From b6cba12aa08c592799794806eeac38cd9f2f7738 Mon Sep 17 00:00:00 2001 From: carry <2641257231@qq.com> Date: Mon, 26 May 2025 01:33:00 +0800 Subject: [PATCH] =?UTF-8?q?docs(report):=20=E6=B7=BB=E5=8A=A0=E5=AE=9E?= =?UTF-8?q?=E9=AA=8C=E7=BB=93=E6=9E=9C=E7=AB=A0=E8=8A=82=E5=92=8C=E5=9B=BE?= =?UTF-8?q?=E7=89=87=E8=B5=84=E6=BA=90?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit - 新增实验结果章节(results.tex)，包含实验条件介绍和训练指标变化图表 - 添加训练前后对比图片(before_train.png, after_train.png) - 在main.tex中添加必要的LaTeX包支持(subcaption, booktabs等) --- report/chapters/results.tex | 85 +++ report/figures/training_data.csv | 1001 ++++++++++++++++++++++++++++++ report/main.tex | 5 + report/pic/after_train.png | Bin 0 -> 57328 bytes report/pic/before_train.png | Bin 0 -> 74509 bytes 5 files changed, 1091 insertions(+) create mode 100644 report/chapters/results.tex create mode 100644 report/figures/training_data.csv create mode 100644 report/pic/after_train.png create mode 100644 report/pic/before_train.png diff --git a/report/chapters/results.tex b/report/chapters/results.tex new file mode 100644 index 0000000..5d119bc --- /dev/null +++ b/report/chapters/results.tex @@ -0,0 +1,85 @@ +% 实验结果 +\section{实验结果} + +\begin{frame} +\frametitle{实验条件介绍} +\begin{itemize} +\item 硬件配置 + \begin{itemize} + \item 笔记本型号：Lenovo Legion R7000P 2021H + \item CPU：AMD Ryzen 7 5800H + \item GPU：NVIDIA GeForce RTX 3060 Laptop GPU（6GB显存） + \item 内存：16GB DDR4 + \end{itemize} +\item 软件环境 + \begin{itemize} + \item 操作系统：Ubuntu 22.04 LTS（通过WSL2运行） + \item Python版本：3.11.6 + \item 深度学习框架：PyTorch 2.1.0+cu121 + \end{itemize} +\item 微调模型：unsloth官方qwen-2.5-3b-4bit量化模型（\href{https://huggingface.co/unsloth/Qwen2.5-3B-Instruct-bnb-4bit}{https://huggingface.co/unsloth/Qwen2.5-3B-Instruct-bnb-4bit}) +\item 仓库文档：unsloth官方仓库文档（\href{https://docs.unsloth.ai/}{https://docs.unsloth.ai/}） +\end{itemize} +\end{frame} + +\begin{frame} +\frametitle{训练指标变化} +\begin{figure}[h] +\centering +\begin{tikzpicture} +\begin{axis}[ + xlabel=Step, + ylabel=Loss, + width=\textwidth, + height=0.8\textheight] +\addplot[mark=none] table[x=Step,y=loss,col sep=comma] {./figures/training_data.csv}; +\end{axis} +\end{tikzpicture} +\caption{训练损失变化曲线} +\end{figure} +\end{frame} + +\begin{frame} +\frametitle{训练指标变化} +\begin{figure}[h] +\centering +\begin{tikzpicture} +\begin{axis}[ + xlabel=Step, + ylabel=Grad Norm, + width=\textwidth, + height=0.8\textheight] +\addplot[mark=none] table[x=Step,y=grad_norm,col sep=comma] {./figures/training_data.csv}; +\end{axis} +\end{tikzpicture} +\caption{梯度范数变化曲线} +\end{figure} +\end{frame} + +\begin{frame} +\frametitle{训练指标变化} +\begin{figure}[h] +\centering +\begin{tikzpicture} +\begin{axis}[ + xlabel=Step, + ylabel=Learning Rate, + width=\textwidth, + height=0.8\textheight] +\addplot[mark=none] table[x=Step,y=learning_rate,col sep=comma] {./figures/training_data.csv}; +\end{axis} +\end{tikzpicture} +\caption{学习率变化曲线} +\end{figure} +\end{frame} + +\begin{frame} +\frametitle{微调效果验证} +\begin{figure}[htbp] +\centering +\includegraphics[width=0.45\textwidth]{./pic/before_train.png} +\hspace{0.05\textwidth} +\includegraphics[width=0.45\textwidth]{./pic/after_train.png} +\caption{训练前后对比} +\end{figure} +\end{frame} \ No newline at end of file diff --git a/report/figures/training_data.csv b/report/figures/training_data.csv new file mode 100644 index 0000000..bad9833 --- /dev/null +++ b/report/figures/training_data.csv @@ -0,0 +1,1001 @@ +Wall time,Step,grad_norm,learning_rate,loss +1745776475,5,0.669125497,0.000199886,2.437799931 +1745776516,19,0.77576071,0.000199488,1.825199962 +1745776539,27,0.499134421,0.00019926,2.3598001 +1745776542,28,0.607412994,0.000199232,2.322000027 +1745776579,41,0.526714742,0.000198862,1.67750001 +1745776600,48,0.486247063,0.000198663,1.811200023 +1745776603,49,0.480234593,0.000198634,1.663300037 +1745776644,63,0.492378086,0.000198236,1.224799991 +1745776646,64,0.666788936,0.000198207,1.252400041 +1745776658,68,0.601050436,0.000198094,1.925699949 +1745776669,72,0.701449752,0.00019798,1.849400043 +1745776687,78,0.595016599,0.000197809,1.978899956 +1745776702,83,0.836427331,0.000197667,2.30250001 +1745776723,90,0.752524734,0.000197468,1.978899956 +1745776752,100,0.704373479,0.000197183,1.760200024 +1745776764,104,0.847987354,0.000197069,1.597599983 +1745776776,108,0.592884064,0.000196955,1.681100011 +1745776817,122,0.611223221,0.000196557,1.170400023 +1745776829,126,0.73131907,0.000196443,1.587900043 +1745776832,127,0.586550117,0.000196415,1.589300036 +1745776838,129,0.784199357,0.000196358,1.344300032 +1745776844,131,0.702612102,0.000196301,1.669199944 +1745776858,137,0.667642474,0.00019613,1.579100013 +1745776876,145,0.67065233,0.000195903,0.867699981 +1745776882,148,0.70748359,0.000195817,1.707000017 +1745776905,158,0.700962067,0.000195533,1.736299992 +1745776912,161,0.589051545,0.000195447,2.199700117 +1745776917,163,0.843929887,0.000195391,1.776100039 +1745776922,165,0.694833577,0.000195334,1.705000043 +1745776941,173,0.72277981,0.000195106,1.559700012 +1745776952,178,0.728590071,0.000194964,1.350600004 +1745776985,192,0.749016464,0.000194565,1.906100035 +1745777013,204,0.723686278,0.000194224,1.290300012 +1745777018,206,0.904402733,0.000194167,1.390900016 +1745777036,214,0.673756003,0.000193939,0.993399978 +1745777071,230,0.667938471,0.000193484,1.091400027 +1745777105,245,0.857189059,0.000193057,1.677899957 +1745777108,246,0.66783917,0.000193029,1.325000048 +1745777137,259,0.708358169,0.000192659,1.327600002 +1745777139,260,0.696712732,0.000192631,0.734000027 +1745777167,272,0.770395935,0.000192289,0.692600012 +1745777174,275,0.839413106,0.000192204,2.130199909 +1745777192,283,1.083558559,0.000191976,1.325799942 +1745777199,286,0.772487462,0.000191891,1.298900008 +1745777211,291,0.988351822,0.000191748,1.316699982 +1745777222,296,0.621288419,0.000191606,0.783999979 +1745777252,309,0.632342696,0.000191236,0.805599988 +1745777270,317,0.772060871,0.000191009,0.906000018 +1745777274,319,0.55184561,0.000190952,0.712599993 +1745777277,320,0.786289394,0.000190923,1.081900001 +1745777284,323,0.824997008,0.000190838,0.696500003 +1745777337,346,0.830534041,0.000190184,1.292500019 +1745777339,347,1.277575493,0.000190155,1.063199997 +1745777366,359,1.023375988,0.000189814,1.366299987 +1745777379,365,0.816934466,0.000189643,1.051200032 +1745777382,366,0.657472372,0.000189614,1.194300056 +1745777384,367,1.015310645,0.000189586,0.997200012 +1745777410,379,0.830804288,0.000189245,1.092000008 +1745777428,387,0.859659314,0.000189017,1.275200009 +1745777437,391,0.851864994,0.000188903,0.953499973 +1745777441,393,0.821514547,0.000188846,1.224499941 +1745777464,403,0.889717281,0.000188562,0.775600016 +1745777468,405,0.682697177,0.000188505,0.774699986 +1745777493,416,0.767498136,0.000188192,0.513400018 +1745777507,422,1.017907739,0.000188021,1.809000015 +1745777510,423,0.625673294,0.000187993,0.991400003 +1745777541,437,0.877158284,0.000187594,1.002799988 +1745777544,438,0.80651325,0.000187566,0.958599985 +1745777548,440,0.845542073,0.000187509,1.085500002 +1745777564,447,0.914067268,0.00018731,1.172999978 +1745777598,462,0.769426346,0.000186883,0.859700024 +1745777607,466,1.161617875,0.000186769,1.199399948 +1745777614,469,1.026721835,0.000186684,1.194399953 +1745777618,471,0.819837034,0.000186627,1.301100016 +1745777627,475,0.768916667,0.000186513,0.977599978 +1745777630,476,1.186233878,0.000186485,1.208999991 +1745777640,481,0.741264999,0.000186342,1.364799976 +1745777643,482,0.771084964,0.000186314,0.835699975 +1745777656,488,0.885741413,0.000186143,0.963199973 +1745777709,511,1.06467557,0.000185489,1.279399991 +1745777713,513,0.79968971,0.000185432,0.763800025 +1745777716,514,0.947679758,0.000185403,1.114500046 +1745777718,515,0.838594675,0.000185375,1.093000054 +1745777725,518,0.715767264,0.00018529,1.094300032 +1745777730,520,0.803318441,0.000185233,1.208699942 +1745777761,534,0.963535309,0.000184834,1.022799969 +1745777764,535,0.803730249,0.000184806,1.435899973 +1745777768,537,0.881738901,0.000184749,1.019099951 +1745777773,539,0.646617055,0.000184692,0.985700011 +1745777779,541,0.767787874,0.000184635,1.094400048 +1745777790,545,0.831731498,0.000184521,0.844500005 +1745777795,547,0.732076645,0.000184464,0.689199984 +1745777809,553,1.036145687,0.000184294,1.204399943 +1745777818,557,0.626746476,0.00018418,1.408300042 +1745777832,563,1.062179446,0.000184009,0.994700015 +1745777837,565,0.934060276,0.000183952,1.106400013 +1745777846,569,0.975628674,0.000183838,1.184299946 +1745777884,585,0.922383487,0.000183383,1.083400011 +1745777898,591,1.017105699,0.000183212,0.828299999 +1745777907,595,0.955127358,0.000183099,0.798699975 +1745777912,597,1.033809066,0.000183042,0.776199996 +1745777954,615,1.001715541,0.00018253,0.901199996 +1745777975,624,0.886688769,0.000182273,0.410299987 +1745777986,629,0.955400765,0.000182131,0.703700006 +1745777988,630,0.952499449,0.000182103,0.734399974 +1745778007,638,0.651279032,0.000181875,0.956200004 +1745778021,644,0.997050464,0.000181704,0.657199979 +1745778023,645,0.733035684,0.000181676,0.445199996 +1745778035,650,0.851001441,0.000181534,1.084200025 +1745778056,659,1.44598949,0.000181278,1.001000047 +1745778077,668,0.946549058,0.000181021,0.680000007 +1745778096,676,0.834762633,0.000180794,0.439900011 +1745778098,677,1.209012151,0.000180765,0.769599974 +1745778136,693,1.030470133,0.00018031,0.780499995 +1745778140,695,1.196207047,0.000180253,0.885299981 +1745778202,722,0.793997347,0.000179485,0.474700004 +1745778207,724,0.733438611,0.000179428,0.552100003 +1745778212,726,0.611062884,0.000179371,0.457599998 +1745778219,729,1.017438173,0.000179286,0.887300014 +1745778225,732,1.135642767,0.0001792,0.654299974 +1745778228,733,1.531584859,0.000179172,1.031900048 +1745778254,745,1.241144538,0.000178831,0.820100009 +1745778299,765,0.869245768,0.000178261,0.636200011 +1745778325,776,0.827634454,0.000177949,0.446500003 +1745778327,777,1.052571416,0.00017792,0.555700004 +1745778341,783,0.979224682,0.000177749,0.613300025 +1745778355,789,0.82897532,0.000177579,0.446200013 +1745778391,805,1.034936905,0.000177123,0.787400007 +1745778394,806,1.003634691,0.000177095,0.72329998 +1745778398,808,1.228363395,0.000177038,0.798600018 +1745778427,820,0.649968088,0.000176697,0.921299994 +1745778456,833,0.884137809,0.000176327,0.369899988 +1745778475,841,1.299226761,0.000176099,0.777700007 +1745778482,844,1.153564453,0.000176014,0.894299984 +1745778514,858,0.93966192,0.000175615,0.626299977 +1745778526,863,1.023438573,0.000175473,0.677299976 +1745778535,867,0.701830029,0.000175359,0.453500003 +1745778547,872,0.95842576,0.000175217,1.04429996 +1745778581,887,1.095156431,0.00017479,0.840200007 +1745778606,898,0.793328106,0.000174477,0.379700005 +1745778615,902,0.743397415,0.000174363,0.466600001 +1745778679,931,0.834807396,0.000173538,0.462900013 +1745778684,933,0.648819149,0.000173481,0.371600002 +1745778707,943,0.745461106,0.000173197,0.490399987 +1745778723,950,0.927531242,0.000172998,0.425300002 +1745778755,964,0.890991211,0.000172599,0.466800004 +1745778836,1000,0.954384744,0.000171575,0.809199989 +1745778850,1003,0.792323232,0.00017149,0.603900015 +1745778854,1005,1.262999535,0.000171433,0.84009999 +1745778879,1016,0.694534421,0.00017112,0.391600013 +1745778895,1023,1.627935886,0.00017092,1.077900052 +1745778905,1027,0.960619569,0.000170807,0.522000015 +1745778909,1029,0.967088878,0.00017075,0.494100004 +1745778930,1038,1.076974869,0.000170494,0.687399983 +1745778976,1057,0.895044386,0.000169953,0.507499993 +1745779008,1071,1.175272584,0.000169555,1.125800014 +1745779011,1072,1.384612083,0.000169526,0.801699996 +1745779015,1074,0.853760123,0.000169469,0.328299999 +1745779025,1078,1.032249928,0.000169356,0.727500021 +1745779045,1087,1.199019313,0.000169099,0.847500026 +1745779073,1099,1.063115716,0.000168758,0.866999984 +1745779082,1103,0.96053201,0.000168644,0.4384 +1745779086,1105,1.006346583,0.000168587,0.736400008 +1745779093,1108,0.99047184,0.000168502,0.686100006 +1745779098,1110,1.228808641,0.000168445,0.901199996 +1745779102,1112,0.788023472,0.000168388,0.464300007 +1745779125,1122,0.812449098,0.000168104,0.302700013 +1745779134,1126,0.710420132,0.00016799,0.433499992 +1745779150,1133,1.300768375,0.000167791,0.711199999 +1745779155,1135,1.185309052,0.000167734,0.632099986 +1745779166,1140,0.873482525,0.000167591,0.513000011 +1745779182,1147,0.536997318,0.000167392,0.685100019 +1745779194,1152,1.18606174,0.00016725,0.875100017 +1745779196,1153,0.724254072,0.000167222,0.597299993 +1745779223,1165,0.889515102,0.00016688,0.555400014 +1745779244,1175,0.702254713,0.000166596,0.398600012 +1745779249,1177,0.807212889,0.000166539,0.459500015 +1745779251,1178,0.423265785,0.00016651,0.186499998 +1745779267,1185,1.012679219,0.000166311,0.313300014 +1745779278,1190,0.945872664,0.000166169,0.217399999 +1745779287,1194,0.941315591,0.000166055,0.334399998 +1745779289,1195,1.30945313,0.000166026,0.317400008 +1745779316,1207,0.88430649,0.000165685,0.170200005 +1745779334,1215,0.704765916,0.000165457,0.290199995 +1745779343,1219,0.66335535,0.000165344,0.258300006 +1745779359,1226,1.262841582,0.000165144,0.600899994 +1745779401,1245,1.100461245,0.000164604,0.231700003 +1745779405,1247,0.983985245,0.000164547,0.552600026 +1745779416,1252,0.668486655,0.000164405,0.153899997 +1745779419,1253,0.791264117,0.000164376,0.301200002 +1745779423,1255,0.920121253,0.000164319,0.317400008 +1745779429,1258,1.042229056,0.000164234,0.278200001 +1745779438,1262,0.577004611,0.00016412,0.205899999 +1745779451,1268,0.719183326,0.000163949,0.187000006 +1745779460,1272,0.710058808,0.000163836,0.280000001 +1745779471,1277,0.769889414,0.000163693,0.323000014 +1745779485,1283,0.506689489,0.000163523,0.261900008 +1745779491,1286,1.103278041,0.000163437,0.461199999 +1745779502,1291,0.477311641,0.000163295,0.116099998 +1745779520,1299,0.8685202,0.000163067,0.372000009 +1745779529,1303,0.761532485,0.000162953,0.307900012 +1745779539,1307,1.245371461,0.00016284,0.507300019 +1745779559,1316,0.936608613,0.000162584,0.307000011 +1745779575,1323,0.718995273,0.000162384,0.288199991 +1745779582,1326,0.8415851,0.000162299,0.220500007 +1745779584,1327,0.917433739,0.000162271,0.336600006 +1745779604,1336,1.089907765,0.000162015,0.493699998 +1745779627,1346,1.226738811,0.00016173,0.692600012 +1745779661,1361,0.741950452,0.000161303,0.177599996 +1745779669,1365,1.031413078,0.000161189,0.257400006 +1745779694,1376,0.685537338,0.000160876,0.151099995 +1745779697,1377,1.019259334,0.000160848,0.407799989 +1745779706,1381,1.092564702,0.000160734,0.488599986 +1745779735,1394,0.888154507,0.000160364,0.280900002 +1745779789,1418,0.468822867,0.000159681,0.163699999 +1745779837,1439,0.802174151,0.000159084,0.296700001 +1745779839,1440,0.450671136,0.000159055,0.117200002 +1745779881,1458,0.85918045,0.000158543,0.241600007 +1745779883,1459,0.622847736,0.000158515,0.166700006 +1745779890,1462,0.903177321,0.000158429,0.272799999 +1745779920,1475,0.742919207,0.000158059,0.220799997 +1745779924,1477,0.836010039,0.000158003,0.381700009 +1745779949,1488,0.730145574,0.00015769,0.2958 +1745779956,1491,0.920006752,0.000157604,0.356400013 +1745779965,1495,0.618639648,0.00015749,0.1972 +1745779982,1503,1.132806897,0.000157263,0.448500007 +1745779998,1510,0.790017903,0.000157064,0.246199995 +1745780001,1511,1.227881312,0.000157035,0.565800011 +1745780007,1514,0.900107801,0.00015695,0.337000012 +1745780014,1517,1.048547149,0.000156864,0.299199998 +1745780041,1529,1.1155653,0.000156523,0.414299995 +1745780055,1535,0.912510216,0.000156352,0.360500008 +1745780063,1539,0.988744438,0.000156238,0.363299996 +1745780085,1549,0.876195967,0.000155954,0.198500007 +1745780092,1552,0.715558946,0.000155869,0.172199994 +1745780123,1566,0.948795855,0.00015547,0.636500001 +1745780130,1569,0.588770032,0.000155385,0.535300016 +1745780141,1574,0.813023686,0.000155243,0.26730001 +1745780148,1577,1.428598166,0.000155157,0.772700012 +1745780170,1586,0.891056538,0.000154901,0.502900004 +1745780194,1597,0.886262476,0.000154588,0.244299993 +1745780205,1602,0.652859151,0.000154446,0.191300005 +1745780209,1604,0.87487483,0.000154389,0.281300008 +1745780263,1628,0.754654646,0.000153706,0.260699987 +1745780283,1636,1.081161976,0.000153478,0.446700007 +1745780287,1638,0.801035821,0.000153422,0.421000004 +1745780308,1647,0.706143856,0.000153165,0.243499994 +1745780310,1648,0.707298577,0.000153137,0.297300011 +1745780325,1655,0.960742891,0.000152938,0.221799999 +1745780343,1663,0.792329907,0.00015271,0.234999999 +1745780352,1667,0.841401696,0.000152596,0.395300001 +1745780361,1671,0.768656969,0.000152483,0.247400001 +1745780377,1678,0.890912473,0.000152283,0.233999997 +1745780381,1680,0.896562874,0.000152226,0.388000011 +1745780395,1686,1.124374747,0.000152056,0.3028 +1745780415,1695,1.236979008,0.0001518,0.393900007 +1745780433,1703,0.752921879,0.000151572,0.375699997 +1745780438,1705,0.482680589,0.000151515,0.150900006 +1745780446,1708,1.268706679,0.00015143,0.379299998 +1745780453,1711,0.812398255,0.000151344,0.248500004 +1745780455,1712,0.848136842,0.000151316,0.391400009 +1745780472,1719,0.878563404,0.000151117,0.287999988 +1745780484,1724,0.511169374,0.000150975,0.182099998 +1745780500,1731,0.595858634,0.000150775,0.170000002 +1745780521,1740,1.363909364,0.000150519,0.536800027 +1745780534,1746,0.828966022,0.000150349,0.245800003 +1745780554,1755,0.523295581,0.000150092,0.109200001 +1745780578,1766,0.341214806,0.000149779,0.087700002 +1745780600,1776,0.383517295,0.000149495,0.113700002 +1745780605,1778,0.55280602,0.000149438,0.056499999 +1745780621,1785,0.368459314,0.000149239,0.0704 +1745780632,1790,0.549353063,0.000149097,0.164299995 +1745780639,1793,0.619729042,0.000149011,0.063100003 +1745780657,1801,0.903185308,0.000148784,0.159999996 +1745780701,1820,0.617146671,0.000148243,0.128399998 +1745780726,1831,0.886353731,0.00014793,0.146500006 +1745780764,1848,0.836283267,0.000147446,0.196799994 +1745780773,1852,0.33563453,0.000147332,0.090800002 +1745780793,1861,0.687563062,0.000147076,0.235100001 +1745780805,1866,0.935740232,0.000146934,0.203199998 +1745780807,1867,0.656607568,0.000146906,0.107299998 +1745780809,1868,0.817758024,0.000146877,0.214100003 +1745780858,1889,0.792834044,0.00014628,0.243200004 +1745780883,1900,0.885665953,0.000145967,0.309500009 +1745780890,1903,0.514903128,0.000145881,0.090899996 +1745780904,1909,0.619725645,0.000145711,0.188899994 +1745780906,1910,0.599166334,0.000145682,0.200599998 +1745780927,1919,0.531597137,0.000145426,0.136199996 +1745780942,1925,0.614124298,0.000145255,0.125599995 +1745780944,1926,0.607369006,0.000145227,0.166199997 +1745780968,1937,0.371850044,0.000144914,0.109200001 +1745780977,1941,0.548915505,0.0001448,0.115900002 +1745780988,1946,0.44726941,0.000144658,0.066100001 +1745780993,1948,0.684306979,0.000144601,0.175899997 +1745781013,1957,0.776216745,0.000144345,0.118199997 +1745781022,1961,0.379118323,0.000144231,0.063699998 +1745781024,1962,0.662571192,0.000144203,0.130099997 +1745781028,1964,0.825808704,0.000144146,0.224000007 +1745781030,1965,0.816844523,0.000144117,0.226199999 +1745781035,1967,0.47931236,0.00014406,0.126100004 +1745781059,1978,0.426391661,0.000143747,0.0973 +1745781064,1980,0.567356527,0.00014369,0.162300006 +1745781083,1988,0.619471788,0.000143463,0.101300001 +1745781085,1989,0.783669114,0.000143434,0.163499996 +1745781092,1992,0.799137473,0.000143349,0.204400003 +1745781181,2027,0.766566813,0.000142353,0.1928 +1745781249,2056,1.119629502,0.000141528,0.388599992 +1745781285,2071,0.648379862,0.000141101,0.137400001 +1745781305,2080,0.881024182,0.000140845,0.178399995 +1745781328,2090,0.985717952,0.000140561,0.229900002 +1745781347,2098,0.480394602,0.000140333,0.110699996 +1745781354,2101,0.639995635,0.000140248,0.235200003 +1745781361,2104,0.598038316,0.000140162,0.106799997 +1745781375,2110,0.740123212,0.000139991,0.178800002 +1745781386,2115,0.412330717,0.000139849,0.097999997 +1745781389,2116,0.579102218,0.000139821,0.115800001 +1745781398,2120,1.068606377,0.000139707,0.330000013 +1745781400,2121,0.76353842,0.000139678,0.186000004 +1745781417,2128,0.812135875,0.000139479,0.192000002 +1745781444,2140,0.653565049,0.000139138,0.194800004 +1745781489,2160,0.331275314,0.000138569,0.095899999 +1745781512,2170,0.667924225,0.000138284,0.173199996 +1745781552,2188,0.998092711,0.000137772,0.286900014 +1745781568,2195,0.612832069,0.000137573,0.125699997 +1745781602,2210,0.673898041,0.000137146,0.166299999 +1745781606,2212,0.672590673,0.000137089,0.171100006 +1745781615,2216,0.744215012,0.000136975,0.205400005 +1745781637,2226,0.875158072,0.000136691,0.176200002 +1745781661,2237,0.901054084,0.000136378,0.248999998 +1745781668,2240,0.761181116,0.000136292,0.125100002 +1745781680,2245,0.90284735,0.00013615,0.238600001 +1745781709,2258,0.631911099,0.00013578,0.142499998 +1745781763,2282,0.597971141,0.000135097,0.188700005 +1745781817,2306,0.818270266,0.000134415,0.260600001 +1745781842,2317,0.919811368,0.000134102,0.28639999 +1745781849,2320,0.778931737,0.000134016,0.150800005 +1745781861,2325,0.673637092,0.000133874,0.127900004 +1745781879,2333,0.613179803,0.000133646,0.187299997 +1745781902,2343,0.63216275,0.000133362,0.1523 +1745781924,2353,0.375072271,0.000133077,0.038899999 +1745781940,2360,0.542761803,0.000132878,0.084299996 +1745782008,2390,0.347193062,0.000132024,0.046700001 +1745782017,2394,0.470490307,0.000131911,0.071800001 +1745782019,2395,0.222681046,0.000131882,0.035599999 +1745782028,2399,0.339465648,0.000131768,0.045899998 +1745782103,2432,0.526237547,0.000130829,0.103399999 +1745782112,2436,0.644442797,0.000130716,0.127299994 +1745782114,2437,0.366123021,0.000130687,0.057100002 +1745782126,2442,0.380846858,0.000130545,0.046 +1745782155,2455,0.575146556,0.000130175,0.127100006 +1745782173,2463,0.375282377,0.000129947,0.064099997 +1745782180,2466,0.766005695,0.000129862,0.143600002 +1745782225,2486,0.458385557,0.000129293,0.087399997 +1745782243,2494,0.433760822,0.000129065,0.060400002 +1745782254,2499,0.586233854,0.000128923,0.138500005 +1745782259,2501,0.545060873,0.000128866,0.118600003 +1745782265,2504,0.48740378,0.000128781,0.100900002 +1745782270,2506,0.504746318,0.000128724,0.088 +1745782272,2507,0.406053483,0.000128695,0.096600004 +1745782297,2518,0.307522058,0.000128382,0.024 +1745782301,2520,0.418116719,0.000128326,0.0726 +1745782306,2522,0.765468359,0.000128269,0.149900004 +1745782311,2524,0.545783758,0.000128212,0.122000001 +1745782322,2529,0.55997771,0.000128069,0.100299999 +1745782326,2531,0.794486046,0.000128013,0.106700003 +1745782344,2539,0.40606457,0.000127785,0.067400001 +1745782406,2566,0.427083403,0.000127017,0.057500001 +1745782408,2567,0.680776,0.000126988,0.103299998 +1745782433,2578,0.601157069,0.000126675,0.136899993 +1745782435,2579,0.314168811,0.000126647,0.0581 +1745782458,2589,0.609700561,0.000126362,0.124600001 +1745782467,2593,0.297059655,0.000126248,0.0352 +1745782482,2600,0.370220751,0.000126049,0.071599998 +1745782498,2607,0.447893173,0.00012585,0.089400001 +1745782528,2620,0.596262932,0.00012548,0.096100003 +1745782547,2628,0.61352706,0.000125253,0.142000005 +1745782549,2629,0.745293558,0.000125224,0.227599993 +1745782566,2636,0.471123934,0.000125025,0.083999999 +1745782573,2639,0.589220405,0.00012494,0.151500002 +1745782575,2640,0.568450809,0.000124911,0.072099999 +1745782578,2641,0.564233601,0.000124883,0.181099996 +1745782584,2644,0.490110666,0.000124797,0.083999999 +1745782627,2663,0.271233171,0.000124257,0.040899999 +1745782645,2671,0.750589848,0.000124029,0.115999997 +1745782647,2672,0.372146159,0.000124001,0.071000002 +1745782654,2675,0.506923318,0.000123915,0.112199999 +1745782669,2682,0.680515289,0.000123716,0.155100003 +1745782676,2685,0.874189079,0.000123631,0.158199996 +1745782681,2687,0.731626391,0.000123574,0.076499999 +1745782687,2690,0.329735994,0.000123488,0.045899998 +1745782696,2694,0.603128314,0.000123375,0.137199998 +1745782716,2703,0.54739821,0.000123119,0.117600001 +1745782731,2709,0.602637291,0.000122948,0.098999999 +1745782742,2714,0.520931184,0.000122806,0.279599994 +1745782751,2718,0.545681477,0.000122692,0.110799998 +1745782779,2730,0.581335008,0.00012235,0.118699998 +1745782781,2731,0.665722966,0.000122322,0.151700005 +1745782791,2735,0.432217032,0.000122208,0.095200002 +1745782802,2740,0.656720877,0.000122066,0.123000003 +1745782805,2741,0.48093912,0.000122037,0.159199998 +1745782807,2742,0.481757432,0.000122009,0.100100003 +1745782814,2745,0.897812426,0.000121923,0.122299999 +1745782834,2754,0.440293849,0.000121667,0.062600002 +1745782837,2755,0.3765544,0.000121639,0.054299999 +1745782839,2756,0.500379443,0.00012161,0.111400001 +1745782850,2761,0.513209581,0.000121468,0.119900003 +1745782862,2766,0.435640037,0.000121326,0.077100001 +1745782868,2769,0.471675158,0.000121241,0.079400003 +1745782879,2774,0.464157224,0.000121098,0.092200004 +1745782890,2779,0.639606476,0.000120956,0.125100002 +1745782905,2786,0.657018125,0.000120757,0.096500002 +1745782932,2798,0.537826598,0.000120415,0.098399997 +1745782965,2813,0.550090849,0.000119989,0.1215 +1745782993,2825,0.16341044,0.000119647,0.022700001 +1745783015,2835,0.619533718,0.000119363,0.127700001 +1745783025,2839,0.315100402,0.000119249,0.0469 +1745783038,2845,0.543380558,0.000119078,0.107600003 +1745783054,2852,0.69416213,0.000118879,0.184699997 +1745783056,2853,0.60386467,0.00011885,0.080899999 +1745783078,2862,0.433540136,0.000118594,0.112400003 +1745783080,2863,0.506429493,0.000118566,0.134200007 +1745783123,2882,0.448723197,0.000118025,0.060800001 +1745783126,2883,0.562016368,0.000117997,0.086199999 +1745783146,2892,0.414678872,0.000117741,0.0605 +1745783150,2894,0.328020036,0.000117684,0.024900001 +1745783208,2919,0.647611976,0.000116973,0.1131 +1745783215,2922,0.780598342,0.000116887,0.105999999 +1745783222,2925,0.467492014,0.000116802,0.117399998 +1745783235,2931,0.247460574,0.000116631,0.0407 +1745783244,2935,0.206431419,0.000116517,0.035799999 +1745783284,2953,0.455745995,0.000116005,0.068000004 +1745783291,2956,0.387211919,0.00011592,0.059099998 +1745783307,2963,0.030676248,0.000115721,0.0033 +1745783313,2966,0.444782138,0.000115635,0.070500001 +1745783318,2968,0.580744147,0.000115578,0.032900002 +1745783331,2974,0.624646783,0.000115408,0.156000003 +1745783361,2987,0.313249797,0.000115038,0.056699999 +1745783384,2997,0.659350574,0.000114753,0.064599998 +1745783391,3000,0.425197005,0.000114668,0.059099998 +1745783405,3003,0.396747321,0.000114582,0.0722 +1745783424,3011,0.566088378,0.000114355,0.100699998 +1745783445,3020,0.254807472,0.000114099,0.028899999 +1745783480,3035,0.404977113,0.000113672,0.082400002 +1745783511,3048,0.345920116,0.000113302,0.064199999 +1745783595,3084,0.395774662,0.000112278,0.024700001 +1745783597,3085,0.408540428,0.000112249,0.097400002 +1745783611,3091,0.32114768,0.000112079,0.067299999 +1745783625,3097,0.601259649,0.000111908,0.152700007 +1745783641,3104,0.427825749,0.000111709,0.071099997 +1745783643,3105,0.408460438,0.00011168,0.064999998 +1745783646,3106,0.656872272,0.000111652,0.135600001 +1745783650,3108,0.500707805,0.000111595,0.122400001 +1745783660,3112,0.365363568,0.000111481,0.046700001 +1745783669,3116,0.475396127,0.000111367,0.047899999 +1745783679,3120,0.43056789,0.000111253,0.116099998 +1745783681,3121,0.296812296,0.000111225,0.0405 +1745783683,3122,0.584080219,0.000111196,0.0977 +1745783695,3127,0.555623472,0.000111054,0.142399997 +1745783699,3129,0.589520812,0.000110997,0.073299997 +1745783723,3139,0.142919794,0.000110713,0.0229 +1745783739,3146,0.435171306,0.000110514,0.082900003 +1745783807,3174,0.296863109,0.000109717,0.046599999 +1745783819,3179,0.397542328,0.000109575,0.083300002 +1745783840,3188,0.327624887,0.000109319,0.0469 +1745783847,3191,0.084408723,0.000109233,0.0132 +1745783851,3193,0.292972803,0.000109176,0.048999999 +1745783867,3200,0.34336558,0.000108977,0.056699999 +1745783878,3205,0.726954699,0.000108835,0.177499995 +1745783906,3217,0.313249737,0.000108493,0.095799997 +1745783909,3218,0.351453245,0.000108465,0.128999993 +1745783916,3221,0.409427464,0.00010838,0.132100001 +1745783920,3223,0.462820023,0.000108323,0.128999993 +1745783937,3230,0.47790724,0.000108123,0.097999997 +1745783965,3242,0.592132926,0.000107782,0.0964 +1745783970,3244,0.199690461,0.000107725,0.033399999 +1745784022,3266,0.565694332,0.000107099,0.1052 +1745784028,3269,0.376101315,0.000107014,0.081900001 +1745784099,3299,0.477198154,0.00010616,0.098999999 +1745784117,3307,0.18625243,0.000105933,0.034400001 +1745784198,3341,0.280520111,0.000104965,0.050999999 +1745784210,3346,0.214557916,0.000104823,0.0244 +1745784236,3357,0.399768621,0.00010451,0.078299999 +1745784258,3366,0.641920507,0.000104254,0.161200002 +1745784275,3373,0.149949193,0.000104055,0.0262 +1745784279,3375,0.614049137,0.000103998,0.055100001 +1745784286,3378,0.500194132,0.000103912,0.132400006 +1745784291,3380,0.570459604,0.000103855,0.179399997 +1745784302,3385,0.240401238,0.000103713,0.022500001 +1745784305,3386,0.332128048,0.000103685,0.0568 +1745784324,3394,0.743249357,0.000103457,0.163000003 +1745784326,3395,0.41183728,0.000103429,0.065300003 +1745784350,3405,0.228544593,0.000103144,0.0229 +1745784359,3409,0.629102647,0.00010303,0.144999996 +1745784382,3419,0.247132465,0.000102746,0.040800001 +1745784391,3423,0.60937202,0.000102632,0.068400003 +1745784401,3427,0.514544427,0.000102518,0.0572 +1745784419,3435,0.236955732,0.000102291,0.037 +1745784431,3440,0.399139434,0.000102148,0.059900001 +1745784465,3455,0.632376909,0.000101721,0.131899998 +1745784467,3456,0.273325175,0.000101693,0.0405 +1745784481,3462,0.403796524,0.000101522,0.075300001 +1745784497,3469,0.48288992,0.000101323,0.102799997 +1745784528,3483,0.337857574,0.000100925,0.108099997 +1745784530,3484,0.572918892,0.000100896,0.139400005 +1745784533,3485,0.38357842,0.000100868,0.050099999 +1745784535,3486,0.415320069,0.000100839,0.087899998 +1745784549,3492,0.31240499,0.000100669,0.044799998 +1745784553,3494,0.499468327,0.000100612,0.066799998 +1745784569,3501,0.411584496,0.000100413,0.084299996 +1745784576,3504,0.455562562,0.000100327,0.124200001 +1745784601,3515,0.422092319,0.000100014,0.079300001 +1745784628,3527,0.419208646,9.97E-05,0.091799997 +1745784649,3536,0.477078319,9.94E-05,0.0296 +1745784662,3542,0.186366215,9.92E-05,0.016799999 +1745784669,3545,0.36301893,9.92E-05,0.040800001 +1745784682,3551,0.173873141,9.90E-05,0.018300001 +1745784701,3559,0.380330801,9.88E-05,0.057700001 +1745784719,3567,0.379636914,9.85E-05,0.076200001 +1745784726,3570,0.308157146,9.84E-05,0.058800001 +1745784739,3576,0.402558416,9.83E-05,0.054400001 +1745784742,3577,0.17423968,9.83E-05,0.0218 +1745784760,3585,0.280689806,9.80E-05,0.059700001 +1745784766,3588,0.16947864,9.79E-05,0.019300001 +1745784769,3589,0.101804756,9.79E-05,0.0104 +1745784796,3601,0.437355548,9.76E-05,0.056400001 +1745784826,3614,0.308587849,9.72E-05,0.054000001 +1745784828,3615,0.290723622,9.72E-05,0.034400001 +1745784831,3616,0.403987497,9.71E-05,0.121699996 +1745784833,3617,0.327198029,9.71E-05,0.020099999 +1745784864,3631,0.377921611,9.67E-05,0.025800001 +1745784919,3655,0.143929079,9.60E-05,0.0264 +1745784926,3658,0.242009744,9.59E-05,0.0206 +1745784930,3660,0.648873627,9.59E-05,0.052200001 +1745784935,3662,0.304517239,9.58E-05,0.053300001 +1745784942,3665,0.400949776,9.57E-05,0.066799998 +1745784951,3669,0.286642909,9.56E-05,0.043900002 +1745784958,3672,0.315595627,9.55E-05,0.052200001 +1745784960,3673,0.333824754,9.55E-05,0.032099999 +1745785000,3691,0.088112228,9.50E-05,0.0119 +1745785023,3701,0.274886578,9.47E-05,0.033500001 +1745785049,3713,0.556815386,9.44E-05,0.113799997 +1745785060,3718,0.167077303,9.42E-05,0.0211 +1745785063,3719,0.388444215,9.42E-05,0.117700003 +1745785069,3722,0.403800428,9.41E-05,0.064000003 +1745785094,3733,0.231441796,9.38E-05,0.025699999 +1745785096,3734,0.1330553,9.38E-05,0.0077 +1745785122,3746,0.290499479,9.34E-05,0.051899999 +1745785125,3747,0.223163679,9.34E-05,0.0233 +1745785129,3749,0.335949957,9.34E-05,0.0339 +1745785131,3750,0.456321746,9.33E-05,0.134499997 +1745785138,3753,0.207908735,9.32E-05,0.026000001 +1745785140,3754,0.440810144,9.32E-05,0.065700002 +1745785143,3755,0.224057525,9.32E-05,0.038800001 +1745785158,3762,0.339454442,9.30E-05,0.0517 +1745785163,3764,0.438646525,9.29E-05,0.1215 +1745785201,3781,0.31425342,9.24E-05,0.0561 +1745785205,3783,0.163361147,9.24E-05,0.0199 +1745785208,3784,0.105970003,9.24E-05,0.013 +1745785216,3788,0.332471251,9.22E-05,0.0414 +1745785223,3791,0.414499313,9.22E-05,0.0779 +1745785262,3808,0.05924793,9.17E-05,0.0076 +1745785275,3814,0.182454064,9.15E-05,0.040100001 +1745785298,3824,0.15626885,9.12E-05,0.019400001 +1745785334,3840,0.18509762,9.08E-05,0.029999999 +1745785354,3849,0.312347949,9.05E-05,0.046500001 +1745785359,3851,0.198750794,9.05E-05,0.0261 +1745785364,3853,0.297824383,9.04E-05,0.035500001 +1745785375,3858,0.150958136,9.03E-05,0.0164 +1745785381,3861,0.263672471,9.02E-05,0.036600001 +1745785402,3870,0.280560613,8.99E-05,0.048799999 +1745785409,3873,0.255308956,8.98E-05,0.0605 +1745785477,3903,0.379709154,8.90E-05,0.095299996 +1745785490,3909,0.4264144,8.88E-05,0.0372 +1745785497,3912,0.613229275,8.87E-05,0.093500003 +1745785506,3916,0.297522336,8.86E-05,0.051100001 +1745785520,3922,0.431542099,8.84E-05,0.117600001 +1745785526,3925,0.154359281,8.83E-05,0.018200001 +1745785542,3932,0.080809779,8.81E-05,0.0103 +1745785547,3934,0.055888813,8.81E-05,0.0073 +1745785553,3937,0.130211562,8.80E-05,0.0123 +1745785593,3954,0.310098827,8.75E-05,0.056600001 +1745785602,3958,0.232471034,8.74E-05,0.034499999 +1745785620,3966,0.528138399,8.72E-05,0.063699998 +1745785622,3967,0.204938829,8.72E-05,0.02 +1745785642,3976,0.306091368,8.69E-05,0.060199998 +1745785655,3982,0.609294593,8.67E-05,0.126900002 +1745785657,3983,0.13291201,8.67E-05,0.0144 +1745785666,3987,1.524515986,8.66E-05,0.218500003 +1745785680,3993,0.287911892,8.64E-05,0.065300003 +1745785705,4001,0.140831515,8.62E-05,0.023499999 +1745785724,4009,0.341974735,8.60E-05,0.0722 +1745785733,4013,0.353980958,8.58E-05,0.052099999 +1745785737,4015,0.561301649,8.58E-05,0.0682 +1745785758,4024,0.292469949,8.55E-05,0.023 +1745785769,4029,0.289190978,8.54E-05,0.054200001 +1745785782,4035,0.334902585,8.52E-05,0.050099999 +1745785796,4041,0.33733201,8.50E-05,0.044599999 +1745785811,4048,0.321041822,8.48E-05,0.070299998 +1745785852,4066,0.253451616,8.43E-05,0.031199999 +1745785894,4085,0.134748667,8.38E-05,0.0112 +1745785904,4089,0.346670508,8.37E-05,0.106200002 +1745785913,4093,0.49563989,8.36E-05,0.043699998 +1745785950,4110,0.409272045,8.31E-05,0.0748 +1745785964,4116,0.083600767,8.29E-05,0.0111 +1745785978,4122,0.513408899,8.27E-05,0.062399998 +1745785985,4125,0.159284294,8.27E-05,0.019400001 +1745786035,4147,0.691197872,8.20E-05,0.035599999 +1745786051,4154,0.063750803,8.18E-05,0.006 +1745786057,4157,0.114591196,8.17E-05,0.018999999 +1745786082,4168,0.355159491,8.14E-05,0.062600002 +1745786105,4178,0.298794836,8.11E-05,0.066100001 +1745786107,4179,0.10208822,8.11E-05,0.0116 +1745786114,4182,0.30515033,8.10E-05,0.048700001 +1745786138,4193,0.365379483,8.07E-05,0.067299999 +1745786174,4208,0.235091597,8.03E-05,0.0096 +1745786205,4222,0.238421664,7.99E-05,0.030999999 +1745786219,4228,0.136315346,7.97E-05,0.0098 +1745786224,4230,0.168643594,7.97E-05,0.0218 +1745786239,4237,0.340087563,7.95E-05,0.066200003 +1745786262,4247,0.087152213,7.92E-05,0.0091 +1745786269,4250,0.240466118,7.91E-05,0.023700001 +1745786276,4253,0.179224387,7.90E-05,0.020199999 +1745786278,4254,0.366654038,7.90E-05,0.031199999 +1745786287,4258,0.453914434,7.89E-05,0.112099998 +1745786310,4268,0.445805818,7.86E-05,0.076099999 +1745786339,4281,0.339468956,7.82E-05,0.0656 +1745786341,4282,0.085465804,7.82E-05,0.0066 +1745786379,4299,0.103146888,7.77E-05,0.0114 +1745786405,4310,0.337282926,7.74E-05,0.061299998 +1745786425,4319,0.263463587,7.71E-05,0.035300002 +1745786437,4324,0.183472514,7.70E-05,0.033100002 +1745786448,4329,0.06314481,7.69E-05,0.0074 +1745786462,4335,0.396100402,7.67E-05,0.072499998 +1745786482,4344,0.339981318,7.64E-05,0.041700002 +1745786500,4352,0.182715595,7.62E-05,0.029200001 +1745786520,4361,0.364775866,7.59E-05,0.063199997 +1745786557,4377,0.05591457,7.55E-05,0.0063 +1745786564,4380,0.231341511,7.54E-05,0.014 +1745786600,4396,0.196536422,7.49E-05,0.0337 +1745786618,4404,0.256910741,7.47E-05,0.051100001 +1745786628,4408,0.228177249,7.46E-05,0.0242 +1745786634,4411,0.245772213,7.45E-05,0.043200001 +1745786641,4414,0.194034711,7.44E-05,0.022399999 +1745786644,4415,0.288987607,7.44E-05,0.033799998 +1745786662,4423,0.187839761,7.42E-05,0.023700001 +1745786667,4425,0.254398882,7.41E-05,0.052700002 +1745786692,4436,0.232686579,7.38E-05,0.0341 +1745786710,4444,0.257649511,7.36E-05,0.028899999 +1745786736,4455,0.181694314,7.33E-05,0.0261 +1745786745,4459,0.269478798,7.32E-05,0.044 +1745786762,4467,0.226778358,7.29E-05,0.038199998 +1745786814,4490,0.155642763,7.23E-05,0.020500001 +1745786828,4496,0.359773755,7.21E-05,0.07 +1745786837,4500,0.37064302,7.20E-05,0.066799998 +1745786871,4515,0.257915854,7.16E-05,0.059099998 +1745786884,4521,0.275179118,7.14E-05,0.050799999 +1745786891,4524,0.255644023,7.13E-05,0.041499998 +1745786895,4526,0.104831934,7.12E-05,0.0154 +1745786911,4533,0.465352774,7.10E-05,0.030099999 +1745786918,4536,0.367538989,7.10E-05,0.042599998 +1745786927,4540,0.212340698,7.08E-05,0.036499999 +1745786936,4544,0.226462841,7.07E-05,0.0526 +1745786938,4545,0.118877143,7.07E-05,0.0122 +1745786974,4561,0.263085067,7.03E-05,0.041900001 +1745786979,4563,0.269368201,7.02E-05,0.0286 +1745786983,4565,0.243801385,7.01E-05,0.044399999 +1745786992,4569,0.18988739,7.00E-05,0.029899999 +1745787005,4575,0.148261353,6.99E-05,0.021400001 +1745787024,4583,0.043324217,6.96E-05,0.0042 +1745787047,4593,0.337748855,6.93E-05,0.090400003 +1745787078,4607,0.167700738,6.89E-05,0.0261 +1745787085,4610,0.117343836,6.89E-05,0.0105 +1745787092,4613,0.299287349,6.88E-05,0.050099999 +1745787163,4645,0.292708874,6.79E-05,0.062700003 +1745787175,4650,0.055704456,6.77E-05,0.0075 +1745787177,4651,0.280214757,6.77E-05,0.0504 +1745787186,4655,0.111501358,6.76E-05,0.0096 +1745787195,4659,0.198563248,6.75E-05,0.032600001 +1745787197,4660,0.3880108,6.74E-05,0.112800002 +1745787204,4663,0.107681841,6.73E-05,0.005 +1745787215,4668,0.266140759,6.72E-05,0.0495 +1745787217,4669,0.181473747,6.72E-05,0.025599999 +1745787239,4679,0.120029226,6.69E-05,0.0148 +1745787258,4687,0.318943143,6.67E-05,0.082199998 +1745787266,4691,0.226125211,6.66E-05,0.038800001 +1745787271,4693,0.028388115,6.65E-05,0.0032 +1745787284,4699,0.318284392,6.63E-05,0.0539 +1745787302,4707,0.130311906,6.61E-05,0.018100001 +1745787304,4708,0.045328163,6.61E-05,0.0057 +1745787317,4714,0.218200341,6.59E-05,0.031199999 +1745787324,4717,0.371723235,6.58E-05,0.0832 +1745787357,4731,0.154206574,6.54E-05,0.0165 +1745787367,4735,0.182061985,6.53E-05,0.0132 +1745787374,4738,0.030815007,6.52E-05,0.0038 +1745787424,4760,0.043446001,6.46E-05,0.0037 +1745787440,4767,0.238670826,6.44E-05,0.048900001 +1745787453,4773,0.197429597,6.42E-05,0.037900001 +1745787463,4777,0.033958178,6.41E-05,0.0036 +1745787465,4778,0.198892787,6.41E-05,0.0207 +1745787496,4791,0.084602088,6.37E-05,0.0073 +1745787528,4805,0.185767278,6.33E-05,0.026900001 +1745787534,4808,0.186313972,6.32E-05,0.029999999 +1745787541,4811,0.21183908,6.31E-05,0.038699999 +1745787546,4813,0.283184081,6.31E-05,0.036200002 +1745787550,4815,0.034289546,6.30E-05,0.0037 +1745787587,4831,0.149928838,6.26E-05,0.022600001 +1745787591,4833,0.131247953,6.25E-05,0.0175 +1745787596,4835,0.120452441,6.25E-05,0.0114 +1745787598,4836,0.147040412,6.24E-05,0.017100001 +1745787600,4837,0.081776299,6.24E-05,0.0095 +1745787617,4844,0.194759041,6.22E-05,0.035 +1745787619,4845,0.282337964,6.22E-05,0.0228 +1745787662,4863,0.093295678,6.17E-05,0.0086 +1745787669,4866,0.145408049,6.16E-05,0.0101 +1745787707,4883,0.123204261,6.11E-05,0.019099999 +1745787737,4896,0.033805244,6.07E-05,0.0038 +1745787766,4909,0.207389146,6.03E-05,0.0392 +1745787770,4911,0.124305308,6.03E-05,0.0196 +1745787813,4930,0.031892195,5.98E-05,0.0039 +1745787822,4934,0.044276711,5.96E-05,0.0045 +1745787838,4941,0.082719177,5.94E-05,0.0082 +1745787847,4945,0.140067562,5.93E-05,0.017899999 +1745787859,4950,0.252204448,5.92E-05,0.0407 +1745787929,4981,0.180536732,5.83E-05,0.0307 +1745787952,4991,0.290573001,5.80E-05,0.041900001 +1745787954,4992,0.178119361,5.80E-05,0.031199999 +1745788033,5024,0.200275168,5.71E-05,0.0187 +1745788087,5048,0.232946083,5.64E-05,0.032699998 +1745788114,5060,0.30767265,5.61E-05,0.041299999 +1745788119,5062,0.238680184,5.60E-05,0.044599999 +1745788130,5067,0.295921683,5.59E-05,0.070900001 +1745788152,5077,0.210439235,5.56E-05,0.0219 +1745788159,5080,0.210048825,5.55E-05,0.023600001 +1745788161,5081,0.176989749,5.55E-05,0.0195 +1745788179,5089,0.245633274,5.52E-05,0.0297 +1745788183,5091,0.384459883,5.52E-05,0.073100001 +1745788194,5096,0.211359084,5.50E-05,0.0254 +1745788278,5133,0.201170251,5.40E-05,0.027899999 +1745788287,5137,0.292249471,5.39E-05,0.051899999 +1745788296,5141,0.199076712,5.37E-05,0.022399999 +1745788311,5148,0.165452316,5.35E-05,0.025900001 +1745788320,5152,0.134783134,5.34E-05,0.0127 +1745788322,5153,0.185984641,5.34E-05,0.0228 +1745788327,5155,0.117487989,5.34E-05,0.0111 +1745788329,5156,0.223106727,5.33E-05,0.023499999 +1745788356,5168,0.194215521,5.30E-05,0.0295 +1745788376,5177,0.192106679,5.27E-05,0.0195 +1745788401,5188,0.096210256,5.24E-05,0.0143 +1745788425,5199,0.206826493,5.21E-05,0.0337 +1745788430,5201,0.037044387,5.20E-05,0.0041 +1745788441,5206,0.207068697,5.19E-05,0.0184 +1745788446,5208,0.231103033,5.18E-05,0.040100001 +1745788457,5213,0.103423908,5.17E-05,0.0612 +1745788471,5219,0.234087735,5.15E-05,0.0266 +1745788486,5226,0.172364384,5.13E-05,0.030300001 +1745788496,5230,0.089528866,5.12E-05,0.0089 +1745788516,5239,0.110973269,5.10E-05,0.0145 +1745788551,5254,0.148486108,5.05E-05,0.0129 +1745788553,5255,0.355826259,5.05E-05,0.064800002 +1745788563,5259,0.352941543,5.04E-05,0.082500003 +1745788572,5263,0.577632487,5.03E-05,0.083700001 +1745788579,5266,0.301338464,5.02E-05,0.0504 +1745788627,5287,0.089967653,4.96E-05,0.0117 +1745788643,5294,0.087287627,4.94E-05,0.0118 +1745788648,5296,0.287799954,4.93E-05,0.055799998 +1745788652,5298,0.195638388,4.93E-05,0.032099999 +1745788701,5319,0.072816312,4.87E-05,0.006 +1745788703,5320,0.036434077,4.87E-05,0.057399999 +1745788710,5323,0.032336906,4.86E-05,0.0033 +1745788715,5325,0.177676022,4.85E-05,0.024900001 +1745788724,5329,0.204033211,4.84E-05,0.024700001 +1745788726,5330,0.272741914,4.84E-05,0.0337 +1745788737,5335,0.14755623,4.82E-05,0.035700001 +1745788742,5337,0.17061682,4.82E-05,0.023399999 +1745788747,5339,0.125541478,4.81E-05,0.013 +1745788758,5344,0.2226073,4.80E-05,0.022299999 +1745788800,5363,0.14011015,4.74E-05,0.0199 +1745788813,5369,0.994787812,4.73E-05,0.039900001 +1745788818,5371,0.183080301,4.72E-05,0.022 +1745788825,5374,0.101798967,4.71E-05,0.0127 +1745788846,5383,0.312901706,4.69E-05,0.053100001 +1745788871,5394,0.106428966,4.66E-05,0.0124 +1745788891,5403,0.064399183,4.63E-05,0.0051 +1745788893,5404,0.04951413,4.63E-05,0.0068 +1745788902,5408,0.194310829,4.62E-05,0.023499999 +1745788925,5418,0.058677569,4.59E-05,0.0048 +1745788941,5425,0.201995641,4.57E-05,0.0297 +1745788950,5429,0.205679268,4.56E-05,0.034000002 +1745788965,5436,0.134696051,4.54E-05,0.0083 +1745788988,5446,0.172121212,4.51E-05,0.0283 +1745788993,5448,0.045210525,4.50E-05,0.0046 +1745789004,5453,0.161420777,4.49E-05,0.019200001 +1745789009,5455,0.230745584,4.48E-05,0.036600001 +1745789013,5457,0.019818177,4.48E-05,0.0024 +1745789016,5458,0.263686359,4.47E-05,0.018100001 +1745789020,5460,0.336097986,4.47E-05,0.072800003 +1745789045,5471,0.137268245,4.44E-05,0.017999999 +1745789104,5497,0.024397796,4.36E-05,0.003 +1745789122,5505,0.115500964,4.34E-05,0.011 +1745789129,5508,0.102721378,4.33E-05,0.0135 +1745789134,5510,0.245025352,4.32E-05,0.038699999 +1745789136,5511,0.175253674,4.32E-05,0.0133 +1745789151,5518,0.013624831,4.30E-05,0.0011 +1745789160,5522,0.240519166,4.29E-05,0.0506 +1745789165,5524,0.162133992,4.29E-05,0.0121 +1745789171,5527,0.107817687,4.28E-05,0.015799999 +1745789214,5546,0.114878476,4.22E-05,0.0113 +1745789230,5553,0.135502353,4.20E-05,0.017100001 +1745789241,5558,0.263963252,4.19E-05,0.0352 +1745789263,5568,0.148746923,4.16E-05,0.0222 +1745789291,5580,0.085360952,4.13E-05,0.0103 +1745789346,5605,0.136995032,4.05E-05,0.0144 +1745789433,5644,0.196543038,3.94E-05,0.035399999 +1745789456,5654,0.217543468,3.92E-05,0.032600001 +1745789487,5668,0.195638239,3.88E-05,0.023800001 +1745789498,5673,0.149207294,3.86E-05,0.0211 +1745789532,5688,0.178436458,3.82E-05,0.0185 +1745789575,5707,0.294322938,3.76E-05,0.032699998 +1745789590,5714,0.306939542,3.74E-05,0.032000002 +1745789597,5717,0.179982781,3.74E-05,0.015 +1745789613,5724,0.192489967,3.72E-05,0.0188 +1745789629,5731,0.220497057,3.70E-05,0.038699999 +1745789636,5734,0.119541384,3.69E-05,0.0187 +1745789651,5741,0.304927021,3.67E-05,0.053100001 +1745789674,5751,0.224839136,3.64E-05,0.0126 +1745789678,5753,0.17238453,3.63E-05,0.0309 +1745789684,5756,0.084309526,3.62E-05,0.0131 +1745789687,5757,0.153947547,3.62E-05,0.0228 +1745789689,5758,0.184373513,3.62E-05,0.0288 +1745789691,5759,0.036196645,3.62E-05,0.0041 +1745789707,5766,0.194286153,3.60E-05,0.032499999 +1745789722,5773,0.033982169,3.58E-05,0.0038 +1745789743,5782,0.263519406,3.55E-05,0.0502 +1745789761,5790,0.053605836,3.53E-05,0.0063 +1745789807,5810,0.148093835,3.47E-05,0.018100001 +1745789834,5822,0.126708314,3.44E-05,0.0113 +1745789859,5833,0.184829697,3.41E-05,0.0273 +1745789897,5850,0.334622711,3.36E-05,0.045200001 +1745789919,5860,0.029779412,3.33E-05,0.0028 +1745789935,5867,0.151324376,3.31E-05,0.019400001 +1745789941,5870,0.088377886,3.30E-05,0.0079 +1745789964,5880,0.158876061,3.27E-05,0.0229 +1745789966,5881,0.197102636,3.27E-05,0.0255 +1745789971,5883,0.069155656,3.26E-05,0.0058 +1745790000,5896,0.075685933,3.23E-05,0.0108 +1745790058,5922,0.128354415,3.15E-05,0.020099999 +1745790087,5935,0.052095078,3.12E-05,0.0058 +1745790119,5949,0.13833119,3.08E-05,0.019200001 +1745790131,5954,0.146347895,3.06E-05,0.021299999 +1745790137,5957,0.163005114,3.05E-05,0.021199999 +1745790155,5965,0.146357819,3.03E-05,0.01 +1745790168,5971,0.112878472,3.01E-05,0.0107 +1745790194,5982,0.127313972,2.98E-05,0.014 +1745790214,5991,0.192872286,2.96E-05,0.030400001 +1745790229,5998,0.062184516,2.94E-05,0.0051 +1745790250,6004,0.153754905,2.92E-05,0.0146 +1745790260,6008,0.019843223,2.91E-05,0.0025 +1745790264,6010,0.351390868,2.90E-05,0.042100001 +1745790266,6011,0.248973563,2.90E-05,0.026699999 +1745790335,6041,0.162866756,2.81E-05,0.025599999 +1745790344,6045,0.209569708,2.80E-05,0.020500001 +1745790346,6046,0.119220637,2.80E-05,0.0125 +1745790365,6054,0.211306497,2.78E-05,0.031800002 +1745790403,6071,0.096975677,2.73E-05,0.0112 +1745790417,6077,0.026174303,2.71E-05,0.0025 +1745790421,6079,0.142894745,2.71E-05,0.0164 +1745790423,6080,0.185625598,2.70E-05,0.030099999 +1745790449,6091,0.130129069,2.67E-05,0.0134 +1745790455,6094,0.193092793,2.66E-05,0.028200001 +1745790487,6108,0.132155448,2.62E-05,0.019099999 +1745790496,6112,0.144756824,2.61E-05,0.0211 +1745790501,6114,0.17871134,2.61E-05,0.0231 +1745790528,6126,0.136573151,2.57E-05,0.0188 +1745790548,6134,0.069031805,2.55E-05,0.0073 +1745790559,6139,0.158827588,2.54E-05,0.0146 +1745790564,6141,0.015756367,2.53E-05,0.0012 +1745790569,6143,0.110325404,2.52E-05,0.0087 +1745790629,6169,0.287527889,2.45E-05,0.038199998 +1745790695,6198,0.11476212,2.37E-05,0.0112 +1745790713,6206,0.16406779,2.34E-05,0.0233 +1745790726,6212,0.213190526,2.33E-05,0.0243 +1745790749,6222,0.10860429,2.30E-05,0.0129 +1745790759,6226,0.257673174,2.29E-05,0.081600003 +1745790768,6230,0.213269591,2.28E-05,0.024599999 +1745790777,6234,0.29444316,2.26E-05,0.040199999 +1745790784,6237,0.20998697,2.26E-05,0.022600001 +1745790789,6239,0.194353819,2.25E-05,0.0177 +1745790800,6244,0.01898225,2.24E-05,0.0022 +1745790818,6252,0.083778292,2.21E-05,0.0078 +1745790859,6270,0.223723084,2.16E-05,0.034899998 +1745790882,6280,0.288874656,2.13E-05,0.044599999 +1745790886,6282,0.279914439,2.13E-05,0.033500001 +1745790902,6289,0.223095432,2.11E-05,0.025699999 +1745790920,6297,0.079040498,2.09E-05,0.0099 +1745790923,6298,0.139237896,2.08E-05,0.016100001 +1745790930,6301,0.147791728,2.07E-05,0.015799999 +1745790964,6315,0.122075431,2.03E-05,0.0089 +1745790997,6329,0.122157022,1.99E-05,0.0099 +1745791005,6333,0.045922946,1.98E-05,0.0051 +1745791008,6334,0.199602425,1.98E-05,0.029899999 +1745791010,6335,0.188957378,1.98E-05,0.027000001 +1745791039,6348,0.173501968,1.94E-05,0.0189 +1745791053,6354,0.183288351,1.92E-05,0.030999999 +1745791064,6359,0.154239595,1.91E-05,0.020099999 +1745791066,6360,0.121170297,1.91E-05,0.016100001 +1745791071,6362,0.078959644,1.90E-05,0.0103 +1745791078,6365,0.105984606,1.89E-05,0.0074 +1745791082,6367,0.19827719,1.89E-05,0.025900001 +1745791089,6370,0.30860123,1.88E-05,0.057999998 +1745791115,6381,0.153658792,1.85E-05,0.0116 +1745791173,6407,0.052464686,1.77E-05,0.0041 +1745791214,6425,0.155611753,1.72E-05,0.021299999 +1745791248,6440,0.163180068,1.68E-05,0.0166 +1745791254,6443,0.183785543,1.67E-05,0.021400001 +1745791256,6444,0.13433145,1.67E-05,0.016100001 +1745791265,6448,0.094213687,1.66E-05,0.0057 +1745791270,6450,0.079701349,1.65E-05,0.0069 +1745791292,6460,0.144322127,1.62E-05,0.0188 +1745791323,6474,0.17571792,1.58E-05,0.020099999 +1745791354,6488,0.012645872,1.54E-05,0.0014 +1745791363,6492,0.112379968,1.53E-05,0.0115 +1745791370,6495,0.130716175,1.52E-05,0.048900001 +1745791372,6496,0.053214464,1.52E-05,0.0048 +1745791433,6523,0.108969688,1.44E-05,0.0119 +1745791446,6529,0.019299332,1.43E-05,0.0019 +1745791453,6532,0.266277403,1.42E-05,0.034600001 +1745791473,6541,0.152635798,1.39E-05,0.017200001 +1745791487,6547,0.075130984,1.37E-05,0.0052 +1745791499,6552,0.100642376,1.36E-05,0.0078 +1745791501,6553,0.016919242,1.36E-05,0.0019 +1745791503,6554,0.104577757,1.35E-05,0.0089 +1745791508,6556,0.12315277,1.35E-05,0.0124 +1745791529,6565,0.126501843,1.32E-05,0.0184 +1745791536,6568,0.066451691,1.31E-05,0.0049 +1745791540,6570,0.239658445,1.31E-05,0.024599999 +1745791549,6574,0.055303257,1.30E-05,0.0035 +1745791577,6586,0.159446195,1.26E-05,0.0208 +1745791582,6588,0.091927387,1.26E-05,0.0078 +1745791589,6591,0.023165932,1.25E-05,0.0024 +1745791601,6596,0.170985341,1.23E-05,0.0206 +1745791611,6600,0.093574055,1.22E-05,0.01 +1745791649,6616,0.156667009,1.18E-05,0.0115 +1745791651,6617,0.082251891,1.18E-05,0.0065 +1745791661,6621,0.042281285,1.16E-05,0.0043 +1745791682,6630,0.190930948,1.14E-05,0.020099999 +1745791721,6647,0.096812367,1.09E-05,0.0153 +1745791728,6650,0.102095872,1.08E-05,0.0132 +1745791756,6662,0.204079598,1.05E-05,0.0211 +1745791776,6671,0.270352066,1.02E-05,0.032499999 +1745791784,6674,0.030876733,1.01E-05,0.0029 +1745791840,6698,0.138891846,9.45E-06,0.0109 +1745791865,6709,0.066542223,9.13E-06,0.0031 +1745791881,6716,0.09778937,8.93E-06,0.0128 +1745791888,6719,0.160321355,8.85E-06,0.0209 +1745791892,6721,0.11775519,8.79E-06,0.0083 +1745791897,6723,0.145009965,8.74E-06,0.0075 +1745791902,6725,0.029617043,8.68E-06,0.0019 +1745791916,6731,0.090636253,8.51E-06,0.0072 +1745791924,6735,0.106770597,8.39E-06,0.0066 +1745791963,6751,0.146977097,7.94E-06,0.0162 +1745791987,6761,0.032245651,7.65E-06,0.0025 +1745791988,6762,0.269020587,7.63E-06,0.029200001 +1745791993,6764,0.175047576,7.57E-06,0.02 +1745792024,6777,0.196402684,7.20E-06,0.021 +1745792031,6780,0.115120634,7.11E-06,0.0099 +1745792046,6786,0.158754572,6.94E-06,0.0176 +1745792086,6803,0.072745383,6.46E-06,0.005 +1745792095,6807,0.185200408,6.35E-06,0.016100001 +1745792110,6813,0.023745209,6.17E-06,0.0026 +1745792132,6822,0.047426056,5.92E-06,0.0035 +1745792134,6823,0.205670178,5.89E-06,0.022600001 +1745792155,6832,0.227098629,5.63E-06,0.021 +1745792163,6835,0.021742078,5.55E-06,0.0014 +1745792170,6838,0.121088997,5.46E-06,0.0087 +1745792181,6843,0.247726038,5.32E-06,0.024900001 +1745792185,6845,0.080167897,5.26E-06,0.008 +1745792200,6851,0.173075408,5.09E-06,0.0218 +1745792221,6860,0.168032438,4.84E-06,0.0134 +1745792237,6867,0.092811935,4.64E-06,0.0094 +1745792246,6871,0.09696538,4.52E-06,0.0069 +1745792258,6876,0.182822213,4.38E-06,0.0103 +1745792297,6893,0.20013468,3.90E-06,0.020500001 +1745792347,6915,0.017382432,3.27E-06,0.0015 +1745792352,6917,0.227773771,3.22E-06,0.034899998 +1745792359,6920,0.209376723,3.13E-06,0.022600001 +1745792384,6931,0.258725107,2.82E-06,0.0385 +1745792401,6938,0.056995153,2.62E-06,0.0036 +1745792418,6945,0.023858737,2.42E-06,0.0016 +1745792441,6955,0.093116574,2.13E-06,0.0088 +1745792453,6960,0.014997101,1.99E-06,0.0014 +1745792487,6975,0.185029164,1.56E-06,0.0196 +1745792490,6976,0.01093912,1.54E-06,0.0009 +1745792504,6982,0.029115355,1.37E-06,0.0018 +1745792528,6992,0.168986276,1.08E-06,0.017100001 +1745792540,6997,0.206358209,9.39E-07,0.021199999 +1745792545,6999,0.374779671,8.82E-07,0.048900001 +1745792559,7002,0.272317767,7.97E-07,0.0265 +1745792585,7013,0.162129194,4.84E-07,0.0156 +1745792598,7019,0.071128309,3.13E-07,0.0047 +1745792622,7029,0.17629762,2.85E-08,0.0163 diff --git a/report/main.tex b/report/main.tex index 23dfeb7..3ac147a 100644 --- a/report/main.tex +++ b/report/main.tex @@ -6,6 +6,11 @@ \usepackage{listings} \usepackage{xcolor} \usepackage{fontawesome5} +\usepackage{subcaption} +\usepackage{booktabs} +\usepackage{tikz} +\usepackage{pgfplots} +\pgfplotsset{compat=1.18} % 设置主题 \usetheme{Madrid} diff --git a/report/pic/after_train.png b/report/pic/after_train.png new file mode 100644 index 0000000000000000000000000000000000000000..a6cc1631b5102b8a08a0c4f686dc40fcc618e974 GIT binary patch literal 57328 zcmcG#RZtw!76l4~;GP6`O>hbBEkZLELtYA@YJ&Xm^#R#NQbiI0p*8{Y(d_N(GrFsSo(BQ~PXB){M376VB?7`mgrbb( zH(%r9HT1yuyHDchxHbqX%*4nHTG`(?O?T^146t?4eupk21vCF}*FvleQ9#)JO7k%t z?XEmzq;U5urZ0j!GV`W-P1x7BB1#=$VbRplNL!C!SZ3y$jkOJbb~yR*{1EuSUrj#=;8P{+p?l#|ki~t3rXtAu zn9o65qq+srkvNgX=B3IrINL>+H<%0usvZif#8cdSnbMtDbKZU9y`9BFX|KXd1K zW?g<1!WfG_8f@LE7|u`}t`Urb!~_=~$5<`N6G7OC+`b6<@Gb?DgyI9PE=}N%u7U(Dz@4!#|CK+s`H`iUR2fH{pV#j!0z4u8YcC@CL zktU*O4s z-)z2fHdZ2=oS+43?r{}{TG`$XS$E8KCWiJNiW~=8A<3!f$Cbjh%?Cv<<}rc%+TnsFfpG4F&WF7>CJZ@tPY@Gq>i9l0QR}?(HcKS z`tQ$xQ?J@xv#X(a;&Xo-b4?KBFQ}b*f*r*ru4gV>n+!KB2bNF;+$5x{F&0(qZJ^+p zoB~wwjRXTVA?J(YOA*DMYM0{Dy99K{%EX@3uCI};#IU>4wVxg1EDjO!X65yvY3a}d3{1pvP(>pF21 zkUUHr#1PK&4Dd>i@IH^y+29#+_bF;4FQ&yq12|->Zr*dronLn0cj&5N_6rkF^v>%Y z67z7p(Yu!@zsRnw$!?_zV?)_6$TWik4uau-5S)%K1?>63hqzb-|B;itQm@SW+Xi zo1(TQVdJg?W}9_h#Qt$NpB?uF@DuCbdRRM!_@#{v<~5Qm7O9F&*{&9flES^U2%Ea< z#{Esm^}W7aR)$l|9)&tCT8g5afkN5|&GSWI44D|J$j3ZQOmjY6++sqeT*fUky5&bx zQEOuJNoclK3|)aBzjn906T4iSWFRD$sI4W;3gWZ2a%W_4FZzvZ-t2EJ&PCOeu8eUo zSr`M-&ju5~@rJ$FZ6}P6dk)3MVr|y5qRyRU`~fWUvXPMhsOV1E0{GO(V87;JtBNg9PsT|25kh{&8NT_gsk$vHe&bf!%(U-a{%4!S@GZ3|j4*8Ap z<#j#qPH!Vk&)R8otF1&&N3W~HUEoqoNbVb?p)0X~vo9Bh$v@-o%WIE3AhoRZ{mg9m zoWz;h_caS%V9n-&D?^@2{A-bu=O=m`;E~lEyv7=VZi?gupChd95<`Z67s z_C4BJd**+RHX##E{I62vL;;0J;^`GW=@#XLnuCVPVYkm^t<JUuyyi`ccJ0W^KMvgC_3rCmsdFZ~PqdOr0zuMxYT zu}Ywa4({NM{%E9b(Q3C{3Os}D5GXb-Q@`g{YSvjS@C(lkD3%+iu6Ub4#Xws*`*T~#X542C{#+J2vP=i&-KwGP1jA?9HTfy{wP`+5^`)FQW%_RFQNWB zxkkXOO53v#1}%Eq5}fB1+pv)b;a{r5&FiXf)w?3EFZ&uDvT9U6SpqUVzF=sHbw4l0 zKZZ4pNQ6cs*zPhAp2)|^GIfqd&g+k5BJ+xgJ2Dh&lWe&}o4Wj9*bvy0KbFy{BsSC- zeI68c*rEs~W8I=h>Vq2;)PuDc649c5${8MWjDboLsG%Wi5pn+kCBLs^TNROq3jF-K z*hg15pXJ)sO6IXXf3FC>9;EO%Vch+caXUf$vgtD&_>C-(P27X5DRA#B`^*X?9%&l7 zhHM!2hs&;Ia4BzA5|bHHut8xq6w8o}Gai$=Oh_O*4lVd8c-B>@Kw5(O80Gbm;Jn4&@3LoybiNtC=Meu3Rm{AXg|C(vVZ3AXf2(q*?&gHkR8ta#FW(`bbL z(A|R>Z}R7K5fqNGgZS_LG$^g3dI`ga<#9E#-*L)rde6uaRWgi7`mB7gT?2nC=dUHz z`+q27;srIe3+q|2K5kfF-7?ac(Qt(CcTB$)Y#hao!=q^G<%w9^T##kXi+$ zs_*TJ;0Mu~5=KU@GgU#NPCU2*Z3uujc99v(lq*wAE9rQ1FM9{UMOj|msD8NV%Cx43 zS)YRCUP4XLhN-tqptx z9kUv7YYoJrn8JPjii}8qyqljn0>}3f_N{0@I#({o*=vA{Ehi(ceHI68$yMIgDjA7M zYOxe4R_W7oymt-^+Dack{SD5ii*iNnG>+dhHF5q-(AT;4yC~)-?|B~nbR$$~K}r8^ za5g~`(LnOrnblwLt6?QBl5w-Zh%!IjSJE?FY6?Xp*ae4_9$SvlX^6-MZMKWnL2{R-8_&S6~V0WMi)X!G~*}|5R4*^_UG_ z(jD9vLP~7Lums~&usd8ic)EGmUHPkKia#BcqOzz{By|}Fukm&|B9HkK^t1$0-1S+X zh}KWlBYuUHz4ttsAI#90)U7s4)7R(i##}bBifoQM3wYDM&d<(@$^>_5-^Gh)!Lg`$ zcpCS$2{JWpKI3^Aw2f6#urzOW(I(#(0fxl1J0PPNn~C1rvjZRdu^{foCYvs~lZDmQ zhyFo(e3lh!cMe zeK&FlfR}Hqz5udYy`+Z;o8r4s`BXYxZy!vWt(>K1zB!4xc%I%btkNry23E?`wet)&yq=@<1>8N|rYo5CjhybT; z`RCRf)Oq8(LkPVI+_4)?sDwIyB#$%kZN#pgejhIP_aQ6pEK>+)^wy>Sxa1fJo;p}s z6F&;NHPCc>nWQmO)vO&1E@`25kENdU*R=#bOiZ^Se^cz8eBQDo3LEvkBW!Rm7&_d- zdo!mvbCpBB(^70GXnm7hVVMM)rBQd7=4ej5@=f4v#8@_`qk=cF4xCq2PF@35?^dAC z;Tm*4R87|Ui0(l53Qwx)T!R`0eq3Q5Li5X^AO*NhQ`Xw?