{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", " \n", " \n", " \n", "
\n", " Run in Google Colab\n", " \n", " View on Github\n", " \n", " View raw on Github\n", "
" ] }, { "cell_type": "markdown", "metadata": { "id": "UAOjGPxrxTKp" }, "source": [ "# Module 11: Visualizing high dimensional data" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "_Iny8ybsxTKs" }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import seaborn as sns\n", "import numpy as np\n", "import scipy.stats as ss\n", "\n", "sns.set_style('white')" ] }, { "cell_type": "markdown", "metadata": { "id": "xrdbDUAuxTKt" }, "source": [ "## Scatterplot matrix for low-high dimensional data\n", "\n", "In many cases, the number of dimensions is not too large. For instance, the [\"Iris\" dataset](https://en.wikipedia.org/wiki/Iris_flower_data_set) contains four dimensions of measurements on the three types of iris flower species. It's more than two dimensions, yet still manageable. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 112 }, "executionInfo": { "elapsed": 1056, "status": "ok", "timestamp": 1666745586000, "user": { "displayName": "Devin Wright", "userId": "04589681907982391901" }, "user_tz": 240 }, "id": "X5ZKQvrMxTKu", "outputId": "2a340d8b-59b1-4157-8f5f-3bda6302f32f" }, "outputs": [ { "data": { "text/html": [ "
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sepal_lengthsepal_widthpetal_lengthpetal_widthspecies
05.13.51.40.2setosa
14.93.01.40.2setosa
\n", "
" ], "text/plain": [ " sepal_length sepal_width petal_length petal_width species\n", "0 5.1 3.5 1.4 0.2 setosa\n", "1 4.9 3.0 1.4 0.2 setosa" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris = sns.load_dataset('iris')\n", "iris.head(2)" ] }, { "cell_type": "markdown", "metadata": { "id": "b2EgDPXhxTKu" }, "source": [ "We get four dimensions (sepal_length, sepal_width, petal_length, petal_width). One direct way to visualize them is to have a scatter plot for each pair of dimensions. We can use the [**`pairplot()`**](http://stanford.edu/~mwaskom/software/seaborn/generated/seaborn.pairplot.html) function in seaborn to do this." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "BH4TLOWrxTKv", "outputId": "6d18a7c4-8fa9-4ba0-e709-fa55c728f5b8" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(iris)" ] }, { "cell_type": "markdown", "metadata": { "id": "LaVGZqM_xTKv" }, "source": [ "By using colors, you can get a much more useful plot. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "rYdgfT1YxTKv", "outputId": "78135ccb-4c38-41e3-dd71-b9b2421ff9c8" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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LjE4ZXX1TpparuaHDDdzR7Y6AweAquZW53PHrHTz414NkV2bzyqBXfD7j2ke256OLPyK3Mrf6ODJkDEkcwjsj3jlpcEYQmroIbQQvD36ZS5pfUp1IWaPQcHOnm5nccTLzds3jtl9uY1XWKnYX72bOjjmMXz4ej9fD/FHzfSpVmXQmXrjgBeL0cbw78l0SjccqgzYPbc77F73v0yYITZnMe2JJh3OU2WymV69ebNq0CaOx8T5hPV07s8q4/J1VTL+yM61j/N9XXrmNB77ayme39mVwG1OAIwhCwzpXz80zVWorpcRegtPtJFQTiklnQiH3f6pTpcRaQomjBJfbRZgmDJPe5FNZosqqzFVMXzedSR0mkRSShMfrweww8+XeLxmaPJSpXafW+DqNgdfrJd+ST7mjHIVMQbgmnEhd5Ml3FE6ZOC+FxqTSWUmxtRiry4pepSdaF11jyXKP18Nnuz/j9Y2vV7dd0/oaxrcbj9PjRKPQEKGNIM4Qh9PtpMBagNlhRqPUEKmJJETTeJcZiHNTqGvHn18GlYFoXTRHzEe4+turA24/MGEgrw95HYfHQam9FLfXTag6lBh9DDKZDIDMikzKHeXIkBGqCRXBE+GcIhaLN3EHC6T8JgnhgS8koo0aFHIZh4osDG5TnyMTBOFMhGvDfZbfnEyELoIIXUSN2zg9ThbtW0R2ZbbPjUWVEnsJ49qOw6Rv3MFWmUxGrCGWWENsQw9FEIR6YFAZMKgMJ9/wqBJbCd8c+ManbemBpSw9sBSA/vH9eWv4WwCoFCoxe004rwU6v9Zmrw26/ZrsNZQ5ykgMSQz68CIpJKlOxygIjYlYwtPEHSyoJEKvQq8OHAtTyGXEhGg4VCjKhgnC+c7r9QYtYQzU2CcIgtCUBCqzWuU8mXwtCLVW4/lDzdcSgnCua9AAytKlS2nXrp3fT/v2gTM4X3HFFX7b7tu3r55H3bikF1YSF1ZzQqaYEA1HikXZMEE436kVasa2HRu0f0zLMURoa57FIgiC0NhFaCO4qtVVQfvHth3bqCuOCUJDC5a8GaQZXMGS1wvC+aBBl/CMHj2awYMHV//ucrm46aabGDZsmN+2brebQ4cO8fnnn9OiRYvq9oiI8/tiP63ATFxozQEUU4iWDBFAEQQBqVRxn9g+bMjb4NMeb4hnbNuxogywIAhNnlwmZ3TL0Sw9sJSM8gyfvi7RXegZG7xcvCAIYNKbmNR+Egv2LvBp1yv1PNbnMUI1IoAinL8a9EpZq9Wi1R67+f/ggw/wer088sgjfttmZmbidDrp2rUrGo2mPofZaHm9XjKKLHRNCq9xu9hQDWsOFuL1equTOwmCcH4y6U28OuRVNuRuYMGeBdjddi5veTmXtLiEeGN8Qw9PEAShTsQZ4vjo4o9YeXglyw4sQyFTMKH9BAYmDCRGH9PQwxOERi1ME8bUblMZnDSYeTvnUWIr4YKEC5jQboLIGSSc9xrNo8bS0lI+/PBDZsyYgVqt9us/cOAA8fHxInhynOJKB2a76xRmoGiwONwUVzqIMoq/nyCc72L0MVzW8jIGJQ7C4/UQpgkLWLFHEAShKYszxDGp/SQuS7kMZFJJeEEQTk2kNpJBiYPobuqOw+MgRBWCSqFq6GEJQoNrNFfMCxcuJCYmhlGjRgXsP3jwICqViqlTpzJw4EBuuOEGtm/fXs+jbFwOFUnLcmJDaw6KmI4GTbJKrWd9TIIgNB1hmjAitBEieCIIwjlLJpNJVc1E8EQQasWoNhKpjRTBE0E4qlFcNXu9XhYtWsQNN9wQdJv09HTKysoYN24cc+bMoVWrVtx0003k5OTU40gbl8PFUmWd2JPMQIkOORpAKREBFEEQBEEQBEEQBEGojUaxhGfHjh3k5eVx2WWXBd1m+vTp2Gw2jEYjAC+88AKbN2/m22+/5c4776yvoTYqGUUWwvUqtCpFjduFaJRoVXIyRQBFEM5JZoeZfGs+/xz5hwpnBYMSB5EckkyULqqhhyYIgnBG3B43uZZctuRv4WDpQbpEd6FjVEfiDHENPTRBaDJyKnPYU7SHHYU7aBXWih4xPYgzxKGQ13wPIQiCv0YRQPnnn3/o3bs3YWFhQbdRKpXVwROQpmS2bNmSvLy8+hhio3S42EJMyMlzmshkMkxGjVjCIwjnILPDzLIDy5i1YVZ12wfbP6BfXD9eGfyKSJYoCEKT5fV62VO8h1t/vhWL61g1wShtFPNGzSMlLKUBRycITUN6WTq3/HQLRbai6jadUsfcS+bSKaqTWMYrCKepUZwx27dvp2fPmkvKTZ48mdmzZ1f/7vF4SE1NpWXLlmd7eI3W4SILMSE1L9+pEmlUky0CKIJwzsmuzPYJnlT5N/dfVqSvwOP1NMCoBEEQzly+JZ97Vt7jEzwBKLIV8fjfj1NsK26gkQlC01BiLeGJv5/wCZ4AWF1W7l15LwWWggYamSA0XY0igLJ//35at27t0+Z2uykoKMDhcAAwYsQI5s+fz8qVK0lLS+Oll16ioqKCq6++uiGG3Cic6gwUgGiDmIEiCOeibw98G7Tvs92fUWQtCtovCILQmOVb8v1u/KrsKd5Dia2knkckCE1Lib2E3cW7A/YV2YrIs5y/M/kFobYaxRKewsJCQkNDfdpycnIYOXIkn376Kf369ePmm2/GbrczY8YMCgsL6datG/PmzfNZ1nM+sTnd5FfYMZ1iACXKqGHzYXGhIQjnmgJr8KdHZfYyMQNFEIQmq9JVWWO/3W2vp5EIQtN0snPE7DTX00gE4dzRKAIogcoRJyUlkZqaWv27TCbjzjvvPG8Txp6oKiHsKc9AMaopsTixOtzo1CJhlCCcK0Y2G8mK9BUB+/rG90Wn1JFvycfj9RCqDkWv0tfzCAVBEGonwZCADBlevH59eqWecE04BZYCPF4PBpUBo/r8fKgmCFXK7eVYXBYUMgXRumjCNGHolXq/ZXAAMmQkGZMaYJSC0LQ1iiU8wuk7UiJ9EJpOMQdKlEENQE6ZWMYjCOeSbqZuJIX4XwAp5Uru6X4PC/cuZNzycVy57EpeXPsih8oO4fa4G2CkgiAIpydSG8n4tuMD9k3rPo1dhbu47ofrGLNsDI///Tipxak43I56HqUgNDyby8buot08+vejjPlmDNf/eD0L9y5EI9dwb497A+4ztu1YIrWR9TxSQWj6RAClicossaKQy4g8Ghg5mUiDNFMlp8x2NoclCEI9izPEMffiuVzd+mpUchUAPUw9+HTUpyzcu5DZW2dTbCvG4rLwY/qPTPxhIkfMRxp41IIgCCdnVBuZ1n0aj/Z+tPpGL94Qz8uDXiZMHcZDfz1EniUPq8vK31l/M/H7iewv2d/AoxaE+reneA+TfpjEmuw12Nw2cipzmLl+Ji+te4mLml/EzMEzSTAkAFJg8tHej3J397vFrC1BqIVGsYRHOH2ZJRZMRg0KueyUtq8KtIhKPIJw7kkwJvBUv6eY1m0aHq8Ho8rItsJtfHPgG79tK52VfLT9I57u/zQ6pa4BRisIgnDqonRR3NDxBi5pcQkujwu1Qk2pvZRrvrvGb1uX18Wr61/lnRHvEK4Nr//BCkIDKLIW8fK6l3F7/WeX/n7kd+7sdieXt7ycvnF9cbqdKOVKTHqTKF8sCLUkzpwmKrPYSrTx1GafAKiVckK1SnLFDBRBOCdplVrijfEkhiRiUBtYsn9J0G3/zPyTcnt5PY5OEASh9uQyObGGWBJDEjHpTfxy6Jeg224t2Eqls+bks4JwLql0VpJakhq0f0PuBgBi9DEkhiQSa4gVwRNBOAPi7GmijhRbiDaeWgLZKlFGDdkigCII5zy5TE6oKjRov06pExdPgiA0WSHqkKB9KrkKmezUZucKwrlAIVegkB0rEKGU+S4wMKgM9T0kQTiniSU8TVRmiYW2ccEvIAKJ1KvJE0lkBeGcJ5fJGdduHMsOLgvYf0/3e3B5Xewo2IHL6yJGF0O0LhqNMnBQ1uVxUWApoMAqVbuI0UvbqxWnPguuJna3nUJrIQWWgurKASa9CaVcfEUJwrnO7DBTbCumwFqAXqknShdFjD6GUnspxdZiSmwlhKhDqpfuhGnCGJY8jNlbZ2N1+V/TjE4ZLRJjCk2a0+2kwCp95+IFk95U43duuCackckjidJHMThxMBXOCnQKHUW2Ij7e+TF94vrU8zuonQpHBcW2YgqthRhVRiK1kZj0poYeliD4EVenTZDF4aLY4jzlEsZVIgxqMkv8y5gJgnDuaRbajBs63MDnez73ab+hww1EaaMY+91Yyh3SMh61XM3DvR/m8paXE6rxnblidVlZm72Wp1c9jdlpBqQZLE/2fZKLml90xgnoyu3l/JzxM6+tfw2bW5ohF6IKYebgmfSL74dWeWqVxgRBaHqKrEW8v+19vt73NR6vB5CSxL41/C0W7lnINweP5XHqHN2Zu7vfzd0r76ZzdGc+GfUJN664sfpzAyDJmMS07tPE54bQZFmcFv7J+ofnVj9XXXpYp9Tx3IDnGJ48POBsEoPKwIO9H+S9re9xz+/3VJ9LicZEZg2eRbQ2ul7fQ20UWgp5c9ObfJ/2fXXZ8mYhzXhnxDu0DG/ZwKMTBF9iDncTVJUI1nS6S3gMapEDRRDOE+GacKZ2ncrCyxYyvu14Lku5jPcufI9r217Lvb/fWx08AXB4HMxcP5PdRbv9jnOk4ggP/PFAdfAEpKDKc2ue42DZwTMe5/7S/by09iWfm6AKZwX3/XEfWeasMz6+IAiNk9vjZtmBZXyZ+mX1DR9ATmUOt/1yG4OTB/tsv7NwJ+9ufZdbu9zKmuw1zNk+h8VXLOamjjcxqsUo3hj6BvNGzSPRmFjfb0UQ6szhisM8+tej1cETkL5zn/znSdLL0gPu4/K4+DH9R75L+87nXMoyZ3HP7/dQ5ig76+M+Ew63g093f8rytOXVwROQ/ha3/3o7eZV5DTg6QfAnAihN0JESKYASfZozUCINakqtTmxO/yzdgiCce8K14XSO7syzA55l5uCZXJBwAd8d+A6X1xVw+3e3vkuZ/diFlsPtYMGeBT4XNMf7YNsHVDpqn6yxwl7B+9veD9jn8Xr4KvUrXO7AYxUEoWkrsBYwb9e8gH3ljnKKrEXEGeJ82ncW7qRVWCsAVh5eCcAjfR7htSGvcXGLi/22F4SmxO6y88muT4J+587dMReL038meYG1gE92fRJwn1J7aY0JZhuDQmshX6Z+GbAv35LPofJD9TsgQTgJEUBpgjJLrCjkMiL0p5d/oKqUsZiFIgjnH5lMhtPtZF/JvqDbHKk4gt1lr/7d7rJzsDT4LJOM8gys7trnVbK5bWSUZwTt31+yH7vHHrRfEISmy+F2+ARsT5RlzsKk889/UOmsRClT4sVbXW1HJI0VzgVWt5W0srSg/YfKD/nM1qzidDt9ZpWeKK00+DEbA5vLFjCfUZXDFYfrcTSCcHIigNIEZZVYiTKoUchP74KhOoBSLgIognA+UivUdI7uHLS/VXgrtKpjuQO0Si0dozoG3b5NRBv0Sn2tx6NT6mgT3iZof+fozmgVIpeBIJyLNAoNUdqooP3NQ5uTZ/Gfum9UG3F5XShkCkJUp5dMXxAaM71ST4fIDkH720a0RafU+bWrFWoiNBFB92sX2e6MxuX0OLE6rXi9gWfGnCmdUodRFTyfWsswkQNFaFxEAKUJyiq1YjrN5TtwLICSJwIognBekslkjGk1BrU88Oy1u7vfTaj6WBJZlULFhHYT/EoiAsiQcUfXO9Crah9AMaqN3NntzoB9KrmKa9tci0KuCNgvCELTZtKbgp7/0bpojCoj+ZZ8n/besb2rczVd3vJyInWi2o5w7lAr1NzQ4QafksRV5DI5UzpPCRhAMelM3NH1joDHjNHH0Cq8Va3GU2YvY0fBDp5d/Sz3/XEfX+z54qzkJjPpTNzc6eaAfUkhSSSHJNf5awrCmRABlCboSLGFKMPplw/VqhQY1ApyxBIeQThvGZVG3hz2JvGG+Oq2UHUoT/d72qetSlJIEu9f9L7PVPoITQT/HfZfWoS2OOPxtAxryRtD3yBME1bdFquPZc5Fc0gwJpzx8QVBaJzkMjkXN7+Yad2moVEceyjUNqIt7458l425G5HLjl2mDkwYyM2dbmb+rvmMaTmG+3veH7AiiSA0Zckhybw78l2f2VmR2kjeHv42zUKaBdxHIVcwuuVo7uh6h88DknYR7Zh78dxa5QYyO8x8nfo1k36cxA9pP7AuZx2zNsxi0g+Talx6WxtKhZKxbcdyY8cbUcqPPbDpHN2ZDy76gBh9TJ2+niCcKZn3bM3HamTMZjO9evVi06ZNGI1nVnazofV5+TcGt4lmXK/Tj8g+tngbIzvE8sIVnc7CyATh9J1L52ZT8G/Ov8xcP5MbOtxApDYSt9eNy+Ni0b5F1TcoJ8768Hq95FvyKbGX4PV6idBGYNKZ6mx2iMvjotBaSLGtGLlMTqQmEpPeJPIaNCBxXgr1xe6yk2vJrc79cKjsEAv3LmREsxH0j++Py+MiJSwFtVxNhaMCo9pIlDYKg/r8DJ6Ic/Pc5/F6yLfkU2ovrf7OjdHH+AQUA7G5bBRaCylzlKFVaInQRhCprd0srfSydK5YdkXAvhHJI3h50MsY1XX7/5/VZaXQWki5oxytQkukNpIIbfClSYLQUPznZQuNms3ppqDCftoljKtE6NViCY8gnKdcHhdfpX7FwdKDvLj2Rb/+HHMOV7a6kmh9tE+7TCYj1hBLrCH2rIxLKVcSZ4gTFTQE4TykUWrweD3c9/t9Pu1f7PmCL/Z8AcDbw99meLPhDTE8Qah3cpm8Vt+JWqWWpJAkkkg64zGsyV4TtO/PzD8pc5TVeQBFp9SJ5TpCkyCW8DQxVctvomsbQDGoxRIeQThPebweHG5H0H6Hx4EHTz2OSBAEQfpsqklNn1uCINS9ms45j9dz1hLKCkJT0GABlKVLl9KuXTu/n/bt2wfcfs2aNVx++eV069aNG2+8kSNHjtTziBuHrBKpzFdtksiClEhWlDEWhPOTWqHmqtZXBe0f1WJU8Ez+lhIoToOig2ApOjsDFAShYVTkQeF+KDkE9op6f/lQdWjQJ88yZHSICl6ZRBAaNacFSjKk86s8G5pI4OGChAuC9vUw9RAVsITzWoMFUEaPHs2qVauqf/7880+aN2/OjTfe6LdtdnY2d999N9dccw2LFy8mMjKSu+6667yMfmaWWJBBrZLIgrSEp6DCjttz/v3tBEGArqauAUsTR2mjuK79dagUKt8Ojwfyd8OXk+DtHvBOT/j8WsjeAi5nPY1aEISzwm6GA7/DvFEwu7d0ji+bJgVS6pFJb+KFAS8ErD5ya5dba53HQRAaVFkW/PiYdG7N7g0fjoAdi6UHEo1crD6Wy1te7teulqt5st+ThGnDAuwlCOeHBgugaLVaTCZT9c93332H1+vlkUce8dt20aJFdO7cmSlTptCmTRtmzpxJVlYW69evb4CRN6ysUitRRjVKRe3+00Ua1Li9XorM9joemSAITUGMPoa3h7/N430eJyU0hQRDAlM6T+GL0V+QFBJg3XTpYZh7CRw+bj109hb4+BIoTa+/gQuCUPdyt8PnV0uzywC8HtizHD4ZI9381aNupm58dflXjGw2klh9LF2juzJ7xGxu7HhjnedaEISzzpwPX0+GLZ9B1XKYihxYehsc+LXRz0QJ14bzSO9HeG3Ia7SPbE+sPpYrWl3B4isW0ya8TUMPTxAaVKNIIltaWsqHH37IjBkzUKv9Z1Zs27aN3r17V/+u0+no1KkTW7dupV+/fvU51AaXVWIlqpb5T0AKoADkltuICdXW1bAEQWhCYg2xXN/hei5NuRSP10O4Jtx/5gmA2w3bFoK93L/PZYc178Kls0AlPksEocmxFMHPTwfuKz0sBUrDEuttOBqlhnaR7Xh50MtYnBbUCrVPeXNBaFJKD0PWpsB9vz4HLQZBaEL9juk0RemiuDTl0upqWEa1EZ1S19DDEoQG1yiSyC5cuJCYmBhGjRoVsL+goICYGN8a4FFRUeTm5tbH8BqVIyWWWieQBYjQSzdJIg+KIJzfZDIZUbooTHpT4OAJgNMMaX8EP0jGP4GDK4IgNH5OK2RvDt5/8Pf6G8txDCoDJr1JBE+Epi1na/C+ihxwVNbbUM5UhDYCk94kgieCcFSDB1C8Xi+LFi3ihhtuCLqN1Wr1m5miVqtxOM6/rOyZJVZMxtrlPwEI1alQymWilLEgCCenUENIvPTvMjlEtwVTe5AfnbxoiJG2EQSh6ZEpQB8VvD+8Wf2NRRDONVXfnYEoVOK7UxCasAZfwrNjxw7y8vK47LLLgm6j0Wj8giUOh4PQ0NCzPbxGxen2kFduI7qWFXgA5DIZkaKUsSAIAZRY8imyl7Mhdz1Oj5O+cX2JvOQl9PooCjtdzqbSfbi9bnpHdCD6wB+ENh8EuvCGHrYgCLVhjIEB98LKF/z7DDHQYQwcWi3lSYloAbGd8YYkkGvNZ1/JPo5UHKFdZDuahzQnxnBslrDFaaHQWsiW/C1YXBZ6xfQiRh9DuDa8epsSWwl5lXlszt9MiDqE7jHdMelMaJViOaBwjojtAmpD4JkmXSaANgyK0+HIOrBVQPMBEJIAhhqCmvXM6XaSb81nZ+FOCiwFdIvpRoIhgShdzWMssBRQbCtmfe565DK5dC2hjTzpfoLQVDR4AOWff/6hd+/ehIUFn6oZGxtLYWGhT1thYSEdOpxfZe1yy2x4vGA6gyU8IFXiyRUzUARBOE6BOYdlad/zzpZ38HIsud1Vra5i8gV3cu3ya322v77NWO5I6IqojSEITZRcAd2vk27g9v10rF0fCTcugwXjoehAdbM3oSepV7/Frb9No9xxbOleckgycy6aQ1JIEmaHmZ8P/cxL617C4/VUb3NZymU82udRonRRFFgLmLF2Br8fObZESCFT8MqgVxiWPAy9Sn9W37Yg1IvQBLh+CXxxrW8QJaEnDH8S9v8Ky6aCx32sr/0YuOwNCImt//GewOF2sClvE/esvAeH59hD7B6mHvxn6H+INQQeY15lHnN3zmXh3oU+7bd3uZ2J7ScSo48JuJ8gNCUNvoRn+/bt9OzZs8ZtunXrxqZNxxIxWa1Wdu/eTbdu3c728BqVIyUWAExnMAMFIMKgIqdUBFAEQTgmszKXt7e87RM8AVh2cBmpJan0j+vv0/7F/sXsLN1fn0MUBKGuhcTBlf+DqaukG7drP4bb/4JfnvUJngDkXzCNaX/c7xM8AThScYTn1zxPmb2M7MpsXlj7gk/wBOCH9B/4J/MfPF4PK9JW+ARPANxeN0/88wR5lryz8z4Fob4plJDUB+5aBxMXwOjX4baVMOkrcFrgm9t9gycAe5fDrqWNokJPviWfu1fe7RM8AdhSsIV5u+bhcAdOo7CraJdf8ATgwx0fcqjs0NkYqiDUuwYPoOzfv5/WrVv7tLndbgoKCqqX7Vx77bVs3ryZOXPmsH//fp588kmSkpLOuwo8mSVWAKIMZxZAiRQzUARBOI7NUcmXe78M2v/Fni+4oaN/nqqPdnxEuUgiKwhNmyEK4rtAn9ugy7XgccLBlb7bKDXkao0UWgsDHmJ97npKbCUs2bck6Mt8vPNjcsw5fLL7k4D9Xrz8lP5TwD5BaJIUSimXUPvLoO/tkNRbWjq3fVHwIMmad8Dc8IHELflbcHqcAfuW7FtCkbXIr73IUsRnuz8LeszP93xOhb2izsYoCA2lwQMohYWFfrlMcnJyGDRoEFu2bAEgKSmJd955hyVLljB27FhKS0t59913kclkDTHkBpNZYiXSoEatPLP/bJEGDbllNryNIMItCELDs7msFNoC3xgBFNuK0Sv9p9UX24qDXmAJgtBEuQI8YFHpKXPUHCy1uW3kVOYE7S+yFeH2uim2FgfdJsucdcrDFIQmqzQjeF9lvv/MlAaQWxm80qnNbcPlcfm12932gIGVKkXWImxu8QBXaPoaPAfK9u3b/dqSkpJITU31aRs6dChDhw6tr2E1SpnFljPOfwIQaVBhdbopt7kI0wUpXyoIQtPi9UJlAXg9oIsAZc2fFR6vh2JbMV6vl1B1KH1j+7A+d33AbbvHdMfsNPNI70eQy+Ssy1nHqqxV9Inrg1FlPBvvRhCEhqINl5bzWIpgx2Io3Ae2UpJ0wXMX6JV6QtWhDE0ayh9HApc+72HqgU6po6upK5vzA5dPHt5sOJXOSiqdlajlap/Es4LQZFmKwOUAbaiUWLbtKNj+VeBtk/qBuuHzAPWMCZ5eoVlIs4AJn8O14fSM7UlGRQYDEwbSP74/XrysylrFvzn/0ju2tyhPLpwTGjyAIpy6IyUWos+ghHGVyKNLgPLKbSKAIgjngooc2PM9rP9ASlbXbjQMuEeqnBFgpl5eZR4/HfqJr1O/xuFxcHHzixnXdhyf7vnML7+BSWfirm538c3+b/jl8C+4PW6GJw/nfyP/R3JIMpqTBGoEQWgiXA4oPgh//wcyVoPBBL2nSGXLVzxG1KE1XJw8nF8CBEju6HoHJp2JAQkDiNJGUWTzfQqtkCmY2GEiP6f/zAM9H+Cmn27yy7d0VeuriDPE8eQ/T7KzcCcx+himdp1K95juRGgjzupbF4SzorIADq2CVf+VluU0GwBDHoNm/SAsCcoyfbeXyeGiF6WHIA2sWWgz2oa3ZV/pPr++R/o8gklv8mvXq/Tc1PEmLmp+EX9n/s0Xe75ALpNzYfMLmdxxMs1Dm6MW5ZuFc0CDL+ERTt2REusZJ5AFiDRIH16ilLEgnAMqcmHRLfDjI1C4H8qzYcNHMGcYFKf5bZ5Xmce9v9/L6xtf53DFYXIrc/l096e8v/V95l0yj75xfau37RjZkY8u/oj7fr+Pj3d9TGZFJjmVOSzYu4Dn1zyPQq6oxzcqCMJZlbsDPhgMO5dInyu5O+CnJ+DwWhjyGGEOO0/0eZxbOt2CTqkDIFIbyVN9n+KaNtegUqhIMCbwyaWfMCRxCDKk4G3biLa8NuQ1FuxZwKyNs1ietpwPLvqAlmEtAZDL5Fzf/nouTbmUST9M4o8jf1BgLWBX0S7u++M+5u+aj9lhbrA/iyDUiqUE/ngFFt0MOdukc2rXN9I5VpYFU36G9pdLQRMAUzu48VuIaRwVRlVyFc8OeJZRLUahlEvP2xONiTw/4HmahTQLup9aqeaFtS+wYO8CsiuzyTRnMn/XfF7b8BpquQieCOcGMQOliXC4POSV2TCF+E+ZO10RehUyILfMeuYDEwShYeXvlm5wTmQrhb/fgMtfh+PKgm4v3M6e4j1+m/9w6AdaRbTi1YGvUOEy4/F6CFeH8Xf2KtLL0/22z7Pksfzgcm7vcrsIpAhCU1dZBD88BO4AOY12LoGp/4CpHSalhnt73MvE9hNxuB1olVpi9DHIZceexzUPbc6rQ17lUNkhcipzyK7M5r+b/kumWXravmjfIjpGdmTuxXOpdFaikCtQyBRM+WWKX/UegHk753FNm2swqsVyQaEJMefBxo/92z0u+P5BqVT41