercept) sexmale age \n#> -1773.3 163.0 120.9\n\n\n\n\n\n\n\nSolution.  \n\nShow R codepred_female = coef(bw_lm1)[\"(Intercept)\"] + coef(bw_lm1)[\"age\"]*36\ncoef(bw_lm1)\n#> (Intercept) sexmale age \n#> -1773.3 163.0 120.9\n# print(pred_female)\n### built-in prediction: \n# predict(bw_lm1, newdata = tibble(sex = \"female\", age = 36))\n\n\n\\[\n\\begin{aligned}\nE[Y|A = 0, A = 36]\n&= \\beta_0 + \\beta_M \\cdot 0+ \\beta_A \\cdot 36 \\\\\n&= 2578.8739\n\\end{aligned}\n\\]\n\n\n\nExercise 2.2 What’s the mean birthweight for a male born at 36 weeks?\n\nShow R codecoef(bw_lm1)\n#> (Intercept) sexmale age \n#> -1773.3 163.0 120.9\n\n\n\n\n\nSolution.  \n\nShow R codepred_male = \n coef(bw_lm1)[\"(Intercept)\"] + \n coef(bw_lm1)[\"sexmale\"] + \n coef(bw_lm1)[\"age\"]*36\ncoef(bw_lm1)\n#> (Intercept) sexmale age \n#> -1773.3 163.0 120.9\n\n\n\\[\n\\begin{aligned}\nE[Y|M = 1, A = 36]\n&= \\beta_0 + \\beta_M \\cdot 1+ \\beta_A \\cdot 36 \\\\\n&= 2741.9132\n\\end{aligned}\n\\]\n\n\n\nExercise 2.3 What’s the difference in mean birthweights between males born at 36 weeks and females born at 36 weeks?\n\n\nShow R codecoef(bw_lm1)\n#> (Intercept) sexmale age \n#> -1773.3 163.0 120.9\n\n\n\n\nSolution. \\[\n\\begin{aligned}\n& E[Y|M = 1, A = 36] - E[Y|M = 0, A = 36]\\\\\n&=\n2741.9132 - 2578.8739\\\\\n&=\n163.0393\n\\end{aligned}\n\\]\nShortcut:\n\\[\n\\begin{aligned}\n& E[Y|M = 1, A = 36] - E[Y|M = 0, A = 36]\\\\\n&= (\\beta_0 + \\beta_M \\cdot 1+ \\beta_A \\cdot 36) -\n(\\beta_0 + \\beta_M \\cdot 0+ \\beta_A \\cdot 36) \\\\\n&= \\beta_M \\\\\n&= 163.0393\n\\end{aligned}\n\\]\n\n\nNote that age doesn’t show up in this difference: in other words, according to this model, the difference between females and males with the same gestational age is the same for every age.\nThat’s an assumption of the model; it’s built-in to the parametric structure, even before we plug in the estimated values of those parameters.\nThat’s why the lines are parallel.\n\n\n2.2.3 Interactions\n\nWhat if we don’t like that parallel lines assumption?\nThen we need to allow an “interaction” between age \\(A\\) and sex \\(S\\):\n\n\\[\nE[Y|A=a, S=s] = \\beta_0 + \\beta_A a+ \\beta_M m + \\beta_{AM} (a \\cdot m)\n\\tag{2.2}\\]\n\nNow, the slope of mean birthweight \\(E[Y|A,S]\\) with respect to gestational age \\(A\\) depends on the value of sex \\(S\\).\n\n\n\nShow R codebw_lm2 = lm(weight ~ sex + age + sex:age, data = bw)\nbw_lm2 |> \n parameters() |>\n print_md(\n include_reference = TRUE,\n # show_sigma = TRUE,\n select = \"{estimate}\")\n\n\nTable 2.5: Birthweight model with interaction term\n\n\n\n\nParameter\nEstimate\n\n\n\n(Intercept)\n-2141.67\n\n\nsex (female)\n0.00\n\n\nsex (male)\n872.99\n\n\nage\n130.40\n\n\nsex (male) × age\n-18.42\n\n\n\n\n\n\n\n\n\n\n\n\nShow R codebw = \n bw |> \n mutate(\n predlm2 = predict(bw_lm2)\n ) |> \n arrange(sex, age)\n\nplot1_interact = \n plot1 %+% bw +\n geom_line(aes(y = predlm2))\n\nprint(plot1_interact)\n\n\n\nFigure 2.3: Birthweight model with interaction term\n\n\n\n\n\n\n\n\n\nNow we can see that the lines aren’t parallel.\n\n\nHere’s another way we could rewrite this model (by collecting terms involving \\(S\\)):\n\\[\nE[Y|A, M] = \\beta_0 + \\beta_M M+ (\\beta_A + \\beta_{AM} M) A\n\\]\n\n\n\n\n\n\nNote\n\n\n\nIf you want to understand a coefficient in a model with interactions, collect terms for the corresponding variable, and you will see what other variables are interacting with the variable you are interested in.\n\n\n\nIn this case, the coefficient \\(S\\) is interacting with \\(A\\). So the slope of \\(Y\\) with respect to \\(A\\) depends on the value of \\(M\\).\nAccording to this model, there is no such thing as “the slope of birthweight with respect to age”. There are two slopes, one for each sex.3 We can only talk about “the slope of birthweight with respect to age among males” and “the slope of birthweight with respect to age among females”.\nThen: that coefficient is the difference in means per unit change in its corresponding coefficient, when the other collected variables are set to 0.\n\n\n\nTo learn what this model is assuming, let’s plug in a few values.\n\n\nExercise 2.4 According to this model, what’s the mean birthweight for a female born at 36 weeks?\n\n\n\nSolution.  \n\nShow R codepred_female = coef(bw_lm2)[\"(Intercept)\"] + coef(bw_lm2)[\"age\"]*36\n\n\n\\[\nE[Y|A = 0, X_2 = 36] =\n\\beta_0 + \\beta_M \\cdot 0+ \\beta_A \\cdot 36 + \\beta_{AM} \\cdot (0 * 36)\n= 2552.7333\n\\]\n\n\n\nExercise 2.5 What’s the mean birthweight for a male born at 36 weeks?\n\n\n\nSolution.  \n\nShow R codepred_male = \n coef(bw_lm2)[\"(Intercept)\"] + \n coef(bw_lm2)[\"sexmale\"] + \n coef(bw_lm2)[\"age\"]*36 + \n coef(bw_lm2)[\"sexmale:age\"] * 36\n\n\n\\[\n\\begin{aligned}\nE[Y|A = 0, X_2 = 36]\n&= \\beta_0 + \\beta_M \\cdot 1+ \\beta_A \\cdot 36 + \\beta_{AM} \\cdot 1 \\cdot 36\\\\\n&= 2762.7069\n\\end{aligned}\n\\]\n\n\n\nExercise 2.6 What’s the difference in mean birthweights between males born at 36 weeks and females born at 36 weeks?\n\n\n\nSolution. \\[\n\\begin{aligned}\n& E[Y|M = 1, A = 36] - E[Y|M = 0, A = 36]\\\\\n&= (\\beta_0 + \\beta_M \\cdot 1+ \\beta_A \\cdot 36 + \\beta_{AM} \\cdot 1 \\cdot 36)\\\\\n&\\ \\ \\ \\ \\ -(\\beta_0 + \\beta_M \\cdot 0+ \\beta_A \\cdot 36 + \\beta_{AM} \\cdot 0 \\cdot 36) \\\\\n&= \\beta_{S} + \\beta_{AM}\\cdot 36\\\\\n&= 209.9736\n\\end{aligned}\n\\]\n\n\nNote that age now does show up in the difference: in other words, according to this model, the difference in mean birthweights between females and males with the same gestational age can vary by gestational age.\nThat’s how the lines in the graph ended up non-parallel.\n\n\n2.2.4 Stratified regression\n\nWe could re-write the interaction model as a stratified model, with a slope and intercept for each sex:\n\n\\[\n\\mathbb{E}\\left[Y|A=a, S=s\\right] =\n\\beta_M m + \\beta_{AM} (a \\cdot m) +\n\\beta_F f + \\beta_{AF} (a \\cdot f)\n\\tag{2.3}\\]\nCompare this stratified model with our interaction model, Equation 2.2:\n\\[\n\\mathbb{E}\\left[Y|A=a, S=s\\right] =\n\\beta_0 + \\beta_A a + \\beta_M m + \\beta_{AM} (a \\cdot m)\n\\]\n\nIn the stratified model, the intercept term \\(\\beta_0\\) has been relabeled as \\(\\beta_F\\).\n\n\nShow R codebw_lm2 = lm(weight ~ sex + age + sex:age, data = bw)\nbw_lm2 |> \n parameters() |>\n print_md(\n include_reference = TRUE,\n # show_sigma = TRUE,\n select = \"{estimate}\")\n\n\nTable 2.6: Birthweight model with interaction term\n\n\n\n\nParameter\nEstimate\n\n\n\n(Intercept)\n-2141.67\n\n\nsex (female)\n0.00\n\n\nsex (male)\n872.99\n\n\nage\n130.40\n\n\nsex (male) × age\n-18.42\n\n\n\n\n\n\n\n\n\n\n\n\nShow R codebw_lm_strat = \n bw |> \n lm(\n formula = weight ~ sex + sex:age - 1, \n data = _)\n\nbw_lm_strat |> \n parameters() |>\n print_md(\n # show_sigma = TRUE,\n select = \"{estimate}\")\n\n\nTable 2.7: Birthweight model - stratified betas\n\n\n\n\nParameter\nEstimate\n\n\n\nsex (female)\n-2141.67\n\n\nsex (male)\n-1268.67\n\n\nsex (female) × age\n130.40\n\n\nsex (male) × age\n111.98\n\n\n\n\n\n\n\n\n\n\n2.2.5 Curved-line regression\n\nIf we transform some of our covariates (\\(X\\)s) and plot the resulting model on the original covariate scale, we end up with curved regression lines:\n\n\nShow R codebw_lm3 = lm(weight ~ sex:log(age) - 1, data = bw)\nlibrary(palmerpenguins)\n\nggpenguins <- \n palmerpenguins::penguins |> \n dplyr::filter(species == \"Adelie\") |> \n ggplot(\n aes(x = bill_length_mm , y = body_mass_g)) +\n geom_point() + \n xlab(\"Bill length (mm)\") + \n ylab(\"Body mass (g)\")\n\nggpenguins2 = ggpenguins +\n stat_smooth(\n method = \"lm\",\n formula = y ~ log(x),\n geom = \"smooth\") +\n xlab(\"Bill length (mm)\") + \n ylab(\"Body mass (g)\")\n\n\nggpenguins2 |> print()\n\n\n\nFigure 2.4: palmerpenguins model with bill_length entering on log scale", "crumbs": [ "Generalized Linear Models", "2  Linear (Gaussian) Models" @@ -138,7 +138,7 @@ "href": "Linear-models-overview.html#sec-infer-LMs", "title": "\n2  Linear (Gaussian) Models\n", "section": "\n2.4 Inference about Gaussian Linear Regression Models", - "text": "2.4 Inference about Gaussian Linear Regression Models\n\n2.4.1 Motivating example: birthweight data\nResearch question: is there really an interaction between sex and age?\n\\(H_0: \\beta_{AM} = 0\\)\n\\(H_A: \\beta_{AM} \\neq 0\\)\n\\(P(|\\hat\\beta_{AM}| > |-18.41724138| \\mid H_0)\\) = ?\n\n2.4.2 Wald tests and CIs\nR can give you Wald tests for single coefficients and corresponding CIs:\n\nShow R code\nbw_lm2 |> \n parameters() |>\n print_md(\n include_reference = TRUE)\n\n\n\n\n\n\n\n\n\n\n\nParameter\nCoefficient\nSE\n95% CI\nt(20)\np\n\n\n\n(Intercept)\n-2141.67\n1163.60\n(-4568.90, 285.56)\n-1.84\n0.081\n\n\nsex (female)\n0.00\n\n\n\n\n\n\nsex (male)\n872.99\n1611.33\n(-2488.18, 4234.17)\n0.54\n0.594\n\n\nage\n130.40\n30.00\n(67.82, 192.98)\n4.35\n< .001\n\n\nsex (male) × age\n-18.42\n41.76\n(-105.52, 68.68)\n-0.44\n0.664\n\n\n\n\n\nTo understand what’s happening, let’s replicate these results by hand for the interaction term.\n\n2.4.3 P-values\n\nShow R codebw_lm2 |> \n parameters(keep = \"sexmale:age\") |>\n print_md(\n include_reference = TRUE)\n\n\n\n\n\n\n\n\n\n\n\nParameter\nCoefficient\nSE\n95% CI\nt(20)\np\n\n\nsex (male) × age\n-18.42\n41.76\n(-105.52, 68.68)\n-0.44\n0.664\n\n\n\n\n\nShow R codebeta_hat = coef(summary(bw_lm2))[\"sexmale:age\", \"Estimate\"]\nse_hat = coef(summary(bw_lm2))[\"sexmale:age\", \"Std. Error\"]\ndfresid = bw_lm2$df.residual\nt_stat = abs(beta_hat)/se_hat\npval_t = \n pt(-t_stat, df = dfresid, lower.tail = TRUE) +\n pt(t_stat, df = dfresid, lower.tail = FALSE)\n\n\n\\[\n\\begin{aligned}\n&P\\left(\n| \\hat \\beta_{AM} | >\n| -18.41724138| \\middle| H_0\n\\right)\n\\\\\n&= \\Pr \\left(\n\\left| \\frac{\\hat\\beta_{AM}}{\\hat{SE}(\\hat\\beta_{AM})} \\right| >\n\\left| \\frac{-18.41724138}{41.75581745} \\right| \\middle| H_0\n\\right)\\\\\n&= \\Pr \\left(\n\\left| T_{20} \\right| > 0.44107007 | H_0\n\\right)\\\\\n&= 0.66389342\n\\end{aligned}\n\\]\n\nThis matches the result in the table above.\n\n\n2.4.4 Confidence intervals\n\nShow R codebw_lm2 |> \n parameters(keep = \"sexmale:age\") |>\n print_md(\n include_reference = TRUE)\n\n\n\n\n\n\n\n\n\n\n\nParameter\nCoefficient\nSE\n95% CI\nt(20)\np\n\n\nsex (male) × age\n-18.42\n41.76\n(-105.52, 68.68)\n-0.44\n0.664\n\n\n\n\n\nShow R codeq_t = qt(\n p = 0.975, \n df = dfresid, \n lower.tail = TRUE)\n\nq_t = qt(\n p = 0.025, \n df = dfresid, \n lower.tail = TRUE)\n\n\nconfint_radius_t = \n se_hat * q_t\n\nconfint_t = beta_hat + c(-1,1) * confint_radius_t\n\nprint(confint_t)\n#> [1] 68.68 -105.52\n\n\n\nThis also matches.\n\n\n2.4.5 Gaussian approximations\nHere are the asymptotic (Gaussian approximation) equivalents:\n\n2.4.6 P-values\n\nShow R codebw_lm2 |> \n parameters(keep = \"sexmale:age\") |>\n print_md(\n include_reference = TRUE)\n\n\n\n\n\n\n\n\n\n\n\nParameter\nCoefficient\nSE\n95% CI\nt(20)\np\n\n\nsex (male) × age\n-18.42\n41.76\n(-105.52, 68.68)\n-0.44\n0.664\n\n\n\n\n\nShow R codepval_z = pnorm(abs(t_stat), lower = FALSE) * 2\n\nprint(pval_z)\n#> [1] 0.6592\n\n\n\n2.4.7 Confidence intervals\n\nShow R codebw_lm2 |> \n parameters(keep = \"sexmale:age\") |>\n print_md(\n include_reference = TRUE)\n\n\n\n\n\n\n\n\n\n\n\nParameter\nCoefficient\nSE\n95% CI\nt(20)\np\n\n\nsex (male) × age\n-18.42\n41.76\n(-105.52, 68.68)\n-0.44\n0.664\n\n\n\n\n\nShow R codeconfint_radius_z = se_hat * qnorm(0.975, lower = TRUE)\nconfint_z = \n beta_hat + c(-1,1) * confint_radius_z\nprint(confint_z)\n#> [1] -100.26 63.42\n\n\n\n2.4.8 Likelihood ratio statistics\n\nShow R code\nlogLik(bw_lm2)\n#> 'log Lik.' -156.6 (df=5)\nlogLik(bw_lm1)\n#> 'log Lik.' -156.7 (df=4)\n\nlLR = (logLik(bw_lm2) - logLik(bw_lm1)) |> as.numeric()\ndelta_df = (bw_lm1$df.residual - df.residual(bw_lm2))\n\n\nx_max = 1\n\n\n\n\nShow R coded_lLR = function(x, df = delta_df) dchisq(x, df = df)\n\nchisq_plot = \n ggplot() + \n geom_function(fun = d_lLR) +\n stat_function( fun = d_lLR, xlim = c(lLR, x_max), geom = \"area\", fill = \"gray\") +\n geom_segment(aes(x = lLR, xend = lLR, y = 0, yend = d_lLR(lLR)), col = \"red\") + \n xlim(0.0001,x_max) + \n ylim(0,4) + \n ylab(\"p(X=x)\") + \n xlab(\"log(likelihood ratio) statistic [x]\") +\n theme_classic()\nchisq_plot |> print()\n\n\n\nFigure 2.5: Chi-square distribution\n\n\n\n\n\n\n\n\nNow we can get the p-value:\n\nShow R codepchisq(\n q = 2*lLR, \n df = delta_df, \n lower = FALSE) |> \n print()\n#> [1] 0.6298\n\n\n\nIn practice you don’t have to do this by hand; there are functions to do it for you:\n\nShow R code\n# built in\nlibrary(lmtest)\nlrtest(bw_lm2, bw_lm1)\n\n\n\n#Df\nLogLik\nDf\nChisq\nPr(>Chisq)\n\n\n\n5\n-156.6\nNA\nNA\nNA\n\n\n4\n-156.7\n-1\n0.2323\n0.6298", + "text": "2.4 Inference about Gaussian Linear Regression Models\n\n2.4.1 Motivating example: birthweight data\nResearch question: is there really an interaction between sex and age?\n\\(H_0: \\beta_{AM} = 0\\)\n\\(H_A: \\beta_{AM} \\neq 0\\)\n\\(P(|\\hat\\beta_{AM}| > |-18.4172| \\mid H_0)\\) = ?\n\n2.4.2 Wald tests and CIs\nR can give you Wald tests for single coefficients and corresponding CIs:\n\nShow R code\nbw_lm2 |> \n parameters() |>\n print_md(\n include_reference = TRUE)\n\n\n\n\n\n\n\n\n\n\n\nParameter\nCoefficient\nSE\n95% CI\nt(20)\np\n\n\n\n(Intercept)\n-2141.67\n1163.60\n(-4568.90, 285.56)\n-1.84\n0.081\n\n\nsex (female)\n0.00\n\n\n\n\n\n\nsex (male)\n872.99\n1611.33\n(-2488.18, 4234.17)\n0.54\n0.594\n\n\nage\n130.40\n30.00\n(67.82, 192.98)\n4.35\n< .001\n\n\nsex (male) × age\n-18.42\n41.76\n(-105.52, 68.68)\n-0.44\n0.664\n\n\n\n\n\nTo understand what’s happening, let’s replicate these results by hand for the interaction term.\n\n2.4.3 P-values\n\nShow R codebw_lm2 |> \n parameters(keep = \"sexmale:age\") |>\n print_md(\n include_reference = TRUE)\n\n\n\n\n\n\n\n\n\n\n\nParameter\nCoefficient\nSE\n95% CI\nt(20)\np\n\n\nsex (male) × age\n-18.42\n41.76\n(-105.52, 68.68)\n-0.44\n0.664\n\n\n\n\n\nShow R codebeta_hat = coef(summary(bw_lm2))[\"sexmale:age\", \"Estimate\"]\nse_hat = coef(summary(bw_lm2))[\"sexmale:age\", \"Std. Error\"]\ndfresid = bw_lm2$df.residual\nt_stat = abs(beta_hat)/se_hat\npval_t = \n pt(-t_stat, df = dfresid, lower.tail = TRUE) +\n pt(t_stat, df = dfresid, lower.tail = FALSE)\n\n\n\\[\n\\begin{aligned}\n&P\\left(\n| \\hat \\beta_{AM} | >\n| -18.4172| \\middle| H_0\n\\right)\n\\\\\n&= \\Pr \\left(\n\\left| \\frac{\\hat\\beta_{AM}}{\\hat{SE}(\\hat\\beta_{AM})} \\right| >\n\\left| \\frac{-18.4172}{41.7558} \\right| \\middle| H_0\n\\right)\\\\\n&= \\Pr \\left(\n\\left| T_{20} \\right| > 0.4411 | H_0\n\\right)\\\\\n&= 0.6639\n\\end{aligned}\n\\]\n\nThis matches the result in the table above.\n\n\n2.4.4 Confidence intervals\n\nShow R codebw_lm2 |> \n parameters(keep = \"sexmale:age\") |>\n print_md(\n include_reference = TRUE)\n\n\n\n\n\n\n\n\n\n\n\nParameter\nCoefficient\nSE\n95% CI\nt(20)\np\n\n\nsex (male) × age\n-18.42\n41.76\n(-105.52, 68.68)\n-0.44\n0.664\n\n\n\n\n\nShow R codeq_t = qt(\n p = 0.975, \n df = dfresid, \n lower.tail = TRUE)\n\nq_t = qt(\n p = 0.025, \n df = dfresid, \n lower.tail = TRUE)\n\n\nconfint_radius_t = \n se_hat * q_t\n\nconfint_t = beta_hat + c(-1,1) * confint_radius_t\n\nprint(confint_t)\n#> [1] 68.68 -105.52\n\n\n\nThis also matches.\n\n\n2.4.5 Gaussian approximations\nHere are the asymptotic (Gaussian approximation) equivalents:\n\n2.4.6 P-values\n\nShow R codebw_lm2 |> \n parameters(keep = \"sexmale:age\") |>\n print_md(\n include_reference = TRUE)\n\n\n\n\n\n\n\n\n\n\n\nParameter\nCoefficient\nSE\n95% CI\nt(20)\np\n\n\nsex (male) × age\n-18.42\n41.76\n(-105.52, 68.68)\n-0.44\n0.664\n\n\n\n\n\nShow R codepval_z = pnorm(abs(t_stat), lower = FALSE) * 2\n\nprint(pval_z)\n#> [1] 0.6592\n\n\n\n2.4.7 Confidence intervals\n\nShow R codebw_lm2 |> \n parameters(keep = \"sexmale:age\") |>\n print_md(\n include_reference = TRUE)\n\n\n\n\n\n\n\n\n\n\n\nParameter\nCoefficient\nSE\n95% CI\nt(20)\np\n\n\nsex (male) × age\n-18.42\n41.76\n(-105.52, 68.68)\n-0.44\n0.664\n\n\n\n\n\nShow R codeconfint_radius_z = se_hat * qnorm(0.975, lower = TRUE)\nconfint_z = \n beta_hat + c(-1,1) * confint_radius_z\nprint(confint_z)\n#> [1] -100.26 63.42\n\n\n\n2.4.8 Likelihood ratio statistics\n\nShow R code\nlogLik(bw_lm2)\n#> 'log Lik.' -156.6 (df=5)\nlogLik(bw_lm1)\n#> 'log Lik.' -156.7 (df=4)\n\nlLR = (logLik(bw_lm2) - logLik(bw_lm1)) |> as.numeric()\ndelta_df = (bw_lm1$df.residual - df.residual(bw_lm2))\n\n\nx_max = 1\n\n\n\n\nShow R coded_lLR = function(x, df = delta_df) dchisq(x, df = df)\n\nchisq_plot = \n ggplot() + \n geom_function(fun = d_lLR) +\n stat_function( fun = d_lLR, xlim = c(lLR, x_max), geom = \"area\", fill = \"gray\") +\n geom_segment(aes(x = lLR, xend = lLR, y = 0, yend = d_lLR(lLR)), col = \"red\") + \n xlim(0.0001,x_max) + \n ylim(0,4) + \n ylab(\"p(X=x)\") + \n xlab(\"log(likelihood ratio) statistic [x]\") +\n theme_classic()\nchisq_plot |> print()\n\n\n\nFigure 2.5: Chi-square distribution\n\n\n\n\n\n\n\n\nNow we can get the p-value:\n\nShow R codepchisq(\n q = 2*lLR, \n df = delta_df, \n lower = FALSE) |> \n print()\n#> [1] 0.6298\n\n\n\nIn practice you don’t have to do this by hand; there are functions to do it for you:\n\nShow R code\n# built in\nlibrary(lmtest)\nlrtest(bw_lm2, bw_lm1)\n\n\n\n#Df\nLogLik\nDf\nChisq\nPr(>Chisq)\n\n\n\n5\n-156.6\nNA\nNA\nNA\n\n\n4\n-156.7\n-1\n0.2323\n0.6298", "crumbs": [ "Generalized Linear Models", "2  Linear (Gaussian) Models" @@ -149,7 +149,7 @@ "href": "Linear-models-overview.html#goodness-of-fit", "title": "\n2  Linear (Gaussian) Models\n", "section": "\n2.5 Goodness of fit", - "text": "2.5 Goodness of fit\n\n2.5.1 AIC and BIC\n\nWhen we use likelihood ratio tests, we are comparing how well different models fit the data.\nLikelihood ratio tests require “nested” models: one must be a special case of the other.\nIf we have non-nested models, we can instead use the Akaike Information Criterion (AIC) or Bayesian Information Criterion (BIC):\n\n\nAIC = \\(-2 * \\ell(\\hat\\theta) + 2 * p\\)\nBIC = \\(-2 * \\ell(\\hat\\theta) + p * \\text{log}(n)\\)\n\nwhere \\(\\ell\\) is the log-likelihood of the data evaluated using the parameter estimates \\(\\hat\\theta\\), \\(p\\) is the number of estimated parameters in the model (including \\(\\hat\\sigma^2\\)), and \\(n\\) is the number of observations.\nYou can calculate these criteria using the logLik() function, or use the built-in R functions:\nAIC in R\n\nShow R code\n-2 * logLik(bw_lm2) |> as.numeric() + \n 2*(length(coef(bw_lm2))+1) # sigma counts as a parameter here\n#> [1] 323.2\n\nAIC(bw_lm2)\n#> [1] 323.2\n\n\nBIC in R\n\nShow R code\n-2 * logLik(bw_lm2) |> as.numeric() + \n (length(coef(bw_lm2))+1) * log(nobs(bw_lm2))\n#> [1] 329\n\nBIC(bw_lm2)\n#> [1] 329\n\n\nLarge values of AIC and BIC are worse than small values. There are no hypothesis tests or p-values associated with these criteria.\n\n2.5.2 (Residual) Deviance\nLet \\(q\\) be the number of distinct covariate combinations in a data set.\n\nShow R codebw.X.unique = \n bw |> \n count(sex, age)\n\nn_unique.bw = nrow(bw.X.unique)\n\n\nFor example, in the birthweight data, there are \\(q = 12\\) unique patterns (Table 2.9).\n\nShow R codebw.X.unique\n\n\nTable 2.9: Unique covariate combinations in the birthweight data, with replicate counts\n\n\n\n\nsex\nage\nn\n\n\n\nfemale\n36\n2\n\n\nfemale\n37\n1\n\n\nfemale\n38\n2\n\n\nfemale\n39\n2\n\n\nfemale\n40\n4\n\n\nfemale\n42\n1\n\n\nmale\n35\n1\n\n\nmale\n36\n1\n\n\nmale\n37\n2\n\n\nmale\n38\n3\n\n\nmale\n40\n4\n\n\nmale\n41\n1\n\n\n\n\n\n\n\n\n\n\nDefinition 2.1 (Replicates) If a given covariate pattern has more than one observation in a dataset, those observations are called replicates.\n\n\n\nExample 2.1 (Replicates in the birthweight data) In the birthweight dataset, there are 2 replicates of the combination “female, age 36” (Table 2.9).\n\n\n\nExercise 2.7 (Replicates in the birthweight data) Which covariate pattern(s) in the birthweight data has the most replicates?\n\n\n\nSolution 2.1 (Replicates in the birthweight data). Two covariate patterns are tied for most replicates: males at age 40 weeks and females at age 40 weeks. 40 weeks is the usual length for human pregnancy (Polin, Fox, and Abman (2011)), so this result makes sense.\n\nShow R codebw.X.unique |> dplyr::filter(n == max(n))\n\n\n\nsex\nage\nn\n\n\n\nfemale\n40\n4\n\n\nmale\n40\n4\n\n\n\n\n\n\n\nSaturated models\nThe most complicated model we could fit would have one parameter (a mean) for each covariate pattern, plus a variance parameter:\n\nShow R codelm_max = \n bw |> \n mutate(age = factor(age)) |> \n lm(\n formula = weight ~ sex:age - 1, \n data = _)\n\nlm_max |> \n parameters() |> \n print_md()\n\n\nTable 2.10: Saturated model for the birthweight data\n\n\n\n\n\n\n\n\n\n\n\n\nParameter\nCoefficient\nSE\n95% CI\nt(12)\np\n\n\n\nsex (male) × age35\n2925.00\n187.92\n(2515.55, 3334.45)\n15.56\n< .001\n\n\nsex (female) × age36\n2570.50\n132.88\n(2280.98, 2860.02)\n19.34\n< .001\n\n\nsex (male) × age36\n2625.00\n187.92\n(2215.55, 3034.45)\n13.97\n< .001\n\n\nsex (female) × age37\n2539.00\n187.92\n(2129.55, 2948.45)\n13.51\n< .001\n\n\nsex (male) × age37\n2737.50\n132.88\n(2447.98, 3027.02)\n20.60\n< .001\n\n\nsex (female) × age38\n2872.50\n132.88\n(2582.98, 3162.02)\n21.62\n< .001\n\n\nsex (male) × age38\n2982.00\n108.50\n(2745.60, 3218.40)\n27.48\n< .001\n\n\nsex (female) × age39\n2846.00\n132.88\n(2556.48, 3135.52)\n21.42\n< .001\n\n\nsex (female) × age40\n3152.25\n93.96\n(2947.52, 3356.98)\n33.55\n< .001\n\n\nsex (male) × age40\n3256.25\n93.96\n(3051.52, 3460.98)\n34.66\n< .001\n\n\nsex (male) × age41\n3292.00\n187.92\n(2882.55, 3701.45)\n17.52\n< .001\n\n\nsex (female) × age42\n3210.00\n187.92\n(2800.55, 3619.45)\n17.08\n< .001\n\n\n\n\n\n\n\n\nWe call this model the full, maximal, or saturated model for this dataset.\nWe can calculate the log-likelihood of this model as usual:\n\nShow R codelogLik(lm_max)\n#> 'log Lik.' -151.4 (df=13)\n\n\nWe can compare this model to our other models using chi-square tests, as usual:\n\nShow R codelrtest(lm_max, bw_lm2)\n\n\n\n#Df\nLogLik\nDf\nChisq\nPr(>Chisq)\n\n\n\n13\n-151.4\nNA\nNA\nNA\n\n\n5\n-156.6\n-8\n10.36\n0.241\n\n\n\n\n\nThe likelihood ratio statistic for this test is \\[\\lambda = 2 * (\\ell_{\\text{full}} - \\ell) = 10.35537421\\] where:\n\n\n\\(\\ell_{\\text{max}}\\) is the log-likelihood of the full model: -151.40160056\n\n\\(\\ell\\) is the log-likelihood of our comparison model (two slopes, two intercepts): -156.57928767\n\nThis statistic is called the deviance or residual deviance for our two-slopes and two-intercepts model; it tells us how much the likelihood of that model deviates from the likelihood of the maximal model.\nThe corresponding p-value tells us whether there we have enough evidence to detect that our two-slopes, two-intercepts model is a worse fit for the data than the maximal model; in other words, it tells us if there’s evidence that we missed any important patterns. (Remember, a nonsignificant p-value could mean that we didn’t miss anything and a more complicated model is unnecessary, or it could mean we just don’t have enough data to tell the difference between these models.)\n\n2.5.3 Null Deviance\nSimilarly, the least complicated model we could fit would have only one mean parameter, an intercept:\n\\[\\text E[Y|X=x] = \\beta_0\\] We can fit this model in R like so:\n\nShow R codelm0 = lm(weight ~ 1, data = bw)\n\nlm0 |> parameters() |> print_md()\n\n\n\n\n\n\n\n\n\n\n\nParameter\nCoefficient\nSE\n95% CI\nt(23)\np\n\n\n(Intercept)\n2967.67\n57.58\n(2848.56, 3086.77)\n51.54\n< .001\n\n\n\n\nThis model also has a likelihood:\n\nShow R codelogLik(lm0)\n#> 'log Lik.' -169 (df=2)\n\n\nAnd we can compare it to more complicated models using a likelihood ratio test:\n\nShow R code\nlrtest(bw_lm2, lm0)\n\n\n\n#Df\nLogLik\nDf\nChisq\nPr(>Chisq)\n\n\n\n5\n-156.6\nNA\nNA\nNA\n\n\n2\n-169.0\n-3\n24.75\n0\n\n\n\n\n\nThe likelihood ratio statistic for the test comparing the null model to the maximal model is \\[\\lambda = 2 * (\\ell_{\\text{full}} - \\ell_{0}) = 35.10673188\\] where:\n\n\n\\(\\ell_{\\text{0}}\\) is the log-likelihood of the null model: -168.9549665\n\n\\(\\ell_{\\text{full}}\\) is the log-likelihood of the maximal model: -151.40160056\n\nIn R, this test is:\n\nShow R codelrtest(lm_max, lm0)\n\n\n\n#Df\nLogLik\nDf\nChisq\nPr(>Chisq)\n\n\n\n13\n-151.4\nNA\nNA\nNA\n\n\n2\n-169.0\n-11\n35.11\n2e-04\n\n\n\n\n\nThis log-likelihood ratio statistic is called the null deviance. It tells us whether we have enough data to detect a difference between the null and full models.", + "text": "2.5 Goodness of fit\n\n2.5.1 AIC and BIC\n\nWhen we use likelihood ratio tests, we are comparing how well different models fit the data.\nLikelihood ratio tests require “nested” models: one must be a special case of the other.\nIf we have non-nested models, we can instead use the Akaike Information Criterion (AIC) or Bayesian Information Criterion (BIC):\n\n\nAIC = \\(-2 * \\ell(\\hat\\theta) + 2 * p\\)\nBIC = \\(-2 * \\ell(\\hat\\theta) + p * \\text{log}(n)\\)\n\nwhere \\(\\ell\\) is the log-likelihood of the data evaluated using the parameter estimates \\(\\hat\\theta\\), \\(p\\) is the number of estimated parameters in the model (including \\(\\hat\\sigma^2\\)), and \\(n\\) is the number of observations.\nYou can calculate these criteria using the logLik() function, or use the built-in R functions:\nAIC in R\n\nShow R code\n-2 * logLik(bw_lm2) |> as.numeric() + \n 2*(length(coef(bw_lm2))+1) # sigma counts as a parameter here\n#> [1] 323.2\n\nAIC(bw_lm2)\n#> [1] 323.2\n\n\nBIC in R\n\nShow R code\n-2 * logLik(bw_lm2) |> as.numeric() + \n (length(coef(bw_lm2))+1) * log(nobs(bw_lm2))\n#> [1] 329\n\nBIC(bw_lm2)\n#> [1] 329\n\n\nLarge values of AIC and BIC are worse than small values. There are no hypothesis tests or p-values associated with these criteria.\n\n2.5.2 (Residual) Deviance\nLet \\(q\\) be the number of distinct covariate combinations in a data set.\n\nShow R codebw.X.unique = \n bw |> \n count(sex, age)\n\nn_unique.bw = nrow(bw.X.unique)\n\n\nFor example, in the birthweight data, there are \\(q = 12\\) unique patterns (Table 2.9).\n\nShow R codebw.X.unique\n\n\nTable 2.9: Unique covariate combinations in the birthweight data, with replicate counts\n\n\n\n\nsex\nage\nn\n\n\n\nfemale\n36\n2\n\n\nfemale\n37\n1\n\n\nfemale\n38\n2\n\n\nfemale\n39\n2\n\n\nfemale\n40\n4\n\n\nfemale\n42\n1\n\n\nmale\n35\n1\n\n\nmale\n36\n1\n\n\nmale\n37\n2\n\n\nmale\n38\n3\n\n\nmale\n40\n4\n\n\nmale\n41\n1\n\n\n\n\n\n\n\n\n\n\nDefinition 2.1 (Replicates) If a given covariate pattern has more than one observation in a dataset, those observations are called replicates.\n\n\n\nExample 2.1 (Replicates in the birthweight data) In the birthweight dataset, there are 2 replicates of the combination “female, age 36” (Table 2.9).\n\n\n\nExercise 2.7 (Replicates in the birthweight data) Which covariate pattern(s) in the birthweight data has the most replicates?\n\n\n\nSolution 2.1 (Replicates in the birthweight data). Two covariate patterns are tied for most replicates: males at age 40 weeks and females at age 40 weeks. 40 weeks is the usual length for human pregnancy (Polin, Fox, and Abman (2011)), so this result makes sense.\n\nShow R codebw.X.unique |> dplyr::filter(n == max(n))\n\n\n\nsex\nage\nn\n\n\n\nfemale\n40\n4\n\n\nmale\n40\n4\n\n\n\n\n\n\n\nSaturated models\nThe most complicated model we could fit would have one parameter (a mean) for each covariate pattern, plus a variance parameter:\n\nShow R codelm_max = \n bw |> \n mutate(age = factor(age)) |> \n lm(\n formula = weight ~ sex:age - 1, \n data = _)\n\nlm_max |> \n parameters() |> \n print_md()\n\n\nTable 2.10: Saturated model for the birthweight data\n\n\n\n\n\n\n\n\n\n\n\n\nParameter\nCoefficient\nSE\n95% CI\nt(12)\np\n\n\n\nsex (male) × age35\n2925.00\n187.92\n(2515.55, 3334.45)\n15.56\n< .001\n\n\nsex (female) × age36\n2570.50\n132.88\n(2280.98, 2860.02)\n19.34\n< .001\n\n\nsex (male) × age36\n2625.00\n187.92\n(2215.55, 3034.45)\n13.97\n< .001\n\n\nsex (female) × age37\n2539.00\n187.92\n(2129.55, 2948.45)\n13.51\n< .001\n\n\nsex (male) × age37\n2737.50\n132.88\n(2447.98, 3027.02)\n20.60\n< .001\n\n\nsex (female) × age38\n2872.50\n132.88\n(2582.98, 3162.02)\n21.62\n< .001\n\n\nsex (male) × age38\n2982.00\n108.50\n(2745.60, 3218.40)\n27.48\n< .001\n\n\nsex (female) × age39\n2846.00\n132.88\n(2556.48, 3135.52)\n21.42\n< .001\n\n\nsex (female) × age40\n3152.25\n93.96\n(2947.52, 3356.98)\n33.55\n< .001\n\n\nsex (male) × age40\n3256.25\n93.96\n(3051.52, 3460.98)\n34.66\n< .001\n\n\nsex (male) × age41\n3292.00\n187.92\n(2882.55, 3701.45)\n17.52\n< .001\n\n\nsex (female) × age42\n3210.00\n187.92\n(2800.55, 3619.45)\n17.08\n< .001\n\n\n\n\n\n\n\n\nWe call this model the full, maximal, or saturated model for this dataset.\nWe can calculate the log-likelihood of this model as usual:\n\nShow R codelogLik(lm_max)\n#> 'log Lik.' -151.4 (df=13)\n\n\nWe can compare this model to our other models using chi-square tests, as usual:\n\nShow R codelrtest(lm_max, bw_lm2)\n\n\n\n#Df\nLogLik\nDf\nChisq\nPr(>Chisq)\n\n\n\n13\n-151.4\nNA\nNA\nNA\n\n\n5\n-156.6\n-8\n10.36\n0.241\n\n\n\n\n\nThe likelihood ratio statistic for this test is \\[\\lambda = 2 * (\\ell_{\\text{full}} - \\ell) = 10.3554\\] where:\n\n\n\\(\\ell_{\\text{max}}\\) is the log-likelihood of the full model: -151.4016\n\n\\(\\ell\\) is the log-likelihood of our comparison model (two slopes, two intercepts): -156.5793\n\nThis statistic is called the deviance or residual deviance for our two-slopes and two-intercepts model; it tells us how much the likelihood of that model deviates from the likelihood of the maximal model.\nThe corresponding p-value tells us whether there we have enough evidence to detect that our two-slopes, two-intercepts model is a worse fit for the data than the maximal model; in other words, it tells us if there’s evidence that we missed any important patterns. (Remember, a nonsignificant p-value could mean that we didn’t miss anything and a more complicated model is unnecessary, or it could mean we just don’t have enough data to tell the difference between these models.)\n\n2.5.3 Null Deviance\nSimilarly, the least complicated model we could fit would have only one mean parameter, an intercept:\n\\[\\text E[Y|X=x] = \\beta_0\\] We can fit this model in R like so:\n\nShow R codelm0 = lm(weight ~ 1, data = bw)\n\nlm0 |> parameters() |> print_md()\n\n\n\n\n\n\n\n\n\n\n\nParameter\nCoefficient\nSE\n95% CI\nt(23)\np\n\n\n(Intercept)\n2967.67\n57.58\n(2848.56, 3086.77)\n51.54\n< .001\n\n\n\n\nThis model also has a likelihood:\n\nShow R codelogLik(lm0)\n#> 'log Lik.' -169 (df=2)\n\n\nAnd we can compare it to more complicated models using a likelihood ratio test:\n\nShow R code\nlrtest(bw_lm2, lm0)\n\n\n\n#Df\nLogLik\nDf\nChisq\nPr(>Chisq)\n\n\n\n5\n-156.6\nNA\nNA\nNA\n\n\n2\n-169.0\n-3\n24.75\n0\n\n\n\n\n\nThe likelihood ratio statistic for the test comparing the null model to the maximal model is \\[\\lambda = 2 * (\\ell_{\\text{full}} - \\ell_{0}) = 35.1067\\] where:\n\n\n\\(\\ell_{\\text{0}}\\) is the log-likelihood of the null model: -168.955\n\n\\(\\ell_{\\text{full}}\\) is the log-likelihood of the maximal model: -151.4016\n\nIn R, this test is:\n\nShow R codelrtest(lm_max, lm0)\n\n\n\n#Df\nLogLik\nDf\nChisq\nPr(>Chisq)\n\n\n\n13\n-151.4\nNA\nNA\nNA\n\n\n2\n-169.0\n-11\n35.11\n2e-04\n\n\n\n\n\nThis log-likelihood ratio statistic is called the null deviance. It tells us whether we have enough data to detect a difference between the null and full models.", "crumbs": [ "Generalized Linear Models", "2  Linear (Gaussian) Models" @@ -193,7 +193,7 @@ "href": "Linear-models-overview.html#model-selection-1", "title": "\n2  Linear (Gaussian) Models\n", "section": "\n2.9 Model selection", - "text": "2.9 Model selection\n(adapted from Dobson and Barnett (2018) §6.3.3; for more information on prediction, see James et al. (2013) and Harrell (2015)).\n\nIf we have a lot of covariates in our dataset, we might want to choose a small subset to use in our model.\nThere are a few possible metrics to consider for choosing a “best” model.\n\n\n2.9.1 Mean squared error\nWe might want to minimize the mean squared error, \\(\\text E[(y-\\hat y)^2]\\), for new observations that weren’t in our data set when we fit the model.\nUnfortunately, \\[\\frac{1}{n}\\sum_{i=1}^n (y_i-\\hat y_i)^2\\] gives a biased estimate of \\(\\text E[(y-\\hat y)^2]\\) for new data. If we want an unbiased estimate, we will have to be clever.\n\nCross-validation\n\nShow R codedata(\"carbohydrate\", package = \"dobson\")\nlibrary(cvTools)\nfull_model <- lm(carbohydrate ~ ., data = carbohydrate)\ncv_full = \n full_model |> cvFit(\n data = carbohydrate, K = 5, R = 10,\n y = carbohydrate$carbohydrate)\n\nreduced_model = update(full_model, \n formula = ~ . - age)\n\ncv_reduced = \n reduced_model |> cvFit(\n data = carbohydrate, K = 5, R = 10,\n y = carbohydrate$carbohydrate)\n\n\n\n\nShow R coderesults_reduced = \n tibble(\n model = \"wgt+protein\",\n errs = cv_reduced$reps[])\nresults_full = \n tibble(model = \"wgt+age+protein\",\n errs = cv_full$reps[])\n\ncv_results = \n bind_rows(results_reduced, results_full)\n\ncv_results |> \n ggplot(aes(y = model, x = errs)) +\n geom_boxplot()\n\n\n\n\n\n\n\n\ncomparing metrics\n\nShow R code\ncompare_results = tribble(\n ~ model, ~ cvRMSE, ~ r.squared, ~adj.r.squared, ~ trainRMSE, ~loglik,\n \"full\", cv_full$cv, summary(full_model)$r.squared, summary(full_model)$adj.r.squared, sigma(full_model), logLik(full_model) |> as.numeric(),\n \"reduced\", cv_reduced$cv, summary(reduced_model)$r.squared, summary(reduced_model)$adj.r.squared, sigma(reduced_model), logLik(reduced_model) |> as.numeric())\n\ncompare_results\n\n\n\nmodel\ncvRMSE\nr.squared\nadj.r.squared\ntrainRMSE\nloglik\n\n\n\nfull\n6.946\n0.4805\n0.3831\n5.956\n-61.84\n\n\nreduced\n6.627\n0.4454\n0.3802\n5.971\n-62.49\n\n\n\n\n\n\n\nShow R codeanova(full_model, reduced_model)\n\n\n\nRes.Df\nRSS\nDf\nSum of Sq\nF\nPr(>F)\n\n\n\n16\n567.7\nNA\nNA\nNA\nNA\n\n\n17\n606.0\n-1\n-38.36\n1.081\n0.3139\n\n\n\n\n\nstepwise regression\n\nShow R codelibrary(olsrr)\nolsrr:::ols_step_both_aic(full_model)\n#> \n#> \n#> Stepwise Summary \n#> -------------------------------------------------------------------------\n#> Step Variable AIC SBC SBIC R2 Adj. R2 \n#> -------------------------------------------------------------------------\n#> 0 Base Model 140.773 142.764 83.068 0.00000 0.00000 \n#> 1 protein (+) 137.950 140.937 80.438 0.21427 0.17061 \n#> 2 weight (+) 132.981 136.964 77.191 0.44544 0.38020 \n#> -------------------------------------------------------------------------\n#> \n#> Final Model Output \n#> ------------------\n#> \n#> Model Summary \n#> ---------------------------------------------------------------\n#> R 0.667 RMSE 5.505 \n#> R-Squared 0.445 MSE 35.648 \n#> Adj. R-Squared 0.380 Coef. Var 15.879 \n#> Pred R-Squared 0.236 AIC 132.981 \n#> MAE 4.593 SBC 136.964 \n#> ---------------------------------------------------------------\n#> RMSE: Root Mean Square Error \n#> MSE: Mean Square Error \n#> MAE: Mean Absolute Error \n#> AIC: Akaike Information Criteria \n#> SBC: Schwarz Bayesian Criteria \n#> \n#> ANOVA \n#> -------------------------------------------------------------------\n#> Sum of \n#> Squares DF Mean Square F Sig. \n#> -------------------------------------------------------------------\n#> Regression 486.778 2 243.389 6.827 0.0067 \n#> Residual 606.022 17 35.648 \n#> Total 1092.800 19 \n#> -------------------------------------------------------------------\n#> \n#> Parameter Estimates \n#> ----------------------------------------------------------------------------------------\n#> model Beta Std. Error Std. Beta t Sig lower upper \n#> ----------------------------------------------------------------------------------------\n#> (Intercept) 33.130 12.572 2.635 0.017 6.607 59.654 \n#> protein 1.824 0.623 0.534 2.927 0.009 0.509 3.139 \n#> weight -0.222 0.083 -0.486 -2.662 0.016 -0.397 -0.046 \n#> ----------------------------------------------------------------------------------------\n\n\nLasso\n\\[\\arg min_{\\theta} \\ell(\\theta) + \\lambda \\sum_{j=1}^p|\\beta_j|\\]\n\nShow R codelibrary(glmnet)\ny = carbohydrate$carbohydrate\nx = carbohydrate |> \n select(age, weight, protein) |> \n as.matrix()\nfit = glmnet(x,y)\n\n\n\n\nShow R codeautoplot(fit, xvar = 'lambda')\n\n\n\nFigure 2.19: Lasso selection\n\n\n\n\n\n\n\n\n\nShow R codecvfit = cv.glmnet(x,y)\nplot(cvfit)\n\n\n\n\n\n\n\n\n\nShow R codecoef(cvfit, s = \"lambda.1se\")\n#> 4 x 1 sparse Matrix of class \"dgCMatrix\"\n#> s1\n#> (Intercept) 34.4241\n#> age . \n#> weight -0.0662\n#> protein 0.6607", + "text": "2.9 Model selection\n(adapted from Dobson and Barnett (2018) §6.3.3; for more information on prediction, see James et al. (2013) and Harrell (2015)).\n\nIf we have a lot of covariates in our dataset, we might want to choose a small subset to use in our model.\nThere are a few possible metrics to consider for choosing a “best” model.\n\n\n2.9.1 Mean squared error\nWe might want to minimize the mean squared error, \\(\\text E[(y-\\hat y)^2]\\), for new observations that weren’t in our data set when we fit the model.\nUnfortunately, \\[\\frac{1}{n}\\sum_{i=1}^n (y_i-\\hat y_i)^2\\] gives a biased estimate of \\(\\text E[(y-\\hat y)^2]\\) for new data. If we want an unbiased estimate, we will have to be clever.\n\nCross-validation\n\nShow R codedata(\"carbohydrate\", package = \"dobson\")\nlibrary(cvTools)\nfull_model <- lm(carbohydrate ~ ., data = carbohydrate)\ncv_full = \n full_model |> cvFit(\n data = carbohydrate, K = 5, R = 10,\n y = carbohydrate$carbohydrate)\n\nreduced_model = update(full_model, \n formula = ~ . - age)\n\ncv_reduced = \n reduced_model |> cvFit(\n data = carbohydrate, K = 5, R = 10,\n y = carbohydrate$carbohydrate)\n\n\n\n\nShow R coderesults_reduced = \n tibble(\n model = \"wgt+protein\",\n errs = cv_reduced$reps[])\nresults_full = \n tibble(model = \"wgt+age+protein\",\n errs = cv_full$reps[])\n\ncv_results = \n bind_rows(results_reduced, results_full)\n\ncv_results |> \n ggplot(aes(y = model, x = errs)) +\n geom_boxplot()\n\n\n\n\n\n\n\n\ncomparing metrics\n\nShow R code\ncompare_results = tribble(\n ~ model, ~ cvRMSE, ~ r.squared, ~adj.r.squared, ~ trainRMSE, ~loglik,\n \"full\", cv_full$cv, summary(full_model)$r.squared, summary(full_model)$adj.r.squared, sigma(full_model), logLik(full_model) |> as.numeric(),\n \"reduced\", cv_reduced$cv, summary(reduced_model)$r.squared, summary(reduced_model)$adj.r.squared, sigma(reduced_model), logLik(reduced_model) |> as.numeric())\n\ncompare_results\n\n\n\nmodel\ncvRMSE\nr.squared\nadj.r.squared\ntrainRMSE\nloglik\n\n\n\nfull\n6.958\n0.4805\n0.3831\n5.956\n-61.84\n\n\nreduced\n6.778\n0.4454\n0.3802\n5.971\n-62.49\n\n\n\n\n\n\n\nShow R codeanova(full_model, reduced_model)\n\n\n\nRes.Df\nRSS\nDf\nSum of Sq\nF\nPr(>F)\n\n\n\n16\n567.7\nNA\nNA\nNA\nNA\n\n\n17\n606.0\n-1\n-38.36\n1.081\n0.3139\n\n\n\n\n\nstepwise regression\n\nShow R codelibrary(olsrr)\nolsrr:::ols_step_both_aic(full_model)\n#> \n#> \n#> Stepwise Summary \n#> -------------------------------------------------------------------------\n#> Step Variable AIC SBC SBIC R2 Adj. R2 \n#> -------------------------------------------------------------------------\n#> 0 Base Model 140.773 142.764 83.068 0.00000 0.00000 \n#> 1 protein (+) 137.950 140.937 80.438 0.21427 0.17061 \n#> 2 weight (+) 132.981 136.964 77.191 0.44544 0.38020 \n#> -------------------------------------------------------------------------\n#> \n#> Final Model Output \n#> ------------------\n#> \n#> Model Summary \n#> ---------------------------------------------------------------\n#> R 0.667 RMSE 5.505 \n#> R-Squared 0.445 MSE 35.648 \n#> Adj. R-Squared 0.380 Coef. Var 15.879 \n#> Pred R-Squared 0.236 AIC 132.981 \n#> MAE 4.593 SBC 136.964 \n#> ---------------------------------------------------------------\n#> RMSE: Root Mean Square Error \n#> MSE: Mean Square Error \n#> MAE: Mean Absolute Error \n#> AIC: Akaike Information Criteria \n#> SBC: Schwarz Bayesian Criteria \n#> \n#> ANOVA \n#> -------------------------------------------------------------------\n#> Sum of \n#> Squares DF Mean Square F Sig. \n#> -------------------------------------------------------------------\n#> Regression 486.778 2 243.389 6.827 0.0067 \n#> Residual 606.022 17 35.648 \n#> Total 1092.800 19 \n#> -------------------------------------------------------------------\n#> \n#> Parameter Estimates \n#> ----------------------------------------------------------------------------------------\n#> model Beta Std. Error Std. Beta t Sig lower upper \n#> ----------------------------------------------------------------------------------------\n#> (Intercept) 33.130 12.572 2.635 0.017 6.607 59.654 \n#> protein 1.824 0.623 0.534 2.927 0.009 0.509 3.139 \n#> weight -0.222 0.083 -0.486 -2.662 0.016 -0.397 -0.046 \n#> ----------------------------------------------------------------------------------------\n\n\nLasso\n\\[\\arg min_{\\theta} \\ell(\\theta) + \\lambda \\sum_{j=1}^p|\\beta_j|\\]\n\nShow R codelibrary(glmnet)\ny = carbohydrate$carbohydrate\nx = carbohydrate |> \n select(age, weight, protein) |> \n as.matrix()\nfit = glmnet(x,y)\n\n\n\n\nShow R codeautoplot(fit, xvar = 'lambda')\n\n\n\nFigure 2.19: Lasso selection\n\n\n\n\n\n\n\n\n\nShow R codecvfit = cv.glmnet(x,y)\nplot(cvfit)\n\n\n\n\n\n\n\n\n\nShow R codecoef(cvfit, s = \"lambda.1se\")\n#> 4 x 1 sparse Matrix of class \"dgCMatrix\"\n#> s1\n#> (Intercept) 34.1090\n#> age . \n#> weight -0.1041\n#> protein 0.9441", "crumbs": [ "Generalized Linear Models", "2  Linear (Gaussian) Models" @@ -270,7 +270,7 @@ "href": "logistic-regression.html#comparing-probabilities", "title": "3  Models for Binary Outcomes", "section": "3.3 Comparing Probabilities", - "text": "3.3 Comparing Probabilities\n\n3.3.1 Risk differences\n\nThe simplest comparison of two probabilities, \\(\\pi_1\\), and \\(\\pi_2\\), is the difference of their values:\n\n\nDefinition 3.3 (Risk difference) The risk difference of two probabilities, \\(\\pi_1\\), and \\(\\pi_2\\), is the difference of their values: \\[\\delta(\\pi_1,\\pi_2) \\stackrel{\\text{def}}{=}\\pi_1 - \\pi_2\\]\n\n\n\nExample 3.2 (Difference in MI risk) In Example 3.1, the maximum likelihood estimate of the difference in MI risk between OC users and OC non-users is:\n\\[\n\\begin{aligned}\n\\hat\\delta(\\pi(OC), \\pi(\\neg OC))\n&= \\delta(\\hat\\pi(OC), \\hat\\pi(\\neg OC))\\\\\n&= \\hat\\pi(OC) - \\hat\\pi(\\neg OC)\\\\\n&= 0.0026 - 7\\times 10^{-4}\\\\\n&= 0.0019\n\\end{aligned}\n\\]\n\n\n\n\n3.3.2 Risk ratios\n\nDefinition 3.4 (Relative risk ratios)  \n\nThe relative risk of probability \\(\\pi_1\\) compared to another probability \\(\\pi_2\\), also called the risk ratio, relative risk ratio, probability ratio, or rate ratio, is the ratio of those probabilities:\n\n\\[\\rho(\\pi_1,\\pi_2) = \\frac{\\pi_1}{\\pi_2}\\]\n\n\n\nExample 3.3  \n\nAbove, we estimated that:\n\n\\[\\hat{\\text{p}}(MI|OC) = 0.0026\\]\n\\[\\hat{\\text{p}}(MI|\\neg OC) = 7\\times 10^{-4}\\]\n\nSo we might estimate that the relative risk of MI for OC versus non-OC is:\n\n\n\nShow R code\nrr = (13/5000)/(7/10000)\n\n\n\\[\n\\begin{aligned}\n\\hat\\rho(OC, \\neg OC)\n&=\\frac{\\hat{\\text{p}}(MI|OC)}{\\hat{\\text{p}}(MI|\\neg OC)}\\\\\n&= \\frac{0.0026}{7\\times 10^{-4}}\\\\\n&= 3.71428571\n\\end{aligned}\n\\]\n\nWe might summarize this result by saying that “the estimated probability of MI among OC users was 3.71428571 as high as the estimated probability among OC non-users.\n\n\n\n\n\n3.3.3 Relative risk differences\n\nDefinition 3.5 (Relative risk difference)  \n\nSometimes, we divide the risk difference by the comparison probability; the result is called the relative risk difference:\n\n\\[\\xi(\\pi_1,\\pi_2) \\stackrel{\\text{def}}{=}\\frac{\\delta(\\pi_1,\\pi_2)}{\\pi_2}\\]\n\n\n\nTheorem 3.1 (Relative risk difference equals risk ratio minus 1) \\[\\xi(\\pi_1,\\pi_2) = \\rho(\\pi_1,\\pi_2) - 1\\]\n\n\n\nProof. \\[\n\\begin{aligned}\n\\xi(\\pi_1,\\pi_2)\n&\\stackrel{\\text{def}}{=}\\frac{\\delta(\\pi_1,\\pi_2)}{\\pi_2}\n\\\\&= \\frac{\\pi_1-\\pi_2}{\\pi_2}\n\\\\&= \\frac{\\pi_1}{\\pi_2} - 1\n\\\\&= \\rho(\\pi_1,\\pi_2) - 1\n\\end{aligned}\n\\]\n\n\n\n\n3.3.4 Changing reference groups in risk comparisons\n\nRisk differences, risk ratios, and relative risk differences are defined by two probabilities, plus a choice of which probability is the baseline or reference probability (i.e., which probability is the subtrahend of the risk difference or the denominator of the risk ratio).\n\n\\[\\delta(\\pi_2,\\pi_1) = -\\delta(\\pi_1, \\pi_2)\\]\n\\[\\rho(\\pi_2,\\pi_1) = \\left(\\rho(\\pi_1,\\pi_2)\\right)^{-1}\\] \\[\\xi(\\pi_2,\\pi_1) = \\left(\\xi(\\pi_2,\\pi_1) + 1\\right)^{-1} - 1\\]\n\nExercise 3.5 Prove the relationships above.