-uoB-+zILUc?P6fMO&}b zn?-6iq+y5bnTQA1IPd_=yN(F2cjYZ8C7t!`k?r)t`-pu}#b97`iPdFXqV^bseU@?|_ z-&nNy%(ACOnKAR_%_9l22~uwsp|=mpHGJ={MXeD|?3Fe+{&vbIZK0HzGFaG$eIUaP zGG_O{45lal54Lwqn&U0tEV_3wh_CEgriTHV!ZBMavz-its?MC&M)e!W!+i*SaE}85 z{FxXVP7k|7c#ylRJBLNHM5{<+=c=(K!WyJLs?NBYTz%~v?wkvGld~~J2w~URemhoyBCsQ2%%O1cV=M-zpovxws@h(>FH@{&9KnHf*MH} zLU*ao!GAX9$I<*AVe9E>NDHK(@sCVgjYV27{swR+qN4jN(Oj!qf$@~J=I__0ryyk; zJ$KLX#TXK&cJugDPmIMgd7fIY7{4DeU&-IJe7ZPzxWn_p9Gc7lJW}`=;Aw47c{~%u zs{Hh(c=xjD*6WK?cL06xL|%el1+s}=*K&}rIRqLNZcq70aW};p+1~1@9fU`KmDqd} zs}T82h!CNz-VS4%?lmno4$9})clNA4MYXGe!TEjx0p$BggWWjsb;23r?p7?7&84soBt{y;^rK zt$J`wD7^Oz`s3bzesRN6JT@dtYQ}1PC4haf3h{U$u48|lPTCLN`(y-K+<Te0K_-mQG2t**&ceV0^zmaoHP>FqpDq zPIBvj7pgw=B8V!u)Y^q0A;`=-Y205p_!~;MhoJQ{7n!qxYSSLWV07b{Pn9ZZjao9& zxSVXEfW0i>2D|zLMaS>zvYTKUt?Ca6De6}j6Tqc|EJ36<##6Xo2NQz@Y6e5Di1#20 zO`rg&rhi0Sw)yr}Is-bt-q(nE_z8PXyE7W-xZJ*F{3Wu~B+Jsw#a|dlk0_IBsl4Lk z-R{e$C7cy)N1RkvGI3dR?^ixw$2r6DOzj9=&7?_25EEQlZj-0+i0B&o*JUsmUBNpu z`zYw0{GsTvL4)_Qu%rdku-n3N+t=v~Cd33N=C|-e5le=PKbn{j;TlUkH&2K9M3QaKiX=CPd50 z9(21N3+?j11)2_yF;~rUzb?}l_V=o9GZoRKA9webO6F|;spp5?9_iWM|9Dzcd4xm} zyYG_Qbrv_9qSq|k32$)((>j=`8E$-{ATbF5sG>Mu`$R8yfP%3+U>%iS>B~@-{QH%X z-|&q`MFhp1Sb#I9{;nRhBtb`$0lhNFLi9iMO_YY1KJr1h+9!rUxPNR+Jwd#)@K#1 zTd<+8?r^d#60fKbY$Mh-f+;Ac*FE(Sx`!EcC`NTAzD-IK93bR;+&YV4drbIdaFH;( zQ-!jdpTl09(34CEx6t14jiAAYJI{=0Bc8`K8;l)iza3NLDLaZJK`*lledMT_%#4}F zch-xb-nqVEqvX?%((+cEL+Fb|`sf0$AKIUiWq?XiT-W2N#0PNffMz9E7tqf%vYLVP6twLudU{rhEkDXJ{-%9K zivW=XHD#ac4!=)?!urSp2EUO@8pB4x1KV)8c^Lig29MNwpb3h0tUTOIlk@Yiayq%V zKRK`cl1;DanD93lKL)et*FRk96BQfMb#KY+jv7)Fz$2i|7&nJJT$AQazfpBUFxdYe z)}SZxCY6X9aqr{-s40UeV*2sMrK*75jT7jNo`;<1jLegdmWGUXzbNQ}XYCxr4KIk~ zk`0h0_wQcDD_g)=XD(VY@u%+fXWbV1gRFw2uz6I<=DdX8JUb5Ra{9src`lp;c5_?O z%v5c^Gm}>)J^bOkut$x9MX7XS{hoFJ4dIgH*Gm=s%40sqCF{t*`;~R?*zlyBVNzbUYFa-dUN0I+Tk_AKk++2ZwsB6*DjQ+JmlP*^b&B33j-k~z`M zSj0imf@4gX`Vo_H^IxA)PJq2uH;I19XStllj!LStf%SxA9z9xuYY(>!QXd|WF}k3a zgMH@;8|r8t?k{A{ftw>Fn~}<>->-+pEwjiP(}zR-zPcMrK*$V*Z!iRlUSwk!#$UIV zh%IpX5P&DZh5icFJ-bTrjNT}XjcYbw7EaEru2h0QYDn)qiNW4i@P=qG;7e2a7<2A- zh@k=YPGo@nfX2OQTAVjbx=)YcLk~arh*PR0X|t9Z_ZR+{9iI%6%XTTfKN8B?g_mU1 zAf1U+WLd3^F8{iDoZUp62yL!a#k|e->Og<_;u1HzewdM*6uMM>0J{SBC-u)uhX;Iy z{hIbYcZ{8VGnF$(EIOsM{eC*yFoE&ztxD_L^$0P?w_c5(O0!iad`=mUfzOJHb8UW> zX2b5~H&UbV2Y=!!YlABNU?G(T*T~u!%L11Oev6Nbx~x~JC%z4KX+Ic}fo63VelKgx zjv8cTYob#6pNPRH8#S{PL6^gh2N18H*3CX{-YV#SwL8vK$$ObvMRW80eBxYp=pcTt zl%2xW(-Qc{oFC%7i%PF@`={=p^}8qCM-vXZsCEF~dd|A~moa2U<+bE$uf#7>_9mVU z6I`{;YQ1pToO!ReoLo1!*Aw_np!6GQe z$=|#3nz6_3&5q7&Zg>B&O)N`%nJ_4C5bGbGJhW~_ZSf0sPlAtVST6c-33O6DBCs?QWgyyQ0%_4Q zHZ&?#f(%d|tZ0m@yKm@P%{B2$*X5DJ7pxt}H^Nf=4fa#s|2cTmy;}i70-e#k8>OTS z9mY(z$hHwbqIIwIP^cXyKB%qEN%nRSlHOe74ZHJYXM`g9XpqX;cbDhL9%j6gOU~&$ zTaNw&2~7NrnmRXiT=-gjy4R&4e=L6Zm(k?R0K6qhAfm)IbT))70q@PYP}IO)S2= zLC)9IB`z=m0MJ^aUN?{TwrS~O+iKXX(h?0t=T6OtMZWU&V4U}`Q#Y*7ge7d^j$Cn5 zLa+Ove;2^{g~i5v1C@$&B`q58Ai77Em#vMyD~(fklSbavOA^;};$5k)+b(NeZt29? zi+M|Tm2XfZTYl)|rTL34iK!XQk>VKE=8|8Xt<CBI%Fh;B4qHU;cT4(a5igzb21n!SsykZzp_oLueHGjN6y1N-YBjnixxXMUsI9J zVEedwwnQPY-g~>Nn|Q&B(f~snn45i9-?;HsEIVAdVnO3&^_|b-V2+T_Ww3RR#!FsQ zXKRsC#pf>3xv9#blmy30VYQw=*o*0t+{3A*QF73oufce+Pk`bo0xGEI&l;V z>Fd?nLr{rJDftg@bdRK1W7%Dx&*<;O@b?6->nfO<|H@`w)w(zd32jVbydkuHu>bka ze;imb!8KIR?oDoiVXs0G>;@-iO@XTz+;(y!pH!WFM`yXEZ4SXa(9mI^G&+U;HadWA zbGe4$=e(bE)RJLfBqbWEJrER7c(>1)h95r;$=W<3to)|()!v0fMTEj*mV%%z>7-qi zZ=Ru`)dfd8jxtQEi&cV|v8z@W8k`#;Xh9^DEpukHP5iF|0E?dw`YB!F{9L}Di*zuv9ipxPdA-$QKFif-zP-8cewb`41PfGJ8 zK(9ML$PvUIpR};RVe~gkTb|*jw_*6I_Th=*Zs%!GVI;@^s*&_PKG^kzU^{V|3!m!- zg10bx1az$?@x*SW1(P1IlX^iH55wn(UA^AD6gUTz{LY=-ns^www1^k}%y+rIZ0q??*O)^meXQ9$UfNh>te4 z=ofN&pW)DeTwM32u^W+f3t-$pU}dw)X#m*21C*0?xW;`MSGW1$JG_{Dzjc9^@W(<* zB?F=Q3!|q>c3cFE*PHR@>dx)=X{~=jiO9zF@8x0d?YQPX<)l#qACBjojsB&3ZB-|A zqpS4U+M7}3#|NJr1G;b$BN(1?crPAw1rROvuMO<;Ffk8+)6B7dWF1Gpfx*j~t#)Se zuS&VBHah{Lo&%`x3Y#ra$n(?f9UZdO#&1d65~E{*hl;i=?pr-uBl;!8n%KNYR~^HR z-|v8y0@>^7nf=1Gre7TlT?}Ufs*_@YYou?iog}p-KZxkiQ*&7%M}F@pRp}EbM|T#O z`J7PvjIQ&&Ocaydp%)Je)@Yl)5)>y3%@DYzD4O#om0Wpma`h1C$cGeYlA|}+5~9W@ zg>ZP4WpP}&K@UeIezZqVa~bVxTWCaMgJ|3?{tZ77A zWEVnC6cxU{QEEX6Q&y5CONiAqe6jKko)L2N^^0681ED!H9F#dc7OTW1xu)LKbPRDJ zSwPJ~zY!F002iByznM>Y#IDJ&qY=*-8mTwMN}ox7spVMoqp20tXTXs$@d*ZuUVy_X zU|1kOeyCA3EJJg0r6}*6+rhH9f)C15v(rZ2`C#b!n?!B9SeecU84VBQoGI0SKd$C5 zi~RZ3A@zCe=M`9I+*(z)L0;^Y?bV;pv2B8u`bBqPUKW0qoca)H#~ad=X$G5pK5`dt zT%bQ2C}TtuQ~31^XU=j@LW_bM)!`T0y{aF_v760lm~0=^s!7hshLoaJWt4u&H>hXf zoDJ52+O{9a0?aQB-qJIu?welmgnx^P+`5vYM=m3le3p4KUNZiT2N8UzhwXSRgtUxS z78TjAXZ>3)?y}RI1OvDZ>_hPuERd!v;a#A0F+_-S6Z;=PW3IYF3jpikX(A^dKCc@a zWP~ZDX0!QBsN(9COb85eh$CyCn0DSs`!RSJPF{(+?Tj;b#*d-i>s)w1Nnc)&RC5HP zJ0&+6B^usRt1)OF0xw@hYhM{l-I9iWzxnz(egWqD{+DKZ!P1FcM!P$Ucc(aIncEX57&;mAT* z*FtRZ>1CX8b>bN=X*KMFg5o^~eLx+$&N@1>ApaO`OR$)?=IM*c=y|lGghUJ#G<{WB z6-5)OJ_;I4C;5+}v0jm~6s9d@eLQfHz~0=~hnY4Wc(b)Tl$BF~H{x!T86QdpiA$Lr z{zJrzZ0zR~dgDH0;sD!OCeU}B^CR9G>~wG=@~k&n$HaajeoA9my6M#>cDZQ>>Mmps z3sgPjZCATi8O$Gfmdh%%!6>L!&67E|lT6uqJ7#6wvx1L*A(b>(dUW96-sf`+B0yjs zFD%cqwh%#ft7UR0&v+Z^2g7Hwt!bt!4KlF&__K4X`z z05FV+XK-roGZ)(!X3$_c*KqxE%;$#NmH~fz`;a|u*I#Zl$w})({pr?pyN6iHU(nrq zp}XfOSlzM?(^aRWrt3Owu9rzy7tCV;M|!M&{G$tNy`M0~Pjkbn1bMjR+7&!X3F3eh zsOFQo6iI<96&KMGh%oP9UKt6zuzk_{tE<=$?qvuL;zMV%)y{42(Cq1j^M<(aey5Yb zuauqR)AJiXM?R_g`E&pNg%%y|+a?&EK!iOVNJ&K*78t73{j<>FB+iVeX>Z-+;b0 z)uBXr`Ewdj=>OTg@lE&sKZ8lXs?NWP#P@seZR(*&4W|Kc>nI@2Kuu(V zq~xl`V+-xk>49*kC0^F?(zk=NJw`sgK*Zunh!nc7N-0OvE1)x>o|x;O4S% z{%URpS1Hw=WAlVES8ddjAV{CzM-<~`_&@Sk%-^^eB!JIKHGUV4=d&e)f z$5BqlPkQz;c5i_5{!yfKW;Ey7zvf=n+n0$@jWp&{HN1T#8u*6LV(U$I3Wa3!!44H>cd{!kS;#e;6K&%2j%#oiKi;5+QR7X%kxk_T~PTnlbROWRRm{qW)EG zhATjgwfy(O0fqc2qRxi)AJgS{l7j=c-V;UpmlrOgFNA{Gt0;+SxZrUKH7E{xt3mN^ z_!DM0|I-KcDO*OLuPr{DZHy1FR3BOi+}W5OdSE$l@L@ty3WErX<;Tp5k7Fzai!h3z54*eE zZSZz&JeyYN&9(|NTRCFSu? zGGG18MdJ+GfN&?CEvCOx(2r=W=h#92(whT!91VU>(Uq9j%g;QNrrGIUm`AxuinQbF zR?u%np*{#aIQ>vYCLbTz+qW_6>%gjPRIjK#(=j7w+~g~&cXd;cFqWaS6mrL&=%0~!5rhznQ1CcY@PtdWili* zPGXlQ8;YqiScY{7(%DMC7L{5$R>)`4NcJBd0&=a4ayNhlnYRWwq^0{Vy&2gkW|>~6 zFn<$)Xau`qZf*u$itc8V@#Vr=b(~9{X4B!-e;Hd!2t#+DjciyY{C_rlK}#zg26g?F zo`To1A+9a#h)nNJARaIq0s5W-6kcJ0`^EiF9+*&8-w)xh*(8wu7^~-aB}11$T<$-H$Ob`(LS1*{8jF)D#(026D6o2x{VX>8J^ zb5DCvx8#L%R}N_(Ha*p}p#kQSG}kQIZ2a^u3OfzC=2breT2Q#Xuuy(!wdU03pbSA~ z`$3wBMog739+Nj1whOK0ouL?zFI+0M@*O61^x9wvpA0ZG#VcLs-@{fOr8+XX72ICj zuafEc0z2&$g&FLg|3uWSoj8`;E1iQC{F0YP{k=y2($<_``=;K~RnE* znRS$%=iYCqR<5Gbn1zswnHVRx$MaE}%|8<}4ecYweU)2lxa*U`YXpX)GO>)C-$60J zNj5%rA2yj~yy~4)uP$uZeD>>3_{N@^-;R=!#K;yNTVa*V_@@YCrg{c%1_#1OMg*JJ z%r6ya==R~`>*yw!X$zo7{C<&_BA>SPTLVxYG8<~aZdOii8 z#BvrQH+&8wC83@mC9k^Sb=$jp>rH@gzj*)PF0W}q5-fq8k+Fz19(J6*c$yo|f97*z z6l52olW&m}#dj-!DmmZ{4Oe~pKJ6pAtLTHtkDS1jvqEj*>jUdbohSAT`1E__06!LE zr7!FPJy`N%DzL8+dtFX3(h2NlH*FjpD0^(D-cJD(+Td*Sl!%Ga=L>5Vbkl>$ zq8>nnW;orlA_9I{0UtE{`l5g8)6UQlHXf1d53CYkKS~*W$SbQu+#$H)C00rhGoMf~ z0A%V{K#F3XQXuK3B%}1{G|8$3`!FJkknE=l(52ugAju3Coz=@_E}XXfnsnk@PYHNv zht;|nlg$e1Dm6A(Li({+0*6a)!{HC0U;nh$mO<(Y2RvkFF60T?^IboAk?!@@%<&g& z5ck%dopfJmV}&ViLpC0C>d>c$4-*n?Pvi3&(WSN%i~(v+!J=tU|wUWNqY|caulec8HZ6 zH?6s8s~@-7EI~fPUGlece(YR$Wr4{>x){!*{gli9$DxaVo6z~?VWt{ANQPUnOB?_++Xl?3N_R72Ae3rnB)h8H#FLz zjjq$c2-NzqYRwc&**j12fA(giY!GPHC2|LGeb+R=wKR>zy1R`q zkcdIJr^rte{^i++mC2^^d`2E~jVcw3n3x}488gjgowgLwQ`MTbf;X{E5=W{%tDOcbF;BSc^Fhp9r3a zlFohxYMjT|)T!>>8CTbzFecC)9%1USUP$X2QZjPys}eC{j-O#v5sSJK=W)}Yso-ad z6 zFkjSr|864|JmwLfy}%Acs%0lAB#UNH7v?^?*c}iLBw`LV9bI^%+qohs`EACOT8K~R z@hQNRgWLPzO-Uc4XbMt#(vQ_u+X3GX@vjV-hTc+b6iZ(aN7ZV--}6cf1#kSIx?M5F zhi%^-Q}A-`VuI~}NqR_IF9G&nT3o$MAedQ1)E7rR%kNqNa319yfxngW!~Kwh3CYRS=cvV%(ek4=rtEFNK z2nOP*>VZ|qVg8+zs=lh1f__hoIYOo#H$9Fy8K22Y#&Jn=MhQzcI?$Q+TsSwN{^Q2o zA!mtTfxW}z01~Tz4Wre)T;O}7y$9X=xgjCXJR7#%N_@(Va<$NWj&~2OgBMAjj^_u@8z>DpbG#*uIlt;MV2VK;Wn!A0+veY$e;QYZJEfQ}|mhT#euoNrUK zxA=G7%B!xoH~}U^bPxUaJcQN9TmeLY;!cDtgldIfi;E3s+zvZCDtwWFG)FQvNu~B=&P;A z(d4gfcb{LS>cHrCR|CIfws+uaW37jKFAtU(mR23tkj*&rpNERdF7cKmFA# z{>%6LGpAdBhh(7*+wBJqOkcGcJJ}ZjsOB*7vfGDcJw(?7tM7|yX8HW0-xWL+?sXfr zM{IXe-v|Ro%%eY_gsJ%Y+!3mWc~p z%FhLd3c$Qia3{+Fv0os+mqacJAyU)&RS(jP!NirA6P*G092;BNR6y7g5w5#rn@^dW zBs~%S{9AcH`p_1RjMLbWqYKGz&RE}$?8K_X?D5KUT{u|n^fnc^$MWMeF{yZsFPJD) zS&hvMhhd+o-~_mmi)YE;9g&|iM?7_p?nmV5CRbs%gvXQ}SOA7e9jl2h-=>jVWV5ci zk3b52FEnBC+G*lV>Z?UM-Lzqri z9nn={-0HCWBZy&o0%q-01rXz;TAifl*cLNt4~WVrIMH%v=^OparrTcNdXuBXo0)E}86{@W2(DXG%ac$&&Xg|HhL# zL0SR&kY?C2MCH}}EmnDSV8@i`(Y2pHJ|4l+BC1JAhSv~w(e*W zy>#Q=WtQigJGO~+bMb{?2hmV5AU8C74PBMW7kTb4L+_7pSM#;Td7rymkxDe;+)Kk8$x#t09QiQjGY~`H1dMUv0r`{3^Oek`YjdJyaO*GrtoZu4Zq)Fx8!3En z_Vc9&rna}CO;tNY7a2ckSHgxOJM!Udwvmk{B~Xus_V>0Bhdy#CsghlgwFn>2i}j4K z$;@X!-8$3kzM;z8qe}VTL-URs)mMK8E_t$+#n(`+6Cb>}A7A1+j36$&t<70*VMZuG z3ZTk62Wx(R?t{&lx8a?7Gl7RQ2FyI8(yGJ`T*HZcA+&M7-UnV=n+Y4IQ~fm#;y4Sp zlM4~=Z!tX;STvEgR?FRYk_0k8nd{q!j1})%$E9nA&86sctr**MMz)K5ZOjShj+5xs z4c2;RbBhknY92wus^pIb1k{w61)iJsNV3PC>_O^+$6_AG>Ba{XnJlURhGU-;#_P|J zmeG*tCu`#KU48*h{klF$)lf_RD9UtMDkBCB;z{lY7!~7p-0LTNcf>b6^?*U&ss`sp zmmGutxxY5*h`=hZIy7dlihtWTRf70B-=k+Cf88BJXQAk_m|>FH{>70sV+2ct4o3#~#1H{+6Qgyo%I6 zH&%Faj@I<9QQ&G%t28!GU`50;CPb>)@ar1sNSAEL$GJ-f5v@u*v6-|Yo^@f7{=1iY zU*&d=8NGMq!TJ7<6&%|AN&I-x|A3FmpKI-VMt&`8>k`$}O=#4ATKQ`ai``gsG_~F{ z)zV}*%Uzl*WB68~&uIZ4BP7(6=3l#^AbZ)zu$&VSp4Z$L0_N?Ao?18A8*Ov->(o0} zC07$R#A>BL%wN1|4+E>?<7!U{z7e%o3_Uw^qe@FTWkVi!0I@qA0w>lsaenIH?1%kX zx6>M>C!icD$hTQkE@EA*5imjc+N8Q0OOM3dHEu)YIJsB?#X{gWO+j=vF&)>6>=A^y=OG6md@R_D=Tiy&k_Zn&2a?UGldUb(vkvX}C9^ zi2|-~&^)JlHzhrZ;_N+)zl``72j@e0>QpAYScFMz)I@wCOOH(Kf&u0r9UC<Gk=B3!NuhCJnT0w;-Gi=IDm7- z3+W+&7KkroLVYfUuQDNUZ>;O;>}AINw$xk=_HK=doz_P3Pp_2~G1M$gMK7VD{>o_7 zBSqcs_(A1PaMaIlbDdwT3t&%)8j$-0AI#f-RvF!vRNpe611L`)BWix!>Jf^1Jm1n`bQt@lv23;e?b5|J7*6d>{qE<|T{MY+#Q9$FlKV~R` ze+&Zd-X&qtgVVYemPUPW)4jQAZ8vVPsZ)21r{>pDk9hpeP5a!h#wp(SYa;H*lZeEo zsl11zrt?jG>U<}cPV)nLR86A?o1z)Dgt`&&)=pVPeERkcD0Do!f*e+o!6jW!wsR?T z_yMseZl?w(u%BV}$TwLXQnMmtfpFcqyvQZorK(!KmV{Pj@%cO4y$fE4@j|LmZtYhf zNTV?UE5-xNoy?P+rm+xe-Ck=eRuLllFI_wNyq0=^{7lf82>-(Zi)8A3Up~KC<%S{F zWi$7M)4K*z*E0Z~->!rM{$^tpw+o(OCGoX|^*9FJ?^t|%^~0}+AsEgxXv56VMif}1;CpI(L?=_YtjKBmsq z&)J@8yIX-S?x*}9vAU7u;OY1Toh6J6n^V-+Dt>km3RliJQk{8;Y z-cXN=BDkKUgJaog^}0L9TdS`vtXO=>#uYh;UP0CJL~<{Z5sB6CSBE!K3fPi8)V#ML zdi-kW#0TKPXt&q_&(2n4x`eESutCe-Xsk>9mdd`Xzly_(V@TPD)oD zYqy3+@}a|GQuNwUnqxh6kuzIHqds;4uQYa>^~lKB=X6n$46Y9cDdueTN3jr|@Ou$0xW;Y81#6}zP$jIO5FE_3NFYLQ9 za_5P@^|QP|nvi>(EwslI`cX|}ekXEI8IV7`vldoVx<8H#+pjo*F812@x?Y*aDjUXW z<^MHH+ZW`S9to{zcEcj|{svb;v0I&VO>509V+fIFL5*oBy>PPWp%3>Yz*pB3;vhgo zY}izY`(1^y@Ag)nVHOL_vU#ZzpY-$ZzZ^s4A*ye1+Oh)7Vs|CXQ?0MnD7zkSVfzL5 zfT8wRr3#aYNw3<-d@Z#g2Mbx(_OEWx_*A{-)UeOiCs>bhWJ+wIwIJ_^>mIeotSt>J zB~4hzr|z9vrB zgiP^Mc1Dil2^G)qG?z+~2QLcp(yJZd+jB1eE2eqbM2Vkf39dPb5tM(Cq;t(&bY+(N zarA$X_m)9%c3rz5?h+tKa3{evxCIFA?g9y9n?!7HJBu=)v}+;eCB1xEObuWZKCfzVm?U_ z9TV_J*)baB=~n|=SV!uHuzUsSL%?baq!C2Z=XQU8wQ+BhV6?vGgO9fCX!3OQa)w|+vu@h1scNW!Mjv1$ zgEr_1DnM|=$Nzg|+1ZKbxYOMRn@%zOCA`QPCFd`27H1W8_@5w8J-Uu*%E&Gmsxs;&6chv68)q?zG z%N)AvCLfd6?W-T+LfErjoSjh*CsQV|nF<j6NC1%a$b@0% zG$WRT0~A#rmvx~<9D&Olij>x>mLOY-s?vJW*D3&$f@)PJEqZi#Oy_2%QOppC|sLk!ABiiMI zdX>ceUXs{vou?V`AMzGWR1KbHG+8-@I$sjKII0LA^KSZ=Q)y}&H_gcWYEmoYXQBes zViat84-~~TiHuSbZtiXgYnfHllJtN~UMp`eYj>^M-S5V)DYw!sdc{Ra(g5e2BkV-I)AIhS7V{SBx>^hlCU<{LO zzb%&UrDwMLm#D-iY}L;8KYLDLeHR^6ERqu*px>79^J<<*bh5LRrbrD@sW>H4s`R}q z%@C@ceJPq%RH0MrpoTzC8fjR`&j43o zE=qxyZ?N)OB@tcWl)(_y#T>g0Xhud1nU5k$V?g#a2a@RUQmn1u)+3IMLFUPABhH*( z{_+TCl$O}?&)gazEQGo2nO0e3ZRWp}ILW0^=@{JmesyeG`NqM1#FkaBujPRX`q>9l zl_tk0dK+J=jbfoOVT&a}Vg|rSFYURH1QEa=P|=+;gx&^Kle8&e`Fiqq!VA_Q=}89yD!_m)B1(yeG0^<&3fdV z;7jfXQjQaKv>^0aP)~9kuadXm&G+@U_P#7JvlimItE09v-aq0mzxWE&F3J3JnmP|U z%d%3`FD1pE0L=%PJ&fOB0#laz-8jA82mk@lX)1RaK?)`2Sv~?i*r$ zf`srP22qRlJx>?v=s2*A#o;+Wf1Ul^Wm6NzwwfV4oQ|dUE)Ezx(18>EBWSu-|3F>bSBihYf{nZ{WMrq>Uzjy3TeX0%AL^Us}nth%*7ot>hRcZ+mRHegSJ@4lBA!{iTRogw`R7$j~a0$VWC)ZK`_iVWt z?vp?EJWKUS7y~OCWGR$4%bVx|o>M!Vi^iw*#TwX*#1R@i8%5eXQiB%7z^q)^bE)f zhfna~#lF!&vN0wQoB%F;E}>QdBz=6NQtB$Xe;s$SAhFm1(GDibXCgWF=&QkcdAJJs#eG%1@=_C&ao`JUpa1MzwZR3#*BH)eQ2d zE~_6+vJCkm0V~k6Lo`{e-^&$9U}~{7GOkBQgm@~ydA!0 z8}@NKERF!gboqSePY+F5(G(vbxH)I@jSlUGwRXCblT{5rM1yL8;&;?jw_&imxttF0 z!&%fbtNsRenyv~%dWwwXRs;^fLle8iKt}4UWJ>~%q-EP;ZpX`)aX=?u-(MOL;IVx- zFz1z6!KoreYCt<1b%BiM^I-vO*5K?4$7f0V)r6c$0%F_t|wdrdD&FC1vyYilXf_MOZo;|pQ851R7>3qkNusxk!yVd#Q$^DcVB7%(AOCH0ztTk4#lq*E*r5zoiJO-BZa`$=>(dBCwm z`uF7W2$A0rW;b~Lrigvp`QsB@n>`7ov&D3Z?YqH|0COvG`}bJBiI%shH3~BzDSP2Z zpG}-HaSXqx=g@J4bJW+sGS+L~lp+GpKFz2HBCrJ$O5r5?yOUd)QAM-V%P=MzBIf2$ zds{Oay-{kBW2Z4_8LZy!8rz}FoU~rTp$@HrWryUL($|;+@yB2=kEB68g4Nox^zvx1 zbLrNj+_qiyN}65ZK7Ae!T>QfDysVVoRQ**qmxWID(IokDy7TYpc*^Vk8(BnuQ)H}n zQ^%tDa?P+gU&ks!O!WGrUv#>IaC)rW4VE?ZhE#@9q~9CLRjb^*c?RX;nTQOVULqAl z^X_)J!yTrmfuw+i*JbaG-!hKRc>FpC0-o3HxPm66-1n!cVf!>klk~J0x}D{dQ|eg~ zPhV8}!UG(&YT>gpuFHgsJuhFC6Qr&VAsIcJP^K#5=u}bbtMU`zq3+8Lxj7X#LRAaX8(Ndu5u;6}5{$t_D&B+6t+VzjU z2gqK({ZP^8FX|5U-uOGuA5}j8?TYtk#*{J_NDPa+Fkbq2czsA5NIK7{@%(IGz@2im zBZW3TX;XS|+*Eej+G{+s$FXO-kL|H2FRO#IiiZfoMg@`>q`Vzi&&kGV3r! zVN8Hpp**Am{6s><^XL-ns%OputEZg>Ubd#NvexJyS#8ZE&=x5CB2RCbqxOEt3pHcg zSYfCIW{^mN((n|wBpR|jEA3WTnk7i3pP#oJ^X-K7`-1BN=-_cM}XmQ1;4i+@CKsmiRKxeY80Ibr>)YjI<3*mnH^0uxk z*3rQx4~l^LXXjdkp!w)FoIMfQ=CYIZvGFn0GB2@E zJ5mphy5d5RkK1D1#rWu8ec8b;=Czlz)4FaPf;0`ra0x@b0>`9F|CtG+PbQ)7Xq~!T zigojk%~O48bm>`fi3MJY91$Uk*y7TbA~-dy_}Z(z{mQb?PzPmLlZrZ8=LD&o%LZXJ zl`={nOX^jX=vPc%%KuVAId6XIybF5%bg#9Cq40zTjAcG9)i!>4?@h1+U9`JD;gdMK zy1dG*%(#DBs@||S^cVqX+G4Q~97Es%!N6Fn6Ur^Ap?d}%)eV8y!Wb�ajijthPZ% zkT6MCaoW{OT#%m3+TlF3-`(c**s5+vMkQ?IxtJrJPuhZV*TMz4jDC z-b`E~Mm9_0+E>^?F9JZ3>w%Js7v5I@r(~91rPm~1^?KI11y6I3wy>OwfAcIArM60P8q*5bmOSuyvFQKwV-BH4jhPQ~?@BmJdUF;X{;v8l^-v;y0rn_urAbTt-NInS#kx8$6*_C5Sw**Y#~ zmQVH^NiL6dL6(?UE1bt#2=E*iK88Amr|r=O!z)M$?hZe?6?Ztb=Zr}^3p|JF=Ra7# zACsK9`C1=U_UA&688M<@^dI1cwU<@5=tth}WHB9U5xJWiULkowQpP|A^}5oiz3mw2 zxzS--@LTPd-_5wnjhq3D`_T6X>H)`%mrQFc-!DiODA@Du?cv<}+3~E1Q6gkf34Sms zjI-7Zej!R3)%q0ow~ZRBA~&u*9)I^@&&85w`%K&0+>;Cj`{kQ960f&SH3>i^+ZY>1 zdyP;9XR$RX;yH#VZuYB0BaB9bm4EN$GDtgLtq^|T)6InWX&{-60yK}GsyK}>c_+U8 z#y57fn6#qLiEf#iMylxvSve}iF*86vggb4xxtXQmsu{7bJ?J7k0EmEc1i7JCcw~E1 zE21i9C@@ppm`l+n9-$@%@A7!^K9_m{gKYgvv|e7Em4%Rmh~dU4@^oGTskfp5H~ekz z2Xqq`X^yTgllMbRkK#w0>Tscx#Q5xZ(F>ZYNZ$^|8n7OfYy`ED+|3795Fn)AZ+7le zI5Xiex^Ol?TEl1dT#+Su!w`|57)5^aHIi}yr796#LCfP=mXqJRfPb`KY!Z!~%J2zi zqbPp7;^vXkVg7>gT&}9R@Lac03$@m6(uxp>5esm>MJv}kL&OaN34sig7~rk_83B6# z*B7ZNni!wl#6-|*%86gPR!IHhe{=pnAjkbL*@KRVeFe2X*?*19WpyZ-Tpe{MtTV)X z2pbzE=_KI*8?f~Y0$rD6R^3-RIv&8WM%Yaj8M=4sYg%eQwz+L*taXcPp7e$7HtOg_ zA}AtR+0eXNY$Bx~UDhpa1dP(&dcSs0<2L%5iBA4#KLRt762T*dFLCGW9ZfKUdA8QW z+qLq2O?yrPVx>tVA>-VaPtMqMid+)~s;!cB>6gQ4@EDkx(-aZtS>2Ox`i6!&yGbdw z=3l*eG<`rCrqkA+l~Ud7rg0q}AH*sUoJLBaT>@hzARef6uoS_`5Q*Zegh(^3)$5FN zpbW4Q93Rx9yUtp}9)nZs;^$jG0O@giyaQHER!o;Wd7a^F44dK!gk63M!k_{nyD5P{ zdEDS40UbBh+8SYXo%WmO^dj+cbfz|$waPa zQbYurm4AtinUs*83NT9ziA+(_v+|4&F~grco`4SfW4fyunYb*=grr8rm(E9|*`IWR z7z0hcHwGXLR;+nQ3>+19qRme6X_iZDyfzi_UJ8 z@-b@o&xv#{PUANjilp5cdyM$}FD!bp3nQq%1p}m)-Sf7ZWPF}4++y@kCC!48HHnTd z;!0Jow zpn$Nm1W$wcww62SkO|<$Y&ue{cB*Kv#l0o%CL*eqh!v3PS@I-egF&s@0ctFR{vTGs zSJ&H`_Hj^|&ZAxrjx@A;YRoH;(1$)jbEMxfAV=vNhFp!?9CL%CQ}71+Rj)E)xw4eV zPJjN`{v7j_cD`|G<9FfC zVMQllj9$tWFh&fip`5p#;Xz;eByI$PVWx%5NDG*mIan$0UC&tMZz?$>N{%wN;45r= zp0n>AQ2-YVZj)?H;_DuhW*ERk1nB2;`s5{_lKo11APh{#CS+GWW=2d$ zkt19%H_69K;qqB>Pa-$*FETN;Ng2;gXOXJTcW;V;h{_>Oa5C&pbx`L5KqEtkg)&Rk6K!6(-P7+zUTLji>_s zXl!mFiDHy(I=`|X-JwxVH9lg8>a~4cQ7-wYyyWbh%b4JM(LC}+aKu-@KO7Gp0U$cr z?_!S!;?hyz(OYm+rW}VPZWrfxe|6k7QLJQ?>}A5$Qbs9^Mq}=sBg1W<{I4k7%_us( zHIao8n$7@pg7c5I(*}b!NzHTB4x)85?gvhj+p_1VPzLwLW#ONGq_iQJ*quhp*m?h< zZV;q>j_q}w4h_Ud#|v~8XA>!8%7pzE!)dFBV) zACygjjsDqDVQ&Mm^WJi{&!q4&;1|D+Z*N;?TyDkfGiV;V@~8H6o(&R5p8)WPVdKC1 z_zIRXzuBI@unvrb*4jO*dDhs%Nw`|BgV->!q@)_CnE2+d41%X8y=o4$Xxz445!&Xm z2!+T8aEplYymd#<(Bk6|n9$NL9Z5Y(II8M*%ghi!|K<#t9Lq2vq&+pXy@393Ww0-+ z&#A#MfV?Hj^t~}$-?|M~_j^0WW>?j}267A}J!-j>IBev?6~DpxwVJ9|P)7TzDXiu8 z2>xbtS#x`8&q+*Zm#229!s#oHKk%}YKhDd@-qzO?LawVHjnEBKr}fG@>)`wC z0WvgL2KCNuv+-l`YOm@=(cdh5EWBC?@0?AlMm?Q>$>}))S;?NS^N+`>MKTT;fv_tP) z%zu|jB4Xe68lP3Uw0M&8mp5UjL+342{1QVM`tIIfUtC2$1yH+xJf^$Wd}%x?t+Y!) z+xck|RZIWv4{Rw-duOKO>QIr^9nbSH(yJ!21{O?Ok9YP6Ac%|Tat%xK*M?@l;1ALj zV5%gPgoh1%!Ipu_177o+?m?T*oi(%1B#83yRGoi|pHO`9qBLmupi?XzCMg{UDq|!=nXSXiGe~wywaLdnzgA~X z)`Wb|8|)4&&eG(&pJc^+E>h-}WKb6$8Zroj4K-zh$)9uMr}uhvEe8ag{95ZbA`O!L zKqX1N(^iO|Mu+$9Q>^^7>>h`#?AD9F!Gen7adM?AHrn~#&k*PIi7!f}&CTYuD2KkP zP1JqO_D355@cGLyUvq9k6F<}sK9a)rfiOjyFB(%aH)n%4)8$@~0`)Fd&tyKu>nb7y zJdvD5=Yu~`?)I3);JpA%@DUm27NyFoQB`mjqj;QSd0_Urqm9^ZZUhVEV zPuNRRON3P01Py{_5hjauwN>}hA9|WayN%PKazF%m&V%G+sMl%UyXIsGKe#$(sO7TA z;gS`we8$`F+3zm;-9=Lchnms>PvokY4HUUf0oEb9y}KjYg~0<`&|#c~#e`f{fzjrt z(=*DF0m6Y=YK*Ry^_dmMUL|JDW7FiFOIcbk8OIp=i{zA3EeE=I;!;>w_D4FyK{|`C z&rg4(>Us@6!Fr8`;1E(=-i8XkL@Gw>x4dnGN0N#7(N?|AU+$?Zb@_9APsaaUbe%KQ zFdEIGolUq8?#-%|-e>dM_R9EF7~sF}dd%~aUldlV+NQ^tv)m1&StbFTk^3}AXi#w4 z?3KA`S;)(`=%>7m=-8jhy)NB4iJhVm3_+OGAU{)gd$pDAMZ^Wf4R>sk;<+=r%f(W= z5vGJ>MHa*#i?QD;z)P)klt9dVfx3PQ+F*T{doX7)Da=c>WG-?-sWLVDksK7$NUOTa z)Lw6D1SixfHX}xF!wI2baNH*HN6S^hcda~SZGfa7t9;M!0s-|<6S z_qII@A!4s~2KLO|4XTQu(8C|#1Be~ZzhXywMC`Aa4f4n>rmQW0h4iwqx*b$^gi|0_ zYj1YIDDC=j9w2nS2_G!;@#K<03Y>jic%O2K@vK6_NPT<06#Z*bLxOAsN~&i}U zBcj>JFm%s^f#=C4;Z=-~&X1jXJs!Vk>TYHL00`MX`kR!!LV>VoTj67$rD9x5!+KUG zV)cH!d5`I)G9||4vggIR6RykV`D`}wZJ4qVrUD;4Tpp(gRpQysm$a1#^e%lHhn=_T}w3VvvLD!0%t17O) zmG0grC3pvH7$tYT_tp*ZRSzB9U70_^D?*WOX!5!RGhpTvYvGSx^*EB$x6Ta*3jj}$*UX`bNZ-hc_%JO^7pU+?9BC_-6;*F3FsskjUqS@HYf&J zqX+UPq~p}FoLMKyhD>BATSzxyD{xd$_08ATe*X+~k=mMZDk2!R>AzvM^3#4uC`qFB zZFhEtv@p*beIX$r^jC&Ig!hQYK^A=Qm*C4X3u7?Py~*PY0i+vHnL$_}a(Ll9_Jd_V z?|D;hG&%b6s)&b1?rU6jpAB6PvDNYx6MCZ3^zrP(iIQd5UmVbc1=^s~#b;%l7qA*1NidM)DE0`#Cz7c%wc=A?bb`GHKBqd`FWkArDq(a1ryZZmzrH3!KK=Tbgm?-Mzz!l z8$0*Si-VY{_W{UoUz_%uc__>MbZ9Kgn|c(C@P(D-^pc|qOT{mJH-iDY^5WhQEUAP0 zpV0BqXq+!L&c&3Xwy2sv-G~8TMRkuV4B&_Bb=jSGAuDgbOxAbQ)ep9lR0!#&cF{0G zUf;NnDbg+W4b1=iGb_fU$gntXSL+GqY%1^j?0tN?+qUd3b&6u;;27lPn$*zCin5|bD#7T?#PZkn7yZUP`wOf~PT2Iapt$Zh z4|8^R4_?!j_n%ZVZ<)1rB7>6VSj-}Wcsl`uJ|;|{_^(OpdddQT3vVrejC(sH0{F(> z$G0~;uK)WN6X`H3*~K8!=OjH*++zG|9J{`i8W9PlSc)^ypOOHD)W-^ACg3}$gh~5_ zUugXc5mfEi%fa!s)1wdbnTbj0*w2DFhD`Hb1+n<&E zCtrQ-_sDF)#Ts?C5rksSpua@B& z8~M%}*In@iA8x+D@aS3Ns)4DdKQQM zYHtiAKfe5e6@Ugl(?5Ktqc0*mN0CCkbC=QKR6I6MQbgzgPG58E5jegI{}fSR@fN^d ztdgw=r5=w*hyOpH12jYUF;FK~1&}k{x<}mcaphpNKf2?`_22ehss93<{k<|kb!Gog zUsv_FPtD}*J`{w2OFmH#NW-Ju``lHlJC;(3J%T$Qmh$K56}C^)njDVtd7*E&vPF4h zgK;Yl#@-ofo4VKTQ#IYPsG<^Tw$Iu}sh#`wJh5!@fwW${Coi7S(TDw2T3dD~{>7jG9bJ5y9$yO9pIf733uGV|?Gdehn zV0oE*4Yy<|{mLm|ne+Ae=(lTfwmgSl$uftpqSL0taxl7OrCvO01^`d3e>S9VcXNU9 zt4Jh->im!k_c< z03z})A}(y5jFEuS?!Fz%Q|K}DjBtT8Pp&;&YV}b4`|2gqgstcVTs%c)4<3iQy@K^l zysemCBq8|xx_uGxw(2A0eAKLVwd-DkTElpn+|$TMd4H5FKru6Tl~Kq#?%bm#y6Ku{ z0}+SrmFwi%U0cq6!&gQRI!}7hrr5hh30$`CnY<5S>aN^05pn7r;>gaj$UB_JW5wQ9 zmt13PHxPpwYnoG5^G}~4xKiT}`o{~!&8|;85-03wAI5)tG8*ov-(20eqe%R~jm#!7 zfR?kHBZm*)yAmd{H}ghK=RGqix3>KAhb<_s^myYJ@zqh7pyls&?|s8cBzuYeo=UJT z!M7Pq8G!phq)LtJKsK|oOn|E(vZ&{-_YlD>aGh%6kCEWrOW+8G%Wb+<*XuASOpE|twLuM)3XVk$Y$oHRCr=q5eLJCkG z<*N1DBXV7!GGXsZ+M{yxscZ3>fqQ$}vw1XzeD$smz5GB8dTLLa>UGcOF|wDxGtFLP z|7_R4I!#yBIMUj)#pw0q=m3{zy-L@Ne|u9?x$U>3Cw6-?y&27NmT=iY?hv)}u@X$v zxx5!oxAv8#Vmm#h!E04k%+naBt~Du`Ysd>({_J>T{%Cm=cF*H8CmYk)iucg`2D6R| zOd7j}dB54R%)YZB}&^W}PMYP59E!pNwI# z!yBo3RLG;vRD(k8x0bKtIpv_3J*Qb@Q7?VU-+X5`FO2r}s7_3_7H7)A3j3>v^sF+f zu9qK*nIYY#Uk+zKw{kiK2pw`hP*5kw}Cu~)j}>2cW`w0+Qd$fQEu?8 zsNwWeUP0ZZHl~YM0rRy*5RLq} zxl?!Y>B+#Df}Ibl1oXhUax6R0F+;?O1ude0{$CS05O;1(b3yM}zD z%yKuSZqAK_iMVVlP+J7Pt#hEwiTaPU@Oes^3pG~+csbTM*e;?