e9Ly3s8LtCESglmG4lcSy63/XIbl6ZcyqzBswAosZfw5d4v+fbAt7wz4h2/JXZuj5sV6SsC5k/JKM9gdfZqxrYdWx/DF4SzSgRQmojsUitezryEMYBSISdcrxIzUAThXLAtePUc9nwLI5+pDqA43A6WHVgWdPMvU7/kytZX0jK8FQBmh5nlB5cH3f7H9B8Z13YcUbqoWg1dEIRGwl4GOVuD9x9eC/FdAapnmtTE6/Uya8MsthVsC9i/MHUhI5uPpHlYcwAOlh4ksyIz4LZevOwt2kvz0OYnfx+C0FgcXhe8L28n2MogygSakPob02lYm70Wu9vOsgPLAl43mJ1mvwBKmaOMH9J+CHrMbw98yyXNLyGkkb5nQThVYglPE1FVwjimDgIoIC3jySkVARRBaPJUNSSbU/pOl5XL5GgUwT9D1HK1z5NkuUyOSh48T9KJ2wuC0ETJ5AHzJVULkDCyJif77FDKldVLfKq2r4laKab+C02M6iTX67LGPXOzplwlcpk8YCVUOfIal+moFWrkcnHNIDR9YgZKE3GkxIJcBlGGurmIiNCryRFLeAShwRVZiyi2FeNwOwjXhhOtjT69xKw9boBN84L03SglgjxKKVcysd1E0svSmdxxMuGacNxeNx6vh0WpixidMhqXw0JqxXbcXjfRumiuaz+RtTkBlggBU7tOpdJZyZGKI3jxEqGJIF4fj0opklMLQqNRnn10mYAb9FEQEg+K4y7/XHapitd1X0lLCcqzYe1sKDkk9at00HIoFB2UnpprQ0FvAl0YxbZiSmwlWF1WwjXhROmi0Cl1GNVGJnWYxMa8jdUv0zu2N+PbjUcpV9I8pDkl9hIyyjNQypWEqEMY0WwEvx/+3W/4KrmKNuFtzvIfSRDqWFI/KTAZYFkaKUOkc7EiFyoLweOUfjfG+T348ON2QEUeWApBrpL2C40HwOayUWgtpNReilahJVIbSaQuslbDvyDhAmL1sdzY8UaSQ5Nxup2o5Cp+OvQTNpeNcHW43z7h2nAmtJ/AN/u/4br216FWqJHJZFQ6K/lizxdM6jAJlVxFljmLUlspKoWKCE1EdUJaq8tKobWQMnsZOqWOSG2kSCAtNEoigNJEHC62EGXQoFTUTeQ2yqjhYL5IyiYIDWl/yX4e/uth0sukHCMahYapXacyru24Uy/fGZECvW6GTfN926NaQd/bQeEbzGgVlsIDPe9n+roZ5FnyAAhRhfBArwdoH9mO63+5hXxLPgCh6lA+vPB9BicO4p+sVT7HuanjTagVam748YbqihsRmgie6f8M/eP7E6oJPa2/hSAIdczlhKyNsORWKM+S2rRhcOlrUqUubShYimHrAvjjZXBapG0iW8Kls2DldCg6ALf8BD8/Dak/SIEWgO6TyBj2KI/+80R1TiWlXMmk9pOY0nkKUbooupu6c0HCBazJXsPVra+mQ1QHZqybwfh240krTWPuzrlYXdKDnKSQJGYNnkWprdSvxPGLF7yISedf8UMQGjVjDIx6FVY85tuui4DL3pSSvC+6GUqO5hhTG+DCF6DLuOBVeKylsHsZ/PIM2CuktvBmMHYexZEt+HzvAubvmo/TI+UyahvRljeGvkGLsBanPXyTzsSbw97khTUvsL90vzREuZoJ7SZwXYfrMKgNAfcbmDAQuUzOzPUzKbWXAhCljeKJvk/QKbITX6d+zdtb3q4+95NDknlj6BuY9Cbm7pjLl3u/xOV1AdAxqiP/GfIfmoUGT1orCA1B5vV6vSffrOkzm8306tWLTZs2YTQ2vURk9yzYTFpBJc9e3rFOjvfdtmyWb8tm54uX1MnxBKG2mvq5WVvZ5mzGfz+eMnuZX9+MgTO4svWVp36wykIo3Af/fgCOCugyAVoMgrBEv00zSg5wzfcTcHgcfn2vD32dmf/O9ClBqpKrWHT5V+Ra8vkq9StcHhfj240nzhDHhO8n+CV9lCFjwWUL6Bzd+dTHLzQ65+t5eU4pOgjvDZBmmJzolhXQ/AKpKsiim/37tWFw3Zegj4bfnofUH32688Z+yOS9H5FTmeO363097uOWzreglCsptBZyoOQADo+Du1feTYvQFtzU6SZeXPui334GlYEFoxfw3cHv2F28myRjEhPbTSQpJAl9TUsVzzPi3GwiyrNh/YeQ1Av2LAdzPiT2hOR+YIiB+ZdBoOpS130F7UYFPubBP+Czq/ya3a0vZGGPK5i18XW/PpPOxILLFhBniDut4edW5jLx+4l+JckBnur3FBPaTQi49G5P0R4mfD/Br0y5Qqbgi9FfMHnF5OoAT5WLm19Mq7BWvLf9Pb/jJRmT+GTUJ8QYGk+CXUGo1QyUnJwcXn/9dfbu3YvdbufEGMzKlSvrZHDCMYeLLXWSQLZKlEGN2e6iwuYkRCum2wtCfdtRuCNg8ARg9tbZDEgYQIz+FC8YDNHST2Jv8LqlKfcBeNxulh/4LmDwBODLvV9yRasrmLfr2JIgp8fJ6xtf5/ULZtBn6Ot4vV5cHhcv//tywIoZXrzM3zWf5/s/LxLFCUJD8XqlBNOBgicgzTi5+gP4fXrgfluZ9IQ8LMkveIIuggyVKmDwBKSqOZe3vJx4YzzRumi0Ci2P/PUIAFe3vpov9nwRcL9KZyWrslahVWhJNCRydeuraRvZ9pTeriA0OkUHYdWbUp6yNhdLM0XS/4H9v0H7IMETgN9fkoIuhhNmXVmKpb4ACruNZ86OdwP2FVgLOFBy4LQDKPtK9gUMngB8sO0DRiSPINYQ6ztEp4UPd3zoFzwBcHvdLNy7kBHJI/g542efvpHNR/LS2sDvLdOcyZGKIyKAIjQqtQqgPPbYY5SVlTFhwgRCQsQFcn04UmyhXWzd/a2jjNIay5wymwigCEID2F24O2hfbmUuzkDlRE/mJGunHS4LO0v3Be1PL0vnkhb+s9IOlKVhcVZiOnpBV1pZysGyg0GPc7D0IGanWQRQBKGhuOyQvTl4f0GqlEuhKPh5TNZm6Wn5iULiSDNnBd2twlmBzX0sSb3FZeFA6QEA4o3x1UsWA9lTvIdWYa1YvH8xCcYEupi6BB+fIDRmBXulfzot0rKbKh3GQGFqDfulgivAQw6XFQr3B9zFpjFSYi8Jesh9JfsYlDToFAZ9zN7ivUH7imxF2N3+wVmry8qBkgNB90srS6NnbE+/dqVMSaWzMvh+5Wn0iut1khELQv2pVQBl27ZtLFmyhDZtRFKv+lBhc1JicRIbenpZ8GsSbZRms2SXWmlbh4EZQRBOTZvI4J+fJp0JlaKOA5seD2qlnnZhKazOXh1wk+SQZHIrc/3aW4Q0Q6s8NqvFqDLSPLQ5u4sCB4GahTQTU+4FoSEp1BDbGQ78Ji3HaTFYyod05F9paUFkSykBZXhzKM0IfIy4Ln45lAAw59HcEB/0pfVKvU+1L61CS/PQ5uRZ8si35JMcksyh8kMB920V3oq00rTqfxeEJsXjgaoqM1GtpX8qVFLSWG045O+Rzr/WFwY/RmTLwOedQivlPMvd7teldloIVYdS7igPeMjanEutw1sH7QvXhAes0qNT6mgR2oL08sBB0mYhzapzrB3P4/WgU+qq86KcqHmIKGEuNC61ykjavHlzysoCTz0X6t6R4rotYQxSFR65DLJFKWNBaBA9YnpgVAVevz6129S6SZpYWQSZG+G7+2DJFOQHf+eq1lejlAWOnY9vN57v0773a7+z862EGI9N1TWoDdzY8UafMqTHu6XzLYRpws58/IIg1I5cLlXoGvEsjHkLNEZABsOehCtmw7CnobIALrg38P5qA7QaLgVfWg737bMUk+KRBf2Mur7D9T59oZpQpnWbBsCyA8uY1GFSwP20Ci1DEoewPG05YZowOkR2OO23LQj1rmom19+vw6KbYM07UJwO0W2kRO4TPpcCHx4XdJsIgx+CtqOClwYf/rSUgPZEhiipLwDTtsXc3PHGgH0RmohaLYXrENkh6Pf4lM5TAp7/epWe27veHnAfGTImdZjEH4f/8Ov7/fDvTGw3MeB+sfpYmoeKAIrQuJxyAGXDhg3VP5deeimPPfYYixYtYt26dT59GzZsOJvjPS8dLpamtcXU4QwUhVxGpEFNdqkoZSwIDSHeEM/Hl3xMrP5YYEIpU3Jzp5u5qNlFyGSBgxOnzFIEf70KH42EzZ9IySIXjCWhooj/DXuTcE149aZahZanej9GSkgznydAOqWO5/s8TtvQFL/DJxmTmDl4pk8QSK/U89IFL4mnRYLQGGjDpFLEi26W8qHsWgrf3StV7NKGwofDpeUF/af5PvEOiYcbl0NYslQN5MrZ0gyW48TtWs5HF77vc2Mjl8m5qvVVUqnSE56gt41oy/MDniezIpMKRwU3d7oZpfxYIDdaF83skbNZuHchicZEPr7k49PO2SAI9c7jhiPr4X/9pXxCe76TKuS8PxAcFojvAQsmwIaPYPe38Otz8P1DoI2AG7/zDZQo1FLAM2VI8NdL7gsXTQflcQ9UDdEoL7iXa9pcw4S2voldk0KSmHvJXOJrmDEWTJwhjo8v+ZhE47Fk9AqZguvaX8cVra5AIVcE3C8lLIVXBr2CXnlsFmqIKoT/DvsvCYYEpnSe4nfuX9/heiZ3nMyVra70eTDTIrQFH178oV+uFUFoaKdchad9+/andkCZjD179pzRoM6Gppy1/IO/DvJ/v+1n7k29z/ym6jgvfLeLTomhvDm+e50dUxBOV1M+N+tCviWfImsRNreNaG00Ubqouln+krkBPjphmrAuAkb/B/fBlRRccDdFHjsuj4todRjRu75HkdCDAlNriuzFuD0uTDoT0dpI1NrAT6HsTju51lyKrEV48RKtjSZGH4MuSBJboek438/Lc0LGWpgXpJrH0Mcg/W84vA66ToBOV4PTKgVNwhKlIMrx1xuWYmnGirVE+hzRR4MhigJLASW2EipdlURqI4nSRmFUB/7/xe62U2QtosBSgEFlQCFXUGQtQiVXEaYJw+Vx4fa6idBGnHoC7fOQODcbkbIs+GCw9MDiRJOXwRfXSkGWE7W5CK79GOxmqMwHtx2McVLiWPVJvv+dVqmijzlXCroYYqTzVS6n0llJkbWIIlsReqWeSG0kJv2ZzWYtsBRQbCvG4rIQpY0iSheFQRW4hHEVh9tBobWQQmshMpmMaG00Jr0JpVyJ1WWlyFpEobUQtUJNlDaKGH0MMpkMs8NMka2IYlsxeqWeKF0U0broMxq/IJwNp5wDZe/e4MmEhLMro9hCbKimToMnAJFGNVklYgaKIDSkGH1M3d8seDyw8WP/9tYXwt4fUOz6hritC4kDkCulqcUAkS2Jn/IT8eH+Sd4C0ag0NFc1F9NrBaGxcbtgw4fB+3csht5TpADK9q+kH5lcCqRcPcc3eAKgj5R+TmDSm075Bk2j0JBgTCDBmFDdlhLmP7tNEJoMc17g4ElECuTvChw8ASk3kaUIIlMgLCHwNsGodBDRXPo5gUFlwKAy0Cy02ekdswanc45XUSvUfud6FZ1SR1JIEkkhSX59RrURo9oorimERq9WOVBGjhxJaWmpX3teXh4DBgw40zEJJ8goqiQmpO6W71SJNqjJEkt4BOEc5AV7hX+zQg2OEzLdVwVPQJrO7/EvTSwIQhPjdQcvkwrS58CJSSC9Hulzwxvkpk8QBF8BKtEA0pI4hyX4fl5v8OCKIAiN3inPQPnpp5/466+/AMjKyuKll15Co/FNapqVlYVCEXhNXCAOh4OZM2fy/fffo1KpGDt2LA8++GDAmRZXXHEFqam+Zb+WL19O27annxipqckostA9ObzOjxsdoiG3zIbb40Uhr9vZLYIg1DOnRUoa63VL2f67ToQ9y323ydwgPXUuSKX46v9RHhaPx+tF77AQ9+OTYGoX8CkzQKWjkjJHGV6vl1BNKCFqUb1LEBotpQa6TIB9Pwfubz0SMtf7t3e7zje/QgBuj5tCayFOjxOtUovL48LlcaFVagNOtzc7zJQ5pMIDoarQgOXNi6xFWF1WFDIFUbqogBU+BKHRCUmQApHuE8oOlxyC+G7B9zO1k/IQOa1QWSgFLzUhQb9/T0f1uSRXEK2NPqWKfg63g9zKXFweF2qFOuDskEAsTgul9lK8Xi9GtVEkjxfOG6ccQOnbt291AAUgUOqUNm3a8Mgjj5zyi8+YMYN///2XuXPnUllZyYMPPkhCQgITJ/pmYna73Rw6dIjPP/+cFi1aVLdHRESc8ms1VQ6Xh+xSK6M6130ytWiDBpfHS0GFnbiwup/hIghCPSnNgD9mws7F4HZCUh+48n8Q00maRlylcB8k9CTt5mXM3jqb3w//jtvrpldsLx4ZM4uWmij0AW6eMsoyeHPTm/yZ+Scer4cB8QN4rM9jpISlBE0kJwhCA2vWX6oEUrjft10bJgVXFozzbY9uC8n9ajxkobWQbw98yxd7v+DJvk+yMXcjyw4sw+KykBKawqN9HqV7THdC1CF4vV4yyjN4Y9Mb/J35N16vlwsSLuDRPo+SEpaCXCan0lHJjsIdzNowiwOlB9ApdVzb5lpu7nSzSBwpNH4GEwx7Cla+4NvudoDaCF3GwY5Fvn0yOVz2hjT784dHYMfX0vaJveDS16Ty46rTvyY3O83sKJDOpYOlB9EpdYxrO44bO93ok6z+RNnm7OpzusxeRrwhnmndpnFB4gU17pdZkcnsLbP5+dDPuLwueph68ES/J2gd3loEQIVz3iknkT3e7NmzufXWW9Hpap8osLS0lIEDBzJv3jz69u0LwJw5c0hPT2fmzJk+22ZkZDBq1Ci2bt3qN+vlVDXVpFtpBWZGvPEXT4/uQOfEuo3sHi628PiS7SyZNoBezc886i0ItdFUz81GoywL5o+WnngdTx8Ft/4C27+Wqm44rdBuNBkjn2TKL7eSb8n32VwtV7PwsoV+5Q6zzFlc9/11lNhLfNp1Sh2Lxyyu07XWQuMhzstzRFkmbJwPWz4Blx3aj4GB94GlBDZ+CPt/lWacdLoG2lwMpvZSEtkAyu3lzNowi+8OfsfDvR/mryN/sTFvo992/zfs/xjZfCRZFVlM+GECZfYyn36DysCiyxeRHJrM2uy13PHrHX7H6BrdlbeGv0W0XiSQPJE4NxsZS7GUS+iPl6EkHaLbwcjnIKGHFBhJ/RFWvyUlfk3qAxc+D/oY+PRyKE7zPZZcAbf/CfFdT3sYqzJXMW3lNL/2HqYe/Hf4f4nSRfn1FVoKeX3j6/yQ/oNf30O9HmJSu0loVP73XTnmHG786UZyK3N92lVyFV9f/jWtI1qf9vgFoSk55Rkox0tKSuLnnwNPC1Wr1ZhMJrp164ZaHTwCWfXBXxU8AbjjDv8vUYADBw4QHx9f6+BJU5ZRJK2hPBszRKKN0n+fzBIrvc4kX5PbBYfXgLVUenoVIp4aCUK9yVzvHzwBKUHdT0/BtXOh9y3SmmtdFP/sX+QXPAFweBzM2TGHp/o9RaRWCqh6vB5+Sv/JL3gCYHVZ+XzP5zzS+xHxtEkQGquwJBj2BPS5FfCCygArnoDdS6WEsZe8LM1aS/0RvhgLl/8f9Lop4KGKbcV8d/A7tAotySHJAYMnAK9teI3O0Z1ZnrbcL3gCUOms5KvUr5jSeQoz188McATYXridTHOmCKAIjZ8+EtqPlkoMux2g1Pouxel1M7S7VMp5ojKALkxaXnti8ASkbX59HsbNl7Y7RYWWQl7d8GrAvi0FW8gyZwUMoJTaSwMGTwDmbJ/DiOQRNA/zv0HYkLvBL3gC4PQ4+d/W/zF90PSTVuoRhKasVgGUpUuXsnHjRjQaDSkpKdI0zYwMrFYrCQkJlJeXExISwocffkirVq0CHuPIkSMkJiaybNky3n//fZxOJ9dccw3Tpk1DLvfNbXvw4EFUKhVTp05l586dpKSk8Nhjj9G16+lHaJua9MJKVAoZkYa6v0HRq5UYNUoyz6QST95u+HoyFB2Qfpcrof9dUvT9FNZdCoJwBrxe2P1d8P5Df4O9vPqJcoW9gtXZq4NuvjF3IxX2iuoASqWzkr8y/wq6/ZrsNZQ7ykWZQUFozBRKCI2X/r0iB9J+A5cNti2Ufo63d7lU1jjAEoIjFUcASAxJZH/Jfr/+KtmV2ZidZv7O/DvoNquyVzG+3XjSy9KDbrMxdyPdY7oHf1+C0JgYavgeNJ7wYHFP4KAFABn/SAmgTyOAYnFZyCjPCNq/OW8zXU3+90w17WN2HstddDyXx8Vvh38Lut+/uf9idppFAEU4p9WqCk/btm0ZOnQof/31F0uXLuWbb77h77//5qKLLuKSSy5h3bp1DB8+nFdeeSXoMSwWCxkZGXz55ZfMnDmTxx9/nM8++4z58+f7bZuenk5ZWRnjxo1jzpw5tGrViptuuomcnJzaDL9JOVRUSVyoFnkdlzCuYgrRkFlSQ6bwmpQehk/GSBHz0W/A+M+kBHTr/gcLJoDTVreDFQTBl0x27MYIIKoNJPSSApkAukhpSvBRKoWKcE140MOFa8N9cpqo5CoiNMdyTUXron1KLodrwlHJRaBUEJoMmRJ0NeSPM8QEffhhVEvLRSqdlTUmi1TIFKjlap/PmmhdNCadCTlyOkZ2pFNkJ5RyJWp58IdDgZ6YC8I5IbSGvIa6SJCf3u2ZUq6s/i5WypXEGeIIVYdW9wc7l0I1oQHbq2gV/oFUhUzh89AkUhtJrD4WuUwac7gmHIVM5EYTzm21moGybNkyvvrqK0JDj514RqOR+++/nwkTJvDYY49x4403ctVVVwV/YaUSs9nMG2+8QWKi9HQ0OzubhQsXMmXKFJ9tp0+fjs1mq17r+cILL7B582a+/fZb7rzzztq8hSYjvbCS2NCzl+DVZNRwpLgWM1C8XvjmTunm7OIZUlI6kJ5cRbeD31+Cb6bC2Hmn/UUgCEJgDreDQmshB0sPYnaaaR/Znqg+t6FQKCnoMYn95YeodFnoFNGe8MIDmJwu6Ulz6k/gtKCN7874tuP5Pu37gMef1H4SKrmK3w//jsvjon1ke6Z1m4ZSruTK1leSbc7G7XXTLKQZv2b8ypCkISLrviA0Ni4HmHOhIBVs5RDXGYwxIFdJZVf7ToUfHgq8b9/bfYKux4s3xBOhiSC3Mpc4QxwahQZ7gDKuI5uNxIuXGzrcgEFlYEyrMWSbszGoDHSI6kCBpYBSeyl2t51ZQ2bx4J8P+h1DKVPSO673Gf0ZBKHelOdIydxLj0BkCoQl17ycvetEWPXfwH3974LTTKAcqY3kylZXkmBMoHVEaw6XHyZcE45OqWPeznn0iOlBoaWQXEsuh8sPE2eII9GYSJw+jghNRMBlul2juxKmCSPHnMOh8kOU2EpoHdGaGF0ME9pNILcyl/HtxlNgKcDmttEitAWrs1eTEpaCTqnjcPlhUotTkclktItsR5QuCr1Sf1rvSxAaq1oFUPR6PQcPHvRbnpOWllad98RisaDVBr/xN5lMaDSa6uAJQEpKSsBZJUql0idRlkwmo2XLluTl5dVm+E1KemHlWSlhXMUUomFHlv8UvZPa9Q1krIaLjgueVEnoDoMfgT9fgbU9YeD9dTJWQTif2Vw21ueu5+E/H8bmPja7681hb+JudQHPrLjB52bmqtZXcVenKcTP7isljzwq7p5/mdp1Kh9s/8Dn+COSR9AxqiOjlo7C5XEBIEPGrZ1vZXzb8dz52524vFK7XCZnSqdb6BzZ4Wy+ZUEQTpfTBhmr4KvJUmnzKl0nQJ/bYd4lMOYtKWHs/l989x35HESkBD10jD6G2SNnc9svt/HZ7s94fsDzPL/meZweZ/U2KaEpXN3masYuH8t7I9+jY1RH7vv9PtxeNyB9dtzS6RZkMhlPrXqKJ/s+yWuDX+Oxfx6rPoZCpuCNYW9g0pnq5m8iCGdT0QH47BopgFLF1A4mfQ0RLQLvYzRJFXdWPObb3mIQdL7mtB88apVabutyGy+ufZG3t7xd3R6qDuW/w/+LWq5m6m9T2Veyr7ovzhDH3Ivn8tbwt7jztzuxuI59XsTqY3lp4EvkW/KZ+utUKpwV1X1DE4fydP+nuaTFJTz858M4PMdKOI9rO45BCYNYsGcBs7fOxuP1AFJA9PG+j3NZy8sIUfuXMReEpqZWAZQpU6bw1FNPsW/fPjp37ozX62XXrl188skn3HrrreTm5vL8888zdOjQoMfo1q0bdrud9PR0UlKkL+y0tDSfgEqVyZMn069fP+655x4APB4PqampXH/99bUZfpNhd7nJKrFyaef4k29cSzEhGrJLrXg8XuTyU1wm5PHAnzMhsbcULAmk+QXQ+VpY+RKkDJGykQuCUGt5ljzu//3+6iAGSJVzko3JTPhhQvWFSpVlB5bROaoTEzpc4VNGMX52P8bdt4mLml/En0f+xO62MyRpCKHqUK797lqf43vx8tHOj0gOTSZGH0N2ZTYgJZf9aOdc+sX0IC4kcMUOQRAaQEW2tITW4/Jt3/6VdDOX1AeWPwAjnoGeN0rVQwzR0G40hMT5PxA5jlwmp1NUJ7658hu25m/F5rLx5WVfsq1gG2llabSPbA/AU/88hVKmpNhezJub3vQ5hsfrYe7Oubw6+FXC1GFMXzedBaMX8Mkln7A2Zy0x+hj6J/THpDOhVZ692beCUCfMebDwOt/gCUizv5ZOhesW+iaUrWItgewtcP1iKRG83SwVYajIgbS/oOfk0xqGw+1gYepC1uas9Wkvd5Rzz8p7eHvE2z7BE4Dcylym/jaVzy79jK8u/4ot+VtIL0unS3QX2ke2RyVXcd0P12F1+c5SX52zmpzKHJ5d/SxefAu5Ltq3iO4x3fk+7XufaxKX18XL/75Mp+hOdInuclrvTRAao1oFUG6++WYiIyNZsGABc+fORalU0rp1a1588UVGjx7Nhg0b6NGjB/ffH3zmQcuWLRk2bBhPPvkkL7zwAgUFBcyZM4dp06bhdrspLi4mLCwMtVrNiBEjePfdd+nQoQMpKSl8+umnVFRUcPXVV9f6jTcFh4sseIGEs1CBp4opRIPL4yW33EZC+CmWpT7wKxTuk6LnNel+A2RvhW+mwdS/QSkqdQhCbf2W8ZtPcANgYvuJ/Jj+o1/wpMqnuz9jcL9nSTgugAIQ++UNxN60nHbdpgJSUriX1r7kd/wqS/cvZXTL0Xy04yOf9g93fUKnqE6EiEoZgtA4pK7wD55U2TQfhj8lBU1+ewHUBojtBIl9pGo96pMnfVTIFSQaE0k0Hguc7inZw66iXaxIX0GRrQiQZsAFWyoI8O2Bb7mkxSUs2LuAr1K/4tl+z9IzrufpvFNBaHjmAul6OJAj66CyMHAAZec3UgLn7V9BXBepcs+Wz6Wk7+HNpRlip1HRsshaxNepXwfss7qspJWmkWBIqH4IUiWzIpN8Sz4dozrSIqyFT9+KtBV+wROAAfED+CH9B7/gSZX5O+czptUY3tr8ll/fJ7s+4eWBL6NRnn9VVYVzS60CKABXXHEFV1xxRcC+Pn360KdPn5Me4/XXX2f69Olcd9116HQ6rr/+eiZPnkxWVhYjR47k008/pV+/ftx8883Y7XZmzJhBYWEh3bp1Y968eT7Les5FBwsqgbNTwrhKzNH8KkeKLaceQNn4MUS1BtNJpu8rVNLyne8fhDVvw5BHznC0gnD+OlR2yK8tTh/HtoJtQffJt+TjUgdYc1yeI5UuPcrhdpBlzqrxOMcnk62SZ83H7rIiJuQKQiNRdDB4nzkPtOHHfndUwpH14LSC8+FTCqAEsqtwF1vyt/i0RWgiOFB6IOg+eZY8esZKAZPcylxsbhsalbipEpoYe3nN/c7KwO1FR6tYeT2Qc8J3eEV28CBosJfxOAMGO6rkW/IJ14T7BVBAKmUcSKY5M2B7uCacAktB0NfKs+QFTVafY87B7raLAIrQ5NU6gLJ27Vp27NiB0+nE6/WNQlYttTmZkJAQXnvNfxZDUlISqamp1b/LZDLuvPPOcz5h7InSCs0Y1ArCdGevyoXJKH2IHS620K/lKWS8r8iT1k33vVOqAHIykS2h45Xw92vQZRxE+NeTF4Rzjq1cStaoCYVTuFAoryzA5XESoo1EFaB8KED/hP4sO7iM5qHNubDZhWgUGmxuGz1je/Jzxs+khKYwotkINAoNWwu2sjZ7LR2iOqC1lFA29BE8CjWhh9agSP9LWlJ3XIlBrVJLn9g+rM9dH/C1O0R24FD5Ib/2rpEdMWgiKDXn4vV6CTfEIju6dtvr9VJqL0WGjPDjb9oEQTh7UobAxrm+bbGdoO2l0hPtAElfSR4Aap30tFyuBF14dZfdXkGloxyNUo9cpcXitKBX6vHixeayoVfp6R3bm4V7fcshHyo/RIfIDuws3BlwmF2iu2BzSbmcusV0q67wcyKby4bFaUGn1KFTneJDHkGoL4ajVem04VLukpB4qULlrm+kBO7BvvtaDpdmn7QaSXnf23ArNYQcWoNy1ZsQ3x2q/l+3FEtFG/SRNV5za5VaYvWx5FkC54ZsFd6K79O+58pWV5IckkyBtYCfDv1Emb2MOEPgikCByh6DdG4PSRrCH0f+CNjfMbJj0PLkvWJ7oVfqcXlclDvKUcqUfpWAHG4HZocZtUId9HNBEBparQIor776Kp9++int27fHYPB9YiE7S+V2z0dpBZXEh+vO6t9UrZQTZVBzuPgUSxnvXiZ9iKcMPvUX6XYdpP8FvzwDEz6r1TgFoUmoLITszbD6LagsgJTh0O8OaUquwv/jtqgim20F2/gk9UvKHGUMjuvH+HYTSAxphvyE7XvG9GTGwBlUOiv5Mf1HKp2V9Ivvx4XNL+SVQa9QZi9jRfoKLC4LAxIGMLnDZELVIewtTec9y27sLjuXtBvImMH3k6Azge5YrgO5TM5lrS5j3q55PonkQEroOLbtWB75y3cGmVKm5KYut/L9gWUsSvsOj9fD1SmjubDFJXjlCn4//DvfHPgGgGvbXMvw5OHEnmZlAUEQTlNSbymXSUWudBN2+f9Jn0U7l0rBkzYXS8ktv38QyrOk4Eq/O+Cv/8C+FaAJgQH3Yk/uxxFHMZ/s+oRQXRQDEwayeN9iDpQdoFVYK65tey0bcjZQYCvgxg43cmXLK/k27dvqYfyd+TfvjnyX5QeX+yS9Bqk8+phWY9hbtJf/DPkP7SPb+5RPB2nZQUZ5Bh/v+JjUklRahLXgts63kRKWIm6qhMbDYIJLX5fKEm/5XCquEN0Orv0IynOl6leBtBhE4Z1/s7H8IJ/t/wKLy8KFCYO46t5/SXQdrZ63/iPY8qk0S6XHDdB+DIQFzjlm0pm4v+f9PLXqKf+XCm1By7CWPDfgOb498C0/pv9IojGR5/o/R4G1gEhNgCVGQEpYCs1CmnG44rBP+47CHTw/4Hk+2/0Z5Q7fGTgyZNzd4+6AlbW0Ci0T2k8g15LL0v1L+ePIHxhUBiZ3nEyv2F6Eq8M5Yj7C57s/Z2PeRmJ0MUzpMoUOUR2CzmgRhIYi8544feQU9OnTh2effTboEp7GyGw206tXLzZt2tRklv5c9e5qQrRK7hrW+qy+zkvLd9EmNoS3rzuFRK9zLwGvG0Y+f3ovcvAPWPUG3PwjtBhYu4EK56SmeG4GZC2Vkiv/+75vu0oPt/4qlRI9Tok5hzc2/pdvM1b4tBtVRr4Y9QktI9v6tBdbi3lx3Yv8fvh3n/b/G/Z/LN6/mFVZq3zao7RRzLloDhN/mOhTJcOkM/HZpZ+QGJLss73b42Z/6X6eW/0ce4r3ANAspBnPD3ieSHUYj69+qjoJXYvQFjzX/1l+TPuRxQeW+BznfyP/x382/sfvCVTb8Lb878L/iSBKE3HOnJfno6KDsPx+6Dpeuqk78q9vf2iiVInnz1fhindg/mgpqWWVtqPYOOQ+bv/9HrqaunJ5y8uZvm66X86Dp/o9xW8Zv7EpbxP/G/k/fjn0C0uOfh5E66J5vv/zROmieGHtC9WfHSlhKdzT/R4W7VvEupx1dDN1Y9bgWSQel4za4/Xwd+bf3Pf7fX6v+cqgV7ikxSWoFedvTjVxbjYiLgfsXAzLpvm2y2Qw4Qtp5leAijpFFVm8sG4Gf2b7fm9HaiP5/JJ5JC++EzJPOG+j28Dkb4MGUQ6WHuTvzL+Zt3MeJfYSZMgYlDiIB3o+QJ4lj3t+v8cvX9pz/Z/jilZXBF1Sk2XO4pV1r/BP1j948RKpjeSBng8wstlI8q35vLD6BbYVSkuQEo2JPNv/WbqaunKg9ADPr3m++jqgbURbpl8wHYPawA0/3uC3bGhks5Hc1+M+xi0f51PVB2Bq16nc3OlmETgVGpVazUBRKBR07Rp4apdQN7xeLwcLzIw+ixV4qsSEajlUFGSd5vHMBdKF2AX3nv6LtBwKe5fDz0/B7X+cdok2QWj0KnL9gycglRJd8Zh0MaU/lkck15LvFzwBMDvN/HfzW8wcOB2j7tiTocMVh/2CJ5HaSGxum1/wBKDIVsSnuz/louYX8WP6j9XtBdYCFuz9kgd6PoBKcWx5oEKuoH1kez648ANKHaV4vB5C1aGY9FIp0Q9HzKbMXo4XD6HqcDbnb/ILnnSJ7sKuol0Bp+/uK93H6uzVXNPmGv+/kSAIdSeqFUz8Ag6t8g+egDTz5NBquO5L+OkJ3+AJUDDsUZ5d9ywur4uJ7ScyY92MgAkj3978Ni9e8CLrc9fzwtoX+PiSj7mh0w043A5CVCEkGhORy+V8cOEHHCo/RIm9hLzKPN7a/Fb1U+1tBdvYXrjdJ4CSb8nn+TXPB3zN6eum0yu2FwnGhDP8IwlCHTDnwo8B8vt5vbD8Prjj74ABj4zyw37BE4BiWzEf7fiIp7pPQHNiAKVwP6T+CH1u81vOk2/J56W1LyGXyXm0z6NoFBoUcgWb8jaxt2Qvb21+K2Cy+VkbZnFB4gU+SaGPl2hM5NUhr1JiK8HhdmBUGzHpTCjkCkI1ocweOZtSeykur4swdVj19UKPmB58fMnHlNvLkSEjTBOGTqVj+rrpAXOurDy8kstbXo5WqcXh8A2gzNk+hzGtxogAitCo1Oou9vrrr+edd97BYjnFZR/CaSs0O6iwuUg81cSuZyA2VEtG0Sn8t9z/i/TPpJMnCPYjk0OvWyBnK+z+5vT3F4TGLv2v4H0Zq8FW6tP0xwnBkOP9nb3Kb2psoIoW3WO6BwyeVFl5eCX94/v7tX+f9j0l9pIAe0CELoKUsBRahbeqvhgCiDTGkxLVjpZRHVDLFXya+qXfvv3j+/PH4cDrokGq5lN+sqR7giCcOaVOmn0SzI6vwWGGPd/6dZUpVGRWSAkkVXKV32dRFbPTXL3EOKcyB4vLQuvw1nSM6khyaDLyow9KbG4bz655lof+fIhZG2b5LQn47uB3VNgrqn8vsZVQbCsO+JpWl5V8S37w9yUI9akiV0rGHEhlIVgKA3YtP+6hxolWHP6N0uQg19lbPgOr/7lhdpjZnL+ZjXkbeWrVUzz818M88McDfLb7M3RKXdBzxu62k13hn1j2eCHqEJqFNqN1RGviDHE+y+3CteG0CGtB6/DWPtcLIM1CaxnekpTwFCJ1kZTby/k5/eegr/NP1j90M3Xza/fiZWv+1hrHKAj1rVYzUNavX8+WLVv46aefiIqKQqXyTXK6cuXKOhnc+exAvhng1CvjnIG4UA1lVidlFidh+hoS1u7/BUztQOdfjePUXqiLFHxZOR06XCFV6RGEc8XJchWd0C+XBY9fy/A/lkKm8N/QG3jb418j0FPcmvY5NbKA4/firTFn05m/riAIpyzQZ0Z1X9X5639Ons5Zevw5Hez8liFDXsPzOtkJnycny/tW02enINSr0/zer3Ly7/8g2RVq8f/+yb536zN3ZU3vW07g65WT7ScIDaFWAZRrrrmGa64R07DPpgMFZhRyGbGhZ7/UV+zRUsaHiirppg8PvJHHDWl/QLvRZ/ZiPSZL0xq3fgG9bq7VIZxuJ26vG63y7JV3FoSTspaApUgqAaoNg5ShwbdNGeaXjX94sxG8u/OjgJuPSBpCuDrMp+2ylpexYO8Cn7ZN+Zt4qt9TLE9bHvA4Fza/kNVZq/3ar2x9ZdDEcaci1GBifMsr/EqXrs5azcUtLsbutjOp/SQitFKwtchWxII9Cxjfbrxfxn1BEM4CezkMeRi6jgO3AzZ9Aof+OdbfbaKUn2nAvVJ+sqOcbUehUul4e/jbIINQdSgRmoiAM9ZC1aHV+ZWSQpJ8Ej0WWYsotZfi9rgJUYdwc8ebeenflwIO9arWV2E4roRyhCaCaF00hVb/p/cGlQGTzuTXLggNwhgH+mip2mTrkVL5YbkCUlfAgd+lvgCuaHk5Xx9YGrDv8uaXEJ6+JvDr9boZ9P4VM0PUIfSJ64NOqeOKVlcgQ4ZKoWJX4S4qnZXEG+LJqczx20+n1J215XD5lnzK7GXVS3giNBGMThnN0iDve0jSEJ5c9aRfuwxZ0IpAgtBQahVAufrqq6v/vaysjJCQEGQymajAU4cO5FWQEKZFqTj7Ude4sOMCKMnhgTfK3gq2Mqn86ZmIbAkthsBfr0nVeU6jFvzW/K28vfltNuZtBKBTVCfu6n4Xg5NOoyKQINSFkgz47h5I/1v6XW2Usu4Pfhj+ecN3W00oXDrLpzQoQKwuhomtr+HLEy4mwjXh3N/jPvQnzPRKNiYzpuUYn2BJmb0Mj8fDxc0v5peMX3yPr49lYruJTPphkk97ojGRCW3HoQxQFeh09I3vR9fITmwv3lXdtqd4D0/2fZJmIc14Y+MbZFdKU4OTjEk80vsRcREkCPWhIBW+mQrZRwOcugjpsymuC6z7n/Q9nNQH5l4MV7wNJemwayklF73IMq2M91dMrq7GNa7NOJ6/4Hke+vMhnxwKcpmch3o9xMK9C1HJVbw88GVMehMer4d9Jft48p8nOVB6AJASWj/V7ylu6XQL83bN8xlq79jedIrq5NNm0pt4ZdArTPttGm6vu7pdhozpF0wnWhf4plQQ6l1IHNy0HP5+Db6eLD1sVKigyziY/I1U1jiAZGMio5tdxI+Hf/Vpj9HHcEvnW9B8c5//TnFdpSpaAZj0Jp49mtj9+TXPU+mUlhX1iu3Fxc0vZsbAGUz9bSouj8tnv+f6P1fn55PdZWdrwVaeXf1sddAmOSSZlwe9zNRuU/k762+/4OiYlmNoEdYiYJ6W+3veT5TOP2gkCA2pVlV4vF4v77//PvPnz6eiooKff/6Zt956C71ezzPPPINa3fiyoze1rOXXzVmHx+vlgQvbnnzjOjDt803cPLBF8Nf7503pC2LiQpCf2Y0XZUfg27vh0teg7+2ntMuifYuYsW4GySHJDEkagkKmYF3OOvYW7+W2LrdxX4/7RACviWpq5yYVOTD/MqnSxYlu/E46P9a8A5X50GoEdL9eKmMcIHFySUUOqaX7+GTvQsoc5QyLH8BlrcaQGNYi4EsXWYvYXbSbz3Z/RqWzkouaX8TwZsNZn7MemUzGT+k/YXVZuSDhAjpFdyJMocNqzmNu+rfY3XZGxw1geGgb4nXRkNjzjP8UeeVH2Ji7nq8PfocXL+NbXklbU2cmfD8Rl9f3Qk0pV7LkiiW0DGt5xq8rnH1N7rwUJKVHYM5QaXbcia7+AOwVEBovlTE250ufV1P/xpO3hyWU8dKW//PbbWzbsYxtM5avUr9if+l+Woa15MpWV7I6azVWl5XrOlxHojERtUJNZkUmY5ePrb6BO978UfM5VHaIbw58g0qu4to219IjpodPAtkqdpedTHMmX+z5gj3Fe2gZ1pIbO95IckgyepW+Lv5STZY4NxsRawl8cyfs+8m/r/sN0sMTTYD/RqWHKbLks9texKf7F2NxWrg4cQgXJQ8jwWqGsCQpr9rGjwEv9LxZKsYQGni2iNfrZcn+Jby49kW/vkRjIp+O+hSz08yCvQvYVbSL5iHNuanTTTQLbYZBZQhwxNrbX7KfccvH+QQ/QcqntPSKpagVan459Au/ZPyCUWVkcsfJdIzqSLgmnCxzFkv2L2F97npidbHc1PkmWoW1EjNXhUanVgGU2bNn88MPP/DYY4/x4IMPsnz5cg4fPsxzzz3H8OHDeeaZZ87GWM9IU/vC6T3jV4a0NTGuV/LJN64DLyzfRYe4EP5vYpAZJp9dIyXBvND/w7lW/nkdCvbB/VtPOgtlRfoKHvv7MYYnD2dS+0nVCay8Xi8/HfqJRfsWcWe3O7m7+911MzahXjW1c5NDq6Wyn4Hoo+DO1aANlabNq0PgFGZ6WGylON12jNpIFKeQG8jitODyuDCqjdXBxXhDPMOTh6NSqNiWv42tBVvpGtWZd6MHoSo9jFuhISRjDbLMDdB8kFSl44RZMbVVcTRRnlodwox/Z7DswLKA241vO57H+z5+XpcgbSqa3HkpSHYsgiW3Be4ztZeq6H17wndlz5vJG/4EE368jiJbgMALMPeij+ge2wOry4pWIc1atblt6JV6n2pen+76lP9s/E/AY/SO7c1bw9/C7rajkCmI1J18GaHD7ah+zWClVs834txsRAr3wewgCV/lCrhnE0Sm+Pdt/hS+uxeS+lDZfypupRbjwT+Rb/gI4rvDDUvBEAW2csArLROuQV5lHhN/mBhw2RvAhxd/SP/4/jjdTiwuy1k7n6wuKy+teYnv0/2T3gNc3+F6Hu71MAq5ArPDjFKu9AuIutwuLC4LaoVaLNUXGq1aTSX45ptvePXVV+nTp0/1U/+BAwcya9Ys7r///kYZQGlKSiodFJodJIXX31OW+FAtBwqCZBJ3O+HwWmlKYl3pOgGW3QVbF0DvW4Jull6WzvNrnqd/fH9u6HCDzywTmUzGpSmX4vF6eH/b+7SPaM/I5iPrboyCEEjeruB9liKpskVoPHDqT3X0J+RHOen2Ry84vF4vG3I2AFIVjBNzpKSW7sfW4mrCf3rK9wB5O6TyynUUQAk5us67xFbCrsLgf5+dhTuxOC0igCIIZ0vG2uB9BXul5YYnyt6EzW0JGjwB2FuSSt+Efj7n7ok3YC6Pq3qJbSD7SvZhdVmJNcQGH+MJ1Aq1+LwQGq/KwAELQFrOc0L1vWqHjlbPy9yAYfEG3768neCySf+uPbWZF3a3PWjwBGB34W76x/dHpVARpqg5GHMmLE4Lu4qCXwNsL9iO1WUlVBMadFaJUqEkVCFmnAiNW60SbBQVFRETE+PXHhoaKkob14F9eVI5v6SIs1+Bp0p8mJZDhZUEnJCUe/RmK7Zz3b1gWDK0GASr3gS3K+AmHq+H51Y/R5g6jJs63hR0ic7olNH0jOnJ82ufr/ELRBDqRESL4H0qPdTjExOZTEabiDZB+xMMCajMBf4dYclwFm5KNAoNScakoP1JIUniKbIgnE0x7YP3hSb4Lu3RRUjLDNteilqhQa/0f2iTHJLMwISBdIjscNKXVsqVtAprFbQ/zhAngiHCueUkM0MCBiwBYjoG3ye82SnNXD2eSq6qXooTZ4hjYMJAupm6VVevaR7a/LSOV1tahTbgkrwqzUKaoVGIawCh6atVAKV///7MnTvXp81sNvPmm2/Sr1+/OhnY+WxfvlSBJz6s/m7E4sN1mO0uCsx2/87D66SbrajWdfuiXcZB6WHYuSRg93cHv2NrwVZu7HRjjTddMpmMGzvdiNfrZdb6WXU7RkE4UUyH4KW8e90CRv/g8ukyO82klabx/rb3mfnvTNZmr6XAEiAQAoxKGYVSFvhi687WY4na/Llfe9mY/yPVksvbG/7DrLUvszl7HUUVWWc8br1Kz5QuU4L239L5FnTK+gsMC8I5x+OWklhv/gx+eBi2fCH97jmafLH1RcGXxfa+VaqAp9TAqFdh9OtSfiaPk2irmevajq3eNCkkiTeHvcn1Ha4nRh9DakkqR8qP4HQ7axzeFa2vCFxyHZjadSq5lbm8tuE13tr8FnuL9lJmL6vVn0EQ6l1ZJuxcCj88Av9+AMXp0rLdYA8XU4Zg14aSUbyf+Vvf55U1L/JH2gryyjKg01gp2WwgQx4D46nP0gKI1kVza+dbeXXwq0ztOpVYQyy9Y3sze8RsxqSMoUPUyQOgdcGgNnB7l+C5DW/qdJN4iCKcE2q1hOeFF17gnnvuYeDAgdjtdu666y6ys7NJSEjgvffeq+sxnnf25VaQGK6rlwo8VRLCpZuatIJKYkJOCNwcXgvRbYN/2NdWVSWAVf+FruPhuBkmNpeNd7a8Q5+4PrSPrOGJ2lGh6lCubXst83bOY2L7ifSK7VW3YxWEKmFJcNN38PlYMOcda29/OQy877QqSwVidpr54eAPzPh3RnXbgr0L6BDZgXdGvOM3/T1OpmX24Fk8vPa56sSNcpmcm9pNpH9MDylIWUUmp+y6BXyc8ycf7/60uvnzfV8yMK4f0y94EVMNT49ORavwVjzT/xlmrZ9VXeJULVfzdP+naRHa4oyOLQjnvdztMP9yaalgFU0o3PKDVKUjLAluWAJfXi9VzgPpu7X3FGg5DP6aBVe+K+VgOK6ssWr1W1w/ZQVHzFlszN/C0/2e5plVz/gs63lz05u8d+F79IrthTJIMvkEQwJvDX+Lx/5+rLqSj1wm59bOt+L0OBn//fjqbT/a8RGTO0zm9q63V5c8F4RGqXC/lDz++O/8X56REseP/ViqwFOQeqwvvjv2K2ezumALD/3zRHVC1YX7F5NoTOSjke+RdMN38OUEqeQ4gEwO/aZBm4tOe3gqhYpRLUZx5293crji2Hf+vF3zmDloJhGa+ju/Woe35sm+T/Kfjf+prvqjlqt5bsBzNAttVm/jEISzqVZJZKusXbuWtLQ0XC4XKSkpDBo0CHmAShONQVNKujXu/TUoFXLuGxF8an5dc7k93DRvPdOv6sz1/Y6b6uf1whvtoMVgqf58XcvdCT8/AZO+hraXVDd/vvtz/rPxP7w88OVTXi/t8XqYsW4GIeoQvhj9hajK00Q0pXOzmtcL5TlQngXWYmlZjyEG9Gd+kZJWmsaV314ZsO+WTrdwb497fZI2krUJ189PkT/wHrJkHqxuGy20JiJ3LccY310KfpYdkdZUhyWzTW/khl8CzxJ5rvdjjOs0+Yzfg81lo9BayJGKI4A0bTdaFy2ePDUhTfK8PNeV58DcC6Un4SeKSIEpP0NIrLQs1pwrBU8dZohsBQaT9BDEWgJ7lsOKx/yPoVBRduvPlKm0PL1hJlsLtvltYlAZWHrFUhKMgauBADjdTgqsBWSZs7C5bLQIa0FWRRa3/xr4yfQnoz6hZ+yZVwU7X4hzs55ZimHhdXBknX+fJgTGzpdKgYfESTlRjDFQkk5mu4sZ88MEv9LBACOTh/Nyv2cxOG3SeeqsPHqexoA25PSH6LTw0tqX+CH9B78+hUzB8quXkxxSP0UpAKxOK8W2YjLKM5DL5CSHJBOlixJJYYVzxhnVox0wYAADBgyoq7EISEkh9+ZWcGnnwLXjzxalQk5cmJYD+WbfjrJMKeJuOkvT/2I7SZUBVr9VHUBxuB3M2zmP/vH9TyvZnFwm59o21/LGpjf4K/MvhiUPOztjFgSZDMISpJ869lvGb0H7vkr9ius7XO97XmxdgPLwOhIOryNBpZeW21UlrguJg3GfwvcPgFyFa9gTfOk4FPT4n+1bxIhmI4g6w1koWqWWpJAkkkKC50MRBOE0VRYEDp6AdANXWSAFUBRKaSZKWIDzz14BGz4MfAy3k7C1/6Ok320BgycAlc5KMisyawygqBQqEowJ1dsU24qDVuYBWLhnIZ2jO4v8KELjZCkKHDwB6XyyFMDKl8BllXKe2CsgqTc7oxICBk8A/sj8i5Ie92OIaAXhZx7YKLGX8POhnwP2ub1uNuVtqtcAik6lI1GVWGM+FEFoyk45gNK+fftTfqK/Z8+eWg/ofJdbbqPC5qJZZP1V4KkSH6bj4IkBlMyj2cFN7c7Oi8pk0PEq+OtVyN4CCT34Mf1H8q353Nvz3tM+XMeojrSLaMd7295jaNJQMQtFaHKKbcVB+ywuCx6v54TG47Z3WqSfKrZy6amzQ1ra41YbKDNXBD1+hbMCt8ddq3ELgnCWuQLkKDue+yT9cLQySA15R2xlOL01fwZUOIJ/hgQclsdNuaM8aH+po1T63AmcOkUQGpbbUXO/vQJUWmkpjrVEatOGU15Dfh+P14PTc5Ljns4QPW5c3sDBGoBSe2mdvZYgCKcRQPn0009PvtFpcjgczJw5k++//x6VSsXYsWN58MEHA970rlmzhldeeYUjR47QrVs3Xn75ZZKT6y+aWl/25kgXJg0RQEkM17Hh0Ak3b1mbwBhXZ+VOA2o2QHpSvvZdvNd8yOe7P6dLdBcSjacfuZbJZFze8nLe2PQGa7PXckHiBWdhwIIAHrebwspsPF4vWoWG8NNM+hbM0OShfLH3i4B9vWN7o1dqoTxbWkakMUKna2DX0sAHazlcmsJ/9QegUKFxVHJx4mDW5qxlZLORDEsahkKuYHPeZpanLWdQXH9CT7OkclAOy7GLSX2EVKFIEITaMx5dhhMokatSC0fLiddIoYFWI2HbwsD9bS/FoDLy32H/pcxexo/pP7I+d73PJi3CWkhLFVx2acab0VTjS4aqQxmSOISv930dsP/i5hejU4nk0kI9spulQKIM6bypaXmpNhwM0cFLFke08O87vI6uI58IesjkkGSMSj1Op41iawFerxeDSk/I8eewtRysR3MQ6SJqvA43qAy0DGtJhaOCa9tcS+uI1pgdZlakr+Df3H/pHds7+PsTBOG0nXIApW/fvqd98J49e/Ltt98GDXTMmDGDf//9l7lz51JZWcmDDz5IQkICEydO9NkuOzubu+++m3vvvZfBgwfz7rvvctddd/Hdd9+dczMMdueUY1AriDbW/1TWhHAdOWU2Ku0uDJqj/2tkboTos5yLRa6A9mNg0zx2dh9HakkqD/V6qNaH6xjVkZSwFD7e+bEIoAhnRWFFNt8f/I75qV9SbCuma3QXHu55P+3CWqPXR57RsVuHt6ZDZAf2FPvO5FPKlDza6yHC/v0Q1s6Wnnq1GgEjnpOSMG8/4eYkNBEuehHWvCNVunJZodVIBlz+Bu9d+B4/pP3AS+tewul2MihpEG8Oe5NkQzxaTegZjR+A4jT481XY9Y00y6zTWBj6KESmnPmxBeF8ZYiBQQ9JiWBPNPQUKncU7JOStncZD7u/9Z2tBlj63s7+xM78Z9PrbC/cTqQ2kqtaX8XYtmN5etXTOD1OLk25lN8P/84+hZ7+pflEbF8EF74oJYQPcoOnUWq4qdNNfJ/2fXVi2Sqx+lgGJQ46nb+CINSexw3FB2HlDEj9QQoAdpsEg+6XygcHEhIPl7wCS+/w7+t+PbgccOLMUFspsXItQxMG8lf2ar/dnur1CDKFhnc2/x+LDn6L1WVlQHxfHuxxPymhKajKM+Gv/8Ceb6WHJe3HwLDHg84Gj9JF8fLAl8m15PLJrk/4YPsHRGgjuLr11dzS+ZYal9wJgnD6zmrG15ry05aWlrJkyRKmT59O165dGTBgAFOmTGHbNv91t4sWLaJz585MmTKFNm3aMHPmTLKysli/fn2AIzdte3LKaRalb5DAUFLEsUo8gJSILmerlITybGt9ESjUFP7zKjH6GDpGdaz1oWQyGRc3v5h/c/8ltTj15DsIwmkoMefw0r8zeGPbuxTZivDiZVvhdm765Ta2Fm0/4+Ob9CbeHvE2t3S6BYPKAECfuD58cemntPp3HvzxsvTkzOuBA79JSSUH3AP975FmechkUrWNyctg4QTY/Ik0C8Xjhv2/4C0+yItrXmTZgWVYXVZcXhd/HvmTB/94EDd18LlTkgEfXQjbv5KmPrvssO0LmHuRb0UgQRBOX7MB0s1c+NFk7xEpcOksSOwNNZ2/RQdg/qWwbQH8Ph3GfypV+5DJpdkrAx9kR5crmfzr7Wwr3IYXL0W2IubunMs3+7/hkd6PcFe3u+gf35/ZW2fz2MZXWaRyYzO1hy/GQuqP4A6+9CfRmMjCyxYystlI5DI5armaa9tcyyejPiHeWL8534TzWMkh+HCEFJjwuKQg4saPpMpWwfILyeXQZhRMWgQxR/MBGmOlUuAXvgDN+kuVrcKOPiyObAnj5hNhiOX5fs9wX5ep1VVwOkZ25OML36d1RFum/nYX8/Z+gdlpxu11syp7LdetuJFDFRlS0todX0vfn24H7FoC80ZJ53EQFpeFh/58iK0FW/HipdhWzNydc/l096dQ63IhgiAEckZJZM9EVfbw42e23HFHgOgusG3bNnr3Pjb9TKfT0alTJ7Zu3Uq/fv3O+ljr0+7sclrHNExW9cSjpYz35VXQJSkMCvZKlTvO9gwUALUeR8uh9Nj/MyOG341cdmaxvd6xvVmsXcznez5n+sDpdTRIQYA8awF/ZP3j1+7FyysbX2d+eGuizzB5apwhjnt73Mv1Ha7Hgwe9Uk9Y9jbYONd/Y7dDuiG68n3oexvgBU0YpP8FRQd9t43pyPryNDLN/heKFpeFeTvn8VS/p2pfLcfthq1fSEn3TlRZADsWw8D7pVlngiCcnsoCWDBeuom74B7pJq4iBzZ/Jj1Vv3t94KfobidsXXhsmUH2ZlhyK3S7DsbeAMZYiiKb88rKaXgD3GmtzVnLHV3v4P1t7/Nv7r/V7e+nLmD0Ba+StHMJ/PwUpAwJnLgWUMgVtAxvycsDX6bcWY4cOeGacFGZS6g/ThusfluavXmi0gxI/xu6Twq8ry4M2l4MCT2kXENyhbS8vephZ48boPWF0oNHpap6NpiJSKZ0vYMrW43BjRetTElEaBJ/H/qFfWX7/V7G4XHw9pbZzGx7Eca1JwRLLMVS+fFhT4PK97wpshYxc/3MgOfvmuw15FTmEKk7s9mxgiAc02A1h48cOUJiYiLLli1j1KhRjBw5knfffRePx+O3bUFBATExMT5tUVFR5Obm1tdw64XV4eZQUSXNowwN8vpalYKYEA378o9+uWRvkZ5ORbaql9ffGB5HqMfD1bYzT2KpkCsYljyMH9N+pMRWUgejEwTJ1rzNQfsyyjMwnzAtvrZUChWxhljiDfGEacJgx6LgGx/8Xbqoi0yRnn7pwqRlOyewJ/bip4JNQQ/zd9bflDlqSDB5MrZS2OtfRrHanu+kxLaCIJy+ynwpYJqzDX58FL6+EVY8Dnk7wWkNnqPBnA8HfvVts5XBv+/DoptgxWOYXRbSytKCvvTanLV+iSidHifFVYkrrSVgLfXb70QGtYF4QzyxhlgRPBHql60E9geuVAPAzsVSkKUmRpMUJAyJPxY8qRISB+FJfkvpFEo1MWHNiQ9rQUSoFGD8+cgfQV9idc5azMl9Anfu/1UKpJ6g0lnJgdLgs1M25m0M2icIwulrsACKxWIhIyODL7/8kpkzZ/L444/z2WefMX/+fL9trVYrarVvThC1Wo3DUXcZrBuD1LwKPF5oHtVwyRYTwnXszztaiSd7C4Q1g3pK7vZbyS4OGCJosfdnac3nGRqSNAQvXr458E0djE4QJKHq4DlC5DI5SvlZmtinjwrepwn1vZiTKSBALhaF00Ko6liAVqPQoFMeO7+NKiMK2RnMDlEoQRNSwzhDpCSYgiCcPsVJAg7BygAr1Cc9L5VyVY3nvkFlwOY+dnOpkCkwqoyojv+8E+e20JjJFDWfB9qIepsdGVHDdYRRZUTmCPIgJsh3qEKmQCk7di4aVAafa5GarlsEQTh9DbaER6lUYjabeeONN0hMlKqtZGdns3DhQqZMmeKzrUaj8QuWOBwOQkPPrQ+EXdllyGWQHNFwAZSkCB1bj5RKv2Rvhqj6mX2Sbc4hvfwQhc370Xb3TxjzdmOO63RGxwxRh9A7rjdfp37NzZ1uPuNlQYIA0DWmB0qZMmDJwGGJg4nQhJ+dF+4yXkoAGUjv26QEk1VkMuh1izTd9zjKAyuZ2O1d8qyFTOowCafHidPtJEIbwY9pP9IjtgdRugCBGpcdzHlSDhOPW6o6YIzxD65qw6R8LIfXBh7ngHukykGCIJw+g0lKDl2e5d8X0UI6tzI3SjPBwptL2+vCpafmfW6DQ6sCH7fv7UToTVzY/EJ+PuT/hF4hU9A6vDUZ5RnE6GO4o+sdmHQmyh3lyA0xlFz0AhF7f6o5yCsIDc0YA/2nwfcPBu7ve0e9BQGvaDmGT/YuCNg3se1YoncGefDX9w4I8U8WHamN5JLmlxBjiKFPXB8KrAUYVUZsbhtzd8yld5yowiMIdemsBlBqSoRqMpnQaDTVwROAlJQUcnJy/LaNjY2lsNB3amphYSEdOnSou8E2Aruyy0kM16FWNtyNflKEju+352CxWNHn7ZJuwurButy1aBUaQlsMxZ6xiZidy844gAIwPGk4r6x/hTXZa0Smf6FORGujeG3gDB5Z/RSe4zLvxxvieaTXQxjO1jrj0ES4aDr8+qxve3w36DNFmv1xvMgUGPQwrHrjWJutlGZoGNd2HM+seqa6IoZSpuTWLlMYkhDgHLGbYd/P8N09x6p2KNRw8ctS9Z8TK28k94WOV8PuEy4Au06U1o8LglA7IXEw4TP4ZAw4Ko+1a0Lg2rnwzZ2+wcvO4+CSl6UbrsTe0OFKKXnm8TpcCYm90av0PNj9XnYW7iTLfCxAI0PGjIEzWH5wOTH6GF664CVmrZ9Fenl69TZ9Y3rx8tg5xBlOoYyyIDSkdqOlClRpf/q2978LolvX2zDidCbu73onb21/36e9U2RHrm19NYqDW/x3ancZJAfO+6hT6bin5938d9P/MW/lvOp2k87Em8PeIEojgpuCUJfOagClpio83bp1w263k56eTkqKVNoyLS3NJ6By/LabNh1bt2+1Wtm9ezf33HNP3Q+6Ae3MKmuw/CdVko7Ofjmwbxdd3Q6IOvtfKF68rMteR9uIdigVKkqbD8C090eUlmJcZ1gStlV4K5KMSSzet1gEUIQ6odWGMihxEN9evpjfDv1CliWXgfH96BzdlbiwIGUQ64IuDHreJCWq27lESijXcQyYOkBogCoWuggYeC90vlpK3mqvgE7XUBJm4snvx/sEf1xeFx9sn0O3yI7Eh5zwGVySDktv9V1W53bAikchrjM0P6FUuDEGLntdSnK5YxEghy5jIaI5iBssQag9mQziu8O0tXBgpVQlL7EnNB8Ey+/3n/m1c5F03g17AsKTpeo9/e+UPg9AOi/Dm0k5HdxOErcv5ZOOd7LLY+Gf4l3EayK4yNSDmIx/6dHjbgrtZTy9+mkyyjN8XmZ9/iZe2/IWL13wEka1mGEmNGIhcXDNh1I1m51LpFmUXcZJFXTO8HrzdIQ6KhmvimPopV+w4tDPlDoruDhpGK00kZgyt8DF06XZJjsXS9+9na+VztXw5IDHczntfLtvMb9k/OLTXmAt4O6V97Bo9Bfo1S3q4Z0JwvnhlAMo2dnZp3zQhASp3vjKlSsJDw8PuE3Lli0ZNmwYTz75JC+88AIFBQXMmTOHadOm4Xa7KS4uJiwsDLVazbXXXsvcuXOZM2cOw4cP59133yUpKemcqsDjcntIza1gXK/AH471JTFchwxIPXiQrsikEolnWXpZOgXWQkY0GwlAWbM+mFJXYNrzIzm9bjijY8tkMgYnDebr1K8ptBYSrRM3cMKZ02nDaKEN47bIeqhQ5fPCYdJP7CmW+dZFSD9xXQBwu50s2fCaT/DkeO/tnEvXqM6EVSXBc9lh3XvBcxL9/R8Y9wloT1hOaYiWfpLEtGFBqFNyhRQU6XPcUufUFZARZHnO+g+g983SDWJ4kvRzYtATwJwL/7xOrMNMbHhzRsS0lxLNHnkZvB4M8T0pjUr2C55UWXl4JQ/0fEAEUITGzxgj/QQ6D+rL7uWE/vYcoWojbXrdDGoj/PislBA6qhXcsgKaD5B+TkGBJYfPU78O2FfuKGdv0R4SwlrU3fgF4Tx3ygGUESNG1LgkB6QZJzKZjD179gAQGVlzNPf1119n+vTpXHfddeh0Oq6//nomT55MVlYWI0eO5NNPP6Vfv34kJSXxzjvv8Morr/Duu+/So0cP3n333ZOOpyk5WFCJ3eUhxdSwM1C0KgWxoVpSsw9LkW6V9qy/5vrc9RhVBpqFSk/vPSod5Yk9idn9PTk9rjvjpF4D4geweN9ilh9czi2d62dJkiA0Ri6XnbSKI0H7s83Z2N3243awSU/qgik5BC4rcG7loxKEJuXEcuXHs1dIgdCTcTnAcTSBfGmG9HO8skyKDMHzs3m8Hqwu6ykMVhAE8ndJ/3SYYe1s376SDKkc8mlwup2Yneag/YfKDp3mAAVBqMkpB1BWrlxZ5y8eEhLCa6+95teelJREamqqT9vQoUMZOnRonY+hsdiVLZUObdGAFXiqJEXo2JvvgZSWZ/21PHjZkLuBthFtkXMsIFbSfADhh/8lPGMdpSkDz+g1jGojPWJ6sGT/Em7udPM5FXgTznEOC3hc0tMp+bHcSOXWYlxuB+HaaOTKYx/jVqcVt9eNQWUI+P+5WqWne2QHVmevDvhy7SLaoFMd9xmk0kNiLzjyb+DxxXcHVdN44uz1ejHbXSjlcnTq+qm0IARmdbpwub0Y1ErkcvF5fMrcTikPkVILyKTSxSodpAyFAXdLgZQDv0qJnqsYokF5CpX0lFpp22ClkKPbEKePC7q7Sq7CoGrYB0BC3bPYXbi9XkK052CFJVu59IBOfRr/3zrtYC+TvhvPJCF68wtg+1eB+2I7HT3HT51GoSZKG0WRrShgf4coKWek3WnH7DSjU+nQqxrufsPr9WJ2mlHKlT6VAAWhqTjlAEqg3CQncjgc7Nmz55S2FXztyCojPkyLXt1ghZGqJUVoWX04HCLPfgWetNKDFNtKGNVilE+7PTwJS0RzYnYuO+MACsDgpMG8sfENthZspUeMSGQpNHKVhZC3C9b9D6wl0GEMdLySHIWcfaUH+DL1KyqdlQxLGsqFzS4kRBPKrqJdfLH7CypdlVza4lKGJQ8j3uibG0UmlzO61eV8vPeLgE+L7+46lRD9ccvcFCroPQU2fCTlPfE9GAx+CDSN/6Ypq9TKL7ty+WF7DkatkikDU+iYEEq08SRlYYU6VVxpZ29uBR+vSqfE4uTijrFc1jW+OveWEITbIT2V3jhPShbd5mLY/jXk74bYLtDlWkAu5TKZtEhaWleVD2XoExASIEfSiULipW1/fMS/L7w5RLchWq2lh6kHWwr8E1yOaztOLJE9hxRU2NmWWconaw5hc7q5pkcSQ9uZSAg/B252y7Lg4ErYtlBKiN53qvSgIEB1m2pOu5QPbNN8yN4EYc2g353SMndjLf6/bzkctOFSxawTXfgCGE4v6avJmMhdXW5j+oZZfn0JhgRahLdif8l+vtr7FXtL9pIcksz1Ha4nyZhEuDb89Md/BrLN2aw8vJJfM37FqDIyueNk2kW0I/JsJeAXhLOgVnfrmzdv5v/ZO+/wKKu0D9/TSyYz6b0Teu9dKQrYUESxY0PFvsXVXbtr209d176Koih2RRFEVkREQHovCYH03nub/v3xQsIwMwHSA+e+rrmUc94570ny1uc8z+/3zDPPkJqaisPhWkuvUCg4ePBgu0zuXEISkO0eD5Ex2kaWO/0oN/Smoy9nu4p2YVD5EOkb5dZXGTuBiL1foKnMxezn3n8m9A/oT5AuiB9SfxABFEH3pr4cfnsedn7Y3JazjcKo4bye+SOrMlY1Ne8p3sPnh7/glfNf4YF1D2B1WJvaPzr0EUtmLSHCEOEyfIQhig8veI+/b36iSc8gUBvI46MfppfJQ9aZfyzMXwHf39Wc1u8bDrPf7JQga1vJLa/nqne3UFjd2NS2PqWEq0ZE8ejF/QgQQZROobLOwuu/HuXjzc2lIbuyKnh/YzrfLpxAXFD3D8R1GXl74ONLIWKYJCT98WVwXMcodwfs+Rgufxu2LYI9n8LcD8BcDYOugoFXumSveUUuh4FzpJKfja80u/xEj4M574IxAqW5msfGPcbru19nU94mnDhRypXM7jWbeX3noT3DVXNB96Skxsyj3+3nl+TiprYdmRXEBer5/I5xPTuIUpUHSy+H0qPNbenrofdMuPxNMHgJohTshk+ukMpaAXK2SwKvl/xbcrvSmc5sHn4xcOtPsGyBFAgFSa9s5otSMOcMkSuUXBhzATXmat5LWtK0QDIsaCgvTHqWwoZSbl9ze9Mzwr6SfaxKX8VzE59jesx0fM4kC6cN5NXkcfP/bqaovqipbWPeRuYkzuHPI/+Mv9a/U+YhELSVVgVQnnvuOSIjI3nooYd48MEHeemllygqKuKtt97iiSeeOPUAAhfsDieH8qu5fFj3yNyJdhYAWlKI5fTkq1qHEyc7CnfS+6TynePURAzBlrSSkKSV5Ey4u037ksvkTIiYwOqM1Tw8+uEuTV0UCFqkKsc1eALgG06+SuMSPDlOUX0R3xz5hgtjL+SnjJ+a2gvqCvg0+VP+POLPqBTN6ddKpYZBocNZMv1dKi1V2B12/DR+BBsikJ9shQzSCl3seLh9DdSXSYKy+gApiNLNy+HMNjv/XZ/mEjw5zre7c7lxfIwIoHQS+dWNLsGT45TWWvjP2iO8OGcwek3XZ2B2O2oKYflCKQtlzF1ShsjJItAOO6x5XHLZ+e5O+PWfUiaKMRyUZ3B8+wRJpUCDrpJWxlU60Ac2uZOUNZaxYM0CZveazdV9r8Zqt6KUK1mXvY4H1z3Ify/4L9HGrhXCF7SdI0U1LsGT42SW1fPVjhwemJaIQnEaQbnuhsMuZZ2cGDw5ztGfofAgJHoIoFTmSC5XNvf7CP/7h1RCd6YBFJlMKtWZv0K6r9ot0nlmCAdF60pM/Q1hzB90KxfFX0SVpRqtQou/xo967Px949+bgifHceLkuW3PMTRkaKcEUMw2Mx8c/MAleHKc71O/Z17feSKAIugxtOoKePToUf76178yefJkBg4ciEql4oYbbuCpp55i8eLF7T3Hs56M0lrqLXYSuskKXFhjKkpsHK5Wd+h+sqqzKWsso49/H4/9ToWKqpjRBB3+H3KrhxvXGTIxYiL1tnp+zW5/PR+BoN04+L172/AbWZW52utXfsn6xaNN9w+pP1DeWO7xO0HGKBKDBtI3ZAihphjPwZMT8Q2THvjCBoExotsHTwAq6ix8vzfPa//3u733CdqXnw8Weu1btb+Aygar1/5zmoZyKE+X/l+pkUr6PFFXKukyAJQekV72ziR4chylBvxjIHwIBPV2sXbNqcmh0lzJJ0mf8MC6B/jr73/lwd8e5Ie0H8iqyaLaUn3m+xN0K2x2B59t9ey0BPD1zhxK6yxe+7s1daWw+xPv/TsWS2LKJ9NYCSUp7u0gBT6Kk1s/J0MwhPSTzjdTVKuDJ8dRqXRE+MXTP2Qo8YF98TOEUtFYQX6dZyfVBlsD+bWn77LaFirNlaxKd18EOs6PaT92yjwEgvagVQEUnU6H4thJnpCQ0CT4OmTIEDIyMtpvducIB/KOCch2kwCKsjyNaFUNKeWerU7bi11Fu9AptUR7KN85TmXsOBSWegJS17V5f8H6YPoF9GN56vI2jyUQdBhOD+r7MoVX62EAu8OOXOZ+OW/pO+cCTqQMP29YW+gTtC82h/dj0eF0Iv4SXjjRQtybnbhH2v/cP9X1xHlG8xN0R5yAvYW/Y0vX0+6P0z17y6XbJm3j1n6Kc8lpb7m/iznVedlZzwlOnNgd3n9XNk/PPgJBN6VVAZRx48bx73//m6KiIoYPH85PP/1EZWUl69atw2gUdpZnyoHcakKNWgzdIn3ZCeVpROltJJd17E1hd9EuEv0SUci8R9yt+kBqQ/sTeuD7M3x49MzEiIlsL9xOXq1YeRZ0D2osNeRU55BWmUZRXRHOode7b7T/K2bFzvA6xtSYqWwrcHfKmRU/Cz+5SnLnKEmRygGOU18uWRSXHIEa95Ta7k5xdSOpxbVklNZRWe95RdSkU3HJYO8CmnPaqWzS4XBSUNXA0aIassrqqDWLbIqTmTnQu4PLBf1DMZ3g8lFSY27625YfW+12+x03ngUP27UlUrZI6VHv7jc6fzAeP06doPFt7lOoYdgNcM2ncN2XENQH7tsJC36V+jxZoTbt8wjUlZz2VC12C7HGWJRyz88pYT5h+J44N0GPRKWQc83oGK/9VwyLIMBHRWmtmbTiWtJLaimvc7XJLqpq5GhRDZmldVR3p8wyfSAMvlrKrLroJZi3VDp3pvxD0j4ZcYvnrC2tSRKLTbxA0hea94n0veE3SmVuoQOhoUq6l+bvk85nc02n/3jeMGlMBOuCPfap5WoiDZE02hrJq8kjrTKN/Np8bGdoo3y685gR5/055pKES9p9nwJBR9GqN/bHHnuMv/3tb6xZs4Zrr72Wb7/9lnHjxqFQKHj66afbeYpnPwfyKokP6iaaHLVFYKkjJlDJd/kOHE4n8g5I1S+sKyS/roCx4eNOuW1l3ESit72PofAgteGD27TfkaEj+Sz5M1amrWTh0IVtGksgaCu5Nbm8sO2FJkHGEH0ID4/6GxMu/Q++P/65ecOKDGJQMSliEpvyN7mMYdKYuK7fdSz8xfV4DtAGcFv/m9B8NR8yNx5rTIBLXgVTtKSrkLtDag/sBZe+BlGjpQfCbky9xcburEoeW36ArLJ6AEbF+fPilYNJDDa42Dfr1UoemN6bdSnFVNa7PshP6xdCfDtk/VXWW1ibXMy/VidTWmtBLoMZA8J4/NL+wl3mBCL9dVw2NJyV+wpc2n01Sh6e1ReDVkmj1c7+3Er+8d0B0kokEdNh0SZenTeUvTlVvPjTYUpqzchlUtDliUsHEB3QA3/HdgsU7IMV9zen/4cNkYSZQwdJTjvH8Q2H2W/BZ3MlbaRpj8PqR6TzdO4HcGg5fHurZHGsNcGYO0AXAJv+I70Y9r1Y0kKxWaHogLTPomNC/6GDpH2GDXHd50mUNpTyadKnBGoDuW/Yfby2+zWXfoVMweNjHyfWGNu+vydBlzAowsjoOH92ZLqWi4X4arhlQhz7c6v5+7L9HC2ulbaPNPJ/c4cQE6BnS1oZT684RH6VVHY9uXcQz14+qHtkWCtUMOp2qVxm3XPSAgJA1Ci4chEED/D8Pf84KWCS9D2s+is0VkljDbgCblkFCg38+gzs/UwqnVP7SPsZvUASYe9iIg2RPD7ucf68/s9u2SZ/Gvkn9Eo9L+14ieWpy7E6rBhUBm4bdBtz+8wlQNt+VhI6pY67h97NhtwNbuV+U6KmEOPrPXAnEHQ3ZM52yLl0Op2kpqZiNBoJDW3BBqwLqa2tZeTIkezatQuDoQ3e7e2M3eFk0FM/c8XwSGYPjTj1Fzqa7M2w7nn2D36UF3crWH+tgThT+4uF/ZSxmuWp33P/8PtRyVUtb+x0EL/+FepC+pE248k27/vDgx+SUZXB6itXu7xsCbqG7npudjRFdUXMXz3fY23yO+e/yuSqctj+nvSwFn8e9L+cvOBebC/ayVcpX1FvrWdS5ETm9Z2Hb0UOm6tT+TTrZxpsDVwQNo654ROJtDlg+V1SYPQ4Mhlc+wX8cI+UhdLULoe7fpdeproxB3Irmf32H24JaX56FT/eP8ktaOF0OsmpaODzbVn8klSEj0bJ7ZPiGd8rkBDftruGrNiXzwNfuNu69go28MUdYwkx9kxnko44L0tqzGzPKOeDjelUNViZ2i+Y+ePjiPbXI5fLOFxQzSVvbnIpExgYYeS6MTE8vtzd3S8+yIcv7xxHaE/7HZccgXcnuluDq3Sw8A8poHki1gYpi2zTq+AXDTEToaFSct/JdA2oAjDpz1LGWcpPUvBl2A2Sjsq7E92FMJVaaZ9BiR6nWmet49Wdr/L1ka8BeOX8VzCoDHx86GPy6/Lp49+H2wfdTrhPuLAh7SQ6455ZVN3I7yklfLwlk0arg8uGhnP1yCjqLXYufmMjVrvrBVivVvD9PRO46PWNnFzlE2rU8P09E7uHe0/hAVh0viQoeyJaE9y10XPAw26FzW9I4swnc9Nyydo4abl736jbYOpjkjhzF1NlriKnJofFBxZztPIoEYYIbh90OzG+MTy39Tk25G1w+85dQ+7iziF3ola0nx6i0+kkrzaPb1K+YV3OOnxUPswfMJ8xYWMI0nf970kgOF1aXTOSlpbGsmXLSE9PRyaT0bdvX66++ur2nNs5QXpJLQ1WO72Cu0F0HqAsHTS+xAT4AI0cLrd3SABld/Eu4kzxpw6eAMjkVMRNIPTQCtS1xVgMIW3a98SIiWzK28Suol2MChvVprEEgtaSUpHiVdjt5b1v0j9uHkEJUyRhyPw98NmVRAb3Z86tq5kYOhqb006ANhDt/m9g1Z+4LKQ/kwfMxq7UYMrYhnLNyxA9Vkoz3vjv5sGdTtj2Lgy9Hra8dUK7A357UVqJ66ap+DWNVl5ec8RjNV9lvZV1h4uZPz7OpV0mkxEToOevM/qyYHICCpkMf5/2eSAsqmrk/1Yf9tiXVlJLemldjw2gdATBvhouGRLOxMRArHYnJp0StVIq4aw323hzXaqbxsK1o2N49/c0j+NllNaRVlzbswIo1kbY8rZ78ASkQMmuj2H6E9IK93FUOkm8efabkr2wUitZinsKngBsfx8uf0sKoKx/AeImSsFYTy4itkapb8ZzHssXyhrKWHZ0WdO/H/r9IRJMCSwcuhCT2kSCKYEwg/fyLEHPJNSoZd7oaC4YEILDCf46FRa7g1d/OegWPAGot9j5akcO5/UOZv0R19Kwomoze3Mquz6AYq6F9f9yD56AtFBxaDlMfMBdIL2mEDa+6nlMn0DPwROAPUth7F3dIoBi0pgwaUw8PeFpai216JQ6AnQBpFWmeQyeAHx86GPm9J5DpKH9HEJlMhlRvlHcN/w+5g+cj1KmxKQ9QwcjgaAb0Ko343Xr1nH55Zdz4MAB4uPjiY6OZvv27VxyySXs2LGjved4VnNcQLY9UsnbhfJU8A3HpJVhVNMhOihVlirSKzPo7ed5xcsT1dGjcCg1hBz8oc377+PfhxB9iBCTFXQpuwp3ee3LqMrArPeTAh/rnoXDP0oPfUUHobGaEGMUEaZYtCo9ZP4ufak4Gb/1/0fg2n+iPPKzFBAp2CvVe59M/l5JL+Fk8nZKD5ndlDqznX05lV77Nx4txWr3LIinUsgJMmjaLXgC0GC1k1fZ4LV/bwtzPZfx06sJ9tU0BU8Aasw29mS7O8wEGtTkVnj/He/JruyIKXYc5hrI2eK9P2uT93NQ7QOGENAaobwFwX5LrZRRBlCdLwVmslvYZ/YWr/ustlRjP0kkM70qnYc3PMxda++iqKHn6ScJTp8AHw1BBg0KhZxas41dWV5coIB9uVX0CvGcEfNHqheNn87EXNNctuqJjN/B5uFaY66WzqmTUeklTSFv2K1Splg3wqQxEekb2ZQt1pIDT6O9kRpLx2i5qBQqAnWBIngi6LG0KoDy8ssv8+CDD7J06VIeeeQRHn30UT7//HPuuusunn/++fae41nN/twqIvy06NXdQUAWKU3YGCGt2hrlpJS1vzr33uK9yIBeZxBAcSi1VEaPITjpR+RW7w/Tp4NMJmNCxATWZK2hzlrXprEEgtYSbYz22mdUG1GaPRybPkEgP+GyLZeD6VjdsEwmaRpEjpRetEDSTzixTOc4vmGSPapbe7gkPtlNUSpkhPh6t2aNCdCjlHdeWZ5KIUen8i6CHdnVK649CI1S7jFbx2p34KNu4Xcc0MN+x0qNdJ55wxgFqtOwH24pE1Mmg+NiryqddE77HisRVqggYrj0OZ7l4hsBKs9ZPAaVgSFBQ4jy4panU/aw37+g1WiUCsJM3rO9Qo0aKrwIescFdoNFwlOde36xIPdw7ql07lkpANZ60JzCOEPdDX7uFvDX+jf9f5QhiqHBQwnSNWfMiPNbIPBMq97aCwoKmD59ulv7rFmzePfdd9s8qXOJ/bmVxHeHGwtIkfL6cjBKD1rRvnIOdUAGyp7iPUT5RqE/wwtzRfxEAjI2EpTyM8WDrmjTHCZGTOSH1B9Yk7mGOb3ntGksgaA1jA0fi0quwupwdym4KeEKgvZ+5f6li1+VVpN3fAiNlRB/Pgy9lrr6YkqHXcOW8iRqbQ2MC/wbESXpBNgdsP9r93FG3gy7P3Fvn/RXKSW5mxJk0HDv1ET+9NVetz6ZDK4ZHd2pukbBvmquHxvD4k3u2QA6lYJh0X6dNpeejp9ezX1TE1nwyU6X9p8OFDBnRBSfbs1y+45GKWdkjL9be7dGa4RJf4H09Z77R90K1QVSgOTEUrqqfChJgrw9kkZK+DDJOaTWQwZI4oXNwtFDrpNEZCf9CYL7SuU8OcdW4af8HbI2Q59ZHl/0iuuLya3NZWTYSEJ0IUT6RrJo/yIOlkp6NL39ehOo7b7XC0H7YtSpuHdKIlvTt3vsv2FsLHctdc+sVMhlXDigG+gj6gPgvIfgqxs994++DRrKoCIDMjaBIRjiJoPWD/pcDCmrPH8vMLFZkPZEokaBxs/7fCy1kgNe2m9SlkvCFEng3eDZMacjCNGHMDFC0lKTzB3ymdt7Lhqlhg25G/DX9LDrq0DQSbQqgHLRRRfxwQcf8Mwzz6BSNdfpfvPNN1x88cXtNrmzHZvdQVJ+NVeN9L4S3amUH6szP7ZSFWuS878MG3VWJz6q9nkpabSbSSpLYnLk5DP+rk0fQE34EEL3L6N4wGUg974qeSoCdYEMCBzA96nfiwCKoEsI1fjz9vmv8uDGh2k4IW14WuRkrkq8HMUv/3b9wowXpIest0a6WHrXzvuY1X0m8+zvD+JEan8dOC98Ak+P+TvB655xHWfUrVKWyponXNtH3goRw9rxJ+wYJvcO4sZxsS4v1CqFjFeuGkpUJ2d8qJUK7jwvgZTCajalljW1GzRKPrp1NOEtrNYK3BkR68dd5yXw3ob0prb1KSV8d88Essvq2HC0uQzAR63gw576Ow4bDFMehd9fbD6XZXLp5S71F0kjZda/JPFXrVESgP34MqjKbR5j0FzJuvjzea52xGGDYcyd8M0tEDtJCpyoDeAXJ72wfX6N61xG3Sa5jJxEbk0uC9YsIK82r6lNp9Tx4uQXeXffu9RYavjP1P8QqBMBlHOJQZEmHpiWyJu/pTYdugq5jCcuHUCvYB+m9gt2cdrSKOX898aR3ec8jRkP4++VzrHjyJVw2euSe9UX10PeCWU+cgVcvRQu+pd0/hXua+7zCZK+M28pfH616/kZ2Auu+C/4e3m+N9fCoe9g5QPN14Bfn4Fe0+GKd6Qs0U4gWBfM3UPv5q61d7lkZIf5hLHowkUYT5VhIxCco7TKhecvf/kLa9aswc/Pj0GDBqFSqUhJSSEnJ4ehQ4eiVjengH/yiYdVzi6gOzp9HC6sZtZrG3nq0gH0C+8GF6kDX8P+r2DaEyCTk1Hp4NGNjXx3hZ4Roe1TYrSreDdv7XmLO4fciX9LkXkvaCtziNv4OqkXPkFFr/PbNJdtBdt4b/97rLhiBfGm+DaNJWg93fHc7BTK0rCtuJ/iSfdz1FpFlbWG/sZ4gvL24q8JgMTpUJwkZYZFDAVk8M5Jtt8KNUdv/JIrN/zJ4y4eHnovNwYMRVZ4UBKLDOkPhjBJSG/EjVCZDTaztDKd+isE95MCLN2cqgYrpTVm9udVolMpGBBhIsRXg7aFcpqOpKzWTFF1I8kFNQQa1PQOMRBq1KJUtL8Ad2fRVedlTYOVkloz+3OrUCvlDIowEuSrodFqp6jaTFJ+NYEGNYkhBsJ68u/YXAO1xVIGiKVWeuE68I1rxtjCTWCMhC+ug5ytrt+/6kPY/DaMv1sqIyjPkAKgSi0U7JfOabsZklfChf+UdE6WelksuOl76DWt6Z/V5mr+sv4vbCvc5rapSWPio5kfYVKbCPFpm6C7oHV09T2zptFKaa2F/bmVKOQyBkeaCDZo0GuUVNZbKK4xczCvCqNORd9QX0KNrnpHXU5jlXTu5e+RLIjDh4I+EH7/P9jypvv2cgXctxvUeqjKkRyujJHSOetwwJrHJOerhnLpPAzqLQUt/3hNEmf2EKCk+DC8M9bz/C58Fsbf51qu20EU1hVy7Y/XUtZY5tY3LHgYb01/C5NG6JQIBCfTqrfihIQEFi5c6NLWt2/fdpnQucT+3CpkQGx3KeEpSwXfyCbxuUhfGXIZJJc5GNFO2Zd7i/YQrAtqVfAEoNEvmrqg3oTv+ZKKhPM816WeJiNCRuCj8uH71O/5y8i/tHocgaBVpP6CMusPIrL+IMInWEqhr86ThOfUBugzE/pe1Lz9by+6jxE3mRWFm73u4pPUZcyKVxG88d+SDsLoO+HAt3B4pfQxRoBcJT0UOh1SgCXxAskqtRtj0qkw6VReBQs7m0CDhkCDhgER4kGzrfjqVPjqVCQEu/5t9WolAT4a+neHxYb2QOMLlnrY94XkqHPi6vVxdn0sZZOcHDxRGyRR6fxdsO556WVr27tSOY8xUlq9LtgnZawpVDDuHvjjde9z+eN1iBoDGul3XmGu8Bg8AckOtdJcSW9/D+LUgnMCX60KX63Ko/mBn16Nn15Nn9Du6eQGSJbFWpOrwHpVLuz60PP2DjukrpHORUOIlMF5nNwdkLxC+hgjISABSo80l9ad9zfPYx74xvv8tr4NQ65uWa+lnSiqK/IYPAHYW7KX8sZyEUARCDzQqgDKfffd197zOCc5kFtFpL8OXQsCeZ1KaarLDUWtkBFpkLWbE4/d6WBvyT4GBg1s0zhliVOJ2boIY+4uqqNbb0OsUqgYFz6OH1J/4P7h95+epbJA0F5UN6c5U1fimoZvqQWHzXV7Dy9YTo0vBeZKr7uobKzEoTZAzbF9aY2u+6k+SYG/vsx9vwKBoGNw2qHokKRn5ImafM/Ww2p983c0vtL5XXFMh6fsqPQ5jt0qWSbXe35JAiTtM7sZkAIoZru5xWlXm6tb7BcIehwOu2QR7o3qQs/tJ7pXVedJnxPxZnpQleN9X/VlUmZLJ1BtaflcPtW1QCA4V2l1ftiKFSu48sorGTVqFDk5OTz//PMsWrTojMf55Zdf6Nu3r8vngQce8Ljt7Nmz3bY9cuRIa3+ELmdfdxKQtdQeW72KcGmONspJbicnnvSqNGqttWdkX+yJ+qDeNPhFE777szbP6byo8yhvLGdDzoY2jyUQNFFbJAUnzCdZAFZkSXoG9WXQe6bUFjUaZr4Al70Bo26XVpfDhkhp+TXHx6l3zUY5hqzoINMDh3idxqiQ4egLDzY3ZP0BCVO9zztmgiSY14FYbHYKqxoorGr0ajncHagz2yisaqS4ppFWVLoKTgO7w0lRdSOFVQ3Umq0UVjVSWNWIxdb+4uXdEo0vxE1ybVMbJF2Sy96QxGZ9QuDyt6UynNBB0jZKnXTdmP0mDJjdsnaRf7y0nwufhUtfgyHz3J22Ei9wcRPxVfliVHvP9BElr+cGFqud7LI6ssrqqGl0Fzvv0VgbpXtrdQHY7VIGaNhg6VwZdbt0/s18QRKCBeg1RfpvQ6X0vbpjeky+4c2W4Sej1EoaKZ7od6n3ucVMlK4DnUC0r/dsUx+VT4vXAYHgXKZVGSiff/4577zzDgsXLuTll18GYNCgQbzwwgtYLJYzylBJTU1l6tSpPPvss01tGo27jZjdbiczM5NPP/2UuLi4pnZ//56pEG21OzhcUMO1Y7pJqvxxBXFjpEtzrFHOilQrDqcTeRvdLfYU7cWg8iHcEHHqjVtCJqOs9wVE7fgI3/x91EQMbfVQ0b7RJJgS+Pbot0yPdXeWEgjOiNpiSFkNm1+HujJJsG7ak1Jq/OEfYcf70mpv7AQ4/x9w+1pI+xW2vy+tKMeMh2uWStbE+76Q0vLN1VLQY9pjUnpwebPAJmWpDFcHEOETQX6dazaJQqbgwb7X4/vlLc2N+7+EiQ94du9QqCURS33HXVNzyutZvCmDlfvykctlXD0yihvGxXYru1+LzU5mWT2vrT3CH6llGHVKbp8Uz8WDwj3a7ApaR0FVA8t25fLZtmwarHam9wvhyhFRvL72CAMjTdw2MZ7oAH1XT7Nj0fjC1Efh6M9SpkjMOCnlf+eHsPYpqcxg+E2Sy8fWd2DItRDxorR6/eNfJOH3wERImAaRoyBvp/s+ZjwnXZM2vCxlmSReCNd/Bf/7u6TloDHCiPnNlsZIzhwPjHiA57Y+5z5c7AzhvHMOkF1ex5c7cvhuVx5mm51p/UK4e0oiCUF65J2gzdFhOJ1QkQmb34Ck5ZIGyoj5MOJmKVBZVwI7FksCr1o/GHadFMgM6CW5V/36DBTul56Vz39YKn0bcTPs+sh9XxPu8243HjlS0kapyHRtlyvgwqdB1zllMwG6AC5NuJQf039067tn6D2E6ITOkUDgiVYFUJYuXcpzzz3HlClT+Pe/JaeIyy+/HD8/P5588skzCqCkpaXRp08fgoNbtu3Kzc3FarUyZMgQjwGWnsaRohosdgcJQd2jhp+yNOlGog9yaY41yqmzQk61k1hTGwMoJbuJNyUgp+2OPrWhA2g0RRKx42NSLn+1TWOdF3UeHx/6mLzaPCINkaf+gkDgiboyWP2I9OB1nCOrYdzdsPZJyV3jOCk/Qfx5cHQNpK1zbU+cDhv/DZmbmtsPfSfVWt/0PWx4BQ4tk164wocSZohg8YwPeHPvW6zJXIPNaWNA4AAeHfsocSp/yRoxeYWUohw5SnIcuHklrH1Gmp/TAdFjpNU2/14d9uvJLa/nyv9upqSmOSX4nfVp/Li/gC/vHEdENwmipBbXMeedPzDbpOyYqgYrT69IYt3hYl6dN4wgQ8+//3Q1hVWN3L5kB0kFzRlay3bn8UtSEW9dP4I7PtnJqv0FfHfPBKL8z/IgSmAi3LYGfn0Wxi2EL6+XhJ0BGipg3bNSlsrwmyBjg1Ri9+sJzlp5u+CTy+CWVZJmyv4vpbKBwEQpeJK3Bzb8X/P2+7+SrjtXfQhb/gszngW/WJcpKeQKZsXOwkflw+u7X6ewrhBflS/X97+ea/peg0krNBHOZrLL6rjjk12kFJ10fiYX8d3dE0nsJtpTraIiC96fKp1bx/n9/6RgyjWfSoLNdovU3lABv70Ao++Q/v3l9c3faaySnK4mPAijF0gitLs+lBZIDKEw9i7pvFV6ua+ZImH+CknD6NAy6bwOHwYXvyyJuXcSRrWRv476K7HGWJYmLaXaUk2oPpT7h9/PeVHnoVS0j4GEQHC20aozIz8/n1693B+0o6OjqaysPKOx0tLSmDBhwim3S01NJTw8/KwInoCkfyKXQWxgN3k4LDsKpnA31e9Yo/Tv5DI7sabWrzoU1BVQWFfEhIiJbZpmEzIZpX0uJGrHEnzz9lITOazVQ40JG8NXKV+x7MgyHhjhuXxMIDglNfmuwRMAn2BpZffE4AlIq76+Ya7BEwCdv7TqfGLw5DhVOdKq9Oy3pGwUh11awfYJIgp4avxTPDjiQexOOwaVAX/tsUySy9+GC/4p6S1oTaA/llJ8+ZvSw57TKWXIGNuYGdYCNruDb3blugRPjpNdXs9vh4u5YVysh292LlX1Fp5bldQUPDmRDUdKyS6vFwGUdmB/bqVL8OQ41Y02vtudxyVDwvludx7f787jnim9UPRUp53TQamByBEw5x34/u7m4MmJZG6SXtJGzIdvPbhkWergkyvgrg0w+a/Sy5hKD0UHXIMnx2mogMOr4Mr3Qe/ncVomrYlLEy5lTNgYzDYzSrmSYF2weKE6B9idXekSPDlOdYON9zek8cRlAzBoeqBmnNUsZXKdGDw5TkkKZGyUskJKT5IGCB8KPz3kecwtb0iLIXk7YcbzUilQYzXs/VQSZ77jN8mtxxP+sXDZf2D64y73884mSBfEgsELuCLxCqx2KxqlhmBdMLI2Zp0LBGczrXoqGTp0KMuXL3dpczqdfPjhhwwZ4r0e/2ScTicZGRls2rSJmTNncsEFF/DKK69gsVjctk1LS0OlUnHXXXcxceJEbrzxRvbv39+a6XcLDuRVEemn6zLbTTdKj0oOPCfhp5Xhp5GR1EYh2X3F+1DJlcT5tt9LUm3oQBpM0URu/1B6CWwlWqWW8eHjWXZ0GVb7WVbnK+g8Mjzo6PSZJdkDn0zYYMlW9GQihkPmH973kfITWOvBLwYC4l0etvQqPRGGCKJ9o5uDJyA90Pkf215/Qj22PlASjQ7u06HBE4DKBis/7i/w2r98b163qLGvNdvYnOZdbHNtUpHXPsHpYXc4+G5Pntf+9UeKGRUrHacr9+dT2dD1x0WnYLdB+m/e+zM3ATLvopSNlZKYrF+0dK7r/GB7C7p0h38Em5exTiBEH0K0MZpwQ7gInpwDNFhs/Lg/32v/r4eLKat1f0bvETSUS+5z3kj5CaI9WAtrTe6C68dxOqEyUxKDXn43fD0fVtwH2VulLJWWxJtBuj97uJ93Nkq5kjCfMKKN0YToQ0TwRCA4Ba0KoDz++OMsW7aMuXPnYrFYeOaZZ7jgggv47bffePTRR097nPz8fBoaGlCr1bz22ms88sgjrFy5kpdeeslt24yMDKqqqrj66qtZtGgRvXr14uabb6agwPtDeXfmQG4Vcd1FQNZcDTWFUkqhB2KMMpLaKCS7p2QPscY4VIp2XLWQySjtNxPfoiRM2Z4tF0+XqTFTKW8sZ2322naanOCcQ+Uhm8zWKD0gnYzd4jm1124BVQs6GwoNtEMJXGejkMnQqrzfbrQqBQp51/9cMpkMdQvZDj7dxTGtByND1uLvUadSYDkmLqzrJsdFpyCTSdko3lDpJX2EljjRSU6mAFULzxhKnXfxS8E5i1Iua3FhT6tS9MA70DHkcknY1RsqfXP5zsnfawmlRiqp9bhPEXQUCM5GWnX37NOnD6tXr2bevHnMnz+fiIgIrrzySpYsWUL//v1Pe5zIyEi2bdvGiy++SP/+/bnwwgt59NFH+frrr7HbXTMenn32WdauXcsFF1zAwIEDefrpp4mKiuKHH35ozY/QpVjtDg4X1hAf3E0CKE0CslEeu2ONcg6Vtj4DpcZSQ2plKol+7a+vUBfcl/rABKK2fShpObSSSEMkff378sXhL9pxdoJzivjzpJegEzn0vaRpcjL5eyQh2ZPJ2S6N441hN4JPOwg4OhxQlQf5eyF3J1Rmey4daCUNFjsZpbXszCxnZ2Y59RY7N0+I87r9rRPj0avdHzQtNju5FfXszangQG4lBZUNOBzes81qG62kl9SyPaOMPdkVZJXV4TgDO0h/vYorhnnPxpkxMOy0xxJ4Ri6Xcf1Y75mIlw2N4JckyTL0xnGx1FtsWG0OKuvMpBXXsjW9jH05leSU13fWlDsHfSAMvtZ7f9xEaTXbmyilMUIa4zgKpVT2442Rt0j/tQvbckEzKqWC68bEeO2fNyqqRdHvilrpPN2WLl2DM0prvW7b6fiENOuZeGLINZDqYRGt9KhUxuMJlQ70wZ6tyP1iXc/Jk3E6pcyWgn3Sfbgiy3uGmUAg6Fa0KoCya9cuZsyYQWxsLLfeeivr1q1jyZIlzJkzh9WrV5/RWH5+fi6pYr169cJsNlNVVeWynVKpxGBoFq6SyWQkJCRQVNTzUqqPFtVisTuID+omAZTSo9Kqt5cXs1iTnII6J5WNrSuT2V96AKcTEttoX+wRmYySfhehL08n4GgL6c+nwfSY6ewp3kNyWXI7TU5wTmEIhYtfcW1z2KAwCaY/6d6etQWmPe7abrdA/j7JieNk/ONh0p9aXkE7HWxmyNoIi86DRefDB9Ph7bGw93PJorGNlNeZ+flQAbPf/IOr3t3CVe9u4aI3NjAowsi4BHdLx5kDQxkc6W6VWNVgYdnuPC58dQNXvL2Zy976g0vf3MSW9DKPNreFVQ18siWLi17fyLz3tjLnnc1c/e4WtmdWYLae3kuiTq3k/um9ifJ3f0F4aEYfwoQLT7sQG6jjutHuDnT9w30ZHefP5rQyxsYHIJfJuPTNP9iYWsKKfQXMfG0D1y7ayuVv/8FNi7dxMK/Kw+g9FJUOzn/ITdAVgAn3Sy92W96Cy//rbkOs1MKcRVIpwIkE95WCricTPkzSZXh7tFS2YKlrtx9D0POJC9Rz5XD3jOSBEUauGBbpVZMot7yexX9kcNHrG7lmkXQNvuH9bezMLMds7QbW5DIZDJwjiamfzNDrJJtwT5mkKoOkJXayeLJMLukI6fxcXKyk7+hgzruSzokn7DZJN+WD6fDeecfuw6Nh2yJJm0wgEHRrWpVb9sILL3DxxRczdOhQFi9ejEajYd26daxatYo33niDiy666LTG2bhxIw899BDr169Hp5MeWJOTk/Hz8yMgwPVB+6abbmLs2LFNDj8Oh4OUlBRuuOGG1vwIXcrB/CpkQGxAdwmgHJEs2byk88YdE5JNKrMzIfLMD5k9xXuI8AnHp6V04jbQEBBPTdhAorZ/SEWvyThPfrg8TYaHDCdQG8inyZ/y/KTn23mWgrMejQEGz4PocbD7Y6jOgz4XQ/wk6YUnfgrs+USySUy8EOLPlzRJes+AXUskW+EBV0iZKWof6Hcp7PwI6kth4JWSxamXMrszojIHPp3rmnJsrYcf/yQ5d8RPbtPwWWX1/PnrfS6yRNUNNua+u5mV900iv7KRr3Zko1TIuW50DIkhBoJ83UsXkgtq+Md3B1zayuos3PLRdn7+03kkBLs6QezOruSln1Nc2oprzNz84XZWPTCJxBDf05p/dICer+8az/aMcn46UECQQcP1Y2OIDtDhq+uBwondkJpGO1EBOt66bjhrk4tpsNq5dEg4Jp2SH/bm89LcIZhtDh79/gBmm4M7P9nFBze7vvRkltVz0+JtfHfPxO6zGNFW/GLg1p8kfaRD30si1IOvlhY5SlKkIIlvGNy1EQ58DcXJ0kvf4KvAL8691MAnCC58BkbcJF1LrPWQeIGUnbL8bjDXwDfzpfHCBnfJjyzoftRZ7MwZEcnckVF8syuHBouDy4aEExOoJ6eigRgv5ed/pJXx1m9pLm35VY3c/OF2Vtw3iV7dwb3HGA7XfgoF+2HPp1KgY9St0r3PJxhu+x9k/QFJP0iLIiNvkYKaWpN0nqT8JOmdBfWGYTeAKRpwwl2bYN+XUJoCYUNg0FzvwROAqlz4eLZ0Th7HZpYc+wLjof/sjv5NCASCNtCqAMrRo0d588030el0rFu3jhkzZqBWqxkzZgxPP/30aY8zfPhwNBoNjz/+OPfeey85OTm89NJLLFiwALvdTnl5OSaTCbVazbRp03j77bfp378/8fHxfPLJJ9TU1DBnzpzW/AhdyqG8KiL8dOi6RT29U3ow85aeCIQbZGgUcLD0zAMoFoeVg6UHGRfuQZirHSnpdxHxv/+bkEMrKRoyt1VjKOQKpsVMY3nqcv488s8E6bpO0EvQQ9EaIWwQXPSS5HpzYv2zb6gkEuuwgfKEIJ/ODy551X17nT9c9pp7e1twOCR3AG/12r89D2FfSnNqBdWNFhZtSPeo6dxgcfDmr6m8MGcQkxKlc0vuRd+iqt7Cq7+keOyz2p18syuXv83o2/T9/Mp63lx31OP2ZpuDnw4U8MD00wugAET46bhieCSXDg1HIZMJQb12ZsXePP6z9ihGrZKJiUFoVXKKaxpJL7FhtTt5+ecUik9wbLI5nKw5VMSUvsGsTS5uaq+ot3Iov+rsCaAAmKKkoMnAOZKOiUwmBWVPFHDVB0hZbTZzy7opIAVR1D5S1kn+Ttj4ilSydxynU3ILmf2m9DIpOKdxOBws25XLexvSifTXcsv4OFQKOUs2Z7Izq4IRMf4kBvsQanI9VjJL63hnfarHMessdjYcLekeARQA33Dpk3gBIHMNPJqipFKeQXObz7/j+MfCuLulMqCTBZVD+sGFT5/eOQlwZLVr8ORE1j0vnfPeyvUEAkGX06oSnqCgIFJTU0lNTSUpKYmpU6cCsHnzZsLDw097HIPBwOLFiykvL2fu3Lk89thjXHPNNSxYsICCggImTZrEnj17ALjllltYsGABzz33HJdffjmpqal89NFHLmU9PYX9eVXEdRf74toSydLN5J5OfRy5TEZMK3VQksuSMdvNHVO+cwIW3zCqoscQsetTFObW19yeH3U+CpmCz5M/b8fZCc45ZDLPQQ+53DV4cqrtvbW3FrsZCltwLytLbVMNdm2jnbQS7+dfWmkt1Y025HKZ1+AJQIPVQXqJ97KCQ3lVWE7QybLYnGSUet/+cGHNGWmhHEcpl4vgSTtjtTs4mF8NSLbFqw8W8sNeyeHiyx05rNiX7xI8OU5GWR1hJvcX/MOF7narZwVyZfPLmzf3m9N5UQOw1EuB0wPfugZPjlNyWNpGcM7TYLU3WRjnVTTy/E+HeXplEjuzJOvfjNJaGj3YvDtxklXm/RhK9mBb3uXIFd4FYk88/06mJTeq0z0n83Z57ytL9b7IIRAIugWtejK/5ZZbuPfee5HL5QwePJgxY8bw7rvv8tZbb/Hiiy+e0Vi9e/fmo48+cmuPiooiJaV5BVImk7Fw4UIWLlzYmil3G+wOJ8kF1cwd4VmwtdMpPfY79vMeQAGIM8k5WHrmLyB7Svbgr/UjsBOyOUr7zsCYt5uwvV+RN/b2Vo2hV+mZHDWZr1K+YsHgBeg91cMKBD0VhQbCh3u2VgYI6tOmVWiDRkFisIEjRZ6DKInBBgzaU992dGoFiSEGSmvLiQnQMzrOH6vdyabUUsrrLAyONKFWNGfwqZUyegUbOHTsxfxkBoQbkZ/KSUHQKagUcoZGmfjlJEvo/MpGEoJ9KKhqJMpfx5j4AOwOJ3+kllJaa6FXkA/5le7Bvf7h7vo5gpNQ6yFkIBQd9NwfPEDaRnDOo1Mp6B9uZH1KCf56FZN7B6NSyNiZVUFWWT0JwQa0SvfsablMRlygnkwvQZSBEeI8dSFqDBz4xnNfUG93nSOBQNCtaFUAZf78+YwePZq8vDwmTZoEwLhx45gyZQr9+vVr1wmebWSU1tJodXQfC+Piw6ALAE3L6e3xJjlrM23UWZ34qE5vRdaBk71Fe+jj36dTbO9sWhPl8ecRtn8ZxYMux+rTuqDNjNgZrMtex7dHvmX+wPntPEuBoAuRy2HYdbD5Dc92jVMfa3X5DoBRp+au83ux+lChWxmPXAa3T07AV3tqHRGTTsXfZvQjq7yOeoud9SnFqJVynrh0AGW1Zqb3D3HJYInw03P/tEQWfrrbbSytSs5Fg04/M1LQ8Vw6JII316ViPmEl+/s9efzrysFcOTyKRqud9UdKUMplPHpxf6rqLSQEG7jt450u4wT6qBkoAiinRqWDiQ/Awa9xOzFlcqlPlO8IALlczpXDIwnQqwj21fJLUhF1Fhu3T4rHqFUR4qsh1OQuph0b6MP903rz12/2ufUZNEom9RYl0S70mQG/Pu1ZwHnak2AI7vQpCQSC06fVS3L9+/fnggsuQKuVLqTDhg0TwZPT4PgKabcJoJQknzL7BKQMFCeQXHb6ZTwZVRlUWarp7d+7DRM8M8oTp+BQqIjYubTVYwTqAhkXPo4lh5ZgtreftatA0C3wi4GblktilMfR+MLl70iClG0kNlDPG9cOx0/fHCjx16t4+4YRxHhwt/FGmEnD4k0ZPL78IGuTi/npQCF//mov+3Mr8dG4x/6Hx/jz2MX90KmaV0cjTFo+uW0sUf7CPac7Eemn4/MFY11cjcxWO3FBPny8OZPHlh/kl6QiVh8s5C9f72N7ZgU+aiUnVn31Cjaw9PaxxJ1N+icdSUACXPOZpK10HH0AXPOp1CcQHMOoU5FcUM2fvtrLqgMF/JpczJM/HGLRhjSiA7xnKo1LCOAvF/ZBo2x+tYgO0LH09jHEtGB9fE5iioabf3Qtn1fpYOaLkmC8QCDo1rRjcb3gdDiUX02Ir+a00tg7HLsFytOhz6xTbhrtK0Mph4OlDkaFnXJzQHLf0av0RBrawTnkNHGodJQnTiU4+ScKh16N2a91pVIXJ1zMlk1bWH50Odf0u6adZykQdCEKteT0c8dvkiOQwy65D/iGtkvasJ9ezYwBIQyOnEhZnRkZMgJ81ET66VApTy9m73A4WXWgwGNJzop9BVw/JpYQX9egSKhRyw1jY7igfyildRZUcmm/3hwjBF2HSilnRKw/y++dQFmdBZvdSbhJy6oDBez3YE28+mAh142J4Ze/nE9JtRmtSo6/j5oof1F2ctqo9dB7JizcJJ33yCSBWd9wSQtCIDhGZlkd3+3Jd2tPKqjhx/0F3HleAgoPGlaR/npuHh/DJUPCKau1oFbK8depiBVBTnfkCogcAbf/Ijnt2S3SfdgnFFSnqaMiEAi6jG7wFn9ucTCvitjuIiBbelQSqvJrwWrtGEq5jFijnP0lp5+BsrtoN71MCci92CN3FBVxE/HP2ETkjiWkX/h4q8YI9wlnTPgYFh1YxBW9r0CjEDc0wVmETAbGCOnTAWhUSuKClK3ODiirM/PpVg9il8f4ZEsmI2L9UZ8UkNFrVMQHq4gX2c/dHplMRphJ1yQMW1rT8t986dZM3rp+RPfJ3uyJKJSSy4ipm2iwCbodNoeDT7dmee3/bFsWV46IJNToOavPpNdg0mvoJa7Bp4cxXPoIBIIehVDV60ScTidJ+dXEdpcHwOJDkmK47+ldvONNcg4Un14ApaCugIK6Anr792nLDFuFU6GitPcFBKatR1eW3upxZveaTWl9Kd+keBH6EggEHYLDCRYPTg/HabA6cOLBK1nQY3E4nZht3u8vjVYHrTBSEggEZ4DDIZ1r3jBbHYhLr0AgONcRAZROpLC6kcoGa/dZQStKkuovT9OdIt4kJ63KQZ311HfPPcV7UcmVxBlPnd3SEVRFj8aiD2yTFkqYTxgTIiewaP8iai2tt0YWCNoVS51kRVqeIdmQd1Oq6i1kl9eTXV5PVUOzYG1lvYXssjqyy+upbvBs1eivV3HRYO+1gleNjELjwQmiNZTWmsksrSOnvJ56s61dxhScORqVokWx36tGRKFTn8OlJg4HVOdDWRpU5gibU0G70GCxkVtRT2ZpHcU1jaiVcq4a6T1DadbgMPx9hEPMGWFrlM7ZsjSoKezq2QgEgnZAlPB0IofyjgvIdoMSHqddykCJmXjaX+nlJ8fhhEOldsaEt3zo7CraRZwpHpX81I4bHYJcQVnv6YTv+5r8snQaAlsnkndFryvYXrCdDw9+yAMjHmjnSQoEZ0hFFqx9GpJ/kLRLQgbAxa9AxDBQd4/ArN3h5GhxDU/9cJBtGRUAjE8I4OnZg1DI4ZFlB9iVJbVP7h3Ek5cOIDHEgEzWXFOvViq4dWI8P+zNp7zO1S2oX5gvI2P92jzPeouNvdmVPLniEKnFtSjlMi4ZEs7fZvQlqgWhREH74nA4SSup5Z8/HuL+ab35fk8upbWuf/PEEANj4gO6aIbdgPoySF4Jvz0PtcWS6POYu2DMnZJ2kUDQCvIrG3ht7RGW78nHYncQF6jnycsGMijCyIBwI0kFrhpUfnoVt0+MdyudFLRAdT5sfBX2LJUCKX4xcOFzkHB+mxzvBAJB1yKugp1IUkE1vlolAd0hel+eDpb6M1Lfj/KVoVHAvlOU8VSYK0mvSqePX+e573iiKmokFn0A4bs/b/UYAboALoy7kI+TPia/1l1UTSDoNKry4OPL4NB3UvAEoDgJPr4EipO7dm4nkFNez5XvbG4KngBsSS9n7n83U1DZyJ7s5vaNR0uZ++5mcioa3MaJCdCz/N4J3DIhlmBfDVH+Oh6Z2ZePbh3dpJvRFpLyq7lh8TZSi6XsMpvDyQ9787lh8TYKq9znI+gYciqk42VHZgVOJ7w6bxjXjYkmxFdDpJ+Ou85L4LFL+rdY3nNWY7fCns9g5YNS8ATAXAMbX4Gf/wENFS1/XyDwQFF1I7ct2cHXO3Ox2KWSncyyem5bsoO0kloevbg/90zpRZS/jmCDhqtHRfHmdcOxnKvnYWuoLYZvboUd70vBE5CyR7+ZD2nrunZuAoGgTYgASieSVFBNbIDeZaW1yyg8AArVGYnJKeQy4k1y9p4igLK3eC9ymYxefr3aOsu2IVdQ3msKAem/o6nMbfUwl8Rfgl6p56UdL7Xj5ASCMyRvF1R6EPdzOmHNE93iRcpis7N0axb1FvdrRK3Zxi/JRZzfJ8SlvbrBxvLdedgd7qWBMQE+PHrxAH68fxLf3T2BO8/vRXg7BE8q6iw8/1MyTg/ViFll9R7dfwTtj93uYNmuXGrMNi4bEsHSrVnctmQHlfVW7pmayO2T4jmYX8VtS3bw4/4CHOeiCEpNIfz+f577Di475qgjEJwZGSV1HC6s8dj3zMpkUoqq2Z1dwS0T4rhvWiKNFju3LdnBy2tSqDgpK1DghapcyNnquW/N41Bd0LnzEQgE7YYIoHQiSfnVxHSX1PD8vZL7juLMqrgS/OTsOUUAZVfRLqJ9Y9Ap2/6i01aqokdjU/sStu/rVo+hVWqZ13cev2b/yobcDe04O4HgDDjys/e+nK1SRlkXU9NoY9PRUq/9e7Ir6R/u69b++9ES6rzoj6iVckKNWkKMWo/Wma2hwWpnT3al1/4NR8RLaWdQY7ax4djx0jfMl91ZFdgcTlYfLOTpFYf4549J/JFahtMJm9PKqG48BzVqGiuhJQ2uiszOmongLGJbRpnXvrSSWsJNOraml/PcqmSeWnGIlfsLsNqd7MqqpLpR6O+cFvm7vfdV57V8XgsEgm6NCKB0ErVmG9nl9d3DgcduhaJDEHjmGSKJ/nLya50U13teCay11nG4PJk+/l1bvnMcp0JFRfxEglJ+QVnf+hX6sWFjGRg4kGe3PEudta4dZygQnCZ+0d77fIKgk+3CPaFWygnylUoUZTKIDdQTE6DneNJdoI/a40twsEGDWtl5mXlymQw/vXd9pvbIchGcGrVSTpBBsoivabQRYJCOHYVcRlygnugAHSqFjIQgH3qH+KA5F7UXlJ7tYpvQ+nfOPARnFWEm78eVTqXAdqysZ3ScP5N7BzXpngT4qNstkH3WY2hBn0ihkj4CgaBHIkRkO4nDx8S4YruDgGxpilSPGZh4xl/t7SfdRPcW25kR5/4wu79kH3ang95+nW9f7I3K2PEEHf2VkEMryB99c6vGkMlkzB8wnyc3P8mrO1/lifFPtPMsBeckNgvUFEDhfqgvh8jh4BshBUROZuCV8Pu/8Fh3Mu6+lh/WOojaRisltRb2ZlfgcDoZFRfAHZMTiA3w4cIBoRwpklLE+4T6svpgIeN7BfL8qiS3cW6fHI9W5X47qmqwUlJjZnd2BVqlgqHRJoJ9NVTWW6iot7IzswK9WsHwGH/89SoCj72Mn4pgg5rbJsbx6i9H3fpkMpgxUAhzdgZ6tZI7JsezNrmIlfvyuXlCHGPj65mUGMTRohoGRBgxaFXszCwnyKAhr7KBzNJ6nDjpH24k1FdLeb2FrLI60orriA3UEx/kQ7hfJwbAqvKgLFVyxQruA/7xYPTuJnTG6IMgZgJkb3bvM4SAMaL99iU4ZxiXEIhSLsPmoXRy3uho5DJY/eBk9udW0mCx8/DMvuRWNFBRb8FXqySlsJodmeUo5XJGxvoTaFAT4KOhoLKB0lozu7Ir8dOpGBJlIsRXg0GroqTGTF5lPcn5NYSZtPQJNRBm0nWvgExdKdTkQ94e6dwLGySdz4pWaBeGDQGVDqweNLUGzgWfEPd2gUDQIxABlE4iqaAapVxGZGc+2Hkjb5fk2NGKB69AnYwArYzdRXZmxLlHz3cV7SLSJwJftaE9ZtouONR6qqJHEXJoBQXDr8OpbJ2Ib7A+mHl95rE0eSnnRZ3H+dHnt/NMBecUNjNkboQvb2gWmANInAGXvwm+J9n4miJgznvw/UJwnpABlnghDL3mtO3I24vKegufb8vm5TUpLjGdH++fiFGn5NYlO5raZDK4b2oicQE6N4eVe6b0ItJDxkdprZnX1x5l6dZm3ReFXMbPf5rMO7+l8d2evKZ2pVzGPy8fyIX9Qwg2nvoaq1DIuXZ0DNszKtiU2lxypJDLeP2aYS2uzgralyh/SSj2vQ3p9A/z5UhRDbcu2cG/rx7KJ1uyWJNU1LStSiHjqcsGsim1lP05h/jo1tHc8ckussuby9dCjRo+WzCWxBD3UrF2pyQFPrlcCoIexz8ObloOAfHtsw+9P1zxjrSfEzWQtCa44VsRQBG0ijCjlvfnj+LOpTux2psv4CNi/FgwKZ71KcVc+uYmF22qq0ZG8uD0PryxNpXFf2Q0tctk8NCMvlw+NIKnVyaxNrn5nFUr5Lx6zVBGxPixcOku9uc160sZtUo+uW0Mg6P8ukcQpaYQfrgPUn9pblNq4dovIG4iKE8vQN+EbwRc/w18dpXrPT50MEx/AtTdYEFVIBC0ChFA6SSSC2qI9NehVHSDFOTcXVL2SStS/mUyGb395ewudNdBabSbOVB6gImRk9pjlu1Kefxk/DM3E5D6G2X9ZrZ6nCnRU9hfup9HNz3KstnLCPMJO/WXBAJPVOfDF9dKJXUnkroGdn4I5z3sqlGkNkC/y+D+MZD5h6SNEDdJEoL2lLHSwRwtruWln1Nc2oINGo4W1/Hu7+ku7U4nvLkulWHRfnxy22h2ZlWgkMkYEuXHr4eLyamoJ8LfNfCxLb3cJXgCMGNAKNszyl2CJyA56Dz6/UGGRE06rQAKQIhRy+vXDiOvsoFt6eX46VWMiQ8gxKhFp1Kc7q9B0EZyyutpsNpZtnA8ORUNfLYtmxEx/uRW1LsETwCsdidP/nCQxTePZnCEiYe/3e8SPAEoqjaz4OOdfH3XeEKMHRgIqymSzt+ak4QgKzJh2W1w/bfgE9g++wqIh9v+B6VHoGAfBCRC+BAwRkJ3EKUX9Dg0KgUTEwP59a9T2JVVQWmNmZFx/kT76ymoauCJHw65fefbXXmMiQ8kq9y1jNnphNKaRr7fk+cSPAGw2B08+OVevrhjLAdOEueubrQx/8PtrP7TeV2/uGi3wo7FrsETkAIfX8yDe3eceVBUqYLocXDvdmnhsioXokZL45y8QCIQCHoUIoDSSSQVVBHj3w2izfVlUJ4Gg+e1eog+/nK+TrFisTtRK5of3g6UHMDqsNHHv/uU7xzHagimNqQfoQeXtymAIpPJuH3Q7Tyz5Rn+9NufWDJrCdpT1agLBJ5I+809eHKcbe/CiJvBFOnartZLD1/ttbrdSurNNhZtSHdrv3hION/t9u549enWbCL9tezOqsTucPLGulTsDieltWYGRBjx1UpZbeV1Ft5Zn+r2/RvHxvLUSvcH++N8tSOb/mEDUChOLwASaNAQaNAwJMrvtLYXtC/VjRY+/COTNUlFXDUiio+OrWrPGR7p8e8P4DgmKDtzYCgvr0nxuE1mWT2ldZaODaDUFUO5+zkAQN5uqC9pvwAKSJkmxghImNJ+YwrOadRKBTEBehdzA5vNzn9+yfb6ncUbM3jskv6sTS52aZ89LJI7P9nl8Tt2h5P1KSUMj/Zj90ni3dWNNlKLa7o+gFJbLN13PWG3QvrvrbvvKlXgHyt9BALBWUM3SIc4+7E7nKQU1hDTHfRPcndKmSfBfVs9RJ8AOWY7HCx1zULZWbSTMH0o/hq/Nk6yY6iIm4BP6VF8ig63aRyD2sC9w+7laMVRnvjjCRzOc9BaU9B2PFkSH6exChzd13HEYnNQWNXo1u6nU1Fcbfb6vZLaRoxaFUkF1aQU1TSlhxdXm2m0Nl9PrDaHx3G0agUlNd7HL6w2Y7F70IgRdEsazHaKj/09lQpZ09/WpFO2+Hduqe84tR3tFGL2bAHbhCfdA4Ggm9NodVBQ1dI13Ixe7R6g1ijllNS2/D2TznP5dEv3jE7DYQNzC/b1ld6DSgKB4NyjSwMov/zyC3379nX5PPDAAx633bx5M5deeilDhw5l/vz55OTkdPJsW092eT2NVkf3sDDO3iJFwttQexlnkqNRwI6C5hcei93CvpJ99O6G2SfHqQvph0UfQHDyj20eK84Ux4LBC/g582de2fkKTk/CnoKeR0OlVAdtaaPTUn35sXFaeImKa6HULbifJD7XgTidTspqzZTUmJscF1rCcSxTpKSmEZ1awfiEAADGxgfwt5l9eXhmX2QyJ0OiTV7HGB7lR1ygnk9vH8Mnt43hpnExAIyK88dXo6SkppHSWjM+GgUjY93dRQqqGhgW5X38sfEB6NQisbK7U14nHUe+WhX3Tu3F32f1Q62U8/eL+vHwzL402uwtZgUNiTJhttlRKTyXr8hkEOzbwZmBhlDv5TMKFehOOn7rSqWyH9sJL4sOu7TyXVsMDhGIF3Q9Bp2Kcceu7UOjTPx1Rh/+Pqsf0/uHIJdJbXkVDUzuHcQjs/ryt5l9GR3nT0mNhcGR3q/NQ6P8SCvxbNvbL0zSK6pttFFc3UhNZ9gkW81QkSUFRhwO6X4b1MLza9yEjp+TQCDoMXTpk2ZqaipTp07l2WefbWrTaNxFmvLz87n33nu5//77mTx5Mm+//Tb33HMPK1asQNYD6n+TjznwdHkAxVoPBXslkco2oJRLOijbC2zcNUz6ex0oO4jZbqZvQOszWzocmZyq6DEEpP5GzviF2DVtE7odFTaK6y3XszRpKVqFlvuH398jjkeBB+rLpRrlDS9LgY/IkXDeQxDQC1Rn8CJWVwJZW+CP/0BdGcRNhkkPgl+8lMp7IqEDJceOigz3cWY+LzlsdBCFVQ2sSSpi6ZYsLHYHlw6J4Lox0UR5KTMsqGpg1f4Cvtieg8PpZM6wSG4YF8uExCBJk2R3Lk4nXDgglDsnJ7A5tZS8StcMleExftw2KZ5vd+fy39/TkctkXDE8gp//NBmtUs67v6ezfG8eSoWcWybEcv/0RNYmF7m4RLz8cwqvzhvKxtRSTjaPCPRRM62fcDXozpTUNLI5rYyPN2ey8PxeZJXXseZgEfdOS+SnAwX8sDcfh1PSunnxykHc9OF2t9XpUKOG6AAd3+3O49rR0Szd6r4yfMWwCAJ9WicWftr4BMPga2D/l+59Y+5qdtioKYTUX2HrO2Cphb4XSf1KLez9DPZ9IQViht8Eg65yL9sTCDqZGQNCiQnQc7S4lpX78jHbHJzfJ5iPbh1NqEFLab2ZfmFGvt6Zi1wm46LBYaiVMh6Z1ZcbF293Gy/CpGVIlMlNrwhgZKw/wUYte7IreP3Xo6QW15IQbODB6Yn0DvXFqO0Aq9+yNNi1BA7/KLnrDLsBBs2FmS9Igq8nE5AAIQPafx4CgaDH0qUBlLS0NPr06UNwcHCL233zzTcMGjSI2267DYAXX3yRiRMnsn37dsaOHdsZU20Thwuq8dOr8NN38APdqcjdIdVyhg1s81D9AhX8nGHF7nCikMvYWbiDYF0wgdqAdphox1EVM5qgI2sISF1HycDZbR5vesx0rA4r7x94nwZbA38b/TfkrRDnFXQhjTWw9b+w4aXmtsosSF4B81dI6vunQ305/Pos7P64uW1vFhz8Fm5fA+FDXbc3RsD8H+DnRyHlJ8lZxxQNs/4FUWPa/nN5oai6kYWf7mZvTmVT29u/pfL1zhy+u3sC0ScFeguqGrjlo+2kFDavHr669ggDI4288FMyaSXN2TrvbUhn9cFCPrplNH/5Zh8HjzkuDI0y8erVQ7npw+3kVjRn5fx7zRFW7M3nreuH89qvzZbCjy8/xE3jYvhswVgeX36Qo8XSvsOMWoIMapbcOoZnViY1rWiOTwjkqdkDSAjuPu5fAlfKas08+cMhVh8s5F9zB/Pu7+nszq7gnRtG8OyPyS6r0+9tSOengwV8fOsYFn66i6yyemQymJQYxH3TEgnyUWOxOfjzBX0I8dWyaEM6NWYbOpWC+eNjuX1SPEZdB7x4nYjWCBf+U8pE2fG+tEChMcKEB2DkLVKWZ20xLL8H0n5t/t7W/8LeL+CapbDx39L3AH55EvZ8Kjn4iCCKoAtRKmQs2pjOnhP0Sj7ZksXqA4V8ddc4Hvv+IFllzcGQt9al8suhQhbNH8UrVw3h9XVHySlvQCaD83sHc+/UREJ8tbx45WD+vSaF0loLKoWMK4ZF8tDMPmxNL+PBL/c2jZdb0cCGIyX8++qhXDYsHPVpalqdFmVpsORiKbB5nF+egEPfwdVLpPPyf/+QBF9lcuh3Ccx4XrhdCQQCF7o8gDJhwqnT4vbt28eoUaOa/q3T6Rg4cCB79+7tEQGUpILqrs8+AcjYIL2gnZxa3Ar6B8j5NgWSyx30CXCwt3gvo0JHt8MkOxab1kRtaH+Ck39qlwAKwKy4Wajlaj5L/oyi+iKen/Q8OmU3sKsWnB51JbDxZfd2hw1W3g+3rAbf0FOPU1PoGjw5jq0RVj0E138F+pMCjP6xMOddKVvFYQG1LxjDW/dznCb7cipdgifHKakxs3RrFn+b2QfVCQ+sm1PLXIInAIMjTSQX1LgET46TXV7PqoOF3DohDh+NCpkMNEoZ3+/NdwmeHOdocS07Miu4aFAYqw82P9Qu3ZrN1L4hfHHnOKobrMhlsqZAdGyggY9uGUWt2Y5SLsNXpyTcgxWyoPuQW9HA6oOFhJu0yJCxO7uCgRFGssrqPKb255Q3sPpgAX+/qB9Op2QxvSOznDs+2cnb14/gX3OH4KNRsnBKL64cGUmDxYFWJSfEV4Na2UkuSr6hMO0xGLMArI1SGYBvmFTCA1B61DV4cpzGSslpa/BVsPuT5vbSI1K2ysj5nTJ9gcAT+3OrXIInxympNbNkcyYDwo0uARSAlKJa1qeUsDW9jLvO60WAjxqFXMa29DJuW7KDJbeN4ZpR0UzpG0yd2Y5GKSfIV015rYUnlh/0OI+nVhxiXEIAke1lwGBtgB0fuAZPjpO/R9IIHHwVRI4GSw3I1ZLDXRuzlQUCwdlHlwVQnE4nGRkZbNq0iffeew+73c6sWbN44IEHUKtdMzVKSkoICXFNzQ4MDKSw0MNFsBuSXFDD8Bi/rp2EpUYqUUi8sF2GS/SXo5LD1nwbFkcSjd29fOcEqqJHE7VjCbrSNBqCerXLmNNipuGn8eP9A+9z40838tqU14g2RrfL2IIOpnC/5MPoibI06WXndAIoGb9778vdLgnDnhxAAdD4Sp9OwGJz8NVO7/pRK/bms2BSPCFG6QW0ttHGN7vctx/fK5B1h4vc2o+zNqmIaf1CeHOd5KSy5NbRrD5Q4HX7FfvyuXFcjEsABeDDPzJ5f/4oggzupZ0xgT5exxN0P9Yckv62o+MCWJ8iOXiMSwh0c/Nw/U4RcpmM19YedWlfuS+fyb2lzFWVQk6kXxcuUCg14Bfjue/AN96/l7IaZr/pGkAB2PspDLgcdN71JASCjqLObOOHvfle+1cfLOS+qYlu12qAnw4U0D/cyOMeAiI/7stnZKy/W6C7rK6W6kbPgum1Zhslteb2C6DUFEmZpd7Y/xX0mXVsEaNjFzIEAkHPpstqDfLz82loaECtVvPaa6/xyCOPsHLlSl566SW3bY9vdyJqtRqLxdJZ02011Y1W8iobuj4DJWOTJFgXPqxdhlMrZPQJkLM5z8aOwu0E64IJ0rWjZWMHUhvSH5vGl6CUn9t13BGhI3h07KNUmiu5+ser+Sn9p3YdX9BBKE6R6n+6JVnyFsaRybwLTnYyKoX3n0d5kiinTAZKufv2docTZUvjyGVNDjsgxada3K9chuNkUZNj85HJhEDz2cDxv7/d4Wz6f4fT6VUIFqS/v83DcaHycEx2SxQtlO0qVOC0e27vJtcKwTmI0/0+cCIquQyHlwUHpcL1uu/yPaXnc1Z+imP9VP1nhIyW79MK1enf7wUCwTlNl10pIiMj2bZtGy+++CL9+/fnwgsv5NFHH+Xrr7/Gbnd9qNBoNG7BEovFgk7X/VO2Uwolq8PYrl4tTf0VAhNB234r3QMDFWwrsLOraD/9Avq127gdjlxBdeRwAo+uRWZvX7X3aN9onhr/FAMDB/LIxkf4+4a/U21pwRpP0PWEDgS5l2S88KGnX/KWcL73vl7TQaGB4sOQv1dS/j/mxlHeUE5qZSpJZUnk1+Zjbedj8kTUSjk3jo312n/PlF6YbQ7251ayJ7uCyjoLN41z3359SjEXDQrzOs7Fg8P5LaU5s2Dl/nyuHOFd12HeqGgCfTS8c8MI3rtpJC9eOZjeIQbmj49DqxKuOmcDM48dL5vTSpvEftenlDBrkPeV3ksGh/PbYfcMlcuH9xCNkKHXeO8bcAUc8RDEH32HpK/SATidTorqijhcfpjD5Ycpqi8SDnLnOPmVDRzKr2JXVgXpJbXIZE6uHuk9e3bOiEjWeTgnAeYMj2T9Ec99s4d61hAJ9FETZPAcaPTXqzxmH7YaYyQMmee9f/j8NjlUdhY2h42CugKSy5I5WnGUkvqSrp6SQHDO0aVPpn5+fi7/7tWrF2azmaqqKgICmlPdQ0NDKS0tddm2tLSU/v37d8Y020RyQTVKuYwIvw62VGyJymwoSYZh17frsIOC5XydAqX1ofTrIeU7x6mKHkVA+gZM2dupjD9NkdDTRKfUcdeQuxgaPJTPkj9jR9EOnp34LBMihA1et8QnBC75j6R3ciJqH5j9llQDfToYQmHaE7DuWdd2nb8kNvndAsjcJLWp9DDzedJ6TebhjX/nSMURaVOljnuH3cvlvS7HT+vXtp/LC31CDcwYEMqaJNcSnCuHR5IQbOC697c2aZUE+Kj5+NbRTEwM5I/UsqZt00rqCDdpGRMXwPbMcpdxhkf7kRhiILmgpqntu9153PWnBAZGGDmU7xpQHBcfwKBIE9e8t4WyOilQHuWv46nLBjI4smNeJAWdT7hJy4JJ8XywKYPiGnPTMWjQKBgd58+OzAqX7YdGmUgINrgdL1cOjyTc1IX30zPBLxaG3QR7l7q2m6Jh6LWw9ArX9rjJEDOuQ6ZitpnZVbSLx/94nJIG6YUrWBfM85OeZ0TICDTKdnxRFfQIUgpr+MvXe5vOMZ1KwcLzE7hieCQX9g/ll2TXe0SvYB/mjYpm4xH3F/aJiYGMjgvAanMPyN00LpZIP88LnqFGLa9dM4xbPtrhkm2mkMt47ZphhBrb8VxXqGDodZC0HEpSXPt6z+gRTjs1lhrW56znX9v/1bQ4F+Mbw0vnvUS/gH4o5J2k/yQQnOPInF20/LBx40Yeeugh1q9f35RJsnLlSp577jm2bdvmsu3rr7/Onj17WLJkCSCV9EycOJF33nmHceNO72GjtraWkSNHsmvXLgyGzhOE+sd3+9mSVsaLVw7ptH26sf19SP0Fzv87KNovZmZ3OLl1dTX9Arfw8pTEdhu3s4jb8B/qAxJIm/lUh+2jvKGcDw99SFJZEjf2v5E/j/wz6pbSus9BuurcdKGxRrIT3vau5MATO1F60PKLgTN5IGmogLJU2Pou1BZKmkP9L4Uf7ofszS6bFlz/OdfueYnyxnK3Yf41+V9cknBJW38qj2SW1rEptQS1UsHqA4WYbXam9Qthcu9gZr+1CbPN4bK9Rinnx/snkVVWz9KtWdgdTq4dE82o2ABkMkmU9tOtWTiB68bEMDLWH6vNwc6sCpbtzkUGXD0qmhHRfthxsiOjgu/35KGQy5g3KooBEUauePsPqhpc6+DVCjk//3ky8UFCwK8r6IjzsrzOQmpxDR9vzmTGwDC0KgXLd+dxxYhIGix2vtudi8MJFwwIJcigpk+ogV+Sitl0tBSDVsH1Y2NJDDa4OUV1WyqyJKtUfaD00mauhYQpzRbmJYclO1WZHEbfLtmn+3rP7GoLRyuOcvXKq7GfVDakkCn49rJvSfTveffwc5X2ODczy+qY9+4WimvMbn0vXjmIgeEmCqoa+XJHDo02O5cMDmdEjD92m4Ngk5adWeV8uT0HhVzGTeNiGRJlIsSoJa+igXWHi/jpQCFGnZJbJ8bTJ9RAgI/3AJ3ZaienooHPtmWRlF9Nv3BfbhoXR7S/Do2qnQMCBfsAGeTtlpx3lGop88QQKlmTBya07/7ame0F27l9ze1u7Tqlju9mf0eUb1QXzEogOPfosgyU4cOHo9FoePzxx7n33nvJycnhpZdeYsGCBdjtdsrLyzGZTKjVaubOncvixYtZtGgRU6dO5e233yYqKqpHOPAcyq/u2oc9W4MUPIkc1a7BEwC704qPKodK80DA/Sbc3amKHEnw4Z9QNFZj76CU6QBdAH8Z+RfWZq3ly5Qv2Vm0k1fPf1UIzHY3tL4QPgQufQ3sZilDpDUrOTp/iBoNVwyRLMNVeji6xi14gn8cBy0VHoMnAG/sfoMxYWMI1rds8X6mOJ1Olu/J47VfjxJm1DKlbzAqhRylQsaXO7LdgicAZpuD51cl89q1Q5mYGIQTJ3p187VkxsCwJkFPnbr5dxYVoGdqvxBk4GIpGxPgw/T+IchlMpRyuO+LvW7BEwCL3cFXO3L424y+KFrQTxH0HAJ81IyJD2RotB82uwM5UFVvYdPRUnIr6okO0CMDPt6cSUZpHRcNCqNfuC+9Qw2MivVnUmJQi1o63Y703ySbcp9gSZzSFCUFVNY9C6GD4OaV0PtCQNahpQNmm5lPkj5xC54A2J12Pk76mMfHPi6yUM4hDuVXewyeALy+NpUHL+jNZ1uzmD8hFpVczpqkIh5ffpCx8QG8ef1wLh0SwbR+IciQuVz3I/113DgulitHRKGUy04rAKJRKUgMMfDYxf1ptNnRKhUtamy1msZq+OUp6bzsdwkMvwHsNtj0GuTvgvMfkRYau6nGUmVjJa/vft1jX4OtgXXZ65g/UDh4CQSdQZddJQwGA4sXL6a8vJy5c+fy2GOPcc0117BgwQIKCgqYNGkSe/bsASAqKoo333yTZcuWcdVVV1FZWcnbb7+NrJsLrdkdTo4U1nStgGzaOsm6Lab9g02plUcxqLPIqwmgztq9/xaeqI4chsxpJyB9Q4fuRy6TMyNuBo+PfZyKxgqu+fEaNudtPvUXBZ2PUi054rQ1DVapkawP5XIo2Ove7xfDwZoMr1/Pr8vHYm9/kWyzzcGeYxbGhdXS6uLSrVmYtCoOn1ByczJHimqobrChUytcgifH0akVLg/RxzHpVC7Bk+P46dUYdSpqLfYmnShP7M2ppMHmQWhT0KPRKBX4aFRUm218ti2bpVuz+C2lhM+2ZfPptmwySiV77CNFtciQ8cmWLL7YkUOd2bNbR7cl+1g2bV0J7FkqZYPmS881lCRL92a1T4frLtTb6kkuS/ban1yWTL2t3mu/4OzjYF6V177C6kZMOhUH86t5+NsD/PnrfU2uO0eKamiwSNdkvVrp8bovk8nw0SjPOHtEqZBj0Kg6JngCYKmD4iTp/w+vgu/uhB/ukYInALk7wN7YMftuB8x2M2lVaV77dxfvxu4Q90uBoDPoUg2U3r1789FHH7m1R0VFkZLiWp94/vnnc/75LYg0dkMyy+potDm6TkDW6YCkHyB0wOkLYZ4BSaXJxBrt5NbI2FesYUJk973xeMKuNVIX1IfAI2spGXBph+8vxhjDE+Oe4L3973H3r3fz9PinmdN7TofvV9DFBHsQWK4pIFHvWVQPIFAbiNKbsG0bUCvk9A3z5fcjJQQZ1Fw/Nga1UoHF5iAuSM+W9DKP34sJ1Ht8UG4rWqWCmAAdeZUNHvt7h/iiUYqa7rMVg0ZJXKAP+3KrMGqVjIqTysJ2ZVVQWW8lJkBPcbV0X0kMNqBr73T+jiZsEOzz0ucf1+5Zod7QKXXEGmNJqUjx2B9rjEWn7P6i/IL2IzHYe+mPv15FvcVzsDImQI/Gi6NOt0ellc672iLP/cH9JbH3bopKriLSENmkmXYyfQP6Cg0UgaCT6KFXwZ5BcoEk8BTbVRkoOdugKk8SpmtnGqz1ZFRn0D8oiGC9jR2F3fem0xLVUSPwLTyIurqwU/anV+l5YPgDnBd1Hk9ufpJPkz7tlP0KupDIkaA1ubaVHmWEIRq90vO14c4hd7Z7+Q6AXC7jmlHRfHjzKN65YQRlNRYySmoJ8tWwYHICerXnW8LdUxIJ9j19Mb+8ynr+SC3l4W/38/C3kg5UfqX7CrdRp+LBC/p4nqsMbhof27NKNgRnhI9GxW2T4vn7rH68cOVgAg1q/PVq/jl7IE9eOoB5o6NYub8AuQwuGxpOSmFNU0AFwOFwklNez9Itmfz5q718sDGdrLI6rB5K0bqEvhdL2WiemPIPSXehE9Aqtdw26Dav/bcNug2tsocI8wrahRGxfhi1ngN4d0xO4Ic9eR777p+eiEIuZ1tGGY8s28/jyw+wJ7uCsroeUMat85fOO0/IFTDylrZnn3YgAboA7h12r8c+pVzJRXEXdfKMBIJzF/Fk2oEkF1QT4KP2mMLe8Thh/9cQEC8JYbYzh8tTACfRhhj6+FvZUaClJ7oh1oQNwqFQE5i6rtP2qZAruKn/TVwUdxH/t+P/+OLwF522b0EXYIyUtA58T7BrlckIyz3A4hnvE6RrdvmRy+Rc3+96ZsXNQi7rmMuzViXnl+Ri5r23lc+2Z7Nsdx63f7yTfyw7wDcLJ+CraX6o1ijlPDyzL4nBp59Fl1tRzxPLD3LDB9v4emcOX+/M4br3t/LPlcnkVbgHUfqHG/nn5QNdVjV9NUreu3Ek0f5iVfxsJ8BHzcH8Ku77fA/f7Mzl2125PPDlXjYdLcGgVuJwOHnhysF8+Ecms9/+gyVbMpuCKEkF1Vz0+kae+OEQ3+/J47lVycz4zwb25lbicHSDG5IxCm76QRKRPY5cCZMfgoSpnTqVWFMsL0x6wSXTRKfU8cKkF4g1ebc2F5ydBPloWHzLaEKNzQE+uQzmjozksqERXDsmFqOu+V6gVsh5cHoifUJ8+du3+7jmva18tSOHT7dmM+edzbywKpnS2h4QRAkfBrNehBPF/LUmuPYL8Ov+2nQjQkZw//D7XTJUjWoj/53+XyIM3rNaBQJB+9KlJTxnO0n51V2nf5K3G0qPwMhbO2T4g2UHCfMJR6vU0DfAwh95OrKqlcSZelaNulOpoSZsIIFHf6Vg+HXQSbo6MpmMq/pchd1p58VtL+Kv9WdW3KxO2begk5HLIWwI3LFOSh0214IxAoVPMAM1vnx5yZeUNJRQb60nzCeMAG0ABnXHOc9kldfzxfZst/btmeWsTynmvzeOoLLBit0hicV+uyuXQIOaa0afXiB2Z2YF6w6721z+71Ahs4eFE+nvek006VTMGxXN1L4h5Fc1oJTLCDPqCPHVoOqpqeKC0+ZQfhU/7i9wa1+XUsIlQyJ48/rhvLM+je0ZkuDyO7+lMXNAGMjgvs93U3uSLorZ5mDh0l38+MAkwk1dHIBTqiB6DNy1EWoKwNYoBVR9giWNpE7EoDIwM24mI0NHUlgnZVyG+YQRpAsSznDnIKW1Zv6+bD8PzeiLUaeizmzDX69md3YFuRX1LN6UwQtXDEYmk2G1OzBolWxPL2NTainrU9yv78t253HF8MgmQfFui95fei7uewlU5UrWxr7h0qeTSuragp/WjxsH3MjF8RdTUFeARqEhWBdMsD64Q8p+BQKBZ8TZ1oEkFVQzNj7w1Bu2O07Y+wWYoiGod7uPXtlYSX5tARMixwOQ4GdFLXeyo0BLnKm23ffX0VRHDid6+4foytJpCOrVafuVyWTM6zuPaks1j218jEifSAYHD+60/Qs6EZkMjBHS58RmINQnlFCfzknlN1vtfL7NPXhynG935aGUy3n55xTkMhkWu1QKkVlaxwX9Qwk0tFyqV1LTyNKtWV77l27JZmx8oNs4WpWC6AB9z7GnFbQLFXUWPt3q/Xj8dGsW43sFNgVPjrN8Tx63TYojs8yz8GlZnYWSGnPXB1BAKgkwRUqfLkatUBNhiBAr1QI2HC0lraSOv327H7kMVAo5ZpuDJy7tzxc7ctidXcHu7AoUchmKY/eC+6cl8rmH4PtxFm/KYFRsQIfoZbUrKh34x0qfHoheqUfvqxeWxQJBFyKW9zqIslozRdVm4rpCQDZvt6TwnzitQzIqDpYdQiVXEmWQHghVcujlb2FbQc/UQakL7otN7UPg0V87fd9ymZxbB95KjDGGB397kNKG0k6fg+DcweZwUGf2rtJfa7ahUSmwOZxNwROAOosN+2nU6NnsDq/ig8fHsdm7QWmFoFtgPcXxUmu2eRSsrGq0cqoKHU+W3AKBQKK6wdr0/w5n8/miVSpc3K7sJ9wLNEoF9S3cP+rMNmwOcd4JBIKzHxFA6SCSjgnIxgV19oqqU7JL9IuBoL4dMLqTg6UHiPaNRiFrTmDqF2AlqUxNjaXn2RkjV1ATPkTSQXF2/s1fpVBx99C7sTgsPLLhEWFDJ+gwfDQqZg70nu0yuXcQe7Ir3NovHBCKSi4js7SOzNI6yrzUugf6aJjaL8Tr+NP7hRBkEOUCAgmjRsm0Fo4X6XisdGufNTAMtUKOj5eVbpVCRqhRiKIKBN6Y1DvIY/va5GJmDgzz2Lc3p4Lz+3ov0bl0SAQGjUhsFwgEZz8igNJBHMqvRqdSdP5DXPY2KD0KvWd0SPZJbnUuVeZqEkzxLu39Ai04nDJ29WA3HnVdKb4FB7pk//5af+4cfCc7Cnfw0SF3a2+BoL0Y3yuQuED3wK6vRslVI6NYfcDVkcqoU3LD2FieWH6QC179nWn/Xs9D3+zjcEE1tpNW+dUqBVePjPIYJAnx1XD5sEgUwlVHgCQ2/OTKQ1w4IJQwD/fJQB81U/qG8PtRV72FARFG+ocbCfJV84+L+3sc+96piSJQJxC0QHSAnkmJ7kGUDUdLGB3nT0KQe/b09oxybhwbi7/e3RghwqTlgv6hyDpJR04gEAi6EvEk20Ecyq8mNlCPvDNvJk477P4EAntJnw7gQOkBfNUGgk6yWPXTOIg0WNlW0DNX/Rr847DoAwjogjKe4/QP7M+s+Fm8vfdtDpcf7rJ5CM5uYgN9WHLrGG4eL7ksaJRyLhkczrJ7JpAQ5MMN42Lw1SjRquTMGR7JsoUT+Md3+/jxQCE2hxOHE35LKeGqd7eQVe6uQREfZOCrO8czd0QkerUCH7WCeaOi+OrOccR5eCgXnHvkVzZw7aKtfL0zl398d5BPbh/DtaOj8VEr0KkUXDk8kq/uGodWKWdq3xDUCjn+ehW3TYzj77P6oVbIUCkUXDoknA9vGUX/cF+Uchm9gn146/rh3Dw+Fr1arIQLBN4IMmh4dd5Q/nFRP0mwWyFjcu8gfrh3Ikq5jH9ePpAbx8Y03SNmDgzj7RtGoJLL+P6eiVw9MgqdSoFBo+Sm8bF8vXA8kcI1TSAQnCPInM6eaD575tTW1jJy5Eh27dqFwdDx6vdTXv6NvmFGbpkQ1+H7aiLtN9j4Coy7p0Ps2Cx2C2/teYv+gf0ZGDjQrX9Nhp5tBVq+ml1IT1xkDkpejV/2Vvbe/A3OLnIlsDqsPLf1ObRKLV9d+hUqeVdYYHcunX1uCiQazFaKay0AmLRK/Hyk7DGLzU55nQWnE4xaJZ9szeL//pficYybxsXyj4v6ote4H6c1jVbK66TxA3zU+GrP/mP5bKIjz8sf9uTx4Fd7m/7to1by1xm9GRUbgEopJ8ig5pFl+9mZWcGVI6IYFu1Ho83O/w4WsuFICYvmj+KC/s2laGW1Ziw2ByqFnCDfnpkFKRCcLu15bjocTkpqzTgcTnw0Sow6FZ9tzeLJFYeY3i+ECwaEolLI2ZlZzvd78pjWN4Tn5gxCo5JTWS/pqAT6aFALxzSBQHAOIZZoOoBas42ssnpmDfJcR9oh2K2S9knIgA7zsk8uT8busBF/UvnOcfoHWvg1W09SmZrBwZYOmUNHUh01nKDUXzFlb6cyflKXzEElV3HboNt4duuzfHTwI+4ccmeXzENw9qPTqIj1EPhQKxWEHXMvKa1p5NfkYq9jbEotpawuwWMAxVerEkETgRs2h4OfDrraFtdZbPzzx2RAKhlbed8kNh4txWp3smRzptsY/ztQ6BJAOZU7lEAg8Ixc7qoX1GCx8evhYuwOJ2uSiliTVOSy/eb0MqrqrcQG+aAziVcIgUBwbiJCxh3AobwqnNC5Djypa6C2GHpf2GG72Fe8jzBDOHqlZ2HcSF8bRrWdrfk9s4zH4htGoymKwCNru3QescZYZsbO5L1975Fd7d0yUCDoaNQqOaYT6t399CoCfJqzs0w6FWqFqHkXnD4KmYxAH88ZfrGBegZFGCXX7xaCb8FGETARCDoC5bFyueMYdUqX89WkU6GQi2u+QCA4txHh4w7gQF4VaoW88+pBbY2w9wuIGAa+HZP1UlxfTEFdIedFTfa6jVwGfQOsbM3XcsfQ6g6ZR0dTFTmc4MOrUZhrsGt8u2wesxNns7NoJ89ufZZFFy4SwmyCTqHRaqekxkx6aS1Wu5O+oQZuHh+HXCbjmtHRlNVasDschJl0/LA3jyl9ggk1uV/n6i02SmvMpJbUIgN6hfgSbFCj86JLUWe2UVpr5mhxLSqFjIQgA8G+GrQqzy4rgu5PYVUjBVUNFFWbiQ7QEWrUEmTQIJPJuH5sLJ9vz2na9qEZfbigfyjppXUAWG1Onry0Pw9+tc/j2FcMi+yUn0EgONdQKeRcNyaGomoz88fHUtVgxWxzEOmnY01SIb1DfAkyqMkqq+Noce0x7SFxvRYIBOcWIoDSARzIqyI2SI9S3kkJPodXgbkKek3vsF3sLt6Dj0pHhE9Ei9v1D7Swo1BLbo2CKN+eZ8dbHTmckOQfCUhdT8nAy7psHhqFhuv6Xccbe95gTdYaZsbN7LK5CM4N6sw2fkkq4pFl+zEfc9eRy+D7eyYyKTGQez7djcUutSvkMu6b2ovR8QFu41Q3WFi2O4/nVyVjc0gSWyqFjKcvG8jsoRH46lwzCyrqLHy2LYv/rD2K/dj2GqWcf105mBkDw/ARtpg9jrTiWm7+aDu5FQ1NbcOiTbxzw0gi/HREB+h5aEYfXllzhJevGkKd2cZlb23Capf+/kq5jL/N7MsTl/bn2WOlPcd56rIBhPv1zCxHgaAnEGHSMmd4JPd/scflXnDLhDguGBDCx1uyeOnnlKbrtVoh57k5g7hoUJgo2xQIBOcEooSnA9iXU0l8Z5XvWOvhwDcQOQp8AjtkF2Z7I0llSSSYep0yE6K3vwWV3Nljy3jsWiN1wX0JOrKmq6fCsJBhDAsexss7XqbB1nDqLwgEbSC7vJ4/fbW36YEZQKdSUFzTyFMrkpqCJwB2h5PXf00lx4MLz5GiWp5ZmdQUPAGw2p08tvwgqSW1btsfzKvilTVHmh7GAcw2B3/+eh/ZHsYXdG+Kqhu5ZYlr8ARgb04VTyw/SE2jFZNOxfzxcfz21/OIC/Lh6ZVJTcETAJvDyYurD9Mv1Miim0Zy07hYHprRh1//cj5XjYxqsbxHIBC0jcoGKw99u8/lXuBwwod/ZLI3u4oNR0pcrtcWu4OHv91PVpm4XgsEgnMDEUBpZ6oarGSW1ZMY0kluIkkrpBKehGkdtouDJQexO2z08ju1NbJaIQVRtvTQAApAVdRIDEXJaCpzu3oqXNvvWsoay1h8YHFXT0VwFmO12/nYg1jnhQPCWLE33+v33v4tlZpGa9O/6802/rs+zev2izak02C1Nf27qsHKG+uOet3+482ZWE8I3Ai6P0XVjeSUew74rksppvSY85NRpyLIV8tHmzK8jvXehjRsdgepJbUo5XJiAvVihVsg6EBsNjtf7sjBmz/nexvSuOO8BI99izdlYLGJ67VAIDj7EQGUdmZ/biUAvYI7IYBiqYVD30HUaNCZOmQXTpzsLNpFtG80OuXpabr0D7SQVKqmytwzD6/asEHYVTqCUro+CyVEH8LM2Jl8dOgj8mu9v8gKBG3BYnN6XD0MNKjJr2r0+r3cigYarc2leg1Wu1vmwYnkVNTTaGl+wDZb7eRXeh8/s6wOs63nlQKeyxwPkHjC6ZT0cY5Tb7aRV+n9eMmrbESvUbIlrYzfj5ZgFS9nAkGH0mh1eA2AAuRXNmDwUlaZXV7vcj8QCASCs5Vu84Z755138ve//91r/+zZs+nbt6/L58iRI504w9Njb3YlPmoFYaZOyMBIWg52CyRM6bBdpFWkUmmuoq9/39P+Tv9A6QF6e0HPdEpwKlRURwwjKOVncHT9w8DFCRejV+r5z67/dPVUBKdJndlKeZ2lx2RPaFUKj3ommWV1DAg3ev3e0Gg/F40Sg1bJ8Bg/r9sPj/HHR9MsNOijUTIkynvwd0xcADqV0EDpSUT6eQ+0a5Ryl/Ibo17FsGg/r9sPjjQ2lYmNjQsQIpUCQQdj0KkY0cI1fECEkaLqRoZGmbj7/F7cdV4CfUMlwf1Rsf7o1eIcFQgEZz/dIoCyatUqfv/9d6/9drudzMxMPv30UzZt2tT0SUjwnEbYlezJqaRXiAF5R7ummKvh0HKIGQ8d6BazvXAHQbogAnWnr6/iq3YSY7SxOa8Hl/HEjEFdX4Ypd1dXTwWdUsfc3nP5X+b/2F20u6unI2iBijoLf6SWcvdnu7lp8Tb+/XMKWWV1OBxe8qG7CQq5jLkjItGd9IK6PqWECweEolG63yoUchn3TOmF/gRnHY1SwYLJ8ag8WBurFXJuGR+HWukaQLl/Wm88uWLqVArmjowSlpk9jGBfNRN7eb5f3DIhjmBfKbBeXNPI+sMlXDQ43OPxpZTLuH1SPP/+JQWdSsGcEZHIxbEgEHQ4Fw8Ox9dDlolMBn++oA8GjYILBoSyOa2UHZnlzB0ZxRvXDee6sTEoFd3itUIgEAg6lC6/0lVWVvLSSy8xePBgr9vk5uZitVoZMmQIwcHBTR+lsnutTDqdTvZkV3SO/snB78HhgDjvtsJtJa82n5yaXPoH9Dvj7w4ItLCrSEujrWc+8Daaomg0RhKctKqrpwLA+IjxxBnj+Nf2f+Fw9oyshnONqgYL7/6exg0fbGPDkVIO5Vfz7oZ0Ln59I0eL3cVTuxuRfjq+vmscfUKbr1/hJi0GrYIv7xznUpYYHaBj6W1jiPUglh0ToOezBWOJC9Q3tSUE+fD5HWOJDnTPTogP9uGT28YQdYLte59QA1/dNa7FbAZB9yTAR8Mr84Zy+dCIpuCXViXn7im9uGNyPFqVgpKaRh7+dj93f7ab//xyhNevHU6v4OZjKSZAz+JbRrH6YCGhvtJxKY4FgaBziPHX8emCsS7Zh+EmLf+9YQRhJi3//PEw/15zhH25VezOruSFn5L5cFM6Wg+BUIFAIDgb6fIIxP/93/9x+eWXU1xc7HWb1NRUwsPD0Wi6d0lIemkdFfXWpnTGDqOxCpJXQMw40HRcsGZr/hZMaiORvpFn/N2BQWZWZ/iwp0jD+EjvGgfdFpmMypgxhB76AVVdGdYOcjg6XeQyOdf2u5Z/bf8XK9JWcEXiFV06H4E7JTVm3tuQ7tZeZ7Hz9IqDvHvTSEw6dRfM7PRQKuQMjvLj8zvGUVlvwe4AP72KUKOUSfblnVK70wl+PipCfD1nmKmVCsbEB/L1wvFU1luRIY0T7GV7nUrBpN7BLLt7ApX1VhRy8NOrCTJ07+u9wDvhJh0vXDmYv8zoQ4PFjkGjJMSoRX3sBetIUS3rU0oA2JZRTlF1IzdPiCPCT4dRqyTST4dcJiPST8dtk+LFsSAQdCIqlYKh0X68d9NIahqt2BxOjFoVsYF6Fm/KIM2Dm9renCp2ZlVw6RAR6BQIBGc/XRpA2bJlCzt37mTlypU8/fTTXrdLS0tDpVJx1113cfDgQeLj43n44YcZMmRI5032NNiVWYEMOj4D5dAywAnxHZd9UlRXRGplGuPCxyLjzLNIgvUOQn1s/JGn7ZkBFKA6agQhyasIOryagpE3dvV06OPfh9Fho3l99+vMiJ2BXqU/9ZcEncYfqWVe+7akl1PVYOvWAZTjBBk0Hl9Yg301TeUXp0OIr9ZrkMUToUZtU7BG0PPx0Shd9HGO43A4+XJ7tktbZlk9z6xMAiDYoOHHByaJY0Eg6GKiA1yfMcpqzXy9M8fr9p9ty2Zq32B8NMIpSyAQnN10Wb6d2Wzmqaee4sknn0SrbflBKSMjg6qqKq6++moWLVpEr169uPnmmykoKOik2Z4e2zLKiQvycdEEaHcaKiD5R4iZAGr39Pn2YlPeJoxqX+KMca0eY2CgZGfcU40THCod1ZHDCUn6sVuIyQJc3edqqs3VfHDgg66eiuAknJxC58SbL6RAcI7R0pngxClOFYGgJ+Js+dwWCASCs4Uuy0B56623GDRoEJMnnzqL4tlnn6WxsRGDQcrsePrpp9m9ezc//PADCxcu7OipnjZb08sYHNkxdsJNHPgWkEHcpA7bRV5tHqmVaYyPGI+sDWK4g4LMrMvWs69Yw8gwczvOsPOoiJuAX/Y2/DM2UdHr/K6eDkG6IGbGzeTjQx8zp/ccon2ju3pKgmNM7BXktW9cQgBGXdesypXXmamos2JzODDppJIcmUxGWa2ZinordocDP52a0FM4h5XWmqmos+AE/HQqQkSGgKAVyOUyrh0Tw47Mcm4eH0diiAGbw0lNo42lWzMZGx+A0oMIsUAg6FxyyutdSnhiAvTMGxXNc6uSPW5//dgYDCL7RCAQnAN0WQBl1apVlJaWMnz4cAAsFsn69ueff2bPnj0u2yqVyqbgCYBMJiMhIYGioqLOm/ApyCmvJ6+ygWtGd+ALbV0JpKyC+PNB3VHlG05+y/4Nf60fscaYNo0UYbATpLOzMVfbYwMoZlMkdYG9CN2/rFsEUAAujr+YP/L/4KXtL/Hm9De7ejqCY4QaNdwxOZ73N2a4tPuoFTw9eyB++s4t33E6nRwpquGv3+zjYF41AGFGLa9dMxRfrYq/fbufpAKpPdJPxwtzBjE6PsAtg85md3Aov5q/frOP1GNiuDEBel66agjDov2EtazgjOkfZuA/1wzjhZ+SXY7Nh2b2YUC4kXnvbuFfcwczNMoPjTi+BIJOxWq1k1xUwz++O8ChfOn8DDdpefqygcwaGMYX27NJK6lz+c6waBOj4wK6YroCgUDQ6XRZCc/SpUtZuXIly5cvZ/ny5UybNo1p06axfPlyt21vuukm3nrrraZ/OxwOUlJSupWN8Zb0MmRA/xNUy9ud/V+CQg1xEztsF0llh8mrzWdYyPBWaZ+ciEwGg4PMbMrV9dgyHoCKhMn4FiXhU5TU1VMBQKPUcE3fa1ifu54NuRu6ejqCYxh1au6eksint49lcu8gBoQbufO8BFY9MJneIR0sLO2B3IoGrn5vS9MLKkBhdSONNgfXLNraFDwByKts4JYlO5oCJCePc82iLS59Dl8sYgABAABJREFU2eX13PDBNrLK6jv2hxCclVQ12Fj46S63Y/Nv3+6nutGGUiHj+ve3kVUuji+BoLPJrmzghve3NQVPAAqqGln42S4Kqxv5bMFYnr18IEOiTAyP9uPfVw/l3RtHEnaKLEaBQCA4W+iyAEpkZCSxsbFNHx8fH3x8fIiNjcVut1NSUtKUlTJt2jSWLFnCr7/+Snp6Ov/85z+pqalhzpw5XTV9NzYdLaFXsA8GD6J57UJVHhxZI2WfKDvmJmWxm/kt5zeifaMI04e2y5hDQszUWuXsLuq5Lgq1oQMwG0II2/t1V0+liVGhoxgQOIAXtr1Ag62hq6cjOEaAj5pJvYP4740j+HTBGP42sw9xQT5Ndq6dyS/JRVQ32FzaxsQHsC29nFqzzW17pxP+88sRahqtTW02u4Mvd2TTaHWPgNodTt5Zn0q9xX0sgaAlfj5U6HZsgnQMvrb2CH+5oA82h5NFG9JptHYP/SmB4Fzhp/0F1Hi5R7y29igy4KbxcXxy2xiW3DqauSOjCDMJ9x2BQHDu0C1N2wsKCpg0aVJTKc8tt9zCggULeO6557j88stJTU3lo48+cinr6UrsDicbj5YyKNKv43ayewloTZJ1cQfxe87vmG2NjAgd0W5jhvvYCdXb+C27B99cZXLKe52Pf8YfaMuzuno2gFTGdmP/GymqL+K9fe919XQEJ2HQqAjw0aBSdE35gc3uYEuauytQXKCPS+bJyRzIq6Le3PzCWm+xsyOzwuv2+3IqqfPwoC0QeMNstbM7u9Jrf1J+dZMez57sSo/BPoFA0DHUNlhbPD8P5VdRZ5HuEX56NaZOLk0VCASC7kCX2hifyL/+9a+m/4+KiiIlJaXp3zKZjIULF3YrwdgT2ZdbSUW9leExfh2zg+IkyNoMg68GRccIdGVUZbK7eC+jQkeiV7afvopMBsNCzKzP0VFvlaFX9UyN9qqokQQdWUvE7k9Jv+Cxrp4OAGE+YVyacCkfHfqIWfGz6BfQr6unJOgmKBVyEoLdXbrK68yEt5BmHW7SoVY2x9U1KjkxAXp2ZXkOokT46YQGiuCM0KgURPt7D6iHm3TUNkpBk0h/LVpVt1znEQjOSrQqOdEB3s/PCD8dKoU4JwUCwbmNuAq2A78mF+GrVZIY3AEZMU4HbF8EpiiIGNb+4wO1llpWpf9IuE8Yif6J7T7+8FAzFruMTbk9uD5WrqQscSoBqevRlaV39WyauDj+YiINkTy26TGsduupvyA4Z7h6ZBQnVw5tOFLKjIFheDPXemB6Iv4+zSuKGqWC2ybFe93HfdMS8dUK1wWBd8xWO1lldSzdksmLPyWzIaWYq0dFux2bx7njvHg+/CMTgHunJgpXD4Ggg6i32MgorePDTRm8+FMyf6SWUl5v5drR0V7vEXedl0B0QEeZGAgEAkHPQARQ2oH/HSxkeLQf8o7QOUhdC6VHoe8lIGv/P5fNYWN56nKcTifjwse1WTjWE/5aB739rfwvo2ffdCtjxmL1CSRq2wddPZUmlHIltw26jbTKNP67779dPR1BNyLST8d/bxzpsoJvdTjwUSv4v7lD0JyQaSKXwe2T4hkY4W7DHheo5//mDkZ1grWsQi7jkVl9GdCRotmCHo/FZmdzehnT//07T/xwiPc2pDP/ox3syCjntWuHuxybMhncPD6WKH89G46W8NjF/ekb2vniywLBuUCDxca6w8VM//d6/vljEu9tSOeGD7Yx/8PtGHUqXr16qMs9QiaD2ybGMSLGvwtnLRAIBN2DblPC01NJKawhraSOK4dHtf/g5mrY+aGUeRIQ1+7DO5wOVqWvoqi+iGnR09B2kDgtwOjwRj5LMpJZpSTO1ENr2uUKSvpdROSupRhzdlIdPaqrZwRArDGW2b1ms/jgYsZHjGd02OiunpKgG6BTK5naN5hf/nw+GaV1NFjt9A3zpbzOwk/7C3jr+uGU11mx2BxE+etYk1TIhqMlXDva1b7cV6ti9rBIJvQKIrW4BpvDSZ9QX4IMGnw6SjRbcFZQVG1m4dJd2ByupZtPrjjES3MHs+qByaSX1NJgsdMvzIgTJznlDfz21/MJMmjQi+NLIOgQiqrNPPDFHk46NTlcWMN/f0vjLzP68NODk0krrqXBaqd/uBGjVinEYgUCgQARQGkzP+zNw0ejYEiU+8ptm9nxPjhs0Pfidh/a7rCzKn0VRypSmBgxiUBdYLvv40QGBFowqu2sSPXhgZFVHbqvjqQmfAj1gQnEbHqLQ/MW4VR0DwG1SxIuIbk8mUc2PMLXl31NkC6oq6ck6AaolQqiA/RNKdc2h4M31h5l/ZES1h8pwaRToVLIKK2VHM+2Z1RwQb9QgnxdXbN0KtdxBILT4UBeFWYvHvZ//+4A6x+awoUDwlza+4aJrCaBoKPZlFrqFjw5zre7c7lnWiK9gg306ojSdIFAIOjhiBKeNmB3OPludx7j4gNRtreoVs52SF0nBU807ZvGXGet46uUr0ipPMKEiIlE+XZA9sxJKOUwNryRtVl6qsw9+LCTySgcNAdtdQHhu7/o6tk0IZfJuWPwHVgcFh5a/5DQQxF4xG53Ul5vafp3VYO1KXgCUN1gxe7smULPgu5HRZ3Fa5/DCVZvb3ACgaBDKW/h3DTbHNjFuSkQCARe6cFvsl3Pb4eLKaxuZFq/kPYduKEc/vgPBPeDyJHtNqwTJ4dKD7H4wIeUNpQyLXoq0b7R7Tb+qRgf2YjTCT8cdXcH6UlYjOGUJU4lYvfn6ItTTv2FTsJf68/dQ+9mX8k+/rnlnzjFi7DgJDQqBbMGhXntn9w7CKNOJCYK2odh0X5e+6L8dRhEiY5A0CWM7+U967h/uC8+auGuJhAIBN4QAZQ28MGmDHqHGEhozxRHhw1+/z9wAoPm4lUK/Qyw2C0cKNnPRweX8GP6KoJ0QcyKm0WwLrjt8z0DfFROxkU0svyoD9XmDhDc7URK+1xAoymCXmufQ2Gu7erpNNHHvw+3DrqV5WnLeW33ayKIInBjcu9gj1bGWpWce6cmolOJl1pB+xBm0nJ+b8/3macuG0iosQc7swkEPZi4QB+Gx/i5tctk0rkZaNC4f0kgEAgEgAigtJpdWeVsTS/jksHh7TiqE7a9B8VJMPRa0Jx5YMZqt1LaUMqR8iNsytvEV4e/5I09b7I643+o5EouiJ3OpMiJHSoY2xJToutxOOGzpB7uriBXkj/iRlQNlSSsfQ4c9q6eURPjI8Zzbd9r+fDgh7yx5w0RRBG4EOmn46u7xjN3RGSTs87k3kEsv3cisYFC40TQfgQaNLx09RAemN4bo1YKzPUJNbD09jGMSwjo4tkJBOcuwb4a/nvDSO48L6Ep22RQpJGv7hzHkMgO0PQTCASCswix1NgKnE4nL/50mJgAPaPj2/EhcO9nkPKTlHkSEO91swZrAyUNJZQ3llPRWEGlpYpqcxXV5mrqbQ1N22mVGgK1gQwNHkq0bxR6Zde/HBnUTqbGNLAyzYcL4+pJ9O+hjjyA1SeQvJE3Eb1tMfHrXyFj6t86xGq6NcyIm4EDBx8c+IDyxnIeH/s4KoWqq6cl6CbEBOh5bs4g/jKjL06nE6NWhVEnjg9B+xNq1PLAtESuGxON3eFEq1IQJFa3BYIuJ8yk5aEZfbh1Qhx2pxO9WkGAjzg3BQKB4FSIAEor+GZXLjuzKvjHRf2Qt0OJDU4H7F4CB5ZBn1kQ1WyP68RJSX0JOdXZ5NbmkV+bT7WlBgC5DAwqAz4qAz5KH4L1Ifgo9RhUPviqjV2WZXIqJkc1sK9Ew0vb/XljeilaZc/NkKgP7kPBsGsI3/sFMoeDjKkP4ewmgYpZcbPwVfny8aGPSatM46XzXiLCENHV0xJ0E3QqJZF+4hYg6HiUCjnhwv5UIOh2qJUKwv3EuSkQCARngnh6PkOOFtXw9IpDnNcniCFRfm0f0FIDm16D7G3Q9xKIn0S1uZqM6kwyqzLIrM6k0WZGIVcQoAkg0hDJYJ0/JrUfvmpf5N0k4+FMUMjhmn41vL3bj1e2+/GP8RUoerAkSnXUCJxyOeF7vkRdU0j6hY9hMbSzsHArmRg5kVCfUN7b9x5XrriSB0c8yNV9rkYpF6e+QCAQCAQCgUAgEJwJ4i3qDEgvqWX+h9sJMqi5dYL3EpvTwumAjA2w4wOwNZDfZzpJ8kYyDnxAeUM5ciBAF0gvv16E68MI0AWh6IHBEm+E+di5tn8NSw/58tI2P/46upKeLPpeEzEMq9aPyN2fMeirBeSNmk/xoNk4FequnhqJfok8M+EZvk75mhe2vcDnyZ9z55A7mRU3S5T1CAQCgUAgEAgEAsFpIgIop4HD4eS7PXk8s/IQRq2KR2b1R6tq3du+vb6U6iOr0Rxdi76ulCydgVU+GmpKd2FQGwjVhzAgoD+hPqGo5V3/8t2RDAyycP2AGr4+7EtWlYp7RlQxJNjS1dNqNY0BcWSc/xeCk1cRvfU9wvZ9TcmAyyjrPQ2zKbJL56ZX6bll0C1MiZ7C8tTlPLrpUV7a8RKz4mYxNXoqw0OHo1OKNF6BQCAQCAQCgUAg8MY5E0A57kRSW3tqy1mzzUFxjZmMsnp2Z1fxv6QScisbGRvnx01j/p+9+w6Pq7gePv6923uRtOrNtlzk3o07mN57rwFCqCEkhAC/BEhIQk3ehJIQek/oHdPBgCuWe7csq/e+vb9/rC17vbuyZKtZms/z+IG9c3d3bOm2MzPnZKOVBXG79yVrDRPCH/TjDXrxBD14fA487iZ87gb8jjokRx0aRy02ZyOZXg9moFilZFNSGn5jBqO1Kdg0NvSq/aruhMAfOnITrHZVoTXAdRN9fFBs4o7vUhhm8nJUpotRVi9Z+gBWTRCV/EjKkSKnfMwZ1GUfha30R9LX/pes1S/hNqbTbivEkTQMjzEDrz4Fv8aMX2UgpND0SLnqrkhTpfGLsb+gxlnD8rrlfFH6Bf/b/j8UkoIR5hEUmAvIM+aRrksnWZOMVW3FqDSiU+rQyDXdXjKm1+uRDvJ3686xKQhCzzjYsSmOS0HoH+LYFISBpyv3s8LQIYWHSI3T2tpaFi5ceND9Qqmj8M+9Pn6juxUASSvFDT3Jw2FSgqGDfkcYOPheQ0sYiUascduuV77Jz5Qf9nGPeoYqDNZw137ac6xZtMv6eJmWBJKxexeEcCCM///5wX/wfYuKijAYOi/H3dVjUxCEnnOwY1Mcl4LQP8SxKQgDT1fuZ4WhY8gEUEKhEPX19SKCKAh9qCvHmzg2BaHvHex4E8elIPQPcWwKwsAjjjdhf0MmgCIIgiAIgiAIgiAIgnCoBk9ZF0EQBEEQBEEQBEEQhF4iAiiCIAiCIAiCIAiCIAgHIQIogiAIgiAIgiAIgiAIByECKIIgCIIgCIIgCIIgCAchAiiCIAiCIAiCIAiCIAgHoejvDux13XXXkZSUxIMPPhi3/YwzzmD79u1R2z766CNGjRrVF90TBEEQBEEQBEEQBGEIGxABlE8++YQlS5Zw9tlnx20PBoOUlpby6quvkp+f37HdarX2UQ8FQRAEQRAEQRAEQRjK+j2A0traysMPP8yECRMS7lNZWYnf72fixImo1epD+p5wOIzT6USv1yNJ0qF2VxCEHiaOTUEYeMRxKQgDkzg2BUEQ+le/50B56KGHOPPMMykoKEi4T3FxMRkZGYccPAFwOp1MmzYNp9N5yJ8hCELPE8emIAw84rgUhIFJHJuCIAj9q18DKMuXL2f16tXceOONne63a9culEolv/jFL5g7dy6XXXYZGzZs6KNeCoIgCIIgCIIgCIIw1PVbAMXr9XLvvfdyzz33oNFoOt139+7dtLW1cf755/P0008zYsQIrrzySmpqavqot4IgCIIgCIIgCIIgDGX9lgPliSeeYPz48cyfP/+g+95///14PB4MBgMA9913H2vWrOGDDz7g+uuv7+2uCoIgCIIgCIIgCIIwxPVbAOWTTz6hsbGRKVOmAODz+QD4/PPPWbt2bdS+CoWiI3gCIEkSw4cPp66uru86LAiCIAiCIAiCIAjCkNVvAZRXXnmFQCDQ8frRRx8F4Pbbb4/Z9/LLL2fWrFncfPPNAIRCIbZv386ll17aN50VBEEQBEEQBEEQBGFI67cASlZWVtRrvV4PQF5eHsFgkObmZsxmMyqVikWLFvHkk09SWFjIsGHDePnll7Hb7Zx99tn90XUBaHJ4qWp188OORvQaOQtH2rCZNBjU/V4ZWxAEQThCNTt91LS5WbK9AbVCxsLRqaQa1Zi0yv7umiAIB9Fo91LR4uLHnY1Y9CrmF6SQalKjU4l7Q0EQBo8BeUarqanh2GOP5eWXX2bWrFlcddVVeL1e/vznP9PY2MikSZN44YUXopb1CH2n3u7hznc28s22+qjtfzxjHGdPzcKkETe6giAIQvc02L385ZMtvL+uumPb/Z9s5bbjRnLlnHwsOlU/9k4QhM7UtXv41f/WsrykuWObJMGj503ipPHp6MUAmyAIg8SAOZs9+OCDHf+fnZ3N9u3bO15LksT1118vEsYOAOFwmE831sQETwDu/XAzM4clYcoQARRBEAShe5bvaooKnuz1/77ayYJRNqbkigCKIAxEwWCI/64qjwqeAITDcPvb65mcY2FEqhj0FARhcOi3MsbCkanB4eXZH3YnbH9rdUUf9kYQBEEYDJqdPv7z/a6E7S8tK8UXCPVhjwRB6KoGh48Xl5XGbQuHYfGmmr7tkCAIQi8SARShW4KhMC1OX8L2mjYPoVC4D3skCMKh2N68nTe3v8nutsQBUUHoK/5gqNNrS73dSyAkAiiCMBCFwmHa3P6E7bVtnj7sjSAIQu8SARShWwxqBbNHJCdsP3FcOjKZ1Ic9EgShu/637X+c/9H53L/ifs798Fy+Lvu6v7skDHEmjYK5BSkJ248fm4ZWKe/DHgmC0FU6lZzpedaE7ceMSe3D3giCIPQuEUARusWoUfKbE0ajiBMkybJomTksqR96JQhCVxXVFfHAqgdYlLuIfx37LybaJnL3j3dT7YjNPSEIfUWrUnD90SNQK2JvS1IMKo4fm4YkieC8IAxEFp2K/zulkHjjZ8NS9IzLNPV9pwRBEHqJCKAI3TbCpuedG+YwJdcCgEImcebkTP533VFkWrT92zlBEBIKhoL8ecWfGWYaxsVjLkaj0PCzcT9DJVfx73X/7u/uCUNcXpKO92+ay6w9gXiZBCeNS+et6+eQbdX1c+8EQejM6HQjb/5idkewRCWXcf60bF69dhbpZnFvKAjC4DFgqvAIRw6VQs6kHAvPXzkDuzeATIIknQqdKFEnCAPal+VfUtxazP/N+j9kUiR+rlPqODH/RN7e8TY3TbmJdH16P/dSGKoUchmFGSaevnwabZ4AMsCiV2JQi8pugjDQaVUKpucn8fLVM3F6g8hlkKRXoVWJe0NBEAYXMQNFOGRWvYrcJB3ZVp0IngjCEeDlzS9TmFTICMuIqO0LshegkCn4aNdH/dQzQdjHrNtzbUnSieCJIBxhkg1qcpN1ZFl1IngiCMKgJAIogiAIg5mrGd76Gf5HCjh5+/ccn310zC5ahZapaVP5oPgDwmFRRUsQBEEQBEEQ4hEBFEEQhMEqGID/XQLFX1Gqt3Bxu53Tdy6Lu+vM9JmU2csoaSvp404KgiAIgiAIwpFBBFAEQRAGq6IXoHwFoWPu5l9aiWWZhaRv+Qhdw46YXccmjUUtV/Ntxbf90FFBEARBEARBGPhEAEUQBGEw8ntgyUMwYhHFKjWt3lZ8o07Aq7eRsfaNmN2VciVjk8fyQ+UP/dBZQRAEQRAEQRj4RABFEARhMNr0DjgbYML5FNUXYVAayDRm0zpsLtbdP6Bwt8S8ZWzSWDY0bsDld/VDhwVBEARBEARhYBMBFEEQhMFozUuQORXM2ayvX0eBZQQyJNozpwASSbu+j3lLYXIhgVCANfVr+r6/giAIgiAIgjDAiQCK0CmvP0ggFOrvbgiC0B3NJVCxEkYcS62zljpXfUfp4qBaj9M2EuuuJTFvy9BnYFabKaor6useCwK+QAhfQFxvBGGg8AdDeAPB/u6GIAjCgCIKtAtxVbe6WVrcyCcba0jSqbh8dh7DUvRYdKr+7pogCAez5UNQqCFnFhtrfkQuyckz5nU0O1ILSdv8ITKfk5BK37FdkiQKzAWsrVvbH70Whqh6u4dtNXZeW1lGKAwXzchhQpaZVJOmv7smCENSk8PLzjoHr64sw+ULcu7UbKblWUg3a/u7a4IgCP1OBFCEGBXNLi56egVVre6Obe+ureLmYwq4dsEwLFoRRBGEAW3rh5A1DZQaNjVsItuYjVKu7Gh2po1B2vQepqq1tA6bF/XWAmsB7xW/hz/oj3qPIPSG+nYPd7yzge+2N3Rs+3JLHTPzk3j8kimkiSCKIPSpJoeXv3yylXfXVnVs+2ZbPYUZRp6/agYZIogiCMIQJ5bwCFHcvgCPf7MzKniy1xPfFlPX5umHXgmC0GWOeqgqgpxZBEIBtrdsJ9+UF7WLX5eMT5eMqWp9zNsLLAX4gj62t2zvqx4LQ9ia8tao4Mleq0qb+XFnYz/0SBCGtuIGR1TwZK+tNXbeW1NFMBTuh14JgiAMHCKAIkRpcfl5f211wvbFG2v7sDeCIHRb8deABJnT2N2+G2/QS54pP2Y3V/IwjNWxAZRcYy5ySc6mxk2931dhSHN4Ary0rDRh+0vLS2lx+fquQ4IwxAVCIV5dUZaw/fVV5TQ5vH3YI0EQhIFHBFCEKGHA30nSWJdfJBMThAGt+CtIGQlaC1ubtqGRq0nTpcbs5k4egbZ5N3KvI2q7Uq4kx5gjAihCrwuFw3g7SRrr9YcIh8VotyD0lVAIPP6DHZN92CFBEIQBSARQhCgmjYKFI20J208al96HvREEoVtCISj5FjImA7CteSvZxhxkUuyp3m3JQyKMvj52qU6+KZ+NjRt7u7fCEGfSKjl7SmbC9jMnZ2IWObcEoc+oFDLOm5adsP3kCelY9eKYFARhaBMBFCGKUaPkrlMK0SrlMW1Hj7aRm6zrh14JgtAl9VvA1QQZkwiEAuxq3UWOMf7NsM+QQlCpRV+/NaYtz5RHaXspnoDIeST0rmML08iLc13JMGs4c3ImcpnUD70ShKFrUraF8ZmmmO1WnZJr5w1DpRCPDoIgDG2iCo8QY4RNzye/nMe/vtvFku0NmLRKrpk3jOMKU0kxqPu7e4IgJFL6I8hVkFpIqb0MX8hPtiEn/r6SDLclB0PdtpimXFMuoXCInS07mWCb0MudFoayTIuW//78KN78qYK3iioJhcOcPSWLS2blkmUVAXtB6GvpZg3PXjmDD9dX8eqKcjz+IKdMyODqefnkiGNSEARBBFCGCpc3QKPDS4vLj1YlJ1mvIjlBMEQhlzHcZuD+s8bR5gqgkEmkGEXgRBAGvNIfIGUUyFXsbN6BSqYkTR+b/2QvjzkbU5xEslmGLGSSjG0t20QAReh1mRYttywq4JJZuYTCYSRJor7dQ5vbT5JeRbpJgySJmSiC0NMa7F6anV48/hBJehUpBhValYJ0s4Zr5w3nrClZhMNg1anEzBNBEIQ9RABlCGiwe3jim2JeW1lOYE/5uXGZJp68ZCr5KfqE79MqFWjN4ldEEI4I4TCULYORJwCws7WYDEMmcil2Od5eXnMWquJvULhaCOisHdtVchUZ+gy2NcXOThGE3iCXy9Cq5Hy9tZ57PthEuycAgM2o5rGLJjMtz4pKkfh3WRCE7tlZZ+f6V9ewqyGSSFwll/GLhcO5ak4+yQY1MplEqlHTz70UBEEYeEQ4eZDzB4O8uqKcl5aXdQRPADZXt3PZcyupbRM5DgRhUGjcCe5mSBtHmDDFLcVkGhIn6ITIDBQAXePOmLYcYw7bW2ITzApCb9lRZ+dXb6zrCJ5AZIT8iudXUdni7seeCcLgUt3q5qKnV3QETwB8wRCPf1PMpxtrRPUrQRCETogAyiBX3+7juR93x22rbHFT1uTs4x4JgtArypeDJAPbaOpc9dj9drIMWZ2+xa9LIqjQoGuKPUdkGbIobi0WN9JCn7B7/Pzjq9hAHoA/GOZ/P1UQDCYuryoIQtdtqmqjyemL2/bYN8XUtYvBNUEQhEREAGWQc/sDOLyBhO0lDSKAIgiDQsVKsA4DpY6S1l0AZB1kBgqShNeYjq65JKYpy5CF0++k1lnbG70VhCguX5DiekfC9o1VbXgDIoAiCD1hc3V7wrYGuxefCFYKgiAkJAIog5xWKUenSrxufFgnOVAEQTiCVKwE2xgAdrXuIkWTjEZ+8PXrXlM62qbYAEr2nvLHO1vjzwoQhJ6kVcoZ3sn1qDDdiFoksRSEHjEmw5iwLVmvQiUX+YYEQRASEXcjg5zNqOaqOflx2zLMGvJTREk6QTjiuZqhqbgjgFLcuosMQ0aX3uo1ZqBprUAKRs9US9Yko1VoKW4t7vHuCsKBTFoltx43Km6bXCZxyaw85HJxyyIIPWFilgWLThm37aZFBaSKyouCIAgJibuRQU6lkPOzucO4YHo2sv2qQBakGnjt2lmkm7X91zlBEHpG5erIf22j8Qa9VDkqyTjY8p09fMY0ZKEA6vbqqO2SJJGpz2TXnuVAgtDbxqQbeejcCVGzJq06Jc9fOYNsq7hWCUJPybRo+N/PjyInad9xpZBJ/Hz+MM6YlIlMJsqGC4IgJDJgatRed911JCUl8eCDD8ZtX7ZsGX/961+pqKhg0qRJ/OUvfyEnJ6ePe3lkshnV/OG0sdx4dAHNTh86lZxkgxpbD48w+IMhWl1+JCkyBVSSxAVYEPpE1WrQmMGYQXlbMcFwiEx9V2egpAGgbSnDY82NasswZFDcImagCD2r2ekjEAxh1ilR71ea2KRVcvaULOYWpNBg96KQSSQb1KSZNMjFA50g9BhJkhiTYeLt6+fQ5PTh8QVJNqiwGdTo1JFHg3A4TJPTRzgMFp0SpZgBJgiCAAyQAMonn3zCkiVLOPvss+O2V1dXc9NNN3HLLbcwf/58nnzySW688UY+/PBD8ZDeRUaNEqNGSX4v5TypbHHx+spyPt5Qg0oh44rZeZwwNp1088FzMAiCcJgqfoKUUSBJ7G7bjVKmIEWb0qW3BlUGAio9mpYyYH5UW6Y+k6K6IkLhEDJJ3DwLh6fB7mFpcRPP/FBCm9vPwpE2fr5gODlJuo4AiUohJ9uqI9sqlpcKQm9LM2lIM8Xep9W2efhiSy2vLC/DEwhy2oQMLpmVR06SOC4FQRD6PYDS2trKww8/zIQJExLu89ZbbzF+/HiuvvpqAB544AHmzp3LqlWrmDVrVl91VUigotnFOf9aRoPD27Htng828+6aKv5z+bS4F2dBEHpIOAxVRVB4GgAlbbtJ1aUhl7qYBFCS8BlS0baUxTRlGjJxB9zUOGsOWhJZEDrT5PDyh/c38dnmuo5tr60q5/11Vbx/01xGpiVOaikIQt+pa/dww2tFrC1v7dj27yUlvF1UxTs3ziFXBFEEQRji+n1I8aGHHuLMM8+koKAg4T7r169n+vTpHa+1Wi3jxo1j3bp1fdBDoTO+QJAXl5VGBU/2WlfRyoaK1r7vlCAMJc0l4G2DlNEAlLbtJl2f3q2P8BlS0bSUx2zP2LMMqLSt9LC7KQxtFS2uqODJXk5fkAcWb8Xu8fdDrwRBONCGyrao4MleDQ4vLy3bjS8Q7PtOCYIgDCD9GkBZvnw5q1ev5sYbb+x0v4aGBlJTU6O2JScnU1tb25vdE7qgxeXn4w3VCdvfWF2BPxDqwx4JwhBTVRT5b8pInAEXda76Qwig2NC0VUVms+wnWZuMSqZid9vunuqtMER9ESd4ste32xto9wQStguC0Df8wRBvra5I2P7h+hpaXCLYKQjC0NZvARSv18u9997LPffcg0bT+RIPt9uNSqWK2qZSqfD5fL3ZRaELJOg0sZhKLkOkqRGEXlRVBKYsUBspa48sw0nXdTOAorchD3hQOhujtsskGen6dBFAEQ6bSpH4OqGQSYjLhCD0P0kCpTzx0agUyZwFQRD6L4DyxBNPMH78eObPn3/QfdVqdUywxOfzodWKsob9Ldmg5sLpiashXXZUHgqRuV0Qek/lakiOLIEsbStFJVOSpE3q1kd4DZEZfprW2JHHdH06u9pEKWPh8Jw4LnFQ77SJmVh0yj7sjSAI8ShkMi47Kj9h+0Uzc0nRqxK2C4IgDAX99mT7ySef8NVXXzFlyhSmTJnCRx99xEcffcSUKVNi9k1LS6OxMXpktLGxEZvN1lfdFRKQyyTOm55NQaohpu3kcemMEokBBaH3BP1QtzFSgQcoay8lTZ+GrJvj+X5dEiFJjqatMqZNzEARekKGWcN184fHbE81qvnVcSPRqfo9p70gCMDINAOnTsiI2T7CZuC8adnIxaCYIAhDXL/dsbzyyisEAvvWPD/66KMA3H777TH7Tpo0iaKioo7XbrebLVu2cPPNN/d+R4WDyjBreeWamawoaeLtoko0SjlXzc6nMMNEilHd390ThMGrfisEvPtmoLSXkWNMPCMsIZkcvz45kgflAOm6dJo9zTh8Dgyq2ECpIHSFRafihqNHcPy4NF5YupsWp5+Txqdzwtg0MixiNqkgDBQpBjV/PGMcF83I4cXlpbh9Qc6bls3sEclkmMWxKgiC0G8BlKys6JKYer0egLy8PILBIM3NzZjNZlQqFeeeey7PPfccTz/9NMcccwxPPvkk2dnZooRxD6ppc9No97Kpup1kvYqRqQYyLRrUyq79imSYtZw9JZsTx6UjkyQ0yi6WUBUE4dBVrwFJBkkjcAVc1LvqmZE+45A+yq9LRtMaJ4CyJyFtWXsZ41LGdfnzQqEwX26tY215K+kmNWdOzsIqpn4PaVa9ihn6JCZlW3D5ArR7AmysamNlaTMTMs2kGNWYtfGX8jQ7vdS1e9la006yQUWBzUCaSSOWiApCL0gxqplvtDFjWBKhcLjLM8Rq29w0OX1srGzDpFUyJt1IukmNTi2W6AmCMHgMyDmzNTU1HHvssbz88svMmjWL7OxsHn/8cf7617/y5JNPMmXKFJ588kkkkZ20R1S2uPj9+5v4bntDxza9Ss5Tl09jeq4VrbrrvyZiGrYg9KHqtWDJA6WG8uZtAKTpUg/ypvh8+hS0zbFLddL0aQDsbt/d5QBKk8PLL14pYnVZCykGFW1uP499U8x/Lp/GjPzu5WcRBp9AMMQPOxv5zZvr8QX3VWm7/Kg8fnXcSJIN0TMX69s93PH2Br7bse8aZVAreP6qGUzNtYggiiD0ku4MhlW1uPjzp1tZvHFfhUyNUsY/L5rC3BHJGDQiiCIIwuAwYJ52H3zwwY7/z87OZvv27VHtCxcuZOHChX3drUHP4w/yyvKyqOAJgNMX5NqXVrP41vkMt4lp+4IwIFUVQfIIAMray1HKFCRrkg/po3z6FCxlyyEUBNm+m2atQotVbe2o8HMwbW4/Fz69gka7lz+cWsjYTDOtLh+PfbOTn73wE+/dOIeRIjfSkFbZ6uaX/1t7YNVsXllRxrQ8K2dN2TdD1RcI8vzS3VHBEwCHN8AVz6/ky9sWkpOk64tuC4KQQCAQ4sP11VHBEwCPP8RNr63hs1/Np0AEUARBGCTEsM0QV9vm4fWV5XHbvIEQK0qa+rhHgiB0id8TyYGSHEkgW24vx6a1IZMO7bTu16cgCwVQOepj2lJ1qZS2lR70M8LhMLe9sY6aNje/P20sYzPNQCT/xW9PGINFp+S2N9bh32/WgTD0vLW6IiZ4steT3xbT6PB2vG50+HhlefzgnccfYm15S290URCEbqhuc/PC0tK4bYFQmM821cZtEwRBOBKJAMoQFwiFsXsDCdsrWlx92BtBELqsbhOEApAyEohU4EnVpR3yx/n0kZkrmvbqmLY0XRql7aUH/Yz//VTBN9vquXFhAVkHJAbVquRcv3AEm6vb+e+q+EFbYfALBEOUNSW+rtTZPQT2C7D5gyGcvmDC/Sua3T3aP0EQui8E1Nu9CdsrWsRxKgjC4CECKEOcWiEjLznx