\n\n\n\nExample 3.4 (Switching the reference group in a risk ratio) Above, we estimated that the risk ratio of OC versus non-OC is:\n\\[\n\\begin{aligned}\n\\rho(OC, \\neg OC)\n&= 3.71428571\n\\end{aligned}\n\\]\nIn comparison, the risk ratio for non-OC versus OC is:\n\\[\n\\begin{aligned}\n\\rho(\\neg OC, OC)\n&=\\frac{\\hat{\\text{p}}(MI|\\neg OC)}{\\hat{\\text{p}}(MI|OC)}\\\\\n&= \\frac{7\\times 10^{-4}}{0.0026}\\\\\n&= 0.26923077\\\\\n&= \\frac{1}{\\rho(OC, \\neg OC)}\n\\end{aligned}\n\\]", + "text": "3.3 Comparing Probabilities\n\n3.3.1 Risk differences\n\nThe simplest comparison of two probabilities, \\(\\pi_1\\), and \\(\\pi_2\\), is the difference of their values:\n\n\nDefinition 3.3 (Risk difference) The risk difference of two probabilities, \\(\\pi_1\\), and \\(\\pi_2\\), is the difference of their values: \\[\\delta(\\pi_1,\\pi_2) \\stackrel{\\text{def}}{=}\\pi_1 - \\pi_2\\]\n\n\n\nExample 3.2 (Difference in MI risk) In Example 3.1, the maximum likelihood estimate of the difference in MI risk between OC users and OC non-users is:\n\\[\n\\begin{aligned}\n\\hat\\delta(\\pi(OC), \\pi(\\neg OC))\n&= \\delta(\\hat\\pi(OC), \\hat\\pi(\\neg OC))\\\\\n&= \\hat\\pi(OC) - \\hat\\pi(\\neg OC)\\\\\n&= 0.0026 - 7\\times 10^{-4}\\\\\n&= 0.0019\n\\end{aligned}\n\\]\n\n\n\n\n3.3.2 Risk ratios\n\nDefinition 3.4 (Relative risk ratios)  \n\nThe relative risk of probability \\(\\pi_1\\) compared to another probability \\(\\pi_2\\), also called the risk ratio, relative risk ratio, probability ratio, or rate ratio, is the ratio of those probabilities:\n\n\\[\\rho(\\pi_1,\\pi_2) = \\frac{\\pi_1}{\\pi_2}\\]\n\n\n\nExample 3.3  \n\nAbove, we estimated that:\n\n\\[\\hat{\\text{p}}(MI|OC) = 0.0026\\]\n\\[\\hat{\\text{p}}(MI|\\neg OC) = 7\\times 10^{-4}\\]\n\nSo we might estimate that the relative risk of MI for OC versus non-OC is:\n\n\n\nShow R code\nrr = (13/5000)/(7/10000)\n\n\n\\[\n\\begin{aligned}\n\\hat\\rho(OC, \\neg OC)\n&=\\frac{\\hat{\\text{p}}(MI|OC)}{\\hat{\\text{p}}(MI|\\neg OC)}\\\\\n&= \\frac{0.0026}{7\\times 10^{-4}}\\\\\n&= 3.7143\n\\end{aligned}\n\\]\n\nWe might summarize this result by saying that “the estimated probability of MI among OC users was 3.7143 as high as the estimated probability among OC non-users.\n\n\n\n\n\n3.3.3 Relative risk differences\n\nDefinition 3.5 (Relative risk difference)  \n\nSometimes, we divide the risk difference by the comparison probability; the result is called the relative risk difference:\n\n\\[\\xi(\\pi_1,\\pi_2) \\stackrel{\\text{def}}{=}\\frac{\\delta(\\pi_1,\\pi_2)}{\\pi_2}\\]\n\n\n\nTheorem 3.1 (Relative risk difference equals risk ratio minus 1) \\[\\xi(\\pi_1,\\pi_2) = \\rho(\\pi_1,\\pi_2) - 1\\]\n\n\n\nProof. \\[\n\\begin{aligned}\n\\xi(\\pi_1,\\pi_2)\n&\\stackrel{\\text{def}}{=}\\frac{\\delta(\\pi_1,\\pi_2)}{\\pi_2}\n\\\\&= \\frac{\\pi_1-\\pi_2}{\\pi_2}\n\\\\&= \\frac{\\pi_1}{\\pi_2} - 1\n\\\\&= \\rho(\\pi_1,\\pi_2) - 1\n\\end{aligned}\n\\]\n\n\n\n\n3.3.4 Changing reference groups in risk comparisons\n\nRisk differences, risk ratios, and relative risk differences are defined by two probabilities, plus a choice of which probability is the baseline or reference probability (i.e., which probability is the subtrahend of the risk difference or the denominator of the risk ratio).\n\n\\[\\delta(\\pi_2,\\pi_1) = -\\delta(\\pi_1, \\pi_2)\\]\n\\[\\rho(\\pi_2,\\pi_1) = \\left(\\rho(\\pi_1,\\pi_2)\\right)^{-1}\\] \\[\\xi(\\pi_2,\\pi_1) = \\left(\\xi(\\pi_2,\\pi_1) + 1\\right)^{-1} - 1\\]\n\nExercise 3.5 Prove the relationships above.\n\n\n\nExample 3.4 (Switching the reference group in a risk ratio) Above, we estimated that the risk ratio of OC versus non-OC is:\n\\[\n\\begin{aligned}\n\\rho(OC, \\neg OC)\n&= 3.7143\n\\end{aligned}\n\\]\nIn comparison, the risk ratio for non-OC versus OC is:\n\\[\n\\begin{aligned}\n\\rho(\\neg OC, OC)\n&=\\frac{\\hat{\\text{p}}(MI|\\neg OC)}{\\hat{\\text{p}}(MI|OC)}\\\\\n&= \\frac{7\\times 10^{-4}}{0.0026}\\\\\n&= 0.2692\\\\\n&= \\frac{1}{\\rho(OC, \\neg OC)}\n\\end{aligned}\n\\]", "crumbs": [ "Generalized Linear Models", "3  Models for Binary Outcomes" @@ -281,7 +281,7 @@ "href": "logistic-regression.html#odds-and-odds-ratios", "title": "3  Models for Binary Outcomes", "section": "3.4 Odds and Odds Ratios", - "text": "3.4 Odds and Odds Ratios\n\n3.4.1 Odds and probabilities\n\nIn logistic regression, we will make use of a mathematically-convenient transformation of probability, called odds.\n\n\nDefinition 3.6 (Odds) The odds of an outcome \\(A\\), which we will represent using \\(\\omega\\) (“omega”), is the probability that the outcome occurs, divided by the probability that it doesn’t occur:\n\\[\\omega(A) \\stackrel{\\text{def}}{=}\\frac{\\Pr(A)}{\\Pr(\\neg A)}\\]\n\n\n\nTheorem 3.2 If the probability of an outcome \\(A\\) is \\(\\Pr(A)=\\pi\\), then the corresponding odds of \\(A\\) is:\n\\[\\text{odds}\\left\\{\\pi\\right\\} = \\frac{\\pi}{1-\\pi} \\tag{3.1}\\]\n\n\n\nProof. \\[\n\\begin{aligned}\n\\Pr(\\neg A) &= 1 - \\Pr(A)\n\\\\ &= 1 - \\pi\n\\end{aligned}\n\\]\n\\[\n\\begin{aligned}\n\\therefore\\omega(A) &\\stackrel{\\text{def}}{=}\\frac{\\Pr(A)}{\\Pr(\\neg A)}\n\\\\ &= \\frac{\\pi}{1-\\pi}\n\\end{aligned}\n\\]\n\n\n\nFunction 3.1, which transforms probabilities into odds, can be called the odds function. Figure 3.1 graphs the shape of this function.\n\n\n\nShow R code\nodds = function(pi) pi / (1 - pi)\nlibrary(ggplot2)\nggplot() + \n geom_function(fun = odds, \n mapping = aes(col = \"odds function\")) +\n xlim(0, .5) +\n xlab(\"Probability\") +\n ylab(\"Odds\") +\n geom_abline(aes(intercept = 0, slope = 1, col = \"y=x\")) + \n theme_bw() +\n labs(colour = \"\") +\n theme(legend.position = \"bottom\")\n\n\n\n\n\nFigure 3.1: Odds versus probability\n\n\n\n\n\n\n\n\n\n\nExample 3.5 (Computing odds from probabilities) In Exercise 3.4, we estimated that the probability of MI, given OC use, is \\(\\pi(OC) \\stackrel{\\text{def}}{=}\\Pr(MI|OC) = 0.0026\\). If this estimate is correct, then the odds of MI, given OC use, is:\n\\[\n\\begin{aligned}\n\\omega(OC)\n&\\stackrel{\\text{def}}{=}\\frac{\\Pr(MI|OC)}{\\Pr(\\neg MI|OC)}\\\\\n&=\\frac{\\Pr(MI|OC)}{1-\\Pr(MI|OC)}\\\\\n&=\\frac{\\pi(OC)}{1-\\pi(OC)}\\\\\n&=\\frac{0.0026}{1-0.0026}\\\\\n&\\approx 0.002607\n\\end{aligned}\n\\]\n\n\n\nExercise 3.6 (Computing odds from probabilities) Estimate the odds of MI, for non-OC users.\n\nSolution. \\[\n\\omega(\\neg OC) = 7.00490343\\times 10^{-4}\n\\]\n\n\n\n\nTheorem 3.3 (One-sample MLE for odds) Let \\(X_1,...X_n\\) be a set of \\(n\\) \\(\\text{iid}\\) Bernoulli trials, and let \\(X = \\sum_{i=1}^nX_i\\) be their sum.\nThen the maximum likelihood estimate of the odds of \\(X=1\\), \\(\\omega\\), is:\n\\[\n\\hat{\\omega}= \\frac{x}{n-x}\n\\]\n\n\n\nProof. \\[\n\\begin{aligned}\n1-\\hat\\pi\n&= 1-\\frac{x}{n}\\\\\n&= \\frac{n}{n} - \\frac{x}{n}\\\\\n&= \\frac{n - x}{n}\n\\end{aligned}\n\\]\nThus, the estimated odds is:\n\\[\n\\begin{aligned}\n\\frac{\\hat\\pi}{1-\\hat\\pi}\n&= \\frac{\\left(\\frac{x}{n}\\right)}{\\left(\\frac{n-x}{n}\\right)}\\\\\n&= \\frac{x}{n-x}\n\\end{aligned}\n\\]\n\nThat is, odds can be calculated directly as “# events” divided by “# nonevents” (without needing to calculate \\(\\hat\\pi\\) and \\(1-\\hat\\pi\\) first).\n\n\n\n\nExample 3.6 (calculating odds using the shortcut) In Example 3.5, we calculated \\[\n\\begin{aligned}\n\\omega(OC)\n&=0.00260678\n\\end{aligned}\n\\]\nLet’s recalculate this result using our shortcut.\n\n\n\nSolution 3.1. \\[\n\\begin{aligned}\n\\omega(OC)\n&=\\frac{13}{5000-13}\\\\\n&=0.00260678\n\\end{aligned}\n\\]\nSame answer as in Example 3.5!\n\n\n\nTheorem 3.4 (Simplified expression for odds function)  \n\nAn equivalent expression for the odds function is\n\n\\[\n\\text{odds}\\left\\{\\pi\\right\\} = \\left(\\left(\\pi\\right)^{-1}-1)\\right)^{-1}\n\\tag{3.2}\\]\n\n\n\nExercise 3.7 Prove that Equation 3.2 is equivalent to Definition 3.6.\n\n\n\nTheorem 3.5 (Derivative of odds function) \\[{\\text{odds}}'\\left\\{\\pi\\right\\} = \\frac{1}{\\left(1-\\pi\\right)^2}\\]\n\n\n\nProof. \\[\n\\begin{aligned}\n{\\text{odds}}'\\left\\{\\pi\\right\\}\n &= \\frac{\\partial}{\\partial \\pi}\\left(\\frac{\\pi}{1-\\pi}\\right)\n\\\\ &= \\frac {\\frac{\\partial}{\\partial \\pi}\\pi} {1-\\pi} -\n \\left(\\frac{\\pi}{\\left(1-\\pi\\right)^2} \\cdot\\frac{\\partial}{\\partial \\pi}\\left(1-\\pi\\right)\\right)\n\\\\ &= \\frac{1}{1-\\pi} - \\frac{\\pi}{\\left(1-\\pi\\right)^2} \\cdot(-1)\n\\\\ &= \\frac{1}{1-\\pi} + \\frac{\\pi}{\\left(1-\\pi\\right)^2}\n\\\\ &= \\frac{1-\\pi}{\\left(1-\\pi\\right)^2} + \\frac{\\pi}{\\left(1-\\pi\\right)^2}\n\\\\ &= \\frac{1-\\pi + \\pi}{\\left(1-\\pi\\right)^2}\n\\\\ &= \\frac{1}{\\left(1-\\pi\\right)^2}\n\\end{aligned}\n\\]\n\n\n\nOdds of rare events\nFor rare events (small \\(\\pi\\)), odds and probabilities are nearly equal, because \\(1-\\pi \\approx 1\\) (see Figure 3.1).\nFor example, in Example 3.5, the probability and odds differ by \\(6.77762182\\times 10^{-6}\\).\n\n\nExercise 3.8 What odds value corresponds to the probability \\(\\pi = 0.2\\), and what is the numerical difference between these two values?\n\n\n\nSolution. \\[\n\\omega= \\frac{\\pi}{1-\\pi}\n=\\frac{.2}{.8}\n= .25\n\\]\n\n\n\nTheorem 3.6 Let \\(\\omega= \\frac{\\pi}{1-\\pi}\\). Then:\n\\[\\omega- \\pi = \\omega\\cdot\\pi\\]\n\n\n\nExercise 3.9 Prove Theorem 3.6.\n\n\n\nSolution. \\[\n\\begin{aligned}\n\\omega- \\pi\n&= \\frac{\\pi}{1-\\pi} - \\pi\n\\\\ &= \\frac{\\pi}{1-\\pi} - \\frac{\\pi(1-\\pi)}{1-\\pi}\n\\\\ &= \\frac{\\pi}{1-\\pi} - \\frac{\\pi - \\pi^2}{1-\\pi}\n\\\\ &= \\frac{\\pi - (\\pi - \\pi^2)}{1-\\pi}\n\\\\ &= \\frac{\\pi - \\pi + \\pi^2}{1-\\pi}\n\\\\ &= \\frac{\\pi^2}{1-\\pi}\n\\\\ &= \\frac{\\pi}{1-\\pi} \\pi\n\\\\ &= \\omega\\pi\n\\end{aligned}\n\\]\n\n\n\nLemma 3.1 (Odds of a non-event) If \\(\\pi\\) is the odds of event \\(A\\) and \\(\\omega\\) is the corresponding odds of \\(A\\), then the odds of \\(\\neg A\\) are:\n\\[\n\\omega(\\neg A) = \\frac{1-\\pi}{\\pi}\n\\]\n\n\nProof. Left to the reader.\n\n\n\n\n\n3.4.2 The inverse odds function\n\nDefinition 3.7 (inverse odds function) The inverse odds function,\n\\[\\text{invodds}\\left\\{\\omega\\right\\} \\stackrel{\\text{def}}{=}\\frac{\\omega}{1 + \\omega}\\] converts odds into their corresponding probabilities (Figure 3.2).\n\n\nThe inverse-odds function takes an odds as input and produces a probability as output. Its domain of inputs is \\([0,\\infty)\\) and its range of outputs is \\([0,1]\\).\nI haven’t seen anyone give the inverse-odds function a concise name; maybe \\(\\text{prob}()\\)?\n\n\n\n\nShow R code\nodds_inv = function(omega) (1 + omega^-1)^-1\nggplot() +\n geom_function(fun = odds_inv, aes(col = \"inverse-odds\")) +\n xlab(\"Odds\") +\n ylab(\"Probability\") +\n xlim(0,5) +\n ylim(0,1) +\n geom_abline(aes(intercept = 0, slope = 1, col = \"x=y\"))\n\n\n\n\n\nFigure 3.2: The inverse odds function, \\(\\text{invodds}\\left\\{\\omega\\right\\}\\)\n\n\n\n\n\n\n\n\n\n\nExercise 3.10 What probability corresponds to an odds of \\(\\omega= 1\\), and what is the numerical difference between these two values?\n\n\n\nSolution. \\[\n\\pi(1) = \\frac{1}{1+1}\n=\\frac{1}{2}\n= .5\n\\] \\[\n1 - \\pi(1) = 1 - .5 = .5\n\\]\n\n\n\nLemma 3.2 (Simplified expression for inverse odds function)  \n\nAn equivalent expression for the inverse odds function is\n\n\\[\n\\pi(\\omega) = (1+\\omega^{-1})^{-1}\n\\tag{3.3}\\]\n\n\n\nExercise 3.11 Prove that Equation 3.3 is equivalent to Definition 3.7.\n\n\n\nLemma 3.3 (One minus inverse-odds) \\[1 - \\text{invodds}\\left\\{\\omega\\right\\} = \\frac{1}{1+\\omega}\\]\n\n\n\nProof. \\[\n\\begin{aligned}\n1 - \\text{invodds}\\left\\{\\omega\\right\\} &= 1 - \\frac{\\omega}{1 + \\omega}\n\\\\ &= \\frac{{\\color{red}1+\\omega}}{1 + \\omega} - \\frac{{\\color{blue}\\omega}}{1 + \\omega}\n\\\\ &= \\frac{{\\color{red}(1+\\omega)} - {\\color{blue}\\omega}}{1 + \\omega}\n\\\\ &= \\frac{1 + \\omega- \\omega}{1 + \\omega}\n\\\\ &= \\frac{1}{1 + \\omega}\n\\end{aligned}\n\\]\n\n\n\nTheorem 3.7 If \\(\\omega\\) is the odds of event \\(A\\), then the probability that \\(A\\) does not occur is:\n\\[\\Pr(\\neg A) = \\frac{1}{1+\\omega}\\]\n\n\n\nProof. \n\nUse Lemma 3.3:\n\n\\[\n\\begin{aligned}\n\\Pr(\\neg A)\n&= 1 - \\Pr(A)\n\\\\ &= 1 - \\text{invodds}\\left\\{\\omega\\right\\}\n\\\\ &= \\frac{1}{1 + \\omega}\n\\end{aligned}\n\\]\n\n\n\nTheorem 3.8 (Derivative of inverse odds function) \\[{\\text{invodds}}'\\left\\{\\omega\\right\\} = \\frac{1}{\\left(1+\\omega\\right)^2}\\]\n\n\n\nProof. \n\nUse the quotient rule:\n\n\\[\n\\begin{aligned}\n{\\text{invodds}}'(\\omega)\n&= \\frac{\\partial}{\\partial \\omega} \\text{invodds}\\left\\{\\omega\\right\\}\n\\\\ &= \\frac{\\partial}{\\partial \\omega} \\frac{\\omega}{1+\\omega}\n\\\\ &= \\frac{\\frac{\\partial}{\\partial \\omega}\\omega}{1+\\omega} - \\frac{\\omega}{\\left(1+\\omega\\right)^2} \\cdot\\frac{\\partial}{\\partial \\omega}(1+\\omega)\n\\\\ &= \\frac{1}{1+\\omega} - \\frac{\\omega}{\\left(1+\\omega\\right)^2} \\cdot 1\n\\\\ &= \\frac{1}{1+\\omega} - \\frac{\\omega}{\\left(1+\\omega\\right)^2}\n\\\\ &= \\frac{1+\\omega}{\\left(1+\\omega\\right)^2} - \\frac{\\omega}{\\left(1+\\omega\\right)^2}\n\\\\ &= \\frac{1+\\omega- \\omega}{\\left(1+\\omega\\right)^2}\n\\\\ &= \\frac{1}{\\left(1+\\omega\\right)^2}\n\\end{aligned}\n\\]\n\n\n\nCorollary 3.1 \\[{\\text{invodds}}'\\left\\{\\omega\\right\\} = \\left(1 - \\text{invodds}\\left\\{\\omega\\right\\}\\right)^2\\]\n\n\n\n\n3.4.3 Odds ratios\n\nNow that we have defined odds, we can introduce another way of comparing event probabilities: odds ratios.\n\n\nDefinition 3.8 (Odds ratio) The odds ratio for two odds \\(\\omega_1\\), \\(\\omega_2\\) is their ratio:\n\\[\\theta(\\omega_1, \\omega_2) = \\frac{\\omega_1}{\\omega_2}\\]\n\n\n\nExample 3.7 (Calculating odds ratios) In Example 3.1, the odds ratio for OC users versus OC-non-users is:\n\\[\n\\begin{aligned}\n\\theta(\\omega(OC), \\omega(\\neg OC))\n&= \\frac{\\omega(OC)}{\\omega(\\neg OC)}\\\\\n&= \\frac{0.0026}{7\\times 10^{-4}}\\\\\n&= 3.71428571\\\\\n\\end{aligned}\n\\]\n\n\n\nA shortcut for calculating odds ratio estimates\n\nThe general form of a two-by-two table is shown in Table 3.2.\n\n\n\nTable 3.2: A generic 2x2 table\n\n\n\n\n\n\nEvent\nNon-Event\nTotal\n\n\n\n\nExposed\na\nb\na+b\n\n\nNon-exposed\nc\nd\nc+d\n\n\nTotal\na+c\nb+d\na+b+c+d\n\n\n\n\n\n\n\n\nFrom this table, we have:\n\n\n\\(\\hat\\pi(Event|Exposed) = a/(a+b)\\)\n\\(\\hat\\pi(\\neg Event|Exposed) = b/(a+b)\\)\n\\(\\hat\\omega(Event|Exposed) = \\frac{\\left(\\frac{a}{a+b}\\right)}{\\left(\\frac{b}{a+b}\\right)}=\\frac{a}{b}\\)\n\\(\\hat\\omega(Event|\\neg Exposed) = \\frac{c}{d}\\) (see Exercise 3.12)\n\\(\\theta(Exposed,\\neg Exposed) = \\frac{\\frac{a}{b}}{\\frac{c}{d}} = \\frac{ad}{bc}\\)\n\n\n\nExercise 3.12 Given Table 3.2, show that \\(\\hat\\omega(Event|\\neg Exposed) = \\frac{c}{d}\\).\n\n\n\n\nProperties of odds ratios\n\nOdds ratios have a special property: we can swap a covariate with the outcome, and the odds ratio remains the same.\n\n\nTheorem 3.9 (Odds ratios are reversible) For any two events \\(A\\), \\(B\\):\n\\[\\theta(A|B) = \\theta(B|A)\\]\n\n\n\nProof. \n\\[\n\\begin{aligned}\n\\theta(A|B) &\\stackrel{\\text{def}}{=}\\frac{\\omega(A|B)}{\\omega(A|\\neg B)}\n\\\\ &= \\frac\n{\\left(\\frac{\\text{p}(A|B)}{\\text{p}(\\neg A|B)}\\right)}\n{\\left(\\frac{\\text{p}(A|\\neg B)}{\\text{p}(\\neg A| \\neg B)}\\right)}\n\\\\ &=\n\\left(\\frac{\\text{p}(A|B)}{\\text{p}(\\neg A|B)}\\right)\n\\left(\\frac{\\text{p}(A|\\neg B)}{\\text{p}(\\neg A| \\neg B)}\\right)^{-1}\n\\\\ &=\n\\left(\\frac{\\text{p}(A|B)}{\\text{p}(\\neg A|B)}\\right)\n\\left(\\frac{\\text{p}(\\neg A| \\neg B)}{\\text{p}(A|\\neg B)}\\right)\n\\\\ &=\n\\left(\\frac{\\text{p}(A|B)}{\\text{p}(\\neg A|B)} \\cdot \\frac{\\text{p}(B)}{\\text{p}(B)}\\right)\n\\left(\\frac{\\text{p}(\\neg A| \\neg B)}{\\text{p}(A|\\neg B)} \\cdot \\frac{\\text{p}(\\neg B)}{\\text{p}(\\neg B)}\\right)\n\\\\ &=\n\\left(\\frac{\\text{p}(A,B)}{\\text{p}(\\neg A,B)}\\right)\n\\left(\\frac{\\text{p}(\\neg A, \\neg B)}{\\text{p}(A, \\neg B)}\\right)\n\\\\ &=\n\\left(\\frac{\\text{p}(B,A)}{{\\color{red}\\text{p}(B,\\neg A)}}\\right)\n\\left(\\frac{\\text{p}(\\neg B, \\neg A)}{{\\color{blue}\\text{p}(\\neg B, A)}}\\right)\n\\\\ &=\n\\left(\\frac{\\text{p}(B,A)}{{\\color{blue}\\text{p}(\\neg B, A)}}\\right)\n\\left(\\frac{\\text{p}(\\neg B, \\neg A)}{{\\color{red}\\text{p}(B,\\neg A)}}\\right)\n\\\\ &= \\text{[reverse the preceding steps]}\n\\\\ &= \\theta(B|A)\n\\end{aligned}\n\\]\n\n\n\nExample 3.8 In Example 3.1, we have:\n\\[\n\\begin{aligned}\n\\theta(MI; OC)\n&\\stackrel{\\text{def}}{=}\n\\frac{\\omega(MI|OC)}{\\omega(MI|\\neg OC)}\\\\\n&\\stackrel{\\text{def}}{=}\\frac\n{\\left(\\frac{\\Pr(MI|OC)}{\\Pr(\\neg MI|OC)}\\right)}\n{\\left(\\frac{\\Pr(MI|\\neg OC)}{\\Pr(\\neg MI|\\neg OC)}\\right)}\\\\\n&= \\frac\n{\\left(\\frac{\\Pr(MI,OC)}{\\Pr(\\neg MI,OC)}\\right)}\n{\\left(\\frac{\\Pr(MI,\\neg OC)}{\\Pr(\\neg MI,\\neg OC)}\\right)}\\\\\n&= \\left(\\frac{\\Pr(MI,OC)}{\\Pr(\\neg MI,OC)}\\right)\n\\left(\\frac{\\Pr(\\neg MI,\\neg OC)}{\\Pr(MI,\\neg OC)}\\right)\\\\\n&= \\left(\\frac{\\Pr(MI,OC)}{\\Pr(MI,\\neg OC)}\\right)\n\\left(\\frac{\\Pr(\\neg MI,\\neg OC)}{\\Pr(\\neg MI,OC)}\\right)\\\\\n&= \\left(\\frac{\\Pr(OC,MI)}{\\Pr(\\neg OC,MI)}\\right)\n\\left(\\frac{\\Pr(\\neg OC,\\neg MI)}{\\Pr(OC,\\neg MI)}\\right)\\\\\n&= \\left(\\frac{\\Pr(OC|MI)}{\\Pr(\\neg OC|MI)}\\right)\n\\left(\\frac{\\Pr(\\neg OC|\\neg MI)}{\\Pr(OC|\\neg MI)}\\right)\\\\\n&= \\frac{\\left(\\frac{\\Pr(OC|MI)}{\\Pr(\\neg OC|MI)}\\right)}\n{\\left(\\frac{\\Pr(OC|\\neg MI)}{\\Pr(\\neg OC|\\neg MI)}\\right)}\\\\\n&\\stackrel{\\text{def}}{=}\\frac{\\omega(OC|MI)}\n{\\omega(OC|\\neg MI)}\\\\\n&\\stackrel{\\text{def}}{=}\\theta(OC; MI)\n\\end{aligned}\n\\]\n\n\n\nExercise 3.13 For Table 3.2, show that \\(\\hat\\theta(Exposed, Unexposed) = \\hat\\theta(Event, \\neg Event)\\).\n\n\n\nConditional odds ratios have the same reversibility property:\n\n\nTheorem 3.10 (Conditional odds ratios are reversible) For any three events \\(A\\), \\(B\\), \\(C\\):\n\\[\\theta(A|B,C) = \\theta(B|A,C)\\]\n\n\n\nProof. Apply the same steps as for Theorem 3.9, inserting \\(C\\) into the conditions (RHS of \\(|\\)) of every expression.\n\n\n\n\nOdds Ratios vs Probability (Risk) Ratios\n\nWhen the outcome is rare (i.e., its probability is small) for both groups being compared in an odds ratio, the odds of the outcome will be similar to the probability of the outcome, and thus the risk ratio will be similar to the odds ratio.\n\n\nCase 1: rare events\nFor rare events, odds ratios and probability (a.k.a. risk, a.k.a. prevalence) ratios will be close:\n\\(\\pi_1 = .01\\) \\(\\pi_2 = .02\\)\n\n\nShow R code\npi1 = .01\npi2 = .02\npi2/pi1\n#> [1] 2\nodds(pi2)/odds(pi1)\n#> [1] 2.0204082\n\n\n\n\nExample 3.9 In Example 3.1, the outcome is rare for both OC and non-OC participants, so the odds for both groups are similar to the corresponding probabilities, and the odds ratio is similar the risk ratio.\n\n\n\n\nCase 2: frequent events\n\\(\\pi_1 = .4\\) \\(\\pi_2 = .5\\)\nFor more frequently-occurring outcomes, this won’t be the case:\n\n\nShow R code\npi1 = .4\npi2 = .5\npi2/pi1\n#> [1] 1.25\nodds(pi2)/odds(pi1)\n#> [1] 1.5\n\n\n\n\n\n\nOdds Ratios in Case-Control Studies\n\nTable 3.1 simulates a follow-up study in which two populations were followed and the number of MI’s was observed. The risks are \\(P(MI|OC)\\) and \\(P(MI|\\neg OC)\\) and we can estimate these risks from the data.\nBut suppose we had a case-control study in which we had 100 women with MI and selected a comparison group of 100 women without MI (matched as groups on age, etc.). Then MI is not random, and we cannot compute P(MI|OC) and we cannot compute the risk ratio. However, the odds ratio however can be computed.\nThe disease odds ratio is the odds for the disease in the exposed group divided by the odds for the disease in the unexposed group, and we cannot validly compute and use these separate parts.\nWe can still validly compute and use the exposure odds ratio, which is the odds for exposure in the disease group divided by the odds for exposure in the non-diseased group (because exposure can be treated as random):\n\n\\[\n\\hat\\theta(OC|MI) =\n\\frac{\\hat{\\omega}(OC|MI)}{\\hat{\\omega}(OC|\\neg MI)}\n\\]\n\nAnd these two odds ratios, \\(\\hat\\theta(MI|OC)\\) and \\(\\hat\\theta(OC|MI)\\), are mathematically equivalent, as we saw in Section 3.4.3.2:\n\n\\[\\hat\\theta(MI|OC) = \\hat\\theta(OC|MI)\\]\n\n\nExercise 3.14 Calculate the odds ratio of MI with respect to OC use, assuming that Table 3.1 comes from a case-control study. Confirm that the result is the same as in Example 3.7.\n\n\nSolution. \n\n\\(\\omega(OC|MI) = P(OC|MI)/(1 – P(OC|MI) = \\frac{13}{7} = 1.85714286\\)\n\\(\\omega(OC|\\neg MI) = P(OC|\\neg MI)/(1 – P(OC|\\neg MI) = \\frac{4987}{9993} = 0.49904933\\)\n\\(\\theta(OC,MI) = \\frac{\\omega(OC|MI)}{\\omega(OC|\\neg MI)} = \\frac{13/7}{4987/9993} = 3.72136125\\)\n\n\nThis is the same estimate we calculated in Example 3.7.\n\n\n\n\n\n\nOdds Ratios in Cross-Sectional Studies\n\nIf a cross-sectional study is a probability sample of a population (which it rarely is) then we can estimate risks.\nIf it is a sample, but not an unbiased probability sample, then we need to treat it in the same way as a case-control study.\nWe can validly estimate odds ratios in either case.\nBut we can usually not validly estimate risks and risk ratios.", + "text": "3.4 Odds and Odds Ratios\n\n3.4.1 Odds and probabilities\n\nIn logistic regression, we will make use of a mathematically-convenient transformation of probability, called odds.\n\n\nDefinition 3.6 (Odds) The odds of an outcome \\(A\\), which we will represent using \\(\\omega\\) (“omega”), is the probability that the outcome occurs, divided by the probability that it doesn’t occur:\n\\[\\omega(A) \\stackrel{\\text{def}}{=}\\frac{\\Pr(A)}{\\Pr(\\neg A)}\\]\n\n\n\nTheorem 3.2 If the probability of an outcome \\(A\\) is \\(\\Pr(A)=\\pi\\), then the corresponding odds of \\(A\\) is:\n\\[\\text{odds}\\left\\{\\pi\\right\\} = \\frac{\\pi}{1-\\pi} \\tag{3.1}\\]\n\n\n\nProof. \\[\n\\begin{aligned}\n\\Pr(\\neg A) &= 1 - \\Pr(A)\n\\\\ &= 1 - \\pi\n\\end{aligned}\n\\]\n\\[\n\\begin{aligned}\n\\therefore\\omega(A) &\\stackrel{\\text{def}}{=}\\frac{\\Pr(A)}{\\Pr(\\neg A)}\n\\\\ &= \\frac{\\pi}{1-\\pi}\n\\end{aligned}\n\\]\n\n\n\nFunction 3.1, which transforms probabilities into odds, can be called the odds function. Figure 3.1 graphs the shape of this function.\n\n\n\nShow R code\nodds = function(pi) pi / (1 - pi)\nlibrary(ggplot2)\nggplot() + \n geom_function(fun = odds, \n mapping = aes(col = \"odds function\")) +\n xlim(0, .5) +\n xlab(\"Probability\") +\n ylab(\"Odds\") +\n geom_abline(aes(intercept = 0, slope = 1, col = \"y=x\")) + \n theme_bw() +\n labs(colour = \"\") +\n theme(legend.position = \"bottom\")\n\n\n\n\n\nFigure 3.1: Odds versus probability\n\n\n\n\n\n\n\n\n\n\nExample 3.5 (Computing odds from probabilities) In Exercise 3.4, we estimated that the probability of MI, given OC use, is \\(\\pi(OC) \\stackrel{\\text{def}}{=}\\Pr(MI|OC) = 0.0026\\). If this estimate is correct, then the odds of MI, given OC use, is:\n\\[\n\\begin{aligned}\n\\omega(OC)\n&\\stackrel{\\text{def}}{=}\\frac{\\Pr(MI|OC)}{\\Pr(\\neg MI|OC)}\\\\\n&=\\frac{\\Pr(MI|OC)}{1-\\Pr(MI|OC)}\\\\\n&=\\frac{\\pi(OC)}{1-\\pi(OC)}\\\\\n&=\\frac{0.0026}{1-0.0026}\\\\\n&\\approx 0.002607\n\\end{aligned}\n\\]\n\n\n\nExercise 3.6 (Computing odds from probabilities) Estimate the odds of MI, for non-OC users.\n\nSolution. \\[\n\\omega(\\neg OC) = 7.0049\\times 10^{-4}\n\\]\n\n\n\n\nTheorem 3.3 (One-sample MLE for odds) Let \\(X_1,...X_n\\) be a set of \\(n\\) \\(\\text{iid}\\) Bernoulli trials, and let \\(X = \\sum_{i=1}^nX_i\\) be their sum.\nThen the maximum likelihood estimate of the odds of \\(X=1\\), \\(\\omega\\), is:\n\\[\n\\hat{\\omega}= \\frac{x}{n-x}\n\\]\n\n\n\nProof. \\[\n\\begin{aligned}\n1-\\hat\\pi\n&= 1-\\frac{x}{n}\\\\\n&= \\frac{n}{n} - \\frac{x}{n}\\\\\n&= \\frac{n - x}{n}\n\\end{aligned}\n\\]\nThus, the estimated odds is:\n\\[\n\\begin{aligned}\n\\frac{\\hat\\pi}{1-\\hat\\pi}\n&= \\frac{\\left(\\frac{x}{n}\\right)}{\\left(\\frac{n-x}{n}\\right)}\\\\\n&= \\frac{x}{n-x}\n\\end{aligned}\n\\]\n\nThat is, odds can be calculated directly as “# events” divided by “# nonevents” (without needing to calculate \\(\\hat\\pi\\) and \\(1-\\hat\\pi\\) first).\n\n\n\n\nExample 3.6 (calculating odds using the shortcut) In Example 3.5, we calculated \\[\n\\begin{aligned}\n\\omega(OC)\n&=0.0026\n\\end{aligned}\n\\]\nLet’s recalculate this result using our shortcut.\n\n\n\nSolution 3.1. \\[\n\\begin{aligned}\n\\omega(OC)\n&=\\frac{13}{5000-13}\\\\\n&=0.0026\n\\end{aligned}\n\\]\nSame answer as in Example 3.5!\n\n\n\nTheorem 3.4 (Simplified expression for odds function)  \n\nAn equivalent expression for the odds function is\n\n\\[\n\\text{odds}\\left\\{\\pi\\right\\} = \\left(\\left(\\pi\\right)^{-1}-1)\\right)^{-1}\n\\tag{3.2}\\]\n\n\n\nExercise 3.7 Prove that Equation 3.2 is equivalent to Definition 3.6.\n\n\n\nTheorem 3.5 (Derivative of odds function) \\[{\\text{odds}}'\\left\\{\\pi\\right\\} = \\frac{1}{\\left(1-\\pi\\right)^2}\\]\n\n\n\nProof. \\[\n\\begin{aligned}\n{\\text{odds}}'\\left\\{\\pi\\right\\}\n &= \\frac{\\partial}{\\partial \\pi}\\left(\\frac{\\pi}{1-\\pi}\\right)\n\\\\ &= \\frac {\\frac{\\partial}{\\partial \\pi}\\pi} {1-\\pi} -\n \\left(\\frac{\\pi}{\\left(1-\\pi\\right)^2} \\cdot\\frac{\\partial}{\\partial \\pi}\\left(1-\\pi\\right)\\right)\n\\\\ &= \\frac{1}{1-\\pi} - \\frac{\\pi}{\\left(1-\\pi\\right)^2} \\cdot(-1)\n\\\\ &= \\frac{1}{1-\\pi} + \\frac{\\pi}{\\left(1-\\pi\\right)^2}\n\\\\ &= \\frac{1-\\pi}{\\left(1-\\pi\\right)^2} + \\frac{\\pi}{\\left(1-\\pi\\right)^2}\n\\\\ &= \\frac{1-\\pi + \\pi}{\\left(1-\\pi\\right)^2}\n\\\\ &= \\frac{1}{\\left(1-\\pi\\right)^2}\n\\end{aligned}\n\\]\n\n\n\nOdds of rare events\nFor rare events (small \\(\\pi\\)), odds and probabilities are nearly equal, because \\(1-\\pi \\approx 1\\) (see Figure 3.1).\nFor example, in Example 3.5, the probability and odds differ by \\(6.7776\\times 10^{-6}\\).\n\n\nExercise 3.8 What odds value corresponds to the probability \\(\\pi = 0.2\\), and what is the numerical difference between these two values?\n\n\n\nSolution. \\[\n\\omega= \\frac{\\pi}{1-\\pi}\n=\\frac{.2}{.8}\n= .25\n\\]\n\n\n\nTheorem 3.6 Let \\(\\omega= \\frac{\\pi}{1-\\pi}\\). Then:\n\\[\\omega- \\pi = \\omega\\cdot\\pi\\]\n\n\n\nExercise 3.9 Prove Theorem 3.6.\n\n\n\nSolution. \\[\n\\begin{aligned}\n\\omega- \\pi\n&= \\frac{\\pi}{1-\\pi} - \\pi\n\\\\ &= \\frac{\\pi}{1-\\pi} - \\frac{\\pi(1-\\pi)}{1-\\pi}\n\\\\ &= \\frac{\\pi}{1-\\pi} - \\frac{\\pi - \\pi^2}{1-\\pi}\n\\\\ &= \\frac{\\pi - (\\pi - \\pi^2)}{1-\\pi}\n\\\\ &= \\frac{\\pi - \\pi + \\pi^2}{1-\\pi}\n\\\\ &= \\frac{\\pi^2}{1-\\pi}\n\\\\ &= \\frac{\\pi}{1-\\pi} \\pi\n\\\\ &= \\omega\\pi\n\\end{aligned}\n\\]\n\n\n\nLemma 3.1 (Odds of a non-event) If \\(\\pi\\) is the odds of event \\(A\\) and \\(\\omega\\) is the corresponding odds of \\(A\\), then the odds of \\(\\neg A\\) are:\n\\[\n\\omega(\\neg A) = \\frac{1-\\pi}{\\pi}\n\\]\n\n\nProof. Left to the reader.\n\n\n\n\n\n3.4.2 The inverse odds function\n\nDefinition 3.7 (inverse odds function) The inverse odds function,\n\\[\\text{invodds}\\left\\{\\omega\\right\\} \\stackrel{\\text{def}}{=}\\frac{\\omega}{1 + \\omega}\\] converts odds into their corresponding probabilities (Figure 3.2).\n\n\nThe inverse-odds function takes an odds as input and produces a probability as output. Its domain of inputs is \\([0,\\infty)\\) and its range of outputs is \\([0,1]\\).\nI haven’t seen anyone give the inverse-odds function a concise name; maybe \\(\\text{prob}()\\)?\n\n\n\n\nShow R code\nodds_inv = function(omega) (1 + omega^-1)^-1\nggplot() +\n geom_function(fun = odds_inv, aes(col = \"inverse-odds\")) +\n xlab(\"Odds\") +\n ylab(\"Probability\") +\n xlim(0,5) +\n ylim(0,1) +\n geom_abline(aes(intercept = 0, slope = 1, col = \"x=y\"))\n\n\n\n\n\nFigure 3.2: The inverse odds function, \\(\\text{invodds}\\left\\{\\omega\\right\\}\\)\n\n\n\n\n\n\n\n\n\n\nExercise 3.10 What probability corresponds to an odds of \\(\\omega= 1\\), and what is the numerical difference between these two values?\n\n\n\nSolution. \\[\n\\pi(1) = \\frac{1}{1+1}\n=\\frac{1}{2}\n= .5\n\\] \\[\n1 - \\pi(1) = 1 - .5 = .5\n\\]\n\n\n\nLemma 3.2 (Simplified expression for inverse odds function)  \n\nAn equivalent expression for the inverse odds function is\n\n\\[\n\\pi(\\omega) = (1+\\omega^{-1})^{-1}\n\\tag{3.3}\\]\n\n\n\nExercise 3.11 Prove that Equation 3.3 is equivalent to Definition 3.7.\n\n\n\nLemma 3.3 (One minus inverse-odds) \\[1 - \\text{invodds}\\left\\{\\omega\\right\\} = \\frac{1}{1+\\omega}\\]\n\n\n\nProof. \\[\n\\begin{aligned}\n1 - \\text{invodds}\\left\\{\\omega\\right\\} &= 1 - \\frac{\\omega}{1 + \\omega}\n\\\\ &= \\frac{{\\color{red}1+\\omega}}{1 + \\omega} - \\frac{{\\color{blue}\\omega}}{1 + \\omega}\n\\\\ &= \\frac{{\\color{red}(1+\\omega)} - {\\color{blue}\\omega}}{1 + \\omega}\n\\\\ &= \\frac{1 + \\omega- \\omega}{1 + \\omega}\n\\\\ &= \\frac{1}{1 + \\omega}\n\\end{aligned}\n\\]\n\n\n\nTheorem 3.7 If \\(\\omega\\) is the odds of event \\(A\\), then the probability that \\(A\\) does not occur is:\n\\[\\Pr(\\neg A) = \\frac{1}{1+\\omega}\\]\n\n\n\nProof. \n\nUse Lemma 3.3:\n\n\\[\n\\begin{aligned}\n\\Pr(\\neg A)\n&= 1 - \\Pr(A)\n\\\\ &= 1 - \\text{invodds}\\left\\{\\omega\\right\\}\n\\\\ &= \\frac{1}{1 + \\omega}\n\\end{aligned}\n\\]\n\n\n\nTheorem 3.8 (Derivative of inverse odds function) \\[{\\text{invodds}}'\\left\\{\\omega\\right\\} = \\frac{1}{\\left(1+\\omega\\right)^2}\\]\n\n\n\nProof. \n\nUse the quotient rule:\n\n\\[\n\\begin{aligned}\n{\\text{invodds}}'(\\omega)\n&= \\frac{\\partial}{\\partial \\omega} \\text{invodds}\\left\\{\\omega\\right\\}\n\\\\ &= \\frac{\\partial}{\\partial \\omega} \\frac{\\omega}{1+\\omega}\n\\\\ &= \\frac{\\frac{\\partial}{\\partial \\omega}\\omega}{1+\\omega} - \\frac{\\omega}{\\left(1+\\omega\\right)^2} \\cdot\\frac{\\partial}{\\partial \\omega}(1+\\omega)\n\\\\ &= \\frac{1}{1+\\omega} - \\frac{\\omega}{\\left(1+\\omega\\right)^2} \\cdot 1\n\\\\ &= \\frac{1}{1+\\omega} - \\frac{\\omega}{\\left(1+\\omega\\right)^2}\n\\\\ &= \\frac{1+\\omega}{\\left(1+\\omega\\right)^2} - \\frac{\\omega}{\\left(1+\\omega\\right)^2}\n\\\\ &= \\frac{1+\\omega- \\omega}{\\left(1+\\omega\\right)^2}\n\\\\ &= \\frac{1}{\\left(1+\\omega\\right)^2}\n\\end{aligned}\n\\]\n\n\n\nCorollary 3.1 \\[{\\text{invodds}}'\\left\\{\\omega\\right\\} = \\left(1 - \\text{invodds}\\left\\{\\omega\\right\\}\\right)^2\\]\n\n\n\n\n3.4.3 Odds ratios\n\nNow that we have defined odds, we can introduce another way of comparing event probabilities: odds ratios.\n\n\nDefinition 3.8 (Odds ratio) The odds ratio for two odds \\(\\omega_1\\), \\(\\omega_2\\) is their ratio:\n\\[\\theta(\\omega_1, \\omega_2) = \\frac{\\omega_1}{\\omega_2}\\]\n\n\n\nExample 3.7 (Calculating odds ratios) In Example 3.1, the odds ratio for OC users versus OC-non-users is:\n\\[\n\\begin{aligned}\n\\theta(\\omega(OC), \\omega(\\neg OC))\n&= \\frac{\\omega(OC)}{\\omega(\\neg OC)}\\\\\n&= \\frac{0.0026}{7\\times 10^{-4}}\\\\\n&= 3.7143\\\\\n\\end{aligned}\n\\]\n\n\n\nA shortcut for calculating odds ratio estimates\n\nThe general form of a two-by-two table is shown in Table 3.2.\n\n\n\nTable 3.2: A generic 2x2 table\n\n\n\n\n\n\nEvent\nNon-Event\nTotal\n\n\n\n\nExposed\na\nb\na+b\n\n\nNon-exposed\nc\nd\nc+d\n\n\nTotal\na+c\nb+d\na+b+c+d\n\n\n\n\n\n\n\n\nFrom this table, we have:\n\n\n\\(\\hat\\pi(Event|Exposed) = a/(a+b)\\)\n\\(\\hat\\pi(\\neg Event|Exposed) = b/(a+b)\\)\n\\(\\hat\\omega(Event|Exposed) = \\frac{\\left(\\frac{a}{a+b}\\right)}{\\left(\\frac{b}{a+b}\\right)}=\\frac{a}{b}\\)\n\\(\\hat\\omega(Event|\\neg Exposed) = \\frac{c}{d}\\) (see Exercise 3.12)\n\\(\\theta(Exposed,\\neg Exposed) = \\frac{\\frac{a}{b}}{\\frac{c}{d}} = \\frac{ad}{bc}\\)\n\n\n\nExercise 3.12 Given Table 3.2, show that \\(\\hat\\omega(Event|\\neg Exposed) = \\frac{c}{d}\\).\n\n\n\n\nProperties of odds ratios\n\nOdds ratios have a special property: we can swap a covariate with the outcome, and the odds ratio remains the same.\n\n\nTheorem 3.9 (Odds ratios are reversible) For any two events \\(A\\), \\(B\\):\n\\[\\theta(A|B) = \\theta(B|A)\\]\n\n\n\nProof. \n\\[\n\\begin{aligned}\n\\theta(A|B) &\\stackrel{\\text{def}}{=}\\frac{\\omega(A|B)}{\\omega(A|\\neg B)}\n\\\\ &= \\frac\n{\\left(\\frac{\\text{p}(A|B)}{\\text{p}(\\neg A|B)}\\right)}\n{\\left(\\frac{\\text{p}(A|\\neg B)}{\\text{p}(\\neg A| \\neg B)}\\right)}\n\\\\ &=\n\\left(\\frac{\\text{p}(A|B)}{\\text{p}(\\neg A|B)}\\right)\n\\left(\\frac{\\text{p}(A|\\neg B)}{\\text{p}(\\neg A| \\neg B)}\\right)^{-1}\n\\\\ &=\n\\left(\\frac{\\text{p}(A|B)}{\\text{p}(\\neg A|B)}\\right)\n\\left(\\frac{\\text{p}(\\neg A| \\neg B)}{\\text{p}(A|\\neg B)}\\right)\n\\\\ &=\n\\left(\\frac{\\text{p}(A|B)}{\\text{p}(\\neg A|B)} \\cdot \\frac{\\text{p}(B)}{\\text{p}(B)}\\right)\n\\left(\\frac{\\text{p}(\\neg A| \\neg B)}{\\text{p}(A|\\neg B)} \\cdot \\frac{\\text{p}(\\neg B)}{\\text{p}(\\neg B)}\\right)\n\\\\ &=\n\\left(\\frac{\\text{p}(A,B)}{\\text{p}(\\neg A,B)}\\right)\n\\left(\\frac{\\text{p}(\\neg A, \\neg B)}{\\text{p}(A, \\neg B)}\\right)\n\\\\ &=\n\\left(\\frac{\\text{p}(B,A)}{{\\color{red}\\text{p}(B,\\neg A)}}\\right)\n\\left(\\frac{\\text{p}(\\neg B, \\neg A)}{{\\color{blue}\\text{p}(\\neg B, A)}}\\right)\n\\\\ &=\n\\left(\\frac{\\text{p}(B,A)}{{\\color{blue}\\text{p}(\\neg B, A)}}\\right)\n\\left(\\frac{\\text{p}(\\neg B, \\neg A)}{{\\color{red}\\text{p}(B,\\neg A)}}\\right)\n\\\\ &= \\text{[reverse the preceding steps]}\n\\\\ &= \\theta(B|A)\n\\end{aligned}\n\\]\n\n\n\nExample 3.8 In Example 3.1, we have:\n\\[\n\\begin{aligned}\n\\theta(MI; OC)\n&\\stackrel{\\text{def}}{=}\n\\frac{\\omega(MI|OC)}{\\omega(MI|\\neg OC)}\\\\\n&\\stackrel{\\text{def}}{=}\\frac\n{\\left(\\frac{\\Pr(MI|OC)}{\\Pr(\\neg MI|OC)}\\right)}\n{\\left(\\frac{\\Pr(MI|\\neg OC)}{\\Pr(\\neg MI|\\neg OC)}\\right)}\\\\\n&= \\frac\n{\\left(\\frac{\\Pr(MI,OC)}{\\Pr(\\neg MI,OC)}\\right)}\n{\\left(\\frac{\\Pr(MI,\\neg OC)}{\\Pr(\\neg MI,\\neg OC)}\\right)}\\\\\n&= \\left(\\frac{\\Pr(MI,OC)}{\\Pr(\\neg MI,OC)}\\right)\n\\left(\\frac{\\Pr(\\neg MI,\\neg OC)}{\\Pr(MI,\\neg OC)}\\right)\\\\\n&= \\left(\\frac{\\Pr(MI,OC)}{\\Pr(MI,\\neg OC)}\\right)\n\\left(\\frac{\\Pr(\\neg MI,\\neg OC)}{\\Pr(\\neg MI,OC)}\\right)\\\\\n&= \\left(\\frac{\\Pr(OC,MI)}{\\Pr(\\neg OC,MI)}\\right)\n\\left(\\frac{\\Pr(\\neg OC,\\neg MI)}{\\Pr(OC,\\neg MI)}\\right)\\\\\n&= \\left(\\frac{\\Pr(OC|MI)}{\\Pr(\\neg OC|MI)}\\right)\n\\left(\\frac{\\Pr(\\neg OC|\\neg MI)}{\\Pr(OC|\\neg MI)}\\right)\\\\\n&= \\frac{\\left(\\frac{\\Pr(OC|MI)}{\\Pr(\\neg OC|MI)}\\right)}\n{\\left(\\frac{\\Pr(OC|\\neg MI)}{\\Pr(\\neg OC|\\neg MI)}\\right)}\\\\\n&\\stackrel{\\text{def}}{=}\\frac{\\omega(OC|MI)}\n{\\omega(OC|\\neg MI)}\\\\\n&\\stackrel{\\text{def}}{=}\\theta(OC; MI)\n\\end{aligned}\n\\]\n\n\n\nExercise 3.13 For Table 3.2, show that \\(\\hat\\theta(Exposed, Unexposed) = \\hat\\theta(Event, \\neg Event)\\).\n\n\n\nConditional odds ratios have the same reversibility property:\n\n\nTheorem 3.10 (Conditional odds ratios are reversible) For any three events \\(A\\), \\(B\\), \\(C\\):\n\\[\\theta(A|B,C) = \\theta(B|A,C)\\]\n\n\n\nProof. Apply the same steps as for Theorem 3.9, inserting \\(C\\) into the conditions (RHS of \\(|\\)) of every expression.\n\n\n\n\nOdds Ratios vs Probability (Risk) Ratios\n\nWhen the outcome is rare (i.e., its probability is small) for both groups being compared in an odds ratio, the odds of the outcome will be similar to the probability of the outcome, and thus the risk ratio will be similar to the odds ratio.\n\n\nCase 1: rare events\nFor rare events, odds ratios and probability (a.k.a. risk, a.k.a. prevalence) ratios will be close:\n\\(\\pi_1 = .01\\) \\(\\pi_2 = .02\\)\n\n\nShow R code\npi1 = .01\npi2 = .02\npi2/pi1\n#> [1] 2\nodds(pi2)/odds(pi1)\n#> [1] 2.02\n\n\n\n\nExample 3.9 In Example 3.1, the outcome is rare for both OC and non-OC participants, so the odds for both groups are similar to the corresponding probabilities, and the odds ratio is similar the risk ratio.\n\n\n\n\nCase 2: frequent events\n\\(\\pi_1 = .4\\) \\(\\pi_2 = .5\\)\nFor more frequently-occurring outcomes, this won’t be the case:\n\n\nShow R code\npi1 = .4\npi2 = .5\npi2/pi1\n#> [1] 1.25\nodds(pi2)/odds(pi1)\n#> [1] 1.5\n\n\n\n\n\n\nOdds Ratios in Case-Control Studies\n\nTable 3.1 simulates a follow-up study in which two populations were followed and the number of MI’s was observed. The risks are \\(P(MI|OC)\\) and \\(P(MI|\\neg OC)\\) and we can estimate these risks from the data.\nBut suppose we had a case-control study in which we had 100 women with MI and selected a comparison group of 100 women without MI (matched as groups on age, etc.). Then MI is not random, and we cannot compute P(MI|OC) and we cannot compute the risk ratio. However, the odds ratio however can be computed.\nThe disease odds ratio is the odds for the disease in the exposed group divided by the odds for the disease in the unexposed group, and we cannot validly compute and use these separate parts.\nWe can still validly compute and use the exposure odds ratio, which is the odds for exposure in the disease group divided by the odds for exposure in the non-diseased group (because exposure can be treated as random):\n\n\\[\n\\hat\\theta(OC|MI) =\n\\frac{\\hat{\\omega}(OC|MI)}{\\hat{\\omega}(OC|\\neg MI)}\n\\]\n\nAnd these two odds ratios, \\(\\hat\\theta(MI|OC)\\) and \\(\\hat\\theta(OC|MI)\\), are mathematically equivalent, as we saw in Section 3.4.3.2:\n\n\\[\\hat\\theta(MI|OC) = \\hat\\theta(OC|MI)\\]\n\n\nExercise 3.14 Calculate the odds ratio of MI with respect to OC use, assuming that Table 3.1 comes from a case-control study. Confirm that the result is the same as in Example 3.7.\n\n\nSolution. \n\n\\(\\omega(OC|MI) = P(OC|MI)/(1 – P(OC|MI) = \\frac{13}{7} = 1.8571\\)\n\\(\\omega(OC|\\neg MI) = P(OC|\\neg MI)/(1 – P(OC|\\neg MI) = \\frac{4987}{9993} = 0.499\\)\n\\(\\theta(OC,MI) = \\frac{\\omega(OC|MI)}{\\omega(OC|\\neg MI)} = \\frac{13/7}{4987/9993} = 3.7214\\)\n\n\nThis is the same estimate we calculated in Example 3.7.\n\n\n\n\n\n\nOdds Ratios in Cross-Sectional Studies\n\nIf a cross-sectional study is a probability sample of a population (which it rarely is) then we can estimate risks.\nIf it is a sample, but not an unbiased probability sample, then we need to treat it in the same way as a case-control study.\nWe can validly estimate odds ratios in either case.\nBut we can usually not validly estimate risks and risk ratios.", "crumbs": [ "Generalized Linear Models", "3  Models for Binary Outcomes" @@ -303,7 +303,7 @@ "href": "logistic-regression.html#introduction-to-logistic-regression", "title": "3  Models for Binary Outcomes", "section": "3.6 Introduction to logistic regression", - "text": "3.6 Introduction to logistic regression\n\n\nIn Example 3.1, we estimated the risk and the odds of MI for two groups, defined by oral contraceptive use.\nIf the predictor is quantitative (dose) or there is more than one predictor, the task becomes more difficult.\nIn this case, we will use logistic regression, which is a generalization of the linear regression models you have been using that can account for a binary response instead of a continuous one.\n\n\n\n3.6.1 Binary outcomes models - one group, no covariates\n\\[\n\\begin{aligned}\n\\text{P}(Y=1) &= \\pi\\\\\n\\text{P}(Y=0) &= 1-\\pi\\\\\n\\text{P}(Y=y) &= \\pi^y (1-\\pi)^{1-y}\\\\\n\\mathbf y &= (y_1, ..., y_n)\\\\\n\\mathcal L(\\pi;\\mathbf y) &= \\pi^{\\sum y_i} (1-\\pi)^{n - \\sum y_i}\\\\\n\\ell(\\pi, \\mathbf y) &= \\left({\\sum y_i}\\right) \\text{log}\\left\\{\\pi\\right\\} + \\left(n - \\sum y_i\\right) \\text{log}\\left\\{1-\\pi\\right\\}\\\\\n&= \\left({\\sum y_i}\\right) \\left(\\text{log}\\left\\{\\pi\\right\\} - \\text{log}\\left\\{1-\\pi\\right\\}\\right) + n \\cdot \\text{log}\\left\\{1-\\pi\\right\\}\\\\\n&= \\left({\\sum y_i}\\right) \\text{log}\\left\\{\\frac{\\pi}{ 1-\\pi}\\right\\} + n \\cdot \\text{log}\\left\\{1-\\pi\\right\\}\n\\\\ &= \\left({\\sum y_i}\\right) \\text{logit}(\\pi) + n \\cdot \\text{log}\\left\\{1-\\pi\\right\\}\n\\end{aligned}\n\\]\n\n\n3.6.2 Binary outcomes - general\n\\[\n\\begin{aligned}\n\\text{P}(Y_i=1) &= \\pi_i\n\\\\ \\text{P}(Y_i=0) &= 1-\\pi_i\n\\end{aligned}\n\\]\n\\[\\text{P}(Y_i=y_i) = (\\pi_i)^y_i (1-\\pi_i)^{1-y_i}\\]\n\\[\\mathcal{L}_i(\\pi_i) = \\text{P}(Y_i=y_i)\\]\n\\[\n\\begin{aligned}\n\\ell_i(\\pi_i)\n &= \\text{log}\\left\\{\\mathcal{L}_i(\\pi_i)\\right\\}\n\\\\ &= y_i \\text{log}\\left\\{\\pi_i\\right\\} + (1-y_i) \\text{log}\\left\\{1-\\pi_i\\right\\}\n\\end{aligned}\n\\]\n\nFor \\(\\text{iid}\\) data \\(\\tilde{y} = (y_1, ..., y_n)\\):\n\\[\n\\begin{aligned}\n\\mathcal{L}(\\pi;\\tilde{y}) &= \\text{P}(Y_1=y_1, \\ldots, Y_n = y_n)\n\\\\ &= \\prod_{i=1}^n \\text{P}(Y_i=y_i)\n\\\\ &= \\prod_{i=1}^n \\mathcal{L}_i(\\pi_i)\n\\end{aligned}\n\\]\n\n\n3.6.3 Modeling \\(\\pi_i\\) as a function of \\(X_i\\)\nIf there are only a few distinct \\(X_i\\) values, we can model \\(\\pi_i\\) separately for each value of \\(X_i\\).\nOtherwise, we need regression.\n\\[\n\\begin{aligned}\n\\pi(x) &\\equiv \\text{E}(Y=1|X=x)\\\\\n&= f(x^\\top\\beta)\n\\end{aligned}\n\\]\nTypically, we use the \\(\\text{expit}\\) inverse-link:\n\\[\\pi(\\tilde{x}) = \\text{expit}(\\tilde{x}'\\beta) \\tag{3.4}\\]\n\n\n3.6.4 Meet the beetles\n\n\nShow R code\nlibrary(glmx)\n\ndata(BeetleMortality, package = \"glmx\")\nbeetles = BeetleMortality |>\n mutate(\n pct = died/n,\n survived = n - died\n )\n\nplot1 = \n beetles |> \n ggplot(aes(x = dose, y = pct)) +\n geom_point(aes(size = n)) +\n xlab(\"Dose (log mg/L)\") +\n ylab(\"Mortality rate (%)\") +\n scale_y_continuous(labels = scales::percent) +\n scale_size(range = c(1,2)) +\n theme_bw(base_size = 18)\n\nprint(plot1)\n\n\n\n\n\nFigure 3.5: Mortality rates of adult flour beetles after five hours’ exposure to gaseous carbon disulphide (Bliss 1935)\n\n\n\n\n\n\n\n\n\n\n3.6.5 Why don’t we use linear regression?\n\n\nShow R code\nbeetles_long = beetles |> \n reframe(\n .by = everything(),\n outcome = c(\n rep(1, times = died), \n rep(0, times = survived))) |> \n as_tibble()\n\nlm1 = beetles_long |> lm(formula = outcome ~ dose)\nf.linear = function(x) predict(lm1, newdata = data.frame(dose = x))\n\nrange1 = range(beetles$dose) + c(-.2, .2)\n\nplot2 = \n plot1 + \n geom_function(\n fun = f.linear, \n aes(col = \"Straight line\")) +\n labs(colour=\"Model\", size = \"\")\n\nplot2 |> print()\n\n\n\n\n\nFigure 3.6: Mortality rates of adult flour beetles after five hours’ exposure to gaseous carbon disulphide (Bliss 1935)\n\n\n\n\n\n\n\n\n\n\n3.6.6 Zoom out\n\n\nShow R code\n(plot2 + expand_limits(x = c(1.6, 2))) |> print()\n\n\n\n\n\nFigure 3.7: Mortality rates of adult flour beetles after five hours’ exposure to gaseous carbon disulphide (Bliss 1935)\n\n\n\n\n\n\n\n\n\n\n3.6.7 log transformation of dose?\n\n\nShow R code\nlm2 = beetles_long |> lm(formula = outcome ~ log(dose))\nf.linearlog = function(x) predict(lm2, newdata = data.frame(dose = x))\n\nplot3 = plot2 + \n expand_limits(x = c(1.6, 2)) +\n geom_function(fun = f.linearlog, aes(col = \"Log-transform dose\"))\n(plot3 + expand_limits(x = c(1.6, 2))) |> print()\n\n\n\n\n\nFigure 3.8: Mortality rates of adult flour beetles after five hours’ exposure to gaseous carbon disulphide (Bliss 1935)\n\n\n\n\n\n\n\n\n\n\n3.6.8 Logistic regression\n\n\nShow R code\n\n#| label: fig-beetles_5\n#| fig-cap: \"Mortality rates of adult flour beetles after five hours' exposure to gaseous carbon disulphide (Bliss 1935)\"\n\nbeetles_glm_grouped = beetles |> \n glm(formula = cbind(died, survived) ~ dose, family = \"binomial\")\nf = function(x) \n beetles_glm_grouped |> \n predict(newdata = data.frame(dose = x), type = \"response\")\n\nplot4 = plot3 + geom_function(fun = f, aes(col = \"Logistic regression\"))\nplot4 |> print()\n\n\n\n\n\n\n\n\n\n\n\n\n3.6.9 Three parts to regression models\n\nWhat distribution does the outcome have for a specific subpopulation defined by covariates? (outcome model)\nHow does the combination of covariates relate to the mean? (link function)\nHow do the covariates combine? (linear predictor, interactions)\n\n\n\n\n3.6.10 Logistic regression in R\n\n\nShow R code\n\nbeetles_glm_grouped = \n beetles |> \n glm(\n formula = cbind(died, survived) ~ dose, \n family = \"binomial\")\n\nlibrary(parameters)\nbeetles_glm_grouped |> \n parameters() |> \n print_md()\n\n\n\n\n\nParameter\nLog-Odds\nSE\n95% CI\nz\np\n\n\n\n\n(Intercept)\n-60.72\n5.18\n(-71.44, -51.08)\n-11.72\n< .001\n\n\ndose\n34.27\n2.91\n(28.85, 40.30)\n11.77\n< .001\n\n\n\n\n\n\nFitted values:\n\n\nShow R code\nfitted.values(beetles_glm_grouped)\n#> 1 2 3 4 5 6 \n#> 0.058601026 0.164027869 0.362119006 0.605314906 0.795171772 0.903235819 \n#> 7 8 \n#> 0.955196107 0.979049344\npredict(beetles_glm_grouped, type = \"response\")\n#> 1 2 3 4 5 6 \n#> 0.058601026 0.164027869 0.362119006 0.605314906 0.795171772 0.903235819 \n#> 7 8 \n#> 0.955196107 0.979049344\npredict(beetles_glm_grouped, type = \"link\")\n#> 1 2 3 4 5 6 \n#> -2.77661484 -1.62855893 -0.56617883 0.42766061 1.35638644 2.23370678 \n#> 7 8 \n#> 3.05962163 3.84441209\n\nfit_y = beetles$n * fitted.values(beetles_glm_grouped)\n\n\n\n\n\n3.6.11 Individual observations\n\n\nShow R code\nbeetles_long\n\n\n\n\nTable 3.3: beetles data in long format\n\n\n\n\n \n\n\n\n\n\n\n\n\n\nShow R code\nbeetles_glm_ungrouped = \n beetles_long |> \n glm(\n formula = outcome ~ dose, \n family = \"binomial\")\n\nbeetles_glm_ungrouped |> parameters() |> print_md()\n\n\n\n\nTable 3.4: logistic regression model for beetles data with individual Bernoulli data\n\n\n\n\n\n\nParameter\nLog-Odds\nSE\n95% CI\nz\np\n\n\n\n\n(Intercept)\n-60.72\n5.18\n(-71.44, -51.08)\n-11.72\n< .001\n\n\ndose\n34.27\n2.91\n(28.85, 40.30)\n11.77\n< .001\n\n\n\n\n\n\n\n\n\nHere’s the previous version again:\n\n\n\nShow R code\nbeetles_glm_grouped |> parameters() |> print_md()\n\n\n\n\nTable 3.5: logistic regression model for beetles data with grouped (binomial) data\n\n\n\n\n\n\nParameter\nLog-Odds\nSE\n95% CI\nz\np\n\n\n\n\n(Intercept)\n-60.72\n5.18\n(-71.44, -51.08)\n-11.72\n< .001\n\n\ndose\n34.27\n2.91\n(28.85, 40.30)\n11.77\n< .001\n\n\n\n\n\n\n\n\n\n\nThey seem the same! But not quite:\n\n\n\nShow R code\n\nlogLik(beetles_glm_grouped)\n#> 'log Lik.' -18.715135 (df=2)\nlogLik(beetles_glm_ungrouped)\n#> 'log Lik.' -186.2354 (df=2)\n\n\n\nThe difference is due to the binomial coefficient \\(\\left(n\\atop x \\right)\\) which isn’t included in the individual-observations (Bernoulli) version of the model.", + "text": "3.6 Introduction to logistic regression\n\n\nIn Example 3.1, we estimated the risk and the odds of MI for two groups, defined by oral contraceptive use.