{TnC-+8tT+{SI2iu)DR2 zPo&%va;+laC)Zng+7I_f%imPazSqBgf1M7VsarvYHVwSaI*sL_h0?_OZmp-F0Nq@V zMHpaNcM*?<+xK$r$2vxlAR>FDBcrJ;d6T_Q%2||dS2ksQDH6uThkdwawzc`tAo`&F zn_662AdyDglRWd*s}5#IaCe888PH`gH6zb`vmx_-7D8d9kbXB1JG!^@l+sunm!Vh5 z-G5D7y{u#Fdb2kpCvl<)6R*q{Dfj2>gZ5GO=Ej`k6N+cITfg-zzs14=HmMjKAUJ|c zAA~O;tVe<=%{U5nKcO#qG*+qZUH47|6zc156Q6mnf%Gg^RhT748Y%UK4;!RpiBbRQ z=X<&`uzL}_OA=(y)vZuClvUL)oNdNk={Q=r#C%tNEn9Qv!cTH=F+x*_&%fP9{5>H0 z)uKLIV%w&cn9#9Esk1*uejLM5KDgi+QEZW1i5hqc3ylARY;PQ;H&E=8opg$a((9{o zlj`N*2di&!x^f?Crf=0y1LXs$Pu0iy|DSsgW4*;bdqelM=!b{C1Dua)ykI0jdp zLwa)Q^1CXPJ&ESW$9n&_!EfJyHa|(Y|5G3$?JCsHe=OI@%B~b@{lo$a>nlJz-FIKu z?$p95hZ_;%CmHDKpk3<9fEM}L;j*#&$?pyds?bASA)C|V4Z(bu4dU<3Bv0g!fcoB8 z$*ZF482952sJy8%6y8(2h$ zDOn(icXu6S7I!Ogm79U4&_KElK ziSc9U&4=(L65+a&{m;%H8y#(l$H*y(-V_(;s5)p~0-}9Z{2BW8cFEtsseIr(F$x8` zA&DMC`oD|*|G}F`>yYBis)6Yc{`VSCUp=v^Yu>b@j!@x-^`z*34x4H1_6Q`^>RVX= z96C_ow;JLwS6ZDbDi}tTUnmxrgOEu)g6G6htEYGa!@0OUHo-u>Ry! zF>lfSmn;NO;#W<`+(5hIMsP;-ddAZiKvX32_3KwMG4FyK=s~QYp2e?^kwSrY4Fch; zX*QW(W9ei*t@hG@YBoQcYYk`mpT00RTxbiBm%0Y?zL;OHd((lPY2DBwk_GardgvI) zpcE}%W3lqvs7>N5t}>a;(#jkNaftT^3C%MdB?jm(cqEU^_qG?8B(b~r;axUbl1rXLR zdfK$sde}Ry1Uy{BC*b;~Fnbt?yNZjH%gjz3`!EEXv;7MX zKAnWbQkuKdwso$}$l=u*jc8%78KZ)N`lFKERSV?5DK&5#PKE0E3OAd4V zmvBl)h~jKpaaj{qdD~5zKySYq*6g0gNw)_UJKw9Rel;9LLtGYuEj_KRnjExo-&d># z^zGm72s?(E4$m^DokcU;b)R3|6So%H)x6d$K`P zl=aS8A(u;j>O-R5$9^z~Y6z1ehD!R&MFPgX+CvqUTkd!5Rgy zbFASH7dPg92Le4_(D;Gm`_^w$rGpv}CehK#=}IApsIWe}=?&pjiD5ViM_TdP-A;a1 zk!@E5|J}_r<`he)C}|`@z*n~xvjCXKWR%QBd1g$B=`Fo(=VHCH^B!0Y5Ir(OmU3D{ z8#w0(>}c3D@7G(<>w*0eLpbT^jr8#Be4Qh9vs}8Dkvbw4HL|UJIo6KJ963G{4_z7EGRd252ApTSWJBqK)k{8yVSaJN3STfV%5u!4 zh{mp8Bn?|qGGu>Qf8}(zU~_yrs4SLGYWAg^6RWc};MVi*xRZ|Gc6=s{NLVdP!dje_ ze0HP?(i#`4;+C;H+1%yp)eok%o2lTJCzMjio~Uy)_8{OQJ=^GC>69!As?;k@D=@C- z%v1TgJ_8KyCpxw0VZ-l_QJz^maDjHdBS~ZC ztyj+4Tz`SZCAs!9d7KOh8eSbXAC(Bd(>NQGhYL*Y=}%>h{<>dmyf|L(jAmiicS{n~sl^F8TpB@2@b?iDWGRPun?pdQ0n6}q` zcd^+#_};<8xW292&TT*1``d)nWTAGiuil62>+7EG#Xo(0GjE0v<0$*PE#p-+Y9(JS zon1mk^hi(H^vifd+8{-WQ-e;j^rWePMZyQVG4Q<>CyghIHrDU5&CX7{NzE-58sq`H z$8~q$EK}jS2GIf8`UNlw`M~et1s%2PjlW5OCiw2=qqcDA(1*M>o1O7g-Jz27$6gY% zUTJ1wwZpl?Bzn>rd~yEQ9_R_tA8vomm(5mz5tE)LAoL#qT^4#-)6@F+*{~M|xYn8q z72t#?(ptY$$>pi$+OiiLaDA4aP!1cf{I_q zrcH?|z5Z|>*037I7PIDz*0Q?X5h~=dt22Y>2q@j`l4|aBA791;vDnE zAFaBdG0KLiyj<3jWY^;T-sIyGCIj^-ua)(sX=-iJUl#c zu4at=w56dxaFh&9>Kqzb)0^IG`KHIr(sH=0JBO>d4SQu>dYl^GItQ`yi3j8u;R8Vx zs|YhvRN)U}6opYH(p|zYVMVPk@G!*~k0m{SoAdcy>_1zxI7Xl3n(z?{wZi)2y9M7ql&`^-30H&XZ;}dmd=1>aeJIKlOqJ)MHIa+-zII z(#lGVP!uY-6p0E8u_slG%)ohF<5n}K41OzNq(XMM*5kEBom1}4wFR(z`1=*l*HbhwoT(yD#Xk|B?o z&?+;BXrjhz_53V>Uyp!ZS*%X(3T977%~^d7xH*3rr(5LPto=V~a@?WE8LjKS94z|E|hH^fNTZEXdUz0^Hl4XB1_zR*rG z7*m`T9PCE2SKFxqn~bx{$DKKY{Jz1Wz@IS{m-=p$2)o%D^RtxK1sNZ1rUQ53RrGsw zrG!7Cqwe%zr*G<2z>d{h{Z{n`Nl-PQcpGzY6Xwgg@nIyhmDQF7EFJ|1u3u-h(CbK4 zSNQYV3*<DB3@(0Rv(Z^(iulJ|T_q-lB*bY>LfPtLUqY)HpNMj~dT^^m%Tg zssvVGGV5^24s^0Ph}CD38Pz+*0x=+#tt~@^^aTbR8b6tY>r?r>6Sp2?{;saWkTFBGk;E*G;u!m zC{LQUmo`8|UzB?mKjYF$u`Y==f8ZTXvqZZg%;F2`NTlSOuFhb@hlo<4U>TN==pe z{*T3Lj%X(sIqa;=6@pl;aBxI1QV%8E7GO@2T6O16D&69E zFRwWUZ?L_5D!^igKjH!pld8UDIcIkM^aMfM0%mIW7$%9?7#L)d$4W}>BckoI32W<= zxk}@K=JcBZFX=5`TSO8f_wQ@0rRd|t#XG#Y?=ve|FZh4w9L6+OCQ>fAwVsU^CcJK zrp^4QLeV9cvB^E$5Peo<-$2w|cPDH!#CE<(VT7CX&E4w7g)YTR2RJN%o0DG~CK_%1 z{>_DiB;W=1^~0KEZ02U{E79JvSn#z+w~y;T%v*MPVBau8lLgaGv-OGkUsdeV(^*gD z!AU|UX;YutA|3<5aB*8#WMr&(I$1cw%#m6emwq|*#vb{a+(6Z5Tdq@z1ZYS)CAzIC zJ>ofR+B_ccNjdIYlE&qq03PH?dZ_`83TO~DN(##LfpUH7QtMEfF;^80Q!q0J+ORIK zl#$C!aJ>VZZ$ymB&CeRD_(c4}_7n3zfrcQjXp(EyzV>imdPU|-Vbh-WW2FI`gfqiH7Q@Qd~a{cj~f*=Ba{mnRhb()E}8zi%78mmm=2-WP=KhA5BJ^ z(nZiIYRW1|+kDUdxUc+vb`Ked(m^R8UVh`E{OgAc91j9Gu~o5+|Xtb&b(1y^~&HTZMj0v1K235m7r zUkGH5jgc0dAb#+qx9o}e`uUl%FUnd@-2mD4YioOO(&A*|dCsA6 zK4m^W0S9{DcWYfnV6(HrJE|ykVhg=kaqkABEpdv)*pfZf*4-0Tvh1 zFPDjf!K^ChIDY=8m_(10cE0XDw22{TAxuhwjkK#A^6+U_(oS$JIa+fklrta`TNz2s zHi;F!7c%)NC3OnHjezS`Hf<3d+dv770@Jc&*`p6|x6V?6STt@2!X~F`B zNUzHJnI0xKWsK7R!tMw}9$zpU_$W>#?AAq)paA#3_rR1mmy+odG51>Zct5etDqnrH zItudAGQRGW^wbF+1z?eYjdLJ@5JVd3-{qt{ZPm)tFERKYLU(e~OG6QSioPrOguO4- zvDUfx`I>nj2iBrh_N!}7x1A^#7KRip7K@!3=VS1L$LcgDa+l|}SNyj1j>i+OYM!(|=*m}+#^?8bD zRaw<=N8dxD)k!(X5pDalIl+~h(N;@q{`uY!HG5UXddp(1z5e91xl!JXwebV|q?cj0 zGU4!zIp{u?yiY61yz0QYrBaCr-P$4AWf*q)6<_jBgXwUcBQEyQD;`efuq?ZWsO|Wjk5_ zp^$TmaV7yVcl|;G$d^bj7X@c#GNZ>@Z>ie;2YYWF7WLP5j}9TJgmfb*4N6I)A|Ndw z(g-5b-3&8;3eq7VDcvAQH%f>INDe)8!_Wf^%=|w1ecnFjdGnleo$Gq}LsW)O?6~*6 z*S*%-a+vn3UFRr;cuiDjIc<1h|d$o$0-OsTx%RX54X%JI@A6DHt^J z`3Yc`h|f%0(UbM%>I&h`SUHp;(tjjwRX-aa3{Y6ptQZMRT_N806sGqVzw0Rk4$0z- z-2-5%f(r$1Zg^f>z0DA_T{|h=A!x7VD`}>m9hX!4m6v&kKuEc1;Q4Ba>M@OZK+xN_ zxZ}Y~*`dthNe@(_ULeM|9^t)77qzXv(A*pf{C-RI4ZJPGPvf-RAXcc;_lt!A_OONO zW5Pk}w;1hL7?n@4RkSOTGpfwM-ZxMcTa~pOsZo#rqBae_{eb|*eCD@r`eH<^L$JAX za+`Szc?XQi&yO&hm;>kweDK4-2c&)8>X|ZxQ4HKhl_@xGKku!W=xeie3Wnq>+N~%@ ztLx&NpCBMHyf)8zfX?htyQ6WCU#2>>G1pw_mv!@0%A!NI?MnN1quD$%RDRZBCuBXK z{ZS+50?;Wv^R52l_c)5bcy2$}C)tI6j8tN6FAl;%+;2lV)sl4fa;I`NBV$58GrcqxU7QXkVnRY0jo{Vyt0Ag~Q3>!!}xU`UpmNO`d`=Xq+A;SMavs z!H+ey-EaR0LT3ZP!z8R9yto@--e^Hcr8l{PZH}G4o|#rC*tC;McHS~plAkYIl-Xb2 zdOYp8+02_8xGlzg+ov&Em$rKD*)qFW$D+8hSHfH9EZ$Q*-*~KP4>v5Hdgih988}a8 zEbNBIOPK0u(6L(5O#2kpJ6y?U6h>stct<9&j>%Sc0hd)teD`8HY`t)|Ez42^2={eKe zX`%ICm>1=$w@rd$lIrPK1H(iZhoLL5g_FY5q&RGj!}^_<-VYoK67MDy;@$*NmI4xT zuvt5c!~@OSDnCyf;Rr#0zw@|d_WDv{Pjzd^(}%A&es?PNr`DCe^F(XdCih7V>+Fies89cNrC;nCyyW3xkH%wHq^L{tW#0yC41Z}=N~LTb=C(+o7@123%A4% z%4{c}+5gt^<A5 z`k+$GJS{`gNf6zj&CAX#=gz&(W|7_3V&8?liQi*fdF>)oKUDSD6Z=Igj2&BV_&1(N zk;jF)2Qu?1|7FdUNMy??7IiT!C3X~>o;T9bLP z(|u8^1NaJ(RMSzVz0Hm}RovTV`1X{IjQqOhc3qJwx{T0z@^qXtCF|w9nWTgj)r7=$ zu%_MT4jG3G398buUEFQ93ba|kSrA6Nt1)X=>AAY-i%!dz%kgwl>H=0)` z?1LxXB^z&#mD%nKK>ivg^B*8v-R+2xM~8(n(?|VM_atS;_jUXco9(mqX=);UpHV)L zk%CLTi@~|9X3ZyIwI8*DS>oNR-f_I@H}|9T^{;n^zZ~F6%@I_VL#`xfokwQ}m?g0v zIlA$;)Y*3i)5yetU;c2L>orQ^S^X);Y__dOX$I%)PqJF~+*!R^WYnr$B{F>d1sXTasM416OUmf-rt}8DzL~eEidaUeDyhaww*C=RNqF3 zoR|LLN3DXLU96k+c(eev6a(3LHE_ZOPfko+H8zuk!@t^i_qy#On$MP`>>k_@cyy{` zG#&DyUGDoq8#(*?T^j-e0>@TRHdY!Ts02 zzWvS)ku@jnnGa>-;ZeQ9tfkri&R4T3GyF;oWETWS>p}`9CMF$${-|B=FLvX+`pkA? zMcJpzy)1~j`Ne^G$YJ1})!(fS;4GB~2^OXks+jZ^ZrLls%gdvot;V#S(#7wgFV7FD z8g}c9$Eyx51S@^NnbtjW6?!z`4HOORAZ=$$5pD1YO(B~Lxws+CPxmwikV}H?fQQ7Q zDNb-{QLf|PY60rFln0l3LcLf^-zO*@(WDD@_SGE$$Usyz*!9UD28KgqgNIhRPy3f)L~G8Pa4ENJx>@ z;(TTG{N7{Dh8>G%qz%dZhFhNqHsI|-YXinmdCa-j&^-%8I}p=LtX|^JnYCd1$%c`5 zryX0oFfaHG>l9=GNTwE8^%+G(r%f3I(jFVJHf)yr3n*ZvN7+HjO`A0bi1q7MQV`Q8 z=E`gxtuYQ47r={s_yAqt-MS(Aw;EjqmJ&x_NOwdsZRf+VEaMWc6q24Nh?Bh zU6FisDw&0L(21d zvtH8m-Yn31q+b{)OaNtmpt4E+55*RrmAERO{Z9PfRm+aF;tqGYG}EExS6fekc8kG% z^h}qhc6TpT^^Rg1uHEe~svRDfE9A?SA3D6h<5*@bcKt!L1L66KJc!&yIw!YGe>FgwxIpjaj?zCXvg& zg+*!5xA@hro(ZJ{t|;JCKmc@59^YvPYEHaU_pN_&^tL5g8I?X4xJ0(I6ua^Ec9Zt>SgNPmUUb z@jp`~$oLqQDrR5g$aj-Rog-tIV4XP2?FZf430OgQ2z=~?TaS0+O8d!ALv z)-mOGrfY0>CxuRJ@JP`NuLmyVslNCRQ#|jiGi^Xt{zCd?3Fw`3=N#cQ;{iqAw6WWN zRV5t&L`yk(rDP8zU?fU>j&IsTAal_53aCcnYRStIUtOGZR$KFZ@jJ0ggt{d78rM7B z7o^^@ny%q_A}m4&F!4fQ=H{C|m}n+xz1{8Qm_n<`FE5|OR?Q)qo1f@oD+6{lu41af zY*Hd!kKPmbWCU? zJ?&wpZMm+LqZufW04<s;LQ&9on{5 z<3hH@U+q#I<4Zg3QQwJ|jKz(XtqV%S9kJ?-_F_Z?tEho&U$T8@pfU5&NhGZ=D!N;1 z;@|oToZm8KN|)E%h0n61J%{_Mop8#FF7_Ge-fC@ny2JJ-)d|2YRuh{*mG_#c5?9i~ z^(5@>y+3+rayz^lM^}z67kbl^YgUx5w zyaiPS7u0SB83O~ct!wPZF(P1NUrTi9SZ-8%FKJ4twb1Zufr^HP7iA?ugi4_0VZOG&3Hr5+TVR?l&qC2^hk z*@GTvcG~5?E6c)NeK=uED!j`&y;i$>7)ThN-`*Ta#Tw+O=v^L*KJbG3B3DQz^JjuM zBsgBOe#o%u{Z)bEH5!OqaiSOM`}oc4!|%qlh3#^lSMta`FwJXV=gx;5S^D;xd*oI8 zN#fi09u#rLTj}cKX`fo!c`A;@}M)Rr0de;oP`)=B!dBg9zv|+I#^(i2gm1r5(+!kp zRth%Fb>_acgZPc3sjAt>gv;?IaRTQ?9Qbo(rTX3#TYpjI&VDcV-`@Np)&`cBwjF|m$k}W&@!INs8(&|)b^Gj_7aL>l1W*4e`*Qnx<>g%sSN&4z;> z2Bv{PPVH1t+Y<7P+0wmTp@Ev+z@w3Hh1(zimlT4W69dqcgxxFeR;~8A0Mp8sNuM_w z*E0<|-EzBy4QgjQE5XR@>eSJ!f#yvr`k@H5ggFtE6!~m z0q#8F;5O1%ZL@*c7^d+wFF;O%1=b)cU4t9Tp#apF%NiF;i>z?}>`J*cI}P{fSxVjnl)S9lbka<Su zgi=ILam$R8gQ6HDEOsVE!lI*}A90+;$sIo9<54UebD8ecQ4A^#2*u6va^XTG8y#pL zE1tBx1rFzI43U$DPK5BhtW0im6rV!pZ~&IPryaf*Q2$QshTzk}-#A*ucam7A)@tQj zf(_Ez_`#6LV;Cp7g*>%a{3GlWAaB)50dO;$&wMC-yKmMg&hwY}zx?j|-?8q}#QkC6 z50IwK77QAqr@-2WL&yPy<6C0SJAm?4iQKZ+>5eUT&cImrn>;xM(w8$}WcuBl8nFFdZ(P_rAX?dFo z9OV2(L0UWcRY+NTjmvLm9-dX@p0MBePBndj)i7A8Jv0+HcC{brK6@?nVUscdupBm9 zaruBVVX9cT`w+-;QO;vS_y;Y>t=;twR@6-rN&AV>hV6>B21HwD36%nJ&$|eiR|_8J ztI1a5B@zHv4luCs0$-lix9gkY?={-Ql7G?A=`S)Ig)b?n+$tMe`RV<%{N$Dd2VJMK zG*#F}P>Tmu?Awq_guZ)Oft!O{6rNBJD43gScE8EcE@h{6r?`f^wI%d|b=ZO)X0D>lVim>Z|UMal(I#b!Z5VS;uqzG`o8G>U_jb0UP2S%W6uP zw^=ndJsm=XzC6;gLfe}7EWT4rBm3#se{U5<#Ngv2mUYTD!=Z7^`6XV#1k&C-RZ~Oh zB9SmL)z4dG4;{9`)FzK&!+37S^lRFc+xEVHZTLXdl(t&3j0)i}+rc~aG%!r}Do zJma>`d2a;(J*`)U`|Vk=ea5|wMWq4ACF3apZ?-1=A7=z!AOS3WNyU%9aYSXwzSa*j zsc(b(i(gHB01^J;)F!E`Jn1lz542XDm}CAttm&fS8{hoghqHOd@prG$J}+dkx?iTB zd-yyAz{YZpXs(^G0OXJ-;u_Y|$@?R*ywukj0yDC+Vyo&Rznz`{Cs+etKwkY9BnET} z`P;uFHP`C4Z~t2Cx54-z@DjH~Z*i3x&~FJ{_Fs3SNA$}2dM;3mTs?IH-j4FqU$QYN z{AH^%=R|pUDM%# zFD0`7AZuOc&Q6L1{rC5Vqsw%XZw6=%jV`tvwhb5DSsCn^v)+s0mlXmWaj5sLYbk8F zi?t^Vsw=;~IH|h*L2V%Ajh;XPFCXEU4J%*;xpk)s_IP&go8J;!5GL&;)KcBf)IR!w zv%mX!WaCa5NvFKlV=6VJD2;1j=%0%v5}YB_621gf%1C`!mS@4w$yU$8-;+b>iN$?^de-N?Xb#m~3iT8wrB`Pl0W?^-%x7V5pa!UD;~#QGzh4+_{{_)M)nICR5w@m6t-6p|YhAiLsf6C$eynp_`|L z^65F8SU2&#Ed9d-ZvdKx8`shVpwAi(C)pMzD>zjktCCJkZZu9UxMyywn3ofwgtRgR z6cuGR8BJtwCBP$|JgsDI5EG&IMYM;hR;GVr;XZ!!Ov9ayL ze{gvV3u7}mSHorOl^#;>DBwHhIyJZIW_OR9@nyT9t@5$3Knu*PV5CXrsq_4Ul-)6o zLs3t9tb=e+4^S7O*{Tv&vXP%5lY+|!g_3to2?R}-FXaF!f|Ss;w9pji4`Q0$_h>#w zp;hf9@Kj9aK9S^EMj)S@shHmV3J20v#^-?dWj%7V4|U|$R-gIF=r}8Eb2LM@l1m|D zavCZ!9`_l3(!{||QZd*u&!sUuVidh)wm@$Z8&=fvmqsG&=O_9iLy8}=Ik$+Q36j1& z1V4m^6L6ZWB$G(TN(~rJo`s@9jz4#vxiX5)n-`iD8B^?hbN^muj8Xj_;>SZf8jx(` z_7W4M_Pc-BvE#B#=uUPMK|r|DMGKiK5nGP?A8#9g>u8hX>iD()3kIIHzslo2SjEKf zWq19_n@?}#3;2B6TVtHwWRv2a9pU>-`0U12#aJBohhm$P?o-VN1Ykd5$f7$R zdp@=~%TnLebo!GP>-+mw&~bu=tO^8u!9&X))KWuYF(5~-ufWI;sL#XheoMTv2)dIl z72T2rO{E!E(6>+8C#9bJOVT7VTtr_IuExN>ztkd=UPc#{dVx($HfW0TmgDyP$4=~8 zECMRv*Z~i-C5xcz0R5P=-0s%n=6H~%zRpn&c05Q>KbJTem&|T92>8cCJcgSp*aYL@ zP*uSC4-oNOhl!lm3h2G6uMNe3#f{LGu!93co+$PJzpqhcP&F?2uXT}^Vua~WOOgI;FTo^7k&QC-O?L7b;%v(kde6c%PvEUirCGmm=lZ0QaSfMR@ms(#!BJs%AO5ZQL)BsSi&m6sI2W*@DJb`m79g_f5mbskDKVG3 z*K_i{PE#!sS^gch{UrCIOfjVj=69|qcSte%WiesytShx(&Y|_mW6C>!8$yRd?!@;< zydPJ7d~+hoReQf_&m=k#HLg2g<^UEV&yea$)3S;esc{xf;)mPHVeD8=yT_GGkLbvC z9{;6z5Bn)kxF8hssO*F?O!?vW*2$|+Cu7`rp4+R7DitSVWV+3QZlrt4Z6}POa$WJN z%fhc``T1wkYz8>k!vA)}flhZUS&ZcNOP7OS&Fnz`ChA_Cwd_sKiXlsf^!P{$Y2<>> zPuyQjvt!AR!=CO$AM5PKk}*WQT@k&67fJG?*6|?rSpQ^}kO(p0U|n<(yc9s+uR?r% zENc5k)-&wkj@a&R?=cGxjmVx*grnl}`-v1R!C?{4pxI>$d@QzbK;Uw{K8tVQ?RsI`+>BcI&U*$0J3~qlI z&=-7DR8w=Lhnba43iCGwDU|}-`$6WgvSFTvDo4Iq(ExcojSVNf{qvbG4i^u9!P%Jb z53AN&4L88Ld^Pvyy}>Yj6+bU*sUBJ(eOu_7frBDq+nBDu;RdXJBfOhXci$l^So!(} zS^xK5r$9A*(;qkp9Jx>Ucs%-v9+iFO9eD}T28FcbtWZX)=N@GuL#eAa{Ey7as3KB~ zCivOHef~|!GH$_44I7X!!di;nbop^%z2y%9Vph1x-Hb#GiG7PzkcO9f)4nzK-Iu&iWIGC8Gasysqn8BCIE~|1A7I>v5-VS+ zCJDSmU0}}jGDc+AGyOdzm@?qVOAH1lol-zRU|ay2AXEsBX9ar8X6=B#RGH_eGo&q(K#JGzSDgF0SB z_EwD_IOP@=a(f}>8SqIwlqr~#ur&ld@l^z{o)HN99wpZ3JxU%94MpkfUKqK!C^ ztdp8|yj<&tu$cSjr9McFm}kyHN2rz1K@%zs?R6DFAcZx}*JQ#U*8}&>m(*Ormk4L0 z7XoxodNU5P^8N{jw`gfP#D&7jQR4Q z41osO zEXFvH3vWaQ*cMrbFg0qnNT*O00uHKhjtiaBt&+K#^Gq zEVztXz>&Fh*fKf;HxXgIOu2fq@BrA+>h8G#i{J%?B4|b9AD<3rnD@e|mQqv;#g&-L z2*F67S8BUYK{$a|j}G$N(XVBmw>wzm^KVI4L}|6#s*Q6ljGPUSmEW=}$BQ*)1y^Q7_pS z&k!XpsxmLk>-`KvBhUlgUd-YB5xb$RplU7x$sk-T5NLV*6&}{32Wyso4T9JqMmQg{ zfn#~z)6sru?^ZD4cJvI2H@ICJ6NEG0;085FI(t*dT=`*G~wFCI3(U$cTihWJV*mwUvE(n%ck}=(cVj zMq?&~xSyY&C33ITbwR;fbnzw6?-e5>qw9c{BJ2Me;QcikN%;*Jr4a#R`kr@nFq9J8 zVXldtT2Lle5|pJUa6_^RxIhGW_|(!|6qE8D`np`h6NpO-c|h!X3+m`gI#ska|9Gm} z2+R(U%d@;a&_mFIUhJuoZPrKP>v!OOCxQjlRn;hr=-EM+D} z13160XNH1qiraku@-(cSOEA?`fOaC-=U}_?gT49m^S^!K@AQsB!VColy$Xp$$mZ6(CEr!f5Z+93$=i0aIkUuvbSx?N8&VEOg`?!p zLc)5{A{DCjnA5gtFz9iA_CwER+nRds$Hp^Db|fHZ6>W@F>GD*M5A!I~WGlC2Pg%;n zDkG3fq~>Yh&f^g_Aea;In%Ur$*+XAWWI(_1dHBXUB!sMI)C zpfyD79UY?v2P^DI7LJooeQn{e$m@oQoB|YgmavMsDrfV;B&-fwf!*biHo@Jak+w>@ zT1ugu&C{{nU8doQx`tF7kOhCw_GC$6VWFh(JjLAHTz8OLE!l!-LK9A25{L&kMaI{y zwx;oVeZIFoNyIADga?eZ|LO$(kM>*M|3!j#3zBP+vDd#Qb~+Ak#gathLuVK0YSEf{s3&F3blTPxt17O{dqz_^t== zvSn{{#;W4Ij!nVc?Gd?3!|OGV_Ujmv0s&}+%T;~KnhN&o^WnpF}CH`eV|o_?QHWGNIuH}ZZl>z z`2d4Qi{=`LE6v&^@1?n@{)l4!9vI|~nZ%p(k4ugRIe$k_gTuPY?t&~hZTE9LBh0(AvwC|8SisU6yAf5o z?&V&OqtoJl&Ds6cEu@^QZot+cd;R%%eIj2^I8C%&h|5!o>jh#t z$4mxtI&EYSgucJ|y^cV#y0qgx3z&T(kAcsCa@DtyqwS1FBC)^1-4@;ae>UhmcG^pRCv8ce@I)>FD8Cy zdH`Hxcg$$Pv{nvfA80^KA=n}**x;qT{Z^wrJjN_#FS228!V+CUsu%RAOW#>A)5b3G z_m`WR%E7=rE!6kSP|Yuf&C^+!BP${FFC(ErSl?1#9J%aHDAAUM9D^XI^*@30*!7k1U*AvRlNS!0ye;(jJd7$!==+;m8{UW7DB8fw} z+R-7uec)u}6bpJVw<7I1C;ERe*Ow=G9Yb33J5S6`K8RHYE>CnG4Dpx{&Wt$(lFRSN1IeKt&L6Y;^=)& ztK2OEkIEJiCm~`qqN_KwL485T6jgt9h3P-Q8W}<>f=JEj$=t4|DJW1Yd&mFuJjcO@Ur}|AJS&VXG3)jNZiq zFPcL5m=-IS(I2EK@~77r$B5QRZ{4klsZ#0y(ex@mBM#XTdE|YoLCEQanV{g@)u(A| zylvo!RK0TSEh}usH1=j5hYMdSeuaeV1QTTCz3%-p=%NiZ?<%F%=BAXMAgCreW{6}L zGm@+Cvf?;CT#B51OYyh(X?LTQ1kuw$>FhBZ` zW?z0|@3P;B1-*1|Wph<|W%8Zs27UPlc;bvHISuJJ;KZD^G?&%T(11u0v?S0_x=!^X zH88B;&3N!?Jo!mIv&sO*z8$MfXuqvcUfVGT7n;y8#eUC!Nxa=o zR=MpQw_j0B{HSHO2Wy%5SiZ2@zH>bswZ+qU9ofq1M)c~8plh6e#+mX}Joph03I!wD zoTdUjJHjjyA*l}Hs>eHw0lQnY=6T9=(N(B1{zn7syWyuXZP^nTNS7d}U!Dwk(NNGSJFTiy$D4?t_LXME~Pb1T21fbJ#zWfsOQa&qhuiZ|asB1JCdet5ezo_nwBE zQUt&G|5@JPDgr^9yadI*tEp5&wY**}x&GDCR)3_D%{qExch~ci%|cBa9-g`tHjwHL zOyB;jdEKKRx?!>FZ~xhixyqkRuNYW}yDCimbDEo_Q;(=XpmZ4l0rK+lauJ)svOie{ zC6rOrnhfZZa^rd$OvCG5fQugvdDRWM2Le42V8ZtD^6IWIZMItccKEy632kYxyMD3%;vR*gl+^-*zBBAw&_|(7>tSks?9?lc!o&*=ZYO` z158!^$h{N^XQ$dct{XVs^S<6KM;XpS5E6q}tqdu#`J+tv2z=%jVwM)#-h&U+mUXk5 z@@LV;^M`9^^T8N zB>X}u4KwR*9KPFHig5*OeryhgFqgZ4d4@sqw#@Nw#81@rGqU||p?P{|2+DY=ughXr)6il;a&%vWc6kN#Hr>YJik9=A;txwPkK2n0Sy6LPCR=$99=y z+(x^eJ}Ukh>a2&5+b@u~ay`F4PLB}Y^Y7D&=87zAy3 zMS+{QbWu0cMxJa^eQ%-?u8oHsGSnsU^iC%jdBrAo)`?^y$IC;tAzN7z>)}^>-Zu@y z00W!lg8}FHVHWC}BzW|<e$3>vh?azD3fCKH>!~SYB6io^_ zdtY4)aolgK?Axn_a2U!Rx^%+8gq53-DiO}yvQmYU&LiY?1b&Jhq)J%SX#2aIqo8*bi; zAI?mapQykx0+tl+a8?kjkYN;g?3gj$&2hGci*2}wC7HJKtysKsdqx|JJVD$O6ktKs z=Jp9li#v*+T;G&G1S+av!Fx#~V5Cir%5@}<4GsawmZWzt7@CQ03Lfh6LH%G@*AJ9h5|QVWLrn>F_sXMVl!Dp|jojZ9$HKp4%U+L6 z2A4JYIn91%9}9iDdt>>~g+6XrlGW`oQ}BuXGGI5=MLw!5f6@MNjxyfQ9tv;>OBfAU zujXrZtXP^G1JEb%xNi}F5a8}!!*b{<;yT|Q{sFYQ&8qJ3)u4A{N-J5&H!7Z+cxfBtF@Bhq$Kj!1gvU+wFzJmqJxU-x8W zZqBq$UB!UD$XixrqE%Ih5^5#)# z=TmKm>?2feV3ONB{23*Gn+iPOuN9=VYrz6Rt@7ix8fVp5p!Z`VBe!)6YI=62?pqzM^o@@UOV3;J zfl_tF6@j&=&S{REm?l%_G9(=UNkEdaKnSPqm70mL$~f<3!~-7mFkS-&9lH%|m_X?j zBO;no6RN#3AmMmmWdGSlfzk&@sx+n6u%L0kWTd44-YCe585G^4j|05j|Mz(B{~YWb zuR->EWaQZ#Hb@fuU=3^GO*P@4>>x999>6vhjuWCiM?^?LksN7%We1+yUM~SG$>?dX z;EzTtahkP)F=DZ=kVR-+=(NVMS8(`~kBu*6;M{ zYgkJ%-iq%(v5Wz0=jT6&f*%3M<)><|-sU6`GyqtAe@{=-XJnX;GlD?9d`!Cez+gBW z{-}8E;qy<30`RjtOpo%diapd5qsu`*l+_NjKJ)Nx0>f*G1(vz7w(D zvDV_M-04{9ODN3;t$el(xgORFla2qK1^0gfO1w^&{tis^zd!o#A+`V8yw~IWf7?*; zx*7h9dG-JJH2;Gt-s(_AddTc2WK=Dr_AkwfB0GjG=PIUUAEka3t?)IhTD#CcNGNx= zuMbVEniHYJ=umT z>xaW!;1pH4la}7d1?)AI6Sln{-x}&ND%|m?`;{TPy-wqgVm`_XHLv6xt~WeYntp#Z zY}7)dEU;s|4r?RcbZ22q{WxRmcveCAMCbU_(>X$5XfGU0Vbc}g9f2PZZ6zYSGj&_* z5_NyL_Bf}(WAk{LDA#Mn+jA_-)exktLs{S5w$wZ#vceGH@D7n}vllg=)gnRSNz;v} z2_x*Ui2OhUrxhTsD4RHwWuU~%L!J*yV)p$-#%$ykn&Z$;6G|o?X9uD3g;t~lh=%3p z7l5a%uk;Npm^lRO%K%-wLjaPzaf=^XPkFQrjDiwq1Opl473L0qu5^ahbLbyzN`BDLfA4}T(2|r zrv9wBWSpWxueyx)F2qSikF0-VnL&+n_2V{Iua*m1^AU@eRRP@3es#CPN5 z8c>Ftc2vUE!;}hXmM5)4PkwDjWeD^y{Y>UBPNKo1$pAAQ><_`ZqR(rw1M(~{_ra*} zbzwJ^VOs6H-i)vcEP38=G~`SOqc^A(rm#0cs9iEiuhth{7d0$$wSzvdqNT-Uj4_InUf@TkpI0^5_r`Xr?n;{? zp5EU_fydf2UcGJ4numa$k7a#~yH>(J2tl;e1CGjFT~09M6x60VGETmX0fz;WHOP5M z%5AHq5oFifI)>c*6C?}4m>Fy=C<~#j*r7e*$Byg#UG)hqk?VQZWnUHn z4k)#wD+Z`Rg3|Sh2`)4)y$0U<*p1Gow3gkqt9J;G{-Cy$3NyLAo&lqo$=ZtaO>UJk zt8z0;mw2fxGyXtq(0=>DlIv(c4jNol=4e*C`^v^4(9T(1ZhPm2sL62s=BAGaBJzdr zV3&`Vu7SFF;Ok#Sd*K;O2V)fJ7em78Iruqi*98K!@jp|5`nw2+g+5=dhV@`+dDqbVz!3TxTU|lf@v+$uaSehlQ zb0P&YZzy8jv2N_o6l(5#(SqzfwroAr-I=Bz5^XV9wbz0NwccMI>9O9F-Ib(u--;>S z_LpKl->pb-?aV(29($WRau2Nei#L33SoWes{0yqLuXBRKvZ32EIOp$|2{&8)jN`3TNv+ca%Oj6v` zL#lj;=mAoBMpC&J!HJ3)va~uxjIE7e7#+@gflTsci!xL*Neb`{^i4-_FQ7T zmPc35KrZ{-5{dQPX6{y9?}WnVo6T85CosYn%x$tcSJ^3NBST%;nKnz>u&t%_trX$y zkvE^j2XD9#!2?_C0%X&q3cITZxtEg}xR~e;DV=*VHHLb6YDj(T+z;q>qI+2a*d{1r z)M9qCq?!N&(uxh*mX>s{$NdWk^;L89s<|ZqIIZd>hhw@UXp*rMmJb1TkD%E>xPhKK zD80l)47BjE>h5#1gVct#>hobE0iNAyO8N7?p>UoIRYX*@{-&46i3Eyi$<@Y$(x$h- z=d*YwtjKY;TB6{WG40pEbQ*Wk-KgmG66yCf(wRa;l@qq?RB)xmw2N<~K8l4Y8QaV4 zknZz?d3nsJo#McoX53>(V~SE1GZxeF%dm-hWo32xv-8ZmL*CRwu71Cy{oi6?U0mdN zudlrr{mNk$xZ1zWspfB`wf^>n-)8?(s=XOqr30VbFgJ`U%dVP}8N9zadCyg+<*)?S zl_(_7XXKCi>2G(DQ&^Z%qBO${=4S@CiJ9$(Rz})aG)Ycd8eg8m?B55#>tvgyn@SNE zIIe~e^V33UHfnRxtC%9B9)0 zq393>r|=L`Fl&y#f6Xtjj=IS~v}6t9!^Zhy<8b|XU070>>iRrA#ae5j-?7fIXIH9z zOjpmKT_8t)1Z*DTw{`R=l4XLAMG0VjwV_d!UeR}5P!6YDFL=3bC%4BBg zI%B!iP-8Jz%~_!=C*JW{E{;u+H;Z@mv{G1}FO?vC?8v{g@|`-u>4%)=8Mm`$DQAq< zdLsnoBwkb3uEq*r*Hy;YkO)S7wek&RQF4}TVajIPhJUn1 z_LMnN@=LDk)O#Pa!U1XdqHAt-$=#*BcFrYfL=+wD(lovH@`i}}S|mCN3v+~D5%ZOr zrM0y4)KjZRcj%;N>}W7NH&HqT)wJsPFOfp z4_2-**iIUa-V5ur@fr1>K5J+a*sXf4%xIQ5h^{oE*@ihso(v(o55I=nnAcsTP}8(o zD*eh57U8Naw|`A z?BqyNkKcL9Y!=xcM(7Bm+8&5XvXm;>9qK}4&XdpSj-s9kNQZxi7^6t)(YBYrwntCf zzN11OP6aR3Z?m8>;(>6=1I1mn7H_qSSpk34qDI-mVe_xu;}b zY{4>hwf9e{+mAlwNX|}-)3l;;cbJ9m&zVzy5U5)C^+3da`dISllB&v0$@o`^rZ9j~ zs+&_fc3&={lAg@?j#{3k)AauIgF)Y8J6gb?0@jKWN1XcmI@B)9V`2-N{_JfBNnz3B z90?nqVkUlyN~Y=^7i8U43uKN82P>$rO70>$*h&6*31M5b@MHCIZ(|kUHz6i z0jXvm(r~1e^+BLsr4_t|c-gbk$Mv8I&-0ebyUR|ct2u(7n=hL17-x0F>$7SDRDU`1 ztl9jEyiY9{#wp-$X$7m9M&1SYG;?>yqY>K9JN6KMW|La3Oh3TehiQW+yn|3g!m;`8 zH`tzIly(31_7jf+#CEJ=$LVB4-TeXqW3RJj30rTSSUDEi`}ow^T7|)ozW9_DcCdj^ zbpLbec0Ny`%`#8Y6tfl^@X%$!^W&kd9f;7-?i9Jb6iL_4r;MuX*0aotSr&W9p^Hos z`uR_nJn76zBDiRx#%}0&+p#Rfn9%_fdVFZL6i?cncO*|&h5EEHb2cYgW8%`m%tXp5Jq%gGV!TRyyg?L-9~d=MYJB+#_jZGG_6X!@{R$(MkF1fWSF@O3dSC8{Q zoIl|6)907Z=kJ06;EMyni!IrZ)GYmH7J)1+@XlQdo-T19_PubgCx}9 zaA3A^>ZAVM6&XD=-WChKiUxd&60`zO^K@E!UXO+>#VHLBe0P%=wu{J3`oOhKa@{cs z#^f+yHg86p3k4Kj0^%3LWmaPMV{|F*j3O~&*E0ojsz#D%Y^ceJN~64(HobU?qc!=bhu?^9Bws2P=e(~@Xbiw{`w!iNUBE8iEb!AFhq zv?~H}Fc)sSdg8*CklUQ{IqYnsU?_x>J0X>&Z%?Oc_uyu0$!j+*S9Wlr`hRK0A@Ho` zI3ayd$kocxsNQjcp1UjH=mdQqz0}BZPby={ zi)0<$69eVR@saZS)pw)ZETCi`E*T3;#SUlsThL2Pvu&igeq>el3#AA$(V`CRc92!s z&U6Jh6hYMw()LL>)kA`V!xh-!tM-=Gou3LHSYSxzI32r_C3y)?Yh$?5*?)I9k~q=X zcTt1&m~-}!@~~5b z2C8IHUn571>}Sl6&fl4A+^Zn$EDH}_CmA5ai!o#A6ZL3J+gi77oV$^~YgJC%NH!|RU-OBWrKgPG6QRx?4h8(*m=l9uVAmV6D#1YfY+oYeKnT$W@Fp6+D*c)hPhm(S7|>CcpiJ8TQWtnqBb|fpwiug zndm-|&{VCEcjjNLh?9tfY-a_b1!&i`B-s1+j>4jbx0j(9rfXjW3-Ug;f<5HO)s`}Q zf!ZP7VX@lf^jPud9}Im1lfT5a>E%?b;w)5cX~|?qXFj4G{=mGGbLFX})?xRP2zKj& zu8g9CNnTWNVLl0yR5yC}pwpENAQuRb+7bPa_#~7YkllML9l<~zuz#&t9~A4oPNjSq zX$rW1p;6!{1QhG=AE$b)4+QG}2hcguZFI^LSJS#aM^G}2U}47`*5#1j0-F{-x19Rs zE!>Np6N|q|I6l^h2)Wp9gIQ(>~-$B%s-M*itvyiS{J`zJd3I$Gr{Er76WBzn0 F{a=^2_LTqt literal 0 HcmV?d00001 diff --git a/report/pic/before_train.png b/report/pic/before_train.png new file mode 100644 index 0000000000000000000000000000000000000000..68bc9cd9dbad607cfae0891ae6387136175a9f93 GIT binary patch literal 74509 zcmdpd^-~;C*Cq)85;V9&0zrbiOK^vv!QI_m0t5)|8r*Ggcb!28A6$aN0E4?M`QCST z|AGB!PgPgfy>+Xrt52VEpYxpOhJRO-LPI7(hJ%AclaUrzfrERe2nPpm{vPplX4@33 z^?G~bq9P>@o6v>E- zsCnuit$y&u*?AH^#Ss6HA1=|KSGa^&{Z5CXA;J46UJz2AMy^H=U08%ALc}{Y^opM& zc_9lCv(Ap%ZF_3GA# zPhVVJg;?1>DT)8r&`~o#{&(KXaO2nS|JV>bJk9@JK}Nvy znc_co-qZ8pzl-CM5EcKs__qLyqv(HEZ|6-J1z&j_S5%2gs5f%Lb6BMWUYbMXzxYH= z98U?Qn)@=%Wt3HyS19|*)2XOd-g%N#O75J{9W|Rjk>YQ$b2_WbB2Ztjo_m<_?