\nIf the predictor is quantitative (dose) or there is more than one predictor, the task becomes more difficult.\nIn this case, we will use logistic regression, which is a generalization of the linear regression models you have been using that can account for a binary response instead of a continuous one.\n\n\n\n3.6.1 Binary outcomes models - one group, no covariates\n\\[\n\\begin{aligned}\n\\text{P}(Y=1) &= \\pi\\\\\n\\text{P}(Y=0) &= 1-\\pi\\\\\n\\text{P}(Y=y) &= \\pi^y (1-\\pi)^{1-y}\\\\\n\\mathbf y &= (y_1, ..., y_n)\\\\\n\\mathcal L(\\pi;\\mathbf y) &= \\pi^{\\sum y_i} (1-\\pi)^{n - \\sum y_i}\\\\\n\\ell(\\pi, \\mathbf y) &= \\left({\\sum y_i}\\right) \\text{log}\\left\\{\\pi\\right\\} + \\left(n - \\sum y_i\\right) \\text{log}\\left\\{1-\\pi\\right\\}\\\\\n&= \\left({\\sum y_i}\\right) \\left(\\text{log}\\left\\{\\pi\\right\\} - \\text{log}\\left\\{1-\\pi\\right\\}\\right) + n \\cdot \\text{log}\\left\\{1-\\pi\\right\\}\\\\\n&= \\left({\\sum y_i}\\right) \\text{log}\\left\\{\\frac{\\pi}{ 1-\\pi}\\right\\} + n \\cdot \\text{log}\\left\\{1-\\pi\\right\\}\n\\\\ &= \\left({\\sum y_i}\\right) \\text{logit}(\\pi) + n \\cdot \\text{log}\\left\\{1-\\pi\\right\\}\n\\end{aligned}\n\\]\n\n\n3.6.2 Binary outcomes - general\n\\[\n\\begin{aligned}\n\\text{P}(Y_i=1) &= \\pi_i\n\\\\ \\text{P}(Y_i=0) &= 1-\\pi_i\n\\end{aligned}\n\\]\n\\[\\text{P}(Y_i=y_i) = (\\pi_i)^y_i (1-\\pi_i)^{1-y_i}\\]\n\\[\\mathcal{L}_i(\\pi_i) = \\text{P}(Y_i=y_i)\\]\n\\[\n\\begin{aligned}\n\\ell_i(\\pi_i)\n &= \\text{log}\\left\\{\\mathcal{L}_i(\\pi_i)\\right\\}\n\\\\ &= y_i \\text{log}\\left\\{\\pi_i\\right\\} + (1-y_i) \\text{log}\\left\\{1-\\pi_i\\right\\}\n\\end{aligned}\n\\]\n\nFor \\(\\text{iid}\\) data \\(\\tilde{y} = (y_1, ..., y_n)\\):\n\\[\n\\begin{aligned}\n\\mathcal{L}(\\pi;\\tilde{y}) &= \\text{P}(Y_1=y_1, \\ldots, Y_n = y_n)\n\\\\ &= \\prod_{i=1}^n \\text{P}(Y_i=y_i)\n\\\\ &= \\prod_{i=1}^n \\mathcal{L}_i(\\pi_i)\n\\end{aligned}\n\\]\n\n\n3.6.3 Modeling \\(\\pi_i\\) as a function of \\(X_i\\)\nIf there are only a few distinct \\(X_i\\) values, we can model \\(\\pi_i\\) separately for each value of \\(X_i\\).\nOtherwise, we need regression.\n\\[\n\\begin{aligned}\n\\pi(x) &\\equiv \\text{E}(Y=1|X=x)\\\\\n&= f(x^\\top\\beta)\n\\end{aligned}\n\\]\nTypically, we use the \\(\\text{expit}\\) inverse-link:\n\\[\\pi(\\tilde{x}) = \\text{expit}(\\tilde{x}'\\beta) \\tag{3.4}\\]\n\n\n3.6.4 Meet the beetles\n\n\nShow R code\nlibrary(glmx)\n\ndata(BeetleMortality, package = \"glmx\")\nbeetles = BeetleMortality |>\n mutate(\n pct = died/n,\n survived = n - died\n )\n\nplot1 = \n beetles |> \n ggplot(aes(x = dose, y = pct)) +\n geom_point(aes(size = n)) +\n xlab(\"Dose (log mg/L)\") +\n ylab(\"Mortality rate (%)\") +\n scale_y_continuous(labels = scales::percent) +\n scale_size(range = c(1,2)) +\n theme_bw(base_size = 18)\n\nprint(plot1)\n\n\n\n\n\nFigure 3.5: Mortality rates of adult flour beetles after five hours’ exposure to gaseous carbon disulphide (Bliss 1935)\n\n\n\n\n\n\n\n\n\n\n3.6.5 Why don’t we use linear regression?\n\n\nShow R code\nbeetles_long = beetles |> \n reframe(\n .by = everything(),\n outcome = c(\n rep(1, times = died), \n rep(0, times = survived))) |> \n as_tibble()\n\nlm1 = beetles_long |> lm(formula = outcome ~ dose)\nf.linear = function(x) predict(lm1, newdata = data.frame(dose = x))\n\nrange1 = range(beetles$dose) + c(-.2, .2)\n\nplot2 = \n plot1 + \n geom_function(\n fun = f.linear, \n aes(col = \"Straight line\")) +\n labs(colour=\"Model\", size = \"\")\n\nplot2 |> print()\n\n\n\n\n\nFigure 3.6: Mortality rates of adult flour beetles after five hours’ exposure to gaseous carbon disulphide (Bliss 1935)\n\n\n\n\n\n\n\n\n\n\n3.6.6 Zoom out\n\n\nShow R code\n(plot2 + expand_limits(x = c(1.6, 2))) |> print()\n\n\n\n\n\nFigure 3.7: Mortality rates of adult flour beetles after five hours’ exposure to gaseous carbon disulphide (Bliss 1935)\n\n\n\n\n\n\n\n\n\n\n3.6.7 log transformation of dose?\n\n\nShow R code\nlm2 = beetles_long |> lm(formula = outcome ~ log(dose))\nf.linearlog = function(x) predict(lm2, newdata = data.frame(dose = x))\n\nplot3 = plot2 + \n expand_limits(x = c(1.6, 2)) +\n geom_function(fun = f.linearlog, aes(col = \"Log-transform dose\"))\n(plot3 + expand_limits(x = c(1.6, 2))) |> print()\n\n\n\n\n\nFigure 3.8: Mortality rates of adult flour beetles after five hours’ exposure to gaseous carbon disulphide (Bliss 1935)\n\n\n\n\n\n\n\n\n\n\n3.6.8 Logistic regression\n\n\nShow R code\n\n#| label: fig-beetles_5\n#| fig-cap: \"Mortality rates of adult flour beetles after five hours' exposure to gaseous carbon disulphide (Bliss 1935)\"\n\nbeetles_glm_grouped = beetles |> \n glm(formula = cbind(died, survived) ~ dose, family = \"binomial\")\nf = function(x) \n beetles_glm_grouped |> \n predict(newdata = data.frame(dose = x), type = \"response\")\n\nplot4 = plot3 + geom_function(fun = f, aes(col = \"Logistic regression\"))\nplot4 |> print()\n\n\n\n\n\n\n\n\n\n\n\n\n3.6.9 Three parts to regression models\n\nWhat distribution does the outcome have for a specific subpopulation defined by covariates? (outcome model)\nHow does the combination of covariates relate to the mean? (link function)\nHow do the covariates combine? (linear predictor, interactions)\n\n\n\n\n3.6.10 Logistic regression in R\n\n\nShow R code\n\nbeetles_glm_grouped = \n beetles |> \n glm(\n formula = cbind(died, survived) ~ dose, \n family = \"binomial\")\n\nlibrary(parameters)\nbeetles_glm_grouped |> \n parameters() |> \n print_md()\n\n\n\n\n\nParameter\nLog-Odds\nSE\n95% CI\nz\np\n\n\n\n\n(Intercept)\n-60.72\n5.18\n(-71.44, -51.08)\n-11.72\n< .001\n\n\ndose\n34.27\n2.91\n(28.85, 40.30)\n11.77\n< .001\n\n\n\n\n\n\nFitted values:\n\n\nShow R code\nfitted.values(beetles_glm_grouped)\n#> 1 2 3 4 5 6 7 8 \n#> 0.0586 0.1640 0.3621 0.6053 0.7952 0.9032 0.9552 0.9790\npredict(beetles_glm_grouped, type = \"response\")\n#> 1 2 3 4 5 6 7 8 \n#> 0.0586 0.1640 0.3621 0.6053 0.7952 0.9032 0.9552 0.9790\npredict(beetles_glm_grouped, type = \"link\")\n#> 1 2 3 4 5 6 7 8 \n#> -2.7766 -1.6286 -0.5662 0.4277 1.3564 2.2337 3.0596 3.8444\n\nfit_y = beetles$n * fitted.values(beetles_glm_grouped)\n\n\n\n\n\n3.6.11 Individual observations\n\n\nShow R code\nbeetles_long\n\n\n\n\nTable 3.3: beetles data in long format\n\n\n\n\n \n\n\n\n\n\n\n\n\n\nShow R code\nbeetles_glm_ungrouped = \n beetles_long |> \n glm(\n formula = outcome ~ dose, \n family = \"binomial\")\n\nbeetles_glm_ungrouped |> parameters() |> print_md()\n\n\n\n\nTable 3.4: logistic regression model for beetles data with individual Bernoulli data\n\n\n\n\n\n\nParameter\nLog-Odds\nSE\n95% CI\nz\np\n\n\n\n\n(Intercept)\n-60.72\n5.18\n(-71.44, -51.08)\n-11.72\n< .001\n\n\ndose\n34.27\n2.91\n(28.85, 40.30)\n11.77\n< .001\n\n\n\n\n\n\n\n\n\nHere’s the previous version again:\n\n\n\nShow R code\nbeetles_glm_grouped |> parameters() |> print_md()\n\n\n\n\nTable 3.5: logistic regression model for beetles data with grouped (binomial) data\n\n\n\n\n\n\nParameter\nLog-Odds\nSE\n95% CI\nz\np\n\n\n\n\n(Intercept)\n-60.72\n5.18\n(-71.44, -51.08)\n-11.72\n< .001\n\n\ndose\n34.27\n2.91\n(28.85, 40.30)\n11.77\n< .001\n\n\n\n\n\n\n\n\n\n\nThey seem the same! But not quite:\n\n\n\nShow R code\n\nlogLik(beetles_glm_grouped)\n#> 'log Lik.' -18.72 (df=2)\nlogLik(beetles_glm_ungrouped)\n#> 'log Lik.' -186.2 (df=2)\n\n\n\nThe difference is due to the binomial coefficient \\(\\left(n\\atop x \\right)\\) which isn’t included in the individual-observations (Bernoulli) version of the model.", "crumbs": [ "Generalized Linear Models", "3  Models for Binary Outcomes" @@ -336,7 +336,7 @@ "href": "logistic-regression.html#sec-gof", "title": "3  Models for Binary Outcomes", "section": "3.9 Model comparisons for logistic models", - "text": "3.9 Model comparisons for logistic models\n\n3.9.1 Deviance test\nWe can compare the maximized log-likelihood of our model, \\(\\ell(\\hat\\beta; \\mathbf x)\\), versus the log-likelihood of the full model (aka saturated model aka maximal model), \\(\\ell_{\\text{full}}\\), which has one parameter per covariate pattern. With enough data, \\(2(\\ell_{\\text{full}} - \\ell(\\hat\\beta; \\mathbf x)) \\dot \\sim \\chi^2(N - p)\\), where \\(N\\) is the number of distinct covariate patterns and \\(p\\) is the number of \\(\\beta\\) parameters in our model. A significant p-value for this deviance statistic indicates that there’s some detectable pattern in the data that our model isn’t flexible enough to catch.\n\n\n\n\n\n\nCaution\n\n\n\nThe deviance statistic needs to have a large amount of data for each covariate pattern for the \\(\\chi^2\\) approximation to hold. A guideline from Dobson is that if there are \\(q\\) distinct covariate patterns \\(x_1...,x_q\\), with \\(n_1,...,n_q\\) observations per pattern, then the expected frequencies \\(n_k \\cdot \\pi(x_k)\\) should be at least 1 for every pattern \\(k\\in 1:q\\).\n\n\nIf you have covariates measured on a continuous scale, you may not be able to use the deviance tests to assess goodness of fit.\n\n\n3.9.2 Hosmer-Lemeshow test\nIf our covariate patterns produce groups that are too small, a reasonable solution is to make bigger groups by merging some of the covariate-pattern groups together.\nHosmer and Lemeshow (1980) proposed that we group the patterns by their predicted probabilities according to the model of interest. For example, you could group all of the observations with predicted probabilities of 10% or less together, then group the observations with 11%-20% probability together, and so on; \\(g=10\\) categories in all.\nThen we can construct a statistic \\[X^2 = \\sum_{c=1}^g \\frac{(o_c - e_c)^2}{e_c}\\] where \\(o_c\\) is the number of events observed in group \\(c\\), and \\(e_c\\) is the number of events expected in group \\(c\\) (based on the sum of the fitted values \\(\\hat\\pi_i\\) for observations in group \\(c\\)).\nIf each group has enough observations in it, you can compare \\(X^2\\) to a \\(\\chi^2\\) distribution; by simulation, the degrees of freedom has been found to be approximately \\(g-2\\).\nFor our CHD model, this procedure would be:\n\n\nShow R code\nwcgs = \n wcgs |> \n mutate(\n pred_probs_glm1 = chd_glm_strat |> fitted(),\n pred_prob_cats1 = \n pred_probs_glm1 |> \n cut(breaks = seq(0, 1, by = .1), \n include.lowest = TRUE))\n\nHL_table = \n wcgs |> \n summarize(\n .by = pred_prob_cats1,\n n = n(),\n o = sum(chd69 == \"Yes\"),\n e = sum(pred_probs_glm1)\n )\n\nlibrary(pander)\nHL_table |> pander()\n\n\n\n\n\n\n\n\n\n\n\npred_prob_cats1\nn\no\ne\n\n\n\n\n(0.1,0.2]\n785\n116\n108\n\n\n(0.2,0.3]\n64\n12\n13.77\n\n\n[0,0.1]\n2305\n129\n135.2\n\n\n\n\n\nShow R code\n\nX2 = HL_table |> \n summarize(\n `X^2` = sum((o-e)^2/e)\n ) |> \n pull(`X^2`)\nprint(X2)\n#> [1] 1.1102871\n\npval1 = pchisq(X2, lower = FALSE, df = nrow(HL_table) - 2)\n\n\nOur statistic is \\(X^2 = 1.11028711\\); \\(p(\\chi^2(1) > 1.11028711) = 0.29201955\\), which is our p-value for detecting a lack of goodness of fit.\nUnfortunately that grouping plan left us with just three categories with any observations, so instead of grouping by 10% increments of predicted probability, typically analysts use deciles of the predicted probabilities:\n\n\nShow R code\nwcgs = \n wcgs |> \n mutate(\n pred_probs_glm1 = chd_glm_strat |> fitted(),\n pred_prob_cats1 = \n pred_probs_glm1 |> \n cut(breaks = quantile(pred_probs_glm1, seq(0, 1, by = .1)), \n include.lowest = TRUE))\n\nHL_table = \n wcgs |> \n summarize(\n .by = pred_prob_cats1,\n n = n(),\n o = sum(chd69 == \"Yes\"),\n e = sum(pred_probs_glm1)\n )\n\nHL_table |> pander()\n\n\n\n\n\n\n\n\n\n\n\npred_prob_cats1\nn\no\ne\n\n\n\n\n(0.114,0.147]\n275\n48\n36.81\n\n\n(0.147,0.222]\n314\n51\n57.19\n\n\n(0.0774,0.0942]\n371\n27\n32.56\n\n\n(0.0942,0.114]\n282\n30\n29.89\n\n\n(0.0633,0.069]\n237\n17\n15.97\n\n\n(0.069,0.0774]\n306\n20\n22.95\n\n\n(0.0487,0.0633]\n413\n27\n24.1\n\n\n(0.0409,0.0487]\n310\n14\n14.15\n\n\n[0.0322,0.0363]\n407\n16\n13.91\n\n\n(0.0363,0.0409]\n239\n7\n9.48\n\n\n\n\n\nShow R code\n\nX2 = HL_table |> \n summarize(\n `X^2` = sum((o-e)^2/e)\n ) |> \n pull(`X^2`)\n\nprint(X2)\n#> [1] 6.7811383\n\npval1 = pchisq(X2, lower = FALSE, df = nrow(HL_table) - 2)\n\n\nNow we have more evenly split categories. The p-value is \\(0.56041994\\), still not significant.\nGraphically, we have compared:\n\n\nShow R code\n\nHL_plot = \n HL_table |> \n ggplot(aes(x = pred_prob_cats1)) + \n geom_line(aes(y = e, x = pred_prob_cats1, group = \"Expected\", col = \"Expected\")) +\n geom_point(aes(y = e, size = n, col = \"Expected\")) +\n geom_point(aes(y = o, size = n, col = \"Observed\")) +\n geom_line(aes(y = o, col = \"Observed\", group = \"Observed\")) +\n scale_size(range = c(1,4)) +\n theme_bw() +\n ylab(\"number of CHD events\") +\n theme(axis.text.x = element_text(angle = 45))\n\n\n\n\nShow R code\nggplotly(HL_plot)\n\n\n\n\n\n\n\n\n3.9.3 Comparing models\n\nAIC = \\(-2 * \\ell(\\hat\\theta) + 2 * p\\) [lower is better]\nBIC = \\(-2 * \\ell(\\hat\\theta) + p * \\text{log}(n)\\) [lower is better]\nlikelihood ratio [higher is better]", + "text": "3.9 Model comparisons for logistic models\n\n3.9.1 Deviance test\nWe can compare the maximized log-likelihood of our model, \\(\\ell(\\hat\\beta; \\mathbf x)\\), versus the log-likelihood of the full model (aka saturated model aka maximal model), \\(\\ell_{\\text{full}}\\), which has one parameter per covariate pattern. With enough data, \\(2(\\ell_{\\text{full}} - \\ell(\\hat\\beta; \\mathbf x)) \\dot \\sim \\chi^2(N - p)\\), where \\(N\\) is the number of distinct covariate patterns and \\(p\\) is the number of \\(\\beta\\) parameters in our model. A significant p-value for this deviance statistic indicates that there’s some detectable pattern in the data that our model isn’t flexible enough to catch.\n\n\n\n\n\n\nCaution\n\n\n\nThe deviance statistic needs to have a large amount of data for each covariate pattern for the \\(\\chi^2\\) approximation to hold. A guideline from Dobson is that if there are \\(q\\) distinct covariate patterns \\(x_1...,x_q\\), with \\(n_1,...,n_q\\) observations per pattern, then the expected frequencies \\(n_k \\cdot \\pi(x_k)\\) should be at least 1 for every pattern \\(k\\in 1:q\\).\n\n\nIf you have covariates measured on a continuous scale, you may not be able to use the deviance tests to assess goodness of fit.\n\n\n3.9.2 Hosmer-Lemeshow test\nIf our covariate patterns produce groups that are too small, a reasonable solution is to make bigger groups by merging some of the covariate-pattern groups together.\nHosmer and Lemeshow (1980) proposed that we group the patterns by their predicted probabilities according to the model of interest. For example, you could group all of the observations with predicted probabilities of 10% or less together, then group the observations with 11%-20% probability together, and so on; \\(g=10\\) categories in all.\nThen we can construct a statistic \\[X^2 = \\sum_{c=1}^g \\frac{(o_c - e_c)^2}{e_c}\\] where \\(o_c\\) is the number of events observed in group \\(c\\), and \\(e_c\\) is the number of events expected in group \\(c\\) (based on the sum of the fitted values \\(\\hat\\pi_i\\) for observations in group \\(c\\)).\nIf each group has enough observations in it, you can compare \\(X^2\\) to a \\(\\chi^2\\) distribution; by simulation, the degrees of freedom has been found to be approximately \\(g-2\\).\nFor our CHD model, this procedure would be:\n\n\nShow R code\nwcgs = \n wcgs |> \n mutate(\n pred_probs_glm1 = chd_glm_strat |> fitted(),\n pred_prob_cats1 = \n pred_probs_glm1 |> \n cut(breaks = seq(0, 1, by = .1), \n include.lowest = TRUE))\n\nHL_table = \n wcgs |> \n summarize(\n .by = pred_prob_cats1,\n n = n(),\n o = sum(chd69 == \"Yes\"),\n e = sum(pred_probs_glm1)\n )\n\nlibrary(pander)\nHL_table |> pander()\n\n\n\n\n\n\n\n\n\n\n\npred_prob_cats1\nn\no\ne\n\n\n\n\n(0.1,0.2]\n785\n116\n108\n\n\n(0.2,0.3]\n64\n12\n13.77\n\n\n[0,0.1]\n2,305\n129\n135.2\n\n\n\n\n\nShow R code\n\nX2 = HL_table |> \n summarize(\n `X^2` = sum((o-e)^2/e)\n ) |> \n pull(`X^2`)\nprint(X2)\n#> [1] 1.1102871\n\npval1 = pchisq(X2, lower = FALSE, df = nrow(HL_table) - 2)\n\n\nOur statistic is \\(X^2 = 1.11028711\\); \\(p(\\chi^2(1) > 1.11028711) = 0.29201955\\), which is our p-value for detecting a lack of goodness of fit.\nUnfortunately that grouping plan left us with just three categories with any observations, so instead of grouping by 10% increments of predicted probability, typically analysts use deciles of the predicted probabilities:\n\n\nShow R code\nwcgs = \n wcgs |> \n mutate(\n pred_probs_glm1 = chd_glm_strat |> fitted(),\n pred_prob_cats1 = \n pred_probs_glm1 |> \n cut(breaks = quantile(pred_probs_glm1, seq(0, 1, by = .1)), \n include.lowest = TRUE))\n\nHL_table = \n wcgs |> \n summarize(\n .by = pred_prob_cats1,\n n = n(),\n o = sum(chd69 == \"Yes\"),\n e = sum(pred_probs_glm1)\n )\n\nHL_table |> pander()\n\n\n\n\n\n\n\n\n\n\n\npred_prob_cats1\nn\no\ne\n\n\n\n\n(0.114,0.147]\n275\n48\n36.81\n\n\n(0.147,0.222]\n314\n51\n57.19\n\n\n(0.0774,0.0942]\n371\n27\n32.56\n\n\n(0.0942,0.114]\n282\n30\n29.89\n\n\n(0.0633,0.069]\n237\n17\n15.97\n\n\n(0.069,0.0774]\n306\n20\n22.95\n\n\n(0.0487,0.0633]\n413\n27\n24.1\n\n\n(0.0409,0.0487]\n310\n14\n14.15\n\n\n[0.0322,0.0363]\n407\n16\n13.91\n\n\n(0.0363,0.0409]\n239\n7\n9.48\n\n\n\n\n\nShow R code\n\nX2 = HL_table |> \n summarize(\n `X^2` = sum((o-e)^2/e)\n ) |> \n pull(`X^2`)\n\nprint(X2)\n#> [1] 6.7811383\n\npval1 = pchisq(X2, lower = FALSE, df = nrow(HL_table) - 2)\n\n\nNow we have more evenly split categories. The p-value is \\(0.56041994\\), still not significant.\nGraphically, we have compared:\n\n\nShow R code\n\nHL_plot = \n HL_table |> \n ggplot(aes(x = pred_prob_cats1)) + \n geom_line(aes(y = e, x = pred_prob_cats1, group = \"Expected\", col = \"Expected\")) +\n geom_point(aes(y = e, size = n, col = \"Expected\")) +\n geom_point(aes(y = o, size = n, col = \"Observed\")) +\n geom_line(aes(y = o, col = \"Observed\", group = \"Observed\")) +\n scale_size(range = c(1,4)) +\n theme_bw() +\n ylab(\"number of CHD events\") +\n theme(axis.text.x = element_text(angle = 45))\n\n\n\n\nShow R code\nggplotly(HL_plot)\n\n\n\n\n\n\n\n\n3.9.3 Comparing models\n\nAIC = \\(-2 * \\ell(\\hat\\theta) + 2 * p\\) [lower is better]\nBIC = \\(-2 * \\ell(\\hat\\theta) + p * \\text{log}(n)\\) [lower is better]\nlikelihood ratio [higher is better]", "crumbs": [ "Generalized Linear Models", "3  Models for Binary Outcomes" @@ -479,7 +479,18 @@ "href": "count-regression.html#example-needle-sharing", "title": "\n4  Models for Count Outcomes\n", "section": "\n4.7 Example: needle-sharing", - "text": "4.7 Example: needle-sharing\n(adapted from Vittinghoff et al. (2012), §8)\n\nShow R codelibrary(tidyverse)\nlibrary(haven)\nneedles = read_dta(\"inst/extdata/needle_sharing.dta\") |> \n as_tibble() |> \n mutate(polydrug = \n ifelse(polydrug, \"multiple drugs used\", \"one drug used\") |> \n factor() |> \n relevel(ref = \"one drug used\"),\n homeless = ifelse(homeless, \"homeless\", \"not homeless\") |> \n factor() |> relevel(ref = \"not homeless\"))\nneedles\n\n\nTable 4.1: Needle-sharing data\n\n\n\n \n\n\n\n\n\n\n\n\nShow R codelibrary(ggplot2)\n\nneedles |> \n ggplot(\n aes(\n x = age,\n y = shared_syr,\n col = sex,\n shape = ethn\n )\n ) + \n geom_point(\n size = 4, \n alpha = .5) +\n facet_grid(\n cols = vars(polydrug), \n rows = vars(homeless)) +\n theme(legend.position = \"bottom\")\n\n\n\nFigure 4.1: Rates of needle sharing", + "text": "4.7 Example: needle-sharing\n(adapted from Vittinghoff et al. (2012), §8)\n\nShow R codelibrary(tidyverse)\nlibrary(haven)\nneedles = read_dta(\"inst/extdata/needle_sharing.dta\") |> \n as_tibble() |> \n mutate(polydrug = \n ifelse(polydrug, \"multiple drugs used\", \"one drug used\") |> \n factor() |> \n relevel(ref = \"one drug used\"),\n homeless = ifelse(homeless, \"homeless\", \"not homeless\") |> \n factor() |> relevel(ref = \"not homeless\")) |> \n mutate(sex = factor(sex) |> relevel(ref = \"M\"))\nneedles\n\n\nTable 4.1: Needle-sharing data\n\n\n\n \n\n\n\n\n\n\n\n\nShow R codelibrary(ggplot2)\n\nneedles |> \n ggplot(\n aes(\n x = age,\n y = shared_syr,\n shape = sex,\n col = ethn\n )\n ) + \n geom_point(\n size = 3, \n alpha = .5) +\n facet_grid(\n cols = vars(polydrug), \n rows = vars(homeless)) +\n theme(legend.position = \"bottom\")\n\n\n\nFigure 4.1: Rates of needle sharing", + "crumbs": [ + "Generalized Linear Models", + "4  Models for Count Outcomes" + ] + }, + { + "objectID": "count-regression.html#covariate-counts", + "href": "count-regression.html#covariate-counts", + "title": "\n4  Models for Count Outcomes\n", + "section": "\n4.8 Covariate counts:", + "text": "4.8 Covariate counts:\n\nShow R codeneedles |> \n dplyr::select(sex, homeless, polydrug) |> \n summary()\n#> sex homeless polydrug \n#> M :97 not homeless:63 one drug used :109 \n#> F :30 homeless :61 multiple drugs used: 19 \n#> Trans: 1 NA's : 4\n\n\nThere’s only one individual with sex = Trans, which unfortunately isn’t enough data to analyze. We will remove that individual:\n\nShow R code\nneedles = needles |> filter(sex != \"Trans\")", "crumbs": [ "Generalized Linear Models", "4  Models for Count Outcomes" @@ -489,8 +500,8 @@ "objectID": "count-regression.html#model", "href": "count-regression.html#model", "title": "\n4  Models for Count Outcomes\n", - "section": "\n4.8 model", - "text": "4.8 model\n\nShow R codeglm1 = glm(\n data = needles,\n family = stats::poisson,\n shared_syr ~ age + sex + homeless*polydrug\n)\n\nlibrary(parameters)\nglm1 |> parameters(exponentiate = TRUE) |> \n print_md()\n\n\nTable 4.2: Poisson model for needle-sharing data\n\n\n\n\n\n\n\n\n\n\n\n\nParameter\nIRR\nSE\n95% CI\nz\np\n\n\n\n(Intercept)\n8.95\n2.26\n(5.46, 14.68)\n8.69\n< .001\n\n\nage\n0.97\n5.58e-03\n(0.96, 0.98)\n-5.41\n< .001\n\n\nsex (M)\n0.50\n0.06\n(0.40, 0.63)\n-5.88\n< .001\n\n\nsex (Trans)\n7.99e-08\n1.02e-04\n(0.00, Inf)\n-0.01\n0.990\n\n\nhomeless (homeless)\n3.58\n0.45\n(2.79, 4.59)\n10.06\n< .001\n\n\npolydrug (multiple drugs used)\n1.45e-07\n5.82e-05\n(0.00, Inf)\n-0.04\n0.969\n\n\nhomeless (homeless) × polydrug (multiple drugs used)\n1.27e+06\n5.12e+08\n(0.00, Inf)\n0.03\n0.972\n\n\n\n\n\n\n\n\n\nShow R codelibrary(ggfortify)\nautoplot(glm1)\n\n\nTable 4.3: Diagnostics for Poisson model\n\n\n\n\n\n\n\n\n\n\n\n–\n\n\nTable 4.4: Negative binomial model for needle-sharing data\n\nShow R codelibrary(MASS) #need this for glm.nb()\nglm1.nb = glm.nb(\n data = needles,\n shared_syr ~ age + sex + homeless*polydrug\n)\nsummary(glm1.nb)\n#> \n#> Call:\n#> glm.nb(formula = shared_syr ~ age + sex + homeless * polydrug, \n#> data = needles, init.theta = 0.08436295825, link = log)\n#> \n#> Coefficients:\n#> Estimate Std. Error z value\n#> (Intercept) 2.0557e+00 1.7133e+00 1.1999\n#> age -2.7630e-02 3.8153e-02 -0.7242\n#> sexM -1.0648e+00 8.0684e-01 -1.3197\n#> sexTrans -2.5336e+01 1.1484e+05 -0.0002\n#> homelesshomeless 1.6546e+00 7.2207e-01 2.2916\n#> polydrugmultiple drugs used -2.4562e+01 3.6055e+04 -0.0007\n#> homelesshomeless:polydrugmultiple drugs used 2.3178e+01 3.6055e+04 0.0006\n#> Pr(>|z|) \n#> (Intercept) 0.23019 \n#> age 0.46895 \n#> sexM 0.18694 \n#> sexTrans 0.99982 \n#> homelesshomeless 0.02193 *\n#> polydrugmultiple drugs used 0.99946 \n#> homelesshomeless:polydrugmultiple drugs used 0.99949 \n#> ---\n#> Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n#> \n#> (Dispersion parameter for Negative Binomial(0.0844) family taken to be 1)\n#> \n#> Null deviance: 69.8027 on 120 degrees of freedom\n#> Residual deviance: 57.7820 on 114 degrees of freedom\n#> (7 observations deleted due to missingness)\n#> AIC: 317.506\n#> \n#> Number of Fisher Scoring iterations: 1\n#> \n#> \n#> Theta: 0.0844 \n#> Std. Err.: 0.0197 \n#> \n#> 2 x log-likelihood: -301.5060\n\n\n\n\n\nShow R codetibble(name = names(coef(glm1)), poisson = coef(glm1), nb = coef(glm1.nb))\n\n\nTable 4.5: Poisson versus Negative Binomial Regression coefficient estimates\n\n\n\n \n\n\n\n\n\n\n\n\n\n\n\n\nDobson, Annette J, and Adrian G Barnett. 2018. An Introduction to Generalized Linear Models. 4th ed. CRC press. https://doi.org/10.1201/9781315182780.\n\n\nVittinghoff, Eric, David V Glidden, Stephen C Shiboski, and Charles E McCulloch. 2012. Regression Methods in Biostatistics: Linear, Logistic, Survival, and Repeated Measures Models. 2nd ed. Springer. https://doi.org/10.1007/978-1-4614-1353-0.", + "section": "\n4.9 model", + "text": "4.9 model\n\nShow R codeglm1 = glm(\n data = needles,\n family = stats::poisson,\n shared_syr ~ age + sex + homeless*polydrug\n)\n\nlibrary(parameters)\nglm1 |> parameters(exponentiate = TRUE) |> \n print_md()\n\n\nTable 4.2: Poisson model for needle-sharing data\n\n\n\n\n\n\n\n\n\n\n\n\nParameter\nIRR\nSE\n95% CI\nz\np\n\n\n\n(Intercept)\n4.52\n1.15\n(2.74, 7.45)\n5.90\n< .001\n\n\nage\n0.97\n5.58e-03\n(0.96, 0.98)\n-5.41\n< .001\n\n\nsex (F)\n1.98\n0.23\n(1.58, 2.49)\n5.88\n< .001\n\n\nhomeless (homeless)\n3.58\n0.45\n(2.79, 4.59)\n10.06\n< .001\n\n\npolydrug (multiple drugs used)\n1.45e-07\n5.82e-05\n(0.00, Inf)\n-0.04\n0.969\n\n\nhomeless (homeless) × polydrug (multiple drugs used)\n1.27e+06\n5.12e+08\n(0.00, Inf)\n0.03\n0.972\n\n\n\n\n\n\n\n\n\nShow R codelibrary(ggfortify)\nautoplot(glm1)\n\n\nTable 4.3: Diagnostics for Poisson model\n\n\n\n\n\n\n\n\n\n\n\n–\n\n\nTable 4.4: Negative binomial model for needle-sharing data\n\nShow R codelibrary(MASS) #need this for glm.nb()\nglm1.nb = glm.nb(\n data = needles,\n shared_syr ~ age + sex + homeless*polydrug\n)\nsummary(glm1.nb)\n#> \n#> Call:\n#> glm.nb(formula = shared_syr ~ age + sex + homeless * polydrug, \n#> data = needles, init.theta = 0.08436295825, link = log)\n#> \n#> Coefficients:\n#> Estimate Std. Error z value\n#> (Intercept) 9.91e-01 1.71e+00 0.58\n#> age -2.76e-02 3.82e-02 -0.72\n#> sexF 1.06e+00 8.07e-01 1.32\n#> homelesshomeless 1.65e+00 7.22e-01 2.29\n#> polydrugmultiple drugs used -2.46e+01 3.61e+04 0.00\n#> homelesshomeless:polydrugmultiple drugs used 2.32e+01 3.61e+04 0.00\n#> Pr(>|z|) \n#> (Intercept) 0.563 \n#> age 0.469 \n#> sexF 0.187 \n#> homelesshomeless 0.022 *\n#> polydrugmultiple drugs used 0.999 \n#> homelesshomeless:polydrugmultiple drugs used 0.999 \n#> ---\n#> Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n#> \n#> (Dispersion parameter for Negative Binomial(0.0844) family taken to be 1)\n#> \n#> Null deviance: 69.193 on 119 degrees of freedom\n#> Residual deviance: 57.782 on 114 degrees of freedom\n#> (7 observations deleted due to missingness)\n#> AIC: 315.5\n#> \n#> Number of Fisher Scoring iterations: 1\n#> \n#> \n#> Theta: 0.0844 \n#> Std. Err.: 0.0197 \n#> \n#> 2 x log-likelihood: -301.5060\n\n\n\n\n\nShow R codetibble(name = names(coef(glm1)), poisson = coef(glm1), nb = coef(glm1.nb))\n\n\nTable 4.5: Poisson versus Negative Binomial Regression coefficient estimates\n\n\n\n \n\n\n\n\n\n\nzero-inflation\n\nShow R codelibrary(glmmTMB)\nzinf_fit1 = glmmTMB(\n family = \"poisson\",\n data = needles,\n formula = shared_syr ~ age + sex + homeless*polydrug,\n ziformula = ~ age + sex + homeless + polydrug # fit won't converge with interaction\n)\n\nzinf_fit1 |> \n parameters(exponentiate = TRUE) |> \n print_md()\n\n\nTable 4.6: Zero-inflated poisson model\n\n\n\n# Fixed Effects\n\n\n\n\n\n\n\n\n\nParameter\nIRR\nSE\n95% CI\nz\np\n\n\n\n(Intercept)\n3.16\n0.82\n(1.90, 5.25)\n4.44\n< .001\n\n\nage\n1.01\n5.88e-03\n(1.00, 1.02)\n1.74\n0.081\n\n\nsex [F]\n3.43\n0.44\n(2.67, 4.40)\n9.68\n< .001\n\n\nhomeless [homeless]\n3.44\n0.47\n(2.63, 4.50)\n9.03\n< .001\n\n\npolydrug [multiple drugs used]\n1.85e-09\n1.21e-05\n(0.00, Inf)\n-3.08e-03\n0.998\n\n\nhomeless [homeless] × polydrug [multiple drugs used]\n1.38e+08\n9.04e+11\n(0.00, Inf)\n2.87e-03\n0.998\n\n\n\n\n# Zero-Inflation\n\n\n\n\n\n\n\n\n\nParameter\nOdds Ratio\nSE\n95% CI\nz\np\n\n\n\n(Intercept)\n0.49\n0.54\n(0.06, 4.25)\n-0.65\n0.514\n\n\nage\n1.05\n0.03\n(1.00, 1.10)\n1.95\n0.051\n\n\nsex [F]\n1.44\n0.84\n(0.46, 4.50)\n0.62\n0.533\n\n\nhomeless [homeless]\n0.68\n0.34\n(0.26, 1.80)\n-0.78\n0.436\n\n\npolydrug [multiple drugs used]\n1.15\n0.91\n(0.24, 5.43)\n0.18\n0.858\n\n\n\n\n\n\n\n\nzero-inflated negative binomial model\n\nShow R codelibrary(glmmTMB)\nzinf_fit1 = glmmTMB(\n family = nbinom2,\n data = needles,\n formula = shared_syr ~ age + sex + homeless*polydrug,\n ziformula = ~ age + sex + homeless + polydrug # fit won't converge with interaction\n)\n\nzinf_fit1 |> \n parameters(exponentiate = TRUE) |> \n print_md()\n\n\nTable 4.7: Zero-inflated negative binomial model\n\n\n\n# Fixed Effects\n\n\n\n\n\n\n\n\n\nParameter\nIRR\nSE\n95% CI\nz\np\n\n\n\n(Intercept)\n1.06\n1.48\n(0.07, 16.52)\n0.04\n0.969\n\n\nage\n1.02\n0.03\n(0.96, 1.08)\n0.53\n0.599\n\n\nsex [F]\n6.86\n6.36\n(1.12, 42.16)\n2.08\n0.038\n\n\nhomeless [homeless]\n6.44\n4.59\n(1.60, 26.01)\n2.62\n0.009\n\n\npolydrug [multiple drugs used]\n8.25e-10\n7.07e-06\n(0.00, Inf)\n-2.44e-03\n0.998\n\n\nhomeless [homeless] × polydrug [multiple drugs used]\n2.36e+08\n2.02e+12\n(0.00, Inf)\n2.25e-03\n0.998\n\n\n\n\n# Zero-Inflation\n\n\n\n\n\n\n\n\n\nParameter\nOdds Ratio\nSE\n95% CI\nz\np\n\n\n\n(Intercept)\n0.10\n0.20\n(1.47e-03, 6.14)\n-1.11\n0.269\n\n\nage\n1.07\n0.04\n(0.99, 1.15)\n1.78\n0.075\n\n\nsex [F]\n2.72\n2.40\n(0.48, 15.33)\n1.13\n0.258\n\n\nhomeless [homeless]\n1.15\n0.86\n(0.27, 4.96)\n0.19\n0.853\n\n\npolydrug [multiple drugs used]\n0.75\n0.86\n(0.08, 7.12)\n-0.25\n0.799\n\n\n\n\n# Dispersion\n\nParameter\nCoefficient\n95% CI\n\n\n(Intercept)\n0.44\n(0.11, 1.71)\n\n\n\n\n\n\n\n\n\n\n\n\n\nDobson, Annette J, and Adrian G Barnett. 2018. An Introduction to Generalized Linear Models. 4th ed. CRC press. https://doi.org/10.1201/9781315182780.\n\n\nVittinghoff, Eric, David V Glidden, Stephen C Shiboski, and Charles E McCulloch. 2012. Regression Methods in Biostatistics: Linear, Logistic, Survival, and Repeated Measures Models. 2nd ed. Springer. https://doi.org/10.1007/978-1-4614-1353-0.", "crumbs": [ "Generalized Linear Models", "4  Models for Count Outcomes" @@ -544,7 +555,7 @@ "href": "intro-to-survival-analysis.html#distribution-functions-for-time-to-event-variables", "title": "\n5  Introduction to Survival Analysis\n", "section": "\n5.3 Distribution functions for time-to-event variables", - "text": "5.3 Distribution functions for time-to-event variables\n\n5.3.1 The Probability Density Function (PDF)\nFor a time-to-event variable \\(T\\) with a continuous distribution, the probability density function is defined as usual:\n\\[f(t)\\stackrel{\\text{def}}{=}p(t) \\stackrel{\\text{def}}{=}p(T=t)\\]\nTypically, this density is assumed to be 0 for all \\(t<0\\); that is, \\(f(t) = 0, \\forall t<0\\). In other words, the range of \\(T\\) is typically \\([0,\\infty)\\).\n\nExample 5.1 (exponential distribution) Recall from Epi 202: the pdf of the exponential distribution family of models is:\n\\[p(T=t) = \\mathbb{1}_{t \\ge 0} \\cdot \\lambda \\text{e}^{-\\lambda t}\\]\nwhere \\(\\lambda > 0\\).\nHere are some examples of exponential pdfs:\n\n\n\n\n\n\n\n\n\n\n5.3.2 The Cumulative Distribution Function (CDF)\nThe cumulative distribution function is defined as:\n\\[\n\\begin{aligned}\nF(t) &\\stackrel{\\text{def}}{=}\\Pr(T \\le t)\\\\\n&=\\int_{u=0}^t f(u) du\n\\end{aligned}\n\\]\n\nExample 5.2 (exponential distribution) Recall from Epi 202: the cdf of the exponential distribution family of models is:\n\\[\nP(T\\le t) = \\mathbb{1}_{t \\ge 0} \\cdot (1- \\text{e}^{-\\lambda t})\n\\] where \\(\\lambda > 0\\).\nHere are some examples of exponential cdfs:\n\n\n\n\n\n\n\n\n\n\n5.3.3 The Survival Function\nFor survival data, a more important quantity is the survival function:\n\\[\n\\begin{aligned}\nS(t) &\\stackrel{\\text{def}}{=}\\Pr(T > t)\\\\\n&=\\int_{u=t}^\\infty p(u) du\\\\\n&=1-F(t)\\\\\n\\end{aligned}\n\\]\nThe survival function \\(S(t)\\) is the probability that the event time is later than \\(t\\). If the event in a clinical trial is death, then \\(S(t)\\) is the expected fraction of the original population at time 0 who have survived up to time \\(t\\) and are still alive at time \\(t\\); that is, if \\(X_t\\) represents survival status at time \\(t\\), with \\(X_t = 1\\) denoting alive at time \\(t\\) and \\(X_t = 0\\) denoting deceased at time \\(t\\), then:\n\\[S(t) = \\mathbb{E}\\left[X_t\\right]\\]\n\nExample 5.3 (exponential distribution) Since \\(S(t) = 1 - F(t)\\), the survival function of the exponential distribution family of models is:\n\\[\nP(T> t) = \\left\\{ {{\\text{e}^{-\\lambda t}, t\\ge0} \\atop {1, t \\le 0}}\\right.\n\\] where \\(\\lambda > 0\\).\nHere are some examples of exponential pdfs:\n\n\n\n\n\n\n\n\n\n\n5.3.4 The Hazard Function\nAnother important quantity is the hazard function:\n\nDefinition 5.1 (Hazard function) The hazard function for a random variable \\(T\\) at value \\(t\\) is the conditional density of \\(T\\) at \\(t\\), given \\(T\\ge t\\); that is:\n\\[h(t) \\stackrel{\\text{def}}{=}p(T=t|T\\ge t)\\]\nIf \\(T\\) represents the time at which an event occurs, then \\(h(t)\\) is the probability that the event occurs at time \\(t\\), given that it has not occurred prior to time \\(t\\).\n\nThe hazard function has an important relationship to the density and survival functions, which we can use to derive the hazard function for a given probability distribution.\n\nTheorem 5.1 \\[h(t)=\\frac{f(t)}{S(t)}\\]\n\nProof. \n\nLemma 5.1 (Joint probability of a variable with itself) \\[p(T=t, T\\ge t) = p(T=t)\\]\n\nProof. Recall from Epi 202: if \\(A\\) and \\(B\\) are statistical events and \\(A\\subseteq B\\), then \\(p(A, B) = p(A)\\). In particular, \\(\\{T=t\\} \\subseteq \\{T\\geq t\\}\\), so \\(p(T=t, T\\ge t) = p(T=t)\\).\n\n\nHence:\n\\[\n\\begin{aligned}\nh(t) &=p(T=t|T\\ge t)\\\\\n&=\\frac{p(T=t, T\\ge t)}{p(T \\ge t)}\\\\\n&=\\frac{p(T=t)}{p(T \\ge t)}\\\\\n&=\\frac{f(t)}{S(t)}\n\\end{aligned}\n\\]\n\n\n\nExample 5.4 (exponential distribution) The hazard function of the exponential distribution family of models is:\n\\[\n\\begin{aligned}\nP(T=t|T \\ge t)\n&= \\frac{f(t)}{S(t)}\\\\\n&= \\frac{\\mathbb{1}_{t \\ge 0}\\cdot \\lambda \\text{e}^{-\\lambda t}}{\\text{e}^{-\\lambda t}}\\\\\n&=\\mathbb{1}_{t \\ge 0}\\cdot \\lambda\n\\end{aligned}\n\\]\nFigure 5.1 shows some examples of exponential hazard functions:\n\n\n\n\nFigure 5.1: Examples of hazard functions for exponential distributions\n\n\n\n\n\n\n\n\nWe can also view the hazard function as the derivative of the negative of the logarithm of the survival function:\n\nTheorem 5.2 \\[h(t) = \\frac{\\partial}{\\partial t}\\left\\{-\\text{log}\\left\\{S(t)\\right\\}\\right\\}\\]\n\nProof. \\[\n\\begin{aligned}\nh(t)\n&= \\frac{f(t)}{S(t)}\\\\\n&= \\frac{-S'(t)}{S(t)}\\\\\n&= -\\frac{S'(t)}{S(t)}\\\\\n&=-\\frac{\\partial}{\\partial t}\\text{log}\\left\\{S(t)\\right\\}\\\\\n&=\\frac{\\partial}{\\partial t}\\left\\{-\\text{log}\\left\\{S(t)\\right\\}\\right\\}\n\\end{aligned}\n\\]\n\n\n\n5.3.5 The Cumulative Hazard Function\nSince \\(h(t) = \\frac{\\partial}{\\partial t}\\left\\{-\\text{log}\\left\\{S(t)\\right\\}\\right\\}\\) (see Theorem 5.2), we also have:\n\nCorollary 5.1 \\[S(t) = \\text{exp}\\left\\{-\\int_{u=0}^t h(u)du\\right\\} \\tag{5.1}\\]\n\nThe integral in Equation 5.1 is important enough to have its own name: cumulative hazard.\n\nDefinition 5.2 (cumulative hazard) The cumulative hazard function \\(H(t)\\) is defined as:\n\\[H(t) \\stackrel{\\text{def}}{=}\\int_{u=0}^t h(u) du\\]\n\nAs we will see below, \\(H(t)\\) is tractable to estimate, and we can then derive an estimate of the hazard function using an approximate derivative of the estimated cumulative hazard.\n\nExample 5.5 The cumulative hazard function of the exponential distribution family of models is:\n\\[\nH(t) = \\mathbb{1}_{t \\ge 0}\\cdot \\lambda t\n\\]\nHere are some examples of exponential cumulative hazard functions:\n\n\n\n\n\n\n\n\n\n\n5.3.6 Some Key Mathematical Relationships among Survival Concepts\nDiagram:\n\\[\nh(t) \\xrightarrow[]{\\int_{u=0}^t h(u)du} H(t)\n\\xrightarrow[]{\\text{exp}\\left\\{-H(t)\\right\\}} S(t)\n\\xrightarrow[]{1-S(t)} F(t)\n\\]\n\\[\nh(t) \\xleftarrow[\\frac{\\partial}{\\partial t}H(t)]{} H(t)\n\\xleftarrow[-\\text{log}\\left\\{S(t)\\right\\}]{} S(t)\n\\xleftarrow[1-F(t)]{} F(t)\n\\]\nIdentities:\n\\[\n\\begin{aligned}\nS(t) &= 1 - F(t)\\\\\n&= \\text{exp}\\left\\{-H(t)\\right\\}\\\\\nS'(t) &= -f(t)\\\\\nH(t) &= -\\text{log}\\left\\{S(t)\\right\\}\\\\\nH'(t) &= h(t)\\\\\nh(t) &= \\frac{f(t)}{S(t)}\\\\\n&= -\\frac{\\partial}{\\partial t}\\text{log}\\left\\{S(t)\\right\\} \\\\\nf(t) &= h(t)\\cdot S(t)\\\\\n\\end{aligned}\n\\]\nSome proofs (others left as exercises):\n\\[\n\\begin{aligned}\nS'(t) &= \\frac{\\partial}{\\partial t}(1-F(t))\\\\\n&= -F'(t)\\\\\n&= -f(t)\\\\\n\\end{aligned}\n\\]\n\\[\n\\begin{aligned}\n\\frac{\\partial}{\\partial t}\\text{log}\\left\\{S(t)\\right\\}\n&= \\frac{S'(t)}{S(t)}\\\\\n&= -\\frac{f(t)}{S(t)}\\\\\n&= -h(t)\\\\\n\\end{aligned}\n\\]\n\\[\n\\begin{aligned}\nH(t)\n&\\stackrel{\\text{def}}{=}\\int_{u=0}^t h(u) du\\\\\n&= \\int_0^t -\\frac{\\partial}{\\partial u}\\text{log}\\left\\{S(u)\\right\\} du\\\\\n&= \\left[-\\text{log}\\left\\{S(u)\\right\\}\\right]_{u=0}^{u=t}\\\\\n&= \\left[\\text{log}\\left\\{S(u)\\right\\}\\right]_{u=t}^{u=0}\\\\\n&= \\text{log}\\left\\{S(0)\\right\\} - \\text{log}\\left\\{S(t)\\right\\}\\\\\n&= \\text{log}\\left\\{1\\right\\} - \\text{log}\\left\\{S(t)\\right\\}\\\\\n&= 0 - \\text{log}\\left\\{S(t)\\right\\}\\\\\n&=-\\text{log}\\left\\{S(t)\\right\\}\n\\end{aligned}\n\\]\nEquivalently:\n\\[S(t) = \\text{exp}\\left\\{-H(t)\\right\\}\\]\nExample: Time to death the US in 2004\nDaily hazard rates for US Females in 2004\nThe first day is the most dangerous:\n\n\n\nDaily Hazard Rates in 2004 for US Females\n\n\n\n\nDaily hazard rates for US Males and Females in 2004\nExercise: hypothesize why these curves differ where they do?\n\n\n\nDaily Hazard Rates in 2004 for US Males and Females 1-40\n\n\n\n\nSurvival curve for US females\nExercise: compare and contrast this curve with the corresponding hazard curve.\n\n\n\nSurvival Curve in 2004 for US Females\n\n\n\n\nLikelihood with censoring *\n\n\n\n\n\n\nNote\n\n\n\nThis subsection was not presented in class in 2023; it is not necessary to understand for the qualifying exam.\n\n\nIf an event time \\(T\\) is observed exactly as \\(T=t\\), then the likelihood of that observation is just its probability density function:\n\\[\n\\begin{aligned}\n\\mathcal L(t)\n&= p(T=t)\\\\\n&\\stackrel{\\text{def}}{=}f_T(t)\\\\\n&= h_T(t)S_T(t)\\\\\n\\ell(t)\n&\\stackrel{\\text{def}}{=}\\text{log}\\left\\{\\mathcal L(t)\\right\\}\\\\\n&= \\text{log}\\left\\{h_T(t)S_T(t)\\right\\}\\\\\n&= \\text{log}\\left\\{h_T(t)\\right\\} + \\text{log}\\left\\{S_T(t)\\right\\}\\\\\n&= \\text{log}\\left\\{h_T(t)\\right\\} - H_T(t)\\\\\n\\end{aligned}\n\\]\nIf instead the event time \\(T\\) is censored and only known to be after time \\(y\\), then the likelihood of that censored observation is instead the survival function evaluated at the censoring time:\n\\[\n\\begin{aligned}\n\\mathcal L(y)\n&=p_T(T>y)\\\\\n&\\stackrel{\\text{def}}{=}S_T(y)\\\\\n\\ell(y)\n&\\stackrel{\\text{def}}{=}\\text{log}\\left\\{\\mathcal L(y)\\right\\}\\\\\n&=\\text{log}\\left\\{S(y)\\right\\}\\\\\n&=-H(y)\\\\\n\\end{aligned}\n\\]\nWhat’s written above is incomplete. We also observed whether or not the observation was censored. Let \\(C\\) denote the time when censoring would occur (if the event did not occur first); let \\(f_C(y)\\) and \\(S_C(y)\\) be the corresponding density and survival functions for the censoring event.\nLet \\(Y\\) denote the time when observation ended (either by censoring or by the event of interest occurring), and let \\(D\\) be an indicator variable for the event occurring at \\(Y\\) (so \\(D=0\\) represents a censored observation and \\(D=1\\) represents an uncensored observation). In other words, let \\(Y \\stackrel{\\text{def}}{=}\\min(T,C)\\) and \\(D \\stackrel{\\text{def}}{=}\\mathbb 1{\\{T<=C\\}}\\).\nThen the complete likelihood of the observed data \\((Y,D)\\) is:\n\\[\n\\begin{aligned}\n\\mathcal L(y,d)\n&= p(Y=y, D=d)\\\\\n&= \\left[p(T=y,C> y)\\right]^d \\cdot\n\\left[p(T>y,C=y)\\right]^{1-d}\\\\\n\\end{aligned}\n\\]\nTypically, survival analyses assume that \\(C\\) and \\(T\\) are mutually independent; this assumption is called “non-informative” censoring.\nThen the joint likelihood \\(p(Y,D)\\) factors into the product \\(p(Y), p(D)\\), and the likelihood reduces to:\n\\[\n\\begin{aligned}\n\\mathcal L(y,d)\n&= \\left[p(T=y,C> y)\\right]^d\\cdot\n\\left[p(T>y,C=y)\\right]^{1-d}\\\\\n&= \\left[p(T=y)p(C> y)\\right]^d\\cdot\n\\left[p(T>y)p(C=y)\\right]^{1-d}\\\\\n&= \\left[f_T(y)S_C(y)\\right]^d\\cdot\n\\left[S(y)f_C(y)\\right]^{1-d}\\\\\n&= \\left[f_T(y)^d S_C(y)^d\\right]\\cdot\n\\left[S_T(y)^{1-d}f_C(y)^{1-d}\\right]\\\\\n&= \\left(f_T(y)^d \\cdot S_T(y)^{1-d}\\right)\\cdot\n\\left(f_C(y)^{1-d} \\cdot S_C(y)^{d}\\right)\n\\end{aligned}\n\\]\nThe corresponding log-likelihood is:\n\\[\n\\begin{aligned}\n\\ell(y,d)\n&= \\text{log}\\left\\{\\mathcal L(y,d) \\right\\}\\\\\n&= \\text{log}\\left\\{\n\\left(f_T(y)^d \\cdot S_T(y)^{1-d}\\right)\\cdot\n\\left(f_C(y)^{1-d} \\cdot S_C(y)^{d}\\right)\n\\right\\}\\\\\n&= \\text{log}\\left\\{\nf_T(y)^d \\cdot S_T(y)^{1-d}\n\\right\\}\n+\n\\text{log}\\left\\{\nf_C(y)^{1-d} \\cdot S_C(y)^{d}\n\\right\\}\\\\\n\\end{aligned}\n\\] Let\n\n\n\\(\\theta_T\\) represent the parameters of \\(p_T(t)\\),\n\n\\(\\theta_C\\) represent the parameters of \\(p_C(c)\\),\n\n\\(\\theta = (\\theta_T, \\theta_C)\\) be the combined vector of all parameters.\n\nThen corresponding score function is:\n\\[\n\\begin{aligned}\n\\ell'(y,d)\n&= \\frac{\\partial}{\\partial \\theta}\n\\left[\n\\text{log}\\left\\{\nf_T(y)^d \\cdot S_T(y)^{1-d}\n\\right\\}\n+\n\\text{log}\\left\\{\nf_C(y)^{1-d} \\cdot S_C(y)^{d}\n\\right\\}\n\\right]\\\\\n&=\n\\left(\n\\frac{\\partial}{\\partial \\theta}\n\\text{log}\\left\\{\nf_T(y)^d \\cdot S_T(y)^{1-d}\n\\right\\}\n\\right)\n+\n\\left(\n\\frac{\\partial}{\\partial \\theta}\n\\text{log}\\left\\{\nf_C(y)^{1-d} \\cdot S_C(y)^{d}\n\\right\\}\n\\right)\\\\\n\\end{aligned}\n\\]\nAs long as \\(\\theta_C\\) and \\(\\theta_T\\) don’t share any parameters, then if censoring is non-informative, the partial derivative with respect to \\(\\theta_T\\) is:\n\\[\n\\begin{aligned}\n\\ell'_{\\theta_T}(y,d)\n&\\stackrel{\\text{def}}{=}\\frac{\\partial}{\\partial \\theta_T}\\ell(y,d)\\\\\n&=\n\\left(\n\\frac{\\partial}{\\partial \\theta_T}\n\\text{log}\\left\\{\nf_T(y)^d \\cdot S_T(y)^{1-d}\n\\right\\}\n\\right)\n+\n\\left(\n\\frac{\\partial}{\\partial \\theta_T}\n\\text{log}\\left\\{\nf_C(y)^{1-d} \\cdot S_C(y)^{d}\n\\right\\}\n\\right)\\\\\n&=\n\\left(\n\\frac{\\partial}{\\partial \\theta_T}\n\\text{log}\\left\\{\nf_T(y)^d \\cdot S_T(y)^{1-d}\n\\right\\}\n\\right) + 0\\\\\n&=\n\\frac{\\partial}{\\partial \\theta_T}\n\\text{log}\\left\\{\nf_T(y)^d \\cdot S_T(y)^{1-d}\n\\right\\}\\\\\n\\end{aligned}\n\\] Thus, the MLE for \\(\\theta_T\\) won’t depend on \\(\\theta_C\\), and we can ignore the distribution of \\(C\\) when estimating the parameters of \\(f_T(t)=p(T=t)\\).\nThen:\n\\[\n\\begin{aligned}\n\\mathcal L(y,d)\n&= f_T(y)^d \\cdot S_T(y)^{1-d}\\\\\n&= \\left(h_T(y)^d S_T(y)^d\\right) \\cdot S_T(y)^{1-d}\\\\\n&= h_T(y)^d \\cdot S_T(y)^d \\cdot S_T(y)^{1-d}\\\\\n&= h_T(y)^d \\cdot S_T(y)\\\\\n&= S_T(y) \\cdot h_T(y)^d \\\\\n\\end{aligned}\n\\]\nThat is, if the event occurred at time \\(y\\) (i.e., if \\(d=1\\)), then the likelihood of \\((Y,D) = (y,d)\\) is equal to the hazard function at \\(y\\) times the survival function at \\(y\\). Otherwise, the likelihood is equal to just the survival function at \\(y\\).\nThe corresponding log-likelihood is:\n\\[\n\\begin{aligned}\n\\ell(y,d)\n&=\\text{log}\\left\\{\\mathcal L(y,d)\\right\\}\\\\\n&= \\text{log}\\left\\{S_T(y) \\cdot h_T(y)^d\\right\\}\\\\\n&= \\text{log}\\left\\{S_T(y)\\right\\} + \\text{log}\\left\\{h_T(y)^d\\right\\}\\\\\n&= \\text{log}\\left\\{S_T(y)\\right\\} + d\\cdot \\text{log}\\left\\{h_T(y)\\right\\}\\\\\n&= -H_T(y) + d\\cdot \\text{log}\\left\\{h_T(y)\\right\\}\\\\\n\\end{aligned}\n\\]\nIn other words, the log-likelihood contribution from a single observation \\((Y,D) = (y,d)\\) is equal to the negative cumulative hazard at \\(y\\), plus the log of the hazard at \\(y\\) if the event occurred at time \\(y\\).\n\n\n\n\n\n\nNote\n\n\n\nEnd of extra section.", + "text": "5.3 Distribution functions for time-to-event variables\n\n5.3.1 The Probability Density Function (PDF)\nFor a time-to-event variable \\(T\\) with a continuous distribution, the probability density function is defined as usual:\n\\[f(t)\\stackrel{\\text{def}}{=}p(t) \\stackrel{\\text{def}}{=}p(T=t)\\]\nTypically, this density is assumed to be 0 for all \\(t<0\\); that is, \\(f(t) = 0, \\forall t<0\\). In other words, the range of \\(T\\) is typically \\([0,\\infty)\\).\n\n\nExample 5.1 (exponential distribution) Recall from Epi 202: the pdf of the exponential distribution family of models is:\n\\[p(T=t) = \\mathbb{1}_{t \\ge 0} \\cdot \\lambda \\text{e}^{-\\lambda t}\\]\nwhere \\(\\lambda > 0\\).