>idSK=Qg3YuxQ*Sz1dhsD}=@BegJ^5|LM zgxH)dHGPCP7Gi=r=3J*oGG+X3gwUgj@n(}H{eD{h9lqz$bEn7L-`K3w(~=*uP`Bzm zoP7119n4~{$O`e-G*f%PE;J?#mC4{OAq97Dv$;MTznAyT8}nurN`~&4jMP6@2^)N& z)mAoAOy*oTJFIilT5j*%d5ChP zEMSMJd{p_|5L4ra_J!21Cz4+|1=_}P!kqGv|MOjk;_aL$5Q_5#A*gYxEhH1@;D+6f zrQb{i?8nTsFAoD;6V z-ZmJ(eO`aJKj%l(q*)K%Qfc-7eDbh`WhzudKnZTd%Lv)Y(=;D{Bgpd5S+;LHo>xcE z?_ZCqWdbs`+>>`%rh|+Dqmq~3R!hbC&1qi3G(#Af9mFp^+U5A6#@l9d+t0SVyLx_v z#qSa$O6>Zr?K z;gsIIX>+f?UK2po)HEAMaLuWGBasS9q^7I64P_!|24`?qEj=q$vc&uWwXHFVHVf59 z;}n{1rtGDdh&ORUMS=uvglZh>@nzQ2p^}C@>&7U)jh#;D<~Px>G`nZDDW)8E6pbUmwb&C~S6 zZ^(f(ZEpT=)*4mXl5pBydl$?QmkUfDy)N8=h>H|>Nyc7#o@XzeI^TDmOEknZFtUe8 z@Kt+{r|X_Kp=a{yqLz~dzxgqIly6NygB{Z=sGyV<1jxkc;Wnqt(hs;V*F?Hu9@ zX7<8`R1Qd?XWC}YBFqcn zw!r`KHphs{;luQDxNJtK>Uh`HO`S{%aQ<6)Bw<{UL`ChWQfv8Yq=)E__68nfbB8^usWv*i?moH3DdRV!n?oYT%499B!ezuvkP$;gs*b~yVmjd zx>E7-mgl@r`zD=8^bIDtuMLY_^mcg}dbk}rLfPi|AJz@845$rjn_dp?`dM0~bZo#? z3ijOF1h`ffhTK>(>kWPZQPDD;*l87QQ0b!4(HD>5?H!*SX;@3&MP6aKuF)hay+dZxwDD{V5XH|g8Yp*#OEsckuQ-kfB{*GvP%+v73R{QIt0dM?| zg9E8w^k;tFHL(QMdX2J-?D*Nw;7Hv7R@%w>8B287`=p7*BGjmaQ0yk^o-4x{&8~aG zM6?6TsxUE2Ld^bdkpTiwySw{$I>Eyb+nNSqi$e` z5?+-)~(07sVO^l z;s)2SXo*cU7=S%9hxvoUYB&bT){PVk;X51i#TCnTgh%hO@pko_(UW z9H}P*%W@Dy8%Nz>j&0pFQr@PXI5(-;+lu=gOiSVXFEyGR&?wBCn@}JA5DrtflV45R zj=5Yj6^shBMtUl2lL5WfQ83HG{Sri@o@v+ZtmEH7W~P*Ot6#=+9L6b8niYv$fH!gEIBQ%I$|O209Si${4lCM9r#2S~WR@ zxno#Gf>oMkrAnp00)N#_4E*U349xy)8GON{)IY7MlX;{ct}Ga~to_rJz-n*sYmXnD zL87a>j+P_o?p}RF&;yyKfvOL8?S^~EuQn?@F}hv=rXR=EeFPCf zM#+8ZaM{DZEhj+NJADMI}G4-~D{HaW*1t0%vLXiTwk%i z=UV_Ju?%4HltDmFcQAn!A)1ERUfITE=2GZ_JGh^&@ftc#pG9}Qk<@nmixQ*BFZQXi zG!Q#AH{46_vA=~$rQtXk_8X7qp#4KXUlb78CA@v(CPH?ry`6BKF`S+XUQZG{&>+Wc z+>^|-T(CEo=WWS38Yq@@HIdExFn>z%5WPC*VN~BZJ4^i8bB<*lQ!`L`S zK-bmbR#mo%fhhR1Ut6xM{AnYda>>63z8b z#EK67hC+dJniioaUCex;pv=nmXb1PUZe|vB!h?Qqn>4k;=3#O3e44A4T@MSBeB=xQ zXUVlNApre%{atxKpwlb75%f}^L|F+&>-A+qGkZZp!1i~-< zqY+V!OcCtF3xUFt&-X(r?)(N>cx}&(x#0^uAZ;PLXn>DIWK8GO9+AyqX=4&gQ3Slk~zZkRJ_gf`5z|N8@h$< zt`iAx8pEUX@H0BS=5C>OniVPCM_er~Z>4`uUTNQ?iNdes9wV&A1+>a*NzcVN?M@(9 z?ySb`c{}~9R;a@G{K^$Otle+qJ~%L9xl1vZpSsObFLwPU*WHDJJC{;7dh(s|U53P? z$ls1xR{T^HF^maW3@I)Cu|w|s%!1bbz6!X>?b@^%}%$p<$Uas6bzrjck-4f zx#4nzj=pD$;M3GuVcwVyzR6AvZ7hou?u*y^A}V1IV>f3hSAlZ-iGEr@s-o+ZPUb*1 zx>zPO!WE!ar4!^ z5D$&lSL06m)xe{CT{%#bg8@RuEj_heRE{=l_IO|Pr>10uXS#mWu!oHa%#(8f=529j zScMO9#U$wlfqpjCbq6R84iE`OQ=!1;WQIJ)xHyYzXOgV^4%fRk2~<0p!!BW?`yQVW z7^TJ-z|)C+Z~6mqCTLORY(RzK*&|m*U-7T*<@0=QDPS^Re~)STz`@X{_1YY+zi}(! zCms#u$fe6huntPxF^bbMRbnMmJkYyQB-YMLoOr9v&rEY+qvqNKi1)9mblsk{k4&^I z?5BKs6mqD1c{T zpB0i!tYLCp10HI)3ac$Nr+CRO@^l%Lzw9pmID@z^f~_11AlD2aVpICS!MGUE^T_-S zoOo3-KKL}r%tK(sOGYfr&*Lt=Gm6p(V&5~~;5>V$Adce7lo>8%KE#2J;9XRqfDy%= zid1|i_(<08D<9y;sgI$kI<@L8vG{T#Fjk|k&px%6J?YVEuY@H7o8>3qkfHN2wT-+Z z;BKJ-!?bWJITlG627~fLG#~Oh&E&2|6B|Gn#AS!mT$w^ahQwaPnRO)#7sxLglus{JY1K`_+)126QvdF*p!^kWBd zq#h!#K8ctug}b&~&S?E{aI)ODAzwyvt;Wkg?PgPthLhsjraOyaejj9%JWvZ2UtO!# ze8}OLz;60RqpMEf@Nz89lYZ81V+Fi#On*j*+p$-W^y{W_0Beu2CkCNqtmw{rO;bJI zfaKazj_^T3{c_Jh8`HAs3FvQ{-AGr#`zac6J&G4|I9+7=}q0?Y5_|SlC zq>-YA6fGO0&wOV693amWy0%EE_MVAR^zXVEiY#lhbR?gy&?HfCpXNoTkTy4>uqx7} zXI}W+_JeW5Ol*KRdYh&~ui0TjqIu^>1?)mAJ%&Q!(9VKIE{3#SPur875Q25?OTDUP z%2lTPC=?aaqEY$6;k7L4;p4CUhr9(-Hv3r1*zy|d%Ltv4^6Yd4W~Gm(Rt!$?Ku|eAA-34bVg!4SjsM)Z^PDQVhb)ele>^3|)ZSP*_*r_5XnQ$;bLeSk)xcmx_2B6c@%)?r!&qq|yI08wr!e(&* z+X~=SelN@mShw#Lp|Sxge~qRkKBkBcB~nJXUcBZZHj$(@CvPH}AC$m%3%4Pg_dB9E00CFkrxiG3V*H|>9Xc5MGTdU#t|w{w-4pCjc2A!!`BSViFIx7uLKlIkGw_{~ z-e;^#qf4ANmEDiSNBpDyYuO!xzU7+VxI%@>I;m%}yniWZ!{i&Dz&m3A%$MK)Cb{5L*p_akd0Vq>*eT2)ik<;QjL>J*I>wnOmxw;0|s z{uL%?CYTZPr8?7qiQJ{nVMcI~r*&6>aoQUG(>djjf0_dpi z2&eK+dxt0=)FY{0FrDDMXEJpa5$TGTT;BVmhwgkCSfG0Dw8sMVOBu`I)p>uH^ES2? zeW7mBNl+unP*#)0nFu1yWr!mF)^3@v{P*1b)$V!QXYDw8j&aeztMrcnt4MQ&9+;J$ zb6!k8=e8bc!e2T8@vmj3=U|$_W8M0AgWJBJzzF}4E%6UnHjF8I5 zNw|j9iA(-3_P84B{A7`h4E$Sd4=kn8oo=a6(`{$3nA-Buk?qucBK0NClx#fS0FP#@ zg3A>5rn9~XR&gJ|d?xK`5_%PDl@Ew_xdoLfXAX!Vjm!0H^~pXJ!as5VANO!=mY3_0 zLt#60etfyBZ{+z8#YNjCt|4nN^3xZet2?3dI7?n~;nB9m0fxVh|sPURNjK9a}&b5MT!Gx~s z-eKdUwF}{(UCz#9w%-)3_ZM^px!;PmWooJo2>BxLXz!z$=$I~$@!+%CDxWkv(`Gbg zuxBKGC7!wN#-Z_md``tqXfUv-Lcs!Pq-v$J)!%v+>WoZHZFtnDot(KHy%1IMwT67i zy85QQ!^SYz4n5Ke<80Ev$ohUNmmI`4xfj2qc^6Aa;OB&$WOKl3u}zD^v+2`CcTF}E z7Xo<`&-6Y3rJGD}@ojt$q#LcFy8Xp=d852{p7NcIU~)1=N2mVRl$3!E>R`FJA0!O@ zK_UnQH`bnATQ&?StM*=2`!Wo6Q5{q`{nBEo{(g;cDFyVp<|P|8Uckon9gPZ|2-ekU zt!ZgaI*7e1IX6f}OMpyFf3kqu?`*Gq$#D3S50vS~O5haQC7qf=4god$(uqW|`QkiI z+crGKKduwbQ1Nh9gtcBumos_cjb?TSxpLBnV^$~n~ifeP4wx)9Y*G$`+0W=-f zIA5t@YYa7bSk#FgAz-UVX3g)h>8@wJ^!B4Q{U0~~@KKs8s}c=y=?Mu?>XR@LWkg#- z*ZN80kKd`S^L!I1*-P(=qyRimbIjv3u}WydkgJM@4bwTD`5K3sb=Fot;aem47d-ln zGjuo`?0x@a_<)7F&)2&a4Wca+uJuX5``#OG8S4J7&~PU z=~!J)cGIgItd`mAFN7SXgrb4vSXC<=dG+KZbVlv-f$v#Rm!Mcxw62|n@ivEM%1 z_wSlN>#Qz<=PO)8h#p@#tYN&y5qXJj zrTLJ?Tc^ZD0KUr0?D|d_Up@{y6BHY-217>d#RqZo*hdVW{m=3&BpzR?FbfontI5^I zEr~liXjvGqH5&CK2Y*e_jdYmy-fL;big&2H=wmQ{NE;ic%;-070W{Zty&0_1YwgSq zR@O)ROgs)ue~|NJFtzbu+Ud>8P3VmMq33bl4+k@0|%cEEyuW7lp62oAyu`w zvoiteKUae1N#pR^%`gAIR+%fgfUy>=S-;Nrb4$%ww5y?Fchz5_G zxyJiUeqos`EA3ed0MvJu>}a*}z$}!D>ji)haRSZ_g1_UrTMV`hmG1Z|c2rA~WtZzI zGJ}&8X<2mg3BD}2cRoFcW-PTmc`DrvS*L`rTxU%x`W?6He7|3Bu7zYsG+lg^^>4&L zJ0dbeZm4ql@pLF4a7@U-nz@G2$t-VJNI?aUfWg@R_y$<(Zz=Q1k|N{kTYNHk`b=@7 zW~(dHIpk92WZnHWnEB}DjtOW!B!~OE%&8(g%A+`rrbDC{olDlAI+_SgtO5B~*1rs1OW%ZR65`cqJ1`w^s3*#%9OqC?@PmQK9%>z*5rA^uUEhY) z**>FfO#?t)^Ksw>ma6l@lRJaf7(XT~p$RfKKVQ?&ow;I73{NSHLxCxcr@287dqr9@3w|gpR>TX%O<9)K`Tayl(}R{(}-C<9_a2~@hQYx zK2i~5M39MQU}AdMI3#}-LUUUbQVMjKKT`l|!1GlEFQI6bEzWQ2Lr4gUU2|z-CplM+fafzCG zW0mM~6p_SX+R{-Sa@I7vd*bo8vlu(J7Gf2Cpx8a1M$`uBWF6L;VneP{_1;~4n2bzP zOyel>C{5TXCnDw!wPsFFU51TVthT^a3w(k9YHl(hwy3$HN6g&|+P=EXf8CTk5V8_s z&v!d%+|xVuC%sq#Jbux3V_~@wbDG5Zzo*~NxW!Dd6vRX4 z9x1T}t7|>lw9h&e6!KpAe5Zl|l9*G{I>%s?vdjdE`)vX1$+r2IBhEW{NO zf?T(Q?k1`h2^G5YhikX$G@sVo$>&SVYOBF73q$}3PiOTOItHKFvz8+=zbUEpNw=9( z!|uwh7--8{`vo3HgX;`VsR1=J$<2Ls5kYFd0`2^|DCL_QZ z8|x|WaO4VNZ=>mrSiHvHoK8<({Qy5kE<5cA)+{w5IWZ0QB*##fD2!CA+LX=){vT+w zsv(R;dF)enq7yNpZ;(baUk}vL-bUrk>vUGz_PQF%lm>3*A_`9+PnYi~GYl{fz-FUd>v9nd%Yo zMtvtC4}u5-9lNgQF~QC_52KQe*}ZIpz=_VT1%Ig*LtMp|oA)d5tTN3GSns4uu$S{i?asK_Z1L-Bjqy~lbk=wEv&T0M$;pQ4nh1C*Gt z=1MC|zZJbhyp+O{`d(`(>WM-uH<&-1wsWpM*c~A@zKoXs1L3U%;SV(N8^gSA5+!D2 z^`t8)|A>t<6#qbwe*_e}tHs(BywPd^7y5-Il(` zaGO8);Xonq?X=P;YNo11#XHVLZ5o34y1kwaa0+tIvxAD0WJxh?`UzR(dwFn4lwF^| z)l%?9?NKzRrkw&+2-5taWf#+@RSzY zEsYGrAS&hTPfgeQR?(UtEHH){wg{Go(mv7EKxyKbmrVbnLMJY5?n9COsHpe}j-8-E5O*+`|L(PB&oZi{rt{xO;seoRUsL3E2 z9egyY=FwN|-G=;fwZWGd%5*b<0tM%de$B)`ydjkUw+6O95c(nI=CZ-D^&5_a=3Gme6~JO1vY&Gv)5RDeus8#zEuW^gpA>Jh$V!mR2vE1-Ql+ z?Rt2Hf+17|THKcq*~jEay!-*%RpmfN;w$S$Wtli+KnX*^w9%867~#D9;1~7JY;^j1 z$oLx)Ho2;QOrj#fuPi!01q<+#w;pEF-RL-6*OVYPdF<;cM!8tQ4pkx$CUlY)74;?s zsnG10j{$D>*KD^*sB)A-V8^tr45iO0l?zTpSkt5k@-6=?BcEM`cQ1B3W zH3Z8fMrq6~cvTHFV`Rhv^!3CT(k&2{nq}r7&k-7XPT;U z>Z?3D*4$|E26(!#|CQWz<%2ykhHw+%e&>$A2YrA$QFkiMg95W3Y^rEN{$ep|eMoT0rN+aqh>MDF@}*W#j? zw7X^*DA0UHOCi5H;r3z86pow_HwyR9TYw53rCl*3;nV)NvVurOBIFao*hgQ`Mk|zh zqsthu+|wR&M#zWWkSx}T{g z3iUr6mgrIoYc^c5@5ZBR=GR|u!hWDq&|?we;7S`+dz5xq58g4?^(W8P+v&>g;UM#Z z_=Nuh>1B|&G;_?ctVpN28>N<}rqUvHBsMvX>vt|1(rjGV;I4{jsw7j+v*T^7L19W$g)n-w7sb8_mTeslj#bKoS&G>Q-vI zu4MRqW}m)~I7JSwSQ5Yn5wt@gGSlV6#XhG(E6mHSndFijjp!DzQ?IG0v2F764IP8@ zEbq>+MOhhP0&!CpgE)xygrnz}1xURcidq`#Z%iU>`mNwu0?v50bBc>5gO#;ST827| zlc0BJ?5&q;+ zU8QV*ad+*fZ=&fT^50_D@r(+7G-p*d4Mn%s>An2Q{)jWkdeD1TrJG}FR=iG^1gm+e zN)Esy!z^FJ&Xy{4XBeOY90Mv8U7J{ZyM1!^&O$ig%n(`_aao>9Bblo@?5{4bLDN_PI&sEgUYL?@oU< z|5UWOIQ1IbQOHtfU!YcmKv$UUFV687SFTX`x>)DQCzZX`GvuR7KcQEMggl#;SWo{` zX*uR-E8g#`PEg5<-IE>N;B@M!HDC_1d*#iJS%7{*Qt`Qn9dXs*_ad`>kBYnN+4{E3+#i`blmDp;)PS`E;H z-Pk~5rzbSm5&Sgvk$%Xek>x#D%0%6|A4&Im9*aS#3Lk`>-yyTcilY}Gh(?@6bG9NX z;1pYsz_3bQf~Os80qNi;p4VT&R)s9kKNOp1Ia(x*xJSm=KP1GGR9Af+ubV7NeXyu& zm@q}xw~euQXy99;)onXmIrfjqSpvsgYal=s6p zFqr!Prj-lpggXh6u6o1=25F75+=<#i61bhx?J`+Dd_-?8MG3_Lhm4#L=VC zi7UIYtDUJN-H2lvU+Mh4ukdm7oV$YRr3={lOJ85*1qBJ1<;JoSyW#60NLm?%W}ozA zVadd-4r7k;TI(NTD>EZ}=kW;UN~;tltTnB=iFP7^x%0oUmPuDL`BS$R-<%=1k0CF= z2!^KDM~aOkT`u7}9fuCNdE}-J|uorCLz-1J2JDeJ>A%7&X(F(;5k9 zm>bPEzYCRMv?-vdUp`h=Z^yW|bS`AXOSLGzk<4Pp8LgBEG?U!fHbfZlFi&HYvNhHH zHH&Jxzi0VBe9{{m%7*E1x=!ZZ7mLg%EABZPmXpmqO%efNmDY?1rrmY6>t9W)$_F`D zO>;cOf(<5gv6=o)A0B2BHDYUpWkkU~H<_gh5xU9MIzf$xWrT=(yp_7_AN<0YT#r-Y zoen#+kNx(*FPd!qaDyO?;Cg6R@Y-2R&HU0YUBFCaHB0$by^D|NRfz?& z%rzd_=YYFeVMo2Qw-U)tFec^xo35mmYI3&v#9F2K5DEb{cCEJT03`a_`%?)LSvA z*33#HnWI(_RnWMC;v^uL@o#4EQAL)c6CIz?P{g{G_J|G~&frWBLHdYc<2WdGwbkkgo&J|ouSGFHR#?P@j)BD?I!akt-Bt$pDet0-6!UJ7}}`fBUj z(UbjXWoCXA8*Az|46?|--0tXtgJJ)YAl|I~#=!T^5~8y4{2v3E$?navL4Ssz9%|;> z%0Pf>tpS-9u|}?f*b9OUtG>-N*<3HOt?nhqE|b@i%Te%0uZCSU0oE#=Q+w~7;yYTB z6OxxfJ#P&f*As5k#OhJB)vGJI6}}YEsD@_M+HZu!9Emc41UBxOmC!>wdKT!b5{|0l zc&LcBt93=6;D&C+hZW_?Pnoq0rOIyvAZwAj#)o|{$KQX_V!qZ!P(M>*G_)?JutiT# zV$#q+7-V5UXzqqzF0)aH6MID%I4BuH3$s<1TMavJh8WtVQ|jrOs41S*ukW~P;9$uJ zhs`<2f14Kpi+J`IaZU7j;b(@8ZADjXUMlWSQr}+@o2sR7S2By?W_*HqY<;g8RemE6 zi_kUKhcT4JA7q(0h62Ck(9*mTLoDf z961o(r$zmy-qQHc)m(>^rQPPnbMF&dAULzVOkm1$6cQa&uK)bJ@8ZR@l%e#y3<%-Y z7t?CMCcNa@jhf7 z5fs(2nG(Rz^V=obPmng2{3QJAvU+X>5fvrh#&s&-hG@E4=O;I4XDPOmY~OLI^Ibnv z#!uWs4=|M>vE0U&i@vp?$db|BR^XMt0$2Gc#1N80ZIaDyNTGexb7@hGs7*zr3s19K zTh#~5*AcMiDI{9f{Q1m{`VFS275In#U)ubj1`SMHs>I2lz$HVw*X#SeqD?EVZgyl4 zSQ`*ukzZzUJ$TuTvjpn;KGtg@wRM9bMTRu!pE~XQ1)hd>FsjP$RP&bzal3HC8wo+k zAi+<^?;euP%)N0Hk*DJmZ5tgc-*!4>c6lx5+pIpp6_a(B(UE#z-27LRSK0jIw6C;wYDCS_a~9Qgcw%5FVTdtjGr^c7#{*bkEuIZnR`*_S z)lB1MtlZ4}nBb1r&@+o(FkbupOKHkgq9V`MnC-TPK(te&np~3n%K3_O)B>3-xiUPB zowuRyUoTq5j9-HgYYIfg%AbF`=$=^DPZ$+7lvuzo6gI#_yaj-MSa>R7vS;;A8|a$n zcI!hN>}-~?WW+6T(j(4?{>!{C=oPEzMVJka)))_BRj#SwW@nQC7@EL@zw~DWrn43S zF4WpWmb&weaq=q%^Y!eGbvTK1VWIv~QI9+EFWi);u6e>vn{Q( zxtSq@AYokKoo^pcPC2*HqHIzw@%heeht4m1zatX?glZG75%pxZ*$jfa+=!2rIlnF_ z5m5C4Xr7Q1H_afFh^zl1leQ)i0&yA5my2hwb+9BM9==0Cp*)gvv z8LFZv1uOZse=fO-WilyVm^UhjJq6OoK$jJqDYYd`&Qg#gg%3ScnU3T4#M6HXkUJZK zyQw8D4AME>^ST}x#hibe9!~^Ubn^|C21*a_DSaG&p0F0U81f@vZwcdFut;@bhlhtN z&kZ+%u1hTkQ-@~uDF+7C3xK(5hSb+M5n_s=dVe#tR*p8_W;7kZ zmA3Vxqt&`K-Jg0jCGy-&`-T*Ro#DHv5fx4;Dw0@QDK#j>{^cIOQE(Lm{KqM)+qBFo z61+@kIm*cr3ZC?j>^uikQ*_So;B;fPZINS%bycURaoT z<~slvbMBQ?Q*b!~QKRev-p0TC>{Ff=CNx>TR!PB)vDSW~uh$iKIFg*M9CUW0V`nTf6HPxwJ9 zkOlGEE7h9KI^+ArhGFKGES`drkY`K&#!gyLkbDbYUL3!k4fDYy&Mr~e$I`lLE~g0| zZ)+SuEUrR!au3fqgNV39i_5v;&9~s!pTz_E7Dqy0PazJ^S0z~93W()Uwz!B%US_3% zgST!$S};^dCARP>MX2OenndqZME3M2km+VzOgXmaxx|Cy=VG<(w=?W5M>&5cw#FW{ zjy41T+A}-Cp#V$5?AEzMeRFlZKiPyYTPc)^=1VdX-V4_jn+b0OD`mZjknNAm+V$NO zv`s1Mqgl0}mQGfAPIggZBAVPG@~&My{+;iHEBwgDx69P5y-?;s1{T(_67GrK#ZLa& z%6cOV2Qd+z)+y<+ozLH4-#v0P(|V&DJ&S8xYAF7w@=OGDZEMhSlo7HUT{GsQ<% z?yzR1UZm@>+7BpkVTj>_^zm>VYFb7mM3ef-#x~E6Wh}zu$EF?h8gO`s zO=7rEj1x)2FbkBnjP<`E1g&Ny(wy6Rc~OcACSS5*{<^q=yWm%{!DIyh{7%`TX4>i- z{&OOu`fy+O#{#cF3ua_$VZj8aPzL7y>RaQ4h=yG&>A7iJiL-ZOR$O={Sc`ODHRjAT zS=w<@(V&<-4n=Y-_J64_ipK2w9px-wBRhvOsYaU>!0e||K`=Yruhwqj-$G=818H{5 z62p?ILXK>ZF)ce=#>z}OgRD>|D7b%Lm;m=$oK%}ocxO)56*f0~Jp{|;F3wxNo!oM` z;-J=}eCS$1d?~pBg8l^bkfyr{fMxHV#U?(uie*C3jbM z-jd%D{bRgHVuJq9K{91uBL5$xuN3${%jaSJzemXe1F`=zOF@D0|M-;J|5uMLB@axT z*e#gnEvQ|}K+_CXUaC9i^>YNLaY8aFU{+x+9n@Yg6$MVSUGOek z039Xx!u5V&J5u{m^f68$8>U3N76POuq!gr9KUi?R<2T5TZj}=7`U_+AWf`N6U@@up zcx?#h01Swz?un_Rl)dV@%y5 zl-)AAys$a(+1G7VWCHd3kHIhhg_5Kl4Eim1#CA6NFS`>$OF`XYU|$+z|4kn1_>10C znF;tEAJGft5nPDrsMwVNV^FWISq597~NQtLoZH>0cjR zC$?vOwkI@e+dsWA$jIUF69#E&*k<8q&BMo%34KiC_szY{@1Jv#?R(bfOG#gMu#1fI zvh(A*cPAcmJ6O)^G+zdq78YT$E3_91J`@(Yu&;(yq1-*r1*n!OC`HD&T4{0efjnPc zyTd(vZ!dDfASSjtmVWN%`fg8U6JFuh-g*gk?6Gnz!gb^o8&ERayYETR)hnJM3*CwO z<-#1F$h*5qXBQvqguVT{x;!AX!mjRR_Y5PexyA+SG0QP8haJ?#zX+*F%W>lWVW0R+ zOg&$<>=VUdtQ%`TdYt2-J9BmGG32G^xr1K?>ZY!A*<*Ha9u~X0G}aHZ-;>YDPc~W+ zDo_ww^Jyp|y&zbs(vs5pzHrSvkPSZSE&@MY%O<|M<7KY9iZ4}h&WU)uRzH%PVWWx&bV3X?$elP!Z9GKQe2FyHriRkf2U;hDTI$qbs-Tsjtu*0U% z&2f5%2<_0aWb+GSW&B2YDQa>7BbC0}(fS5{3vHZtl(&ICoq79|E+TJlbPK^XU2?xX zKOZOG`uElYBPTZFtf?q2a03QJILRSw#eauMI(XvNG;k=SMO5j7E zI6r$VhZ^E#lV+MRe)yrU5z08jgtF>3bF$=?UPodgM0?(`rDbpec1veN@ziSPf3U_( z!DDEyy5ZEke_LZ)`UEcU;-0t8nzYmYdfNBh<*qb!ob#3jN}wI}mU2S*PX6`|LbKP( z4C=@?-saM+5lhH75yJ|`=RHA@4y4inCnS&2s*+QBv~CR%Sa6c22{ z0RL7VPk+(Gm7=B-d18=oO@L&^(afHK+kcwN2+hVHDp~f0`B(lT$wW zi?{JpmTzI5As(1hlFDgJYlelYFE&w)sgTV?s#$E4>y1BuC41~lPYRI0(V zFh?ufuxxY!Q;}nF`$!AA5K9&O#C;%6WpqO%t(BrC6uD3}mE$3mLBK~Reb3t&*&=VR zE)QZ+m|&&LO(sI@20(q;sH?G2eG6B&@}ym^Gp)8(&qh6eT*J73?JUBg#IpX|WtP^L3bDw(0kW?YSG6cFg5Y6!@L?Y&$m#{23A2P*bg(cgV5pc=* zS5E`n#=@WnJV!U5m)wf{Dc^!VNFul`qCC@G_PRJ^a}(g|+whyN$y=~McyY`Q{V*p~ z;crRncmixX{e4!ex_^Z`GvbbE$GA&C&g`Mil{T88!(SQ1Aq{3z)%?Yz4iJCoPctd* zrmb4wi&_k40d;>v##ao02)6Y|*v?d7==>wv#u3l?i@Sa{!{Tt9K`%qMjoU1mWibPZ zJJY<%93S6cRa;2#@d=(01Ga8BoeY=McZdt?2OhilLsqg&y%eJk7#7n(ou{XyKq20lEI?$C zPNLsaCT|rD&694$1s08FQWQ)nh8tR%K+n*)vZN>Pd z>~9x-Cd9KaUO5Kj zebecSxb!H;wtHNYMT1-{W_5Ax{dKF(pr=+NOAChS*yT9Ne91UMjZ)3Xzb>t zJyQ#6=;zH#-T;Y-#im9#76DmPMB~YOuTPHN7rl@TLP#!7xY;E%h$MR=C)*j8q;#aV zwQ{F}V3hrsmtN~O@)|iTC>z!?DvsKOz~TslA0KQ@+xbjm&lu4`&im6?JLwMB>{CuX zd!>{1BJThcOD0=zbS~)PGJ4XHCaNSw9&*`_DBs|(vc|`MEBC&I3DuXNSX4?5n5+6m zE-vAV-~G+v%v=%=nPI6vk$z1|iiOcW{|kg12QoYL6Ou*=)!yCV;5Ao?S+$N!UX+W zy@Hb`c7s8ccnmXO+8RZvnGuK8^yt?$Z-Xkj3kagN+{JPS+XJs398%;cBw`xpE=X7#? z;}FsIm5-QA7cRBR{%eEipAy+;#aDa&of`fl4G5B7soOCL+MHvnC6Lgp7XZ1~ZZ8RT zU1zHqQOV+sax#dkxiqEWkCN}q>?&_rd|MU^Z4YIZqIk+ONp}jCEf_&Kxc-nT8m?Cd zW<3`-A_Ovm@5I|T$5FzSY->tr)e+y+NM+6~%5%(O624Z>6-EjDxPfPAFgIus=Ecxa zc>udn^fQ>aYE6Qqm++p=mDJD8SJqokUSqX;9n>v-JW`EnZnoj0Idy6A*_2ha*Md0$ z?3fT-T=m-2%rI9`Z)j+vm@{C)YIVMxL~`G*IOzty&rP2|C8d>UZYRm+F!&2D^{n-h zJ~Oh4%%RKOrgd}Grr%le*}{6)gL}D8hE>SLRd&k*djAba?@g2eKeTeRLo=!lqk8|9 zZHvZty0KC@L}|E0?haj@4f}_{B7FjhQ(e@~S72Uj-}sM}%nrS~;Wj~l_C|xK>!M(_Ug2MdU5ISG~-lSU)B+@${^EO5jLU}|X^W?}U z^pM>=y}7LW{_TW?^v0kh1|-2wh#2gC7gSr*1LIUVRbgW%@uCMLgbgj&B`nWSfG;Sa$lviVhli9 zanu`y6+iQRlQOfZNr~!CPY8X2$!ADC|ZWFiwlvi^-jmsA0Dk>r}B>){n^IP5WNHsZc(x8 z1P|{BXMMcVj%EVDfc~5EW=S9Iy9HNWxdB$=M~izKpNMqp4?Z5HL1w*goIQuYS-L*H z4<`-Q{%)exbYBUnD6(!D>orqTxnE3@$f>8f6gD5t!r#sDK_UkYxw&dqxKv{9vK1+- z0c?4%wDCDFt!D1fi|CLb4It7G0}^f3oW{`Qfi6qTuL8_!87)2w4-Z>!E?=#UPlFbWTsz2gXA_9 zFQkHT7K<`+I@&H3+sw^~l%*&j_@>V7&DZbFr43r7brz&0Q?WNYU%~hN1dc>xqGSvm z7d(BbITxXVDnKt}p+HOxw7!k1P_gEF5_@G}B}R3;NQWZsn9t|~@FM2DD?*PRVPJhc zJZJ5+1~8sN25peF^rnnof@e0Xgd=x!fPL~4$V@%)a8CTY8Ld>QWItRESGv=IL^Hki zN!Y`CS<*&`7uD?g_a8g&OyEC7r_3x7?gQINvcu`(8%Z&b9>1e3{<3ebT21T#k=r6t z9ygqge0^xp1kdqyYI%>ZJvfB*@Aq?CoBv*?n$Fv+s}{q&_|+Y}KD90uPqeFE3a9H* z#x&9hN(N}_x|kxb4iWW9&v#ICa=lu(lM2h z4vVjY(H&ZO{E9yD%<=vF>yNFzV3zG(hGq%*-f0N5jFtBI4(E{n<;2HTHOcfvVDp7n zX_=&~MSr)m7Rfdne~J0fRl~#9!lc8eW5SxP8t@y-fNi%CEnq=9#$GWbSS4`$YB;I( zH`h*!4?-@<=N-Tt=zSf(3~8Z{;QAX$osVK-7oq~Lg+RVDpvRTbPW@N5Tm|*8bQYqs zmbP*G z9bpuk`*c{Ey*S08X(+Ah1Fq_<=1ZwPd9~MmpENo1$?A^;;ZCq1w%wGXAOVN!3J%Uoav3$J@_NQzg`|+U9%i}S zBfG1`CNP2L_Br_j`8;cF8QHokES?k>49y$Aa>I_HpsI1rKtkn1TWohUQ2gPC#FE)ie@2HP2ayJ84|xbufWSBzHRr6n!;-Z``qy+mv4lJFhnMZ=#ic^( z34_=gIk0*ju)$3$CxQiu?g9c`o^r`WDg2iOz-OK(K!D*DWoIZ*zJSGOLu%D( z3%ss_XW5|1UaXT`qC%G)XE#Rbg7Da&N(HwNrHC{bpmrDk8Gs^?fQFV{RbFi~o`5)Q z!&v=L`s%$gFpoujdzpXb_Rhc6YFw<|dv6~SS-S*Z6`!rGxFZdK(P^Dz-sU=Jwuac* zHcvY$P7~aFS{mUyk;2`W!1Q>s4uABZ9H1H4~-IGp`n$})PYVJoyr z99a60NPS`VmLkjbcf`N*#w7V5Z6_#X@aHlo`kxAx{THcVQ^#4o2RXE%N5zuj*8Eb= zq?XRx(7*56%ho_iwOpuOx((fv2^FdVJ!Umjo?)aExBmTqK6ka*2H9${}$UwT^=mk6kP zMTDV&vi_;L5f%pr=N(Ita7|6v-x2;n2$Tpyn_iLrNf?KtJZm%TCM&LS#+j3=R)vlQ z*yS$aWR21O5jTn^Y^*o($#?1sy{kOH$he#mT&V79Cu5Q`$Y5b?&@*7Q)d+i;d4DMP zZpC1j@GNeD;S&L_<*x4>L{1#f0{E|&1yZ4;7Psd+1b$88+GhGk>Ze#esLvN$51hkX zcUgdJf!^0>!?mRwX>P77kjDw<9V(8w|T~u;Z;1`Q} zH7E=a*rYeC#f1Wq+qE42M{`h7G~SR&p4Z^kBjqIhV@k=>RCU(t_tTBv9CJu?!_yW9 z6pz^9{b|zWMCI!*G+5mi8MLaFT z6q>Ik7b^ck#H{@2hn_+7+I8sI`F29rhtBEfCbL(ASfNoyQov|(@>YoX3S=2&LNZ=eax6ef|rYgnKqt9k= z5`Vv+YU~dFYT=dz0u;3ENrrx^TuMcv*9E<_P~OMgEu8GHB z?P~#SMqgLIlqd(APGU5d{0uhb)1#Mo3C3Y39k?b0x>RBqQOlOQMtLD4$aUrIcj)Lg zdFNeF{Oz&lE+Yo85mPD*S3Ke_#Ow9D@7qL02WZluBh}En&qX%MfG0JAI){I*FQ1_| zLlwNDCd<1C-*W$iMF~{sknozT?__;w_*i|&hs}^M+R^4vBZ=9YRf(!eqV4!x$2+5| zd&n!mK{e=(_pi5pktPDn@tS-$@Whtw{&4^38xEyGAJuKXYsn*G2ZtpctmuU4t6p|7 za%qK7a|yr^5RiU$Pt}$9=R+wCU{gwl9`0#7H{(t9s9`eL`74TD=sQQN`UyGT4@NY}4HVD7D6 z7&ujJf3EV^8)EW+zd!pCyWvi3H)nZXSNTe_MBS~+w!PRW(c3KfJ?Ns$YYe=m^tM|~ z&<=*?YM^UcT-=pU0Fi0f<;B#3ir#c*_iUjby>$eoH|W*U?T|!0m&L$d=p4#zrsXGv zkBZ^i6C9CA)4!7|7F3mi$QLg&ij3Eq>C#FF{+T)E@1hxO{pcAR1u(K@U>)8E$etYN zS-qb2|CPvNMlwRg{i1#tF7$6@^EABi;)X(ZuB5v#S(G6-hhOXNOB@%X;dx@ncHX71 zgv_&?r20GCb-e%WXrL)YL)V_Dh(5V}SZjwL4Fyz-4}t_QCnh0Z+RPO!hj4qJo5EyD zVSl&eM_jd_KyPoO{SA*S`e*PB);|NO_~{f4-DCd6N6kGf&Xedge=Vp62$ZClWEHkM zB#(dHhxKvq;PgDD80H=QL6~2V%4(8+y%Y$SZ}SavFBI%@PE)}()`a}i-mE}+sKxr- zytjmtU)dvRHo*wDI}Ga+H1|0mL}2<;rQF1|>({^cW+D9e59oUTjPk#R`JMEC5Oe+S zchCQ^PVE2tkN)G)rM)q9pl2v5_j$V7`m-1|eo4m|4ATh+poJ51RmRf<#>%$dqWd1NqQt(-W^f`4yw-Z7EWe6f20#%!VVAlas3v4^2T<3(n78 zU-ENdXUN9^S6$DFY?T3w$|JA4!jnUgM`YAEzy7AAIz&}h`KQ@rF5vOn7_gQ2W*?f! zm&t)cL|<=&T;jXk2v%DrMa9~E%h@ZWWRjyYr4agrn*6+5PWfPc132zPawWJb8S@|2 zGjO}~7PO{iPew^VIY_~xfXp== zY6bdO=*&s^U0?G#e-UF8@;o2!oz@*sv+Ic{X+6MFm(X_$`mxg|JKdDvi#i7ni=c)+txkgv!ZfJ$Wr>cuQFGq=Q^|-9oDyxp?OjW)tK*9uz2U=m>A+q) zxSk7B{UP|4>>P^YWV-8z_(SSMPA42^^(uXa7Z z)hgbKK%3!xgOqwOUqdv?U)6;QjdR7jO0{*tIWgYfEXoe8?pGEy2s@x*hvGv|TQG)` zdnDD*Pm5S!gp81cBOh3NM>tlV*F%7U{a0c8C-9_X^++USEu@JYBz*3!@U&EkSgyJ` zZDOvgVl9&zd6t7(t28F7Vw$!3BWlG$EUy7c=bJc3`*z^kBm94V%`2qjVzm=w>*fmy z3+XyZvWFCtF|p@$`K6WGVp-Fs7jScb#&VqT)I?xcSX^AaOu}N;%r=KCL)8~Z%Vxi! z_R-CV$GMrk^ZxDxZQ5e|OL4~=@WW|R9=GNos<{BAB(FwE-OakJW)XDuQDhlb>37mN z*grzY^b6je(W)3Mg}o#N2M5P`wdYOiSCn*1oeeC{NEKp*4jW6jh1L%AeFasL(%w!C zg&wCvSSIxiNXq?XQq&P&&)w8Ej{0cgcx5SO-)K3m`|Qc4s&IG0tnu)3sT*|)bfT}G zjl%uHxzYVQQ<_mzJdC~zns4GK7qX(bu<5won!8b`yrQnYWlBZ(FPo}Gl`D@a_h2VmyQa5N3en$6NK-J^7N zHen>W-;qrNIuhcWw&^H!J{-^N#OYg6^h>DKWckNajw*5|1KhMec?bgfzm;>XPbix- zUl@|;)+VfWlO(LF3Y?DH-N_z-vl1a@5kQrFEVCN>&p|AoNO$=*qyZYTF;S;qQiI_9 zr;|%`5MUzq%OX-qN#C$dpIkEtdt;bgeDxf;F3U+Q`Io3SMFGe+W?-Ogmb&$3xXl0a zB9j~^Ur2_qbhmZv$GC6(*3}L7goY-me%xC{z7?|R^9R!<#@M784M-%2@IBX6&{<}Xb~Am;$o|vvnD4-lIIg#~uNP1h7u>%WZBY9qD(^fIT=?#k>g_gwmhWU@ zQCWC~$Zt^dq7LSU@4njk+2rt6YE<{NDfkfLBk4XS+}s*Vo;V)ns(kM+Y1-)^)*RjT z=p@+u0&X<_aumb9{Xjjd??j%lG2Sr02zj+&)?!`Si&50r0J*}(oC3NN0HS<#H_hIk z{w6lDh+)!PMq!RwmC1oI6s6j!KyKt_=>YdhdP}Ubbxmw;s_Mr7tX7t__@u(++<#Gi z^*xF#TYNSXo@S_BYjokwW9RtVZMiikQHUzcp@TnMYhd5o%HgO2XYvlHJczdAB4X_l zs|kXPEs}MmfJ!}lDZV3;GymoU@3V81kN$Aoo0k%E2DzpABH@tH<7j2w%rQ=Z$YV}3 z7H~gsc&p|msK%6^XK5b6HV=p4N5z_r7&}DgNi5`5nD#(PfjqNQ-hSISVzp39Vm1Gr zYx7vnkM8MaRI~1&QddKEom_}h;f24%S_n%R>OI{mFUKc}_9(fX9n@qgny24)eJvy4 zijJ*)-GCa{DAPM|9SoS)x+|wZcU{J-`LvT_$?j;RJMd2TLs4V+jA2rV5fbc5aNAYT z4wJm0F02Ul4B0#V5>VXCWn=!X+p`(T4tm3dLCXJwgpZygp3M1hK3tM4&0yG#h{rni zLbXmTUeUaPnQp&d_)$?>)$Zbj@2i~d{?Er(%fdIGX~?qTuV5hzHCy*lM4_4X z#q}!-XEi|-YDUWSFgwbmIHxTM3c>fJ6z0d#HKlVuVQD8|e;JEl>%+^>gT(q7M#zXg zR=e(D7BDv@+YBFGnF)nKck1!mi|zM5UB%ym#Ac^Vpv$_=rQanbqcdijGWZu)Fz&gT zRY`VS2H9-e<>3x*hlYaTAFg4Pt~VTQaHOR#_8E=(_ey28NOD-ZyXM(>1$8+F$ymo#mr43dEofWA+`YqscJ)1*sl4f7*yIIFAfTQ*=hB`s+ zG-`7fT%5%62-@{G2LmLRfoia{moFlUIaq5$Udn$c3y5C;EkMIDt{3Y))V8O;x7uX6 z$9rVRv)sd>O;sZ=``4C_1DI>RBg)CkBj>6KzK~g`R$c9C?v^h4>hZQ+K~Kb~wcn-& zd9&0PGu&dVC*=VKF$$J84{DnRSa_Cg1XG2{P*|y&isY|(wJW%gFbV#1v!k=NGDU-q zp?(O#B&nfc>KBXlm<{CAx@thwDoohSmImBo5WL!=X^FV}#hEwHJZ~0)_W1>3!>bY- zvR4O*BBZHkmfkC8!C|EasZyW1D95t$N5jpuu^!CCES*05)}yx2uBx~YdbaI~C8odg zF@b!g1@FDiOT+1)9(Z!U>uhSNNNvrVk~6!{cXF;xuC&~5%3vFGFv(w0_=dK{ zU<|(vIGJNuXpYF+vP5o5HP!VD)+WgN8P2u;d#$Oe!s6_1cIt?b!IT0fY1fr*J`-Xq zK-z-tO5foDvRVm`(Z~o<5s)D0wRm~T0b8OE+snclzB|9@YT~eg@pbI`4e^$3 zrh3l~j@LTbH_utiFNMExr_Tfqu48Y>l@~QVY`^>!C4{9N-9kOf()G?O^|zoZij1f4 zDe})Ly3+@!i5~PlQLh}W(ulEq8kh}?H{IOcDu1a!IwDz5>>s7@)xQRyN9&BwhkZ>t z4y(E-KtQq*e$USPh29(Sj`N7-VG*Rrm#{o z{&>G3+u5-AKK`=i zxvwTO3@ia83{bC_e76UXxk2p`lFY@2zPn4SCi@)m-WMHy-Nw^BkOH#FcSx;fzD(Ns z?9_rB=7gnH(^UKF*Qp^1QlZos_1XiN|+P{r__S=B}M-q4C_R*I}!FFy#Fa+qBv!VGU`t*mJOMSi&LI$ zbRk10tDa9a$#P8+GVy4E zr56&(7F|KaRq-LY&iDar`c0OokIgBFEA@mqR%}#)_$iv)_H>vh&U7Lt*li{bs^vjd za(D?@iNIF)2#UY%g~kPcK8b%QqcSaJ%yi}Hn?VGkw{74FO0Ry?kG;h;(Y6^fn7h`_ zHLyH_Ms?ZLsxq5>$|J%EI?& zKc8uJE3&B@>DWCZg4~bj0Ig7axmsQp+i=1ebF8JRA{_QyBxv;K$Qi?5o*545ihll~ zrVYvofnSS-cYZ&KQ7hrc{u-mkHq;i=N1I;{{)xh<{Wb8_2sFT2kIU0O1n z&!4`NPaQY)bT}Wdm{BV_nOm?`xt^da5{gR;{{2}aVZE1p#yV0*ROlXkY-=MHhczVF8l$ud z*PMPvUnYY;)j^&w)xn$Wqq?e5v)*ho!e{T4pvzN@M*i~#7ixNRjj}mtR{Jm^b72@o z(V7YBVfzr0aI5*u)I&YVY`K&jcx7mFZ*F*9kKY1s4vbcRqZI$Dh>}@pY8CRAzFG|4 z5(11{DxdWBV`R=KtFF!nl$9@U$~lGCdF{MC^GSON)3bE9xHml;y-&fvzi5bFcx8JGAk z1(wq#jA73qt|f_!ZX$r~{HBz&v`Dr@cyT~*R9~fG(|*XlgUv@#&A`pq2*SMuXDP9wFJ{@0c*YhH+veWdtQ(mBV+;LY-LcBogR-D( z%T;@RKEULyr*Ltl*uG_wxwrH`jd9+7$uKwWhja2$ zzR6EoX-?--DcA&FNMp568mO)fFK_{Z#h|-zd882+V%M+RdDCBoz-J?ZojRcysH z5_0-ZUpSDk;OK3BWdc-sAt7khzSa&j(jTZKE;fX&NON`Vjm(c}A+Sw`O9O+9O3We3b_qF>u@R z6MkWm;AsH~n&y<@Wv{#Ps&yY@XmVb=vDNtysM2zX!Z9rKGr(N+!iVRptTVIy@Xuf= zacgVtT1z(;)*@*3_oCf=H5S)Ye>jCnrRSr>W_baAqR}(2Iq^?sRg#)uFlTQ8GSs?> z-W0ZGH!^2}04bEU74BJz6Io zQ+0e@%$0OeoLH0r`x#3_N*p)^;Sv;&AXS8qG}blYlt(__>LY~i>C=`Rn#K#Vo;QAY zrSMqNhgzEdEsga11f06L7LiFCBc|`0vKPUq5+0}0v^Ul`q9+UW&5M8}_qSb2Dx`uc z{q0JO+Dd^Hflk z29`WL&8g4aoGV1TpB>55-Z-lpZEb}mh}p!gP7fyEu25}8)-G&V`?>5}g`Z+cPK z81i)3v9iU|c1YQ~t`KpLL+1GfS8KaB!_(Sw5ZUvydO-Im9=M`aAQ+A4$)Y7Ue{|4g z;7QlVfb8D+>Zok^o21->$&!1OawIQVbUL-yo^Na`ixw9D@&n>h;FEQ&21A#~L{M1v zS?AE_V(M7N+Be~C24(^HD+`20CU;n2$y&jf7#PBul7nw3C{CfF;j`?Ulm+%KX_Rxv z$yU=BK%P7)Ud6?aJsonF+sy}`q!ZzAO--p6l1{ymPZ!K&?lWW{=?2$#^!bwwMxm>M z(x1eYW2e3VoU`6Xn&!L>BjvOM>XNTeYCCQ;Uf^OxbuB1wFW9tp7IN9>&6F-pW37(0 ziyGU09rValAv|rF(a{YR!Vv&ckK(12I6r&bL)T}z6~E5m&ICNdyu8O|x37d|LsriB zf-@eedM)+O`%RWdac^w*d-1J^%UD`weV1F0^h?jugD1<+yRkT2EARHphV_Q85EnI5 zJ&)H^94r%|2|o&u7hkcP7s(^9i!Z^w;zq$odqJunc4rV2gQHVQsz_=PVWjnfZz-uJ z+cBAjTBJ@*)Y{Uwr=2B6(pJuBS+-0XCa{})n7FvZ1J&W5l@$45d05OM<{U&tqNgI{ z+caVg+S>-lN{ZN)nkS@EBi80iMJx0)R|TN;#UzM9)KEV}+Ph_)fLI01oDMF3#N(7; z;b(%9ow9$Pj4Be>SmCXvMoK;m2c^KU7%G7yiOxHnBMVzK^$fumd0)Q$3J~VRYKvr3 zq}n0Z7F@iP&VyvAg5J(4tf3~0A?N=_09h$7yv1?jIxcLoS@-9#6~B@lei4KUpl^>q z!OqLvr^d^gQ5G1w`j~NoFM&?v$1(rdcb{6#ZMF!oed=?&rygTB8~6wfV#C&Yt_FFj zn+2{$6HX>VR9V+bqptP03XC=EJqDsuF_2Qj>cLmWAZGGy$L;~HM1Vf0ykNcCu^JCw zDFIOE5kS0BOdxo3aJITyJ~1KLAX8t1stC6$6N>X*LPx<@shzb<#2m*-u8;SkU4N>r za$F-%%mY>dA02(a-^q5?C3Nf%w2A*T^2JdRCW`Hl^{jX-#^D(xWbn}qY?sAb=wT}; zEf${gwvf2@z+%4D#7$4)c|A8g89AWxPV9^99tB2;+@BM2B;({DmhB{+)^;Sq${JaQ z57(TjDF&@XEF!Q3qhcCPQUR*;{pR;bQ(r&OSFz&;Xk4CUq?vf}3VLg%O0nv%w0Nc8 zZ6p*+hMS#^!TF$~gz*d7z!AJn)2!;^-G$4z9Y3hcHMSL}U*GbqGVbwC z{cfduz`Csf5M(Xfs$zKqE-Hh)I#eF(8qUkG;Xw3mu0DfrcanjB>d?Jkyw}>jI|4`V zjPO=jv6@okIQ4*5yn<}#8HU{m62zcqtkrKPpYfm{M3ALjiXP09nCer)pb}h3jMO-U z#k8$<(kAatL9(mBnLW$nlWBt86ZQe-tBX22J}PX+BP=LG3B$cZMo`Lf8KT_uTC~t8 z3ei2+A0T!By+QB8d2a_PQvB zjmFRuvjCMgWN|a0;@u)F3VVSh?qDtMBf2CL)8U>z`IlSb2~ZlxiwoHi6-LU9*V| zHDZU4A#)VJXf|g1vr|z@`*{2XKfqGklaBI(d$*d%CZcm{{b(xm64H|Cdz*?D)>0kj zGZ(6rRs%A(R<^YSRtWF8u;IuWFqj^f5w~?G;J0-JFqn>#LVWZ3Ei70suDbI9YQEi~ zXRsMnxr$}UWHiuocK&dl`hLPvXjfN=I%2U#!T^+uu*K=y*+1n*9--e_aA6MO)7D7) z(Xi8mIA~$JeLNfq(cS`wG+(Ow(SyS47#Qo6@Nz7MAFh^zvw~={or>b2WkGX1JQIat zxuQYlc|28NnD&=RCUwpUApwFv$``2GnUfZEKF63ZQThrI{7^$9ZZv@ig7M{C9>S8R zn;yxk_Hn1a&>#qc2q4YdiRnbI2|KBZc#O+#F;tj!{Nij%dk!qVOh%6+R?lr#^>98Y z?K3sV=FQK@iix%S9ZrFQ>mu4MvAw`7jkFym+2y6v^tph|7P|oB8I;{4iuTw*VOUc3 zz@V3QsS#9y7qKeF4Cv$$w9b^;(ooT1WMyfWqA)&x0(M|H1zgb)7ybE3^bt1}XT94e zpHzowg00W4i`AA<`n8NvFkhWAJa6B(KoQHlj7w1qX-}%~i{`DF>C{G(r<O2*H}48YFBd?+!78-FRYk}Am*vM7S_a328aN#_pt@?gmV zfzfbvfd%Aa)Iy3fSL^2U6m;{3Sid%YPTiMdKCq#?Z_=*t3Q=O*(!tz9>pJx8#Aoyo zn`mXu(s?(^%XPg#9B>DfeG|O~P8y4n!y1Tu(rB{W>pI(j~q0`zhadDmBUm_b9 z=|v)F&Tn0R;sWTMl}|DpTSUUnbE`#-HYn|pQ`D}F&P0JCEsB+YW+c$vy_=1YK=p&b zFELoE3FWnhmgZqMq~bon+tHR|C02Z}=Xu#4a%N2Lgo@W)8W-ND1Z}6BQ>KXOxS!J1 zv^#wjF;?S^bkf4oq*n|u)JcZgpog{6#0Iusd1>DU8+80Y)2-nvXe~?ko_84=Zz1=< zX})`lsY-ak`CB%Gl~cqsVpKA&5q?!|<~_p}W`$j8zO|S9r#o8r5TC~3c)AB44=(0i zPx7M-UTm-1mG77V;PKpHx~+Oun9xauL9x7yj36N)Zj9FYBV+#h)u*9NClO$M^@k|o zW!)!!CID`DWa}@dNdE3#g4IH#sb;x!UU4YPEAqsy3mVR|^pC3YM^LKdh<|^4r9nHj z-myR4%+CG&C3JJmibFo2tlCjDFlWI|bMH?q2+y9k& zNA=r-Lcn~^tjmgLEl#;C3Fg)A1mzv=Q4`piqwnYC`*{N^9Hg#%gSQ!RY$8CR7J_7A zkK%ep9dm8=*F{w|fpci4qkC5))|=5=+rw-*JEqtqqpR{QW`b+2GnQX zq~c5^&gZ>|gB5YUE*EEemw>P8G)&)9As3=vDtM#r*MP4SS%GDlo0)$SG|gX#e6dZ& zgf+bKkxQ60zI~9|N3QQAqqC(@pp3$Wy>+QmmZwz2F*U=%vVzv#i9^%$veOTAD2OV8_6n})yTMFJ&Dva2s za&rCWw8tJ>k+c2vr&S+{EMDhDJGly*6+vj;WoL)d?dL`S8q(i94OhonPcN*lk0BI| zohms$=lr7V71Zo;Rk4YLNuo?O8q=h3D%_7k6#a+Y=mZ>Xrlp{0-PqnA%M=BiFQF5k zInfc;@Q=C&{D_{%vsrC3OQ58thJR*G;L=D?3`TRQCu}G{Q+USk>#HKQKPa=Z{T)Z6 z;%TrrgL!-urW5~$w>HwN8>{X9ruVHbQTD5vZ?n@bkTI!Cvfn;yKb%NInE=nxV*YZp zj4HS%-0r6vIy$KXKRRUgTW6!tYU1-5Qev^Je_V}=qLb2q+Z*_SfYfr-^>NGs{=`ip3fAMDTpb zF$o;4;4vap&2jw~;-}vVnph8Am{B6I)by^=J3oV;O+&u7!D<)cqcC*rNEZ{f-_L?QI)`P<&GJZFmbK!(E}H~*r){eMiu;=j(~UeDAZMMN-)Z0#u4b=+Ue zH#t6`#(qg;X)p!euX<3<9#csOUIULZAV0TZX9aY6ga2xB=qLD_2a#kIzH&JPDu_9aZSV-9w{pVZF36y&-JIgr^nAzpu(D4X&p)rQhC87;sYqLl0_<--kq!4xXcwKC^jZ`Uxo^?e1!EVo}0H{ zyuqVrJYP`*%|J87XoSy&3(yJZABoB&?`+A^E|gdL!L0o5W3fT18k4*R6xA4pXbxtb z>=aU#=uB^~uBCVzGkwYl9iwRb6(_B{OW$<8g*O|@nR+tlsdX-j)PR5K?du{4J2E7Q z3t?muf!3R*d%?S>tq^+%>4qjeDhCey{%of|Dr>uS;v1o-N-%wB4wNrx=@?kQcvmKf zUgB+!dCFJ)ZJD7Dswk2nv`K-wV^4@~x$r%DhTA}r%XX2D#Lfs*6*WEUdM9b4-&w?P z^7W>mu2K?x0?3CW^w2Lod$Hnj(i$_;t*~Hvce=6!xS>59+X7hVtblqB{h3twLBr)o zCl#)F25`u{nA9+}&&w4GcdTmEjP%N3LM!XusQAT)m_c`tN_}|T2SGKi%It;>orabI4Fj@zRJj3qniS4rwm_juWuh;|E4{b zk6}!W(h0a2y(fqeI-??W-;&KS$w2n}^fX;_t2jS(99*6=ydR{n4Yl|cYXFrh8{?wAihOs zW;{lsEO zbyYK`=$MM@-#M3baFh{;-V33Ml!f{P%H!#V>%%iu=wE2Qx|ArG4<%b-MdrEa>l9bL z5`DzDTFWjZUQ~4DYDn`zLb%Tr06sLKl95&}vjE@Y%`9Q7ZHo((_8uSQeeK;-g)=C* zz8O(yZR>~I;A3eQKTM`%vUyFj;z8uSpuD^?skV&k@zmI_wGz>AE?Sn617mhLwjbz? z|9TKW+qm58iz2xSv|wSo+~m|Dci0H(Kw?$=j^#KPU*)?gv*tFdVSbuahY2WiN4+yOc#S^Qv4y z4`!@{!lxlyef(UnJ?+q{O+WvJ`RY};*v#;|TU?GWd40$^FDvOH{kv4uxE%V6p!NF^ zE9yl18L=S`3$popMzR_0gH{G5M&K;;W$ynNu&kH!72ep+MyY;!;4rmBk%V~Dsd;x~ z;7b)Kz=>b-OWM{l)_DdBXWNGX#7S5>^KpRB@ViRgK+O(Gkw~iJ+`9^(5%TJ%C0};wE)(sX0TJMpq zyd9JO)6A(t+UFT;%M?U3s+kK;(D5dlOW3v$!84d!R5lhDB07wktEoSkxpS=moEs9d zn9Z4xAI6L}^(u^W38FPyHxnk2350tbCI9d^O8UWuZ44$O%JNYVle=6`tM6&(A)LGx zzs|Y9sk_i9@=zLDnS)Jmvr8$^hea7MF6Tgnl zDV~>}@KbqCDJ<^i*L)G zbtNOgRRcGFaFhbfjDRP+^CASY%R{pZq-2uag5_CS!g?aEe|Nk=z$y8-b4&~A`&so_ zM^V8s>O^UgRJw_Xfh;+EK+q*i6;;%i__`F?qg4pE_u(g<`EN{dVE162-q6wwKz%wG z%-=ZOb)JTJnYpLw+Ilqx^F{fnn~gSS4RC>Q#<2pfJLjxI`OK&VI-LAfXJSVfxI!Kg zN|PlfJ)PL5NCc41TB3m(X&K~a2l25mBbvfC+VHY8EmWFJ`$xaN{}?HZ#wt~*wXAgU zc|ow6lLUF-RzP}}s2JBXqAI!mw*Tm8K{XuGvfwWoWH^HXzJru_M?ZU5l1T;;aUMJ2 zV|8|v#6F%JoL0#iHgNAyQ|oR}i_#auGjx_7`#@o)Q0R9rP3>YGN_M) zzkFIily<(@FKZQXy10@cCxdjf!66M>El|u@U3*4eCup!CB~qszeiA85J9qQ%q%) zOVt39xR_#-Bj6;@LRiaxmD-2#wA_3*6i+jpl3@x(xSEkY-I|6F{qkrA6V`wYMCytDYqt|9r|{ldy62W<_c(rXVQMjAtD=ef^N5Qa*`oz)W;t=;In)(B~-+QO2pmGfiA zN|ol6#*XGT-=B}PA{F!$V=a-@cvGpMMBtb!?dAnl(Vo`&(KK3e`flOy(woOz^S-6E zw7&wMb0@dlOECJ5d?j-vDJ9uD^dRNHfN@u0S#$E7es|aBX~Af?TfUZ0sReV8d!W{G z{v3TC^i<%Mur!=5;KAx(tT^QMjaMjYB$MnEDiB?QB+XDMS7~*-;@x%YJ*QK)BIsnf zF4q|AIw8=zPY4YY38hHix#^2`v`I644yaE4=#A_e)smMB??9`b(c(?_PUxgd>mE#| zU~qq3p&t<7FluG;=+lYjuU5|I_eES@2&&qp88981Dg<)6E_spaI3eBF*Vh(F4w|2+ z`GSz6v|4MObgu=M!ei6kOXlM@$kIBbft57lQpmaYal7()pqi6LjBcmO+>;@EM|I#& zii*BwlcdN+zwb9$sycv&Avn~oXTwiHE-OoxOh}f4NhayLw~v&=`^3HMyJj+vK94s( z>ocv7IF*%^Lq<{gXX`_t)NRW7jUkI#s|920pqZ1UMi&++4Tp4px}+-pns%W{ul)nZ z>h-iH(Yj!e_tm(YWm7(K%>u7EB}+W`tuJQWHebJu=+mRu@K&QHi1fyh`Hpd0T1*DT zo6F`Aj$`--kc982#Z0NOpyH$fLvIw5!yXU8Vlo)N9+5tY$h#7kJD@d?s{&NcXe7bNJF+$TEy*QZ>IQtBeOR1 z<$W=|o}`A0oa@jm^!qUZKaR8cuKMvgsO#EBmPlDm5L?3aI&=mh+2%BZT#97i*Q@ zUTOr55~0OX!!NhxoXWF}7=>h?r&UBDR^1pGzm|`{c3(Ke$arViXEw{;-ow^PI8o4g z^(g@oRv3{>LcNueVq}~DVu1<_(poM5M9pqOPKAD_cSKf}5aLY9G($UP!OL#@!~D^7 zugkgGE50%~r{)#sg->UEsT&WF)~A-k>jpb(3vGvV1@W}j7zM$8e&)(01)=8G{s?HC z5kW0vhx40>khpIXJLB17wN~*rq;VM60%TD@xoW4r8@KzD_xK#Stm`K((Vo)u>rhA@ z%5E7=9&9>gO>^+LKgy0Y5Omsev|vu<4ID98;};x1MG{(|x+{Z)>flBQk$T-d;-cU^ zQkpYxBjxYRw8YF?Bgu=oXW%(C{f7MFH5uU~LID}jF5L7{`m{s&gvNuElxYm&zy!A2#Dv)~`VoWS@Xc3Z4$sQ^68Lnm6gSY9~P@h+u0 z;AZp5@%)Nfgg@5)N!%F&PAzn1rVMV4q?z!gW4XGXbSI3}J8YK=2Ug3gRT-m|Hl2p# ziy*aPX@9%GzK?V`z&){|oZNbE%0zlvgjiXsD%ZW#hfhjeWq-K`>0GNgM5 zh!WBQO2?39O7{SR1{o!c9%GCNlN>d;AHTovz0Y&+zn6c;^XyqX=j@#GKJQmm?Dthf zARD@vAxTf{YF`Wu!n?k%Obz=~j7+^)RIlcc#hcrQn*R0Po*x_>jGl6BD`cC3@P;M1 z^)Y8B zaw-4%X4P`HASxRCwt<1omRrfN^RS`3;!d6@PeM9<73~{_Y=jY)|L0}FU*rBUG94UY zClCKgc2+`r^lornueW#11`{Af*d!sds&F$ z-%eid)03UB7abiQ_P*a?4~F48Mo&k2op1SPzMPez7Rd3bAs+rMY?%&_+)7lhepq$_ zDem(4g^+?o;S%IepTHuswPYL6FHx0$9AnJX)E$KDj_hv$%PRKK^fw*PI+N=3F5;t-yV^N>x7X5UWfL*ilzDQ zSq|I8J@)O49aShm-1z5m#oVWQ_Cf^czU#v zyd2PBw>epj84=(4l{QGR$ys)`sLK}M+E`rtF>B`9rE9DK7ew0rs=5tlt!O3Zitrti zu4Ud!Nhk(IBHWNzAbRa8W6S7{Qe%I!U0HgF*N}uMevQ6xG!gX8<=n0J$ z3B@*vHNvCl`czi$t7cOlX6z2z^?ZJ*x186S2?OfM?RVj+R}im+9dt?s&dJd3?5rv* zS(YZKo9-h>jZ-;>IU(=Z8Irrx;8Rwcr5p1UNj({^@fl@ZBNaVfCuKFd=W7GSe+7>D zsog@GGoLHO$N}-njW-x4aURV2*xwF`l6VI$2k-lKC-*y!)`dQ#r!RM1F8K%&U>-E4 zVu|&kn`!b)Jv?IbfB#c_?Az-e*k1*muc2a^1L)#`FYXv7 zi^fgelRadZIKCJZ>$Udl=}!IC+nWzd&d6u;VvTCa5`5HWnJN9*J|5`H7HL3o86^2h zo(aU{$Qy74pKD3;ym8_D?dIe88b_U-5D1^FwDir3hLL^Rd>Y_Muc;}^LzCyt+S0=` zuYHD6Vv7)J3Zc!qTQ;;uzN=EYpTr~&{1L6#QON7>ZVL2IqSHHE<1mt}Wg74Flst}j z!&`ttAhW9}QE|q#!`w=iz^mka>4JLQ4p%Bd7k?lP?1|_+^9Qe>_uSI8SA8qj zxFK?^;;VY%N=fO4>++8B2pxoVzM3MB%5CN|t@>ViuMh+#Cdqf*#b#gSQc^sF&4&@4 zFQ(`>9XZ>L7ymd~^S1ZNwdJnxkA9-5%}4xVWhXklUnj?+L-gw3 zc%A|jsO;Nm8Re7Cs!HZ!1j59|3-v|v0{iO^8)k>D_vbo*D@-roreWwq%JpFU>-a^Q zAaLK|X|Dx!IVVq=@?N98(R8Zn+(;Pvnl=|AAKR8y4LNTJeqX-4)OJCT+5*`cXXIR7 z5s}Ie!gr^zw?mc#lNpT_Qu&y7c7k7BaLOKKJUl#HUHE!*dQ5qdq)a7M>vVP-^~ zI-Q;f#CIRwCE9kfc%1aetR^mIdk?FS=FPL_;(!99`3dKDXl|1jZ1!T?-lX-~D3(UN ziRW0}V?IQjlSc(4cwlDUN-DWlchra)dYCY>vj$X6(}mb%Ep`=Axn!K1~B@aoPPd zJyx0BE1RLBYRV~+D_?2EoF>At%~t<|ImxqOl3Dyk-65(C$#0U>)y(c2%3EkUlgv+m zfwa@dJlhg;dqB@Eg$9VU<+S)fz~rs-3xu4Lbg!D5CfcD+=-) z<6ig57zw$4>23rCJ&}IRwFZa z8N*>D+LKdhX?v!W8@#{Q1wsKWb8;B4;d4>)2G(VTysH>A?iN>+Ichvd%e2%O z@ftfZWmQVm%3zn8Y;xjwj93)GAgN^6fqNRN?tU_71l<4rt)51Jvc1ZS=nh-`QI-X=t~%FP3=fmx^Qt9BYT#VyVwZ8KBdqw+5Dy55m|qIUix?L z-6F^X$E9wkL9NLI4y7BY6I}6Xuw(W+;1cr9g2Y&x6gnh{QV9yWE9Wc6A-xd76SRN- zN<(IHx`0v4$47zOa0;w9-|MkiQ*=ElJ%iCUD+p&d6?Ujol&Xg&Mp11<#Dw zOgP@ISn%o^l&{hr)$yWOhi0Yxl?dK=v#|f{DCY%NkE;FWybH4F^wFb<@!8g8*GgkQ zgrH{9A*s3heDP46@Ak^^AQoR4(5hQAvKP-P#N1}_)A_*Jsb17Fg-GR_`HPJ!X1pY|jm2hSYs>XnoBAT8z&$Gu+-d-QUx zcuA>G-t1U>_X=TX_T!b|0)l%+po+)_!}?qxIw9-4(R7A;s+-xFyK%T=U)GARZ^xWf zdth>C@($O605;&e+V&%mPfS|2wM!^Zmp2#Ql*-drI*L-mVE?ie~jn)DsYr=01kgImlE{+T6A=K~y5F)0~Sf)>$fXT?ug zoo^Yri?~hKL`_eu?oFM!H{3~1{}+bw)!Qk`P$h_t2@q&As~hktkAEI217cz?+ENMY zQehi~b-e8okk|U}bun@QlkaGXqAlNS8d!NL$wkmhKvwdkm!QYrAhagH znjQ8HQ^e|uHh%1t(kI!h;#V_!8_MOYhWnc_h|SF-E>KyfU#ORx8Ir%<1uo$g!uyK9 z>+9Q}LY(&rhArkH+kGWn=TzHL=O?=2ZLmh3X%3YUx5Lfu6{xsJxhgDPTRSM;_CK^A zZokOjm~#Fp-yQJ&pJ|6vWCY7L+=*6g+KemwnhS*!aNhRXP%odY2u+1nKW$FOWsY0J zAW?SJ*0T8SinQ4IXW!@=%>?9}D(G`AK0>s<_qiUM@h4*iRAav#e2>se%r1Q$b5Z6E z=8m#hV7+3zCP_{cXdT7;0H(@_Gvx)QTXz06LlPpNp^6?6!4FHM_etrDWJoFYXtP_J zx_mNrjJQ01yL7zO(El5~3f;%v94phM95I}VHJ{qPAx(wYLB(uw8mfI?;Z_eB0<;6* zQ5DEj(CXl)xGdP+XMSVJn^Lfj<4tR9y{p67Mq+n5XY~8?g+yS;!9gzf-aTQQRmkb{`GHcrp+QR1_OF4$DvW0 zNP}_|C8d>wzRNW)kM)Ia)3h7iJ4|1(x8p^AP!SFzw-Vobhdg`mdQqwjCJsRh_ka3r>ZKAD1_s*-c|Gw*D()?T%Iq$GZCca+viD})VsG?^5d;u zf-S;KAY}yd`o->=ynELb1(|ipFAdRBpHnX$^N~^*)yjY5rXpPSEESwLq-3q1|3mS- zo&bQd>95r8=J%L_Oi!U8aR&iG-T^jal*(-lnhpAoH@7cFilSy=ED!@yDtqZ2gcb64 zS$DxKNay0TNORnsDlu*(w1UQ^Lpbf`9$c_Vj)TiG70WWT)sy!co1o)+{UyXLnO`?S z^1_|3Nn3KyD-(J+^5VN9FMm?WQ=+(hb}KexAIeHW|30an;Rd-jb_d-zkuy!ZfaguK zZEt;z;mwFxzYx`%h3mrk&$uu`E_PP5&B<;mcH~xj zuQ_PO1Jt2bp^Q+xSYMm>t5HaHRd^ft?K-S&#Wba7W#u_0!oe%FteUM}1>Bf&`uu%v z=6iYi`1i-Ww)?JkKN_ZaHbO}v*!`BwY~j#neE4pXXNtF=!zTz_a6#xi{e+}(?_t_T z{P?qPapo1br$w%!wFlT;>iN&h?qQ04Mx`jfou~gPh`uABN?nNysDK%(4kseaWrtHf z<7&Uw1?e#O&h_s9WBZ%{_e@n9ORpYl8g-+Osh$vo!A41^AT?t%Enn0R=kQC?h85i|l#cL^wY4InE$9I9ekY|kFb5?HD)X}Gq(0LI&{>n;cC*DQB*vx*Xnb*D7SUEe=oJRJn z24*^)+FC0{5@@%^1Pb~}ZGOr;o zGF`=!XEc%atdc{POj-W>5IYVv9fcgNNx?aFTtI0_6Eu!#`mIoP(`*QmW^H}tKxRkM zk{@NhjS<0AR%<{r{?i*u#(8~HrBd_C-jk@px5HAi@ett}pY2wDRK1-rd(_Lg59jH9 zcm6fEoq-(Pi$;q{-FfiKk54lqN)_R6m_P?fR50B>avx{J^4FdhS!eQrAjBLPATFk; zS`|_;#4@DtS@0l$US|vLMo~+aK;)J3)oDqE4tTF@(@KiSYG>`XNoILD*gI$`su<|7 z)XVNizh_>~c)9auI_yW-*|EL%qWLGq(*p-YNnUiS{te$AL+a_eI*A=YrES}PO`DK2 z=>?PJK7lhBeAP*b=-i>-U<~FoGMq+*p$>W36n+`q_R^9-r?TyOUh%0x8r{q2AC12C zZP0NWW%3H!PDE~Quj>;=p|4douL;4&!fQ<gh zd}9!Y?BrNlcYv|CK%2spG zo9I5FkNCmhz0IfKC)^kwkZT`ueCq>oY3W_bCy-m9!sy|13A@1N%r>|&Z#?9vm011o zMN4W|1&Cce#>29o?*)B^m}VcH9%L^bnpWA4`{L@Wh8N3Dgy*O!@RHP!#1Omq z0={EzTP2)avadF~P?ch_b>gF8TdF(TFgtEg(C~FbMoD|AaJYKSo4kd19QRrz&X$a?P?4+wOzB0 zs6IGZ2d#1F$!}gH8|eTUiUcQdxsNs+Ypkw7>Wa5in#q?;t`ku4%KSLuTvy z?IF%Vy08N^?}hQ#k+!X;^pqo8w@W%J6ri$jo(|!P-!gNilS4szWA02Q#=m}(AROOOoBF5r+O->N?K%kvZ4V_npC5gt+ zJUd)a38dzv!?yQ(j>UtO;oA4_cLxpdY6+yHJ>t+F#Oed1Bp8M6ll^c$x|mO;#{98q zr`om_G%QF+?&_sJ*;ff$1;!39pq=XbmUJJXI@EnrIa4hmB|e_X68tEg^^>6Z1s=SP zmG4#AL@$wNeQM9#9gAB+)@`Y9tOE_gHV1U#uM4U}@uUw)yWE7w=op`@iLoy>!6{DA z0cP0-4Gr7?=yci}|+Wgq#lUe2sk#1s48dV*TgFKb}i+7yv@8H~3Kj zj*EcJL0!Wty_%nXi}Rn~hT-YL8y9>uxuYI6TZ1+PdA1b=9|?LjhRim#hRjK(MwBp^ z6i2Lr?%g!{o%67$w+(}w6dFLF8WcC7y!5=IWDT0AuL-S%kS+t7=-Anfy_TJ-Qtdc7 zMf%;c4J?tDpiIrPa#ea=P;x6NoyXKP+_$(m=Sgt6-ePcvxX`;J|5B3D>PLro$}0~X zca-0!=SmaUXo}b8R10*p+`IJv9WHBqmSlAPY!x{*!6Ya{e#mIidl)?6k7-DQ-Jt5JXQ+U$GrMQo{% z@#f@yn>sh~ThEmc^i}pFc6d#F9dw}<`t^Ew$=V^(ry%KECVW08(116E4ERe}2Hf@a{=GrjE=BI^ZfwIEq^f30;o7Uj) z@v)tUML;8x`t=5$S6b3G0gjop<9|{R_aOu(WOG z>|^|g=*}4XprcpE9gwN0(`n~p20BVB?xgQwjESdtPZfV!a89LuE(Fgw{x?;rU)J-| z`P)B64y&Pxb}awtWN(GQ{`oZeIVdrR-ia6-c~L|{=KT!Rul{+UoM_jI=Jp}hUJA{% ze{DVdSi`Z;*(T6K?zAn4)eDOP$c`Tjw8ZEX=frrbporS_-E!Wx`5`O?P#mkIqc5Lz9v0h)co6ldlcI*~% zn$2Bj{q@cTeQ_p0hTqJS{*IlC6}xhe7i3RJ9in+~_(Q@N1?haFl3J8ex8liydKaBy zLePBq=r=pwQss7XDu(^HQEb&@n=XcRCFILBKG)xc8yJJ!+_*mnx%v9)>WcrR@R^wV zr5Cm7@>^Nds&K%fh)D+}*E>(%)jX(hVh@^==P-t!-4QFfrp4Y$0KUlG|Kic>as9p@ z4>OE*L!9}KimSWObm8SW@>NWL!@ku2d1D|b&)ZtITb0A9q5kKCQB#M#m8IXa9_&Bu z=dXrtX2(rs(5bEOhJS3D526Lm3fBK}qE4_zjo@UhVuJzga_Dm&xnxNN`U!s#2wR(7d|qeIV{$Q(Nkx z*p2k3TN{xN9BtDcrpEl4m8c92J@PW$vz`Q+x|e}9_5U*TqPY*(E6xf`E3P3B zhYnrY`25LlO&U0Xr}3VvO;nt)SRhvtiH z|C;&E_#c|BI+U|MFaSu{{M>p`E3=r3ClY|r3wi!;x%Pp9nc3T?-!wm-wI1S?GBR&V zKK6nM=w-hTJ>Iwck1N8z;;aj}NRm2QnT4(DI)R?ItMJuE0Hp=`CtaD|0!TUzMSz%0 zsjuf1yE+b_Cl;7vM>Z72U1^GxLZ-XxV?55OSErnG@d~fOP5lSG&6@z=51I;E5#OGE z{%X5VUyaiJ`slc1I0|6x?FCKzNZrJV zOJ4n@(OMk^cOO{U3r$Wa3(?#D1XoD7ajbGNaB8=U`YFRzfi+SQ!>@$duEM0 z51-uu!0yUouJz!5;6Gk5cyuZh4HZ~Aqo5kUyjlX<#C{>;8)(Y$!r9Mk*`2N0Jm0^* zmD$4zjcj1B-?QU=WF_BHc8@guVeT2lgNcTgq&)Unx2pJSs_N!H%o-pwXplD#f42qF zo^EGY8j@@IU0XK53XpRT87ar)>pDty_<@0cnCw@F%m2{TT&KKHzrh~;(ETGK(w}mp zEdSBrO6tR6Ypxz0^a+5K`YT+5jW_%wlzU<~#gID9xqO@~x)~x&S;y=fEsRI?l%2e@ z!8S!{_n@A1spkr*{0grzFqXT1HibA9IoYXhV(1pTeLhDBm97H-j*Cw_eebuaxMxFtJOe|`yBi%+Ky}zz?2|M^rF?cXnEr^usb;gs%#anzw$c1pMt1?9%SA<{GX@s-VeL zrNP>TQ-$V?(u5|{ydQ0j7_&>z;exSzHRjPyk5U(pk@-{XGJMRhi7ODV^G ziCLeq#ptNN0qWqU3U^N(@uSm#;&&Dqw6b_^s~^1^CwzreLZF_1T#Cm<(zCDHKV2I4 zKd?n<`@=7=z; zR#P&oM@W0sz2snOJ?`Rm2#Pwn2`8?N2qk;lj5mA7;-#&NY5O=%J}CIWBOC4hU$nLp z%3yRQ7{IziOk>-7Yl=rBXGbNExbFz%v3d5~E z!>aZOsxsp`)sJ~p#q@3kR$JvJ#3)C6@a(><(UO%Nx%{BXkQx)PNkw$E>h+B^`LtUu zAtR)3m$m^69J2onQ~UNJqCshLl7D?R@y^3p$Zc^2WUI5w_rUBEug@Czt?d?(!qB`9 zJC_Z4Xj?{U3WsU*3IjHb3!y70RLPN zSkLq^Lr-*+ZwA8xk+}l2NFOG_>uba$-_{%tr%XTVJaIODv9MQglp+U^2#)rx*wNlO z@@iZdg3Q7f80y`DMT@KF*~?mr3jYrSBMScC^~%aBMJ4zs^b{Zk-1Oq1h7im{W<7f> zb)HBSv&q){x_@%dC?J(8h2dQBO$3bzpg}3_#yL)uOZN6Uhx=`KRq|~jl8zF?9>rf~ z|M;BYjaBB^NVY7G>ynWGMjn1*;jJ)Ch!I%5l$drRx&tGnjtm4LZkEzS7(Go|CE7)r zu0IcUY|Wt_R!{Y`Tp11x*#xU@{N~zDz&uqCcnOsrFN;^GYSjfD3R-=F}++adAbzW=H z{-KRyLTl@8-(j{e;xF?VK&(2Z5R2<}6}*4-0u;D+Z1NpqXNgh)6&D2^zWRGSkuUb* z5JUlIi=G5hS2mZvDM>Kbp`zL|?ei`)N4j8=B*oW~B8b;i+8>76C8|^Dt6Hh83Z(YS|GHzI_penpUOK3^LG0N5Ek` zy7U16OkMc>$s#Y6i#DdxQhcg}P?{ezJJH|QCzSzxdN$*R>_Uc7glf0B^D??C8J-}% z+>gp*f!%p-1|MJ8&b;=^;`Vvr@;Q%jQNLOHQlC?XvA)djl%Vghp-!MX5>lsHeH@B@Nx2a#EgcEMTJq62NRv&I- zt@`tAG(cqt3D1%De``9++sm1z6UwrZ>8o>Ly90ozsF5210)1-ZshPYZO~A1|*gEQU zUB|${^rSuFf{`J}C@@Q&>}joRvdWh@iW(9AShz25ReaWjrJ5>XZ4BJW{gMu(KR=k{ zGuHEoHLp z3Hs9dx109cWYP8^zf3k99_b|MP)B7yM^O~1ObuNu zA_R??y;F90g)0!4bbA0!3mQDH*68+4_yHfuvjPJ4qWqa_z3h}5_*Pc*@cqT*b=r37 zWbYJ4LHdAP}R)!vKF1S<*Y}*8}dryznlHc9}AFPD2w4PWCHy1tB9Hn@v4gETMcEq?h@XAJ@sV<19y%;0VHb%kO=5` z{N)exLI{^n*aZ+7{gW$1Hmw@jLZtA-$?XE0)-8D3tf;A%xa3ZNpcDvmu zKi=d?hJ5GtnngRItu{E^`J`^Dk zBUL~bu?qo2}&`wcA~VSep(>D69r4XYA!unLuVGL_8wU8BJCi;*iKExvQV#vUUk z4Qtxtm_#4u#Udb`T2z8x*^gURX2YCtb3)PhHW=^R8nS|@(Gp%Z$+s?PnaA!kO6XEZ zn`))pD1|mG=mKP!me1&qk34m#V)eG8x9m^2MSs_5on|atMLu!Th1XV8kh9K*1SZxU z7_H1aGtXJc_=l8G__*b)p#SC7#=L{1Ju&^7teR?)%lDcap^SZ5T-dm3puz-tpA4l@ z2E3#t7g*wJJB6cca$eT%rjg6XOIve{0*s>^rnL^UXTv>43pIY{C{GKxfLUGcUlrVi zE{$6DrFrTgK-vhJbb}tN2HT@!oh8Z9=dYDe4(Yv$TC~5%-HTQj7H;|}HmY_4 zSY7ouO9i1}DILY8lK_F2-YjN92rVWn)bEwetCSS-csNFHQUFuEEtlq0R>#?6X{92I z^lTmw&6|ki)&rQFzbfnGcDM-De1RtJD=b=>tol&mFb(n##@0Vx()ze}%U4GnE|AtR zUSEW65Am;SvpcvB|EZ1BkLmTtZj|!`Zd*F#;AW_Fs!gG-UPUSbF8fMnmc-0c*X^vF z%$e_xhPT;s`tA4jf^_TI-tc+Q|M6N)1S9~r`!4KthN*RSLa#%XjA%X?{r>R1faWYn zL!CyX{3h1#vL1~xy^JAc%1zs5QHQn-O_g&_jku?fl*IVPO7=&b%ymAq~pXQgf(PV%f^^D!dJo!X< zn;I{p>DmUGrfW>U>XnU?8z=obF8eaDm7-mL(IJNymDDDb3ybybnx^Tp4D?S4%^)){ z*u>t#FXwzD_^l5zW&#WS{FOW@U=RER6Mc6;ZTj0Ec!h&zY-g3tL z(F63#0bdHR|8cbpbt;bl1rJvKHNV)patvw{DINgu-c zRo^HeZIXBWVNC4B8>eBx{#19&ElHs#dHn8~o5FMX!q#Q?g&FQ$={LJ?%4n!AV&|!1 za8W%x?tZ^la~o&P6{^^7jmbDpJCTU|QpXI_d&M(Wt^`%6ON%rV!&?lUKg^NU_ww?} z{R9<*ekPEM-VJBV%6d1*?mR*T4ttx(%8_Ti{{UBvD?fjf80yf0jwV*jqJn+%%lp$+ zsX;9giEA6TP45i((L!R*a*9yq7M^{4Ow?(U2NKX7CXh{0qr$jPi*TV__2VO)Hi-j; zdx36CZOEZ1bhS+>>rRRXUxDRrxi76E?RRF~{rBv^yl$C@jpZf^Xd%%MN@T~&znHBl zyE#9Ny3#^M^WCJkMXpK3HZ=Sd_W$sC6j>=2a`1Q2-nM%wYu>ZxV=G_zK{}7#u?9+$ z$h7cy%*pC>%}H%}XLO-_nK91;jn|(&g6vYfY)fRMm8j1jwXPliOx!vM`l$r80zh)j zQ|ftcG3=-g$Nj3-Rb*_{PXS%*aqEGT)>v~w12#`%^!Q$Odu+pZUac_T8B>f6TMg++^^i^NkS_$F z-8_MIEwqnfhvVZJf#u`MW2>4{K(N4TV{lGY?alXUWb41)1Fmh=6gKJA4>Vpe0ilJ%Wi zxGYqn^~lbMlIY%P<0Tc9wxlxqPI18Ur3xi_-)k4Xab1tsC75>u8}bSSqV%)O<#uSR zea101{t>zIo@1oLT?mR95`HJDJ_e72-CppLpH5$ZW{wCU+nyyp+D66nAitC22X9$d^*)b5^9@B9mmvo=7kzpwu%0Gr?TF8?}3vFnu>yv13OKEfvEqv?;He zH{tw%wPa(tBXLGm*k~Cqx$y8lEUVnt@UwT0^W1n@RhG!qNI|MZs82ATdsyQ}2Oy%r zyk{QaZFufN>t7wSc{@~Uj{LTxB9)4Eqe2wErGDI}4}%?TLT09#S=FFp-|=Y@q|%1$ zuo^BI!NG3%bGy%@f;MqRY;+*I!l5`*h_7ybQAVn|ph1isOO{#C8uyZym<6q{65N#7I{K5dBcvz1;h37qW@XNNb0?q1 z%7|L4$Jod_$R3w3zQ%~uVv`h>xlz|P?X2L_7P3SuP#26@M+mN%LL%UikO>H@3WWB_u}SQ^ZV>j`qFz z^(1p5(m`sB3_5r2x7@AlfYKyZVS_SGmXe5Onl7P~#JL}){1Qqa3rY9g&08XihEXb@dKpT4W}ZB-6?+&!e;qr{*jeeBz6$j}=Ls@3 zWi|QQvDre5jPUn4tV7k?961{9cn=h&vy8e|sw85pr^jlXS)6lrPiIcoN!%@La}BGIm7Dw-1TYRiQbQov+T8P(@kyd6k&wpLfRJxh6DqYA*J`a~ zXz&5q;UK5VRgK}eyG(h>8_QmY{w1@Pj@dM zPP^(zKG)QzEHQ#J{?O0vCAbMs5Z!>!OP5c}JvQ{zv+h?1d@9#j7bZzROB>)$7tXz| z?kbj(HR>9X+nIbViBrS4!Y6xcFm$cQ-L`~{P zVGkT{!KO`Uv3v!Oj^VTL^WYa-!TgJxu8Ku!f0;vdC>I3EW9rdB9R-?S`!Jxlb z-CuJ)TkdN`WOEI*aZA$M>nxFb^o=&7J6|3(7_ zzDfBp?T$w%f|ie!m#Z!p9xG(6c~;Y;fq&#t{y1&?>-O)th4PPvVpmhEWLrHH>QSIO z>WPtSK~A@o-p+32Gup!fXCHzV-fh+<5x=gc>!f)!vPpU{`Q0-yxI8k$4#kL%9rFq| zI-k-n%&*_SAH=HOXjx6XeRkgoJ6}{Qf{ht#(Xs~1Y`JrfVjl#_I_+A-<(bbpjk76j zO<{W)NO$~ZcVP=!LZ~ zoclF#MbFEix9jS;CqxG17ubf^b?Krdi|VRN;rAkLN8APm?V^Azr_A|t=k8tm?<;8b zW_9pi&i&_)9e9ubzklvo#4!rjjOi&Z=IJ%(nrJX+Wfp`qSjrjI(qog~`8hq~4JO;EYp=;gTAALyyCR!Dj z^)B5o5mTG9OGcgUeQOvHk;ixJo5^^NidhO03 zIz!K8Y^%T}G_1(?CFzhWV?^Iv?qD(U&kv@vna}RnNu^V1D*?85n|GXP-3J>2l09PY;gl{3lNhysc=24m0Jn_GJ0LCv6H1-yJ#3Rq)Xr6$babT+}8NsA>rLW3Wo*wOc4Q#=G9!@rT z*jJR5eFd6l(<5-d;EL|tbbV?C^F{wip%V&DR6HW0;;pg1Li-O1=zyaCrjq;CGT(k0 zGDJ3jbZ^Mx^yDxGBb-;4aGU?}7mUZ5<1pxkyO8d}C(t>|hL@H%RX4tTyV2#{*baz< z?mW_8PDop8@EFOb;P(C7x|^Q;&<-XPqu!3p2xQ=PO~F1P@pm2;y0q3sO$rg(z1TvI zXR8twb(BuGBmrdRbV=wFfpiKab8JNO+|W5;F~9W)aIEisc!)o?X>|O%A*7W@B8(-{ zOd1m__J*U7+?C$lzyNGaT6+Mpe(21RZN8(h5Yb6`_HXL@B`E(ERu6P=OhWar2d;3n zF2@d7<($nr+2BX_JDj94k?DMdS=Qp6LaH}w2>|5nEV z@XNuEqf50Xzt$(Frb@uh749p&8{J=2158%8vC@^G9{f)(=P4J$NroBIwuj7x^Pf54Q zOIXRAhIijHc;s@9gF&1g%{VD}fYI2F8vM~1KB)ns1<@;!o3W9e%RlWywxV=FYC~t4 zZgAF%nx31a`Z)$LU(9C3T21-uij9J9PZ7;T_USr>Iz@0V|As&e(nADO$}{`$pE^k4 zH|*2CuhwA#@<2>xv#I@Lo1?+Pe_^+fQr2H+?MKc{6(Ef*2YBwXA3gp~eiuwYqUk}RgGO|1%V?`xcYaRZiVsBuIY#m%>)BIC2{x0mtj~`|xCJYI}FAwkQ_-QsXoJ+DS$PK=# zR};+?R09R~z5xGzjs;760<&#R**w)5ipElpI~Rx^S$*!dX?w6fFM4FS960IZeR8%)-S{1g+Em0(JF^g52^pw1z{%gkeVP$^MQ>YL^qey6e@-K)f1^wc z;~UdgXt6S?ZGyhOhvAwxi2zpL`uiQ!B1fMcEp*as-!2gk-%2n)ssSxxL63*Dbf*^r zoy;cPtI3lM!wlKcBnp;@tN6oj`q8WGV>Cvj8B#v$Z{lO!)UUJKoS1H1!xDT9CjxkY8c2Ca8VTplLf@RNc&)wJ*|KKL{W=(Xp*({=P z`FL75E_2!GsD7^994)#JJszkcAL8>e<*7%p z*{W6bKb8XjEnQq&^B8|)xnp*It>7J+TAMP1h*(~qsEAOtt$T$~odiTOcTD_h_LzUM zmuHt6lu&(67oB>=xv3v^RJ-xDXHz#y6{Ly!8#Qt{aZU=gGi-k`O_yvlwNsIw9ZwTq z{<=xgd`2fN!`h?0SR?9j)I8$!;&PqhC{~Tg2@cTear+fq*J!j}3CtFE^yoODHi~vERGZg#h578- zbNSpNwcSU5nsy8ty2!Rkv{B+)9g=l}NYtrjoM-uWx4C7C^5M@`t|J9RPjkpyUpvV9 zU|{F#)2f6Wo41cKTKFjh$`cQ#xcjt`Y$`_#(MN94@SoXqN;WXc(H^Zxm!}ULeX`eH zv2he7ntd~yqp0VtVk%SxqBx9FJUoH}1x_;;P@=*Ky5Nu>?;fL42zoa&^^Km|*o50f z@l(EFX=>Ij^iXS*zwa_GlM0elQI+MK83gku=1Wt2l1If73rl@2B{{Bum2{{eBmpltG= zsP0BtLjA>K&CMiy5MCeqX6oH^-Iw0p7*c?sokUygXK#AkLQfoX-6k`~zvU{wQ*N}9 zZVz(a5NE2aON)Sz-9pf^%Af_C25%$B`Rh=&XGd*E>uy~Ob-3DUWp$9AsXBJ{^zk}E z(#2jYvgW0lkz