\n\nHere are some examples of exponential pdfs:\n\n\n\n\n\n\n\n\n\n\n5.3.2 The Cumulative Distribution Function (CDF)\nThe cumulative distribution function is defined as:\n\\[\n\\begin{aligned}\nF(t) &\\stackrel{\\text{def}}{=}\\Pr(T \\le t)\\\\\n&=\\int_{u=-\\infty}^t f(u) du\n\\end{aligned}\n\\]\n\nExample 5.2 (exponential distribution) Recall from Epi 202: the cdf of the exponential distribution family of models is:\n\\[\nP(T\\le t) = \\mathbb{1}_{t \\ge 0} \\cdot (1- \\text{e}^{-\\lambda t})\n\\] where \\(\\lambda > 0\\).\n\nHere are some examples of exponential cdfs:\n\n\n\n\n\n\n\n\n\n5.3.3 The Survival Function\nFor survival data, a more important quantity is the survival function:\n\\[\n\\begin{aligned}\nS(t) &\\stackrel{\\text{def}}{=}\\Pr(T > t)\\\\\n&=\\int_{u=t}^\\infty p(u) du\\\\\n&=1-F(t)\\\\\n\\end{aligned}\n\\]\n\n\nThe survival function \\(S(t)\\) is the probability that the event time is later than \\(t\\). If the event in a clinical trial is death, then \\(S(t)\\) is the expected fraction of the original population at time 0 who have survived up to time \\(t\\) and are still alive at time \\(t\\); that is:\n\nIf \\(X_t\\) represents survival status at time \\(t\\), with \\(X_t = 1\\) denoting alive at time \\(t\\) and \\(X_t = 0\\) denoting deceased at time \\(t\\), then:\n\\[S(t) = \\mathbb{E}\\left[X_t\\right]\\]\n\n\nExample 5.3 (exponential distribution) Since \\(S(t) = 1 - F(t)\\), the survival function of the exponential distribution family of models is:\n\\[\nP(T> t) = \\left\\{ {{\\text{e}^{-\\lambda t}, t\\ge0} \\atop {1, t \\le 0}}\\right.\n\\] where \\(\\lambda > 0\\).\n\n\nHere are some examples of exponential pdfs:\n\n\n\n\n\n\n\n\n\n5.3.4 The Hazard Function\nAnother important quantity is the hazard function:\n\nDefinition 5.1 (Hazard function) The hazard function for a random variable \\(T\\) at value \\(t\\) is the conditional density of \\(T\\) at \\(t\\), given \\(T\\ge t\\); that is:\n\\[h(t) \\stackrel{\\text{def}}{=}p(T=t|T\\ge t)\\]\nIf \\(T\\) represents the time at which an event occurs, then \\(h(t)\\) is the probability that the event occurs at time \\(t\\), given that it has not occurred prior to time \\(t\\).\n\n\nThe hazard function has an important relationship to the density and survival functions, which we can use to derive the hazard function for a given probability distribution.\n\nTheorem 5.1 \\[h(t)=\\frac{f(t)}{S(t)}\\]\n\n\n\nProof. \\[\n\\begin{aligned}\nh(t) &=p(T=t|T\\ge t)\\\\\n&=\\frac{p(T=t, T\\ge t)}{p(T \\ge t)}\\\\\n&=\\frac{p(T=t)}{p(T \\ge t)}\\\\\n&=\\frac{f(t)}{S(t)}\n\\end{aligned}\n\\]\n\n\n\nExample 5.4 (exponential distribution) The hazard function of the exponential distribution family of models is:\n\\[\n\\begin{aligned}\nP(T=t|T \\ge t)\n&= \\frac{f(t)}{S(t)}\\\\\n&= \\frac{\\mathbb{1}_{t \\ge 0}\\cdot \\lambda \\text{e}^{-\\lambda t}}{\\text{e}^{-\\lambda t}}\\\\\n&=\\mathbb{1}_{t \\ge 0}\\cdot \\lambda\n\\end{aligned}\n\\] Figure 5.1 shows some examples of exponential hazard functions.\n\n\n\n\n\n\nFigure 5.1: Examples of hazard functions for exponential distributions\n\n\n\n\n\n\n\n\nWe can also view the hazard function as the derivative of the negative of the logarithm of the survival function:\n\nTheorem 5.2 \\[h(t) = \\frac{\\partial}{\\partial t}\\left\\{-\\text{log}\\left\\{S(t)\\right\\}\\right\\}\\]\n\n\n\nProof. \\[\n\\begin{aligned}\nh(t)\n&= \\frac{f(t)}{S(t)}\\\\\n&= \\frac{-S'(t)}{S(t)}\\\\\n&= -\\frac{S'(t)}{S(t)}\\\\\n&=-\\frac{\\partial}{\\partial t}\\text{log}\\left\\{S(t)\\right\\}\\\\\n&=\\frac{\\partial}{\\partial t}\\left\\{-\\text{log}\\left\\{S(t)\\right\\}\\right\\}\n\\end{aligned}\n\\]\n\n\n5.3.5 The Cumulative Hazard Function\nSince \\(h(t) = \\frac{\\partial}{\\partial t}\\left\\{-\\text{log}\\left\\{S(t)\\right\\}\\right\\}\\) (see Theorem 5.2), we also have:\n\nCorollary 5.1 \\[S(t) = \\text{exp}\\left\\{-\\int_{u=0}^t h(u)du\\right\\} \\tag{5.1}\\]\n\n\n\nThe integral in Equation 5.1 is important enough to have its own name: cumulative hazard.\n\n\nDefinition 5.2 (cumulative hazard) The cumulative hazard function \\(H(t)\\) is defined as:\n\\[H(t) \\stackrel{\\text{def}}{=}\\int_{u=0}^t h(u) du\\]\n\nAs we will see below, \\(H(t)\\) is tractable to estimate, and we can then derive an estimate of the hazard function using an approximate derivative of the estimated cumulative hazard.\n\nExample 5.5 The cumulative hazard function of the exponential distribution family of models is:\n\\[\nH(t) = \\mathbb{1}_{t \\ge 0}\\cdot \\lambda t\n\\]\nFigure 5.2 shows some examples of exponential cumulative hazard functions.\n\n\n\n\n\n\nFigure 5.2: Examples of exponential cumulative hazard functions\n\n\n\n\n\n\n\n\n5.3.6 Some Key Mathematical Relationships among Survival Concepts\nDiagram:\n\\[\nh(t) \\xrightarrow[]{\\int_{u=0}^t h(u)du} H(t)\n\\xrightarrow[]{\\text{exp}\\left\\{-H(t)\\right\\}} S(t)\n\\xrightarrow[]{1-S(t)} F(t)\n\\]\n\\[\nh(t) \\xleftarrow[\\frac{\\partial}{\\partial t}H(t)]{} H(t)\n\\xleftarrow[-\\text{log}\\left\\{S(t)\\right\\}]{} S(t)\n\\xleftarrow[1-F(t)]{} F(t)\n\\]\n\nIdentities:\n\\[\n\\begin{aligned}\nS(t) &= 1 - F(t)\\\\\n&= \\text{exp}\\left\\{-H(t)\\right\\}\\\\\nS'(t) &= -f(t)\\\\\nH(t) &= -\\text{log}\\left\\{S(t)\\right\\}\\\\\nH'(t) &= h(t)\\\\\nh(t) &= \\frac{f(t)}{S(t)}\\\\\n&= -\\frac{\\partial}{\\partial t}\\text{log}\\left\\{S(t)\\right\\} \\\\\nf(t) &= h(t)\\cdot S(t)\\\\\n\\end{aligned}\n\\]\n\nSome proofs (others left as exercises):\n\\[\n\\begin{aligned}\nS'(t) &= \\frac{\\partial}{\\partial t}(1-F(t))\\\\\n&= -F'(t)\\\\\n&= -f(t)\\\\\n\\end{aligned}\n\\]\n\n\\[\n\\begin{aligned}\n\\frac{\\partial}{\\partial t}\\text{log}\\left\\{S(t)\\right\\}\n&= \\frac{S'(t)}{S(t)}\\\\\n&= -\\frac{f(t)}{S(t)}\\\\\n&= -h(t)\\\\\n\\end{aligned}\n\\]\n\n\\[\n\\begin{aligned}\nH(t)\n&\\stackrel{\\text{def}}{=}\\int_{u=0}^t h(u) du\\\\\n&= \\int_0^t -\\frac{\\partial}{\\partial u}\\text{log}\\left\\{S(u)\\right\\} du\\\\\n&= \\left[-\\text{log}\\left\\{S(u)\\right\\}\\right]_{u=0}^{u=t}\\\\\n&= \\left[\\text{log}\\left\\{S(u)\\right\\}\\right]_{u=t}^{u=0}\\\\\n&= \\text{log}\\left\\{S(0)\\right\\} - \\text{log}\\left\\{S(t)\\right\\}\\\\\n&= \\text{log}\\left\\{1\\right\\} - \\text{log}\\left\\{S(t)\\right\\}\\\\\n&= 0 - \\text{log}\\left\\{S(t)\\right\\}\\\\\n&=-\\text{log}\\left\\{S(t)\\right\\}\n\\end{aligned}\n\\]\n\nCorollary:\n\\[S(t) = \\text{exp}\\left\\{-H(t)\\right\\}\\]\n\nExample: Time to death the US in 2004\nThe first day is the most dangerous:\n\n\n\nDaily Hazard Rates in 2004 for US Females\n\n\n\n\n\nExercise: hypothesize why these curves differ where they do?\n\n\n\nDaily Hazard Rates in 2004 for US Males and Females 1-40\n\n\n\n\n\nExercise: compare and contrast this curve with the corresponding hazard curve.\n\n\n\nSurvival Curve in 2004 for US Females\n\n\n\n\n\n5.3.7 Likelihood with censoring\nIf an event time \\(T\\) is observed exactly as \\(T=t\\), then the likelihood of that observation is just its probability density function:\n\\[\n\\begin{aligned}\n\\mathcal L(t)\n&= p(T=t)\\\\\n&\\stackrel{\\text{def}}{=}f_T(t)\\\\\n&= h_T(t)S_T(t)\\\\\n\\ell(t)\n&\\stackrel{\\text{def}}{=}\\text{log}\\left\\{\\mathcal L(t)\\right\\}\\\\\n&= \\text{log}\\left\\{h_T(t)S_T(t)\\right\\}\\\\\n&= \\text{log}\\left\\{h_T(t)\\right\\} + \\text{log}\\left\\{S_T(t)\\right\\}\\\\\n&= \\text{log}\\left\\{h_T(t)\\right\\} - H_T(t)\\\\\n\\end{aligned}\n\\]\n\nIf instead the event time \\(T\\) is censored and only known to be after time \\(y\\), then the likelihood of that censored observation is instead the survival function evaluated at the censoring time:\n\\[\n\\begin{aligned}\n\\mathcal L(y)\n&=p_T(T>y)\\\\\n&\\stackrel{\\text{def}}{=}S_T(y)\\\\\n\\ell(y)\n&\\stackrel{\\text{def}}{=}\\text{log}\\left\\{\\mathcal L(y)\\right\\}\\\\\n&=\\text{log}\\left\\{S(y)\\right\\}\\\\\n&=-H(y)\\\\\n\\end{aligned}\n\\]\n\n\nWhat’s written above is incomplete. We also observed whether or not the observation was censored. Let \\(C\\) denote the time when censoring would occur (if the event did not occur first); let \\(f_C(y)\\) and \\(S_C(y)\\) be the corresponding density and survival functions for the censoring event.\nLet \\(Y\\) denote the time when observation ended (either by censoring or by the event of interest occurring), and let \\(D\\) be an indicator variable for the event occurring at \\(Y\\) (so \\(D=0\\) represents a censored observation and \\(D=1\\) represents an uncensored observation). In other words, let \\(Y \\stackrel{\\text{def}}{=}\\min(T,C)\\) and \\(D \\stackrel{\\text{def}}{=}\\mathbb 1{\\{T<=C\\}}\\).\nThen the complete likelihood of the observed data \\((Y,D)\\) is:\n\n\\[\n\\begin{aligned}\n\\mathcal L(y,d)\n&= p(Y=y, D=d)\\\\\n&= \\left[p(T=y,C> y)\\right]^d \\cdot\n\\left[p(T>y,C=y)\\right]^{1-d}\\\\\n\\end{aligned}\n\\]\n\n\nTypically, survival analyses assume that \\(C\\) and \\(T\\) are mutually independent; this assumption is called “non-informative” censoring.\nThen the joint likelihood \\(p(Y,D)\\) factors into the product \\(p(Y), p(D)\\), and the likelihood reduces to:\n\n\\[\n\\begin{aligned}\n\\mathcal L(y,d)\n&= \\left[p(T=y,C> y)\\right]^d\\cdot\n\\left[p(T>y,C=y)\\right]^{1-d}\\\\\n&= \\left[p(T=y)p(C> y)\\right]^d\\cdot\n\\left[p(T>y)p(C=y)\\right]^{1-d}\\\\\n&= \\left[f_T(y)S_C(y)\\right]^d\\cdot\n\\left[S(y)f_C(y)\\right]^{1-d}\\\\\n&= \\left[f_T(y)^d S_C(y)^d\\right]\\cdot\n\\left[S_T(y)^{1-d}f_C(y)^{1-d}\\right]\\\\\n&= \\left(f_T(y)^d \\cdot S_T(y)^{1-d}\\right)\\cdot\n\\left(f_C(y)^{1-d} \\cdot S_C(y)^{d}\\right)\n\\end{aligned}\n\\]\n\n\nThe corresponding log-likelihood is:\n\n\\[\n\\begin{aligned}\n\\ell(y,d)\n&= \\text{log}\\left\\{\\mathcal L(y,d) \\right\\}\\\\\n&= \\text{log}\\left\\{\n\\left(f_T(y)^d \\cdot S_T(y)^{1-d}\\right)\\cdot\n\\left(f_C(y)^{1-d} \\cdot S_C(y)^{d}\\right)\n\\right\\}\\\\\n&= \\text{log}\\left\\{\nf_T(y)^d \\cdot S_T(y)^{1-d}\n\\right\\}\n+\n\\text{log}\\left\\{\nf_C(y)^{1-d} \\cdot S_C(y)^{d}\n\\right\\}\\\\\n\\end{aligned}\n\\] Let\n\n\n\\(\\theta_T\\) represent the parameters of \\(p_T(t)\\),\n\n\\(\\theta_C\\) represent the parameters of \\(p_C(c)\\),\n\n\\(\\theta = (\\theta_T, \\theta_C)\\) be the combined vector of all parameters.\n\n\n\nThe corresponding score function is:\n\n\\[\n\\begin{aligned}\n\\ell'(y,d)\n&= \\frac{\\partial}{\\partial \\theta}\n\\left[\n\\text{log}\\left\\{\nf_T(y)^d \\cdot S_T(y)^{1-d}\n\\right\\}\n+\n\\text{log}\\left\\{\nf_C(y)^{1-d} \\cdot S_C(y)^{d}\n\\right\\}\n\\right]\\\\\n&=\n\\left(\n\\frac{\\partial}{\\partial \\theta}\n\\text{log}\\left\\{\nf_T(y)^d \\cdot S_T(y)^{1-d}\n\\right\\}\n\\right)\n+\n\\left(\n\\frac{\\partial}{\\partial \\theta}\n\\text{log}\\left\\{\nf_C(y)^{1-d} \\cdot S_C(y)^{d}\n\\right\\}\n\\right)\\\\\n\\end{aligned}\n\\]\n\n\nAs long as \\(\\theta_C\\) and \\(\\theta_T\\) don’t share any parameters, then if censoring is non-informative, the partial derivative with respect to \\(\\theta_T\\) is:\n\n\\[\n\\begin{aligned}\n\\ell'_{\\theta_T}(y,d)\n&\\stackrel{\\text{def}}{=}\\frac{\\partial}{\\partial \\theta_T}\\ell(y,d)\\\\\n&=\n\\left(\n\\frac{\\partial}{\\partial \\theta_T}\n\\text{log}\\left\\{\nf_T(y)^d \\cdot S_T(y)^{1-d}\n\\right\\}\n\\right)\n+\n\\left(\n\\frac{\\partial}{\\partial \\theta_T}\n\\text{log}\\left\\{\nf_C(y)^{1-d} \\cdot S_C(y)^{d}\n\\right\\}\n\\right)\\\\\n&=\n\\left(\n\\frac{\\partial}{\\partial \\theta_T}\n\\text{log}\\left\\{\nf_T(y)^d \\cdot S_T(y)^{1-d}\n\\right\\}\n\\right) + 0\\\\\n&=\n\\frac{\\partial}{\\partial \\theta_T}\n\\text{log}\\left\\{\nf_T(y)^d \\cdot S_T(y)^{1-d}\n\\right\\}\\\\\n\\end{aligned}\n\\]\n\n\nThus, the MLE for \\(\\theta_T\\) won’t depend on \\(\\theta_C\\), and we can ignore the distribution of \\(C\\) when estimating the parameters of \\(f_T(t)=p(T=t)\\).\n\nThen:\n\\[\n\\begin{aligned}\n\\mathcal L(y,d)\n&= f_T(y)^d \\cdot S_T(y)^{1-d}\\\\\n&= \\left(h_T(y)^d S_T(y)^d\\right) \\cdot S_T(y)^{1-d}\\\\\n&= h_T(y)^d \\cdot S_T(y)^d \\cdot S_T(y)^{1-d}\\\\\n&= h_T(y)^d \\cdot S_T(y)\\\\\n&= S_T(y) \\cdot h_T(y)^d \\\\\n\\end{aligned}\n\\]\n\nThat is, if the event occurred at time \\(y\\) (i.e., if \\(d=1\\)), then the likelihood of \\((Y,D) = (y,d)\\) is equal to the hazard function at \\(y\\) times the survival function at \\(y\\). Otherwise, the likelihood is equal to just the survival function at \\(y\\).\n\n\n\nThe corresponding log-likelihood is:\n\n\\[\n\\begin{aligned}\n\\ell(y,d)\n&=\\text{log}\\left\\{\\mathcal L(y,d)\\right\\}\\\\\n&= \\text{log}\\left\\{S_T(y) \\cdot h_T(y)^d\\right\\}\\\\\n&= \\text{log}\\left\\{S_T(y)\\right\\} + \\text{log}\\left\\{h_T(y)^d\\right\\}\\\\\n&= \\text{log}\\left\\{S_T(y)\\right\\} + d\\cdot \\text{log}\\left\\{h_T(y)\\right\\}\\\\\n&= -H_T(y) + d\\cdot \\text{log}\\left\\{h_T(y)\\right\\}\\\\\n\\end{aligned}\n\\]\n\nIn other words, the log-likelihood contribution from a single observation \\((Y,D) = (y,d)\\) is equal to the negative cumulative hazard at \\(y\\), plus the log of the hazard at \\(y\\) if the event occurred at time \\(y\\).", "crumbs": [ "Time to Event Models", "5  Introduction to Survival Analysis" @@ -555,7 +566,7 @@ "href": "intro-to-survival-analysis.html#parametric-models-for-time-to-event-outcomes", "title": "\n5  Introduction to Survival Analysis\n", "section": "\n5.4 Parametric Models for Time-to-Event Outcomes", - "text": "5.4 Parametric Models for Time-to-Event Outcomes\n\n5.4.1 Exponential Distribution\n\nThe exponential distribution is the base distribution for survival analysis.\nThe distribution has a constant hazard \\(\\lambda\\)\n\nThe mean survival time is \\(\\lambda^{-1}\\)\n\n\nMathematical details of exponential distribution\n\\[\n\\begin{aligned}\nf(t) &= \\lambda \\text{e}^{-\\lambda t}\\\\\nE(t) &= \\lambda^{-1}\\\\\nVar(t) &= \\lambda^{-2}\\\\\nF(t) &= 1-\\text{e}^{-\\lambda x}\\\\\nS(t)&= \\text{e}^{-\\lambda x}\\\\\n\\ln(S(t))&=-\\lambda x\\\\\nh(t) &= -\\frac{f(t)}{S(t)} = -\\frac{\\lambda \\text{e}^{-\\lambda t}}{\\text{e}^{-\\lambda t}}=\\lambda\n\\end{aligned}\n\\]\nEstimation of \\(\\lambda\\)\n\n\nSuppose we have \\(m\\) exponential survival times of \\(t_1, t_2,\\ldots,t_m\\) and \\(k\\) right-censored values at \\(u_1,u_2,\\ldots,u_k\\).\nA survival time of \\(t_i=10\\) means that subject \\(i\\) died at time 10. A right-censored time \\(u_i=10\\) means that at time 10, subject \\(i\\) was still alive and that we have no further follow-up.\nFor the moment we will assume that the survival distribution is exponential and that all the subjects have the same parameter \\(\\lambda\\).\n\nWe have \\(m\\) exponential survival times of \\(t_1, t_2,\\ldots,t_m\\) and \\(k\\) right-censored values at \\(u_1,u_2,\\ldots,u_k\\). The log-likelihood of an observed survival time \\(t_i\\) is \\[\n\\text{log}\\left\\{\\lambda \\text{e}^{-\\lambda t_i}\\right\\} =\n\\text{log}\\left\\{\\lambda\\right\\}-\\lambda t_i\n\\] and the likelihood of a censored value is the probability of that outcome (survival greater than \\(u_j\\)) so the log-likelihood is\n\\[\n\\text{log}\\left\\{\\lambda \\text{e}^{u_j}\\right\\} =-\\lambda u_j.\n\\]\nLet \\(T=\\sum t_i\\) and \\(U=\\sum u_j\\). Then:\n\\[\n\\begin{aligned}\n\\ell(\\lambda) &= \\sum_{i=1}^m( \\ln \\lambda-\\lambda t_i) + \\sum_{j=1}^k (-\\lambda u_j)\\\\\n&= m \\ln \\lambda -(T+U)\\lambda\\\\\n\\ell'(\\lambda)\n&=m\\lambda^{-1} -(T+U)\\\\\n\\hat{\\lambda} &= \\frac{m}{T+U}\\\\\n\\ell''&=-m/\\lambda^2\\\\\n&< 0\\\\\n\\hat E[T] &= \\hat\\lambda^{-1}\\\\\n&= \\frac{T+U}{m}\n\\end{aligned}\n\\]\nFisher Information and Standard Error\n\\[\n\\begin{aligned}\nE[-\\ell'']\n& = m/\\lambda^2\\\\\n\\text{Var}\\left(\\hat\\lambda\\right)\n&\\approx \\left(E[-\\ell'']\\right)^{-1}\\\\\n&=\\lambda^2/m\\\\\n\\text{SE}\\left(\\hat\\lambda\\right)\n&= \\sqrt{\\text{Var}\\left(\\hat\\lambda\\right)}\\\\\n&\\approx \\lambda/\\sqrt{m}\n\\end{aligned}\n\\]\n\\(\\hat\\lambda\\) depends on the censoring times of the censored observations, but \\(\\text{Var}\\left(\\hat\\lambda\\right)\\) only depends on the number of uncensored observations, \\(m\\), and not on the number of censored observations (\\(k\\)).\nOther Parametric Survival Distributions\n\nAny density on \\([0,\\infty)\\) can be a survival distribution, but the most useful ones are all skew right.\nThe commonest generalization of the exponential is the Weibull.\nOther common choices are the gamma, log-normal, log-logistic, Gompertz, inverse Gaussian, and Pareto.\nMost of what we do going forward is non-parametric or semi-parametric, but sometimes these parametric distributions provide a useful approach.\n\n5.4.2 Weibull Distribution\n\\[\n\\begin{aligned}\np(t)&= \\alpha\\lambda x^{\\alpha-1}\\text{e}^{-\\lambda x^\\alpha}\\\\\nh(t)&=\\alpha\\lambda x^{\\alpha-1}\\\\\nS(t)&=\\text{e}^{-\\lambda x^\\alpha}\\\\\nE(T)&= \\Gamma(1+1/\\alpha)\\cdot \\lambda^{-1/\\alpha}\n\\end{aligned}\n\\]\nWhen \\(\\alpha=1\\) this is the exponential. When \\(\\alpha>1\\) the hazard is increasing and when \\(\\alpha < 1\\) the hazard is decreasing. This provides more flexibility than the exponential.\nWe will see more of this distribution later.", + "text": "5.4 Parametric Models for Time-to-Event Outcomes\n\n5.4.1 Exponential Distribution\n\nThe exponential distribution is the base distribution for survival analysis.\nThe distribution has a constant hazard \\(\\lambda\\)\n\nThe mean survival time is \\(\\lambda^{-1}\\)\n\n\n\nMathematical details of exponential distribution\n\\[\n\\begin{aligned}\nf(t) &= \\lambda \\text{e}^{-\\lambda t}\\\\\nE(t) &= \\lambda^{-1}\\\\\nVar(t) &= \\lambda^{-2}\\\\\nF(t) &= 1-\\text{e}^{-\\lambda x}\\\\\nS(t)&= \\text{e}^{-\\lambda x}\\\\\n\\ln(S(t))&=-\\lambda x\\\\\nh(t) &= -\\frac{f(t)}{S(t)} = -\\frac{\\lambda \\text{e}^{-\\lambda t}}{\\text{e}^{-\\lambda t}}=\\lambda\n\\end{aligned}\n\\]\nEstimating \\(\\lambda\\)\n\n\nSuppose we have \\(m\\) exponential survival times of \\(t_1, t_2,\\ldots,t_m\\) and \\(k\\) right-censored values at \\(u_1,u_2,\\ldots,u_k\\).\nA survival time of \\(t_i=10\\) means that subject \\(i\\) died at time 10. A right-censored time \\(u_i=10\\) means that at time 10, subject \\(i\\) was still alive and that we have no further follow-up.\nFor the moment we will assume that the survival distribution is exponential and that all the subjects have the same parameter \\(\\lambda\\).\n\nWe have \\(m\\) exponential survival times of \\(t_1, t_2,\\ldots,t_m\\) and \\(k\\) right-censored values at \\(u_1,u_2,\\ldots,u_k\\). The log-likelihood of an observed survival time \\(t_i\\) is \\[\n\\text{log}\\left\\{\\lambda \\text{e}^{-\\lambda t_i}\\right\\} =\n\\text{log}\\left\\{\\lambda\\right\\}-\\lambda t_i\n\\] and the likelihood of a censored value is the probability of that outcome (survival greater than \\(u_j\\)) so the log-likelihood is\n\\[\n\\begin{aligned}\n\\ell_j(\\lambda) &= \\text{log}\\left\\{\\lambda \\text{e}^{u_j}\\right\\}\n\\\\ &= -\\lambda u_j\n\\end{aligned}\n\\]\n\nLet \\(T=\\sum t_i\\) and \\(U=\\sum u_j\\). Then:\n\\[\n\\begin{aligned}\n\\ell(\\lambda) &= \\sum_{i=1}^m( \\ln \\lambda-\\lambda t_i) + \\sum_{j=1}^k (-\\lambda u_j)\\\\\n&= m \\ln \\lambda -(T+U)\\lambda\\\\\n\\ell'(\\lambda)\n&=m\\lambda^{-1} -(T+U)\\\\\n\\hat{\\lambda} &= \\frac{m}{T+U}\\\\\n\\ell''&=-m/\\lambda^2\\\\\n&< 0\\\\\n\\hat E[T] &= \\hat\\lambda^{-1}\\\\\n&= \\frac{T+U}{m}\n\\end{aligned}\n\\]\nFisher Information and Standard Error\n\\[\n\\begin{aligned}\nE[-\\ell'']\n& = m/\\lambda^2\\\\\n\\text{Var}\\left(\\hat\\lambda\\right)\n&\\approx \\left(E[-\\ell'']\\right)^{-1}\\\\\n&=\\lambda^2/m\\\\\n\\text{SE}\\left(\\hat\\lambda\\right)\n&= \\sqrt{\\text{Var}\\left(\\hat\\lambda\\right)}\\\\\n&\\approx \\lambda/\\sqrt{m}\n\\end{aligned}\n\\]\n\n\\(\\hat\\lambda\\) depends on the censoring times of the censored observations, but \\(\\text{Var}\\left(\\hat\\lambda\\right)\\) only depends on the number of uncensored observations, \\(m\\), and not on the number of censored observations (\\(k\\)).\n\n\n5.4.2 Other Parametric Survival Distributions\n\nAny density on \\([0,\\infty)\\) can be a survival distribution, but the most useful ones are all skew right.\nThe most frequently used generalization of the exponential is the Weibull.\nOther common choices are the gamma, log-normal, log-logistic, Gompertz, inverse Gaussian, and Pareto.\nMost of what we do going forward is non-parametric or semi-parametric, but sometimes these parametric distributions provide a useful approach.", "crumbs": [ "Time to Event Models", "5  Introduction to Survival Analysis" @@ -720,7 +731,7 @@ "href": "coxph-model-building.html#predictions-and-residuals", "title": "\n7  Building Cox Proportional Hazards models\n", "section": "\n7.3 Predictions and Residuals", - "text": "7.3 Predictions and Residuals\n\n7.3.1 Review: Predictions in Linear Regression\n\nIn linear regression, we have a linear predictor for each data point \\(i\\)\n\n\n\\[\n\\begin{aligned}\n\\eta_i &= \\beta_0+\\beta_1x_{1i}+\\cdots+\\beta_px_{pi}\\\\\n\\hat y_i &=\\hat\\eta_i = \\hat\\beta_0+\\hat\\beta_1x_{1i}+\\cdots+\\hat\\beta_px_{pi}\\\\\ny_i &\\sim N(\\eta_i,\\sigma^2)\n\\end{aligned}\n\\]\n\n\n\\(\\hat y_i\\) estimates the conditional mean of \\(y_i\\) given the covariate values \\(\\tilde{x}_i\\). This together with the prediction error says that we are predicting the distribution of values of \\(y\\).\n\n7.3.2 Review: Residuals in Linear Regression\n\nThe usual residual is \\(r_i=y_i-\\hat y_i\\), the difference between the actual value of \\(y\\) and a prediction of its mean.\nThe residuals are also the quantities the sum of whose squares is being minimized by the least squares/MLE estimation.\n\n7.3.3 Predictions and Residuals in survival models\n\nIn survival analysis, the equivalent of \\(y_i\\) is the event time \\(t_i\\), which is unknown for the censored observations.\nThe expected event time can be tricky to calculate:\n\n\\[\n\\hat{\\text{E}}[T|X=x] = \\int_{t=0}^{\\infty} \\hat S(t)dt\n\\]\n\n7.3.4 Wide prediction intervals\nThe nature of time-to-event data results in very wide prediction intervals:\n\nSuppose a cancer patient is predicted to have a mean lifetime of 5 years after diagnosis and suppose the distribution is exponential.\nIf we want a 95% interval for survival, the lower end is at the 0.025 percentage point of the exponential which is qexp(.025, rate = 1/5) = 0.12658904 years, or 1/40 of the mean lifetime.\nThe upper end is at the 0.975 point which is qexp(.975, rate = 1/5) = 18.44439727 years, or 3.7 times the mean lifetime.\nSaying that the survival time is somewhere between 6 weeks and 18 years does not seem very useful, but it may be the best we can do.\nFor survival analysis, something is like a residual if it is small when the model is accurate or if the accumulation of them is in some way minimized by the estimation algorithm, but there is no exact equivalence to linear regression residuals.\nAnd if there is, they are mostly quite large!\n\n7.3.5 Types of Residuals in Time-to-Event Models\n\nIt is often hard to make a decision from graph appearances, though the process can reveal much.\nSome diagnostic tests are based on residuals as with other regression methods:\n\nSchoenfeld residuals (via cox.zph) for proportionality.\n\nCox-Snell residuals for goodness of fit.\n\nmartingale residuals for non-linearity.\n\ndfbeta for influence.\n\n7.3.6 Schoenfeld residuals\n\nThere is a Schoenfeld residual for each subject \\(i\\) with an event (not censored) and for each predictor \\(x_{k}\\).\nAt the event time \\(t\\) for that subject, there is a risk set \\(R\\), and each subject \\(j\\) in the risk set has a risk coefficient \\(\\theta_j\\) and also a value \\(x_{jk}\\) of the predictor.\nThe Schoenfeld residual is the difference between \\(x_{ik}\\) and the risk-weighted average of all the \\(x_{jk}\\) over the risk set.\n\n\\[\nr^S_{ik} =\nx_{ik}-\\frac{\\sum_{k\\in R}x_{jk}\\theta_k}{\\sum_{k\\in R}\\theta_k}\n\\]\nThis residual measures how typical the individual subject is with respect to the covariate at the time of the event. Since subjects should fail more or less uniformly according to risk, the Schoenfeld residuals should be approximately level over time, not increasing or decreasing.\nWe can test this with the correlation with time on some scale, which could be the time itself, the log time, or the rank in the set of failure times.\nThe default is to use the KM curve as a transform, which is similar to the rank but deals better with censoring.\nThe cox.zph() function implements a score test proposed in Grambsch and Therneau (1994).\n\nShow R codehodg.zph = cox.zph(hodg.cox1)\nprint(hodg.zph)\n#> chisq df p\n#> gtype 0.5400 1 0.462\n#> dtype 1.8012 1 0.180\n#> score 3.8805 1 0.049\n#> wtime 0.0173 1 0.895\n#> gtype:dtype 4.0474 1 0.044\n#> GLOBAL 13.7573 5 0.017\n\n\ngtype\n\nShow R codeggcoxzph(hodg.zph, var = \"gtype\")\n\n\n\n\n\n\n\ndtype\n\nShow R codeggcoxzph(hodg.zph, var = \"dtype\")\n\n\n\n\n\n\n\nscore\n\nShow R codeggcoxzph(hodg.zph, var = \"score\")\n\n\n\n\n\n\n\nwtime\n\nShow R codeggcoxzph(hodg.zph, var = \"wtime\")\n\n\n\n\n\n\n\ngtype:dtype\n\nShow R codeggcoxzph(hodg.zph, var = \"gtype:dtype\")\n\n\n\n\n\n\n\nConclusions\n\nFrom the correlation test, the Karnofsky score and the interaction with graft type disease type induce modest but statistically significant non-proportionality.\nThe sample size here is relatively small (26 events in 43 subjects). If the sample size is large, very small amounts of non-proportionality can induce a significant result.\nAs time goes on, autologous grafts are over-represented at their own event times, but those from HOD patients become less represented.\nBoth the statistical tests and the plots are useful.", + "text": "7.3 Predictions and Residuals\n\n7.3.1 Review: Predictions in Linear Regression\n\nIn linear regression, we have a linear predictor for each data point \\(i\\)\n\n\n\\[\n\\begin{aligned}\n\\eta_i &= \\beta_0+\\beta_1x_{1i}+\\cdots+\\beta_px_{pi}\\\\\n\\hat y_i &=\\hat\\eta_i = \\hat\\beta_0+\\hat\\beta_1x_{1i}+\\cdots+\\hat\\beta_px_{pi}\\\\\ny_i &\\sim N(\\eta_i,\\sigma^2)\n\\end{aligned}\n\\]\n\n\n\\(\\hat y_i\\) estimates the conditional mean of \\(y_i\\) given the covariate values \\(\\tilde{x}_i\\). This together with the prediction error says that we are predicting the distribution of values of \\(y\\).\n\n7.3.2 Review: Residuals in Linear Regression\n\nThe usual residual is \\(r_i=y_i-\\hat y_i\\), the difference between the actual value of \\(y\\) and a prediction of its mean.\nThe residuals are also the quantities the sum of whose squares is being minimized by the least squares/MLE estimation.\n\n7.3.3 Predictions and Residuals in survival models\n\nIn survival analysis, the equivalent of \\(y_i\\) is the event time \\(t_i\\), which is unknown for the censored observations.\nThe expected event time can be tricky to calculate:\n\n\\[\n\\hat{\\text{E}}[T|X=x] = \\int_{t=0}^{\\infty} \\hat S(t)dt\n\\]\n\n7.3.4 Wide prediction intervals\nThe nature of time-to-event data results in very wide prediction intervals:\n\nSuppose a cancer patient is predicted to have a mean lifetime of 5 years after diagnosis and suppose the distribution is exponential.\nIf we want a 95% interval for survival, the lower end is at the 0.025 percentage point of the exponential which is qexp(.025, rate = 1/5) = 0.1266 years, or 1/40 of the mean lifetime.\nThe upper end is at the 0.975 point which is qexp(.975, rate = 1/5) = 18.4444 years, or 3.7 times the mean lifetime.\nSaying that the survival time is somewhere between 6 weeks and 18 years does not seem very useful, but it may be the best we can do.\nFor survival analysis, something is like a residual if it is small when the model is accurate or if the accumulation of them is in some way minimized by the estimation algorithm, but there is no exact equivalence to linear regression residuals.\nAnd if there is, they are mostly quite large!\n\n7.3.5 Types of Residuals in Time-to-Event Models\n\nIt is often hard to make a decision from graph appearances, though the process can reveal much.\nSome diagnostic tests are based on residuals as with other regression methods:\n\nSchoenfeld residuals (via cox.zph) for proportionality.\n\nCox-Snell residuals for goodness of fit.\n\nmartingale residuals for non-linearity.\n\ndfbeta for influence.\n\n7.3.6 Schoenfeld residuals\n\nThere is a Schoenfeld residual for each subject \\(i\\) with an event (not censored) and for each predictor \\(x_{k}\\).\nAt the event time \\(t\\) for that subject, there is a risk set \\(R\\), and each subject \\(j\\) in the risk set has a risk coefficient \\(\\theta_j\\) and also a value \\(x_{jk}\\) of the predictor.\nThe Schoenfeld residual is the difference between \\(x_{ik}\\) and the risk-weighted average of all the \\(x_{jk}\\) over the risk set.\n\n\\[\nr^S_{ik} =\nx_{ik}-\\frac{\\sum_{k\\in R}x_{jk}\\theta_k}{\\sum_{k\\in R}\\theta_k}\n\\]\nThis residual measures how typical the individual subject is with respect to the covariate at the time of the event. Since subjects should fail more or less uniformly according to risk, the Schoenfeld residuals should be approximately level over time, not increasing or decreasing.\nWe can test this with the correlation with time on some scale, which could be the time itself, the log time, or the rank in the set of failure times.\nThe default is to use the KM curve as a transform, which is similar to the rank but deals better with censoring.\nThe cox.zph() function implements a score test proposed in Grambsch and Therneau (1994).\n\nShow R codehodg.zph = cox.zph(hodg.cox1)\nprint(hodg.zph)\n#> chisq df p\n#> gtype 0.5400 1 0.462\n#> dtype 1.8012 1 0.180\n#> score 3.8805 1 0.049\n#> wtime 0.0173 1 0.895\n#> gtype:dtype 4.0474 1 0.044\n#> GLOBAL 13.7573 5 0.017\n\n\ngtype\n\nShow R codeggcoxzph(hodg.zph, var = \"gtype\")\n\n\n\n\n\n\n\ndtype\n\nShow R codeggcoxzph(hodg.zph, var = \"dtype\")\n\n\n\n\n\n\n\nscore\n\nShow R codeggcoxzph(hodg.zph, var = \"score\")\n\n\n\n\n\n\n\nwtime\n\nShow R codeggcoxzph(hodg.zph, var = \"wtime\")\n\n\n\n\n\n\n\ngtype:dtype\n\nShow R codeggcoxzph(hodg.zph, var = \"gtype:dtype\")\n\n\n\n\n\n\n\nConclusions\n\nFrom the correlation test, the Karnofsky score and the interaction with graft type disease type induce modest but statistically significant non-proportionality.\nThe sample size here is relatively small (26 events in 43 subjects). If the sample size is large, very small amounts of non-proportionality can induce a significant result.\nAs time goes on, autologous grafts are over-represented at their own event times, but those from HOD patients become less represented.\nBoth the statistical tests and the plots are useful.", "crumbs": [ "Time to Event Models", "7  Building Cox Proportional Hazards models" @@ -917,7 +928,7 @@ "href": "probability.html#random-variables", "title": "Appendix B — Probability", "section": "\nB.1 Random variables", - "text": "B.1 Random variables\n\nB.1.1 Binary variables\n\nDefinition B.1 (binary variable) A binary variable is a random variable which has only two possible values in its range.\n\n\nExercise B.1 (Examples of binary variables) What are some examples of binary variables in the health sciences?\n\n\n\nSolution. Examples of binary outcomes include:\n\nexposure (exposed vs unexposed)\ndisease (diseased vs healthy)\nrecovery (recovered vs unrecovered)\nrelapse (relapse vs remission)\nreturn to hospital (returned vs not)\nvital status (dead vs alive)\n\n\n\nB.1.2 Count variables\n\nDefinition B.2 (Count variable) A count variable is a random variable whose possible values are some subset of the non-negative integers; that is, a random variable \\(X\\) such that:\n\\[\\mathcal{R}{X} \\in \\mathbb{N}\\]\n\n\nExercise B.2 What are some examples of count variables?\n\n\n\nSolution. \n\nNumber of fish in a pond\nNumber of cyclones per season\nSeconds of tooth-brushing per session (if rounded)\nInfections per person-year\nVisits to ER per person-month\nCar accidents per 1000 miles driven\n\n\n\nExposure magnitude\n\nDefinition B.3 (Exposure magnitude)  \n\nFor many count outcomes, there is some sense of exposure magnitude, population size, or duration of observation (Table B.1).\n\n\n\n\nTable B.1: Examples of exposure units\n\n\n\n\n\n\n\noutcome\nexposure units\n\n\n\ninfectious disease incidence\nnumber of individuals exposed, time at risk\n\n\ncar accidents\nmiles driven\n\n\nworksite accidents\nperson-hours worked\n\n\npopulation size\nsize of habitat\n\n\n\n\n\n\n\nExposure units are similar to the number of trials in a binomial distribution, but in non-binomial count outcomes, there can be more than one event per unit of exposure.\nWe can use \\(t\\) to represent continuous-valued exposures/observation durations, and \\(n\\) to represent discrete-valued exposures.\n\n\n\nDefinition B.4 (Event rate)  \n\nWhen the concept of an exposure magnitude is meaningful, the mean of the outcome \\(Y\\) is typically modeled as an event rate (denoted \\(\\lambda\\)) times the exposure magnitude (\\(t\\)). That is:\n\n\\[\\mathbb{E}[Y|T=t] \\stackrel{\\text{def}}{=}\\mu = \\lambda \\cdot t\\]\n\\[\\lambda \\stackrel{\\text{def}}{=}\\frac{\\mu}{t} \\tag{B.1}\\]\n\n\n\nTheorem B.1 When the exposure magnitude is 0, there is no opportunity for events to occur:\n\\[\\mathbb{E}[Y|T=0] = 0\\]\n\n\n\nProof. \\[\\mathbb{E}[Y|T=0] = \\lambda \\cdot 0 = 0\\]\n\nProbability distributions for count outcomes\n\nPoisson distribution\nNegative binomial distribution", + "text": "B.1 Random variables\n\nB.1.1 Binary variables\n\nDefinition B.1 (binary variable) A binary variable is a random variable which has only two possible values in its range.\n\n\nExercise B.1 (Examples of binary variables) What are some examples of binary variables in the health sciences?\n\n\n\nSolution. Examples of binary outcomes include:\n\nexposure (exposed vs unexposed)\ndisease (diseased vs healthy)\nrecovery (recovered vs unrecovered)\nrelapse (relapse vs remission)\nreturn to hospital (returned vs not)\nvital status (dead vs alive)\n\n\n\nB.1.2 Count variables\n\nDefinition B.2 (Count variable) A count variable is a random variable whose possible values are some subset of the non-negative integers; that is, a random variable \\(X\\) such that:\n\\[\\mathcal{R}(X) \\in \\mathbb{N}\\]\n\n\n\nExercise B.2 What are some examples of count variables?\n\n\n\nSolution. \n\nNumber of fish in a pond\nNumber of cyclones per season\nSeconds of tooth-brushing per session (if rounded)\nInfections per person-year\nVisits to ER per person-month\nCar accidents per 1000 miles driven\n\n\n\nExposure magnitude\n\nDefinition B.3 (Exposure magnitude) For many count outcomes, there is some sense of exposure magnitude, population size, or duration of observation.\n\n\n\nExercise B.3 What are some examples of exposure magnitudes?\n\n\n\nSolution. \n\n\nTable B.1: Examples of exposure units\n\n\n\n\n\n\n\noutcome\nexposure units\n\n\n\ndisease incidence\nnumber of individuals exposed; time at risk\n\n\ncar accidents\nmiles driven\n\n\nworksite accidents\nperson-hours worked\n\n\npopulation size\nsize of habitat\n\n\n\n\n\n\n\n\nExposure units are similar to the number of trials in a binomial distribution, but in non-binomial count outcomes, there can be more than one event per unit of exposure.\nWe can use \\(t\\) to represent continuous-valued exposures/observation durations, and \\(n\\) to represent discrete-valued exposures.\n\n\n\nDefinition B.4 (Event rate)  \n\nFor a count outcome \\(Y\\) with exposure magnitude \\(t\\), the event rate (denoted \\(\\lambda\\)) is defined as the mean of \\(Y\\) divided by the the exposure magnitude. That is:\n\n\\[\\mu \\stackrel{\\text{def}}{=}\\mathbb{E}[Y|T=t]\\]\n\\[\\lambda \\stackrel{\\text{def}}{=}\\frac{\\mu}{t} \\tag{B.1}\\]\n\n\nEvent rate is somewhat analogous to odds in binary outcome models; it typically serves as an intermediate transformation between the mean of the outcome and the linear component of the model. However, in contrast with the odds function, the transformation \\(\\lambda = \\mu/t\\) is not considered part of the Poisson model’s link function, and it treats the exposure magnitude covariate differently from the other covariates.\n\n\n\nTheorem B.1 (Transformation function from event rate to mean) For a count variable with mean \\(\\mu\\), event rate \\(\\lambda\\), and exposure magnitude \\(t\\):\n\\[\\therefore\\mu = \\lambda \\cdot t \\tag{B.2}\\]\n\n\n\nSolution. Start from definition of event rate and use algebra to solve for \\(\\mu\\).\n\n\nEquation B.2 is analogous to the inverse-odds function for binary variables.\n\n\nTheorem B.2 When the exposure magnitude is 0, there is no opportunity for events to occur:\n\\[\\mathbb{E}[Y|T=0] = 0\\]\n\n\n\nProof. \\[\\mathbb{E}[Y|T=0] = \\lambda \\cdot 0 = 0\\]\n\nProbability distributions for count outcomes\n\nPoisson distribution\nNegative binomial distribution", "crumbs": [ "Appendices", "B  Probability" @@ -928,7 +939,7 @@ "href": "probability.html#key-probability-distributions", "title": "Appendix B — Probability", "section": "\nB.2 Key probability distributions", - "text": "B.2 Key probability distributions\n\nB.2.1 The Bernoulli distribution\n\nDefinition B.5 (Bernoulli distribution) The Bernoulli distribution family for a random variable \\(X\\) is defined as:\n\\[\n\\begin{aligned}\n\\Pr(X=x) &= \\mathbb{1}_{x\\in \\left\\{0,1\\right\\}}\\pi^x(1-\\pi)^{1-x}\\\\\n&= \\left\\{{\\pi, x=1}\\atop{1-\\pi, x=0}\\right.\n\\end{aligned}\n\\]\n\n\nB.2.2 The Poisson distribution\n\n\nFigure B.1: “Les Poissons”\n\n\n\n\nSiméon Denis Poisson\n\n\n\n\n\nLes Poissons\n\n\n\n\n\n\n\n\n\nDefinition B.6 (Poisson distribution) \\[\\mathcal{R}(Y) = \\left\\{0, 1, 2, ...\\right\\} = \\mathbb{N}\\]\n\\[\\text{P}(Y = y) = \\frac{\\mu^{y} e^{-\\mu}}{y!}, y \\in \\mathbb{N} \\tag{B.2}\\]\n\n(see Figure B.2)\n\n\\[\\text{P}(Y \\le y) = e^{-\\mu} \\sum_{j=0}^{\\left \\lfloor{y}\\right \\rfloor}\\frac{\\mu^j}{j!} \\tag{B.3}\\]\n\n(see Figure B.3)\n\n\n\n\nShow R codelibrary(dplyr)\npois_dists = tibble(\n mu = c(0.5, 1, 2, 5, 10, 20)) |> \n reframe(\n .by = mu,\n x = 0:30\n ) |> \n mutate(\n `P(X = x)` = dpois(x, lambda = mu),\n `P(X <= x)` = ppois(x, lambda = mu),\n mu = factor(mu)\n )\n\nlibrary(ggplot2)\nlibrary(latex2exp)\n\nplot0 = pois_dists |> \n ggplot(\n aes(\n x = x,\n y = `P(X = x)`,\n fill = mu,\n col = mu)) +\n theme(legend.position = \"bottom\") +\n labs(\n fill = latex2exp::TeX(\"$\\\\mu$\"),\n col = latex2exp::TeX(\"$\\\\mu$\"),\n y = latex2exp::TeX(\"$\\\\Pr_{\\\\mu}(X = x)$\"))\n\nplot1 = plot0 + \n geom_col(position = \"identity\", alpha = .5) +\n facet_wrap(~mu)\n # geom_point(alpha = 0.75) +\n # geom_line(alpha = 0.75)\nprint(plot1)\n\n\n\nFigure B.2: Poisson PMFs, by mean parameter \\(\\mu\\)\n\n\n\n\n\n\n\n\n\nShow R codelibrary(ggplot2)\n\nplot2 = \n plot0 + \n geom_step(alpha = 0.75) +\n aes(y = `P(X <= x)`) + \n labs(y = latex2exp::TeX(\"$\\\\Pr_{\\\\mu}(X \\\\leq x)$\"))\n\nprint(plot2)\n\n\n\nFigure B.3: Poisson CDFs\n\n\n\n\n\n\n\n\n\nExercise B.3 (Poisson distribution functions) Let \\(X \\sim \\text{Pois}(\\mu = 3.75)\\).\nCompute:\n\n\\(\\text{P}(X = 4 | \\mu = 3.75)\\)\n\\(\\text{P}(X \\le 7 | \\mu = 3.75)\\)\n\\(\\text{P}(X > 5 | \\mu = 3.75)\\)\n\n\n\n\nSolution. \n\n\\(\\text{P}(X=4) = 0.19378025\\)\n\\(\\text{P}(X\\le 7) = 0.96237866\\)\n\\(\\text{P}(X > 5) = 0.17711717\\)\n\n\n\n\nTheorem B.2 (Properties of the Poisson distribution) If \\(X \\sim \\text{Pois}(\\mu)\\), then:\n\n\\(\\mathbb{E}[Y] = \\mu\\)\n\\(\\text{Var}(Y) = \\mu\\)\n\n\n\nExercise B.4 Prove Theorem B.2.\n\n\n\nSolution. \\[\n\\begin{aligned}\n\\text{E}[X]\n&= \\sum_{x=0}^\\infty x \\cdot P(X=x)\\\\\n&= 0 \\cdot P(X=0) + \\sum_{x=1}^\\infty x \\cdot P(X=x)\\\\\n&= 0 + \\sum_{x=1}^\\infty x \\cdot P(X=x)\\\\\n&= \\sum_{x=1}^\\infty x \\cdot P(X=x)\\\\\n&= \\sum_{x=1}^\\infty x \\cdot \\frac{\\lambda^x e^{-\\lambda}}{x!}\\\\\n&= \\sum_{x=1}^\\infty x \\cdot \\frac{\\lambda^x e^{-\\lambda}}{x \\cdot (x-1)!} & [\\text{definition of factorial (\"!\") function}]\\\\\n&= \\sum_{x=1}^\\infty \\frac{\\lambda^x e^{-\\lambda}}{ (x-1)!}\\\\\n&= \\sum_{x=1}^\\infty \\frac{(\\lambda \\cdot \\lambda^{x-1}) e^{-\\lambda}}{ (x-1)!}\\\\\n&= \\lambda \\cdot \\sum_{x=1}^\\infty \\frac{( \\lambda^{x-1}) e^{-\\lambda}}{ (x-1)!}\\\\\n&= \\lambda \\cdot \\sum_{y=0}^\\infty \\frac{( \\lambda^{y}) e^{-\\lambda}}{ (y)!} &[\\text{substituting } y \\stackrel{\\text{def}}{=}x-1]\\\\\n&= \\lambda \\cdot 1 &[\\text{because PDFs sum to 1}]\\\\\n&= \\lambda\\\\\n\\end{aligned}\n\\]\n\n\nB.2.3 Accounting for exposure\nIf the exposures/observation durations, denoted \\(T=t\\) or \\(N=n\\), vary between observations, we model:\n\\[\\mu = \\lambda\\cdot t\\]\n\\(\\lambda\\) is interpreted as the “expected event rate per unit of exposure”; that is,\n\\[\\lambda = \\frac{\\mathbb{E}[Y|T=t]}{t}\\]\n\n\n\n\n\n\nImportant\n\n\n\nThe exposure magnitude, \\(T\\), is similar to a covariate in linear or logistic regression. However, there is an important difference: in count regression, there is no intercept corresponding to \\(\\mathbb{E}[Y|T=0]\\). In other words, this model assumes that if there is no exposure, there can’t be any events.\n\n\n\nTheorem B.3 If \\(\\mu = \\lambda\\cdot t\\), then:\n\\[\\text{log}\\left\\{\\mu \\right\\}= \\text{log}\\left\\{\\lambda\\right\\} + \\text{log}\\left\\{t\\right\\}\\]\n\n\nDefinition B.7 (Offset) When the linear component of a model involves a term without an unknown coefficient, that term is called an offset.\n\n\nB.2.4 The Negative-Binomial distribution\n{{}}", + "text": "B.2 Key probability distributions\n\nB.2.1 The Bernoulli distribution\n\nDefinition B.5 (Bernoulli distribution) The Bernoulli distribution family for a random variable \\(X\\) is defined as:\n\\[\n\\begin{aligned}\n\\Pr(X=x) &= \\mathbb{1}_{x\\in \\left\\{0,1\\right\\}}\\pi^x(1-\\pi)^{1-x}\\\\\n&= \\left\\{{\\pi, x=1}\\atop{1-\\pi, x=0}\\right.\n\\end{aligned}\n\\]\n\n\nB.2.2 The Poisson distribution\n\n\nFigure B.1: “Les Poissons”\n\n\n\n\nSiméon Denis Poisson\n\n\n\n\n\nLes Poissons\n\n\n\n\n\n\n\n\n\nDefinition B.6 (Poisson distribution) \\[\\mathcal{R}(Y) = \\left\\{0, 1, 2, ...\\right\\} = \\mathbb{N}\\]\n\\[\\text{P}(Y = y) = \\frac{\\mu^{y} e^{-\\mu}}{y!}, y \\in \\mathbb{N} \\tag{B.3}\\]\n\n(see Figure B.2)\n\n\\[\\text{P}(Y \\le y) = e^{-\\mu} \\sum_{j=0}^{\\left \\lfloor{y}\\right \\rfloor}\\frac{\\mu^j}{j!} \\tag{B.4}\\]\n\n(see Figure B.3)\n\n\n\n\nShow R codelibrary(dplyr)\npois_dists = tibble(\n mu = c(0.5, 1, 2, 5, 10, 20)) |> \n reframe(\n .by = mu,\n x = 0:30\n ) |> \n mutate(\n `P(X = x)` = dpois(x, lambda = mu),\n `P(X <= x)` = ppois(x, lambda = mu),\n mu = factor(mu)\n )\n\nlibrary(ggplot2)\nlibrary(latex2exp)\n\nplot0 = pois_dists |> \n ggplot(\n aes(\n x = x,\n y = `P(X = x)`,\n fill = mu,\n col = mu)) +\n theme(legend.position = \"bottom\") +\n labs(\n fill = latex2exp::TeX(\"$\\\\mu$\"),\n col = latex2exp::TeX(\"$\\\\mu$\"),\n y = latex2exp::TeX(\"$\\\\Pr_{\\\\mu}(X = x)$\"))\n\nplot1 = plot0 + \n geom_col(position = \"identity\", alpha = .5) +\n facet_wrap(~mu)\n # geom_point(alpha = 0.75) +\n # geom_line(alpha = 0.75)\nprint(plot1)\n\n\n\nFigure B.2: Poisson PMFs, by mean parameter \\(\\mu\\)\n\n\n\n\n\n\n\n\n\nShow R codelibrary(ggplot2)\n\nplot2 = \n plot0 + \n geom_step(alpha = 0.75) +\n aes(y = `P(X <= x)`) + \n labs(y = latex2exp::TeX(\"$\\\\Pr_{\\\\mu}(X \\\\leq x)$\"))\n\nprint(plot2)\n\n\n\nFigure B.3: Poisson CDFs\n\n\n\n\n\n\n\n\n\nExercise B.4 (Poisson distribution functions) Let \\(X \\sim \\text{Pois}(\\mu = 3.75)\\).\nCompute:\n\n\\(\\text{P}(X = 4 | \\mu = 3.75)\\)\n\\(\\text{P}(X \\le 7 | \\mu = 3.75)\\)\n\\(\\text{P}(X > 5 | \\mu = 3.75)\\)\n\n\n\n\nSolution. \n\n\\(\\text{P}(X=4) = 0.1938\\)\n\\(\\text{P}(X\\le 7) = 0.9624\\)\n\\(\\text{P}(X > 5) = 0.1771\\)\n\n\n\n\nTheorem B.3 (Properties of the Poisson distribution) If \\(X \\sim \\text{Pois}(\\mu)\\), then:\n\n\\(\\mathbb{E}[Y] = \\mu\\)\n\\(\\text{Var}(Y) = \\mu\\)\n\n\n\nExercise B.5 Prove Theorem B.3.\n\n\n\nSolution. \\[\n\\begin{aligned}\n\\text{E}[X]\n&= \\sum_{x=0}^\\infty x \\cdot P(X=x)\\\\\n&= 0 \\cdot P(X=0) + \\sum_{x=1}^\\infty x \\cdot P(X=x)\\\\\n&= 0 + \\sum_{x=1}^\\infty x \\cdot P(X=x)\\\\\n&= \\sum_{x=1}^\\infty x \\cdot P(X=x)\\\\\n&= \\sum_{x=1}^\\infty x \\cdot \\frac{\\lambda^x e^{-\\lambda}}{x!}\\\\\n&= \\sum_{x=1}^\\infty x \\cdot \\frac{\\lambda^x e^{-\\lambda}}{x \\cdot (x-1)!} & [\\text{definition of factorial (\"!\") function}]\\\\\n&= \\sum_{x=1}^\\infty \\frac{\\lambda^x e^{-\\lambda}}{ (x-1)!}\\\\\n&= \\sum_{x=1}^\\infty \\frac{(\\lambda \\cdot \\lambda^{x-1}) e^{-\\lambda}}{ (x-1)!}\\\\\n&= \\lambda \\cdot \\sum_{x=1}^\\infty \\frac{( \\lambda^{x-1}) e^{-\\lambda}}{ (x-1)!}\\\\\n&= \\lambda \\cdot \\sum_{y=0}^\\infty \\frac{( \\lambda^{y}) e^{-\\lambda}}{ (y)!} &[\\text{substituting } y \\stackrel{\\text{def}}{=}x-1]\\\\\n&= \\lambda \\cdot 1 &[\\text{because PDFs sum to 1}]\\\\\n&= \\lambda\\\\\n\\end{aligned}\n\\]\n\n\nAccounting for exposure\nIf the exposures/observation durations, denoted \\(T=t\\) or \\(N=n\\), vary between observations, we model:\n\\[\\mu = \\lambda\\cdot t\\]\n\\(\\lambda\\) is interpreted as the “expected event rate per unit of exposure”; that is,\n\\[\\lambda = \\frac{\\mathbb{E}[Y|T=t]}{t}\\]\n\n\n\n\n\n\nImportant\n\n\n\nThe exposure magnitude, \\(T\\), is similar to a covariate in linear or logistic regression. However, there is an important difference: in count regression, there is no intercept corresponding to \\(\\mathbb{E}[Y|T=0]\\). In other words, this model assumes that if there is no exposure, there can’t be any events.\n\n\n\nTheorem B.4 If \\(\\mu = \\lambda\\cdot t\\), then:\n\\[\\text{log}\\left\\{\\mu \\right\\}= \\text{log}\\left\\{\\lambda\\right\\} + \\text{log}\\left\\{t\\right\\}\\]\n\n\nDefinition B.7 (Offset) When the linear component of a model involves a term without an unknown coefficient, that term is called an offset.\n\n\nB.2.3 The Negative-Binomial distribution\n\nDefinition B.8 (Negative binomial distribution) \\[\n\\text{P}(Y=y)\n= \\frac{\\mu^y}{y!}\n\\cdot \\frac{\\Gamma(\\rho + y)}{\\Gamma(\\rho) \\cdot (\\rho + \\mu)^y}\n\\cdot \\left(1+\\frac{\\mu}{\\rho}\\right)^{-\\rho}\n\\]\nwhere \\(\\rho\\) is an overdispersion parameter and \\(\\Gamma(x) = (x-1)!\\) for integers \\(x\\).\n\n\nYou don’t need to memorize or understand this expression.\nAs \\(\\rho \\rightarrow \\infty\\), the second term converges to 1 and the third term converges to \\(\\text{exp}\\left\\{-\\mu\\right\\}\\), which brings us back to the Poisson distribution.\n\n\n\nTheorem B.5 If \\(Y \\sim \\text{NegBin}(\\mu, \\rho)\\), then:\n\n\\(\\mathbb{E}[Y] = \\mu\\)\n\\(\\text{Var}\\left(Y\\right) = \\mu + \\frac{\\mu^2}{\\rho} > \\mu\\)\n\n\n\nB.2.4 Weibull Distribution\n\\[\n\\begin{aligned}\np(t)&= \\alpha\\lambda x^{\\alpha-1}\\text{e}^{-\\lambda x^\\alpha}\\\\\nh(t)&=\\alpha\\lambda x^{\\alpha-1}\\\\\nS(t)&=\\text{e}^{-\\lambda x^\\alpha}\\\\\nE(T)&= \\Gamma(1+1/\\alpha)\\cdot \\lambda^{-1/\\alpha}\n\\end{aligned}\n\\]\nWhen \\(\\alpha=1\\) this is the exponential. When \\(\\alpha>1\\) the hazard is increasing and when \\(\\alpha < 1\\) the hazard is decreasing. This provides more flexibility than the exponential.\nWe will see more of this distribution later.", "crumbs": [ "Appendices", "B  Probability" @@ -939,7 +950,7 @@ "href": "probability.html#characteristics-of-probability-distributions", "title": "Appendix B — Probability", "section": "\nB.3 Characteristics of probability distributions", - "text": "B.3 Characteristics of probability distributions\n\nDefinition B.8 (Density function) The density function \\(f(t)\\) or \\(\\text{p}(T=t)\\) for a random variable \\(T\\) at value \\(t\\) can be defined as the derivative of the cumulative probability function \\(P(T\\le t)\\); that is:\n\\[f(t) \\stackrel{\\text{def}}{=}\\frac{\\partial}{\\partial t} \\Pr(T\\le t)\\]\n\n\nDefinition B.9 (Hazard function) The hazard function for a random variable \\(T\\) at value \\(t\\) is the conditional density of \\(T\\) at \\(t\\), given \\(T\\ge t\\); that is:\n\\[h(t) \\stackrel{\\text{def}}{=}p(T=t|T\\ge t)\\]\nIf \\(T\\) represents the time at which an event occurs, then \\(h(t)\\) is the probability that the event occurs at time \\(t\\), given that it has not occurred prior to time \\(t\\).\n\n\nDefinition B.10 (Expectation, expected value, population mean ) The expectation, expected value, or population mean of a continuous random variable \\(X\\), denoted \\(\\mathbb{E}\\left[X\\right]\\), \\(\\mu(X)\\), or \\(\\mu_X\\), is the weighted mean of \\(X\\)’s possible values, weighted by the probability density function of those values:\n\\[\\mathbb{E}\\left[X\\right] = \\int_{x\\in \\mathcal{R}(X)} x \\cdot \\text{p}(X=x)dx\\]\nThe expectation, expected value, or population mean of a discrete random variable \\(X\\), denoted \\(\\mathbb{E}\\left[X\\right]\\), \\(\\mu(X)\\), or \\(\\mu_X\\), is the mean of \\(X\\)’s possible values, weighted by the probability mass function of those values:\n\\[\\mathbb{E}\\left[X\\right] = \\sum_{x \\in \\mathcal{R}(X)} x \\cdot \\text{P}(X=x)\\]\n(c.f. https://en.wikipedia.org/wiki/Expected_value)\n\n\n\nTheorem B.4 (Expectation of the Bernoulli distribution) The expectation of a Bernoulli random variable with parameter \\(\\pi\\) is:\n\\[\\mathbb{E}\\left[X\\right] = \\pi\\]\n\n\n\nProof. \\[\n\\begin{aligned}\n\\mathbb{E}\\left[X\\right]\n&= \\sum_{x\\in \\mathcal{R}(X)} x \\cdot\\text{P}(X=x)\n\\\\&= \\sum_{x\\in \\left\\{0,1\\right\\}} x \\cdot\\text{P}(X=x)\n\\\\&= \\left(0 \\cdot\\text{P}(X=0)\\right) + \\left(1 \\cdot\\text{P}(X=1)\\right)\n\\\\&= \\left(0 \\cdot(1-\\pi)\\right) + \\left(1 \\cdot\\pi\\right)\n\\\\&= 0 + \\pi\n\\\\&= \\pi\n\\end{aligned}\n\\]\n\n\n\nB.3.1 Variance and related characteristics\n\nDefinition B.11 (Variance) The variance of a random variable \\(X\\) is the expectation of the squared difference between \\(X\\) and \\(\\mathbb{E}\\left[X\\right]\\); that is:\n\\[\n\\text{Var}\\left(X\\right) \\stackrel{\\text{def}}{=}\\mathbb{E}\\left[(X-\\mathbb{E}\\left[X\\right])^2\\right]\n\\]\n\n\n\nTheorem B.5 (Simplified expression for variance) \\[\\text{Var}\\left(X\\right)=\\mathbb{E}\\left[X^2\\right] - \\left(\\mathbb{E}\\left[X\\right]\\right)^2\\]\n\n\nProof. By linearity of expectation, we have:\n\\[\n\\begin{aligned}\n\\text{Var}\\left(X\\right)\n&\\stackrel{\\text{def}}{=}\\mathbb{E}\\left[(X-\\mathbb{E}\\left[X\\right])^2\\right]\\\\\n&=\\mathbb{E}\\left[X^2 - 2X\\mathbb{E}\\left[X\\right] + \\left(\\mathbb{E}\\left[X\\right]\\right)^2\\right]\\\\\n&=\\mathbb{E}\\left[X^2\\right] - \\mathbb{E}\\left[2X\\mathbb{E}\\left[X\\right]\\right] + \\mathbb{E}\\left[\\left(\\mathbb{E}\\left[X\\right]\\right)^2\\right]\\\\\n&=\\mathbb{E}\\left[X^2\\right] - 2\\mathbb{E}\\left[X\\right]\\mathbb{E}\\left[X\\right] + \\left(\\mathbb{E}\\left[X\\right]\\right)^2\\\\\n&=\\mathbb{E}\\left[X^2\\right] - \\left(\\mathbb{E}\\left[X\\right]\\right)^2\\\\\n\\end{aligned}\n\\]\n\n\n\n\nDefinition B.12 (Precision) The precision of a random variable \\(X\\), often denoted \\(\\tau(X)\\), \\(\\tau_X\\), or shorthanded as \\(\\tau\\), is the inverse of that random variable’s variance; that is:\n\\[\\tau(X) \\stackrel{\\text{def}}{=}\\left(\\text{Var}\\left(X\\right)\\right)^{-1}\\]\n\n\nDefinition B.13 (Standard deviation) The standard deviation of a random variable \\(X\\) is the square-root of the variance of \\(X\\):\n\\[\\text{SD}\\left(X\\right) \\stackrel{\\text{def}}{=}\\sqrt{\\text{Var}\\left(X\\right)}\\]\n\n\n\nDefinition B.14 (Covariance) For any two one-dimensional random variables, \\(X,Y\\):\n\\[\\text{Cov}\\left(X,Y\\right) \\stackrel{\\text{def}}{=}\\mathbb{E}\\left[(X - \\mathbb{E}\\left[X\\right])(Y - \\mathbb{E}\\left[Y\\right])\\right]\\]\n\n\n\nTheorem B.6 \\[\\text{Cov}\\left(X,Y\\right)= \\mathbb{E}\\left[XY\\right] - \\mathbb{E}\\left[X\\right] \\mathbb{E}\\left[Y\\right]\\]\n\n\n\nProof. Left to the reader.\n\n\n\nLemma B.1 (The covariance of a variable with itself is its variance) For any random variable \\(X\\):\n\\[\\text{Cov}\\left(X,X\\right) = \\text{Var}\\left(X\\right)\\]\n\n\nProof. \\[\n\\begin{aligned}\n\\text{Cov}\\left(X,X\\right) &= E[XX] - E[X]E[X]\n\\\\ &= E[X^2]-(E[X])^2\n\\\\ &= \\text{Var}\\left(X\\right)\n\\end{aligned}\n\\]\n\n\n\nDefinition B.15 (Variance/covariance of a \\(p \\times 1\\) random vector) For a \\(p \\times 1\\) dimensional random vector \\(X\\),\n\\[\n\\begin{aligned}\n\\text{Var}(X)\n&\\stackrel{\\text{def}}{=}\\text{Cov}(X)\\\\\n&\\stackrel{\\text{def}}{=}E[ \\left( X - E\\lbrack X\\rbrack \\right)^{\\top}\\left( X - E\\lbrack X\\rbrack \\right) ]\\\\\n\\end{aligned}\n\\]\n\n\n\nTheorem B.7 (Alternate expression for variance of a random vector) \\[\n\\begin{aligned}\n\\text{Var}\\left(X\\right)\n&= E[ X^{\\top}X ] - {E\\lbrack X\\rbrack}^{\\top}E\\lbrack X\\rbrack\n\\end{aligned}\n\\]\n\n\n\nProof. \\[\n\\begin{aligned}\n\\text{Var}\\left(X\\right)\n&= E[ \\left( X^{\\top} - E\\lbrack X\\rbrack^{\\top} \\right)\\left( X - E\\lbrack X\\rbrack \\right) ]\\\\\n&= E[ X^{\\top}X - E\\lbrack X\\rbrack^{\\top}X - X^{\\top}E\\lbrack X\\rbrack + E\\lbrack X\\rbrack^{\\top}E\\lbrack X\\rbrack ]\\\\\n&= E[ X^{\\top}X ] - E\\lbrack X\\rbrack^{\\top}E\\lbrack X\\rbrack - {E\\lbrack X\\rbrack}^{\\top}E\\lbrack X\\rbrack + E\\lbrack X\\rbrack^{\\top}E\\lbrack X\\rbrack\\\\\n&= E[ X^{\\top}X ] - 2{E\\lbrack X\\rbrack}^{\\top}E\\lbrack X\\rbrack + E\\lbrack X\\rbrack^{\\top}E\\lbrack X\\rbrack\\\\\n&= E[ X^{\\top}X ] - {E\\lbrack X\\rbrack}^{\\top}E\\lbrack X\\rbrack\n\\end{aligned}\n\\]\n\n\n\nTheorem B.8 (Variance of a linear combination) For any set of random variables \\(X_1, \\ldots, X_n\\) and corresponding constants \\(a_1, ... ,a_n\\):\n\\[\\text{Var}\\left(\\sum_{i=1}^na_i X_i\\right) = \\sum_{i=1}^n\\sum_{j=1}^n a_i a_j \\text{Cov}\\left(X_i,X_j\\right)\\]\n\n\n\nProof. Left to the reader…\n\n\n\nLemma B.2 For any two random variables \\(X\\) and \\(Y\\) and scalars \\(a\\) and \\(b\\):\n\\[\\text{Var}\\left(aX + bY\\right) = a^2 \\text{Var}\\left(X\\right) + b^2 \\text{Var}\\left(Y\\right) + 2(a \\cdot b) \\text{Cov}\\left(X,Y\\right)\\]\n\n\n\nProof. Apply Theorem B.8 with \\(n=2\\), \\(X_1 = X\\), and \\(X_2 = Y\\).\nOr, see https://statproofbook.github.io/P/var-lincomb.html\n\n\n\nDefinition B.16 (homoskedastic, heteroskedastic) A random variable \\(Y\\) is homoskedastic (with respect to covariates \\(X\\)) if the variance of \\(Y\\) does not vary with \\(X\\):\n\\[\\text{Var}(Y|X=x) = \\sigma^2, \\forall x\\]\nOtherwise it is heteroskedastic.\n\n\n\nDefinition B.17 (Statistical independence) A set of random variables \\(X_1, \\ldots, X_n\\) are statistically independent if their joint probability is equal to the product of their marginal probabilities:\n\\[\\Pr(X_1=x_1, \\ldots, X_n = x_n) = \\prod_{i=1}^n{\\Pr(X_i=x_i)}\\]\n\n\n\n\n\n\n\n\nTip\n\n\n\nThe symbol for independence, \\(⫫\\), is essentially just \\(\\prod\\) upside-down. So the symbol can remind you of its definition (Definition B.17).\n\n\n\n\n\nDefinition B.18 (Conditional independence) A set of random variables \\(Y_1, \\ldots, Y_n\\) are conditionally statistically independent given a set of covariates \\(X_1, \\ldots, X_n\\) if the joint probability of the \\(Y_i\\)s given the \\(X_i\\)s is equal to the product of their marginal probabilities:\n\\[\\Pr(Y_1=y_1, \\ldots, Y_n = y_n|X_1=x_1, \\ldots, X_n = x_n) = \\prod_{i=1}^n{\\Pr(Y_i=y_i|X_i=x_i)}\\]\n\n\n\nDefinition B.19 (Identically distributed) A set of random variables \\(X_1, \\ldots, X_n\\) are identically distributed if they have the same range \\(\\mathcal{R}(X)\\) and if their marginal distributions \\(\\text{P}(X_1=x_1), ..., \\text{P}(X_n=x_n)\\) are all equal to some shared distribution \\(\\text{P}(X=x)\\):\n\\[\n\\forall i\\in \\left\\{1:n\\right\\}, \\forall x \\in \\mathcal{R}(X): \\text{P}(X_i=x) = \\text{P}(X=x)\n\\]\n\n\n\nDefinition B.20 (Conditionally identically distributed) A set of random variables \\(Y_1, \\ldots, Y_n\\) are conditionally identically distributed given a set of covariates \\(X_1, \\ldots, X_n\\) if \\(Y_1, \\ldots, Y_n\\) have the same range \\(\\mathcal{R}(X)\\) and if the distributions \\(\\text{P}(Y_i=y_i|X_i =x_i)\\) are all equal to the same distribution \\(\\text{P}(Y=y|X=x)\\):\n\\[\n\\text{P}(Y_i=y|X_i=x) = \\text{P}(Y=y|X=x)\n\\]\n\n\n\nDefinition B.21 (Independent and identically distributed) A set of random variables \\(X_1, \\ldots, X_n\\) are independent and identically distributed (shorthand: “\\(X_i\\ \\text{iid}\\)”) if they are statistically independent and identically distributed.\n\n\n\nDefinition B.22 (Conditionally independent and identically distributed) A set of random variables \\(Y_1, \\ldots, Y_n\\) are conditionally independent and identically distributed (shorthand: “\\(Y_i | X_i\\ \\text{ciid}\\)” or just “\\(Y_i |X_i\\ \\text{iid}\\)”) given a set of covariates \\(X_1, \\ldots, X_n\\) if \\(Y_1, \\ldots, Y_n\\) are conditionally independent given \\(X_1, \\ldots, X_n\\) and \\(Y_1, \\ldots, Y_n\\) are identically distributed given \\(X_1, \\ldots, X_n\\).", + "text": "B.3 Characteristics of probability distributions\n\nDefinition B.9 (Density function) The density function \\(f(t)\\) or \\(\\text{p}(T=t)\\) for a random variable \\(T\\) at value \\(t\\) can be defined as the derivative of the cumulative probability function \\(P(T\\le t)\\); that is:\n\\[f(t) \\stackrel{\\text{def}}{=}\\frac{\\partial}{\\partial t} \\Pr(T\\le t)\\]\n\n\nDefinition B.10 (Hazard function) The hazard function for a random variable \\(T\\) at value \\(t\\) is the conditional density of \\(T\\) at \\(t\\), given \\(T\\ge t\\); that is:\n\\[h(t) \\stackrel{\\text{def}}{=}p(T=t|T\\ge t)\\]\nIf \\(T\\) represents the time at which an event occurs, then \\(h(t)\\) is the probability that the event occurs at time \\(t\\), given that it has not occurred prior to time \\(t\\).\n\n\nDefinition B.11 (Expectation, expected value, population mean ) The expectation, expected value, or population mean of a continuous random variable \\(X\\), denoted \\(\\mathbb{E}\\left[X\\right]\\), \\(\\mu(X)\\), or \\(\\mu_X\\), is the weighted mean of \\(X\\)’s possible values, weighted by the probability density function of those values:\n\\[\\mathbb{E}\\left[X\\right] = \\int_{x\\in \\mathcal{R}(X)} x \\cdot \\text{p}(X=x)dx\\]\nThe expectation, expected value, or population mean of a discrete random variable \\(X\\), denoted \\(\\mathbb{E}\\left[X\\right]\\), \\(\\mu(X)\\), or \\(\\mu_X\\), is the mean of \\(X\\)’s possible values, weighted by the probability mass function of those values:\n\\[\\mathbb{E}\\left[X\\right] = \\sum_{x \\in \\mathcal{R}(X)} x \\cdot \\text{P}(X=x)\\]\n(c.f. https://en.wikipedia.org/wiki/Expected_value)\n\n\n\nTheorem B.6 (Expectation of the Bernoulli distribution) The expectation of a Bernoulli random variable with parameter \\(\\pi\\) is:\n\\[\\mathbb{E}\\left[X\\right] = \\pi\\]\n\n\n\nProof. \\[\n\\begin{aligned}\n\\mathbb{E}\\left[X\\right]\n&= \\sum_{x\\in \\mathcal{R}(X)} x \\cdot\\text{P}(X=x)\n\\\\&= \\sum_{x\\in \\left\\{0,1\\right\\}} x \\cdot\\text{P}(X=x)\n\\\\&= \\left(0 \\cdot\\text{P}(X=0)\\right) + \\left(1 \\cdot\\text{P}(X=1)\\right)\n\\\\&= \\left(0 \\cdot(1-\\pi)\\right) + \\left(1 \\cdot\\pi\\right)\n\\\\&= 0 + \\pi\n\\\\&= \\pi\n\\end{aligned}\n\\]\n\n\n\nB.3.1 Variance and related characteristics\n\nDefinition B.12 (Variance) The variance of a random variable \\(X\\) is the expectation of the squared difference between \\(X\\) and \\(\\mathbb{E}\\left[X\\right]\\); that is:\n\\[\n\\text{Var}\\left(X\\right) \\stackrel{\\text{def}}{=}\\mathbb{E}\\left[(X-\\mathbb{E}\\left[X\\right])^2\\right]\n\\]\n\n\n\nTheorem B.7 (Simplified expression for variance) \\[\\text{Var}\\left(X\\right)=\\mathbb{E}\\left[X^2\\right] - \\left(\\mathbb{E}\\left[X\\right]\\right)^2\\]\n\n\nProof. By linearity of expectation, we have:\n\\[\n\\begin{aligned}\n\\text{Var}\\left(X\\right)\n&\\stackrel{\\text{def}}{=}\\mathbb{E}\\left[(X-\\mathbb{E}\\left[X\\right])^2\\right]\\\\\n&=\\mathbb{E}\\left[X^2 - 2X\\mathbb{E}\\left[X\\right] + \\left(\\mathbb{E}\\left[X\\right]\\right)^2\\right]\\\\\n&=\\mathbb{E}\\left[X^2\\right] - \\mathbb{E}\\left[2X\\mathbb{E}\\left[X\\right]\\right] + \\mathbb{E}\\left[\\left(\\mathbb{E}\\left[X\\right]\\right)^2\\right]\\\\\n&=\\mathbb{E}\\left[X^2\\right] - 2\\mathbb{E}\\left[X\\right]\\mathbb{E}\\left[X\\right] + \\left(\\mathbb{E}\\left[X\\right]\\right)^2\\\\\n&=\\mathbb{E}\\left[X^2\\right] - \\left(\\mathbb{E}\\left[X\\right]\\right)^2\\\\\n\\end{aligned}\n\\]\n\n\n\n\nDefinition B.13 (Precision) The precision of a random variable \\(X\\), often denoted \\(\\tau(X)\\), \\(\\tau_X\\), or shorthanded as \\(\\tau\\), is the inverse of that random variable’s variance; that is:\n\\[\\tau(X) \\stackrel{\\text{def}}{=}\\left(\\text{Var}\\left(X\\right)\\right)^{-1}\\]\n\n\nDefinition B.14 (Standard deviation) The standard deviation of a random variable \\(X\\) is the square-root of the variance of \\(X\\):\n\\[\\text{SD}\\left(X\\right) \\stackrel{\\text{def}}{=}\\sqrt{\\text{Var}\\left(X\\right)}\\]\n\n\n\nDefinition B.15 (Covariance) For any two one-dimensional random variables, \\(X,Y\\):\n\\[\\text{Cov}\\left(X,Y\\right) \\stackrel{\\text{def}}{=}\\mathbb{E}\\left[(X - \\mathbb{E}\\left[X\\right])(Y - \\mathbb{E}\\left[Y\\right])\\right]\\]\n\n\n\nTheorem B.8 \\[\\text{Cov}\\left(X,Y\\right)= \\mathbb{E}\\left[XY\\right] - \\mathbb{E}\\left[X\\right] \\mathbb{E}\\left[Y\\right]\\]\n\n\n\nProof. Left to the reader.\n\n\n\nLemma B.1 (The covariance of a variable with itself is its variance) For any random variable \\(X\\):\n\\[\\text{Cov}\\left(X,X\\right) = \\text{Var}\\left(X\\right)\\]\n\n\nProof. \\[\n\\begin{aligned}\n\\text{Cov}\\left(X,X\\right) &= E[XX] - E[X]E[X]\n\\\\ &= E[X^2]-(E[X])^2\n\\\\ &= \\text{Var}\\left(X\\right)\n\\end{aligned}\n\\]\n\n\n\nDefinition B.16 (Variance/covariance of a \\(p \\times 1\\) random vector) For a \\(p \\times 1\\) dimensional random vector \\(X\\),\n\\[\n\\begin{aligned}\n\\text{Var}(X)\n&\\stackrel{\\text{def}}{=}\\text{Cov}(X)\\\\\n&\\stackrel{\\text{def}}{=}E[ \\left( X - E\\lbrack X\\rbrack \\right)^{\\top}\\left( X - E\\lbrack X\\rbrack \\right) ]\\\\\n\\end{aligned}\n\\]\n\n\n\nTheorem B.9 (Alternate expression for variance of a random vector) \\[\n\\begin{aligned}\n\\text{Var}\\left(X\\right)\n&= E[ X^{\\top}X ] - {E\\lbrack X\\rbrack}^{\\top}E\\lbrack X\\rbrack\n\\end{aligned}\n\\]\n\n\n\nProof. \\[\n\\begin{aligned}\n\\text{Var}\\left(X\\right)\n&= E[ \\left( X^{\\top} - E\\lbrack X\\rbrack^{\\top} \\right)\\left( X - E\\lbrack X\\rbrack \\right) ]\\\\\n&= E[ X^{\\top}X - E\\lbrack X\\rbrack^{\\top}X - X^{\\top}E\\lbrack X\\rbrack + E\\lbrack X\\rbrack^{\\top}E\\lbrack X\\rbrack ]\\\\\n&= E[ X^{\\top}X ] - E\\lbrack X\\rbrack^{\\top}E\\lbrack X\\rbrack - {E\\lbrack X\\rbrack}^{\\top}E\\lbrack X\\rbrack + E\\lbrack X\\rbrack^{\\top}E\\lbrack X\\rbrack\\\\\n&= E[ X^{\\top}X ] - 2{E\\lbrack X\\rbrack}^{\\top}E\\lbrack X\\rbrack + E\\lbrack X\\rbrack^{\\top}E\\lbrack X\\rbrack\\\\\n&= E[ X^{\\top}X ] - {E\\lbrack X\\rbrack}^{\\top}E\\lbrack X\\rbrack\n\\end{aligned}\n\\]\n\n\n\nTheorem B.10 (Variance of a linear combination) For any set of random variables \\(X_1, \\ldots, X_n\\) and corresponding constants \\(a_1, ... ,a_n\\):\n\\[\\text{Var}\\left(\\sum_{i=1}^na_i X_i\\right) = \\sum_{i=1}^n\\sum_{j=1}^n a_i a_j \\text{Cov}\\left(X_i,X_j\\right)\\]\n\n\n\nProof. Left to the reader…\n\n\n\nLemma B.2 For any two random variables \\(X\\) and \\(Y\\) and scalars \\(a\\) and \\(b\\):\n\\[\\text{Var}\\left(aX + bY\\right) = a^2 \\text{Var}\\left(X\\right) + b^2 \\text{Var}\\left(Y\\right) + 2(a \\cdot b) \\text{Cov}\\left(X,Y\\right)\\]\n\n\n\nProof. Apply Theorem B.10 with \\(n=2\\), \\(X_1 = X\\), and \\(X_2 = Y\\).\nOr, see https://statproofbook.github.io/P/var-lincomb.html\n\n\n\nDefinition B.17 (homoskedastic, heteroskedastic) A random variable \\(Y\\) is homoskedastic (with respect to covariates \\(X\\)) if the variance of \\(Y\\) does not vary with \\(X\\):\n\\[\\text{Var}(Y|X=x) = \\sigma^2, \\forall x\\]\nOtherwise it is heteroskedastic.\n\n\n\nDefinition B.18 (Statistical independence) A set of random variables \\(X_1, \\ldots, X_n\\) are statistically independent if their joint probability is equal to the product of their marginal probabilities:\n\\[\\Pr(X_1=x_1, \\ldots, X_n = x_n) = \\prod_{i=1}^n{\\Pr(X_i=x_i)}\\]\n\n\n\n\n\n\n\n\nTip\n\n\n\nThe symbol for independence, \\(⫫\\), is essentially just \\(\\prod\\) upside-down. So the symbol can remind you of its definition (Definition B.18).\n\n\n\n\n\nDefinition B.19 (Conditional independence) A set of random variables \\(Y_1, \\ldots, Y_n\\) are conditionally statistically independent given a set of covariates \\(X_1, \\ldots, X_n\\) if the joint probability of the \\(Y_i\\)s given the \\(X_i\\)s is equal to the product of their marginal probabilities:\n\\[\\Pr(Y_1=y_1, \\ldots, Y_n = y_n|X_1=x_1, \\ldots, X_n = x_n) = \\prod_{i=1}^n{\\Pr(Y_i=y_i|X_i=x_i)}\\]\n\n\n\nDefinition B.20 (Identically distributed) A set of random variables \\(X_1, \\ldots, X_n\\) are identically distributed if they have the same range \\(\\mathcal{R}(X)\\) and if their marginal distributions \\(\\text{P}(X_1=x_1), ..., \\text{P}(X_n=x_n)\\) are all equal to some shared distribution \\(\\text{P}(X=x)\\):\n\\[\n\\forall i\\in \\left\\{1:n\\right\\}, \\forall x \\in \\mathcal{R}(X): \\text{P}(X_i=x) = \\text{P}(X=x)\n\\]\n\n\n\nDefinition B.21 (Conditionally identically distributed) A set of random variables \\(Y_1, \\ldots, Y_n\\) are conditionally identically distributed given a set of covariates \\(X_1, \\ldots, X_n\\) if \\(Y_1, \\ldots, Y_n\\) have the same range \\(\\mathcal{R}(X)\\) and if the distributions \\(\\text{P}(Y_i=y_i|X_i =x_i)\\) are all equal to the same distribution \\(\\text{P}(Y=y|X=x)\\):\n\\[\n\\text{P}(Y_i=y|X_i=x) = \\text{P}(Y=y|X=x)\n\\]\n\n\n\nDefinition B.22 (Independent and identically distributed) A set of random variables \\(X_1, \\ldots, X_n\\) are independent and identically distributed (shorthand: “\\(X_i\\ \\text{iid}\\)”) if they are statistically independent and identically distributed.\n\n\n\nDefinition B.23 (Conditionally independent and identically distributed) A set of random variables \\(Y_1, \\ldots, Y_n\\) are conditionally independent and identically distributed (shorthand: “\\(Y_i | X_i\\ \\text{ciid}\\)” or just “\\(Y_i |X_i\\ \\text{iid}\\)”) given a set of covariates \\(X_1, \\ldots, X_n\\) if \\(Y_1, \\ldots, Y_n\\) are conditionally independent given \\(X_1, \\ldots, X_n\\) and \\(Y_1, \\ldots, Y_n\\) are identically distributed given \\(X_1, \\ldots, X_n\\).", "crumbs": [ "Appendices", "B  Probability" @@ -1049,7 +1060,7 @@ "href": "intro-MLEs.html#example-maximum-likelihood-for-tropical-cyclones-in-australia", "title": "Appendix E — Introduction to Maximum Likelihood Inference", "section": "\nE.2 Example: Maximum likelihood for Tropical Cyclones in Australia", - "text": "E.2 Example: Maximum likelihood for Tropical Cyclones in Australia\n(Adapted from Dobson and Barnett (2018) §1.6.5)\n\nE.2.1 Data\nThe cyclones dataset in the dobson package (Table E.1) records the number of tropical cyclones in Northeastern Australia during 13 November-to-April cyclone seasons (more details in Dobson and Barnett (2018) §1.6.5 and help(cyclones, package = \"dobson\")). Figure E.1 graphs the number of cyclones (y-axis) by season (x-axis). Let’s use \\(Y_i\\) to represent these counts, where \\(i\\) is an indexing variable for the seasons and \\(Y_i\\) is the number of cyclones in season \\(i\\).\n\nE.2.2 Exploratory analysis\nSuppose we want to learn about how many cyclones to expect per season.\n\nShow R codelibrary(dobson)\nlibrary(dplyr)\ndata(cyclones)\nlibrary(pander)\npander(cyclones |> relocate(season, .before = everything()))\n\n\nTable E.1: Number of tropical cyclones during a season from November to April in Northeastern Australia\n\n\n\n\n\n\n\n\n\nseason\nyears\nnumber\n\n\n\n1\n1956/7\n6\n\n\n2\n1957/8\n5\n\n\n3\n1958/9\n4\n\n\n4\n1959/60\n6\n\n\n5\n1960/1\n6\n\n\n6\n1961/2\n3\n\n\n7\n1962/3\n12\n\n\n8\n1963/4\n7\n\n\n9\n1964/5\n4\n\n\n10\n1965/6\n2\n\n\n11\n1966/7\n6\n\n\n12\n1967/8\n7\n\n\n13\n1968/9\n4\n\n\n\n\n\n\n\n\n\nShow R codelibrary(ggplot2)\nlibrary(dplyr)\ncyclones |>\n mutate(years = years |> factor(levels = years)) |>\n ggplot(aes(x = years, y = number, group = 1)) +\n geom_point() +\n geom_line() +\n xlab(\"Season\") +\n ylab(\"Number of cyclones\") +\n expand_limits(y = 0) +\n theme(axis.text.x = element_text(vjust = .5, angle = 45))\n\n\n\nFigure E.1: Number of tropical cyclones per season in northeastern Australia, 1956-1969\n\n\n\n\n\n\n\nThere’s no obvious correlation between adjacent seasons, so let’s assume that each season is independent of the others.\nLet’s also assume that they are identically distributed; let’s denote this distribution as \\(P(Y=y)\\) (note that there’s no index \\(i\\) in this expression, since we are assuming the \\(Y_i\\)s are identically distributed). We can visualize the distribution using a bar plot (Figure E.2). Table E.2 provides summary statistics.\n\nShow R codecyclones |>\n ggplot() +\n geom_histogram(aes(x = number)) +\n expand_limits(x = 0) +\n xlab(\"Number of cyclones\") +\n ylab(\"Count (number of seasons)\")\n\n\n\nFigure E.2: Bar plot of cyclones per season\n\n\n\n\n\n\n\n\nShow R coden = nrow(cyclones)\nsumx = cyclones |> pull(number) |> sum()\nxbar = cyclones |> pull(number) |> mean()\n\ncyclones |> table1::table1(x = ~ number)\n\n\nTable E.2: Summary statistics for cyclones data\n\n\n\n\n\n\n\n\n\n\n\nOverall(N=13)\n\n\n\nnumber\n\n\n\nMean (SD)\n5.54 (2.47)\n\n\nMedian [Min, Max]\n6.00 [2.00, 12.0]\n\n\n\n\n\n\n\n\n\n\n\nE.2.3 Model\nWe want to estimate \\(P(Y=y)\\); that is, \\(P(Y=y)\\) is our estimand.\nWe could estimate \\(P(Y=y)\\) for each value of \\(y\\) in \\(0:\\infty\\) separately (“nonparametrically”) using the fraction of our data with \\(Y_i=y\\), but then we would be estimating an infinitely large set of parameters, and we would have low precision. We will probably do better with a parametric model.\n\nExercise E.1 What parametric probability distribution family might we use to model this empirical distribution?\n\n\nSolution. Let’s use the Poisson. The Poisson distribution is appropriate for this data , because the data are counts that could theoretically take any integer value (discrete) in the range \\(0:\\infty\\). Visually, the plot of our data closely resembles a Poisson or binomial distribution. Since cyclones do not have an “upper limit” on the number of events we could potentially observe in one season, the Poisson distribution is more appropriate than the binomial.\n\n\nExercise E.2 Write down the Poisson distribution’s probability mass function.\n\n\nSolution. \\[P(Y=y) = \\frac{\\lambda^{y} e^{-\\lambda}}{y!} \\tag{E.6}\\]\n\n\nE.2.4 Estimating the model parameters using maximum likelihood\nNow, we can estimate the parameter \\(\\lambda\\) for this distribution using maximum likelihood estimation.\nWhat is the likelihood?\n\nExercise E.3 Write down the likelihood (probability mass function or probability density function) of a single observation \\(x\\), according to your model.\n\n\nSolution. \\[\n\\begin{aligned}\n\\mathcal{L}(\\lambda; x)\n&= p(X=x|\\Lambda = \\lambda)\\\\\n&= \\frac{\\lambda^x e^{-\\lambda}}{x!}\\\\\n\\end{aligned}\n\\]\n\n\nExercise E.4 Write down the vector of parameters in your model.\n\n\nSolution. There is only one parameter, \\(\\lambda\\):\n\\[\\theta = (\\lambda)\\]\n\n\nExercise E.5 Write down the population mean and variance of a single observation from your chosen probability model, as a function of the parameters (extra credit - derive them).\n\n\nSolution. \n\nPopulation mean: \\(\\text{E}[X]=\\lambda\\)\n\nPopulation variance: \\(\\text{Var}(X)=\\lambda\\)\n\n\n\n\nExercise E.6 Write down the likelihood of the full dataset.\n\n\nSolution. \\[\n\\begin{aligned}\n\\mathcal{L}(\\lambda; \\tilde x)\n&= P(\\tilde X = \\tilde x) \\\\\n&= P(X_1 = x_1, X_2 = x_2, ..., X_{13} = x_{13}) \\\\\n&= \\prod_{i=1}^{13} P(X_i = x_i) \\\\\n&= \\prod_{i=1}^{13} \\frac{\\lambda^{x_i} e^{-\\lambda}}{x_i!}\n\\end{aligned}\n\\]\n\n\nExercise E.7 Graph the likelihood as a function of \\(\\lambda\\).\n\nSolution. \n\nShow R codelik = function(lambda, y = cyclones$number, n = length(y)) \n{\nlambda^sum(y) * exp(-n*lambda) / prod(factorial(y))\n}\n\nlibrary(ggplot2)\nlik_plot = \nggplot() +\ngeom_function(fun = lik, n = 1001) +\nxlim(min(cyclones$number), max(cyclones$number)) +\nylab(\"likelihood\") +\nxlab('lambda')\n\nprint(lik_plot)\n\n\n\nFigure E.3: Likelihood of Dobson cyclone data\n\n\n\n\n\n\n\n\n\n\nExercise E.8 Write down the log-likelihood of the full dataset.\n\nSolution. \\[\n\\begin{aligned}\n\\ell(\\lambda; \\tilde{x}) &= \\text{log}\\left\\{\\mathcal{L}(\\lambda;\\tilde{x})\\right\\}\\\\\n&= \\text{log}\\left\\{\\prod_{i = 1}^n\\frac{\\lambda^{x_i}\\text{e}^{-\\lambda}}{x_i!}\\right\\}\\\\\n&= \\sum_{i = 1}^n\\text{log}\\left\\{\\frac{\\lambda^{x_i}\\text{e}^{-\\lambda}}{x_i!}\\right\\}\\\\\n&= \\sum_{i = 1}^n{\\text{log}\\left\\{\\lambda^{x_i}\\right\\} +\\text{log}\\left\\{\\text{e}^{-\\lambda}\\right\\} - \\text{log}\\left\\{x_i!\\right\\}}\\\\\n&= \\sum_{i = 1}^n{x_i\\text{log}\\left\\{\\lambda\\right\\} -\\lambda - \\text{log}\\left\\{x_i!\\right\\}}\\\\\n&= \\sum_{i = 1}^nx_i\\text{log}\\left\\{\\lambda\\right\\} - \\sum_{i = 1}^n\\lambda - \\sum_{i = 1}^n\\text{log}\\left\\{x_i!\\right\\}\\\\\n&= \\sum_{i = 1}^nx_i\\text{log}\\left\\{\\lambda\\right\\} - n\\lambda - \\sum_{i = 1}^n\\text{log}\\left\\{x_i!\\right\\}\\\\\n\\end{aligned}\n\\]\n\n\n\nExercise E.9 Graph the log-likelihood as a function of \\(\\lambda\\).\n\nSolution. \n\nShow R code\nloglik = function(lambda, y = cyclones$number, n = length(y))\n{\nsum(y) * log(lambda) - n*lambda - sum(log(factorial(y)))\n}\n\nll_plot = ggplot() +\ngeom_function(fun = loglik, n = 1001) +\nxlim(min(cyclones$number), max(cyclones$number)) +\nylab(\"log-likelihood\") +\nxlab('lambda')\nll_plot\n\n\n\nFigure E.4: log-likelihood of Dobson cyclone data\n\n\n\n\n\n\n\n\n\nThe score function\n\nExercise E.10 Derive the score function for the dataset.\n\nSolution. The score function is the first derivative of the log-likelihood:\n\\[\n\\begin{aligned}\n\\ell'( \\lambda; \\tilde{x} ) &=\n\\frac{\\partial}{\\partial \\lambda}{\\sum_{i = 1}^nx_i\\text{log}\\left\\{\\lambda\\right\\} - n\\lambda - \\sum_{i = 1}^n\\text{log}\\left\\{x_i!\\right\\}}\\\\\n&= \\frac{\\partial}{\\partial \\lambda}\\sum_{i = 1}^nx_i\\text{log}\\left\\{\\lambda\\right\\} - \\frac{\\partial}{\\partial \\lambda}n\\lambda - \\frac{\\partial}{\\partial \\lambda}\\sum_{i = 1}^n\\text{log}\\left\\{x_i!\\right\\}\\\\\n&= \\sum_{i = 1}^nx_i\\frac{\\partial}{\\partial \\lambda}\\text{log}\\left\\{\\lambda\\right\\} - n\\frac{\\partial}{\\partial \\lambda}\\lambda - \\sum_{i = 1}^n\\frac{\\partial}{\\partial \\lambda}\\text{log}\\left\\{x_i!\\right\\}\\\\\n&= \\sum_{i = 1}^nx_i\\frac{1}{\\lambda} - n - 0\\\\\n&= \\frac{1}{\\lambda} \\sum_{i = 1}^nx_i- n\n\\\\&= \\left(\\frac{1}{\\lambda} n \\bar{x}\\right) - n\n\\\\&= \\left(\\frac{1}{\\lambda} 72\\right) - 13\n\\end{aligned}\n\\]\n\n\n\nExercise E.11 Graph the score function.\n\nSolution. \n\nShow R code\nscore = function(lambda, y = cyclones$number, n = length(y))\n{\n (sum(y) / lambda) - n\n}\n\nggplot() +\ngeom_function(fun = score, n = 1001) +\nxlim(min(cyclones$number), max(cyclones$number)) +\n\nylab(\"l'(lambda)\") +\nxlab('lambda') +\ngeom_hline(yintercept = 0, col = 'red')\n\n\n\nFigure E.5: score function of Dobson cyclone data\n\n\n\n\n\n\n\n\n\nThe Hessian matrix\n\nExercise E.12 Derive the Hessian matrix.\n\nSolution. The Hessian function for an iid sample is the 2nd derivative(s) of the log-likelihood:\n\\[\n\\begin{aligned}\n\\ell''( \\lambda; \\tilde{x} ) &= \\frac{\\partial}{\\partial \\lambda}\\left(\\frac{1}{\\lambda} \\sum_{i = 1}^nx_i- n\\right)\\\\\n&= \\frac{\\partial}{\\partial \\lambda}\\frac{1}{\\lambda} \\sum_{i = 1}^nx_i- \\frac{\\partial}{\\partial \\lambda}n\\\\\n&= -\\frac{1}{\\lambda^2} \\sum_{i = 1}^nx_i\\\\\n&= -\\frac{1}{\\lambda^2} n \\bar x\n\\\\&= -\\frac{1}{\\lambda^2} \\cdot 72\n\\end{aligned}\n\\]\n\n\n\nExercise E.13 Graph the Hessian.\n\nSolution. \n\nShow R code\nhessian = function(lambda, y = cyclones$number, n = length(y))\n{\n-sum(y)/(lambda^2)\n}\n\nggplot() +\ngeom_function(fun = hessian, n = 1001) +\nxlim(min(cyclones$number), max(cyclones$number)) +\n\nylab(\"l''(lambda)\") +\nxlab('lambda') +\ngeom_hline(yintercept = 0, col = 'red')\n\n\n\nFigure E.6: Hessian function of Dobson cyclone data\n\n\n\n\n\n\n\n\n\n\nExercise E.14 Write the score equation (estimating equation).\n\nSolution. \\[\\ell'( \\lambda; \\tilde{x} ) = 0\\]\n\n\n\nExercise E.15 Solve the estimating equation for \\(\\lambda\\):\n\nSolution. \\[\n\\begin{aligned}\n0 &= \\frac{1}{\\lambda}\\sum_{i = 1}^nx_i - n\\\\\nn &= \\frac{1}{\\lambda}\\sum_{i = 1}^nx_i\\\\\nn\\lambda &= \\sum_{i = 1}^nx_i\\\\\n\\lambda &=\n\\frac{1}{n}\\sum_{i = 1}^nx_i\\\\\n&=\\bar x\n\\end{aligned}\n\\]\n\n\nLet’s call this solution of the estimating equation \\(\\tilde \\lambda\\) for now:\n\\[\\tilde \\lambda \\stackrel{\\text{def}}{=}\\bar x\\]\n\nExercise E.16 Confirm that the Hessian \\(\\ell''(\\lambda; \\tilde{x})\\) is negative when evaluated at \\(\\tilde \\lambda\\).\n\nSolution. \\[\n\\begin{aligned}\n\\ell''( \\tilde\\lambda; \\tilde{x} ) &=\n-\\frac{1}{\\tilde\\lambda^2} n \\bar x\\\\\n&= -\\frac{1}{\\bar x^2} n\\bar x\\\\\n&= -\\frac{n}{\\bar x}\\\\\n&<0\\\\\n\\end{aligned}\n\\]\n\n\n\nExercise E.17 Find the MLE of \\(\\lambda\\).\n\nSolution. Since \\(\\ell''(\\tilde \\lambda; \\tilde{x})<0\\), \\(\\tilde \\lambda\\) is at least a local maximizer of the likelihood function \\(\\mathcal L(\\lambda)\\). Since there is only one solution to the estimating equation and the Hessian is negative definite everywhere, \\(\\tilde \\lambda\\) must also be the global maximizer of \\(\\mathcal L(\\lambda; \\tilde{x})\\):\n\nShow R codemle = mean(cyclones$number)\n\n\n\\[\\hat{\\lambda}_{\\text{ML}} = \\bar x = 5.53846154\\]\n\n\n\nExercise E.18 Graph the log-likelihood with the MLE superimposed.\n\nSolution. \n\nShow R codelibrary(dplyr)\n\nmle_data = tibble(x = mle, y = loglik(mle))\nll_plot + geom_point(data = mle_data, aes(x = x, y = y), col = 'red')\n\n\n\nFigure E.7: log-likelihood of Dobson cyclone data with MLE\n\n\n\n\n\n\n\n\n\nInformation matrices\n\nShow R codeobs_inf = function(...) -hessian(...)\nggplot() +\ngeom_function(fun = obs_inf, n = 1001) +\nxlim(min(cyclones$number), max(cyclones$number)) +\nylab(\"I(lambda)\") +\nxlab('lambda') +\ngeom_hline(yintercept = 0, col = 'red') \n\n\n\nFigure E.8: Observed information function of Dobson cyclone data\n\n\n\n\n\n\n\n\n\nExample E.1 (Finding the MLE using the Newton-Raphson algorithm)  \n\nWe found that the MLE was \\(\\hat{\\lambda} = \\bar{x}\\), by solving the score equation \\(\\ell'(\\lambda)=0\\) for \\(\\lambda\\).\nWhat if we hadn’t been able to solve the score equation?\nThen we could start with some initial guess \\({\\widehat{\\lambda}}^*\\), such as \\({\\widehat{\\lambda}}^*= 3\\), and use the Newton-Raphson algorithm.\n\n\nShow R code# specify initial guess:\ncur_lambda_est = 3\n\n\n\n\n\nIn Exercise E.10, we found that the score function was:\n\n\\[\n\\ell'( \\lambda; \\tilde{x} ) = \\left(\\frac{72}{\\lambda} \\right) - n\n\\]\n\nIn Exercise E.12, we found that the Hessian was:\n\n\\[\n\\ell''( \\lambda; \\tilde{x} ) = -\\frac{72}{\\lambda^2}\n\\]\n\n\nSo we can approximate the the score function using the first-order Taylor polynomial:\n\n\\[\n\\begin{aligned}\n\\ell'(\\lambda)\n&\\approx \\ell'^*(\\lambda)\n\\\\ &\\stackrel{\\text{def}}{=}\\ell'({\\widehat{\\lambda}}^*) + \\ell''({\\widehat{\\lambda}}^*)(\\lambda - {\\widehat{\\lambda}}^*)\n\\\\ &= \\left(\\frac{72}{{\\widehat{\\lambda}}^*} - n\\right) + \\left(-\\frac{72}{\\left({\\widehat{\\lambda}}^*\\right)^2}\\right) (\\lambda - {\\widehat{\\lambda}}^*)\n\\end{aligned}\n\\]\n\n\nFigure E.9 compares the true score function and the approximate score function at \\({\\widehat{\\lambda}}^*= 3\\).\n\n\nShow R codeapprox_score = function(lambda, lhat, ...)\n{\n score(lambda = lhat, ...) +\n hessian(lambda = lhat, ...) * (lambda - lhat)\n}\n\npoint_size = 5\n\nplot1 = ggplot() +\ngeom_function(\n fun = score, \n aes(col = \"true score function\"), \n n = 1001) +\ngeom_function(\n fun = approx_score, \n aes(col = \"approximate score function\"),\n n = 1001, \n args = list(lhat = cur_lambda_est)) +\ngeom_point(\n size = point_size,\n aes(x = cur_lambda_est, y = score(lambda = cur_lambda_est),\n col = \"current estimate\")\n) +\ngeom_point(\nsize = point_size,\naes(\nx = xbar,\ny = 0,\ncol = \"true MLE\"\n)\n) +\nxlim(min(cyclones$number), max(cyclones$number)) +\nylab(\"l'(lambda)\") +\nxlab('lambda') +\ngeom_hline(yintercept = 0)\n\nprint(plot1)\n\n\n\nFigure E.9: score function of Dobson cyclone data and approximate score function\n\n\n\n\n\n\n\n\n\nThis is equivalent to estimating the log-likelihood with a second-order Taylor polynomial:\n\n\\[\n\\ell^*(\\lambda) =\n\\ell({\\widehat{\\lambda}}^*) +\n(\\lambda - {\\widehat{\\lambda}}^*) \\ell'({\\widehat{\\lambda}}^*) +\n\\frac{1}{2}\\ell''({\\widehat{\\lambda}}^*)(\\lambda-{\\widehat{\\lambda}}^*)^2\n\\]\n\nShow R codeapprox_loglik = function(lambda, lhat, ...)\n{\nloglik(lambda = lhat, ...) +\nscore(lambda = lhat, ...) * (lambda - lhat) +\n 1/2 * hessian(lambda = lhat, ...) * (lambda - lhat)^2\n}\n\nplot_loglik = ggplot() +\ngeom_function(\n fun = loglik, \n aes(col = \"true log-likelihood\"), \n n = 1001) +\ngeom_function(\n fun = approx_loglik, \n aes(col = \"approximate log-likelihood\"),\n n = 1001, \n args = list(lhat = cur_lambda_est)) +\ngeom_point(\n size = point_size,\n aes(x = cur_lambda_est, y = loglik(lambda = cur_lambda_est),\n col = \"current estimate\")\n) +\ngeom_point(\nsize = point_size,\naes(\nx = xbar,\ny = loglik(xbar),\ncol = \"true MLE\"\n)\n) +\nxlim(min(cyclones$number) - 1, max(cyclones$number)) +\nylab(\"l'(lambda)\") +\nxlab('lambda')\n\nprint(plot_loglik)\n\n\n\nFigure E.10: log-likelihood of Dobson cyclone data and approximate log-likelihood function\n\n\n\n\n\n\n\n\n\nThe approximate score function, \\(\\ell'^*(\\lambda)\\), is a linear function of \\(\\lambda\\), so it is easy to solve the corresponding approximate score equation, \\(\\ell'^*(\\lambda) = 0\\), for \\(\\lambda\\):\n\n\\[\n\\begin{aligned}\n\\lambda\n&= {\\widehat{\\lambda}}^*- \\ell'({\\widehat{\\lambda}}^*) \\cdot\\left(\\ell''({\\widehat{\\lambda}}^*)\\right)^{-1}\n\\\\ &= 4.375\n\\end{aligned}\n\\]\n\nShow R codenew_lambda_est <- \n cur_lambda_est - \n score(cur_lambda_est) * hessian(cur_lambda_est)^-1\n\n\n\n\nShow R codeplot2 = plot1 + \ngeom_point(\nsize = point_size,\naes(\nx = new_lambda_est,\ny = 0,\ncol = \"new estimate\"\n)) +\ngeom_segment(\narrow = grid::arrow(),\nlinewidth = 2,\nalpha = .7,\naes(\nx = cur_lambda_est, \ny = approx_score(\nlhat = cur_lambda_est, \nlambda = cur_lambda_est),\nxend = new_lambda_est, \nyend = 0,\ncol = \"update\"\n)\n)\nprint(plot2)\n\n\n\nFigure E.11: score function of Dobson cyclone data and approximate score function\n\n\n\n\n\n\n\n\n\nSo we update \\({\\widehat{\\lambda}}^*\\leftarrow 4.375\\) and repeat our estimation process:\n\n\nShow R codeplot2 +\ngeom_function(\n fun = approx_score, \n aes(col = \"new approximate score function\"),\n n = 1001, \n args = list(lhat = new_lambda_est)) +\ngeom_point(\n size = point_size,\n aes(x = new_lambda_est, y = score(lambda = new_lambda_est),\n col = \"new estimate\")\n)\n\n\n\nFigure E.12: score function of Dobson cyclone data and approximate score function\n\n\n\n\n\n\n\n\n\nWe repeat this process until the likelihood converges:\n\n\nShow R codelibrary(tibble)\ncur_lambda_est = 3 # restarting\ndiff_loglik = Inf\ntolerance = 10^-4\nmax_iter = 100\nNR_info = tibble(\n iteration = 0,\n lambda = cur_lambda_est |> num(digits = 4),\n likelihood = lik(cur_lambda_est),\n `log(likelihood)` = loglik(cur_lambda_est) |> num(digits = 4),\n score = score(cur_lambda_est),\n hessian = hessian(cur_lambda_est)\n)\n\nfor (cur_iter in 1:max_iter)\n{\n\nnew_lambda_est <- \n cur_lambda_est - score(cur_lambda_est) * hessian(cur_lambda_est)^-1\n\ndiff_loglik = loglik(new_lambda_est) - loglik(cur_lambda_est)\n\nnew_NR_info = tibble(\n iteration = cur_iter,\n lambda = new_lambda_est,\n likelihood = lik(new_lambda_est),\n `log(likelihood)` = loglik(new_lambda_est),\n score = score(new_lambda_est),\n hessian = hessian(new_lambda_est),\n `diff(loglik)` = diff_loglik\n)\n\nNR_info = NR_info |> bind_rows(new_NR_info)\n\ncur_lambda_est = new_lambda_est\n\nif(abs(diff_loglik) < tolerance) break\n\n}\n\nNR_info\n\n\nTable E.3: Convergence of Newton-Raphson Algorithm for finding MLE of cyclone data\n\n\n\n \n\n\n\n\n\n\n\nCompare with Exercise E.17\n\n\n\nShow R codell_plot + \ngeom_segment(\ndata = NR_info,\narrow = grid::arrow(),\n# linewidth = 2,\nalpha = .7,\naes(\nx = lambda,\nxend = lead(lambda),\ny = `log(likelihood)`,\nyend = lead(`log(likelihood)`),\ncol = factor(iteration)\n)\n)\n\n\n\nFigure E.13: Newton-Raphson algorithm for finding MLE of model E.6 for cyclone data", + "text": "E.2 Example: Maximum likelihood for Tropical Cyclones in Australia\n(Adapted from Dobson and Barnett (2018) §1.6.5)\n\nE.2.1 Data\nThe cyclones dataset in the dobson package (Table E.1) records the number of tropical cyclones in Northeastern Australia during 13 November-to-April cyclone seasons (more details in Dobson and Barnett (2018) §1.6.5 and help(cyclones, package = \"dobson\")). Figure E.1 graphs the number of cyclones (y-axis) by season (x-axis). Let’s use \\(Y_i\\) to represent these counts, where \\(i\\) is an indexing variable for the seasons and \\(Y_i\\) is the number of cyclones in season \\(i\\).\n\nE.2.2 Exploratory analysis\nSuppose we want to learn about how many cyclones to expect per season.\n\nShow R codelibrary(dobson)\nlibrary(dplyr)\ndata(cyclones)\nlibrary(pander)\npander(cyclones |> relocate(season, .before = everything()))\n\n\nTable E.1: Number of tropical cyclones during a season from November to April in Northeastern Australia\n\n\n\n\n\n\n\n\n\nseason\nyears\nnumber\n\n\n\n1\n1956/7\n6\n\n\n2\n1957/8\n5\n\n\n3\n1958/9\n4\n\n\n4\n1959/60\n6\n\n\n5\n1960/1\n6\n\n\n6\n1961/2\n3\n\n\n7\n1962/3\n12\n\n\n8\n1963/4\n7\n\n\n9\n1964/5\n4\n\n\n10\n1965/6\n2\n\n\n11\n1966/7\n6\n\n\n12\n1967/8\n7\n\n\n13\n1968/9\n4\n\n\n\n\n\n\n\n\n\nShow R codelibrary(ggplot2)\nlibrary(dplyr)\ncyclones |>\n mutate(years = years |> factor(levels = years)) |>\n ggplot(aes(x = years, y = number, group = 1)) +\n geom_point() +\n geom_line() +\n xlab(\"Season\") +\n ylab(\"Number of cyclones\") +\n expand_limits(y = 0) +\n theme(axis.text.x = element_text(vjust = .5, angle = 45))\n\n\n\nFigure E.1: Number of tropical cyclones per season in northeastern Australia, 1956-1969\n\n\n\n\n\n\n\nThere’s no obvious correlation between adjacent seasons, so let’s assume that each season is independent of the others.\nLet’s also assume that they are identically distributed; let’s denote this distribution as \\(P(Y=y)\\) (note that there’s no index \\(i\\) in this expression, since we are assuming the \\(Y_i\\)s are identically distributed). We can visualize the distribution using a bar plot (Figure E.2). Table E.2 provides summary statistics.\n\nShow R codecyclones |>\n ggplot() +\n geom_histogram(aes(x = number)) +\n expand_limits(x = 0) +\n xlab(\"Number of cyclones\") +\n ylab(\"Count (number of seasons)\")\n\n\n\nFigure E.2: Bar plot of cyclones per season\n\n\n\n\n\n\n\n\nShow R coden = nrow(cyclones)\nsumx = cyclones |> pull(number) |> sum()\nxbar = cyclones |> pull(number) |> mean()\n\ncyclones |> table1::table1(x = ~ number)\n\n\nTable E.2: Summary statistics for cyclones data\n\n\n\n\n\n\n\n\n\n\n\nOverall(N=13)\n\n\n\nnumber\n\n\n\nMean (SD)\n5.54 (2.47)\n\n\nMedian [Min, Max]\n6.00 [2.00, 12.0]\n\n\n\n\n\n\n\n\n\n\n\nE.2.3 Model\nWe want to estimate \\(P(Y=y)\\); that is, \\(P(Y=y)\\) is our estimand.\nWe could estimate \\(P(Y=y)\\) for each value of \\(y\\) in \\(0:\\infty\\) separately (“nonparametrically”) using the fraction of our data with \\(Y_i=y\\), but then we would be estimating an infinitely large set of parameters, and we would have low precision. We will probably do better with a parametric model.\n\nExercise E.1 What parametric probability distribution family might we use to model this empirical distribution?\n\n\nSolution. Let’s use the Poisson. The Poisson distribution is appropriate for this data , because the data are counts that could theoretically take any integer value (discrete) in the range \\(0:\\infty\\). Visually, the plot of our data closely resembles a Poisson or binomial distribution. Since cyclones do not have an “upper limit” on the number of events we could potentially observe in one season, the Poisson distribution is more appropriate than the binomial.\n\n\nExercise E.2 Write down the Poisson distribution’s probability mass function.\n\n\nSolution. \\[P(Y=y) = \\frac{\\lambda^{y} e^{-\\lambda}}{y!} \\tag{E.6}\\]\n\n\nE.2.4 Estimating the model parameters using maximum likelihood\nNow, we can estimate the parameter \\(\\lambda\\) for this distribution using maximum likelihood estimation.\nWhat is the likelihood?\n\nExercise E.3 Write down the likelihood (probability mass function or probability density function) of a single observation \\(x\\), according to your model.\n\n\nSolution. \\[\n\\begin{aligned}\n\\mathcal{L}(\\lambda; x)\n&= p(X=x|\\Lambda = \\lambda)\\\\\n&= \\frac{\\lambda^x e^{-\\lambda}}{x!}\\\\\n\\end{aligned}\n\\]\n\n\nExercise E.4 Write down the vector of parameters in your model.\n\n\nSolution. There is only one parameter, \\(\\lambda\\):\n\\[\\theta = (\\lambda)\\]\n\n\nExercise E.5 Write down the population mean and variance of a single observation from your chosen probability model, as a function of the parameters (extra credit - derive them).\n\n\nSolution. \n\nPopulation mean: \\(\\text{E}[X]=\\lambda\\)\n\nPopulation variance: \\(\\text{Var}(X)=\\lambda\\)\n\n\n\n\nExercise E.6 Write down the likelihood of the full dataset.\n\n\nSolution. \\[\n\\begin{aligned}\n\\mathcal{L}(\\lambda; \\tilde{x})\n&= \\text{P}(\\tilde{X}= \\tilde{x}) \\\\\n&= \\text{P}(X_1 = x_1, X_2 = x_2, ..., X_{13} = x_{13}) \\\\\n&= \\prod_{i=1}^{13} \\text{P}(X_i = x_i) \\\\\n&= \\prod_{i=1}^{13} \\frac{\\lambda^{x_i} e^{-\\lambda}}{x_i!}\n\\end{aligned}\n\\]\n\n\nExercise E.7 Graph the likelihood as a function of \\(\\lambda\\).\n\nSolution. \n\nShow R codelik = function(lambda, y = cyclones$number, n = length(y)) \n{\nlambda^sum(y) * exp(-n*lambda) / prod(factorial(y))\n}\n\nlibrary(ggplot2)\nlik_plot = \nggplot() +\ngeom_function(fun = lik, n = 1001) +\nxlim(min(cyclones$number), max(cyclones$number)) +\nylab(\"likelihood\") +\nxlab('lambda')\n\nprint(lik_plot)\n\n\n\nFigure E.3: Likelihood of Dobson cyclone data\n\n\n\n\n\n\n\n\n\n\nExercise E.8 Write down the log-likelihood of the full dataset.\n\nSolution. \\[\n\\begin{aligned}\n\\ell(\\lambda; \\tilde{x}) &= \\text{log}\\left\\{\\mathcal{L}(\\lambda;\\tilde{x})\\right\\}\\\\\n&= \\text{log}\\left\\{\\prod_{i = 1}^n\\frac{\\lambda^{x_i}\\text{e}^{-\\lambda}}{x_i!}\\right\\}\\\\\n&= \\sum_{i = 1}^n\\text{log}\\left\\{\\frac{\\lambda^{x_i}\\text{e}^{-\\lambda}}{x_i!}\\right\\}\\\\\n&= \\sum_{i = 1}^n{\\text{log}\\left\\{\\lambda^{x_i}\\right\\} +\\text{log}\\left\\{\\text{e}^{-\\lambda}\\right\\} - \\text{log}\\left\\{x_i!