0<~2FutNwB>d|2929IvUB#hxj*>_!{--T{*-KA;`MV=dJd@RSb zeyml{-Qr8^{z`a#+JJ$%OnDNzoi@g78g+tsqsH%MsN>s#a#6`DM8G+)&gQ5Zy?;Uu zQ<{cv#pO}s(T~H8PkxW>BxHwS<&G$q&YhciyU44>MoBY_Vw$_Ex-*JYheoMU?(%^@ zumKbnU21kRF^k3>e2u7J@|&_4xt-74p?b^w?|VA%Z^BeC zdj8Q}@XDOmfNodK4w8~;em>549u3~g ztd^&p1q?Lky1zaB_BP7F%9vX3xX*N@Zf*`9b7RYleak*v9xP~Jz-R1#&Fg6i%QBZ9 zeO0TqqW^qf!-!YG1Af8{^X7h&TOK;4wb%q~#7MkiYV#!#Ie)=Bh8hwbC+n%tCdy4! zXq%eWoJ8zrc5D|FgYR-EvCGFDbs3%`ILj~ijOkmuD{V+qySb))@OdYcQ{>Z^k#0@= zG9Xd~uv71fwQ}8+S^GWg+v+S2zP1LY;oY5{#5suXtX4Dq6pbNsbzNhXZY%%A~ zDPwMBuaqjF#P|&h1lga-Y%(<=s8VS@mG72r=MzkRPvEYDzq`Umse*l?M@B&N%VW*_ zzn~~Peu`WP&Tz?G0tHa87CqaH3i{PTa=~}XZz8+x_+fS;54=X^YUEg?BpQE?-lQ|T zA-j^4Uuy|E4ONLs*P2?dsF8o#4O{ZlK^iNT8W2Sq!9qlq-61X}n^%UzsPV?Aia#Oy zwLO!*-3)5V)<5)BOs18BOBlgBnfK_EH%7yM;Mc=6 zI%s%Ag6YBmuiPaD?zIC`nMFlWD?hSTgFP1e)L8;C>NnnCRB@e&--l_Bx?m@xn{lrT zF#z2o06Xb+oMSMMnsZXO+=u(p53P`kD7ee#~&;+Qk*;38z4goHA!q;{*ZaRk}B z>rBO}b7ikJjc%lyBkkrGBs7~zQHYTwMd_oH=jDHi^=qEF?vOltO4n=A=uvn@8I&|N zykbSS9=b~@31zltye`MMYrES`D|%_fHXwOq$3wAW0ho{;U_$P(UpaUi;C2D@#wJ|A z#lTU(ZYhQi{Jy#4u}R>XD-`v*>CnVG$y-5!(q4ySwKq#TS0q^&g_ul=j z_wHSHy|sSp&R?@KnVB>D?6c2jfA&86e52UjOEQwrREoJCYMBw7DSTIXKfrLX-+Ekz zGt)r1IVu*3*sOP(RY+tfa1v61N>JRdyVAP8*p+Q|R@wk*WF=>*MQ_I&?>N%&YgzTP ze-9mBFjp>E-tA8J!1(a!Kj6e&SCAG>Q#=1U`trkH%U=rf#hh(>%(bK0%_stq2f`WK zI*#oHn<+A+G-0vgN2M{$y-qrWe z4b6dk7Ctrr3c*NqFC2+`JeIx4>?F^Xks@8?m#E79$zk3Rswg(-qft1j<7|k9slAy( zrC$&uQtGl9jHNc)Rc*Xj-zlj2V>Q-U!+dyR`uC*l!)1F5pd62Lx)*#5f`iewHs~s* z0uq%191cCQf@P6YGaNUE{cckB%wmn{R&eSLjsYtRUc4?%KPjN>(761R!(_95TFL=26 z3feZNZ}028BpDQ^zUKe80gi}OP)Y>Xz{vBaCE6pCxe)iNh{1)>x^YvQ(C_esDOz$nG8 z8e9QpO)yD%%;&ZXRe7#u*&H>Zj-eNFFv$+99WALhe?-T(5=-IpPF4G3*Ml27?@I|0 zRG@&MiTh`@-PIaZ0=_$SiAn4Z(y41+4%Xh+9O`kIi6Q5SEfAjS<5}8|d_6dhNSfi4 zWTSITrOVsp>9DnrE_1#>ccghEOq(33oDwjV7HpAE_8~5sBQfV=#r#G_Te*6GTqO5l z9x;M^yu#*o#O^FTZlH&d*ImEua6OZ4V>Nm#&8UHyVB~r+ZFl2`oiMjn8Bwcjw21k* zUjxZAD(>vxR2mKJ{a)?E^;JFHum;x5xs&rlhBGe|QH65F1AA!t&Iy;zzOv6UzR%)S zK@P3zy=iwoTqcp4SLm3%d&&AYm?(1UlMGi zjYNmd#;#s?K(1{26RN>2-qa*hPYW6%zZP#YA>0-+Cfu!dM>cY9(9l!t;hXZdxP9tZ z8t)G8=4?1{eB!+HD#Bg+QSbK7zQC)<79!-RB78tG@*qv|kz=-GP9glWF#pP6fv?7! z$uqYF*W9e(sBTY^&*k5O+5j`l;ILy2Gw0FccD1pu@!((z>BTsco(LniwOw{}zVD7N zZ6*f?*zRSwea&cxNcAquM}KYfXBkxBq(R%{*D?9BWFEo*+Ui1dSefLjwaH55tWL&_ zfd`?8-w3U*8EPe@U6NHSF_0~kW4uBsSL}ndYahzx?M(T60u9r>@|D5+F&xB=?s7g1 zh0MI?=sTh8Z7I+49oJ+t?nv_;!3r6bJZ*i}N36%YWVH_Qi=iTFu`g;vI$3)PUr+bn zgmF*$>GA>5O!#EUfPTxoFs9%9e&5q?$V35d?Tt0$?zcyxVE~^b$Y8K{82B3^>Xd1) zcbu=t;zO*;yOgceHYkN{x>l)@Wr*&#Z5}i7SYq=z}-u4uITV$~7*~p@oU+TKU!Ll_|%%gAgJio+P zt&uNV_QSL;*(YMOpPJSRpH^rJa%^9uIxI?K{z6`X55e`&-9loaD#<(C`DkHrWWTao zr#V%)QS(y{G;c$=#!OfRr?>|1T00{*?ToRrUjO;oPoT7g2FmDtA;r}}gCh0Xy%)$! zR?Y{DcC;Vaxk5q(0{kmx*a5m@In$;0=#wG+eH?e`B`IgEk;_5yrW>5++iuZFnOg5zVK{bU8(0%Db zJ&I79V)#b?cW`~_jmy>EJ6z!U7ho>5UQIy`P;q%?Vq>;h8O=8$oDuk@x_)rPz6rJ6 ze?BSbj?hLo&zB8*NpGF3iJ1Fi^FcmPjY*Y5fvm!8ziivopLu^W>f$-mDuUl5WR@9Z z3wE}T{Se%-yjyKIhv=XI9d^=C+@IqPN zMs&MFswIwb|9($F{k|v{!0%{1t;p9(e@Q2<^)rR*(Uu)*U1l1quE@-l<2N++L~XNY zUOAG^;BE;p+AmDIT**@+fG_ z@FUY2*(_JRj~@-Gh@*&f7RS0j^%?7PL=+c%lSFplaX}j3y#wy6a0$Ar3rx`kZIzXX zQ0}g7ls(y}Wq#~=K@U4`>O}#D7mwom+}SjqEY(TD@koiOM7|EaL^ZgEH`fZkFMN6X zS=ZLHuV~13i{+z0h+*b+|^D6FmjT#d??S}nI&H6VD3+2>(oyP6V zhVYzx`nQnBPr=@ec6vmE;^RRAf@U7iTJKOC_7bkzBzd3)uMm=3P;(CX!!tpfn@D~+YB4fS&Kc*Z#4k* z2iD3Ttx^@=8$V6>;7GT6Q2@;$FSosyTN&D5inEnpOKltALXVgMb<=F0a1TP$^(d^x z$-|M*E$d_xysLQ6?6(Ep(nygD)1-EX0t9blm_mG%0ZH1GA{djnCgj?;Om!R6^@-?T zcWs9gB_5Q+zgVvODXTcEIp?R9;ZmH`76sZ4Uumq6$Dmo;Z@j_fUp6fjDREw)XS&l> zv~pWfSbX$p{FaYx&BE(Jk||ygvnk2FHc9kGZR&CJGOyXjae~^2G4^=f$OX6M0GkmH znL#n1gIUKh+HoJ~vg?Ob=+R&e#zsIupcZVg?5=^Ao}U1c!pH5u99O4|>{mENK2KDd z&)hA4(#9;f>Z$B#aFOdcQ(U0mwvs@EwC9;R*QVETpuHnPCl`wDlRG2roJI@erD7$mtY_N4Q{ilrhzfVh5ZmOP>7{e4~eem4W% zS%jOy*5T;EXfe7}{r>7v^=6aSMak zw8MyO^<|XZmYWuWf}z0#ku>k9gw*z`nW+G3Pl#SM8dz{xovA4JQw!bH_lxifu>*QY zxpi>Q#yawmP;1aGaj@tZ$dMfqC#}FYiJ=LeBj&Q3E>c$cZ{tWK^6K{Cgc~i$JYkQc zj^-Ubxoh#xD)ziM8J7hy98dTS|o9U#X zgseqa>%vW#cjMN}#D|j}%}r#I+yGx%$aR4ogfi%9Gm<;=7_EPGmAD1@gSM@=> z=Ey}z5glYk9f+MFQ&p-$J|C}QLJX}Tf0e1L!LG=%_fpsjW5nRFUk#TMn)vb&BVQ}= zW}hIl*%$Ge#!XnUa;Kr)2AZn%%@BXbv2^9K-!K@4Q;56v@t#Q9 z+z#@qdPt1DFc2~%Xl2!2_KpWh3Ids3+onkv5p2-8m?Ps zh|7uSUWDsg6Hc*%jWB z^vbLeKo`N5%`&=a7Cte0S)gA7p%dqTAmqYzk)fgQX0svDfn9x&$3~W5N6$^zVq7d{ zls+vw45_9nuR|@?@0GhyZM!hO@KYc+O^N97Y zB+Tet;z7KuX0hzQYeh)GU$4C5ftbojZe;cXf~C*x&j7D<{(KF*y}kiC#6=LlRBD=S zFB6B_mu-GaU6eT!8i{&i=(7K|K8Uz=uRw3R?CeUC^YOf4|5}$_g|uo1zNR#DeA$}B zI^v~W7=?YB`}`}ZLq!$MW*KE0$!iJ`-uiUmA<4JIWjXw?X1Lf?p_lNf+~(r1fiHi* z_O5B7Xk({%aYI7QDsSaXFoF=ioPbhhJm}dyWUL#FYVglwEJ9#!d{}El;19k3w{1|JyiIz{_UwVKj_ii z7v4iJ!RvvqO`;PHBFs>cqp`Z%fnm8Oza%+1FE`60orWr`5M%mgXD_~Be>pJnY~>X~ z$H*ASi{o~zLWG(ufucI!k|7yRp8c0V&#_ zDVcf)ab6!(jz544`Mu77S~vl9JUyuYtg~AqcHN#>cQq z1M`s*9fY=#ksT)_7xn!fnxc75$tTq2_FaBXk@?vQRHEu=BJ6%+;7UvmjgAv zzLmf%hs&>AwW`@|g86(Ay6Qe@nW1C~bE3uTlpcmXe}XlskKw!vmiLiF`* zWMyS1hw7rbicQRaD3XC<=$6W(0V=ZQ_%H%klrm083BlL_i!v#j*)%vK^=!*KIwg)r zGA3lmTIa=Gy@UeJPtS;qKNH#2rtQ^tpY3eU7<)TpFOJezDQ^mQ-@^X*$%O38!9=Pd7pUU9XrAsOmpSYV())Bh%UUX6GDUf?y`PHeeHEkL<6exKvWqnH2hMeA$v$Pc={ zWl^^`Cb#;!F71OCFAeUS%>72!KmGd;k)CHZ7dEKgdNVgPiTEooF%7tC!+|6Kt}?~0 znO4$Jri7T7o7YNF^Er4un+pd82-Hotz=S&7RNpJf$-!A!S!v962iiXdZP_$7R_EsC z7Es>eFB~0b48T2mTq}QJk6eXUjq@ad0rbk^k_t|cCsIs1PxmC4PTdxw*P3zmJ(Wgr z(mvE>`vv3EcdsikBIE)>lj?AljP-kqy)1%2ag4S4M?l&`VX1~9O#s_|e`NQ$UnrS* zQ8>w&3R_;ten)80WPGo4SQ%bD=6fs#w(OOu+?}F`Yl7R?&DTBZTO7$yj0vbg1xYe2Rd{Q7 z_e_D6m{$WA)R{gT=A^2;p-YH&pL4arAuVAocY@BX6_Hje@jwzEtuz0!43Od;)p+^{ zXK}v>m0n;RFoJDfUyXXm-}6A+b==!-*D6-`N0#Yl-PjTLc^+N;sML06?D6MH8#$@g zgS}1vMcS$bJB#lph7=?@e^+Sn9JxFgs<7k!2Pm?4ff>WG{))QZqvIy8$tNJ$kE=GR z*@0Z0HtF=8?^o5ZS#ccS78^p7-c&8?v&Mx&o3kzjyK|NeWhPWaB=O>w)MZ$9Bj{&zg4=+uG9};?IMd zB0K1iI)-pf{PG~&gf;PJENrS4Hl@`yw6wqeK!;cee@5VgX*%x`>me+dD09}Yra~Y4xaU`s zh^er)3IyRJ!mzkv-9-=GMh{U!ZL;o_9yU=9CR!NRN0Wh|awl_T;a81BHZ84wlv#)H zaz7%P@Xogt_>qqgYqwo$bWBXQ_sepO+rWy(`OKB0 z*1EBMy+yEI>dxY#n(D3ueRx70BvNm$nON){M2()by%8Jx6qGa?tZww?7B*pv=z z_IqJn$H!uOX?Yn+z->#FXaKV1=X}&N>U7Khn@paPf+Fd)gM-7>c#EOfnbV#w-CLU* zF_VL9+GJxsnwR1bgX^}eDndJPL7UXIvaV!-^y~sN!Xt` zHyQ9n<0OCPgLY?ob)Ox17`9^;?6vh~SaAH2JO1)w_hOgmSL(lLlfI+wGlic4ZF^g&^t&fr@=i zU(v(MBFwfI2|roR|6|xB;eX(+MUPrFA8&eztk5JDg|Wgg9i){!Vxn9i`l_K|yP4=t zpxE9)-GpU-jt;C{o`i4CWU+~0Pc%_o^+p`djTDx*CLOM%)obJX`-te)*ukTV_<-Yh zTZu}EUSD!hQU@wV{G{W$OJ)HLWgeUt+|j!pdZ}MaD{eb%1X70S%o#{;+O`&h>Mm{f z_oK?YBpJmYUU>ubzDx5nBwx?e2|9iVQa+4o_(2u?kxgCS%0H0woJPJz#p29K(Baeq zgC_oqPG;mC9C)m4t|WqffnUx`!YMqjpIV&Ts%>rix=<)|_X-FlCVX*8e<0O&sc@n{)z6q96U+1T;QC5Vu`VY>|nf-MDv* zn2?~?6rWd)f#aexBb_)@zP61EZ0xejk4Od|PEinkW;FJXkK4iaojGeJ(O@2?xW|9c zR89xSj9-y~U2jSOA{ zIm+6HpFLG1r1l*kNwpL#e;pB|arxK4g1ayX)1GR^c&L{X!>WS==T6qLjVNZ^-& z3n19{RT{Vd+^gI(6O6aw7J4gT1-B9kYPD*Lu#gA$dUfy!fpeH%952*Q_w zSTVQSvqYFsQ^!vJ+%+j7r_*>9U<#~=kY~!Xc^r|WND*(tl#&_ z6|8-Q+cBFCH_e&%Fphsw`?u%WH;$AXnFk*)gqg@@;OW_&CO@6|p)Z`noFTHVi7tX*xG5&P7kGyiqkGA-`7ekEvM;xBM&;9^<`#MgQ?Ox;f8=T=Mr< z>uZh+-q(dcJP;!5{`#+E`(xt%CAtIy2J!X})&kc*((?>u6@V|&_6%@(s>E4wCiKtp zx8`Z~CO6x}r3~hpg052v$L>EHKC-Nwkg~psk@2S)O>i5SdGZVB^X|QW`(T}XE|rv6 zX_{?m$J}a~FP=}Xm=bNS6@JWn^&)^v@w#5<%l3hLACxcG$IW0=VgWdI!m0et zftK`i@wK1gPQILo3b1xbfv`|_Qp@f8Q+y`+_wvffZxSQIlZ}2jTgQBFUBlnil=o2u zEnM=8U^+D~N!1k+0Csbh0dfO91CIY1-P?huMhOJ^<^NxHlA87Of!7EjiVIQr)c8eE z*NHlgoXjQP-Lu^cw6vgrnS~gQUkyF~J|VBHEIKlByHv{mg07mHnh**~E)`$#RKMz`%{P7q_hSmLtD^(ZqyyIM%=81dJLUXd5EXBy+ zvNFg<(Ydp)T=m~f0M72Ay0M^ND20FXD>m~o7x4dfXQ~y;Ly=QF3_R=qfsG!`&d0UQ ziyEW7*4#vvDg^7k`?xIA4=+<286S%iY)IS1_V+nBBn;D-UkuyX zt@F;-Rv+jnzS&j%R#m*_$xmEDjnLsfi#c8c+?9Xqyl=IpnZP|0-pt-YLC)VKo8Hn(w?sK3D8enn3$?^W;f6d7^_7eu6=qbSW z;BWuM2&d-gz33y(W$V(?(n&th5OIMi%jvD^U)FA>HA(7hUWG?$KNj2j=iD!_?7w*R z{~vQAhoQEX)1hYC?SE@j$SS~|J_V|>OdKC)ABZ(Rzw4tQ|5%vW92`Z<70 z2^{|^WYw^>q-COq!k&y_$ksU)vzKpK)=a^oV5K{YH=|R zQebEeSi+BNpl@=*nM)%%CsGUe%eKBu@;d;QSJj(?-gl-rLGJ{eES>?}@Gsn5clgQP z=chX5cUA{{I+fEWwL~^x9hg?uyy4&Oc)?tI22=q#O$i5XdVfRM@BI6G?SEVce)^9H zZlO>iZm)fLW%7Z`Lg3Hm`Nbc4B?b6B&L(WCq>U3*6 z_JI~{MF(X@Lsy;=^@UWHqC~9)<6Qx2j4t$Lae8M?Y?RA~>OWXk!XkFP&2vu&oK#77 z%8QQv!<)VdwDw!2SJVRmo+PfQF@aHW_x^Zn>UUx`g0-|#{3ye~=lJ(lNOHQbcZ=cP z?d>GzaOTZMZ=07M&N!-OT;sfIiEli*+WYXh&H>mZ`(m3NTJ?NbG!EX(Y@*#omGDy; z)0^Ns^*HX;b#c|0&F&q-k!u}$o>Gy9olqlNKo`?__QZo8KWu7?Cs)m&xbH+deQtnf zqIqXg(YS|_adGUrfAq@Un#!d_vhqg_|A72wYA;u4_3Odvqr=enI?3susnn&J$6Jp3 z^4zeRUPEup3o?w zg1q+DEhUO8ubzSZRvo|M6&3Y4eb;Zyhnvo%pYqYwCcd#paw3jPE*X#X9w~G6Jt?_U z$z*kLWn|E1yl4 zy;q=N@eaJ$Cb*&+u~t~EQZ?vjV|t7gWj*+yeDjA#BBE~RvjSIp&O}=b4dEk?xLKH| zf8?w6gg*7$fkDo-ocU#zUcm~SP=e#?kRaDm(+N< zLZknS)5@n1PD0iA2y}d?n*YXNGCg~ZNB4@JRqNAQwiVPb`YHyM*Sxi%&-Q-NAExH+ z;-!i4p5DjSglr8XR9`14HSd;lu-N*XGBNweg}7@ef_F7fGd%9~2QOoVJvj$N2*DDE z-Q2!jrb|6!usLRPJee^OCEXMSc2&?59eQy^@2#tfNK1YKYiRoi-Od9qkKJ=EQg_VG zoc8^~wM#19&>WVMg0)0g0vUZ>aQHDhj(06 zj8vRjC`$<6BNU-?MhrtA?@_-*L*y;{n_I(0R$8PBtXA9aFZj>C_Kcl42mdm0pW@VJ zAsK)X)9>jzG#^&cW@f9#o}-HEV#`PF@Q&7@Bc)LI??JeW(HZ^`%&ucSQQSIK=|*1N zNAAmHsCS=-v$&26=g0b$#*reO75B>U9Y0FeP$g`cEGusBnM=CfAP}6Tz3L$&v*v}~ zdtWSxLk3|w@VXdtJ5=Pj=-8^hx)u9@73%O{p*Gvnky53zSgi=cZ^na9C&7(XGg*{( zS0jjcJJiZ_Lune>i5qzSbUwrZm}%5@&luL@OO4{pkEch@yj)2W=oy2J8B^l~n`C+V zW8R7w3XIy4-pGmUgxL)>l0HUUh!ru}MlB2#|FR|hp5)T2{vy(q;0u7ei7J2fHMN*q zPh0cd-UhKYb#gr{coespn$<1pj=FP&LY7j>_c*v zU{mLYAjBxwh{B zL84LnplW7J@zw_7?sSbEbr+=(2<3RHV4!c*c1Bj7UlVPOj$4gU{IQWt-g$?!VSKvO zu8F1<$Dv)HiWY}bS0iJHwN&?@4Mf|QMus#uXqhE?UPdLPy2@2T$&DL~go>qVBg z63qrjd=!KyVtnCnFK@tQEzd4JuPSarEin@q-LcK5C%6;#eS>3l}0oQh|}k%D7Wtsc;Hwv+CNN15gBNM48crv|K69x}b%<=I!ILc4KN*5N^*9ASIV z*>e(4__!WPW2-FYOL#!)r*y@K*ma^fsi=*OWC#%%!uYo@^^dGa7O%u|5;X)W%lZO7F*qNi(3z zsf(#AHT73boBLFYr2XWQi<*a{CDIjLIS3n@M~PzSr`z`JXDT;kTplwjy-nQTV^n5t zfsAfyRUX(aHbei6NyG3OoY2mZXLE~1=NF1ju`wtqb<77`_Mm_p@yrC+0WpVFf^#xF z3Twap8GJWBEz;N)<=g2oNRQb`QZ74Y@_en`@`K4*+so6hzxvQoBPe&Naz;bj&^ocV zJ|}49Phz!gSfWdr0kg`Jg%E07m+DZDN*OW3c|x7HcZow=cQibju$XytgK7syNxgeF zKI=Q|w^|3oR09zDqwat=o)P;yf0*cvU z8AtN@O{#l}+Q8pcu0bmUs5=Z%nTeNJsf4ll?nFD-;AN4FF#)czn>HR6tB>gy9{rP0 zr8%IpILxBtov|8u3V-N&p!v#VWq$Emf=lQqQN2Pn{F;$)d+4Ts*znY#@BbyN?PmhAM}hVy@m_W`;zmZ95B zZz(q?ADO-VY4wXny4k~Ye`rI}6Xz@hQmeM*mBUi$+l~(nIW@;UW4cyg+qNRGCCT0- zLRfFTw}fbT7z%di6=D={E{vS(EkekR;;?`EgH#`vj$rl{RYaAi>rJzG8IjHWA|~jl zx52{-ahq7Zj0=xjmq8|wPcfiVi|ug^7?4Bzbnn=Hr3;@}P!NdaJY763!%i`mUMw#7 zBxd$Z?WQ{5cYyxnC1DHz!Wh@|wPHgExbRIR@{U&2IneEKat@)J{1!?5{oW>#ky?Pq z0|0Xf2Vc%g7H?WxI0!VOC*?xLsT-e@V+Aa1F8%Aj0epJwzb1%7QvoBsz%rtB!dncH z13tav&P4u6tA0V=hnkTkEuX~a?M|rl+Zn2f;*UMx< zT8zW#GCp$@n!F6Uy$1A>P7Q`*x44f7Sak)G%*VddX~f-;z7SvxOr2qVOVctZKIaKp z&`r-Fo%8rIND@P*X`dplTqb(bDbRG@`-jtjuY1<@e-^+BL!aY#hra5(Iy5xz%GwZy=6 z^qJdHyV00&5UbD2K9bdbYs8MN$7&Q8Lth5-wJK`h&ALk#I@dw(?~CO$wyq2x7lwJ; zpc}epfPG3##z|vn|2L+i72A`Xtt!uE?;~<^+p_zE{Jv*vP?rjh$J3p=>tPqb1}t^< zUB@`Ynl1L40)2TaR37M}F9x0jI@o51#2=~%Ho{F6%9GCoRXh)~a0th~Gwx230#eq^ zaVfHE7e54Bi=}kWU`Q;*c3#u8jKa<@pKyQ9sN4o{@a}Y2C+@lIRG)PWZSR8jmXDPK zuk*qiQeR?%GFQ8{?ne>iN!WTp=mek(ONW(fn)jqU$a{XdboD2nx#7ByLY~Od($dOI zM9o!wm1&^jS9?U7qAyeR8nDrhh{)#ezU%%!fyz8n`Yqv$-ZJge+?N3sO;QoSIqy5W zjs0j0AgSNpE%rK!EF?W5HZk(?1=3mFah!+mc+}Gj`T@Jda~Rh=j9r}!I_?_tv{QRB z+VHvZqEzce*2ff?FX`dzr<|4WNwmHDriYCE)bnp$-m5oAn~8}OXCijc&N*^R9=$0PD5I!b5|BV5Tl>UqJ;~n2tYSs(PV0w@tAn)R4=08knx7Jv5WW-%&5sJz*o#x; z!pNJEU+0clk2l~M-7@Vbl|k?B3M#l>xXXX4_({uKEfX@))me$(+uE!u_m>#`rD|Vr zW3S8Jkrz$ctz!_kw!=K*v|zrzGZ{ozYv6%xYwY3Gx34w*EWM>7QSp1BV%f*4J-Xmh z-SrNm4_|e2EtqNBgkp(6+1$#;6LSuXdUrtZDTPuW8q%W;nSrFdBWdSnDpifGz{ZgN zQOq&iXtiICZI9RkjAIw=LM4tYJhyt9{XzGv#;SaEEG@GmBL$4iQccVD=2##6Rc2En zu&fO~=Baumic2By6}GtzsHW|obbs_rdM^xTsc--2DqxyU4tRmwId<}!v@i96;h+q! zLj_Q<(Z-rAnaiv>0j1oBx_o`KL!#J$q_8W`LzNCAggkf#_hmO>VePP0CP;L}7p7-*K$#PEi`nF;`>UaX>FM4p zU-(o?nPE4Wzi8Y@7MF3HT%B@SNKU-;oZ96%V&Eb9vy}Fv`4o&o3UhzO&X~&}+m%b$QCv`BkU9}oGiWE2vrY2iT9m_ z{TJ97fsHQ{QoCnj&QpRt-lP&rN9Djts#d4Xy2S|IDfZ1@gwplP!mu9=mEV5e7hN1@ zKNMm-9YjMM{xn<;rqJE{rgOzFIJvC~!|aUAWxwYSrG^1-e&v=Tt0s1Y|D%quTQSvW z;*Xxbumfyk=M_!{;DIDQo5))E173LZ9RHBH1o1oNO5fFw4{U+2lAP3Vz*6?dc@AqF zFG1N=tT5v2gY7OS022NdaYe=Xb0~Me1514Wn{k}4Q%LtmKxRO?=~YS<{(~igII;gQ zHsZQLPO2gdC<%9JUTEUupU&O`QfdH~{RFHuooAz@q^zxR?O0I;LJbdZh_MOn5y|vU zF)Hdgw@^>g`b^C@$I0!qUsxF8%hqL1w$#|1O%<*Rn4&rka3)$Y`+ zV4FSY{qsJ+(gObkw94x=4GB0~A7b;55F`G)A^um@*Hat+4ypetz8`q`e=?HL489p( zMOqyJ@Y?COu$~%!;8gT4j{nb}pxP$VvL1R}T^hva=5*#36+LC@`*V`|NUl+JkiiRY zgQ;y41B2Hf`{DL^ttXf3|3R z_nU&pT*X|J)i!NE=ZZ%rFy#U4 z^n2brzylh}{=^2h;hK^jXPz`6w9V^)l{Yg}la1B@2f$KulB*YJazsH9e4P@weV7|@Fa+`a7B#c1V8*jg%kr3H$I!~e`Ibr)BiIp{>Mp}AGwOhHV5EB zECGBy@GM)+K+O~IYP(cohB7&TM5 zfA%q!U=1maJ<&$W%3lTeX|X9lYm$B~{H>R%uGw&6bPhPnPDU$mB)$5ZegvHUN2vY( zzUx$q|1G-z)}K>F_&*v%r*Xg&8(XNXQ*0u?+hPM0GNocA19hK-@K9uk`6{zD>=#rj z)yRWwoAeHMON^F{N==l_`>zsK5`EZxyf4m8#H+VuOOYjH`~czo3gtPlSn<4l+ogBe zpk(?jEUCa2X_jBjZ=Gj4!msAv+%$GiBH^f=0_=gkgtz)dULbP1P=}Xz9!KD zhHr>1jg!+lNS3pHLm>firJ3`Iyf0o?&o3gdV;MRrXEvN@;EVekNqgPzq2oR1~+r-Uc!-|RF$uPxQu z$7gtjWv#Ny5Vm%FP%sLcj)b$spCje64HACjM6b?0XNN{?gGDEWEa{Zo>tf0#er733 zsEn*J)28#5uSf%A9@~4n zuL?ZuH)xI{G4A8a{Hc(m7XwotWH-tch-X*Ks(@#WQ~T~HzPiSDd{9m2qS`2)!{`^` z!~=vxI#jAH8`2qknnU-tu#ng<)uQc8uq<~IQmZAHz9-2r<|*%4+h@o-BPgG zwe`e_i%_=encHkkq7quwG$Iy=g1N=Byjyv*7+iQiSH zQy6U8H8ORKN5gMFc_cogVC{D7W1VaCuDVI7bV@8AnUW0mvS~ybX6|~JUs4fHZv3qK z^U6)$2Eet+q)+~AaWK;wkyl*IYw^_)Sau!&P%|h~z+o<=RBv>9+q8ABm;9dGGqg~) z-kX9$7yrmBV{hUvDj}tbO!SyxS#m##yfBg^}R+zu4u7mcR; zS&q1cZUl43*@Z~lGLL|<{786A?dS6496N!YDYfXm$@&vUgOUL}2V%P@g`jPlVQlxN z?jYRc^7&hXTt!^Rp0NVl?sqOJc`)x%az2|I+p=bidVN@h$SqnrZ*8OhPBt||w{>+# zSB=%kZ%79iv%^3!aQ_Gy!lj6mDK4erdN}_6AWU@qMVt`NIM{6bZ zaHwI&blIB`@*c1Vd;3B!lcCv1=995uZaZeU10y-eg6*H;wkh=!OEQv&m+R} zRaJYe(b*8uLj~&n754=4P$g`A3$nmIIOeWYjc0+?u>A1)*00m8+c{v zGSGg(MxyhDtza)q;gFD|%&OZMMTT1bnQV6WLbpE1X@zyU&CmT=Y-U`|xQC}5u(zee zfic*pIn1W9ZX4xZSp-h8+jZ>V@T^JcY}*<;taE@sIme7ltJu=*xLzc@%|>JI7U$UP6A_!^ zIRetUpcIu=JoI9Xzc&_Une}etx!zm+aKmVjUIxNc+{-mTvOvd9QQHG;^l!VcJmCNQweI_h_^_FR5x;0I}_+wlv;V;=MlL||wEOI*xbG=@a;6a`b3qVm1` zDPya`l*z;V8=dCyOBj)%+DZXd1{`MfwT{@lfv2yu^yWNN*`HE(C%<}s=RxgeFxDEP z9qE&o(zKMPT35uP5huKQyeG3ip7UVf^?r^(m8+svIyl4daY>V@olZR?`a+)atz|>a zPLt|DmC`A-`OISs-@+#D-SOHxk+mNl3A^r#cK5b*-F}}-Y+kSGx4KbP+r}9Tou_X$ z-2Aq85Rvh|A%@>F{G`+k*mYH(QNqW|ilq|eb_f)rODTB`k{sh^z5uc@-D+P^lVgs$ z1w;3E_tyN$NDPD8l1&x0e=yF=eTS(Y{?k0XlA}Ger0fmd4b9H6vdjq=c~g={vWM=z zv!;yG#$R-z*OgUfWfbRVKToeXpx3dm0ak&(eW8ij(e|9XNx5i*obJ-g8jJU|jv!Xd zzbt81p?FRs!t4F4bJ2(-D8eQ1iM!8Im1Q>&g`9(xaZY|; z8LRx2g;!``yB}zv&vS|^2g#;w+~o7}3^C$AQI1C>$VLx{(RbYk6>T`ab{lVwL=#?G zF>)8Vhk#!Xt9atsi7{`cCBQvY!uH5WEgy?b@s|}JEsMBRm{HyUieiD7u2q!_iFtJB zlahG1G4}@We75?(*X0v0Ntg!>V4qSf0gFRe1-N zmt8dDdQkKnZpmI}$GiBB=_HF&6QL5T9QZ=A^zHk*sP`lg_5eD%@(GO*m!BTmc{ zMaejDP%AX`>7L&r83-W9-a|E=8iiOM&NyCf;)YGwp3QaCa-8kX^w5dy|3NJI5U2HY z%;xOHt)kdc&Ub6*Mh>&|=-Kk-{`XjvwUJ-SeYn4 z^?p!`R#%K@!=UD5g z)%B=!`Ap4#`yJy1ozpum6dZf~hV^4=dKWC!#yJh!i_rcI&E`Pw%pcZ|9pHKODjRcs zLf#c9qlz6%wr}x{z*w~Ut325kyZRty+ z-WNM;UdM}C7YfkVSPfM6+MPq46+Ro8cgK7^#!nqy!b5QH)+gr9dQ87K z#>wa<08j;b0#&{)y$p$v%(;%ODDYDnzz11dyC{F_aF?c=_8nq+02a_f<;ud1nENVB zpZykhX`#h?Yl_fNZI`V7&P`HBC~ATSe!SMv*bMv*UR?j^!v-!Wb-f!o;QS5CG*_0a z>`Jny&-C4}OM$RkeJI|%R;y78wk-KjiT{u|f~SIuax?X?EV)h##FeleD$(s1lXcwr zaVBfv@I`~~cGyMx$#2Pt!MvkRWo8;qiXWKS@!0I3A*^?xz_v(uZX12gc5w9*r*bWN z>LNICq&BuvaQKZ&_UyyOzCgWMEL5H_d7aa8gZ(f!Z74Tc9Fxd^p9;o+y-4fX&l^$! zy>l|85XQSS_iqxRsybn}72hu0@&P2veo zEn~2j50!%Gt5!jiQr((kcdzIkm@N%GVq7M~-N)@eaFp)PkJ5JB z^4be=XEO#MJO#xaOY3~aV!EeN7x=Z%U`6c5JkJj**CY!?6>k#Bbu0Rz1>bU?1nSO!jRM#1&!Jg9&b;T!hACXK zW{ctBT#%xN102@#PrW&ebv$_17BlV{|sGY z!bM_FN#$$r#zO!z87^<;z2H2WsfHX+X`%Lx?&ZCmq<|oov0Le4()a<_|54kyf3tnY zaa?QkVyaWL>Rz|1lUZ#ErBjMInhDVo5$cknB%v}bEpe%d(c?1JL>q)EX^=>WSY4-` z`z?gfxD>4l8tJN`m15sH>;8i6^XqfYbDm$G^E~g*dA~kyKvFnXSL>t`>}H#Y`Sp;me@%Z-kcmYAt^R1}(^Gk>?^c+CyvziWA)$1IQnQq99}M zx`>;wts@+lYnqwoQ#J%9m*UEvX5!;qooV|~Bu)wMQEI#E<;MzekJ2%5uuE8LUzV>& zzI0^*M+g~(arv`~sI65jiWPeCSPYiCTwf2`vmBA;26N;9?p#8$ zw9*&1p;m+p%k6UEZ^g9aro{T&w;xF5}{V3eWCrwih#i;RsuLnwG#5hJJvkca3d zpRN9#+JOdj}U(V?&c3-dgmaBCFIjo-yM=iR=JFzqd&z&wr5;nt@}UY&f_! z6>WBc3WAMBxfX6(!R=L5+?*N=73GqfmgVeo$gNx910psAD-M>)dKD@7*;n1urX#VO zW8YdfD-nqmwk4vdqmvKzpm7Njbx72VuX*Ow99mQ$(g9gce?&7tg>6&I#MP_uovXKo zYoc2~{+Dsesa@rj`L3~J8Gp`rnKBl10%Iur2C<|Hg3@c)R*JE@OIrEL=UvTc3<0~C z8hd8|5u5uwum#`krY zR3&BKU*iE*}f zAvygducPIVp+RmJE3t9&k<_1{sE!oBI~bo7^aMmmx=;9x-j*doU?>;3N)=|hBQGwT zLI`D0JC-w)B%D{l;JSHs-u|eOW^E9uYLu(xT_`kBU$6Nnnatbh!y&yawAhQfkm#Qm z^Qg0jJfsloNu4N9YU##nFQjBRK5f#NfGF#&utnCN)sSUrlVzvxl|06Vna_ZmQ81}Y zz$3UBDT2R7fi>_~4_?{Kt}i>pKNA+RoM74YdTG^xl0MPuq8nINbyR5E zu9K#kU9YA?!|eN!WvDV^j%Q{lYpzbIjRXD!6g$}Y8clopv`Y>KgL#JFH|TBmhuNV+ zLPFX<9D!LIBmfr-v^$brUhdY3>7L-R+=_r!FNetM>5#d9ZuaNXmfujHB_dIPj=e)-}p`+Z{{9~ zf-nH>r@d`50iodhss#E=V%~hVTZDruw&pzslMar`2|V{|Bml-gi>Gb79Y2@Qev9x% zYp!7R<)G~hx^&5h9}StoMn3hg!Iwh2YdL`#p5}K=i{nltkRpRrTUHLq$?dWf$+$e5 z