\\right\\}}\\\\\n&= \\sum_{i = 1}^n{x_i\\text{log}\\left\\{\\lambda\\right\\} -\\lambda - \\text{log}\\left\\{x_i!\\right\\}}\\\\\n&= \\sum_{i = 1}^nx_i\\text{log}\\left\\{\\lambda\\right\\} - \\sum_{i = 1}^n\\lambda - \\sum_{i = 1}^n\\text{log}\\left\\{x_i!\\right\\}\\\\\n&= \\sum_{i = 1}^nx_i\\text{log}\\left\\{\\lambda\\right\\} - n\\lambda - \\sum_{i = 1}^n\\text{log}\\left\\{x_i!\\right\\}\\\\\n\\end{aligned}\n\\]\n\n\n\nExercise E.9 Graph the log-likelihood as a function of \\(\\lambda\\).\n\nSolution. \n\nShow R code\nloglik = function(lambda, y = cyclones$number, n = length(y))\n{\nsum(y) * log(lambda) - n*lambda - sum(log(factorial(y)))\n}\n\nll_plot = ggplot() +\ngeom_function(fun = loglik, n = 1001) +\nxlim(min(cyclones$number), max(cyclones$number)) +\nylab(\"log-likelihood\") +\nxlab('lambda')\nll_plot\n\n\n\nFigure E.4: log-likelihood of Dobson cyclone data\n\n\n\n\n\n\n\n\n\nThe score function\n\nExercise E.10 Derive the score function for the dataset.\n\nSolution. The score function is the first derivative of the log-likelihood:\n\\[\n\\begin{aligned}\n\\ell'( \\lambda; \\tilde{x} ) &=\n\\frac{\\partial}{\\partial \\lambda}{\\sum_{i = 1}^nx_i\\text{log}\\left\\{\\lambda\\right\\} - n\\lambda - \\sum_{i = 1}^n\\text{log}\\left\\{x_i!\\right\\}}\\\\\n&= \\frac{\\partial}{\\partial \\lambda}\\sum_{i = 1}^nx_i\\text{log}\\left\\{\\lambda\\right\\} - \\frac{\\partial}{\\partial \\lambda}n\\lambda - \\frac{\\partial}{\\partial \\lambda}\\sum_{i = 1}^n\\text{log}\\left\\{x_i!\\right\\}\\\\\n&= \\sum_{i = 1}^nx_i\\frac{\\partial}{\\partial \\lambda}\\text{log}\\left\\{\\lambda\\right\\} - n\\frac{\\partial}{\\partial \\lambda}\\lambda - \\sum_{i = 1}^n\\frac{\\partial}{\\partial \\lambda}\\text{log}\\left\\{x_i!\\right\\}\\\\\n&= \\sum_{i = 1}^nx_i\\frac{1}{\\lambda} - n - 0\\\\\n&= \\frac{1}{\\lambda} \\sum_{i = 1}^nx_i- n\n\\\\&= \\left(\\frac{1}{\\lambda} n \\bar{x}\\right) - n\n\\\\&= \\left(\\frac{1}{\\lambda} 72\\right) - 13\n\\end{aligned}\n\\]\n\n\n\nExercise E.11 Graph the score function.\n\nSolution. \n\nShow R code\nscore = function(lambda, y = cyclones$number, n = length(y))\n{\n (sum(y) / lambda) - n\n}\n\nggplot() +\ngeom_function(fun = score, n = 1001) +\nxlim(min(cyclones$number), max(cyclones$number)) +\n\nylab(\"l'(lambda)\") +\nxlab('lambda') +\ngeom_hline(yintercept = 0, col = 'red')\n\n\n\nFigure E.5: score function of Dobson cyclone data\n\n\n\n\n\n\n\n\n\nThe Hessian matrix\n\nExercise E.12 Derive the Hessian matrix.\n\nSolution. The Hessian function for an iid sample is the 2nd derivative(s) of the log-likelihood:\n\\[\n\\begin{aligned}\n\\ell''( \\lambda; \\tilde{x} ) &= \\frac{\\partial}{\\partial \\lambda}\\left(\\frac{1}{\\lambda} \\sum_{i = 1}^nx_i- n\\right)\\\\\n&= \\frac{\\partial}{\\partial \\lambda}\\frac{1}{\\lambda} \\sum_{i = 1}^nx_i- \\frac{\\partial}{\\partial \\lambda}n\\\\\n&= -\\frac{1}{\\lambda^2} \\sum_{i = 1}^nx_i\\\\\n&= -\\frac{1}{\\lambda^2} n \\bar x\n\\\\&= -\\frac{1}{\\lambda^2} \\cdot 72\n\\end{aligned}\n\\]\n\n\n\nExercise E.13 Graph the Hessian.\n\nSolution. \n\nShow R code\nhessian = function(lambda, y = cyclones$number, n = length(y))\n{\n-sum(y)/(lambda^2)\n}\n\nggplot() +\ngeom_function(fun = hessian, n = 1001) +\nxlim(min(cyclones$number), max(cyclones$number)) +\n\nylab(\"l''(lambda)\") +\nxlab('lambda') +\ngeom_hline(yintercept = 0, col = 'red')\n\n\n\nFigure E.6: Hessian function of Dobson cyclone data\n\n\n\n\n\n\n\n\n\n\nExercise E.14 Write the score equation (estimating equation).\n\nSolution. \\[\\ell'( \\lambda; \\tilde{x} ) = 0\\]\n\n\n\nExercise E.15 Solve the estimating equation for \\(\\lambda\\):\n\nSolution. \\[\n\\begin{aligned}\n0 &= \\frac{1}{\\lambda}\\sum_{i = 1}^nx_i - n\\\\\nn &= \\frac{1}{\\lambda}\\sum_{i = 1}^nx_i\\\\\nn\\lambda &= \\sum_{i = 1}^nx_i\\\\\n\\lambda &=\n\\frac{1}{n}\\sum_{i = 1}^nx_i\\\\\n&=\\bar x\n\\end{aligned}\n\\]\n\n\nLet’s call this solution of the estimating equation \\(\\tilde \\lambda\\) for now:\n\\[\\tilde \\lambda \\stackrel{\\text{def}}{=}\\bar x\\]\n\nExercise E.16 Confirm that the Hessian \\(\\ell''(\\lambda; \\tilde{x})\\) is negative when evaluated at \\(\\tilde \\lambda\\).\n\nSolution. \\[\n\\begin{aligned}\n\\ell''( \\tilde\\lambda; \\tilde{x} ) &=\n-\\frac{1}{\\tilde\\lambda^2} n \\bar x\\\\\n&= -\\frac{1}{\\bar x^2} n\\bar x\\\\\n&= -\\frac{n}{\\bar x}\\\\\n&<0\\\\\n\\end{aligned}\n\\]\n\n\n\nExercise E.17 Find the MLE of \\(\\lambda\\).\n\nSolution. Since \\(\\ell''(\\tilde \\lambda; \\tilde{x})<0\\), \\(\\tilde \\lambda\\) is at least a local maximizer of the likelihood function \\(\\mathcal L(\\lambda)\\). Since there is only one solution to the estimating equation and the Hessian is negative definite everywhere, \\(\\tilde \\lambda\\) must also be the global maximizer of \\(\\mathcal L(\\lambda; \\tilde{x})\\):\n\nShow R codemle = mean(cyclones$number)\n\n\n\\[\\hat{\\lambda}_{\\text{ML}} = \\bar x = 5.5385\\]\n\n\n\nExercise E.18 Graph the log-likelihood with the MLE superimposed.\n\nSolution. \n\nShow R codelibrary(dplyr)\n\nmle_data = tibble(x = mle, y = loglik(mle))\nll_plot + geom_point(data = mle_data, aes(x = x, y = y), col = 'red')\n\n\n\nFigure E.7: log-likelihood of Dobson cyclone data with MLE\n\n\n\n\n\n\n\n\n\nInformation matrices\n\nShow R codeobs_inf = function(...) -hessian(...)\nggplot() +\ngeom_function(fun = obs_inf, n = 1001) +\nxlim(min(cyclones$number), max(cyclones$number)) +\nylab(\"I(lambda)\") +\nxlab('lambda') +\ngeom_hline(yintercept = 0, col = 'red') \n\n\n\nFigure E.8: Observed information function of Dobson cyclone data\n\n\n\n\n\n\n\n\n\nExample E.1 (Finding the MLE using the Newton-Raphson algorithm)  \n\nWe found that the MLE was \\(\\hat{\\lambda} = \\bar{x}\\), by solving the score equation \\(\\ell'(\\lambda)=0\\) for \\(\\lambda\\).\nWhat if we hadn’t been able to solve the score equation?\nThen we could start with some initial guess \\({\\widehat{\\lambda}}^*\\), such as \\({\\widehat{\\lambda}}^*= 3\\), and use the Newton-Raphson algorithm.\n\n\nShow R code# specify initial guess:\ncur_lambda_est = 3\n\n\n\n\n\nIn Exercise E.10, we found that the score function was:\n\n\\[\n\\ell'( \\lambda; \\tilde{x} ) = \\left(\\frac{72}{\\lambda} \\right) - n\n\\]\n\nIn Exercise E.12, we found that the Hessian was:\n\n\\[\n\\ell''( \\lambda; \\tilde{x} ) = -\\frac{72}{\\lambda^2}\n\\]\n\n\nSo we can approximate the the score function using the first-order Taylor polynomial:\n\n\\[\n\\begin{aligned}\n\\ell'(\\lambda)\n&\\approx \\ell'^*(\\lambda)\n\\\\ &\\stackrel{\\text{def}}{=}\\ell'({\\widehat{\\lambda}}^*) + \\ell''({\\widehat{\\lambda}}^*)(\\lambda - {\\widehat{\\lambda}}^*)\n\\\\ &= \\left(\\frac{72}{{\\widehat{\\lambda}}^*} - n\\right) + \\left(-\\frac{72}{\\left({\\widehat{\\lambda}}^*\\right)^2}\\right) (\\lambda - {\\widehat{\\lambda}}^*)\n\\end{aligned}\n\\]\n\n\nFigure E.9 compares the true score function and the approximate score function at \\({\\widehat{\\lambda}}^*= 3\\).\n\n\nShow R codeapprox_score = function(lambda, lhat, ...)\n{\n score(lambda = lhat, ...) +\n hessian(lambda = lhat, ...) * (lambda - lhat)\n}\n\npoint_size = 5\n\nplot1 = ggplot() +\ngeom_function(\n fun = score, \n aes(col = \"true score function\"), \n n = 1001) +\ngeom_function(\n fun = approx_score, \n aes(col = \"approximate score function\"),\n n = 1001, \n args = list(lhat = cur_lambda_est)) +\ngeom_point(\n size = point_size,\n aes(x = cur_lambda_est, y = score(lambda = cur_lambda_est),\n col = \"current estimate\")\n) +\ngeom_point(\nsize = point_size,\naes(\nx = xbar,\ny = 0,\ncol = \"true MLE\"\n)\n) +\nxlim(min(cyclones$number), max(cyclones$number)) +\nylab(\"l'(lambda)\") +\nxlab('lambda') +\ngeom_hline(yintercept = 0)\n\nprint(plot1)\n\n\n\nFigure E.9: score function of Dobson cyclone data and approximate score function\n\n\n\n\n\n\n\n\n\nThis is equivalent to estimating the log-likelihood with a second-order Taylor polynomial:\n\n\\[\n\\ell^*(\\lambda) =\n\\ell({\\widehat{\\lambda}}^*) +\n(\\lambda - {\\widehat{\\lambda}}^*) \\ell'({\\widehat{\\lambda}}^*) +\n\\frac{1}{2}\\ell''({\\widehat{\\lambda}}^*)(\\lambda-{\\widehat{\\lambda}}^*)^2\n\\]\n\nShow R codeapprox_loglik = function(lambda, lhat, ...)\n{\nloglik(lambda = lhat, ...) +\nscore(lambda = lhat, ...) * (lambda - lhat) +\n 1/2 * hessian(lambda = lhat, ...) * (lambda - lhat)^2\n}\n\nplot_loglik = ggplot() +\ngeom_function(\n fun = loglik, \n aes(col = \"true log-likelihood\"), \n n = 1001) +\ngeom_function(\n fun = approx_loglik, \n aes(col = \"approximate log-likelihood\"),\n n = 1001, \n args = list(lhat = cur_lambda_est)) +\ngeom_point(\n size = point_size,\n aes(x = cur_lambda_est, y = loglik(lambda = cur_lambda_est),\n col = \"current estimate\")\n) +\ngeom_point(\nsize = point_size,\naes(\nx = xbar,\ny = loglik(xbar),\ncol = \"true MLE\"\n)\n) +\nxlim(min(cyclones$number) - 1, max(cyclones$number)) +\nylab(\"l'(lambda)\") +\nxlab('lambda')\n\nprint(plot_loglik)\n\n\n\nFigure E.10: log-likelihood of Dobson cyclone data and approximate log-likelihood function\n\n\n\n\n\n\n\n\n\nThe approximate score function, \\(\\ell'^*(\\lambda)\\), is a linear function of \\(\\lambda\\), so it is easy to solve the corresponding approximate score equation, \\(\\ell'^*(\\lambda) = 0\\), for \\(\\lambda\\):\n\n\\[\n\\begin{aligned}\n\\lambda\n&= {\\widehat{\\lambda}}^*- \\ell'({\\widehat{\\lambda}}^*) \\cdot\\left(\\ell''({\\widehat{\\lambda}}^*)\\right)^{-1}\n\\\\ &= 4.375\n\\end{aligned}\n\\]\n\nShow R codenew_lambda_est <- \n cur_lambda_est - \n score(cur_lambda_est) * hessian(cur_lambda_est)^-1\n\n\n\n\nShow R codeplot2 = plot1 + \ngeom_point(\nsize = point_size,\naes(\nx = new_lambda_est,\ny = 0,\ncol = \"new estimate\"\n)) +\ngeom_segment(\narrow = grid::arrow(),\nlinewidth = 2,\nalpha = .7,\naes(\nx = cur_lambda_est, \ny = approx_score(\nlhat = cur_lambda_est, \nlambda = cur_lambda_est),\nxend = new_lambda_est, \nyend = 0,\ncol = \"update\"\n)\n)\nprint(plot2)\n\n\n\nFigure E.11: score function of Dobson cyclone data and approximate score function\n\n\n\n\n\n\n\n\n\nSo we update \\({\\widehat{\\lambda}}^*\\leftarrow 4.375\\) and repeat our estimation process:\n\n\nShow R codeplot2 +\ngeom_function(\n fun = approx_score, \n aes(col = \"new approximate score function\"),\n n = 1001, \n args = list(lhat = new_lambda_est)) +\ngeom_point(\n size = point_size,\n aes(x = new_lambda_est, y = score(lambda = new_lambda_est),\n col = \"new estimate\")\n)\n\n\n\nFigure E.12: score function of Dobson cyclone data and approximate score function\n\n\n\n\n\n\n\n\n\nWe repeat this process until the likelihood converges:\n\n\nShow R codelibrary(tibble)\ncur_lambda_est = 3 # restarting\ndiff_loglik = Inf\ntolerance = 10^-4\nmax_iter = 100\nNR_info = tibble(\n iteration = 0,\n lambda = cur_lambda_est |> num(digits = 4),\n likelihood = lik(cur_lambda_est),\n `log(likelihood)` = loglik(cur_lambda_est) |> num(digits = 4),\n score = score(cur_lambda_est),\n hessian = hessian(cur_lambda_est)\n)\n\nfor (cur_iter in 1:max_iter)\n{\n\nnew_lambda_est <- \n cur_lambda_est - score(cur_lambda_est) * hessian(cur_lambda_est)^-1\n\ndiff_loglik = loglik(new_lambda_est) - loglik(cur_lambda_est)\n\nnew_NR_info = tibble(\n iteration = cur_iter,\n lambda = new_lambda_est,\n likelihood = lik(new_lambda_est),\n `log(likelihood)` = loglik(new_lambda_est),\n score = score(new_lambda_est),\n hessian = hessian(new_lambda_est),\n `diff(loglik)` = diff_loglik\n)\n\nNR_info = NR_info |> bind_rows(new_NR_info)\n\ncur_lambda_est = new_lambda_est\n\nif(abs(diff_loglik) < tolerance) break\n\n}\n\nNR_info\n\n\nTable E.3: Convergence of Newton-Raphson Algorithm for finding MLE of cyclone data\n\n\n\n \n\n\n\n\n\n\n\nCompare with Exercise E.17\n\n\n\nShow R codell_plot + \ngeom_segment(\ndata = NR_info,\narrow = grid::arrow(),\n# linewidth = 2,\nalpha = .7,\naes(\nx = lambda,\nxend = lead(lambda),\ny = `log(likelihood)`,\nyend = lead(`log(likelihood)`),\ncol = factor(iteration)\n)\n)\n\n\n\nFigure E.13: Newton-Raphson algorithm for finding MLE of model E.6 for cyclone data", "crumbs": [ "Appendices", "E  Introduction to Maximum Likelihood Inference" diff --git a/site_libs/crosstalk-1.2.0/css/crosstalk.min.css b/site_libs/crosstalk-1.2.0/css/crosstalk.min.css deleted file mode 100644 index 6b4538284..000000000 --- a/site_libs/crosstalk-1.2.0/css/crosstalk.min.css +++ /dev/null @@ -1 +0,0 @@ -.container-fluid.crosstalk-bscols{margin-left:-30px;margin-right:-30px;white-space:normal}body>.container-fluid.crosstalk-bscols{margin-left:auto;margin-right:auto}.crosstalk-input-checkboxgroup .crosstalk-options-group .crosstalk-options-column{display:inline-block;padding-right:12px;vertical-align:top}@media only screen and (max-width: 480px){.crosstalk-input-checkboxgroup .crosstalk-options-group .crosstalk-options-column{display:block;padding-right:inherit}}.crosstalk-input{margin-bottom:15px}.crosstalk-input .control-label{margin-bottom:0;vertical-align:middle}.crosstalk-input input[type="checkbox"]{margin:4px 0 0;margin-top:1px;line-height:normal}.crosstalk-input .checkbox{position:relative;display:block;margin-top:10px;margin-bottom:10px}.crosstalk-input .checkbox>label{padding-left:20px;margin-bottom:0;font-weight:400;cursor:pointer}.crosstalk-input .checkbox input[type="checkbox"],.crosstalk-input .checkbox-inline input[type="checkbox"]{position:absolute;margin-top:2px;margin-left:-20px}.crosstalk-input .checkbox+.checkbox{margin-top:-5px}.crosstalk-input .checkbox-inline{position:relative;display:inline-block;padding-left:20px;margin-bottom:0;font-weight:400;vertical-align:middle;cursor:pointer}.crosstalk-input .checkbox-inline+.checkbox-inline{margin-top:0;margin-left:10px} diff --git a/site_libs/crosstalk-1.2.0/js/crosstalk.js b/site_libs/crosstalk-1.2.0/js/crosstalk.js deleted file mode 100644 index fd9eb53d2..000000000 --- a/site_libs/crosstalk-1.2.0/js/crosstalk.js +++ /dev/null @@ -1,1474 +0,0 @@ -(function(){function e(t,n,r){function s(o,u){if(!n[o]){if(!t[o]){var a=typeof require=="function"&&require;if(!u&&a)return a(o,!0);if(i)return i(o,!0);var f=new Error("Cannot find module '"+o+"'");throw f.code="MODULE_NOT_FOUND",f}var l=n[o]={exports:{}};t[o][0].call(l.exports,function(e){var n=t[o][1][e];return s(n?n:e)},l,l.exports,e,t,n,r)}return n[o].exports}var i=typeof require=="function"&&require;for(var o=0;o b) { - return 1; - } -} - -/** - * @private - */ - -var FilterSet = function () { - function FilterSet() { - _classCallCheck(this, FilterSet); - - this.reset(); - } - - _createClass(FilterSet, [{ - key: "reset", - value: function reset() { - // Key: handle ID, Value: array of selected keys, or null - this._handles = {}; - // Key: key string, Value: count of handles that include it - this._keys = {}; - this._value = null; - this._activeHandles = 0; - } - }, { - key: "update", - value: function update(handleId, keys) { - if (keys !== null) { - keys = keys.slice(0); // clone before sorting - keys.sort(naturalComparator); - } - - var _diffSortedLists = (0, _util.diffSortedLists)(this._handles[handleId], keys), - added = _diffSortedLists.added, - removed = _diffSortedLists.removed; - - this._handles[handleId] = keys; - - for (var i = 0; i < added.length; i++) { - this._keys[added[i]] = (this._keys[added[i]] || 0) + 1; - } - for (var _i = 0; _i < removed.length; _i++) { - this._keys[removed[_i]]--; - } - - this._updateValue(keys); - } - - /** - * @param {string[]} keys Sorted array of strings that indicate - * a superset of possible keys. - * @private - */ - - }, { - key: "_updateValue", - value: function _updateValue() { - var keys = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : this._allKeys; - - var handleCount = Object.keys(this._handles).length; - if (handleCount === 0) { - this._value = null; - } else { - this._value = []; - for (var i = 0; i < keys.length; i++) { - var count = this._keys[keys[i]]; - if (count === handleCount) { - this._value.push(keys[i]); - } - } - } - } - }, { - key: "clear", - value: function clear(handleId) { - if (typeof this._handles[handleId] === "undefined") { - return; - } - - var keys = this._handles[handleId]; - if (!keys) { - keys = []; - } - - for (var i = 0; i < keys.length; i++) { - this._keys[keys[i]]--; - } - delete this._handles[handleId]; - - this._updateValue(); - } - }, { - key: "value", - get: function get() { - return this._value; - } - }, { - key: "_allKeys", - get: function get() { - var allKeys = Object.keys(this._keys); - allKeys.sort(naturalComparator); - return allKeys; - } - }]); - - return FilterSet; -}(); - -exports.default = FilterSet; - -},{"./util":11}],4:[function(require,module,exports){ -(function (global){ -"use strict"; - -Object.defineProperty(exports, "__esModule", { - value: true -}); - -var _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if ("value" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }(); - -var _typeof = typeof Symbol === "function" && typeof Symbol.iterator === "symbol" ? function (obj) { return typeof obj; } : function (obj) { return obj && typeof Symbol === "function" && obj.constructor === Symbol && obj !== Symbol.prototype ? "symbol" : typeof obj; }; - -exports.default = group; - -var _var2 = require("./var"); - -var _var3 = _interopRequireDefault(_var2); - -function _interopRequireDefault(obj) { return obj && obj.__esModule ? obj : { default: obj }; } - -function _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError("Cannot call a class as a function"); } } - -// Use a global so that multiple copies of crosstalk.js can be loaded and still -// have groups behave as singletons across all copies. -global.__crosstalk_groups = global.__crosstalk_groups || {}; -var groups = global.__crosstalk_groups; - -function group(groupName) { - if (groupName && typeof groupName === "string") { - if (!groups.hasOwnProperty(groupName)) { - groups[groupName] = new Group(groupName); - } - return groups[groupName]; - } else if ((typeof groupName === "undefined" ? "undefined" : _typeof(groupName)) === "object" && groupName._vars && groupName.var) { - // Appears to already be a group object - return groupName; - } else if (Array.isArray(groupName) && groupName.length == 1 && typeof groupName[0] === "string") { - return group(groupName[0]); - } else { - throw new Error("Invalid groupName argument"); - } -} - -var Group = function () { - function Group(name) { - _classCallCheck(this, Group); - - this.name = name; - this._vars = {}; - } - - _createClass(Group, [{ - key: "var", - value: function _var(name) { - if (!name || typeof name !== "string") { - throw new Error("Invalid var name"); - } - - if (!this._vars.hasOwnProperty(name)) this._vars[name] = new _var3.default(this, name); - return this._vars[name]; - } - }, { - key: "has", - value: function has(name) { - if (!name || typeof name !== "string") { - throw new Error("Invalid var name"); - } - - return this._vars.hasOwnProperty(name); - } - }]); - - return Group; -}(); - -}).call(this,typeof global !== "undefined" ? global : typeof self !== "undefined" ? self : typeof window !== "undefined" ? window : {}) - -},{"./var":12}],5:[function(require,module,exports){ -(function (global){ -"use strict"; - -Object.defineProperty(exports, "__esModule", { - value: true -}); - -var _group = require("./group"); - -var _group2 = _interopRequireDefault(_group); - -var _selection = require("./selection"); - -var _filter = require("./filter"); - -var _input = require("./input"); - -require("./input_selectize"); - -require("./input_checkboxgroup"); - -require("./input_slider"); - -function _interopRequireDefault(obj) { return obj && obj.__esModule ? obj : { default: obj }; } - -var defaultGroup = (0, _group2.default)("default"); - -function var_(name) { - return defaultGroup.var(name); -} - -function has(name) { - return defaultGroup.has(name); -} - -if (global.Shiny) { - global.Shiny.addCustomMessageHandler("update-client-value", function (message) { - if (typeof message.group === "string") { - (0, _group2.default)(message.group).var(message.name).set(message.value); - } else { - var_(message.name).set(message.value); - } - }); -} - -var crosstalk = { - group: _group2.default, - var: var_, - has: has, - SelectionHandle: _selection.SelectionHandle, - FilterHandle: _filter.FilterHandle, - bind: _input.bind -}; - -/** - * @namespace crosstalk - */ -exports.default = crosstalk; - -global.crosstalk = crosstalk; - -}).call(this,typeof global !== "undefined" ? global : typeof self !== "undefined" ? self : typeof window !== "undefined" ? window : {}) - -},{"./filter":2,"./group":4,"./input":6,"./input_checkboxgroup":7,"./input_selectize":8,"./input_slider":9,"./selection":10}],6:[function(require,module,exports){ -(function (global){ -"use strict"; - -Object.defineProperty(exports, "__esModule", { - value: true -}); -exports.register = register; -exports.bind = bind; -var $ = global.jQuery; - -var bindings = {}; - -function register(reg) { - bindings[reg.className] = reg; - if (global.document && global.document.readyState !== "complete") { - $(function () { - bind(); - }); - } else if (global.document) { - setTimeout(bind, 100); - } -} - -function bind() { - Object.keys(bindings).forEach(function (className) { - var binding = bindings[className]; - $("." + binding.className).not(".crosstalk-input-bound").each(function (i, el) { - bindInstance(binding, el); - }); - }); -} - -// Escape jQuery identifier -function $escape(val) { - return val.replace(/([!"#$%&'()*+,./:;<=>?@[\\\]^`{|}~])/g, "\\$1"); -} - -function bindEl(el) { - var $el = $(el); - Object.keys(bindings).forEach(function (className) { - if ($el.hasClass(className) && !$el.hasClass("crosstalk-input-bound")) { - var binding = bindings[className]; - bindInstance(binding, el); - } - }); -} - -function bindInstance(binding, el) { - var jsonEl = $(el).find("script[type='application/json'][data-for='" + $escape(el.id) + "']"); - var data = JSON.parse(jsonEl[0].innerText); - - var instance = binding.factory(el, data); - $(el).data("crosstalk-instance", instance); - $(el).addClass("crosstalk-input-bound"); -} - -if (global.Shiny) { - var inputBinding = new global.Shiny.InputBinding(); - var _$ = global.jQuery; - _$.extend(inputBinding, { - find: function find(scope) { - return _$(scope).find(".crosstalk-input"); - }, - initialize: function initialize(el) { - if (!_$(el).hasClass("crosstalk-input-bound")) { - bindEl(el); - } - }, - getId: function getId(el) { - return el.id; - }, - getValue: function getValue(el) {}, - setValue: function setValue(el, value) {}, - receiveMessage: function receiveMessage(el, data) {}, - subscribe: function subscribe(el, callback) { - _$(el).data("crosstalk-instance").resume(); - }, - unsubscribe: function unsubscribe(el) { - _$(el).data("crosstalk-instance").suspend(); - } - }); - global.Shiny.inputBindings.register(inputBinding, "crosstalk.inputBinding"); -} - -}).call(this,typeof global !== "undefined" ? global : typeof self !== "undefined" ? self : typeof window !== "undefined" ? window : {}) - -},{}],7:[function(require,module,exports){ -(function (global){ -"use strict"; - -var _input = require("./input"); - -var input = _interopRequireWildcard(_input); - -var _filter = require("./filter"); - -function _interopRequireWildcard(obj) { if (obj && obj.__esModule) { return obj; } else { var newObj = {}; if (obj != null) { for (var key in obj) { if (Object.prototype.hasOwnProperty.call(obj, key)) newObj[key] = obj[key]; } } newObj.default = obj; return newObj; } } - -var $ = global.jQuery; - -input.register({ - className: "crosstalk-input-checkboxgroup", - - factory: function factory(el, data) { - /* - * map: {"groupA": ["keyA", "keyB", ...], ...} - * group: "ct-groupname" - */ - var ctHandle = new _filter.FilterHandle(data.group); - - var lastKnownKeys = void 0; - var $el = $(el); - $el.on("change", "input[type='checkbox']", function () { - var checked = $el.find("input[type='checkbox']:checked"); - if (checked.length === 0) { - lastKnownKeys = null; - ctHandle.clear(); - } else { - var keys = {}; - checked.each(function () { - data.map[this.value].forEach(function (key) { - keys[key] = true; - }); - }); - var keyArray = Object.keys(keys); - keyArray.sort(); - lastKnownKeys = keyArray; - ctHandle.set(keyArray); - } - }); - - return { - suspend: function suspend() { - ctHandle.clear(); - }, - resume: function resume() { - if (lastKnownKeys) ctHandle.set(lastKnownKeys); - } - }; - } -}); - -}).call(this,typeof global !== "undefined" ? global : typeof self !== "undefined" ? self : typeof window !== "undefined" ? window : {}) - -},{"./filter":2,"./input":6}],8:[function(require,module,exports){ -(function (global){ -"use strict"; - -var _input = require("./input"); - -var input = _interopRequireWildcard(_input); - -var _util = require("./util"); - -var util = _interopRequireWildcard(_util); - -var _filter = require("./filter"); - -function _interopRequireWildcard(obj) { if (obj && obj.__esModule) { return obj; } else { var newObj = {}; if (obj != null) { for (var key in obj) { if (Object.prototype.hasOwnProperty.call(obj, key)) newObj[key] = obj[key]; } } newObj.default = obj; return newObj; } } - -var $ = global.jQuery; - -input.register({ - className: "crosstalk-input-select", - - factory: function factory(el, data) { - /* - * items: {value: [...], label: [...]} - * map: {"groupA": ["keyA", "keyB", ...], ...} - * group: "ct-groupname" - */ - - var first = [{ value: "", label: "(All)" }]; - var items = util.dataframeToD3(data.items); - var opts = { - options: first.concat(items), - valueField: "value", - labelField: "label", - searchField: "label" - }; - - var select = $(el).find("select")[0]; - - var selectize = $(select).selectize(opts)[0].selectize; - - var ctHandle = new _filter.FilterHandle(data.group); - - var lastKnownKeys = void 0; - selectize.on("change", function () { - if (selectize.items.length === 0) { - lastKnownKeys = null; - ctHandle.clear(); - } else { - var keys = {}; - selectize.items.forEach(function (group) { - data.map[group].forEach(function (key) { - keys[key] = true; - }); - }); - var keyArray = Object.keys(keys); - keyArray.sort(); - lastKnownKeys = keyArray; - ctHandle.set(keyArray); - } - }); - - return { - suspend: function suspend() { - ctHandle.clear(); - }, - resume: function resume() { - if (lastKnownKeys) ctHandle.set(lastKnownKeys); - } - }; - } -}); - -}).call(this,typeof global !== "undefined" ? global : typeof self !== "undefined" ? self : typeof window !== "undefined" ? window : {}) - -},{"./filter":2,"./input":6,"./util":11}],9:[function(require,module,exports){ -(function (global){ -"use strict"; - -var _slicedToArray = function () { function sliceIterator(arr, i) { var _arr = []; var _n = true; var _d = false; var _e = undefined; try { for (var _i = arr[Symbol.iterator](), _s; !(_n = (_s = _i.next()).done); _n = true) { _arr.push(_s.value); if (i && _arr.length === i) break; } } catch (err) { _d = true; _e = err; } finally { try { if (!_n && _i["return"]) _i["return"](); } finally { if (_d) throw _e; } } return _arr; } return function (arr, i) { if (Array.isArray(arr)) { return arr; } else if (Symbol.iterator in Object(arr)) { return sliceIterator(arr, i); } else { throw new TypeError("Invalid attempt to destructure non-iterable instance"); } }; }(); - -var _input = require("./input"); - -var input = _interopRequireWildcard(_input); - -var _filter = require("./filter"); - -function _interopRequireWildcard(obj) { if (obj && obj.__esModule) { return obj; } else { var newObj = {}; if (obj != null) { for (var key in obj) { if (Object.prototype.hasOwnProperty.call(obj, key)) newObj[key] = obj[key]; } } newObj.default = obj; return newObj; } } - -var $ = global.jQuery; -var strftime = global.strftime; - -input.register({ - className: "crosstalk-input-slider", - - factory: function factory(el, data) { - /* - * map: {"groupA": ["keyA", "keyB", ...], ...} - * group: "ct-groupname" - */ - var ctHandle = new _filter.FilterHandle(data.group); - - var opts = {}; - var $el = $(el).find("input"); - var dataType = $el.data("data-type"); - var timeFormat = $el.data("time-format"); - var round = $el.data("round"); - var timeFormatter = void 0; - - // Set up formatting functions - if (dataType === "date") { - timeFormatter = strftime.utc(); - opts.prettify = function (num) { - return timeFormatter(timeFormat, new Date(num)); - }; - } else if (dataType === "datetime") { - var timezone = $el.data("timezone"); - if (timezone) timeFormatter = strftime.timezone(timezone);else timeFormatter = strftime; - - opts.prettify = function (num) { - return timeFormatter(timeFormat, new Date(num)); - }; - } else if (dataType === "number") { - if (typeof round !== "undefined") opts.prettify = function (num) { - var factor = Math.pow(10, round); - return Math.round(num * factor) / factor; - }; - } - - $el.ionRangeSlider(opts); - - function getValue() { - var result = $el.data("ionRangeSlider").result; - - // Function for converting numeric value from slider to appropriate type. - var convert = void 0; - var dataType = $el.data("data-type"); - if (dataType === "date") { - convert = function convert(val) { - return formatDateUTC(new Date(+val)); - }; - } else if (dataType === "datetime") { - convert = function convert(val) { - // Convert ms to s - return +val / 1000; - }; - } else { - convert = function convert(val) { - return +val; - }; - } - - if ($el.data("ionRangeSlider").options.type === "double") { - return [convert(result.from), convert(result.to)]; - } else { - return convert(result.from); - } - } - - var lastKnownKeys = null; - - $el.on("change.crosstalkSliderInput", function (event) { - if (!$el.data("updating") && !$el.data("animating")) { - var _getValue = getValue(), - _getValue2 = _slicedToArray(_getValue, 2), - from = _getValue2[0], - to = _getValue2[1]; - - var keys = []; - for (var i = 0; i < data.values.length; i++) { - var val = data.values[i]; - if (val >= from && val <= to) { - keys.push(data.keys[i]); - } - } - keys.sort(); - ctHandle.set(keys); - lastKnownKeys = keys; - } - }); - - // let $el = $(el); - // $el.on("change", "input[type="checkbox"]", function() { - // let checked = $el.find("input[type="checkbox"]:checked"); - // if (checked.length === 0) { - // ctHandle.clear(); - // } else { - // let keys = {}; - // checked.each(function() { - // data.map[this.value].forEach(function(key) { - // keys[key] = true; - // }); - // }); - // let keyArray = Object.keys(keys); - // keyArray.sort(); - // ctHandle.set(keyArray); - // } - // }); - - return { - suspend: function suspend() { - ctHandle.clear(); - }, - resume: function resume() { - if (lastKnownKeys) ctHandle.set(lastKnownKeys); - } - }; - } -}); - -// Convert a number to a string with leading zeros -function padZeros(n, digits) { - var str = n.toString(); - while (str.length < digits) { - str = "0" + str; - }return str; -} - -// Given a Date object, return a string in yyyy-mm-dd format, using the -// UTC date. This may be a day off from the date in the local time zone. -function formatDateUTC(date) { - if (date instanceof Date) { - return date.getUTCFullYear() + "-" + padZeros(date.getUTCMonth() + 1, 2) + "-" + padZeros(date.getUTCDate(), 2); - } else { - return null; - } -} - -}).call(this,typeof global !== "undefined" ? global : typeof self !== "undefined" ? self : typeof window !== "undefined" ? window : {}) - -},{"./filter":2,"./input":6}],10:[function(require,module,exports){ -"use strict"; - -Object.defineProperty(exports, "__esModule", { - value: true -}); -exports.SelectionHandle = undefined; - -var _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if ("value" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }(); - -var _events = require("./events"); - -var _events2 = _interopRequireDefault(_events); - -var _group = require("./group"); - -var _group2 = _interopRequireDefault(_group); - -var _util = require("./util"); - -var util = _interopRequireWildcard(_util); - -function _interopRequireWildcard(obj) { if (obj && obj.__esModule) { return obj; } else { var newObj = {}; if (obj != null) { for (var key in obj) { if (Object.prototype.hasOwnProperty.call(obj, key)) newObj[key] = obj[key]; } } newObj.default = obj; return newObj; } } - -function _interopRequireDefault(obj) { return obj && obj.__esModule ? obj : { default: obj }; } - -function _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError("Cannot call a class as a function"); } } - -/** - * Use this class to read and write (and listen for changes to) the selection - * for a Crosstalk group. This is intended to be used for linked brushing. - * - * If two (or more) `SelectionHandle` instances in the same webpage share the - * same group name, they will share the same state. Setting the selection using - * one `SelectionHandle` instance will result in the `value` property instantly - * changing across the others, and `"change"` event listeners on all instances - * (including the one that initiated the sending) will fire. - * - * @param {string} [group] - The name of the Crosstalk group, or if none, - * null or undefined (or any other falsy value). This can be changed later - * via the [SelectionHandle#setGroup](#setGroup) method. - * @param {Object} [extraInfo] - An object whose properties will be copied to - * the event object whenever an event is emitted. - */ -var SelectionHandle = exports.SelectionHandle = function () { - function SelectionHandle() { - var group = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : null; - var extraInfo = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : null; - - _classCallCheck(this, SelectionHandle); - - this._eventRelay = new _events2.default(); - this._emitter = new util.SubscriptionTracker(this._eventRelay); - - // Name of the group we're currently tracking, if any. Can change over time. - this._group = null; - // The Var we're currently tracking, if any. Can change over time. - this._var = null; - // The event handler subscription we currently have on var.on("change"). - this._varOnChangeSub = null; - - this._extraInfo = util.extend({ sender: this }, extraInfo); - - this.setGroup(group); - } - - /** - * Changes the Crosstalk group membership of this SelectionHandle. The group - * being switched away from (if any) will not have its selection value - * modified as a result of calling `setGroup`, even if this handle was the - * most recent handle to set the selection of the group. - * - * The group being switched to (if any) will also not have its selection value - * modified as a result of calling `setGroup`. If you want to set the - * selection value of the new group, call `set` explicitly. - * - * @param {string} group - The name of the Crosstalk group, or null (or - * undefined) to clear the group. - */ - - - _createClass(SelectionHandle, [{ - key: "setGroup", - value: function setGroup(group) { - var _this = this; - - // If group is unchanged, do nothing - if (this._group === group) return; - // Treat null, undefined, and other falsy values the same - if (!this._group && !group) return; - - if (this._var) { - this._var.off("change", this._varOnChangeSub); - this._var = null; - this._varOnChangeSub = null; - } - - this._group = group; - - if (group) { - this._var = (0, _group2.default)(group).var("selection"); - var sub = this._var.on("change", function (e) { - _this._eventRelay.trigger("change", e, _this); - }); - this._varOnChangeSub = sub; - } - } - - /** - * Retrieves the current selection for the group represented by this - * `SelectionHandle`. - * - * - If no selection is active, then this value will be falsy. - * - If a selection is active, but no data points are selected, then this - * value will be an empty array. - * - If a selection is active, and data points are selected, then the keys - * of the selected data points will be present in the array. - */ - - }, { - key: "_mergeExtraInfo", - - - /** - * Combines the given `extraInfo` (if any) with the handle's default - * `_extraInfo` (if any). - * @private - */ - value: function _mergeExtraInfo(extraInfo) { - // Important incidental effect: shallow clone is returned - return util.extend({}, this._extraInfo ? this._extraInfo : null, extraInfo ? extraInfo : null); - } - - /** - * Overwrites the current selection for the group, and raises the `"change"` - * event among all of the group's '`SelectionHandle` instances (including - * this one). - * - * @fires SelectionHandle#change - * @param {string[]} selectedKeys - Falsy, empty array, or array of keys (see - * {@link SelectionHandle#value}). - * @param {Object} [extraInfo] - Extra properties to be included on the event - * object that's passed to listeners (in addition to any options that were - * passed into the `SelectionHandle` constructor). - */ - - }, { - key: "set", - value: function set(selectedKeys, extraInfo) { - if (this._var) this._var.set(selectedKeys, this._mergeExtraInfo(extraInfo)); - } - - /** - * Overwrites the current selection for the group, and raises the `"change"` - * event among all of the group's '`SelectionHandle` instances (including - * this one). - * - * @fires SelectionHandle#change - * @param {Object} [extraInfo] - Extra properties to be included on the event - * object that's passed to listeners (in addition to any that were passed - * into the `SelectionHandle` constructor). - */ - - }, { - key: "clear", - value: function clear(extraInfo) { - if (this._var) this.set(void 0, this._mergeExtraInfo(extraInfo)); - } - - /** - * Subscribes to events on this `SelectionHandle`. - * - * @param {string} eventType - Indicates the type of events to listen to. - * Currently, only `"change"` is supported. - * @param {SelectionHandle~listener} listener - The callback function that - * will be invoked when the event occurs. - * @return {string} - A token to pass to {@link SelectionHandle#off} to cancel - * this subscription. - */ - - }, { - key: "on", - value: function on(eventType, listener) { - return this._emitter.on(eventType, listener); - } - - /** - * Cancels event subscriptions created by {@link SelectionHandle#on}. - * - * @param {string} eventType - The type of event to unsubscribe. - * @param {string|SelectionHandle~listener} listener - Either the callback - * function previously passed into {@link SelectionHandle#on}, or the - * string that was returned from {@link SelectionHandle#on}. - */ - - }, { - key: "off", - value: function off(eventType, listener) { - return this._emitter.off(eventType, listener); - } - - /** - * Shuts down the `SelectionHandle` object. - * - * Removes all event listeners that were added through this handle. - */ - - }, { - key: "close", - value: function close() { - this._emitter.removeAllListeners(); - this.setGroup(null); - } - }, { - key: "value", - get: function get() { - return this._var ? this._var.get() : null; - } - }]); - - return SelectionHandle; -}(); - -/** - * @callback SelectionHandle~listener - * @param {Object} event - An object containing details of the event. For - * `"change"` events, this includes the properties `value` (the new - * value of the selection, or `undefined` if no selection is active), - * `oldValue` (the previous value of the selection), and `sender` (the - * `SelectionHandle` instance that made the change). - */ - -/** - * @event SelectionHandle#change - * @type {object} - * @property {object} value - The new value of the selection, or `undefined` - * if no selection is active. - * @property {object} oldValue - The previous value of the selection. - * @property {SelectionHandle} sender - The `SelectionHandle` instance that - * changed the value. - */ - -},{"./events":1,"./group":4,"./util":11}],11:[function(require,module,exports){ -"use strict"; - -Object.defineProperty(exports, "__esModule", { - value: true -}); - -var _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if ("value" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }(); - -var _typeof = typeof Symbol === "function" && typeof Symbol.iterator === "symbol" ? function (obj) { return typeof obj; } : function (obj) { return obj && typeof Symbol === "function" && obj.constructor === Symbol && obj !== Symbol.prototype ? "symbol" : typeof obj; }; - -exports.extend = extend; -exports.checkSorted = checkSorted; -exports.diffSortedLists = diffSortedLists; -exports.dataframeToD3 = dataframeToD3; - -function _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError("Cannot call a class as a function"); } } - -function extend(target) { - for (var _len = arguments.length, sources = Array(_len > 1 ? _len - 1 : 0), _key = 1; _key < _len; _key++) { - sources[_key - 1] = arguments[_key]; - } - - for (var i = 0; i < sources.length; i++) { - var src = sources[i]; - if (typeof src === "undefined" || src === null) continue; - - for (var key in src) { - if (src.hasOwnProperty(key)) { - target[key] = src[key]; - } - } - } - return target; -} - -function checkSorted(list) { - for (var i = 1; i < list.length; i++) { - if (list[i] <= list[i - 1]) { - throw new Error("List is not sorted or contains duplicate"); - } - } -} - -function diffSortedLists(a, b) { - var i_a = 0; - var i_b = 0; - - if (!a) a = []; - if (!b) b = []; - - var a_only = []; - var b_only = []; - - checkSorted(a); - checkSorted(b); - - while (i_a < a.length && i_b < b.length) { - if (a[i_a] === b[i_b]) { - i_a++; - i_b++; - } else if (a[i_a] < b[i_b]) { - a_only.push(a[i_a++]); - } else { - b_only.push(b[i_b++]); - } - } - - if (i_a < a.length) a_only = a_only.concat(a.slice(i_a)); - if (i_b < b.length) b_only = b_only.concat(b.slice(i_b)); - return { - removed: a_only, - added: b_only - }; -} - -// Convert from wide: { colA: [1,2,3], colB: [4,5,6], ... } -// to long: [ {colA: 1, colB: 4}, {colA: 2, colB: 5}, ... ] -function dataframeToD3(df) { - var names = []; - var length = void 0; - for (var name in df) { - if (df.hasOwnProperty(name)) names.push(name); - if (_typeof(df[name]) !== "object" || typeof df[name].length === "undefined") { - throw new Error("All fields must be arrays"); - } else if (typeof length !== "undefined" && length !== df[name].length) { - throw new Error("All fields must be arrays of the same length"); - } - length = df[name].length; - } - var results = []; - var item = void 0; - for (var row = 0; row < length; row++) { - item = {}; - for (var col = 0; col < names.length; col++) { - item[names[col]] = df[names[col]][row]; - } - results.push(item); - } - return results; -} - -/** - * Keeps track of all event listener additions/removals and lets all active - * listeners be removed with a single operation. - * - * @private - */ - -var SubscriptionTracker = exports.SubscriptionTracker = function () { - function SubscriptionTracker(emitter) { - _classCallCheck(this, SubscriptionTracker); - - this._emitter = emitter; - this._subs = {}; - } - - _createClass(SubscriptionTracker, [{ - key: "on", - value: function on(eventType, listener) { - var sub = this._emitter.on(eventType, listener); - this._subs[sub] = eventType; - return sub; - } - }, { - key: "off", - value: function off(eventType, listener) { - var sub = this._emitter.off(eventType, listener); - if (sub) { - delete this._subs[sub]; - } - return sub; - } - }, { - key: "removeAllListeners", - value: function removeAllListeners() { - var _this = this; - - var current_subs = this._subs; - this._subs = {}; - Object.keys(current_subs).forEach(function (sub) { - _this._emitter.off(current_subs[sub], sub); - }); - } - }]); - - return SubscriptionTracker; -}(); - -},{}],12:[function(require,module,exports){ -(function (global){ -"use strict"; - -Object.defineProperty(exports, "__esModule", { - value: true -}); - -var _typeof = typeof Symbol === "function" && typeof Symbol.iterator === "symbol" ? function (obj) { return typeof obj; } : function (obj) { return obj && typeof Symbol === "function" && obj.constructor === Symbol && obj !== Symbol.prototype ? "symbol" : typeof obj; }; - -var _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if ("value" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }(); - -var _events = require("./events"); - -var _events2 = _interopRequireDefault(_events); - -function _interopRequireDefault(obj) { return obj && obj.__esModule ? obj : { default: obj }; } - -function _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError("Cannot call a class as a function"); } } - -var Var = function () { - function Var(group, name, /*optional*/value) { - _classCallCheck(this, Var); - - this._group = group; - this._name = name; - this._value = value; - this._events = new _events2.default(); - } - - _createClass(Var, [{ - key: "get", - value: function get() { - return this._value; - } - }, { - key: "set", - value: function set(value, /*optional*/event) { - if (this._value === value) { - // Do nothing; the value hasn't changed - return; - } - var oldValue = this._value; - this._value = value; - // Alert JavaScript listeners that the value has changed - var evt = {}; - if (event && (typeof event === "undefined" ? "undefined" : _typeof(event)) === "object") { - for (var k in event) { - if (event.hasOwnProperty(k)) evt[k] = event[k]; - } - } - evt.oldValue = oldValue; - evt.value = value; - this._events.trigger("change", evt, this); - - // TODO: Make this extensible, to let arbitrary back-ends know that - // something has changed - if (global.Shiny && global.Shiny.onInputChange) { - global.Shiny.onInputChange(".clientValue-" + (this._group.name !== null ? this._group.name + "-" : "") + this._name, typeof value === "undefined" ? null : value); - } - } - }, { - key: "on", - value: function on(eventType, listener) { - return this._events.on(eventType, listener); - } - }, { - key: "off", - value: function off(eventType, listener) { - return this._events.off(eventType, listener); - } - }]); - - return Var; -}(); - -exports.default = Var; - -}).call(this,typeof global !== "undefined" ? global : typeof self !== "undefined" ? self : typeof window !== "undefined" ? window : {}) - -},{"./events":1}]},{},[5]) -//# sourceMappingURL=crosstalk.js.map diff --git a/site_libs/crosstalk-1.2.0/js/crosstalk.js.map b/site_libs/crosstalk-1.2.0/js/crosstalk.js.map deleted file mode 100644 index cff94f089..000000000 --- a/site_libs/crosstalk-1.2.0/js/crosstalk.js.map +++ /dev/null @@ -1,37 +0,0 @@ -{ - "version": 3, - "sources": [ - "node_modules/browser-pack/_prelude.js", - "javascript/src/events.js", - "javascript/src/filter.js", - "javascript/src/filterset.js", - "javascript/src/group.js", - "javascript/src/index.js", - "javascript/src/input.js", - "javascript/src/input_checkboxgroup.js", - "javascript/src/input_selectize.js", - "javascript/src/input_slider.js", - "javascript/src/selection.js", - "javascript/src/util.js", - "javascript/src/var.js" - ], - "names": [], - "mappings": "AAAA;;;;;;;;;;;ICAqB,M;AACnB,oBAAc;AAAA;;AACZ,SAAK,MAAL,GAAc,EAAd;AACA,SAAK,IAAL,GAAY,CAAZ;AACD;;;;uBAEE,S,EAAW,Q,EAAU;AACtB,UAAI,OAAO,KAAK,MAAL,CAAY,SAAZ,CAAX;AACA,UAAI,CAAC,IAAL,EAAW;AACT,eAAO,KAAK,MAAL,CAAY,SAAZ,IAAyB,EAAhC;AACD;AACD,UAAI,MAAM,QAAS,KAAK,IAAL,EAAnB;AACA,WAAK,GAAL,IAAY,QAAZ;AACA,aAAO,GAAP;AACD;;AAED;;;;wBACI,S,EAAW,Q,EAAU;AACvB,UAAI,OAAO,KAAK,MAAL,CAAY,SAAZ,CAAX;AACA,UAAI,OAAO,QAAP,KAAqB,UAAzB,EAAqC;AACnC,aAAK,IAAI,GAAT,IAAgB,IAAhB,EAAsB;AACpB,cAAI,KAAK,cAAL,CAAoB,GAApB,CAAJ,EAA8B;AAC5B,gBAAI,KAAK,GAAL,MAAc,QAAlB,EAA4B;AAC1B,qBAAO,KAAK,GAAL,CAAP;AACA,qBAAO,GAAP;AACD;AACF;AACF;AACD,eAAO,KAAP;AACD,OAVD,MAUO,IAAI,OAAO,QAAP,KAAqB,QAAzB,EAAmC;AACxC,YAAI,QAAQ,KAAK,QAAL,CAAZ,EAA4B;AAC1B,iBAAO,KAAK,QAAL,CAAP;AACA,iBAAO,QAAP;AACD;AACD,eAAO,KAAP;AACD,OANM,MAMA;AACL,cAAM,IAAI,KAAJ,CAAU,8BAAV,CAAN;AACD;AACF;;;4BAEO,S,EAAW,G,EAAK,O,EAAS;AAC/B,UAAI,OAAO,KAAK,MAAL,CAAY,SAAZ,CAAX;AACA,WAAK,IAAI,GAAT,IAAgB,IAAhB,EAAsB;AACpB,YAAI,KAAK,cAAL,CAAoB,GAApB,CAAJ,EAA8B;AAC5B,eAAK,GAAL,EAAU,IAAV,CAAe,OAAf,EAAwB,GAAxB;AACD;AACF;AACF;;;;;;kBA/CkB,M;;;;;;;;;;;;ACArB;;;;AACA;;;;AACA;;;;AACA;;IAAY,I;;;;;;;;AAEZ,SAAS,YAAT,CAAsB,KAAtB,EAA6B;AAC3B,MAAI,QAAQ,MAAM,GAAN,CAAU,WAAV,CAAZ;AACA,MAAI,SAAS,MAAM,GAAN,EAAb;AACA,MAAI,CAAC,MAAL,EAAa;AACX,aAAS,yBAAT;AACA,UAAM,GAAN,CAAU,MAAV;AACD;AACD,SAAO,MAAP;AACD;;AAED,IAAI,KAAK,CAAT;AACA,SAAS,MAAT,GAAkB;AAChB,SAAO,IAAP;AACD;;AAED;;;;;;;;;;;;;;;;;;;;;;;;;IAwBa,Y,WAAA,Y;AACX,wBAAY,KAAZ,EAAmB,SAAnB,EAA8B;AAAA;;AAC5B,SAAK,WAAL,GAAmB,sBAAnB;AACA,SAAK,QAAL,GAAgB,IAAI,KAAK,mBAAT,CAA6B,KAAK,WAAlC,CAAhB;;AAEA;AACA,SAAK,MAAL,GAAc,IAAd;AACA;AACA,SAAK,UAAL,GAAkB,IAAlB;AACA;AACA,SAAK,UAAL,GAAkB,IAAlB;AACA;AACA,SAAK,eAAL,GAAuB,IAAvB;;AAEA,SAAK,UAAL,GAAkB,KAAK,MAAL,CAAY,EAAE,QAAQ,IAAV,EAAZ,EAA8B,SAA9B,CAAlB;;AAEA,SAAK,GAAL,GAAW,WAAW,QAAtB;;AAEA,SAAK,QAAL,CAAc,KAAd;AACD;;AAED;;;;;;;;;;;;;;6BAUS,K,EAAO;AAAA;;AACd;AACA,UAAI,KAAK,MAAL,KAAgB,KAApB,EACE;AACF;AACA,UAAI,CAAC,KAAK,MAAN,IAAgB,CAAC,KAArB,EACE;;AAEF,UAAI,KAAK,UAAT,EAAqB;AACnB,aAAK,UAAL,CAAgB,GAAhB,CAAoB,QAApB,EAA8B,KAAK,eAAnC;AACA,aAAK,KAAL;AACA,aAAK,eAAL,GAAuB,IAAvB;AACA,aAAK,UAAL,GAAkB,IAAlB;AACA,aAAK,UAAL,GAAkB,IAAlB;AACD;;AAED,WAAK,MAAL,GAAc,KAAd;;AAEA,UAAI,KAAJ,EAAW;AACT,gBAAQ,qBAAI,KAAJ,CAAR;AACA,aAAK,UAAL,GAAkB,aAAa,KAAb,CAAlB;AACA,aAAK,UAAL,GAAkB,qBAAI,KAAJ,EAAW,GAAX,CAAe,QAAf,CAAlB;AACA,YAAI,MAAM,KAAK,UAAL,CAAgB,EAAhB,CAAmB,QAAnB,EAA6B,UAAC,CAAD,EAAO;AAC5C,gBAAK,WAAL,CAAiB,OAAjB,CAAyB,QAAzB,EAAmC,CAAnC;AACD,SAFS,CAAV;AAGA,aAAK,eAAL,GAAuB,GAAvB;AACD;AACF;;AAED;;;;;;;;oCAKgB,S,EAAW;AACzB,aAAO,KAAK,MAAL,CAAY,EAAZ,EACL,KAAK,UAAL,GAAkB,KAAK,UAAvB,GAAoC,IAD/B,EAEL,YAAY,SAAZ,GAAwB,IAFnB,CAAP;AAGD;;AAED;;;;;;;4BAIQ;AACN,WAAK,QAAL,CAAc,kBAAd;AACA,WAAK,KAAL;AACA,WAAK,QAAL,CAAc,IAAd;AACD;;AAED;;;;;;;;;;;;0BASM,S,EAAW;AACf,UAAI,CAAC,KAAK,UAAV,EACE;AACF,WAAK,UAAL,CAAgB,KAAhB,CAAsB,KAAK,GAA3B;AACA,WAAK,SAAL,CAAe,SAAf;AACD;;AAED;;;;;;;;;;;;;;;;;;;;wBAiBI,I,EAAM,S,EAAW;AACnB,UAAI,CAAC,KAAK,UAAV,EACE;AACF,WAAK,UAAL,CAAgB,MAAhB,CAAuB,KAAK,GAA5B,EAAiC,IAAjC;AACA,WAAK,SAAL,CAAe,SAAf;AACD;;AAED;;;;;;;;;;AASA;;;;;;;;;;uBAUG,S,EAAW,Q,EAAU;AACtB,aAAO,KAAK,QAAL,CAAc,EAAd,CAAiB,SAAjB,EAA4B,QAA5B,CAAP;AACD;;AAED;;;;;;;;;;;wBAQI,S,EAAW,Q,EAAU;AACvB,aAAO,KAAK,QAAL,CAAc,GAAd,CAAkB,SAAlB,EAA6B,QAA7B,CAAP;AACD;;;8BAES,S,EAAW;AACnB,UAAI,CAAC,KAAK,UAAV,EACE;AACF,WAAK,UAAL,CAAgB,GAAhB,CAAoB,KAAK,UAAL,CAAgB,KAApC,EAA2C,KAAK,eAAL,CAAqB,SAArB,CAA3C;AACD;;AAED;;;;;;;;;;;wBApCmB;AACjB,aAAO,KAAK,UAAL,GAAkB,KAAK,UAAL,CAAgB,KAAlC,GAA0C,IAAjD;AACD;;;;;;AA6CH;;;;;;;;;;;;;;;;;;;ACzNA;;;;AAEA,SAAS,iBAAT,CAA2B,CAA3B,EAA8B,CAA9B,EAAiC;AAC/B,MAAI,MAAM,CAAV,EAAa;AACX,WAAO,CAAP;AACD,GAFD,MAEO,IAAI,IAAI,CAAR,EAAW;AAChB,WAAO,CAAC,CAAR;AACD,GAFM,MAEA,IAAI,IAAI,CAAR,EAAW;AAChB,WAAO,CAAP;AACD;AACF;;AAED;;;;IAGqB,S;AACnB,uBAAc;AAAA;;AACZ,SAAK,KAAL;AACD;;;;4BAEO;AACN;AACA,WAAK,QAAL,GAAgB,EAAhB;AACA;AACA,WAAK,KAAL,GAAa,EAAb;AACA,WAAK,MAAL,GAAc,IAAd;AACA,WAAK,cAAL,GAAsB,CAAtB;AACD;;;2BAMM,Q,EAAU,I,EAAM;AACrB,UAAI,SAAS,IAAb,EAAmB;AACjB,eAAO,KAAK,KAAL,CAAW,CAAX,CAAP,CADiB,CACK;AACtB,aAAK,IAAL,CAAU,iBAAV;AACD;;AAJoB,6BAME,2BAAgB,KAAK,QAAL,CAAc,QAAd,CAAhB,EAAyC,IAAzC,CANF;AAAA,UAMhB,KANgB,oBAMhB,KANgB;AAAA,UAMT,OANS,oBAMT,OANS;;AAOrB,WAAK,QAAL,CAAc,QAAd,IAA0B,IAA1B;;AAEA,WAAK,IAAI,IAAI,CAAb,EAAgB,IAAI,MAAM,MAA1B,EAAkC,GAAlC,EAAuC;AACrC,aAAK,KAAL,CAAW,MAAM,CAAN,CAAX,IAAuB,CAAC,KAAK,KAAL,CAAW,MAAM,CAAN,CAAX,KAAwB,CAAzB,IAA8B,CAArD;AACD;AACD,WAAK,IAAI,KAAI,CAAb,EAAgB,KAAI,QAAQ,MAA5B,EAAoC,IAApC,EAAyC;AACvC,aAAK,KAAL,CAAW,QAAQ,EAAR,CAAX;AACD;;AAED,WAAK,YAAL,CAAkB,IAAlB;AACD;;AAED;;;;;;;;mCAKmC;AAAA,UAAtB,IAAsB,uEAAf,KAAK,QAAU;;AACjC,UAAI,cAAc,OAAO,IAAP,CAAY,KAAK,QAAjB,EAA2B,MAA7C;AACA,UAAI,gBAAgB,CAApB,EAAuB;AACrB,aAAK,MAAL,GAAc,IAAd;AACD,OAFD,MAEO;AACL,aAAK,MAAL,GAAc,EAAd;AACA,aAAK,IAAI,IAAI,CAAb,EAAgB,IAAI,KAAK,MAAzB,EAAiC,GAAjC,EAAsC;AACpC,cAAI,QAAQ,KAAK,KAAL,CAAW,KAAK,CAAL,CAAX,CAAZ;AACA,cAAI,UAAU,WAAd,EAA2B;AACzB,iBAAK,MAAL,CAAY,IAAZ,CAAiB,KAAK,CAAL,CAAjB;AACD;AACF;AACF;AACF;;;0BAEK,Q,EAAU;AACd,UAAI,OAAO,KAAK,QAAL,CAAc,QAAd,CAAP,KAAoC,WAAxC,EAAqD;AACnD;AACD;;AAED,UAAI,OAAO,KAAK,QAAL,CAAc,QAAd,CAAX;AACA,UAAI,CAAC,IAAL,EAAW;AACT,eAAO,EAAP;AACD;;AAED,WAAK,IAAI,IAAI,CAAb,EAAgB,IAAI,KAAK,MAAzB,EAAiC,GAAjC,EAAsC;AACpC,aAAK,KAAL,CAAW,KAAK,CAAL,CAAX;AACD;AACD,aAAO,KAAK,QAAL,CAAc,QAAd,CAAP;;AAEA,WAAK,YAAL;AACD;;;wBA3DW;AACV,aAAO,KAAK,MAAZ;AACD;;;wBA2Dc;AACb,UAAI,UAAU,OAAO,IAAP,CAAY,KAAK,KAAjB,CAAd;AACA,cAAQ,IAAR,CAAa,iBAAb;AACA,aAAO,OAAP;AACD;;;;;;kBA/EkB,S;;;;;;;;;;;;;;kBCRG,K;;AAPxB;;;;;;;;AAEA;AACA;AACA,OAAO,kBAAP,GAA4B,OAAO,kBAAP,IAA6B,EAAzD;AACA,IAAI,SAAS,OAAO,kBAApB;;AAEe,SAAS,KAAT,CAAe,SAAf,EAA0B;AACvC,MAAI,aAAa,OAAO,SAAP,KAAsB,QAAvC,EAAiD;AAC/C,QAAI,CAAC,OAAO,cAAP,CAAsB,SAAtB,CAAL,EAAuC;AACrC,aAAO,SAAP,IAAoB,IAAI,KAAJ,CAAU,SAAV,CAApB;AACD;AACD,WAAO,OAAO,SAAP,CAAP;AACD,GALD,MAKO,IAAI,QAAO,SAAP,yCAAO,SAAP,OAAsB,QAAtB,IAAkC,UAAU,KAA5C,IAAqD,UAAU,GAAnE,EAAwE;AAC7E;AACA,WAAO,SAAP;AACD,GAHM,MAGA,IAAI,MAAM,OAAN,CAAc,SAAd,KACP,UAAU,MAAV,IAAoB,CADb,IAEP,OAAO,UAAU,CAAV,CAAP,KAAyB,QAFtB,EAEgC;AACrC,WAAO,MAAM,UAAU,CAAV,CAAN,CAAP;AACD,GAJM,MAIA;AACL,UAAM,IAAI,KAAJ,CAAU,4BAAV,CAAN;AACD;AACF;;IAEK,K;AACJ,iBAAY,IAAZ,EAAkB;AAAA;;AAChB,SAAK,IAAL,GAAY,IAAZ;AACA,SAAK,KAAL,GAAa,EAAb;AACD;;;;yBAEG,I,EAAM;AACR,UAAI,CAAC,IAAD,IAAS,OAAO,IAAP,KAAiB,QAA9B,EAAwC;AACtC,cAAM,IAAI,KAAJ,CAAU,kBAAV,CAAN;AACD;;AAED,UAAI,CAAC,KAAK,KAAL,CAAW,cAAX,CAA0B,IAA1B,CAAL,EACE,KAAK,KAAL,CAAW,IAAX,IAAmB,kBAAQ,IAAR,EAAc,IAAd,CAAnB;AACF,aAAO,KAAK,KAAL,CAAW,IAAX,CAAP;AACD;;;wBAEG,I,EAAM;AACR,UAAI,CAAC,IAAD,IAAS,OAAO,IAAP,KAAiB,QAA9B,EAAwC;AACtC,cAAM,IAAI,KAAJ,CAAU,kBAAV,CAAN;AACD;;AAED,aAAO,KAAK,KAAL,CAAW,cAAX,CAA0B,IAA1B,CAAP;AACD;;;;;;;;;;;;;;;;AC/CH;;;;AACA;;AACA;;AACA;;AACA;;AACA;;AACA;;;;AAEA,IAAM,eAAe,qBAAM,SAAN,CAArB;;AAEA,SAAS,IAAT,CAAc,IAAd,EAAoB;AAClB,SAAO,aAAa,GAAb,CAAiB,IAAjB,CAAP;AACD;;AAED,SAAS,GAAT,CAAa,IAAb,EAAmB;AACjB,SAAO,aAAa,GAAb,CAAiB,IAAjB,CAAP;AACD;;AAED,IAAI,OAAO,KAAX,EAAkB;AAChB,SAAO,KAAP,CAAa,uBAAb,CAAqC,qBAArC,EAA4D,UAAS,OAAT,EAAkB;AAC5E,QAAI,OAAO,QAAQ,KAAf,KAA0B,QAA9B,EAAwC;AACtC,2BAAM,QAAQ,KAAd,EAAqB,GAArB,CAAyB,QAAQ,IAAjC,EAAuC,GAAvC,CAA2C,QAAQ,KAAnD;AACD,KAFD,MAEO;AACL,WAAK,QAAQ,IAAb,EAAmB,GAAnB,CAAuB,QAAQ,KAA/B;AACD;AACF,GAND;AAOD;;AAED,IAAM,YAAY;AAChB,wBADgB;AAEhB,OAAK,IAFW;AAGhB,OAAK,GAHW;AAIhB,6CAJgB;AAKhB,oCALgB;AAMhB;AANgB,CAAlB;;AASA;;;kBAGe,S;;AACf,OAAO,SAAP,GAAmB,SAAnB;;;;;;;;;;;QCrCgB,Q,GAAA,Q;QAWA,I,GAAA,I;AAfhB,IAAI,IAAI,OAAO,MAAf;;AAEA,IAAI,WAAW,EAAf;;AAEO,SAAS,QAAT,CAAkB,GAAlB,EAAuB;AAC5B,WAAS,IAAI,SAAb,IAA0B,GAA1B;AACA,MAAI,OAAO,QAAP,IAAmB,OAAO,QAAP,CAAgB,UAAhB,KAA+B,UAAtD,EAAkE;AAChE,MAAE,YAAM;AACN;AACD,KAFD;AAGD,GAJD,MAIO,IAAI,OAAO,QAAX,EAAqB;AAC1B,eAAW,IAAX,EAAiB,GAAjB;AACD;AACF;;AAEM,SAAS,IAAT,GAAgB;AACrB,SAAO,IAAP,CAAY,QAAZ,EAAsB,OAAtB,CAA8B,UAAS,SAAT,EAAoB;AAChD,QAAI,UAAU,SAAS,SAAT,CAAd;AACA,MAAE,MAAM,QAAQ,SAAhB,EAA2B,GAA3B,CAA+B,wBAA/B,EAAyD,IAAzD,CAA8D,UAAS,CAAT,EAAY,EAAZ,EAAgB;AAC5E,mBAAa,OAAb,EAAsB,EAAtB;AACD,KAFD;AAGD,GALD;AAMD;;AAED;AACA,SAAS,OAAT,CAAiB,GAAjB,EAAsB;AACpB,SAAO,IAAI,OAAJ,CAAY,uCAAZ,EAAqD,MAArD,CAAP;AACD;;AAED,SAAS,MAAT,CAAgB,EAAhB,EAAoB;AAClB,MAAI,MAAM,EAAE,EAAF,CAAV;AACA,SAAO,IAAP,CAAY,QAAZ,EAAsB,OAAtB,CAA8B,UAAS,SAAT,EAAoB;AAChD,QAAI,IAAI,QAAJ,CAAa,SAAb,KAA2B,CAAC,IAAI,QAAJ,CAAa,uBAAb,CAAhC,EAAuE;AACrE,UAAI,UAAU,SAAS,SAAT,CAAd;AACA,mBAAa,OAAb,EAAsB,EAAtB;AACD;AACF,GALD;AAMD;;AAED,SAAS,YAAT,CAAsB,OAAtB,EAA+B,EAA/B,EAAmC;AACjC,MAAI,SAAS,EAAE,EAAF,EAAM,IAAN,CAAW,+CAA+C,QAAQ,GAAG,EAAX,CAA/C,GAAgE,IAA3E,CAAb;AACA,MAAI,OAAO,KAAK,KAAL,CAAW,OAAO,CAAP,EAAU,SAArB,CAAX;;AAEA,MAAI,WAAW,QAAQ,OAAR,CAAgB,EAAhB,EAAoB,IAApB,CAAf;AACA,IAAE,EAAF,EAAM,IAAN,CAAW,oBAAX,EAAiC,QAAjC;AACA,IAAE,EAAF,EAAM,QAAN,CAAe,uBAAf;AACD;;AAED,IAAI,OAAO,KAAX,EAAkB;AAChB,MAAI,eAAe,IAAI,OAAO,KAAP,CAAa,YAAjB,EAAnB;AACA,MAAI,KAAI,OAAO,MAAf;AACA,KAAE,MAAF,CAAS,YAAT,EAAuB;AACrB,UAAM,cAAS,KAAT,EAAgB;AACpB,aAAO,GAAE,KAAF,EAAS,IAAT,CAAc,kBAAd,CAAP;AACD,KAHoB;AAIrB,gBAAY,oBAAS,EAAT,EAAa;AACvB,UAAI,CAAC,GAAE,EAAF,EAAM,QAAN,CAAe,uBAAf,CAAL,EAA8C;AAC5C,eAAO,EAAP;AACD;AACF,KARoB;AASrB,WAAO,eAAS,EAAT,EAAa;AAClB,aAAO,GAAG,EAAV;AACD,KAXoB;AAYrB,cAAU,kBAAS,EAAT,EAAa,CAEtB,CAdoB;AAerB,cAAU,kBAAS,EAAT,EAAa,KAAb,EAAoB,CAE7B,CAjBoB;AAkBrB,oBAAgB,wBAAS,EAAT,EAAa,IAAb,EAAmB,CAElC,CApBoB;AAqBrB,eAAW,mBAAS,EAAT,EAAa,QAAb,EAAuB;AAChC,SAAE,EAAF,EAAM,IAAN,CAAW,oBAAX,EAAiC,MAAjC;AACD,KAvBoB;AAwBrB,iBAAa,qBAAS,EAAT,EAAa;AACxB,SAAE,EAAF,EAAM,IAAN,CAAW,oBAAX,EAAiC,OAAjC;AACD;AA1BoB,GAAvB;AA4BA,SAAO,KAAP,CAAa,aAAb,CAA2B,QAA3B,CAAoC,YAApC,EAAkD,wBAAlD;AACD;;;;;;;;AChFD;;IAAY,K;;AACZ;;;;AAEA,IAAI,IAAI,OAAO,MAAf;;AAEA,MAAM,QAAN,CAAe;AACb,aAAW,+BADE;;AAGb,WAAS,iBAAS,EAAT,EAAa,IAAb,EAAmB;AAC1B;;;;AAIA,QAAI,WAAW,yBAAiB,KAAK,KAAtB,CAAf;;AAEA,QAAI,sBAAJ;AACA,QAAI,MAAM,EAAE,EAAF,CAAV;AACA,QAAI,EAAJ,CAAO,QAAP,EAAiB,wBAAjB,EAA2C,YAAW;AACpD,UAAI,UAAU,IAAI,IAAJ,CAAS,gCAAT,CAAd;AACA,UAAI,QAAQ,MAAR,KAAmB,CAAvB,EAA0B;AACxB,wBAAgB,IAAhB;AACA,iBAAS,KAAT;AACD,OAHD,MAGO;AACL,YAAI,OAAO,EAAX;AACA,gBAAQ,IAAR,CAAa,YAAW;AACtB,eAAK,GAAL,CAAS,KAAK,KAAd,EAAqB,OAArB,CAA6B,UAAS,GAAT,EAAc;AACzC,iBAAK,GAAL,IAAY,IAAZ;AACD,WAFD;AAGD,SAJD;AAKA,YAAI,WAAW,OAAO,IAAP,CAAY,IAAZ,CAAf;AACA,iBAAS,IAAT;AACA,wBAAgB,QAAhB;AACA,iBAAS,GAAT,CAAa,QAAb;AACD;AACF,KAjBD;;AAmBA,WAAO;AACL,eAAS,mBAAW;AAClB,iBAAS,KAAT;AACD,OAHI;AAIL,cAAQ,kBAAW;AACjB,YAAI,aAAJ,EACE,SAAS,GAAT,CAAa,aAAb;AACH;AAPI,KAAP;AASD;AAxCY,CAAf;;;;;;;;ACLA;;IAAY,K;;AACZ;;IAAY,I;;AACZ;;;;AAEA,IAAI,IAAI,OAAO,MAAf;;AAEA,MAAM,QAAN,CAAe;AACb,aAAW,wBADE;;AAGb,WAAS,iBAAS,EAAT,EAAa,IAAb,EAAmB;AAC1B;;;;;;AAMA,QAAI,QAAQ,CAAC,EAAC,OAAO,EAAR,EAAY,OAAO,OAAnB,EAAD,CAAZ;AACA,QAAI,QAAQ,KAAK,aAAL,CAAmB,KAAK,KAAxB,CAAZ;AACA,QAAI,OAAO;AACT,eAAS,MAAM,MAAN,CAAa,KAAb,CADA;AAET,kBAAY,OAFH;AAGT,kBAAY,OAHH;AAIT,mBAAa;AAJJ,KAAX;;AAOA,QAAI,SAAS,EAAE,EAAF,EAAM,IAAN,CAAW,QAAX,EAAqB,CAArB,CAAb;;AAEA,QAAI,YAAY,EAAE,MAAF,EAAU,SAAV,CAAoB,IAApB,EAA0B,CAA1B,EAA6B,SAA7C;;AAEA,QAAI,WAAW,yBAAiB,KAAK,KAAtB,CAAf;;AAEA,QAAI,sBAAJ;AACA,cAAU,EAAV,CAAa,QAAb,EAAuB,YAAW;AAChC,UAAI,UAAU,KAAV,CAAgB,MAAhB,KAA2B,CAA/B,EAAkC;AAChC,wBAAgB,IAAhB;AACA,iBAAS,KAAT;AACD,OAHD,MAGO;AACL,YAAI,OAAO,EAAX;AACA,kBAAU,KAAV,CAAgB,OAAhB,CAAwB,UAAS,KAAT,EAAgB;AACtC,eAAK,GAAL,CAAS,KAAT,EAAgB,OAAhB,CAAwB,UAAS,GAAT,EAAc;AACpC,iBAAK,GAAL,IAAY,IAAZ;AACD,WAFD;AAGD,SAJD;AAKA,YAAI,WAAW,OAAO,IAAP,CAAY,IAAZ,CAAf;AACA,iBAAS,IAAT;AACA,wBAAgB,QAAhB;AACA,iBAAS,GAAT,CAAa,QAAb;AACD;AACF,KAhBD;;AAkBA,WAAO;AACL,eAAS,mBAAW;AAClB,iBAAS,KAAT;AACD,OAHI;AAIL,cAAQ,kBAAW;AACjB,YAAI,aAAJ,EACE,SAAS,GAAT,CAAa,aAAb;AACH;AAPI,KAAP;AASD;AArDY,CAAf;;;;;;;;;;ACNA;;IAAY,K;;AACZ;;;;AAEA,IAAI,IAAI,OAAO,MAAf;AACA,IAAI,WAAW,OAAO,QAAtB;;AAEA,MAAM,QAAN,CAAe;AACb,aAAW,wBADE;;AAGb,WAAS,iBAAS,EAAT,EAAa,IAAb,EAAmB;AAC1B;;;;AAIA,QAAI,WAAW,yBAAiB,KAAK,KAAtB,CAAf;;AAEA,QAAI,OAAO,EAAX;AACA,QAAI,MAAM,EAAE,EAAF,EAAM,IAAN,CAAW,OAAX,CAAV;AACA,QAAI,WAAW,IAAI,IAAJ,CAAS,WAAT,CAAf;AACA,QAAI,aAAa,IAAI,IAAJ,CAAS,aAAT,CAAjB;AACA,QAAI,QAAQ,IAAI,IAAJ,CAAS,OAAT,CAAZ;AACA,QAAI,sBAAJ;;AAEA;AACA,QAAI,aAAa,MAAjB,EAAyB;AACvB,sBAAgB,SAAS,GAAT,EAAhB;AACA,WAAK,QAAL,GAAgB,UAAS,GAAT,EAAc;AAC5B,eAAO,cAAc,UAAd,EAA0B,IAAI,IAAJ,CAAS,GAAT,CAA1B,CAAP;AACD,OAFD;AAID,KAND,MAMO,IAAI,aAAa,UAAjB,EAA6B;AAClC,UAAI,WAAW,IAAI,IAAJ,CAAS,UAAT,CAAf;AACA,UAAI,QAAJ,EACE,gBAAgB,SAAS,QAAT,CAAkB,QAAlB,CAAhB,CADF,KAGE,gBAAgB,QAAhB;;AAEF,WAAK,QAAL,GAAgB,UAAS,GAAT,EAAc;AAC5B,eAAO,cAAc,UAAd,EAA0B,IAAI,IAAJ,CAAS,GAAT,CAA1B,CAAP;AACD,OAFD;AAGD,KAVM,MAUA,IAAI,aAAa,QAAjB,EAA2B;AAChC,UAAI,OAAO,KAAP,KAAiB,WAArB,EACE,KAAK,QAAL,GAAgB,UAAS,GAAT,EAAc;AAC5B,YAAI,SAAS,KAAK,GAAL,CAAS,EAAT,EAAa,KAAb,CAAb;AACA,eAAO,KAAK,KAAL,CAAW,MAAM,MAAjB,IAA2B,MAAlC;AACD,OAHD;AAIH;;AAED,QAAI,cAAJ,CAAmB,IAAnB;;AAEA,aAAS,QAAT,GAAoB;AAClB,UAAI,SAAS,IAAI,IAAJ,CAAS,gBAAT,EAA2B,MAAxC;;AAEA;AACA,UAAI,gBAAJ;AACA,UAAI,WAAW,IAAI,IAAJ,CAAS,WAAT,CAAf;AACA,UAAI,aAAa,MAAjB,EAAyB;AACvB,kBAAU,iBAAS,GAAT,EAAc;AACtB,iBAAO,cAAc,IAAI,IAAJ,CAAS,CAAC,GAAV,CAAd,CAAP;AACD,SAFD;AAGD,OAJD,MAIO,IAAI,aAAa,UAAjB,EAA6B;AAClC,kBAAU,iBAAS,GAAT,EAAc;AACtB;AACA,iBAAO,CAAC,GAAD,GAAO,IAAd;AACD,SAHD;AAID,OALM,MAKA;AACL,kBAAU,iBAAS,GAAT,EAAc;AAAE,iBAAO,CAAC,GAAR;AAAc,SAAxC;AACD;;AAED,UAAI,IAAI,IAAJ,CAAS,gBAAT,EAA2B,OAA3B,CAAmC,IAAnC,KAA4C,QAAhD,EAA0D;AACxD,eAAO,CAAC,QAAQ,OAAO,IAAf,CAAD,EAAuB,QAAQ,OAAO,EAAf,CAAvB,CAAP;AACD,OAFD,MAEO;AACL,eAAO,QAAQ,OAAO,IAAf,CAAP;AACD;AACF;;AAED,QAAI,gBAAgB,IAApB;;AAEA,QAAI,EAAJ,CAAO,6BAAP,EAAsC,UAAS,KAAT,EAAgB;AACpD,UAAI,CAAC,IAAI,IAAJ,CAAS,UAAT,CAAD,IAAyB,CAAC,IAAI,IAAJ,CAAS,WAAT,CAA9B,EAAqD;AAAA,wBAClC,UADkC;AAAA;AAAA,YAC9C,IAD8C;AAAA,YACxC,EADwC;;AAEnD,YAAI,OAAO,EAAX;AACA,aAAK,IAAI,IAAI,CAAb,EAAgB,IAAI,KAAK,MAAL,CAAY,MAAhC,EAAwC,GAAxC,EAA6C;AAC3C,cAAI,MAAM,KAAK,MAAL,CAAY,CAAZ,CAAV;AACA,cAAI,OAAO,IAAP,IAAe,OAAO,EAA1B,EAA8B;AAC5B,iBAAK,IAAL,CAAU,KAAK,IAAL,CAAU,CAAV,CAAV;AACD;AACF;AACD,aAAK,IAAL;AACA,iBAAS,GAAT,CAAa,IAAb;AACA,wBAAgB,IAAhB;AACD;AACF,KAdD;;AAiBA;AACA;AACA;AACA;AACA;AACA;AACA;AACA;AACA;AACA;AACA;AACA;AACA;AACA;AACA;AACA;AACA;;AAEA,WAAO;AACL,eAAS,mBAAW;AAClB,iBAAS,KAAT;AACD,OAHI;AAIL,cAAQ,kBAAW;AACjB,YAAI,aAAJ,EACE,SAAS,GAAT,CAAa,aAAb;AACH;AAPI,KAAP;AASD;AApHY,CAAf;;AAwHA;AACA,SAAS,QAAT,CAAkB,CAAlB,EAAqB,MAArB,EAA6B;AAC3B,MAAI,MAAM,EAAE,QAAF,EAAV;AACA,SAAO,IAAI,MAAJ,GAAa,MAApB;AACE,UAAM,MAAM,GAAZ;AADF,GAEA,OAAO,GAAP;AACD;;AAED;AACA;AACA,SAAS,aAAT,CAAuB,IAAvB,EAA6B;AAC3B,MAAI,gBAAgB,IAApB,EAA0B;AACxB,WAAO,KAAK,cAAL,KAAwB,GAAxB,GACA,SAAS,KAAK,WAAL,KAAmB,CAA5B,EAA+B,CAA/B,CADA,GACoC,GADpC,GAEA,SAAS,KAAK,UAAL,EAAT,EAA4B,CAA5B,CAFP;AAID,GALD,MAKO;AACL,WAAO,IAAP;AACD;AACF;;;;;;;;;;;;;;ACjJD;;;;AACA;;;;AACA;;IAAY,I;;;;;;;;AAEZ;;;;;;;;;;;;;;;;IAgBa,e,WAAA,e;AAEX,6BAA4C;AAAA,QAAhC,KAAgC,uEAAxB,IAAwB;AAAA,QAAlB,SAAkB,uEAAN,IAAM;;AAAA;;AAC1C,SAAK,WAAL,GAAmB,sBAAnB;AACA,SAAK,QAAL,GAAgB,IAAI,KAAK,mBAAT,CAA6B,KAAK,WAAlC,CAAhB;;AAEA;AACA,SAAK,MAAL,GAAc,IAAd;AACA;AACA,SAAK,IAAL,GAAY,IAAZ;AACA;AACA,SAAK,eAAL,GAAuB,IAAvB;;AAEA,SAAK,UAAL,GAAkB,KAAK,MAAL,CAAY,EAAE,QAAQ,IAAV,EAAZ,EAA8B,SAA9B,CAAlB;;AAEA,SAAK,QAAL,CAAc,KAAd;AACD;;AAED;;;;;;;;;;;;;;;;;6BAaS,K,EAAO;AAAA;;AACd;AACA,UAAI,KAAK,MAAL,KAAgB,KAApB,EACE;AACF;AACA,UAAI,CAAC,KAAK,MAAN,IAAgB,CAAC,KAArB,EACE;;AAEF,UAAI,KAAK,IAAT,EAAe;AACb,aAAK,IAAL,CAAU,GAAV,CAAc,QAAd,EAAwB,KAAK,eAA7B;AACA,aAAK,IAAL,GAAY,IAAZ;AACA,aAAK,eAAL,GAAuB,IAAvB;AACD;;AAED,WAAK,MAAL,GAAc,KAAd;;AAEA,UAAI,KAAJ,EAAW;AACT,aAAK,IAAL,GAAY,qBAAI,KAAJ,EAAW,GAAX,CAAe,WAAf,CAAZ;AACA,YAAI,MAAM,KAAK,IAAL,CAAU,EAAV,CAAa,QAAb,EAAuB,UAAC,CAAD,EAAO;AACtC,gBAAK,WAAL,CAAiB,OAAjB,CAAyB,QAAzB,EAAmC,CAAnC;AACD,SAFS,CAAV;AAGA,aAAK,eAAL,GAAuB,GAAvB;AACD;AACF;;AAED;;;;;;;;;;;;;;;AAcA;;;;;oCAKgB,S,EAAW;AACzB;AACA,aAAO,KAAK,MAAL,CAAY,EAAZ,EACL,KAAK,UAAL,GAAkB,KAAK,UAAvB,GAAoC,IAD/B,EAEL,YAAY,SAAZ,GAAwB,IAFnB,CAAP;AAGD;;AAED;;;;;;;;;;;;;;;wBAYI,Y,EAAc,S,EAAW;AAC3B,UAAI,KAAK,IAAT,EACE,KAAK,IAAL,CAAU,GAAV,CAAc,YAAd,EAA4B,KAAK,eAAL,CAAqB,SAArB,CAA5B;AACH;;AAED;;;;;;;;;;;;;0BAUM,S,EAAW;AACf,UAAI,KAAK,IAAT,EACE,KAAK,GAAL,CAAS,KAAK,CAAd,EAAiB,KAAK,eAAL,CAAqB,SAArB,CAAjB;AACH;;AAED;;;;;;;;;;;;;uBAUG,S,EAAW,Q,EAAU;AACtB,aAAO,KAAK,QAAL,CAAc,EAAd,CAAiB,SAAjB,EAA4B,QAA5B,CAAP;AACD;;AAED;;;;;;;;;;;wBAQI,S,EAAW,Q,EAAU;AACvB,aAAO,KAAK,QAAL,CAAc,GAAd,CAAkB,SAAlB,EAA6B,QAA7B,CAAP;AACD;;AAED;;;;;;;;4BAKQ;AACN,WAAK,QAAL,CAAc,kBAAd;AACA,WAAK,QAAL,CAAc,IAAd;AACD;;;wBAlFW;AACV,aAAO,KAAK,IAAL,GAAY,KAAK,IAAL,CAAU,GAAV,EAAZ,GAA8B,IAArC;AACD;;;;;;AAmFH;;;;;;;;;AASA;;;;;;;;;;;;;;;;;;;;;QCpLgB,M,GAAA,M;QAeA,W,GAAA,W;QAQA,e,GAAA,e;QAoCA,a,GAAA,a;;;;AA3DT,SAAS,MAAT,CAAgB,MAAhB,EAAoC;AAAA,oCAAT,OAAS;AAAT,WAAS;AAAA;;AACzC,OAAK,IAAI,IAAI,CAAb,EAAgB,IAAI,QAAQ,MAA5B,EAAoC,GAApC,EAAyC;AACvC,QAAI,MAAM,QAAQ,CAAR,CAAV;AACA,QAAI,OAAO,GAAP,KAAgB,WAAhB,IAA+B,QAAQ,IAA3C,EACE;;AAEF,SAAK,IAAI,GAAT,IAAgB,GAAhB,EAAqB;AACnB,UAAI,IAAI,cAAJ,CAAmB,GAAnB,CAAJ,EAA6B;AAC3B,eAAO,GAAP,IAAc,IAAI,GAAJ,CAAd;AACD;AACF;AACF;AACD,SAAO,MAAP;AACD;;AAEM,SAAS,WAAT,CAAqB,IAArB,EAA2B;AAChC,OAAK,IAAI,IAAI,CAAb,EAAgB,IAAI,KAAK,MAAzB,EAAiC,GAAjC,EAAsC;AACpC,QAAI,KAAK,CAAL,KAAW,KAAK,IAAE,CAAP,CAAf,EAA0B;AACxB,YAAM,IAAI,KAAJ,CAAU,0CAAV,CAAN;AACD;AACF;AACF;;AAEM,SAAS,eAAT,CAAyB,CAAzB,EAA4B,CAA5B,EAA+B;AACpC,MAAI,MAAM,CAAV;AACA,MAAI,MAAM,CAAV;;AAEA,MAAI,CAAC,CAAL,EAAQ,IAAI,EAAJ;AACR,MAAI,CAAC,CAAL,EAAQ,IAAI,EAAJ;;AAER,MAAI,SAAS,EAAb;AACA,MAAI,SAAS,EAAb;;AAEA,cAAY,CAAZ;AACA,cAAY,CAAZ;;AAEA,SAAO,MAAM,EAAE,MAAR,IAAkB,MAAM,EAAE,MAAjC,EAAyC;AACvC,QAAI,EAAE,GAAF,MAAW,EAAE,GAAF,CAAf,EAAuB;AACrB;AACA;AACD,KAHD,MAGO,IAAI,EAAE,GAAF,IAAS,EAAE,GAAF,CAAb,EAAqB;AAC1B,aAAO,IAAP,CAAY,EAAE,KAAF,CAAZ;AACD,KAFM,MAEA;AACL,aAAO,IAAP,CAAY,EAAE,KAAF,CAAZ;AACD;AACF;;AAED,MAAI,MAAM,EAAE,MAAZ,EACE,SAAS,OAAO,MAAP,CAAc,EAAE,KAAF,CAAQ,GAAR,CAAd,CAAT;AACF,MAAI,MAAM,EAAE,MAAZ,EACE,SAAS,OAAO,MAAP,CAAc,EAAE,KAAF,CAAQ,GAAR,CAAd,CAAT;AACF,SAAO;AACL,aAAS,MADJ;AAEL,WAAO;AAFF,GAAP;AAID;;AAED;AACA;AACO,SAAS,aAAT,CAAuB,EAAvB,EAA2B;AAChC,MAAI,QAAQ,EAAZ;AACA,MAAI,eAAJ;AACA,OAAK,IAAI,IAAT,IAAiB,EAAjB,EAAqB;AACnB,QAAI,GAAG,cAAH,CAAkB,IAAlB,CAAJ,EACE,MAAM,IAAN,CAAW,IAAX;AACF,QAAI,QAAO,GAAG,IAAH,CAAP,MAAqB,QAArB,IAAiC,OAAO,GAAG,IAAH,EAAS,MAAhB,KAA4B,WAAjE,EAA8E;AAC5E,YAAM,IAAI,KAAJ,CAAU,2BAAV,CAAN;AACD,KAFD,MAEO,IAAI,OAAO,MAAP,KAAmB,WAAnB,IAAkC,WAAW,GAAG,IAAH,EAAS,MAA1D,EAAkE;AACvE,YAAM,IAAI,KAAJ,CAAU,8CAAV,CAAN;AACD;AACD,aAAS,GAAG,IAAH,EAAS,MAAlB;AACD;AACD,MAAI,UAAU,EAAd;AACA,MAAI,aAAJ;AACA,OAAK,IAAI,MAAM,CAAf,EAAkB,MAAM,MAAxB,EAAgC,KAAhC,EAAuC;AACrC,WAAO,EAAP;AACA,SAAK,IAAI,MAAM,CAAf,EAAkB,MAAM,MAAM,MAA9B,EAAsC,KAAtC,EAA6C;AAC3C,WAAK,MAAM,GAAN,CAAL,IAAmB,GAAG,MAAM,GAAN,CAAH,EAAe,GAAf,CAAnB;AACD;AACD,YAAQ,IAAR,CAAa,IAAb;AACD;AACD,SAAO,OAAP;AACD;;AAED;;;;;;;IAMa,mB,WAAA,mB;AACX,+BAAY,OAAZ,EAAqB;AAAA;;AACnB,SAAK,QAAL,GAAgB,OAAhB;AACA,SAAK,KAAL,GAAa,EAAb;AACD;;;;uBAEE,S,EAAW,Q,EAAU;AACtB,UAAI,MAAM,KAAK,QAAL,CAAc,EAAd,CAAiB,SAAjB,EAA4B,QAA5B,CAAV;AACA,WAAK,KAAL,CAAW,GAAX,IAAkB,SAAlB;AACA,aAAO,GAAP;AACD;;;wBAEG,S,EAAW,Q,EAAU;AACvB,UAAI,MAAM,KAAK,QAAL,CAAc,GAAd,CAAkB,SAAlB,EAA6B,QAA7B,CAAV;AACA,UAAI,GAAJ,EAAS;AACP,eAAO,KAAK,KAAL,CAAW,GAAX,CAAP;AACD;AACD,aAAO,GAAP;AACD;;;yCAEoB;AAAA;;AACnB,UAAI,eAAe,KAAK,KAAxB;AACA,WAAK,KAAL,GAAa,EAAb;AACA,aAAO,IAAP,CAAY,YAAZ,EAA0B,OAA1B,CAAkC,UAAC,GAAD,EAAS;AACzC,cAAK,QAAL,CAAc,GAAd,CAAkB,aAAa,GAAb,CAAlB,EAAqC,GAArC;AACD,OAFD;AAGD;;;;;;;;;;;;;;;;;;ACpHH;;;;;;;;IAEqB,G;AACnB,eAAY,KAAZ,EAAmB,IAAnB,EAAyB,YAAa,KAAtC,EAA6C;AAAA;;AAC3C,SAAK,MAAL,GAAc,KAAd;AACA,SAAK,KAAL,GAAa,IAAb;AACA,SAAK,MAAL,GAAc,KAAd;AACA,SAAK,OAAL,GAAe,sBAAf;AACD;;;;0BAEK;AACJ,aAAO,KAAK,MAAZ;AACD;;;wBAEG,K,EAAO,YAAa,K,EAAO;AAC7B,UAAI,KAAK,MAAL,KAAgB,KAApB,EAA2B;AACzB;AACA;AACD;AACD,UAAI,WAAW,KAAK,MAApB;AACA,WAAK,MAAL,GAAc,KAAd;AACA;AACA,UAAI,MAAM,EAAV;AACA,UAAI,SAAS,QAAO,KAAP,yCAAO,KAAP,OAAkB,QAA/B,EAAyC;AACvC,aAAK,IAAI,CAAT,IAAc,KAAd,EAAqB;AACnB,cAAI,MAAM,cAAN,CAAqB,CAArB,CAAJ,EACE,IAAI,CAAJ,IAAS,MAAM,CAAN,CAAT;AACH;AACF;AACD,UAAI,QAAJ,GAAe,QAAf;AACA,UAAI,KAAJ,GAAY,KAAZ;AACA,WAAK,OAAL,CAAa,OAAb,CAAqB,QAArB,EAA+B,GAA/B,EAAoC,IAApC;;AAEA;AACA;AACA,UAAI,OAAO,KAAP,IAAgB,OAAO,KAAP,CAAa,aAAjC,EAAgD;AAC9C,eAAO,KAAP,CAAa,aAAb,CACE,mBACG,KAAK,MAAL,CAAY,IAAZ,KAAqB,IAArB,GAA4B,KAAK,MAAL,CAAY,IAAZ,GAAmB,GAA/C,GAAqD,EADxD,IAEE,KAAK,KAHT,EAIE,OAAO,KAAP,KAAkB,WAAlB,GAAgC,IAAhC,GAAuC,KAJzC;AAMD;AACF;;;uBAEE,S,EAAW,Q,EAAU;AACtB,aAAO,KAAK,OAAL,CAAa,EAAb,CAAgB,SAAhB,EAA2B,QAA3B,CAAP;AACD;;;wBAEG,S,EAAW,Q,EAAU;AACvB,aAAO,KAAK,OAAL,CAAa,GAAb,CAAiB,SAAjB,EAA4B,QAA5B,CAAP;AACD;;;;;;kBAjDkB,G", - "file": "generated.js", - "sourceRoot": "", - "sourcesContent": [ - "(function(){function e(t,n,r){function s(o,u){if(!n[o]){if(!t[o]){var a=typeof require==\"function\"&&require;if(!u&&a)return a(o,!0);if(i)return i(o,!0);var f=new Error(\"Cannot find module '\"+o+\"'\");throw f.code=\"MODULE_NOT_FOUND\",f}var l=n[o]={exports:{}};t[o][0].call(l.exports,function(e){var n=t[o][1][e];return s(n?n:e)},l,l.exports,e,t,n,r)}return n[o].exports}var i=typeof require==\"function\"&&require;for(var o=0;o {\n this._eventRelay.trigger(\"change\", e, this);\n });\n this._varOnChangeSub = sub;\n }\n }\n\n /**\n * Combine the given `extraInfo` (if any) with the handle's default\n * `_extraInfo` (if any).\n * @private\n */\n _mergeExtraInfo(extraInfo) {\n return util.extend({},\n this._extraInfo ? this._extraInfo : null,\n extraInfo ? extraInfo : null);\n }\n\n /**\n * Close the handle. This clears this handle's contribution to the filter set,\n * and unsubscribes all event listeners.\n */\n close() {\n this._emitter.removeAllListeners();\n this.clear();\n this.setGroup(null);\n }\n\n /**\n * Clear this handle's contribution to the filter set.\n *\n * @param {Object} [extraInfo] - Extra properties to be included on the event\n * object that's passed to listeners (in addition to any options that were\n * passed into the `FilterHandle` constructor).\n * \n * @fires FilterHandle#change\n */\n clear(extraInfo) {\n if (!this._filterSet)\n return;\n this._filterSet.clear(this._id);\n this._onChange(extraInfo);\n }\n\n /**\n * Set this handle's contribution to the filter set. This array should consist\n * of the keys of the rows that _should_ be displayed; any keys that are not\n * present in the array will be considered _filtered out_. Note that multiple\n * `FilterHandle` instances in the group may each contribute an array of keys,\n * and only those keys that appear in _all_ of the arrays make it through the\n * filter.\n *\n * @param {string[]} keys - Empty array, or array of keys. To clear the\n * filter, don't pass an empty array; instead, use the\n * {@link FilterHandle#clear} method.\n * @param {Object} [extraInfo] - Extra properties to be included on the event\n * object that's passed to listeners (in addition to any options that were\n * passed into the `FilterHandle` constructor).\n * \n * @fires FilterHandle#change\n */\n set(keys, extraInfo) {\n if (!this._filterSet)\n return;\n this._filterSet.update(this._id, keys);\n this._onChange(extraInfo);\n }\n\n /**\n * @return {string[]|null} - Either: 1) an array of keys that made it through\n * all of the `FilterHandle` instances, or, 2) `null`, which means no filter\n * is being applied (all data should be displayed).\n */\n get filteredKeys() {\n return this._filterSet ? this._filterSet.value : null;\n }\n\n /**\n * Subscribe to events on this `FilterHandle`.\n *\n * @param {string} eventType - Indicates the type of events to listen to.\n * Currently, only `\"change\"` is supported.\n * @param {FilterHandle~listener} listener - The callback function that\n * will be invoked when the event occurs.\n * @return {string} - A token to pass to {@link FilterHandle#off} to cancel\n * this subscription.\n */\n on(eventType, listener) {\n return this._emitter.on(eventType, listener);\n }\n\n /**\n * Cancel event subscriptions created by {@link FilterHandle#on}.\n *\n * @param {string} eventType - The type of event to unsubscribe.\n * @param {string|FilterHandle~listener} listener - Either the callback\n * function previously passed into {@link FilterHandle#on}, or the\n * string that was returned from {@link FilterHandle#on}.\n */\n off(eventType, listener) {\n return this._emitter.off(eventType, listener);\n }\n\n _onChange(extraInfo) {\n if (!this._filterSet)\n return;\n this._filterVar.set(this._filterSet.value, this._mergeExtraInfo(extraInfo));\n }\n\n /**\n * @callback FilterHandle~listener\n * @param {Object} event - An object containing details of the event. For\n * `\"change\"` events, this includes the properties `value` (the new\n * value of the filter set, or `null` if no filter set is active),\n * `oldValue` (the previous value of the filter set), and `sender` (the\n * `FilterHandle` instance that made the change).\n */\n\n}\n\n/**\n * @event FilterHandle#change\n * @type {object}\n * @property {object} value - The new value of the filter set, or `null`\n * if no filter set is active.\n * @property {object} oldValue - The previous value of the filter set.\n * @property {FilterHandle} sender - The `FilterHandle` instance that\n * changed the value.\n */\n", - "import { diffSortedLists } from \"./util\";\n\nfunction naturalComparator(a, b) {\n if (a === b) {\n return 0;\n } else if (a < b) {\n return -1;\n } else if (a > b) {\n return 1;\n }\n}\n\n/**\n * @private\n */\nexport default class FilterSet {\n constructor() {\n this.reset();\n }\n\n reset() {\n // Key: handle ID, Value: array of selected keys, or null\n this._handles = {};\n // Key: key string, Value: count of handles that include it\n this._keys = {};\n this._value = null;\n this._activeHandles = 0;\n }\n\n get value() {\n return this._value;\n }\n\n update(handleId, keys) {\n if (keys !== null) {\n keys = keys.slice(0); // clone before sorting\n keys.sort(naturalComparator);\n }\n\n let {added, removed} = diffSortedLists(this._handles[handleId], keys);\n this._handles[handleId] = keys;\n\n for (let i = 0; i < added.length; i++) {\n this._keys[added[i]] = (this._keys[added[i]] || 0) + 1;\n }\n for (let i = 0; i < removed.length; i++) {\n this._keys[removed[i]]--;\n }\n\n this._updateValue(keys);\n }\n\n /**\n * @param {string[]} keys Sorted array of strings that indicate\n * a superset of possible keys.\n * @private\n */\n _updateValue(keys = this._allKeys) {\n let handleCount = Object.keys(this._handles).length;\n if (handleCount === 0) {\n this._value = null;\n } else {\n this._value = [];\n for (let i = 0; i < keys.length; i++) {\n let count = this._keys[keys[i]];\n if (count === handleCount) {\n this._value.push(keys[i]);\n }\n }\n }\n }\n\n clear(handleId) {\n if (typeof(this._handles[handleId]) === \"undefined\") {\n return;\n }\n\n let keys = this._handles[handleId];\n if (!keys) {\n keys = [];\n }\n\n for (let i = 0; i < keys.length; i++) {\n this._keys[keys[i]]--;\n }\n delete this._handles[handleId];\n\n this._updateValue();\n }\n\n get _allKeys() {\n let allKeys = Object.keys(this._keys);\n allKeys.sort(naturalComparator);\n return allKeys;\n }\n}\n", - "import Var from \"./var\";\n\n// Use a global so that multiple copies of crosstalk.js can be loaded and still\n// have groups behave as singletons across all copies.\nglobal.__crosstalk_groups = global.__crosstalk_groups || {};\nlet groups = global.__crosstalk_groups;\n\nexport default function group(groupName) {\n if (groupName && typeof(groupName) === \"string\") {\n if (!groups.hasOwnProperty(groupName)) {\n groups[groupName] = new Group(groupName);\n }\n return groups[groupName];\n } else if (typeof(groupName) === \"object\" && groupName._vars && groupName.var) {\n // Appears to already be a group object\n return groupName;\n } else if (Array.isArray(groupName) &&\n groupName.length == 1 &&\n typeof(groupName[0]) === \"string\") {\n return group(groupName[0]);\n } else {\n throw new Error(\"Invalid groupName argument\");\n }\n}\n\nclass Group {\n constructor(name) {\n this.name = name;\n this._vars = {};\n }\n\n var(name) {\n if (!name || typeof(name) !== \"string\") {\n throw new Error(\"Invalid var name\");\n }\n\n if (!this._vars.hasOwnProperty(name))\n this._vars[name] = new Var(this, name);\n return this._vars[name];\n }\n\n has(name) {\n if (!name || typeof(name) !== \"string\") {\n throw new Error(\"Invalid var name\");\n }\n\n return this._vars.hasOwnProperty(name);\n }\n}\n", - "import group from \"./group\";\nimport { SelectionHandle } from \"./selection\";\nimport { FilterHandle } from \"./filter\";\nimport { bind } from \"./input\";\nimport \"./input_selectize\";\nimport \"./input_checkboxgroup\";\nimport \"./input_slider\";\n\nconst defaultGroup = group(\"default\");\n\nfunction var_(name) {\n return defaultGroup.var(name);\n}\n\nfunction has(name) {\n return defaultGroup.has(name);\n}\n\nif (global.Shiny) {\n global.Shiny.addCustomMessageHandler(\"update-client-value\", function(message) {\n if (typeof(message.group) === \"string\") {\n group(message.group).var(message.name).set(message.value);\n } else {\n var_(message.name).set(message.value);\n }\n });\n}\n\nconst crosstalk = {\n group: group,\n var: var_,\n has: has,\n SelectionHandle: SelectionHandle,\n FilterHandle: FilterHandle,\n bind: bind\n};\n\n/**\n * @namespace crosstalk\n */\nexport default crosstalk;\nglobal.crosstalk = crosstalk;\n", - "let $ = global.jQuery;\n\nlet bindings = {};\n\nexport function register(reg) {\n bindings[reg.className] = reg;\n if (global.document && global.document.readyState !== \"complete\") {\n $(() => {\n bind();\n });\n } else if (global.document) {\n setTimeout(bind, 100);\n }\n}\n\nexport function bind() {\n Object.keys(bindings).forEach(function(className) {\n let binding = bindings[className];\n $(\".\" + binding.className).not(\".crosstalk-input-bound\").each(function(i, el) {\n bindInstance(binding, el);\n });\n });\n}\n\n// Escape jQuery identifier\nfunction $escape(val) {\n return val.replace(/([!\"#$%&'()*+,./:;<=>?@[\\\\\\]^`{|}~])/g, \"\\\\$1\");\n}\n\nfunction bindEl(el) {\n let $el = $(el);\n Object.keys(bindings).forEach(function(className) {\n if ($el.hasClass(className) && !$el.hasClass(\"crosstalk-input-bound\")) {\n let binding = bindings[className];\n bindInstance(binding, el);\n }\n });\n}\n\nfunction bindInstance(binding, el) {\n let jsonEl = $(el).find(\"script[type='application/json'][data-for='\" + $escape(el.id) + \"']\");\n let data = JSON.parse(jsonEl[0].innerText);\n\n let instance = binding.factory(el, data);\n $(el).data(\"crosstalk-instance\", instance);\n $(el).addClass(\"crosstalk-input-bound\");\n}\n\nif (global.Shiny) {\n let inputBinding = new global.Shiny.InputBinding();\n let $ = global.jQuery;\n $.extend(inputBinding, {\n find: function(scope) {\n return $(scope).find(\".crosstalk-input\");\n },\n initialize: function(el) {\n if (!$(el).hasClass(\"crosstalk-input-bound\")) {\n bindEl(el);\n }\n },\n getId: function(el) {\n return el.id;\n },\n getValue: function(el) {\n\n },\n setValue: function(el, value) {\n\n },\n receiveMessage: function(el, data) {\n\n },\n subscribe: function(el, callback) {\n $(el).data(\"crosstalk-instance\").resume();\n },\n unsubscribe: function(el) {\n $(el).data(\"crosstalk-instance\").suspend();\n }\n });\n global.Shiny.inputBindings.register(inputBinding, \"crosstalk.inputBinding\");\n}\n", - "import * as input from \"./input\";\nimport { FilterHandle } from \"./filter\";\n\nlet $ = global.jQuery;\n\ninput.register({\n className: \"crosstalk-input-checkboxgroup\",\n\n factory: function(el, data) {\n /*\n * map: {\"groupA\": [\"keyA\", \"keyB\", ...], ...}\n * group: \"ct-groupname\"\n */\n let ctHandle = new FilterHandle(data.group);\n\n let lastKnownKeys;\n let $el = $(el);\n $el.on(\"change\", \"input[type='checkbox']\", function() {\n let checked = $el.find(\"input[type='checkbox']:checked\");\n if (checked.length === 0) {\n lastKnownKeys = null;\n ctHandle.clear();\n } else {\n let keys = {};\n checked.each(function() {\n data.map[this.value].forEach(function(key) {\n keys[key] = true;\n });\n });\n let keyArray = Object.keys(keys);\n keyArray.sort();\n lastKnownKeys = keyArray;\n ctHandle.set(keyArray);\n }\n });\n\n return {\n suspend: function() {\n ctHandle.clear();\n },\n resume: function() {\n if (lastKnownKeys)\n ctHandle.set(lastKnownKeys);\n }\n };\n }\n});\n", - "import * as input from \"./input\";\nimport * as util from \"./util\";\nimport { FilterHandle } from \"./filter\";\n\nlet $ = global.jQuery;\n\ninput.register({\n className: \"crosstalk-input-select\",\n\n factory: function(el, data) {\n /*\n * items: {value: [...], label: [...]}\n * map: {\"groupA\": [\"keyA\", \"keyB\", ...], ...}\n * group: \"ct-groupname\"\n */\n\n let first = [{value: \"\", label: \"(All)\"}];\n let items = util.dataframeToD3(data.items);\n let opts = {\n options: first.concat(items),\n valueField: \"value\",\n labelField: \"label\",\n searchField: \"label\"\n };\n\n let select = $(el).find(\"select\")[0];\n\n let selectize = $(select).selectize(opts)[0].selectize;\n\n let ctHandle = new FilterHandle(data.group);\n\n let lastKnownKeys;\n selectize.on(\"change\", function() {\n if (selectize.items.length === 0) {\n lastKnownKeys = null;\n ctHandle.clear();\n } else {\n let keys = {};\n selectize.items.forEach(function(group) {\n data.map[group].forEach(function(key) {\n keys[key] = true;\n });\n });\n let keyArray = Object.keys(keys);\n keyArray.sort();\n lastKnownKeys = keyArray;\n ctHandle.set(keyArray);\n }\n });\n\n return {\n suspend: function() {\n ctHandle.clear();\n },\n resume: function() {\n if (lastKnownKeys)\n ctHandle.set(lastKnownKeys);\n }\n };\n }\n});\n", - "import * as input from \"./input\";\nimport { FilterHandle } from \"./filter\";\n\nlet $ = global.jQuery;\nlet strftime = global.strftime;\n\ninput.register({\n className: \"crosstalk-input-slider\",\n\n factory: function(el, data) {\n /*\n * map: {\"groupA\": [\"keyA\", \"keyB\", ...], ...}\n * group: \"ct-groupname\"\n */\n let ctHandle = new FilterHandle(data.group);\n\n let opts = {};\n let $el = $(el).find(\"input\");\n let dataType = $el.data(\"data-type\");\n let timeFormat = $el.data(\"time-format\");\n let round = $el.data(\"round\");\n let timeFormatter;\n\n // Set up formatting functions\n if (dataType === \"date\") {\n timeFormatter = strftime.utc();\n opts.prettify = function(num) {\n return timeFormatter(timeFormat, new Date(num));\n };\n\n } else if (dataType === \"datetime\") {\n let timezone = $el.data(\"timezone\");\n if (timezone)\n timeFormatter = strftime.timezone(timezone);\n else\n timeFormatter = strftime;\n\n opts.prettify = function(num) {\n return timeFormatter(timeFormat, new Date(num));\n };\n } else if (dataType === \"number\") {\n if (typeof round !== \"undefined\")\n opts.prettify = function(num) {\n let factor = Math.pow(10, round);\n return Math.round(num * factor) / factor;\n };\n }\n\n $el.ionRangeSlider(opts);\n\n function getValue() {\n let result = $el.data(\"ionRangeSlider\").result;\n\n // Function for converting numeric value from slider to appropriate type.\n let convert;\n let dataType = $el.data(\"data-type\");\n if (dataType === \"date\") {\n convert = function(val) {\n return formatDateUTC(new Date(+val));\n };\n } else if (dataType === \"datetime\") {\n convert = function(val) {\n // Convert ms to s\n return +val / 1000;\n };\n } else {\n convert = function(val) { return +val; };\n }\n\n if ($el.data(\"ionRangeSlider\").options.type === \"double\") {\n return [convert(result.from), convert(result.to)];\n } else {\n return convert(result.from);\n }\n }\n\n let lastKnownKeys = null;\n\n $el.on(\"change.crosstalkSliderInput\", function(event) {\n if (!$el.data(\"updating\") && !$el.data(\"animating\")) {\n let [from, to] = getValue();\n let keys = [];\n for (let i = 0; i < data.values.length; i++) {\n let val = data.values[i];\n if (val >= from && val <= to) {\n keys.push(data.keys[i]);\n }\n }\n keys.sort();\n ctHandle.set(keys);\n lastKnownKeys = keys;\n }\n });\n\n\n // let $el = $(el);\n // $el.on(\"change\", \"input[type=\"checkbox\"]\", function() {\n // let checked = $el.find(\"input[type=\"checkbox\"]:checked\");\n // if (checked.length === 0) {\n // ctHandle.clear();\n // } else {\n // let keys = {};\n // checked.each(function() {\n // data.map[this.value].forEach(function(key) {\n // keys[key] = true;\n // });\n // });\n // let keyArray = Object.keys(keys);\n // keyArray.sort();\n // ctHandle.set(keyArray);\n // }\n // });\n\n return {\n suspend: function() {\n ctHandle.clear();\n },\n resume: function() {\n if (lastKnownKeys)\n ctHandle.set(lastKnownKeys);\n }\n };\n }\n});\n\n\n// Convert a number to a string with leading zeros\nfunction padZeros(n, digits) {\n let str = n.toString();\n while (str.length < digits)\n str = \"0\" + str;\n return str;\n}\n\n// Given a Date object, return a string in yyyy-mm-dd format, using the\n// UTC date. This may be a day off from the date in the local time zone.\nfunction formatDateUTC(date) {\n if (date instanceof Date) {\n return date.getUTCFullYear() + \"-\" +\n padZeros(date.getUTCMonth()+1, 2) + \"-\" +\n padZeros(date.getUTCDate(), 2);\n\n } else {\n return null;\n }\n}\n", - "import Events from \"./events\";\nimport grp from \"./group\";\nimport * as util from \"./util\";\n\n/**\n * Use this class to read and write (and listen for changes to) the selection\n * for a Crosstalk group. This is intended to be used for linked brushing.\n *\n * If two (or more) `SelectionHandle` instances in the same webpage share the\n * same group name, they will share the same state. Setting the selection using\n * one `SelectionHandle` instance will result in the `value` property instantly\n * changing across the others, and `\"change\"` event listeners on all instances\n * (including the one that initiated the sending) will fire.\n *\n * @param {string} [group] - The name of the Crosstalk group, or if none,\n * null or undefined (or any other falsy value). This can be changed later\n * via the [SelectionHandle#setGroup](#setGroup) method.\n * @param {Object} [extraInfo] - An object whose properties will be copied to\n * the event object whenever an event is emitted.\n */\nexport class SelectionHandle {\n\n constructor(group = null, extraInfo = null) {\n this._eventRelay = new Events();\n this._emitter = new util.SubscriptionTracker(this._eventRelay);\n\n // Name of the group we're currently tracking, if any. Can change over time.\n this._group = null;\n // The Var we're currently tracking, if any. Can change over time.\n this._var = null;\n // The event handler subscription we currently have on var.on(\"change\").\n this._varOnChangeSub = null;\n\n this._extraInfo = util.extend({ sender: this }, extraInfo);\n\n this.setGroup(group);\n }\n\n /**\n * Changes the Crosstalk group membership of this SelectionHandle. The group\n * being switched away from (if any) will not have its selection value\n * modified as a result of calling `setGroup`, even if this handle was the\n * most recent handle to set the selection of the group.\n *\n * The group being switched to (if any) will also not have its selection value\n * modified as a result of calling `setGroup`. If you want to set the\n * selection value of the new group, call `set` explicitly.\n *\n * @param {string} group - The name of the Crosstalk group, or null (or\n * undefined) to clear the group.\n */\n setGroup(group) {\n // If group is unchanged, do nothing\n if (this._group === group)\n return;\n // Treat null, undefined, and other falsy values the same\n if (!this._group && !group)\n return;\n\n if (this._var) {\n this._var.off(\"change\", this._varOnChangeSub);\n this._var = null;\n this._varOnChangeSub = null;\n }\n\n this._group = group;\n\n if (group) {\n this._var = grp(group).var(\"selection\");\n let sub = this._var.on(\"change\", (e) => {\n this._eventRelay.trigger(\"change\", e, this);\n });\n this._varOnChangeSub = sub;\n }\n }\n\n /**\n * Retrieves the current selection for the group represented by this\n * `SelectionHandle`.\n *\n * - If no selection is active, then this value will be falsy.\n * - If a selection is active, but no data points are selected, then this\n * value will be an empty array.\n * - If a selection is active, and data points are selected, then the keys\n * of the selected data points will be present in the array.\n */\n get value() {\n return this._var ? this._var.get() : null;\n }\n\n /**\n * Combines the given `extraInfo` (if any) with the handle's default\n * `_extraInfo` (if any).\n * @private\n */\n _mergeExtraInfo(extraInfo) {\n // Important incidental effect: shallow clone is returned\n return util.extend({},\n this._extraInfo ? this._extraInfo : null,\n extraInfo ? extraInfo : null);\n }\n\n /**\n * Overwrites the current selection for the group, and raises the `\"change\"`\n * event among all of the group's '`SelectionHandle` instances (including\n * this one).\n *\n * @fires SelectionHandle#change\n * @param {string[]} selectedKeys - Falsy, empty array, or array of keys (see\n * {@link SelectionHandle#value}).\n * @param {Object} [extraInfo] - Extra properties to be included on the event\n * object that's passed to listeners (in addition to any options that were\n * passed into the `SelectionHandle` constructor).\n */\n set(selectedKeys, extraInfo) {\n if (this._var)\n this._var.set(selectedKeys, this._mergeExtraInfo(extraInfo));\n }\n\n /**\n * Overwrites the current selection for the group, and raises the `\"change\"`\n * event among all of the group's '`SelectionHandle` instances (including\n * this one).\n *\n * @fires SelectionHandle#change\n * @param {Object} [extraInfo] - Extra properties to be included on the event\n * object that's passed to listeners (in addition to any that were passed\n * into the `SelectionHandle` constructor).\n */\n clear(extraInfo) {\n if (this._var)\n this.set(void 0, this._mergeExtraInfo(extraInfo));\n }\n\n /**\n * Subscribes to events on this `SelectionHandle`.\n *\n * @param {string} eventType - Indicates the type of events to listen to.\n * Currently, only `\"change\"` is supported.\n * @param {SelectionHandle~listener} listener - The callback function that\n * will be invoked when the event occurs.\n * @return {string} - A token to pass to {@link SelectionHandle#off} to cancel\n * this subscription.\n */\n on(eventType, listener) {\n return this._emitter.on(eventType, listener);\n }\n\n /**\n * Cancels event subscriptions created by {@link SelectionHandle#on}.\n *\n * @param {string} eventType - The type of event to unsubscribe.\n * @param {string|SelectionHandle~listener} listener - Either the callback\n * function previously passed into {@link SelectionHandle#on}, or the\n * string that was returned from {@link SelectionHandle#on}.\n */\n off(eventType, listener) {\n return this._emitter.off(eventType, listener);\n }\n\n /**\n * Shuts down the `SelectionHandle` object.\n *\n * Removes all event listeners that were added through this handle.\n */\n close() {\n this._emitter.removeAllListeners();\n this.setGroup(null);\n }\n}\n\n/**\n * @callback SelectionHandle~listener\n * @param {Object} event - An object containing details of the event. For\n * `\"change\"` events, this includes the properties `value` (the new\n * value of the selection, or `undefined` if no selection is active),\n * `oldValue` (the previous value of the selection), and `sender` (the\n * `SelectionHandle` instance that made the change).\n */\n\n/**\n * @event SelectionHandle#change\n * @type {object}\n * @property {object} value - The new value of the selection, or `undefined`\n * if no selection is active.\n * @property {object} oldValue - The previous value of the selection.\n * @property {SelectionHandle} sender - The `SelectionHandle` instance that\n * changed the value.\n */\n", - "export function extend(target, ...sources) {\n for (let i = 0; i < sources.length; i++) {\n let src = sources[i];\n if (typeof(src) === \"undefined\" || src === null)\n continue;\n\n for (let key in src) {\n if (src.hasOwnProperty(key)) {\n target[key] = src[key];\n }\n }\n }\n return target;\n}\n\nexport function checkSorted(list) {\n for (let i = 1; i < list.length; i++) {\n if (list[i] <= list[i-1]) {\n throw new Error(\"List is not sorted or contains duplicate\");\n }\n }\n}\n\nexport function diffSortedLists(a, b) {\n let i_a = 0;\n let i_b = 0;\n\n if (!a) a = [];\n if (!b) b = [];\n\n let a_only = [];\n let b_only = [];\n\n checkSorted(a);\n checkSorted(b);\n\n while (i_a < a.length && i_b < b.length) {\n if (a[i_a] === b[i_b]) {\n i_a++;\n i_b++;\n } else if (a[i_a] < b[i_b]) {\n a_only.push(a[i_a++]);\n } else {\n b_only.push(b[i_b++]);\n }\n }\n\n if (i_a < a.length)\n a_only = a_only.concat(a.slice(i_a));\n if (i_b < b.length)\n b_only = b_only.concat(b.slice(i_b));\n return {\n removed: a_only,\n added: b_only\n };\n}\n\n// Convert from wide: { colA: [1,2,3], colB: [4,5,6], ... }\n// to long: [ {colA: 1, colB: 4}, {colA: 2, colB: 5}, ... ]\nexport function dataframeToD3(df) {\n let names = [];\n let length;\n for (let name in df) {\n if (df.hasOwnProperty(name))\n names.push(name);\n if (typeof(df[name]) !== \"object\" || typeof(df[name].length) === \"undefined\") {\n throw new Error(\"All fields must be arrays\");\n } else if (typeof(length) !== \"undefined\" && length !== df[name].length) {\n throw new Error(\"All fields must be arrays of the same length\");\n }\n length = df[name].length;\n }\n let results = [];\n let item;\n for (let row = 0; row < length; row++) {\n item = {};\n for (let col = 0; col < names.length; col++) {\n item[names[col]] = df[names[col]][row];\n }\n results.push(item);\n }\n return results;\n}\n\n/**\n * Keeps track of all event listener additions/removals and lets all active\n * listeners be removed with a single operation.\n *\n * @private\n */\nexport class SubscriptionTracker {\n constructor(emitter) {\n this._emitter = emitter;\n this._subs = {};\n }\n\n on(eventType, listener) {\n let sub = this._emitter.on(eventType, listener);\n this._subs[sub] = eventType;\n return sub;\n }\n\n off(eventType, listener) {\n let sub = this._emitter.off(eventType, listener);\n if (sub) {\n delete this._subs[sub];\n }\n return sub;\n }\n\n removeAllListeners() {\n let current_subs = this._subs;\n this._subs = {};\n Object.keys(current_subs).forEach((sub) => {\n this._emitter.off(current_subs[sub], sub);\n });\n }\n}\n", - "import Events from \"./events\";\n\nexport default class Var {\n constructor(group, name, /*optional*/ value) {\n this._group = group;\n this._name = name;\n this._value = value;\n this._events = new Events();\n }\n\n get() {\n return this._value;\n }\n\n set(value, /*optional*/ event) {\n if (this._value === value) {\n // Do nothing; the value hasn't changed\n return;\n }\n let oldValue = this._value;\n this._value = value;\n // Alert JavaScript listeners that the value has changed\n let evt = {};\n if (event && typeof(event) === \"object\") {\n for (let k in event) {\n if (event.hasOwnProperty(k))\n evt[k] = event[k];\n }\n }\n evt.oldValue = oldValue;\n evt.value = value;\n this._events.trigger(\"change\", evt, this);\n\n // TODO: Make this extensible, to let arbitrary back-ends know that\n // something has changed\n if (global.Shiny && global.Shiny.onInputChange) {\n global.Shiny.onInputChange(\n \".clientValue-\" +\n (this._group.name !== null ? this._group.name + \"-\" : \"\") +\n this._name,\n typeof(value) === \"undefined\" ? null : value\n );\n }\n }\n\n on(eventType, listener) {\n return this._events.on(eventType, listener);\n }\n\n off(eventType, listener) {\n return this._events.off(eventType, listener);\n }\n}\n" - ] -} \ No newline at end of file diff --git a/site_libs/crosstalk-1.2.0/js/crosstalk.min.js b/site_libs/crosstalk-1.2.0/js/crosstalk.min.js deleted file mode 100644 index b7ec0ac9f..000000000 --- a/site_libs/crosstalk-1.2.0/js/crosstalk.min.js +++ /dev/null @@ -1,2 +0,0 @@ -!function o(u,a,l){function s(n,e){if(!a[n]){if(!u[n]){var t="function"==typeof require&&require;if(!e&&t)return t(n,!0);if(f)return f(n,!0);var r=new Error("Cannot find module '"+n+"'");throw r.code="MODULE_NOT_FOUND",r}var i=a[n]={exports:{}};u[n][0].call(i.exports,function(e){var t=u[n][1][e];return s(t||e)},i,i.exports,o,u,a,l)}return a[n].exports}for(var f="function"==typeof require&&require,e=0;e?@[\\\]^`{|}~])/g,"\\$1")+"']"),r=JSON.parse(n[0].innerText),i=e.factory(t,r);o(t).data("crosstalk-instance",i),o(t).addClass("crosstalk-input-bound")}if(t.Shiny){var e=new t.Shiny.InputBinding,u=t.jQuery;u.extend(e,{find:function(e){return u(e).find(".crosstalk-input")},initialize:function(e){var t,n;u(e).hasClass("crosstalk-input-bound")||(n=o(t=e),Object.keys(r).forEach(function(e){n.hasClass(e)&&!n.hasClass("crosstalk-input-bound")&&i(r[e],t)}))},getId:function(e){return e.id},getValue:function(e){},setValue:function(e,t){},receiveMessage:function(e,t){},subscribe:function(e,t){u(e).data("crosstalk-instance").resume()},unsubscribe:function(e){u(e).data("crosstalk-instance").suspend()}}),t.Shiny.inputBindings.register(e,"crosstalk.inputBinding")}}).call(this,"undefined"!=typeof global?global:"undefined"!=typeof self?self:"undefined"!=typeof window?window:{})},{}],7:[function(r,e,t){(function(e){"use strict";var t=function(e){{if(e&&e.__esModule)return e;var t={};if(null!=e)for(var n in e)Object.prototype.hasOwnProperty.call(e,n)&&(t[n]=e[n]);return t.default=e,t}}(r("./input")),n=r("./filter");var a=e.jQuery;t.register({className:"crosstalk-input-checkboxgroup",factory:function(e,r){var i=new n.FilterHandle(r.group),o=void 0,u=a(e);return u.on("change","input[type='checkbox']",function(){var e=u.find("input[type='checkbox']:checked");if(0===e.length)o=null,i.clear();else{var t={};e.each(function(){r.map[this.value].forEach(function(e){t[e]=!0})});var n=Object.keys(t);n.sort(),o=n,i.set(n)}}),{suspend:function(){i.clear()},resume:function(){o&&i.set(o)}}}})}).call(this,"undefined"!=typeof global?global:"undefined"!=typeof self?self:"undefined"!=typeof window?window:{})},{"./filter":2,"./input":6}],8:[function(r,e,t){(function(e){"use strict";var t=n(r("./input")),l=n(r("./util")),s=r("./filter");function n(e){if(e&&e.__esModule)return e;var t={};if(null!=e)for(var n in e)Object.prototype.hasOwnProperty.call(e,n)&&(t[n]=e[n]);return t.default=e,t}var f=e.jQuery;t.register({className:"crosstalk-input-select",factory:function(e,n){var t=l.dataframeToD3(n.items),r={options:[{value:"",label:"(All)"}].concat(t),valueField:"value",labelField:"label",searchField:"label"},i=f(e).find("select")[0],o=f(i).selectize(r)[0].selectize,u=new s.FilterHandle(n.group),a=void 0;return o.on("change",function(){if(0===o.items.length)a=null,u.clear();else{var t={};o.items.forEach(function(e){n.map[e].forEach(function(e){t[e]=!0})});var e=Object.keys(t);e.sort(),a=e,u.set(e)}}),{suspend:function(){u.clear()},resume:function(){a&&u.set(a)}}}})}).call(this,"undefined"!=typeof global?global:"undefined"!=typeof self?self:"undefined"!=typeof window?window:{})},{"./filter":2,"./input":6,"./util":11}],9:[function(n,e,t){(function(e){"use strict";var d=function(e,t){if(Array.isArray(e))return e;if(Symbol.iterator in Object(e))return function(e,t){var n=[],r=!0,i=!1,o=void 0;try{for(var u,a=e[Symbol.iterator]();!(r=(u=a.next()).done)&&(n.push(u.value),!t||n.length!==t);r=!0);}catch(e){i=!0,o=e}finally{try{!r&&a.return&&a.return()}finally{if(i)throw o}}return n}(e,t);throw new TypeError("Invalid attempt to destructure non-iterable instance")},t=function(e){{if(e&&e.__esModule)return e;var t={};if(null!=e)for(var n in e)Object.prototype.hasOwnProperty.call(e,n)&&(t[n]=e[n]);return t.default=e,t}}(n("./input")),a=n("./filter");var v=e.jQuery,p=e.strftime;function y(e,t){for(var n=e.toString();n.length {\n this._eventRelay.trigger(\"change\", e, this);\n });\n this._varOnChangeSub = sub;\n }\n }\n\n /**\n * Combine the given `extraInfo` (if any) with the handle's default\n * `_extraInfo` (if any).\n * @private\n */\n _mergeExtraInfo(extraInfo) {\n return util.extend({},\n this._extraInfo ? this._extraInfo : null,\n extraInfo ? extraInfo : null);\n }\n\n /**\n * Close the handle. This clears this handle's contribution to the filter set,\n * and unsubscribes all event listeners.\n */\n close() {\n this._emitter.removeAllListeners();\n this.clear();\n this.setGroup(null);\n }\n\n /**\n * Clear this handle's contribution to the filter set.\n *\n * @param {Object} [extraInfo] - Extra properties to be included on the event\n * object that's passed to listeners (in addition to any options that were\n * passed into the `FilterHandle` constructor).\n * \n * @fires FilterHandle#change\n */\n clear(extraInfo) {\n if (!this._filterSet)\n return;\n this._filterSet.clear(this._id);\n this._onChange(extraInfo);\n }\n\n /**\n * Set this handle's contribution to the filter set. This array should consist\n * of the keys of the rows that _should_ be displayed; any keys that are not\n * present in the array will be considered _filtered out_. Note that multiple\n * `FilterHandle` instances in the group may each contribute an array of keys,\n * and only those keys that appear in _all_ of the arrays make it through the\n * filter.\n *\n * @param {string[]} keys - Empty array, or array of keys. To clear the\n * filter, don't pass an empty array; instead, use the\n * {@link FilterHandle#clear} method.\n * @param {Object} [extraInfo] - Extra properties to be included on the event\n * object that's passed to listeners (in addition to any options that were\n * passed into the `FilterHandle` constructor).\n * \n * @fires FilterHandle#change\n */\n set(keys, extraInfo) {\n if (!this._filterSet)\n return;\n this._filterSet.update(this._id, keys);\n this._onChange(extraInfo);\n }\n\n /**\n * @return {string[]|null} - Either: 1) an array of keys that made it through\n * all of the `FilterHandle` instances, or, 2) `null`, which means no filter\n * is being applied (all data should be displayed).\n */\n get filteredKeys() {\n return this._filterSet ? this._filterSet.value : null;\n }\n\n /**\n * Subscribe to events on this `FilterHandle`.\n *\n * @param {string} eventType - Indicates the type of events to listen to.\n * Currently, only `\"change\"` is supported.\n * @param {FilterHandle~listener} listener - The callback function that\n * will be invoked when the event occurs.\n * @return {string} - A token to pass to {@link FilterHandle#off} to cancel\n * this subscription.\n */\n on(eventType, listener) {\n return this._emitter.on(eventType, listener);\n }\n\n /**\n * Cancel event subscriptions created by {@link FilterHandle#on}.\n *\n * @param {string} eventType - The type of event to unsubscribe.\n * @param {string|FilterHandle~listener} listener - Either the callback\n * function previously passed into {@link FilterHandle#on}, or the\n * string that was returned from {@link FilterHandle#on}.\n */\n off(eventType, listener) {\n return this._emitter.off(eventType, listener);\n }\n\n _onChange(extraInfo) {\n if (!this._filterSet)\n return;\n this._filterVar.set(this._filterSet.value, this._mergeExtraInfo(extraInfo));\n }\n\n /**\n * @callback FilterHandle~listener\n * @param {Object} event - An object containing details of the event. For\n * `\"change\"` events, this includes the properties `value` (the new\n * value of the filter set, or `null` if no filter set is active),\n * `oldValue` (the previous value of the filter set), and `sender` (the\n * `FilterHandle` instance that made the change).\n */\n\n}\n\n/**\n * @event FilterHandle#change\n * @type {object}\n * @property {object} value - The new value of the filter set, or `null`\n * if no filter set is active.\n * @property {object} oldValue - The previous value of the filter set.\n * @property {FilterHandle} sender - The `FilterHandle` instance that\n * changed the value.\n */\n","import { diffSortedLists } from \"./util\";\n\nfunction naturalComparator(a, b) {\n if (a === b) {\n return 0;\n } else if (a < b) {\n return -1;\n } else if (a > b) {\n return 1;\n }\n}\n\n/**\n * @private\n */\nexport default class FilterSet {\n constructor() {\n this.reset();\n }\n\n reset() {\n // Key: handle ID, Value: array of selected keys, or null\n this._handles = {};\n // Key: key string, Value: count of handles that include it\n this._keys = {};\n this._value = null;\n this._activeHandles = 0;\n }\n\n get value() {\n return this._value;\n }\n\n update(handleId, keys) {\n if (keys !== null) {\n keys = keys.slice(0); // clone before sorting\n keys.sort(naturalComparator);\n }\n\n let {added, removed} = diffSortedLists(this._handles[handleId], keys);\n this._handles[handleId] = keys;\n\n for (let i = 0; i < added.length; i++) {\n this._keys[added[i]] = (this._keys[added[i]] || 0) + 1;\n }\n for (let i = 0; i < removed.length; i++) {\n this._keys[removed[i]]--;\n }\n\n this._updateValue(keys);\n }\n\n /**\n * @param {string[]} keys Sorted array of strings that indicate\n * a superset of possible keys.\n * @private\n */\n _updateValue(keys = this._allKeys) {\n let handleCount = Object.keys(this._handles).length;\n if (handleCount === 0) {\n this._value = null;\n } else {\n this._value = [];\n for (let i = 0; i < keys.length; i++) {\n let count = this._keys[keys[i]];\n if (count === handleCount) {\n this._value.push(keys[i]);\n }\n }\n }\n }\n\n clear(handleId) {\n if (typeof(this._handles[handleId]) === \"undefined\") {\n return;\n }\n\n let keys = this._handles[handleId];\n if (!keys) {\n keys = [];\n }\n\n for (let i = 0; i < keys.length; i++) {\n this._keys[keys[i]]--;\n }\n delete this._handles[handleId];\n\n this._updateValue();\n }\n\n get _allKeys() {\n let allKeys = Object.keys(this._keys);\n allKeys.sort(naturalComparator);\n return allKeys;\n }\n}\n","import Var from \"./var\";\n\n// Use a global so that multiple copies of crosstalk.js can be loaded and still\n// have groups behave as singletons across all copies.\nglobal.__crosstalk_groups = global.__crosstalk_groups || {};\nlet groups = global.__crosstalk_groups;\n\nexport default function group(groupName) {\n if (groupName && typeof(groupName) === \"string\") {\n if (!groups.hasOwnProperty(groupName)) {\n groups[groupName] = new Group(groupName);\n }\n return groups[groupName];\n } else if (typeof(groupName) === \"object\" && groupName._vars && groupName.var) {\n // Appears to already be a group object\n return groupName;\n } else if (Array.isArray(groupName) &&\n groupName.length == 1 &&\n typeof(groupName[0]) === \"string\") {\n return group(groupName[0]);\n } else {\n throw new Error(\"Invalid groupName argument\");\n }\n}\n\nclass Group {\n constructor(name) {\n this.name = name;\n this._vars = {};\n }\n\n var(name) {\n if (!name || typeof(name) !== \"string\") {\n throw new Error(\"Invalid var name\");\n }\n\n if (!this._vars.hasOwnProperty(name))\n this._vars[name] = new Var(this, name);\n return this._vars[name];\n }\n\n has(name) {\n if (!name || typeof(name) !== \"string\") {\n throw new Error(\"Invalid var name\");\n }\n\n return this._vars.hasOwnProperty(name);\n }\n}\n","import group from \"./group\";\nimport { SelectionHandle } from \"./selection\";\nimport { FilterHandle } from \"./filter\";\nimport { bind } from \"./input\";\nimport \"./input_selectize\";\nimport \"./input_checkboxgroup\";\nimport \"./input_slider\";\n\nconst defaultGroup = group(\"default\");\n\nfunction var_(name) {\n return defaultGroup.var(name);\n}\n\nfunction has(name) {\n return defaultGroup.has(name);\n}\n\nif (global.Shiny) {\n global.Shiny.addCustomMessageHandler(\"update-client-value\", function(message) {\n if (typeof(message.group) === \"string\") {\n group(message.group).var(message.name).set(message.value);\n } else {\n var_(message.name).set(message.value);\n }\n });\n}\n\nconst crosstalk = {\n group: group,\n var: var_,\n has: has,\n SelectionHandle: SelectionHandle,\n FilterHandle: FilterHandle,\n bind: bind\n};\n\n/**\n * @namespace crosstalk\n */\nexport default crosstalk;\nglobal.crosstalk = crosstalk;\n","let $ = global.jQuery;\n\nlet bindings = {};\n\nexport function register(reg) {\n bindings[reg.className] = reg;\n if (global.document && global.document.readyState !== \"complete\") {\n $(() => {\n bind();\n });\n } else if (global.document) {\n setTimeout(bind, 100);\n }\n}\n\nexport function bind() {\n Object.keys(bindings).forEach(function(className) {\n let binding = bindings[className];\n $(\".\" + binding.className).not(\".crosstalk-input-bound\").each(function(i, el) {\n bindInstance(binding, el);\n });\n });\n}\n\n// Escape jQuery identifier\nfunction $escape(val) {\n return val.replace(/([!\"#$%&'()*+,./:;<=>?@[\\\\\\]^`{|}~])/g, \"\\\\$1\");\n}\n\nfunction bindEl(el) {\n let $el = $(el);\n Object.keys(bindings).forEach(function(className) {\n if ($el.hasClass(className) && !$el.hasClass(\"crosstalk-input-bound\")) {\n let binding = bindings[className];\n bindInstance(binding, el);\n }\n });\n}\n\nfunction bindInstance(binding, el) {\n let jsonEl = $(el).find(\"script[type='application/json'][data-for='\" + $escape(el.id) + \"']\");\n let data = JSON.parse(jsonEl[0].innerText);\n\n let instance = binding.factory(el, data);\n $(el).data(\"crosstalk-instance\", instance);\n $(el).addClass(\"crosstalk-input-bound\");\n}\n\nif (global.Shiny) {\n let inputBinding = new global.Shiny.InputBinding();\n let $ = global.jQuery;\n $.extend(inputBinding, {\n find: function(scope) {\n return $(scope).find(\".crosstalk-input\");\n },\n initialize: function(el) {\n if (!$(el).hasClass(\"crosstalk-input-bound\")) {\n bindEl(el);\n }\n },\n getId: function(el) {\n return el.id;\n },\n getValue: function(el) {\n\n },\n setValue: function(el, value) {\n\n },\n receiveMessage: function(el, data) {\n\n },\n subscribe: function(el, callback) {\n $(el).data(\"crosstalk-instance\").resume();\n },\n unsubscribe: function(el) {\n $(el).data(\"crosstalk-instance\").suspend();\n }\n });\n global.Shiny.inputBindings.register(inputBinding, \"crosstalk.inputBinding\");\n}\n","import * as input from \"./input\";\nimport { FilterHandle } from \"./filter\";\n\nlet $ = global.jQuery;\n\ninput.register({\n className: \"crosstalk-input-checkboxgroup\",\n\n factory: function(el, data) {\n /*\n * map: {\"groupA\": [\"keyA\", \"keyB\", ...], ...}\n * group: \"ct-groupname\"\n */\n let ctHandle = new FilterHandle(data.group);\n\n let lastKnownKeys;\n let $el = $(el);\n $el.on(\"change\", \"input[type='checkbox']\", function() {\n let checked = $el.find(\"input[type='checkbox']:checked\");\n if (checked.length === 0) {\n lastKnownKeys = null;\n ctHandle.clear();\n } else {\n let keys = {};\n checked.each(function() {\n data.map[this.value].forEach(function(key) {\n keys[key] = true;\n });\n });\n let keyArray = Object.keys(keys);\n keyArray.sort();\n lastKnownKeys = keyArray;\n ctHandle.set(keyArray);\n }\n });\n\n return {\n suspend: function() {\n ctHandle.clear();\n },\n resume: function() {\n if (lastKnownKeys)\n ctHandle.set(lastKnownKeys);\n }\n };\n }\n});\n","import * as input from \"./input\";\nimport * as util from \"./util\";\nimport { FilterHandle } from \"./filter\";\n\nlet $ = global.jQuery;\n\ninput.register({\n className: \"crosstalk-input-select\",\n\n factory: function(el, data) {\n /*\n * items: {value: [...], label: [...]}\n * map: {\"groupA\": [\"keyA\", \"keyB\", ...], ...}\n * group: \"ct-groupname\"\n */\n\n let first = [{value: \"\", label: \"(All)\"}];\n let items = util.dataframeToD3(data.items);\n let opts = {\n options: first.concat(items),\n valueField: \"value\",\n labelField: \"label\",\n searchField: \"label\"\n };\n\n let select = $(el).find(\"select\")[0];\n\n let selectize = $(select).selectize(opts)[0].selectize;\n\n let ctHandle = new FilterHandle(data.group);\n\n let lastKnownKeys;\n selectize.on(\"change\", function() {\n if (selectize.items.length === 0) {\n lastKnownKeys = null;\n ctHandle.clear();\n } else {\n let keys = {};\n selectize.items.forEach(function(group) {\n data.map[group].forEach(function(key) {\n keys[key] = true;\n });\n });\n let keyArray = Object.keys(keys);\n keyArray.sort();\n lastKnownKeys = keyArray;\n ctHandle.set(keyArray);\n }\n });\n\n return {\n suspend: function() {\n ctHandle.clear();\n },\n resume: function() {\n if (lastKnownKeys)\n ctHandle.set(lastKnownKeys);\n }\n };\n }\n});\n","import * as input from \"./input\";\nimport { FilterHandle } from \"./filter\";\n\nlet $ = global.jQuery;\nlet strftime = global.strftime;\n\ninput.register({\n className: \"crosstalk-input-slider\",\n\n factory: function(el, data) {\n /*\n * map: {\"groupA\": [\"keyA\", \"keyB\", ...], ...}\n * group: \"ct-groupname\"\n */\n let ctHandle = new FilterHandle(data.group);\n\n let opts = {};\n let $el = $(el).find(\"input\");\n let dataType = $el.data(\"data-type\");\n let timeFormat = $el.data(\"time-format\");\n let round = $el.data(\"round\");\n let timeFormatter;\n\n // Set up formatting functions\n if (dataType === \"date\") {\n timeFormatter = strftime.utc();\n opts.prettify = function(num) {\n return timeFormatter(timeFormat, new Date(num));\n };\n\n } else if (dataType === \"datetime\") {\n let timezone = $el.data(\"timezone\");\n if (timezone)\n timeFormatter = strftime.timezone(timezone);\n else\n timeFormatter = strftime;\n\n opts.prettify = function(num) {\n return timeFormatter(timeFormat, new Date(num));\n };\n } else if (dataType === \"number\") {\n if (typeof round !== \"undefined\")\n opts.prettify = function(num) {\n let factor = Math.pow(10, round);\n return Math.round(num * factor) / factor;\n };\n }\n\n $el.ionRangeSlider(opts);\n\n function getValue() {\n let result = $el.data(\"ionRangeSlider\").result;\n\n // Function for converting numeric value from slider to appropriate type.\n let convert;\n let dataType = $el.data(\"data-type\");\n if (dataType === \"date\") {\n convert = function(val) {\n return formatDateUTC(new Date(+val));\n };\n } else if (dataType === \"datetime\") {\n convert = function(val) {\n // Convert ms to s\n return +val / 1000;\n };\n } else {\n convert = function(val) { return +val; };\n }\n\n if ($el.data(\"ionRangeSlider\").options.type === \"double\") {\n return [convert(result.from), convert(result.to)];\n } else {\n return convert(result.from);\n }\n }\n\n let lastKnownKeys = null;\n\n $el.on(\"change.crosstalkSliderInput\", function(event) {\n if (!$el.data(\"updating\") && !$el.data(\"animating\")) {\n let [from, to] = getValue();\n let keys = [];\n for (let i = 0; i < data.values.length; i++) {\n let val = data.values[i];\n if (val >= from && val <= to) {\n keys.push(data.keys[i]);\n }\n }\n keys.sort();\n ctHandle.set(keys);\n lastKnownKeys = keys;\n }\n });\n\n\n // let $el = $(el);\n // $el.on(\"change\", \"input[type=\"checkbox\"]\", function() {\n // let checked = $el.find(\"input[type=\"checkbox\"]:checked\");\n // if (checked.length === 0) {\n // ctHandle.clear();\n // } else {\n // let keys = {};\n // checked.each(function() {\n // data.map[this.value].forEach(function(key) {\n // keys[key] = true;\n // });\n // });\n // let keyArray = Object.keys(keys);\n // keyArray.sort();\n // ctHandle.set(keyArray);\n // }\n // });\n\n return {\n suspend: function() {\n ctHandle.clear();\n },\n resume: function() {\n if (lastKnownKeys)\n ctHandle.set(lastKnownKeys);\n }\n };\n }\n});\n\n\n// Convert a number to a string with leading zeros\nfunction padZeros(n, digits) {\n let str = n.toString();\n while (str.length < digits)\n str = \"0\" + str;\n return str;\n}\n\n// Given a Date object, return a string in yyyy-mm-dd format, using the\n// UTC date. This may be a day off from the date in the local time zone.\nfunction formatDateUTC(date) {\n if (date instanceof Date) {\n return date.getUTCFullYear() + \"-\" +\n padZeros(date.getUTCMonth()+1, 2) + \"-\" +\n padZeros(date.getUTCDate(), 2);\n\n } else {\n return null;\n }\n}\n","import Events from \"./events\";\nimport grp from \"./group\";\nimport * as util from \"./util\";\n\n/**\n * Use this class to read and write (and listen for changes to) the selection\n * for a Crosstalk group. This is intended to be used for linked brushing.\n *\n * If two (or more) `SelectionHandle` instances in the same webpage share the\n * same group name, they will share the same state. Setting the selection using\n * one `SelectionHandle` instance will result in the `value` property instantly\n * changing across the others, and `\"change\"` event listeners on all instances\n * (including the one that initiated the sending) will fire.\n *\n * @param {string} [group] - The name of the Crosstalk group, or if none,\n * null or undefined (or any other falsy value). This can be changed later\n * via the [SelectionHandle#setGroup](#setGroup) method.\n * @param {Object} [extraInfo] - An object whose properties will be copied to\n * the event object whenever an event is emitted.\n */\nexport class SelectionHandle {\n\n constructor(group = null, extraInfo = null) {\n this._eventRelay = new Events();\n this._emitter = new util.SubscriptionTracker(this._eventRelay);\n\n // Name of the group we're currently tracking, if any. Can change over time.\n this._group = null;\n // The Var we're currently tracking, if any. Can change over time.\n this._var = null;\n // The event handler subscription we currently have on var.on(\"change\").\n this._varOnChangeSub = null;\n\n this._extraInfo = util.extend({ sender: this }, extraInfo);\n\n this.setGroup(group);\n }\n\n /**\n * Changes the Crosstalk group membership of this SelectionHandle. The group\n * being switched away from (if any) will not have its selection value\n * modified as a result of calling `setGroup`, even if this handle was the\n * most recent handle to set the selection of the group.\n *\n * The group being switched to (if any) will also not have its selection value\n * modified as a result of calling `setGroup`. If you want to set the\n * selection value of the new group, call `set` explicitly.\n *\n * @param {string} group - The name of the Crosstalk group, or null (or\n * undefined) to clear the group.\n */\n setGroup(group) {\n // If group is unchanged, do nothing\n if (this._group === group)\n return;\n // Treat null, undefined, and other falsy values the same\n if (!this._group && !group)\n return;\n\n if (this._var) {\n this._var.off(\"change\", this._varOnChangeSub);\n this._var = null;\n this._varOnChangeSub = null;\n }\n\n this._group = group;\n\n if (group) {\n this._var = grp(group).var(\"selection\");\n let sub = this._var.on(\"change\", (e) => {\n this._eventRelay.trigger(\"change\", e, this);\n });\n this._varOnChangeSub = sub;\n }\n }\n\n /**\n * Retrieves the current selection for the group represented by this\n * `SelectionHandle`.\n *\n * - If no selection is active, then this value will be falsy.\n * - If a selection is active, but no data points are selected, then this\n * value will be an empty array.\n * - If a selection is active, and data points are selected, then the keys\n * of the selected data points will be present in the array.\n */\n get value() {\n return this._var ? this._var.get() : null;\n }\n\n /**\n * Combines the given `extraInfo` (if any) with the handle's default\n * `_extraInfo` (if any).\n * @private\n */\n _mergeExtraInfo(extraInfo) {\n // Important incidental effect: shallow clone is returned\n return util.extend({},\n this._extraInfo ? this._extraInfo : null,\n extraInfo ? extraInfo : null);\n }\n\n /**\n * Overwrites the current selection for the group, and raises the `\"change\"`\n * event among all of the group's '`SelectionHandle` instances (including\n * this one).\n *\n * @fires SelectionHandle#change\n * @param {string[]} selectedKeys - Falsy, empty array, or array of keys (see\n * {@link SelectionHandle#value}).\n * @param {Object} [extraInfo] - Extra properties to be included on the event\n * object that's passed to listeners (in addition to any options that were\n * passed into the `SelectionHandle` constructor).\n */\n set(selectedKeys, extraInfo) {\n if (this._var)\n this._var.set(selectedKeys, this._mergeExtraInfo(extraInfo));\n }\n\n /**\n * Overwrites the current selection for the group, and raises the `\"change\"`\n * event among all of the group's '`SelectionHandle` instances (including\n * this one).\n *\n * @fires SelectionHandle#change\n * @param {Object} [extraInfo] - Extra properties to be included on the event\n * object that's passed to listeners (in addition to any that were passed\n * into the `SelectionHandle` constructor).\n */\n clear(extraInfo) {\n if (this._var)\n this.set(void 0, this._mergeExtraInfo(extraInfo));\n }\n\n /**\n * Subscribes to events on this `SelectionHandle`.\n *\n * @param {string} eventType - Indicates the type of events to listen to.\n * Currently, only `\"change\"` is supported.\n * @param {SelectionHandle~listener} listener - The callback function that\n * will be invoked when the event occurs.\n * @return {string} - A token to pass to {@link SelectionHandle#off} to cancel\n * this subscription.\n */\n on(eventType, listener) {\n return this._emitter.on(eventType, listener);\n }\n\n /**\n * Cancels event subscriptions created by {@link SelectionHandle#on}.\n *\n * @param {string} eventType - The type of event to unsubscribe.\n * @param {string|SelectionHandle~listener} listener - Either the callback\n * function previously passed into {@link SelectionHandle#on}, or the\n * string that was returned from {@link SelectionHandle#on}.\n */\n off(eventType, listener) {\n return this._emitter.off(eventType, listener);\n }\n\n /**\n * Shuts down the `SelectionHandle` object.\n *\n * Removes all event listeners that were added through this handle.\n */\n close() {\n this._emitter.removeAllListeners();\n this.setGroup(null);\n }\n}\n\n/**\n * @callback SelectionHandle~listener\n * @param {Object} event - An object containing details of the event. For\n * `\"change\"` events, this includes the properties `value` (the new\n * value of the selection, or `undefined` if no selection is active),\n * `oldValue` (the previous value of the selection), and `sender` (the\n * `SelectionHandle` instance that made the change).\n */\n\n/**\n * @event SelectionHandle#change\n * @type {object}\n * @property {object} value - The new value of the selection, or `undefined`\n * if no selection is active.\n * @property {object} oldValue - The previous value of the selection.\n * @property {SelectionHandle} sender - The `SelectionHandle` instance that\n * changed the value.\n */\n","export function extend(target, ...sources) {\n for (let i = 0; i < sources.length; i++) {\n let src = sources[i];\n if (typeof(src) === \"undefined\" || src === null)\n continue;\n\n for (let key in src) {\n if (src.hasOwnProperty(key)) {\n target[key] = src[key];\n }\n }\n }\n return target;\n}\n\nexport function checkSorted(list) {\n for (let i = 1; i < list.length; i++) {\n if (list[i] <= list[i-1]) {\n throw new Error(\"List is not sorted or contains duplicate\");\n }\n }\n}\n\nexport function diffSortedLists(a, b) {\n let i_a = 0;\n let i_b = 0;\n\n if (!a) a = [];\n if (!b) b = [];\n\n let a_only = [];\n let b_only = [];\n\n checkSorted(a);\n checkSorted(b);\n\n while (i_a < a.length && i_b < b.length) {\n if (a[i_a] === b[i_b]) {\n i_a++;\n i_b++;\n } else if (a[i_a] < b[i_b]) {\n a_only.push(a[i_a++]);\n } else {\n b_only.push(b[i_b++]);\n }\n }\n\n if (i_a < a.length)\n a_only = a_only.concat(a.slice(i_a));\n if (i_b < b.length)\n b_only = b_only.concat(b.slice(i_b));\n return {\n removed: a_only,\n added: b_only\n };\n}\n\n// Convert from wide: { colA: [1,2,3], colB: [4,5,6], ... }\n// to long: [ {colA: 1, colB: 4}, {colA: 2, colB: 5}, ... ]\nexport function dataframeToD3(df) {\n let names = [];\n let length;\n for (let name in df) {\n if (df.hasOwnProperty(name))\n names.push(name);\n if (typeof(df[name]) !== \"object\" || typeof(df[name].length) === \"undefined\") {\n throw new Error(\"All fields must be arrays\");\n } else if (typeof(length) !== \"undefined\" && length !== df[name].length) {\n throw new Error(\"All fields must be arrays of the same length\");\n }\n length = df[name].length;\n }\n let results = [];\n let item;\n for (let row = 0; row < length; row++) {\n item = {};\n for (let col = 0; col < names.length; col++) {\n item[names[col]] = df[names[col]][row];\n }\n results.push(item);\n }\n return results;\n}\n\n/**\n * Keeps track of all event listener additions/removals and lets all active\n * listeners be removed with a single operation.\n *\n * @private\n */\nexport class SubscriptionTracker {\n constructor(emitter) {\n this._emitter = emitter;\n this._subs = {};\n }\n\n on(eventType, listener) {\n let sub = this._emitter.on(eventType, listener);\n this._subs[sub] = eventType;\n return sub;\n }\n\n off(eventType, listener) {\n let sub = this._emitter.off(eventType, listener);\n if (sub) {\n delete this._subs[sub];\n }\n return sub;\n }\n\n removeAllListeners() {\n let current_subs = this._subs;\n this._subs = {};\n Object.keys(current_subs).forEach((sub) => {\n this._emitter.off(current_subs[sub], sub);\n });\n }\n}\n","import Events from \"./events\";\n\nexport default class Var {\n constructor(group, name, /*optional*/ value) {\n this._group = group;\n this._name = name;\n this._value = value;\n this._events = new Events();\n }\n\n get() {\n return this._value;\n }\n\n set(value, /*optional*/ event) {\n if (this._value === value) {\n // Do nothing; the value hasn't changed\n return;\n }\n let oldValue = this._value;\n this._value = value;\n // Alert JavaScript listeners that the value has changed\n let evt = {};\n if (event && typeof(event) === \"object\") {\n for (let k in event) {\n if (event.hasOwnProperty(k))\n evt[k] = event[k];\n }\n }\n evt.oldValue = oldValue;\n evt.value = value;\n this._events.trigger(\"change\", evt, this);\n\n // TODO: Make this extensible, to let arbitrary back-ends know that\n // something has changed\n if (global.Shiny && global.Shiny.onInputChange) {\n global.Shiny.onInputChange(\n \".clientValue-\" +\n (this._group.name !== null ? this._group.name + \"-\" : \"\") +\n this._name,\n typeof(value) === \"undefined\" ? null : value\n );\n }\n }\n\n on(eventType, listener) {\n return this._events.on(eventType, listener);\n }\n\n off(eventType, listener) {\n return this._events.off(eventType, listener);\n }\n}\n"]} \ No newline at end of file diff --git a/site_libs/crosstalk-1.2.0/scss/crosstalk.scss b/site_libs/crosstalk-1.2.0/scss/crosstalk.scss deleted file mode 100644 index 35665616f..000000000 --- a/site_libs/crosstalk-1.2.0/scss/crosstalk.scss +++ /dev/null @@ -1,75 +0,0 @@ -/* Adjust margins outwards, so column contents line up with the edges of the - parent of container-fluid. */ -.container-fluid.crosstalk-bscols { - margin-left: -30px; - margin-right: -30px; - white-space: normal; -} - -/* But don't adjust the margins outwards if we're directly under the body, - i.e. we were the top-level of something at the console. */ -body > .container-fluid.crosstalk-bscols { - margin-left: auto; - margin-right: auto; -} - -.crosstalk-input-checkboxgroup .crosstalk-options-group .crosstalk-options-column { - display: inline-block; - padding-right: 12px; - vertical-align: top; -} - -@media only screen and (max-width:480px) { - .crosstalk-input-checkboxgroup .crosstalk-options-group .crosstalk-options-column { - display: block; - padding-right: inherit; - } -} - -/* Relevant BS3 styles to make filter_checkbox() look reasonable without Bootstrap */ -.crosstalk-input { - margin-bottom: 15px; /* a la .form-group */ - .control-label { - margin-bottom: 0; - vertical-align: middle; - } - input[type="checkbox"] { - margin: 4px 0 0; - margin-top: 1px; - line-height: normal; - } - .checkbox { - position: relative; - display: block; - margin-top: 10px; - margin-bottom: 10px; - } - .checkbox > label{ - padding-left: 20px; - margin-bottom: 0; - font-weight: 400; - cursor: pointer; - } - .checkbox input[type="checkbox"], - .checkbox-inline input[type="checkbox"] { - position: absolute; - margin-top: 2px; - margin-left: -20px; - } - .checkbox + .checkbox { - margin-top: -5px; - } - .checkbox-inline { - position: relative; - display: inline-block; - padding-left: 20px; - margin-bottom: 0; - font-weight: 400; - vertical-align: middle; - cursor: pointer; - } - .checkbox-inline + .checkbox-inline { - margin-top: 0; - margin-left: 10px; - } -} diff --git a/site_libs/htmlwidgets-1.6.2/htmlwidgets.js b/site_libs/htmlwidgets-1.6.2/htmlwidgets.js deleted file mode 100644 index 1067d029f..000000000 --- a/site_libs/htmlwidgets-1.6.2/htmlwidgets.js +++ /dev/null @@ -1,901 +0,0 @@ -(function() { - // If window.HTMLWidgets is already defined, then use it; otherwise create a - // new object. This allows preceding code to set options that affect the - // initialization process (though none currently exist). - window.HTMLWidgets = window.HTMLWidgets || {}; - - // See if we're running in a viewer pane. If not, we're in a web browser. - var viewerMode = window.HTMLWidgets.viewerMode = - /\bviewer_pane=1\b/.test(window.location); - - // See if we're running in Shiny mode. If not, it's a static document. - // Note that static widgets can appear in both Shiny and static modes, but - // obviously, Shiny widgets can only appear in Shiny apps/documents. - var shinyMode = window.HTMLWidgets.shinyMode = - typeof(window.Shiny) !== "undefined" && !!window.Shiny.outputBindings; - - // We can't count on jQuery being available, so we implement our own - // version if necessary. - function querySelectorAll(scope, selector) { - if (typeof(jQuery) !== "undefined" && scope instanceof jQuery) { - return scope.find(selector); - } - if (scope.querySelectorAll) { - return scope.querySelectorAll(selector); - } - } - - function asArray(value) { - if (value === null) - return []; - if ($.isArray(value)) - return value; - return [value]; - } - - // Implement jQuery's extend - function extend(target /*, ... */) { - if (arguments.length == 1) { - return target; - } - for (var i = 1; i < arguments.length; i++) { - var source = arguments[i]; - for (var prop in source) { - if (source.hasOwnProperty(prop)) { - target[prop] = source[prop]; - } - } - } - return target; - } - - // IE8 doesn't support Array.forEach. - function forEach(values, callback, thisArg) { - if (values.forEach) { - values.forEach(callback, thisArg); - } else { - for (var i = 0; i < values.length; i++) { - callback.call(thisArg, values[i], i, values); - } - } - } - - // Replaces the specified method with the return value of funcSource. - // - // Note that funcSource should not BE the new method, it should be a function - // that RETURNS the new method. funcSource receives a single argument that is - // the overridden method, it can be called from the new method. The overridden - // method can be called like a regular function, it has the target permanently - // bound to it so "this" will work correctly. - function overrideMethod(target, methodName, funcSource) { - var superFunc = target[methodName] || function() {}; - var superFuncBound = function() { - return superFunc.apply(target, arguments); - }; - target[methodName] = funcSource(superFuncBound); - } - - // Add a method to delegator that, when invoked, calls - // delegatee.methodName. If there is no such method on - // the delegatee, but there was one on delegator before - // delegateMethod was called, then the original version - // is invoked instead. - // For example: - // - // var a = { - // method1: function() { console.log('a1'); } - // method2: function() { console.log('a2'); } - // }; - // var b = { - // method1: function() { console.log('b1'); } - // }; - // delegateMethod(a, b, "method1"); - // delegateMethod(a, b, "method2"); - // a.method1(); - // a.method2(); - // - // The output would be "b1", "a2". - function delegateMethod(delegator, delegatee, methodName) { - var inherited = delegator[methodName]; - delegator[methodName] = function() { - var target = delegatee; - var method = delegatee[methodName]; - - // The method doesn't exist on the delegatee. Instead, - // call the method on the delegator, if it exists. - if (!method) { - target = delegator; - method = inherited; - } - - if (method) { - return method.apply(target, arguments); - } - }; - } - - // Implement a vague facsimilie of jQuery's data method - function elementData(el, name, value) { - if (arguments.length == 2) { - return el["htmlwidget_data_" + name]; - } else if (arguments.length == 3) { - el["htmlwidget_data_" + name] = value; - return el; - } else { - throw new Error("Wrong number of arguments for elementData: " + - arguments.length); - } - } - - // http://stackoverflow.com/questions/3446170/escape-string-for-use-in-javascript-regex - function escapeRegExp(str) { - return str.replace(/[\-\[\]\/\{\}\(\)\*\+\?\.\\\^\$\|]/g, "\\$&"); - } - - function hasClass(el, className) { - var re = new RegExp("\\b" + escapeRegExp(className) + "\\b"); - return re.test(el.className); - } - - // elements - array (or array-like object) of HTML elements - // className - class name to test for - // include - if true, only return elements with given className; - // if false, only return elements *without* given className - function filterByClass(elements, className, include) { - var results = []; - for (var i = 0; i < elements.length; i++) { - if (hasClass(elements[i], className) == include) - results.push(elements[i]); - } - return results; - } - - function on(obj, eventName, func) { - if (obj.addEventListener) { - obj.addEventListener(eventName, func, false); - } else if (obj.attachEvent) { - obj.attachEvent(eventName, func); - } - } - - function off(obj, eventName, func) { - if (obj.removeEventListener) - obj.removeEventListener(eventName, func, false); - else if (obj.detachEvent) { - obj.detachEvent(eventName, func); - } - } - - // Translate array of values to top/right/bottom/left, as usual with - // the "padding" CSS property - // https://developer.mozilla.org/en-US/docs/Web/CSS/padding - function unpackPadding(value) { - if (typeof(value) === "number") - value = [value]; - if (value.length === 1) { - return {top: value[0], right: value[0], bottom: value[0], left: value[0]}; - } - if (value.length === 2) { - return {top: value[0], right: value[1], bottom: value[0], left: value[1]}; - } - if (value.length === 3) { - return {top: value[0], right: value[1], bottom: value[2], left: value[1]}; - } - if (value.length === 4) { - return {top: value[0], right: value[1], bottom: value[2], left: value[3]}; - } - } - - // Convert an unpacked padding object to a CSS value - function paddingToCss(paddingObj) { - return paddingObj.top + "px " + paddingObj.right + "px " + paddingObj.bottom + "px " + paddingObj.left + "px"; - } - - // Makes a number suitable for CSS - function px(x) { - if (typeof(x) === "number") - return x + "px"; - else - return x; - } - - // Retrieves runtime widget sizing information for an element. - // The return value is either null, or an object with fill, padding, - // defaultWidth, defaultHeight fields. - function sizingPolicy(el) { - var sizingEl = document.querySelector("script[data-for='" + el.id + "'][type='application/htmlwidget-sizing']"); - if (!sizingEl) - return null; - var sp = JSON.parse(sizingEl.textContent || sizingEl.text || "{}"); - if (viewerMode) { - return sp.viewer; - } else { - return sp.browser; - } - } - - // @param tasks Array of strings (or falsy value, in which case no-op). - // Each element must be a valid JavaScript expression that yields a - // function. Or, can be an array of objects with "code" and "data" - // properties; in this case, the "code" property should be a string - // of JS that's an expr that yields a function, and "data" should be - // an object that will be added as an additional argument when that - // function is called. - // @param target The object that will be "this" for each function - // execution. - // @param args Array of arguments to be passed to the functions. (The - // same arguments will be passed to all functions.) - function evalAndRun(tasks, target, args) { - if (tasks) { - forEach(tasks, function(task) { - var theseArgs = args; - if (typeof(task) === "object") { - theseArgs = theseArgs.concat([task.data]); - task = task.code; - } - var taskFunc = tryEval(task); - if (typeof(taskFunc) !== "function") { - throw new Error("Task must be a function! Source:\n" + task); - } - taskFunc.apply(target, theseArgs); - }); - } - } - - // Attempt eval() both with and without enclosing in parentheses. - // Note that enclosing coerces a function declaration into - // an expression that eval() can parse - // (otherwise, a SyntaxError is thrown) - function tryEval(code) { - var result = null; - try { - result = eval("(" + code + ")"); - } catch(error) { - if (!(error instanceof SyntaxError)) { - throw error; - } - try { - result = eval(code); - } catch(e) { - if (e instanceof SyntaxError) { - throw error; - } else { - throw e; - } - } - } - return result; - } - - function initSizing(el) { - var sizing = sizingPolicy(el); - if (!sizing) - return; - - var cel = document.getElementById("htmlwidget_container"); - if (!cel) - return; - - if (typeof(sizing.padding) !== "undefined") { - document.body.style.margin = "0"; - document.body.style.padding = paddingToCss(unpackPadding(sizing.padding)); - } - - if (sizing.fill) { - document.body.style.overflow = "hidden"; - document.body.style.width = "100%"; - document.body.style.height = "100%"; - document.documentElement.style.width = "100%"; - document.documentElement.style.height = "100%"; - cel.style.position = "absolute"; - var pad = unpackPadding(sizing.padding); - cel.style.top = pad.top + "px"; - cel.style.right = pad.right + "px"; - cel.style.bottom = pad.bottom + "px"; - cel.style.left = pad.left + "px"; - el.style.width = "100%"; - el.style.height = "100%"; - - return { - getWidth: function() { return cel.getBoundingClientRect().width; }, - getHeight: function() { return cel.getBoundingClientRect().height; } - }; - - } else { - el.style.width = px(sizing.width); - el.style.height = px(sizing.height); - - return { - getWidth: function() { return cel.getBoundingClientRect().width; }, - getHeight: function() { return cel.getBoundingClientRect().height; } - }; - } - } - - // Default implementations for methods - var defaults = { - find: function(scope) { - return querySelectorAll(scope, "." + this.name); - }, - renderError: function(el, err) { - var $el = $(el); - - this.clearError(el); - - // Add all these error classes, as Shiny does - var errClass = "shiny-output-error"; - if (err.type !== null) { - // use the classes of the error condition as CSS class names - errClass = errClass + " " + $.map(asArray(err.type), function(type) { - return errClass + "-" + type; - }).join(" "); - } - errClass = errClass + " htmlwidgets-error"; - - // Is el inline or block? If inline or inline-block, just display:none it - // and add an inline error. - var display = $el.css("display"); - $el.data("restore-display-mode", display); - - if (display === "inline" || display === "inline-block") { - $el.hide(); - if (err.message !== "") { - var errorSpan = $("").addClass(errClass); - errorSpan.text(err.message); - $el.after(errorSpan); - } - } else if (display === "block") { - // If block, add an error just after the el, set visibility:none on the - // el, and position the error to be on top of the el. - // Mark it with a unique ID and CSS class so we can remove it later. - $el.css("visibility", "hidden"); - if (err.message !== "") { - var errorDiv = $("