9OdpuSJfgSAMSNVrQaYAaz6+kJ9aZy1p+kPLfwLg11oJSzLU7TUxbWn6NMrbywknmjZAJO/JA59u5ehRNqbmWePuM8JmYN7IFP759U5cvsSBW2HwUshlzBuZkrB9UrYlKpeWRikn25q48seUXEtPdk8QhEOglkuMyzQlbJ81TNxLCoIweIgAyhCXk6Tj9hNGx23LS9YxKl3kPxGEAalqDViHgVxJlaOKYDhEqvbQZ6Agk+PXJaFui52BkqpLxRVw0eRJvKTv0S92EArDxbNyO/2ac6dm0+L08U5R5aH3VTiiLRqTilUXmw9BkuC3J47GtF8lnjSThrtOHhP3c4al6BmRKq5RgtDfMiw6fnti/HvJNJOaaQmC6oIgCEciEUARmDUsiYfOnYhtT+UDSYKjR9l48aoZ5Cbp+7l3giDEVVUEyQUAVNgrkCFh0yUe2e8Kny4JdZwlPHtLGZe3x196U1zv4M2fKjh7ShamgyQKTDNpmJGfxHNLdxMKJZ7RIgxeWRYtb/5idtRDVW6Sjpd+NpMRcZKWzy1I4W/nTyLFECmDLZPg+LGpvHz1TNJMmj7rtyAIiY3PNPH4xVPIMO87JmePSOa1a2aRlyzuJQVBGDwGTBUeoeeVNznxB8PIZJBh0qBJUGI41aTh3ClZHDU8CbsngFohI0mviikleaBWlw+HN4BMkkjSq7pV7k6IaHQ34g16UUgKUrQpyGXR/4bN7mbcQTcKKVJdRSEXh6wAeB3QuANGnQhEAhtJ2iSUssOrcuDXJcfNgZKqTUVCoqy9jKlpU2Pa//nVDqx6JccVdm0GzEnj0/njR1tYtqup0+UcwuAkSRIj04w8e8V0Wt0+AsEwZq2S1D3BkHa3H7vHj0wmoZBJeAMhjhqezMe3zMPhDSCXyUjWqzpmqtS3e/AFQijlMlJNaiRJ6s+/ntBPvAEvzd5mwuEweqUes9ocs0+btw2n34kkSSSpk1ArOr/PGcrc/gDNTj+Ewxg1yqiZYU0OL+0ePxISZq0Sq15FilHD6ZMymZxjxuMPIZNJmLUKUgwiyDnQhcIhGtwNBEIB1HI1KdquXZc9AQ8t3hbC4TAGpQGTOvEyLkEYTMTT2CBU3epiXUUbj36+nZJGJxadkitm53PBtGyyE5R7VChkXR4h8AWD7Kxz8KePtrBydzMquYyzp2Txy2MLyLKKcpJd0e5tp6i+iL+v/jul7aWY1WauGnsVZ408ixRtCk6/k02Nm3j4p4fZ0bIDg9LAxWMu5qIxF5GqO/Q8F8IgUbMeCENyJIHs3go8h8uvS8JUvR7C4chUtD2UciVJmiTK7bEzUIrrHXy8oYar5w1DpejapMbRaUYyLVreKqoQAZQhzKpXYdWrOl4HgiFKGpz85dOthMNhrpidz7+X7KKorAW1QsYZkzI5dWIGv39vI6dNyuTyo/JYVdrMo5/voKrVTapRzS+PHcnJ49MPOgAgDC7Vjmqe3vA0H+36CF/Ix7S0afxuxu8YYRmBSq7CF/Sxq3UXD/30EEV1RahkKk4fcTrXTbyOTENmf3d/wKlodvGPr3bw4fpq/MEwcwuS+cOpY8lP0rG72cWDi7fx/c4GZJLE8YWp3H7iGLKtWrbX2rnvo82sLW9Fo5RxwfQcrl84gkxL4jxGQv9qcjfxScknPLfpOZo9zWQbs7lt6m3MzJiJRW1J+L4qRxVPrX+KT0o+wR/yMyt9Fr+d8VtGmEeIwT5h0BNLeAYZvz/Ij8VN3PjaGkoanQC0uvw89vVO7v94C1U9UFVnd4OLs59cxsrdzQD4giHeWF3BRc+soKZVZFo/mFA4xPeV3/PLb37ZUdmkzdvGP9f+k4dXPYzdZ2dt3Vqu/eJadrTsAMDhd/DMxme464e7aHKL0tJDXvUaUKjBkkuYMJX2yh4JrPl1Scj9LuTe9pi2VF1q3CU8//6umCSDioWjuh7AkSSJBSNT+GxTLXaP/7D6LAweFS0uzvrXUjZUtnLlnHyuf7WIorJImWJvIMRbRZX86aMt3H7iGHY3unhjdQW3vbGeqj3XnXq7l9+/v4l/f7cLZyfV5YTBpdZZy7VfXMs7O9/BF/IBUFRXxCWfXkJZe6QEdll7GZd8eglFdUUA+EI+3tn5Dtd+cS11zrp+6/tAVN3q5qKnV/DOmir8wcgyy6XFTZz55FJKm11c8dwqluxoIByGYCjMZ5vruPG1IrbWtHPOv5extrwViJQZf3l5GVe+sIq6dk8//o2EROw+O0+sfYJHVj9CsydyT19pr+Q3S37D56WfEwjFP4/WOmu5+rOreb/4ffyhyDV8Ze1KLvnkEsrs8cvOC8JgIgIog0xlq5tHPtset+3zLXW0ug7vYcXh9fO3L7bj26/M5F4VzW6KylsO6/OHgnpXPY+ufjRu2+LSxTS5m3hg1QNx21fVrqLGGVslRRhiqtZA0giQyWl0N+EOuLH1QADFp9tbyjj2dyxVl9rxMLJXdaub99dVc8r4DJTy7l1O5hWk4A2E+GqreHgRwOMP8vSSEly+IOdNy+H5pbsJxMmRU9LoxOULcMnMXJ7+viTuZ72wrJRGR+KSqsLgsqFhAxX2ipjtgVCAx9Y+RrO7mcfWPBb3YbDCXsH6hvV90c0jxrLixo6g5P68gRBPfFvMosLYa81xhWk8uHgbwTjH7M46B9tqYoPyQv9r9jTzzs534rb9s+ifNLga4ratrl1NtTN2ua8v5OPf6/+Ny3/4g7WCMJCJAMog4/AGaOjkxnHzYV7E7J4Ay3YlngHxyYYakRjyIOw+e6fVTBx+R9ylEnutq1/XC70SjihVRR3Ld/Y+OKRqe2AGij4SQIlXyjhVl0q5PbqU8QtLd6NRylg0pvvfnWxQMzrNyMfrRUBQiOQ9+X5nIwATskys2jPDMZ5Vu1swaOR4/LGBfIiMiosR76EhHA7zRekXCdtX1qzE4XewsnZlwn2+LPuy0xLtQ4k/EOLTTbUJ25ftamJ8ZmxumXGZZlaVJj5mv9wiAuUDUYW9gjDxf/ftfjvtvthnhkAowJdlXyb8zOXVy7H77T3WR0EYiEQAZZA5WA6CeKUju0MuRRKGJZJqVCOTiQR+nVHJVZ23y1QopMTrR60aUQ5wSHM1Q2sZpEQCKJX2CnQKHQbV4ZdzDSm1BJXauAGUNF0a7oC7I/jn8Ab476oKjh2TdsgJpGcOS+L7nQ1iGY+AQi5h0kbOe05fsNNqTuYuXMd0CZKmC4OLJEnYdImXD5pUJmSSDJMqcXJLm9YmEg/vIZNJHdWu4rFolTh9sTN53P4ARk3iYy7FKHISDUR6Zee5D+MlppdJMpI0SQnfY1KbkEuiqIQwuIkAyiBj0iqZPSI5bpteJY9bIrI7UgxqfjY3P2H7BTNyDuvzhwKr2sqs9Flx2/RKPUa1kRPyT4jbrpApmGSb1JvdEwa6qjWR/6aMAqDCXolNZ6Onbv/9umRU9tjRwr05VirtlQC8vboCly/ACWO7Vnknnhn5SfiDYZbsiD9NWBg6kvRqrps/HIjMZDx3WnbCfeePTGFjZRsjU+Nfz9JM6k4fAoXB5ayCsxK2XVZ4Gen6dC4rvOyQ3j/UyGUSlx2Vl7D98tl5fLIhNsD+8YYaLp2V+H2nTRSJegeiDH1GwkSx45LHxR2wk0kyzh99fsLPvKLwCpI18Z9DBGGwEAGUQSbDrOX+M8eRaY4uG6eSy3jy0qmkmw5vFEAmkzh9UiZzR8RWzrjr5DHkiCo8B2VSm7hn9j2k6aIfPFUyFY8d8xg2rY1bp95Kvik/ql0uyfn7wr93OtomDAFVRaA2gTEDgAp7eZdLDnaFX2tFbY+9Qd5b5afcXk4oFObF5aXMHJZ0WNVObEY1+ck6vhLTuwVg3kgbJ41LZ+muRqbkWpiaG3vzftvxo/hqSx3P/lDCo+dPiplVaVAreOaK6aSZROnUoSLTkMnt02+P2T4zfSanDj8VhUzBqcNPZWb6zJh9bp9+OxmGjL7o5hEjN0nHbceNjNl+zGgbxxWmkp0UW1En26Ll4pm5TMm1xLT99ezxpJvF8TgQpepSeXzR42gV0T/TFG0KD85/MOGM52xDNrdMuSVm+9zMuRyXd5yY0SUMelJ4iCz8dDgcTJs2jaKiIgyGw5/qPtCVNjrZVN1GUVkLuUk65o+0kW5SY+hkWnR3NNq9lDW7+HprHUaNkuPHppJq0nQ67VqIVuusZVvzNorqisgz5XFUxlGk6dJQyiP/hvWueopbillZs5J0fTpzs+aSqktFoxhcNyJD7dg8bK+eF1nGc/wf8Qa93PDVjZyUfxITbRN65ONTN3+IrnEnGy95JabtN9/9hgtGX8BE/YVc8fwq7j19LGPSE0+N74q3Vlfw5dY61v7heBTdTEQr9J7+Oi6bHF4a2r00ubykmbQ0OTx8u70Bs1bJglE2dtTZaXX5OWZ0KukmNU1OP+sqWlhf2caYdCMz8pPIsmjFUtIhxu6z0+Bq4NuKb3H4HSzMXkiOMYdk7b6R8CZ3ExX2CpZULsGgNHBMzjHYdDaMKmM/9rz7+uLYbHf7qWv3sKW6DX8wzKj0SOn5FIOa6lY3NW0evthSi1wmcdK4dNKMatLMWhrsHkoanXy3rQGrXsmxhWmkmzTo1WJJ3UAVCAWoddayum41u1p3Mdk2mXEp40jXp3f6PrvPTr2rnm8rvsXpd3JMzjFkGbKijjlBGKzEGW2QUilkmLVKpudZUSnkKGRSVJWMmjY3myrb+HZ7A1lWLcePTcPu9vHu2mrSTRpOmZBBujnxRS/FqCbFqGZansjHcajS9emk69M5OufouO2pulRSdanMyZrTtx0TBq5wGKpWw6iTAKh2VBMm3KOzkny6JCyOBggFQRa9jtmms0WqVmwsIzdJx+i0w3/wmJJr4d21VaytaGVGfuJ11cLQ4PQFaHR6+WxzLUq5jNMnZXLl7HwyLJER0nEHJLDMUinIsmo5VSwRGNKMKiNGlZHhluEJ90nWJpOsTWZy6uS+69gRyuUL4PIF2VTdjssXJM2sIUkfWRaXadGSadHGvf8LhSEUCpNiVKFVKggEw4SGxjjtEUshU5BtzCbbmHjZZDx7j7kRlhG91DNBGLhEAGUQ2t3o4ML/rKDevq8aj0Im8dyV05k9Ipm6di+XPLuCiuZ9Zeoe/WI7950+jnq7l9dWlvO3L3fwyHkTOXVCBjoxciAIA0PLbnC3QMpoACoclUhIpPTgiI9fl4QsFEDlasJniK6uk6pLZUdDA+u31nHVnPwemaY7PMWAUaPgu+31IoAyxJU3ubj7vY38WLyvStkLS0u5ZGYuNx49guwksURUEHpbbZubp78v4fmlpR3bXltZzqxhSfztgklkJ1iqXdPm5tqXVrO5Orpyyx9OK+SC6TkYxQxlQRAGCTFfepBpdfm4852NUcETgEAozPWvrqHR4eOhz7ZFBU8gMrD9p4+3cPHM3I5td7yzgTp74pLIgiD0scqiyH/3JJCttFdi1VjjZso/VH5dJIgRL5GsTWujuNyGSiFjbkHP5F2RySQmZlv4dptIJDvULdlRHxU82ev1VeXsbnL2Q48EYegpb3ZHBU/2Wrm7mU831hAKxZYP9weDvLSsNCZ4AnD/x1upaRNlxQVBGDxEAGWQaXH5Wbm7OW6b2x+k1e1n8abauO3BUJgddXaGp0TKmoXD8P1O8VAjCANG5SowZYEmknek0l6BrQcTyEIkiSyAOk4AJUWTiqNpIjOGmXu0TOykbDNbatppdIiA7VBV3uzk1RXlCdtfW1GO0yvKXQtCb/IHgvx3VVnC9tdXllPVGhsMaXL4eK2T4/fjOJV7BEEQjlQigDLI+IOxIwNR7YEQwVDi9agObwCtal/eg1anr8f6JgjCYapYCbbRHS8r7VU9WoEHIKxQE1AbUNljA61trRmEAxYm5PZsgs7xWZG8FkuLG3v0c4UjRzAYxuENJGy3e/14AyKXgiD0pkAoTLunk+PQE4ib0yQUjuQvSqTFKYLjgiAMHiKAMsiYNEpSjYnLipq0CkbYEmdtn5BlpqRh31Tp+SNFyVxBGBB8LqjbDCljAGjztWH32zvKC/ckvzYJdZwAyvoSPZKyCZWmpUe/z6pTkZuk48edIoAyVCUZVMwrSJzL57jCtI4kloIg9A6tSsHxY9MSts8bmRJTOhwi5cPnjEgczD9hXOcVXQRBEI4kIoAyyKSZ1PzxjHFx286dmkWyXsX9Z44jXu7HOSOSKW104vYHAZg1LIlckbRPEAaG6rUQCkBqJIBSaa8E6NEKPHv5tRbU7dFTru3uEOt2B9EYS2j09HygY3ymiR92NhIWFRuGJLNWxbXzh2OIk7Q806zh6NGpcd4lCEJPmz08Oe69n1Yp56ajCzBpYwOZJq2Su04Zg1Iee3M5LtPEqB6o2CYIgjBQiADKICNJEvNGpvDatbMYlxnJk5BqVHPfGWO58+RCTFoVk3MtvH39HKbkWpAkSNKr+M3xo7huwXD+/uUOzFolvzpuJI9dPIWUTmazCILQhypWglIHljwgsnxHKVNg0fR8KXG/LikmB8qyHR5CYUhNbqLBVd/j3zkuy0xtu4fSJlePf7ZwZMhP0vH2DbM5YWwaCpmEWiHjgunZvPbzWQzbk5tLEITelZes55VrZnLxzFy0SjlymcSiMam8e+Mc8pK1Cd83MtXA+zfNZV5BCpIERrWC6xcO57krZ5Bm0vTh30AQBKF3ifq0A4TLF6DB7sXlC2JQK7AZ1WiU8oT7e/xBGuxeHN4AOpUcq05Fm9vf8XpKjoWXr5mJ1x9CLpNINao7So7qVAqm5Vl5/qoZuH1BZJKEzajG7vHz7e1HR14bVMjlIr62P5ffRZOnCXfAjV6pJ0WTglohAkxCH6lYEam+I4ucF6ocVSRrU5DRs/lIIJJIVulshHAIpMh54LstHgrSFRj0OuqcPR9AGZNuRCbBsl2N4mF5EHB6AzQ6Itc0o1pBqkmDSpH4mlLZ7KLN40cC7j19LHefWghhsOqUmHVi6c5Q5/a7afQ0iutvD2t1+Whx+vAEQpi1StKMauRyGXnJen513EiunT+McDiMRiEn06JBJkt8DKsUcsZlmvnXpVNxeAPIJEg2qFGKe0mhi/xBPw3uBhx+Bxq5BqvGilElZi8JA48IoAwAtW0eHv58Gx+uqyYQCqNWyLh8dh6/WDAcmzE2at9g9/Cf70t4ZXkZ3kAIhUzi1IkZnDoxg1teX0sgFObk8en836mFZFoSjxZYdSqs+83StOhUWMSKnbjqXHX8s+iffLr7U4LhIGq5movHXMyV467s8SSeghAjFILyFTD61I5NlfbKHq/As5dfZ0UWCqB0NuM3pFDTEqC4LsB5s3Q0YWF7y/Ye/06dSsGIVANLixu5dFZej3++0Hdq2tw88Ok2PtlYQzAURqOU8bM5+VwzbxgpB1zTXN4Am6rbuOvdjezak38rN0nHX88ez+QcCwZNz5XoFo5M8a6/F42+iKvGXyWuv4ehrMnJne9sYHlJpHKjWavkdyeN5qRx6VS2uvndOxvYWmMHIMOs4d7TxzJrWDLWg+QiMmmVmLTiuBW6p8XTwns73+PpjU/j9DuRkJifNZ//O+r/yDRk9nf3BCGKCAv3sxanj7ve3cC7a6oI7KmO4w2EePaH3Tz57S5cB2Q1d/kCPPFtMc/+sBtvIFJxJxAK88G6al5dXsb1C0cQDIX5eEMNt72xjmaR+fywtXpbuXfZvXxU8hHBcCQ/jDfo5cXNL/LcxufwBGJL+glCj2rYBp42SIvkNwoRptpZ3WsPD/tKGUcSyf643YtaAaMzlFjUFlo9LQRCPV9SdlyGiRUlzSIPyhGs2enl9jfX8+H66o6Kbx5/iH8vKeGZH3bj2ZNja6/KVjeXP7eqI3gCUN7s4qoXfqK8WSznGuravG3ct+y+mOvvS1te4rkNz+EOuPu5h0emmjY3lz67siN4AtDm9nP3e5tYsrOBP3+8pSN4Etnfww2vrWFXg6M/uisMcsFQkE9KPuH/rfl/OP2Ra0GYMN9Xfc8tX99Cg6uhn3soCNFEAKWfNTl9fLs9/onhtZVlNNqjAyCNdi+vryyPu//3OxuZnGPpeL2ipJkGuwigHK5mdzNLq5bGbXtj+xs0ukXlEKGXlS8HSQ4pkRLGTe5GvEEvKb1QgQcgoIsEUFSOOsLhMD9s8zAmU4lSLmHVWAhDr/zeF2aYaHb6KK4XN+lHqga7j6W7muK2vbisNOqa5PYHOmZSHigQCvP09yXYPT0fqBOOHE3uJn6s+jFu2/92/E9cfw/Rjlo7lS3xg09/+2IHZ0zOitkeDsP/+2oHjXYxaCT0rHp3PU9teCpu247WHVQ7qvu4R4LQORFA6Wd17YkvRP5gmDZP9AyUNk8AfzDx6Gyz04d2v9wp5c1idOZw1bpiy7nu5Q/5sfvsCdsFoUeULYWUkaCMLH+oclQB9NoMlJBCQ0ClR22vo6wxQE1rkPE5kWnbFrUFgPpeSCQ7Ks2IQiaxoiT+A7gw8FW1Jr7meAMh2vcLiLS7/GyobE24/8aqdtrcIoAylNW56hK2BUIBcf09RGvLWxO2Vba4E5YM31LdjtMXjNsmCIfK7XfT5m1L2L6jdUcf9kYQDu6Qc6CUlJSwfft2vN7YGQ5nnXXW4fRpSLHoOl8nqlfJO319IJNWgSew7+JmM4rke4fLqu68yolOIRLHCL0oHIbSpZA3p2NTlaMKjVzdq8nV/ForKkc9y3Z40aokhqdGLhcGlQG5TE69u+en1GqUckakGli2q4nLZ+f3+OcLvS/FkPiaI0mgV+277dCpFWRZtKyvjH/jnGXRoDvINU8Y3PYGbBMR199Dk99Jom6TVhGz1G6vTItWJIUVepxarkYlU+EL+eK2Z+ljZ0QJQn86pADKiy++yIMPPojJZMJgMES1SZIkAijdYDOqGWHTR63/3mt+QTLJB9yMJulVzCtI5sfi2BHaETY9NW0e9qYPyLZqyTAnTiIrdE2KNoU8Ux5l7WUxbXMz52LthTKygtChuQQctZA+oWNTpb2SFK2tF+rv7BPQWlC11bKiycuYTCVyWeTbZMiwqMy9tia5MN3I9zsbCYfDHZXDhCNHmklDbpIubv6SRaNTo65pRo2Sa+YP49NN8Wf5XbdgOEl6UWllKEvRppBvyqe0vTSmbW7mXJI0SX3fqUFgWp4VrVKOO06g5KrZ+Xy4Lv6SiV8sHNFpcQJBOBTJ2mTOGnkWb25/M6bNorYwzDKsH3olCIkdUhj5mWee4c4772TVqlV88803UX++/vrrnu7joJZq1PDsldPJTYoeRRmfZeLBcydi1kYHUCw6FQ+eO5HxWaao7XnJOu49fRxPflsMQJZFy4s/m0maKbaKj9A9Np2NJxY9QbYxO2r72KSx3Dv7XkxqU4J3CkIP2P19JP9J6riOTVWOql6vPuHXWilvDVPTGqQwM3qmnEVt6ZUlPLAvD4pIVnhkSjNpeOGqGWRbox+yJueYuf+s8RgPqKqTl6Tjj2eMRSnfFyxTyCTuOHE0o9JE+cqhzqaz8fiix+Nef++ZfY+4/h6iDLOG166dhfmAajmnTczgopm5nDU1C41y3yOCTIJr5w1jRp4YMBJ6nkah4RcTf8GczDlR25M1yTxz/DOk69L7qWeCEN8hzUDxeDwce+yxh/3lZWVl/OlPf2LNmjWYzWYuu+wyrr322rj73nDDDXzzzTdR25566imOOeaYw+5HfxuWYuCt62dT3eqmrt1LtlVLuklDijH+yFu2VceLV82krt1DRYubdLOaZL0auSTxytUz0SjlaBQyTDoV9e0etCo5Ro2SQDCE0xdErZDQKA/+ow+Fwti9AZRyCZ1qaFe8zjfn89JJL1HrrKXeVU+WIYtUXSrJ2uT+7pow2JX+AMkFoIoEWYPhIDXOWsZYx/Tq1/q1Vpa0p6JSwLDU6OPfrLFQ66jple8dlWZEJkWSYBekigfoI9GIVANvXz+HmrbINS0nSUuaSUOKIfaaJpfJOGFcOseNSWVLjZ1gGEalGTCoFejUCkKhMA5vAIVMQqce2tehoUpcf3ueQi5jUo6FT2+dT0Wziza3nxE2PSkGNRadiuMLU5nx64W4/UECwTAWnRKFTIoqQ95o9yBJEslxjutD4QuEcPkC6FQKVAqxTGioSdWl8uD8B2l0N1LWXkaSJolMQyZpujQxG1UYcA7pbuTMM8/k9ddf53e/+90hf3EoFOK6665jwoQJvPfee5SVlfHrX/+atLQ0Tj/99Jj9d+3axSOPPMLs2bM7tpnN5kP+/oEmzaTp1myRFKOaFKOacVlm3L4AFc1uXl5RyqaqdrIsGq6ZNxx3g5NHPt/OzHwr507L4f11lSzf1Uy6ScN1C4YzItUQM/qwV2Wzi4821PDF5lpMOiU/nzecsRkmkjpZ3z7YpepSSdWl9nc3hKEkHIaSJTD86I5Nda56AqEAyb09A0Vn5YvASEZlSFGzAwAsKgsb3RuAMPTwQiKNUs4Im4EVJU1cdlRej3620HfSzRrSzYmvaZUtLjZUtvLaynLcvhAnjU9n0RgbTk+A73c0sKKkmSvn5LOuooUvt9Rh0Ci4eu4wxmeZ4wZihMFNXH97nlwmkWXRkhVnSU6Tw8f6yjb+u6ocjz/EKRPSOa4wjRQjlDc5+WFnI++trUIhlzh/Wg4zhyWRk3Ro+Wjc/iAVTS5eWLqbLTXtjEk3cvW84eQmadEO8cG7ocaqsWLVWBlpHdnfXRGETnX5zHT55Zd3RAD9fj9r165l8eLFZGdnI5NFR4pffvnlg35eY2MjhYWF3HfffRgMBvLz85k9ezZFRUUxARSfz0dlZSUTJkzAZuudsp1HsvWVbVzx3Cp8wUgpyHUV8MnGWv581nhOGZ/OiFQDZ/9rKa79Mqd/trmWu04ew6VH5WE4YFSvtMnJef9eRqNjXzKnJdsbuHRWLrefMBprguzsgiD0sLrN4GqEzCkdm6r3VuDR9W4ApUZKZWN4OBdaXEB0sNqqseAPBWj1tmI5SJLlQzEm3cjK3c0iD8ogVdns4p4PN/HNtn15dNaUt/Dy8lJeuGoGD3+2jacun86v3lhLXfu+RPXf72jk7MmZ/P60sT026i0IQrTyJid/+GATS3bsKxEdOT7LeOXqmVz3ShHb6/ZVP1pR0sz0PCv/78LJ3Q6iBENhVpY0cc1LqwmGIgn81le28VZRJU9fMZ2jR9lQiKS1giAMMF0OoMyaNSvq9dy5cw/ri1NTU/nHP/4BQDgcZs2aNfz000/ce++9MfuWlJQgSRI5OTmH9Z2DUUWzkzvf2dARPNnf/R9v4aNb5nHH2xuigid7PfjZNk4clx4VQHF5A/y/L3dEBU/2em1lOZfMyhUBFEHoKyXfgVwFqYUdm6rsVeiVOvS9XH1iWXsmMkKM1TURJiOqzbynMkaDq6F3AigZJj7aUEN5s4u85MTVIoQjU3GDIyp4sldli5v/rSrnofMm8cG6qqjgyV7vravmijn5IoAiCL1kZ70jKniyV4pBxaebaqKCJ3utLmuhqKyl2wGUunYPv35zfUfwZK9QGG5/az2f/nK+SForCMKA0+UAys0339zx/++//z6nnHIKKlX0g7TL5eLtt9/udicWLVpEdXU1xxxzDCeeeGJMe0lJCQaDgTvuuINVq1aRnp7OLbfcwsKFC7v9XYNNmztAaVNstQMAbyBEeZOLujZP3PZwGNZVtEaVs2t1+/lkQ+LcBos31jIuc/AsnRKEAa34a0gbHwmi7BFJINv7M/FW1JsYKVVhCTTRckCbRR05B9S7GhhpHdXj3z0m3YgErCxpFgGUQSYQDPF2UWXC9g831HDhjFx+986GhPu8t6aKKbkimaUg9DS3L8BbCY7PhaNsvL82fnUegDdXV7BwlK1bg2xNTi/Nzvila1tdfhodXhFAEQRhwOnyvLjm5maqq6uprq7mrrvuYufOnR2v9/5ZsWIFjz76aLc78dhjj/HUU0+xdetWHnjggZj2kpISPB4P8+bN49lnn2XhwoXccMMNbNy4sdvfNdiEw+FO24PhMDJ5J+2h6JkrYSDUyWceOEogCEIv8buhfGnU8h2ASkcVKb2cPNEfgrX1aiaoqlC6DgyfgFKmxKg0UO/unUo8OpWC/BQ9K3bHlmsXjnydXWNCoTBIne8TENchQeg1ie4rJUnq/NgNhwnTvWPzILewB20XBEHoD12egbJq1Sp+9atfdaxHP++886La955wzzjjjG53YsKECQB4vV5uv/127rjjjqjZLTfeeCOXX355R9LYMWPGsHnzZt58882O9w5VZp2KbKuWyhZ3TJtSLjEsRY9Fq6KqJf4slANH8SxaBSeMTeezzbVx9z95giglJgh9ovRHCHgha1rHpkAoQL2rjgm23j3vbW1S4QnKGGtqQOn2x93HorHQ4I5dhtFTRqcbWbW7udc+X+gfCrmMs6dk8enGBNeY8emUNjg5YWw6H66PP9p99tSs3uyiIAxZWpWCs6dk8/nmupi2ZbsaOXViBv/4amfc954zJYskffeW1qUY1Ji0CtrdgZg2o1qRsBqlIAhCf+ryDJSTTjqJb775hi+//JJwOMybb77JV1991fHnm2++Yfny5Tz88MNd+rzGxka++uqrqG0FBQX4/X4cDkd0J2WymIo7w4cPp64u9gQ/1OQm6fjLWeORy2ITLf7mhFGsKmni1mNHoo5TEu6mYwqwHXBx0quV/Pak0Zi0sbG1MydlkmUVUykFoU/s/AIMaWDel/up1lVLMBwipZcr8BTVqjEoQ2Tp/XFnoEAkD0q9s/fOwYXpJipb3FS3xgaHhSNbYbqJo4YlxWxPNaq5Yk4+v317PedNyyYpzlKA4wpTGZYilnUJQm8pzDAyIy92iVxpo4uzJmeRlxyb52Rcpomjhnd/ZmSqUc2D50wkXq7wv5w9nlQRQBEEYQDqVn2wzMxMALZt23bYX1xZWcnNN9/MkiVLSEtLA2DTpk0kJSWRlBR9Y3XnnXciSVLU8p5t27YxalTPr70/Ek3Ns/LhTXP5z5ISNte0kWXRct2C4ShlEn/8eCuzhlt598Y5vLK8jPWVbVh1Sm44egTjM80YNbFljIcl6/n45nm8trKcr7bWY9YquW7BcKblWUju5uiCIAiHIByGHZ9FZp/sd2dZtacCj62XAyhr6tQUWH2E1EYUzbvi7mNRWShrK+21PoxJNwLwU2kzZ04WMw4Gk+wkHY+eP4kfixt5fVU5bl+QE8alcdaULNzeAFfPG8b/firn35dO5dvt9Xy1tR6DWsG184Yxa3iyKGMsCL0oL1nPoxdMYmlxI2+ursQXCHJsYRrnTM0mP0XPy1fP5OMNNXy0vhq5TOLcqdkcNzaN3EMoY6yQy1g4ysZHN8/jyW+L2VFnpyDVwM3HFDDMZkApKvAIgjAAHVIZ44PpShnjCRMmMG7cOO6++27uuusuqqqqeOSRR7j++usBaGhowGg0otFoWLRoEb/+9a+ZNWsWU6ZM4aOPPqKoqIg//elPXe3+gNdo99Lg8NLi9GEzqkk2qKNG32pa3TQ7fdTbvaQY1STrlWRaIhcro0ZJikHFHSePxukNoFXKUcolHL4gd50yBotWiUWn5PqFI6hsdWPWKEg1aaISfTXavbS4fFS3udGrFdgMan59/Eh+vicQY9YdZuUdvwec9dBWFXkgNGWCIR0Ukc/1B/00uBuod9UTDAdJ06WhkBTUuerwh/xk6DNI0iShVYoZMMIQUL8VWsth+jVRm6scVRiVRjRyTa99td0nUdyi5NxRDgJKA3K/ByngIayI/k6Lxozd78ATdKOR9/xxadIqybZqWblbBFAGo+wkHRfNzOXo0Tb8wRAqhYzdDS6S9EpOm5TJtFY3oXCYy4/K47yp2QRCYfRqOZUtLmrb3NiMGtJMalpcPhodPhrtXpIMKlIMahFgSSTgBUfdAdfhNFD07L9XIBTouJ77gj4y9Bkka5ORkGhyN1HrqkUuyUnTpWHT2lDIuzWWJ/QBi1bB7BHJFNgM+INhMiwatIpIQr10k4YLZ2Rz4rh0JMJYdSoMe2YtNzu9NDv9VLW60Snl2Ixqsi1aFHFmQe+lVysYn2Xmb+dPwuUPolPJ0amG+O9EwAeOWmivjgyomLNAnwrK3rv29yRv0Euju5E6Zx0SEmn6NFK0KajkKlx+F02eJmodtWgUGmw6GzatDXlnCRsFYYA5pDLGLS0tvPHGGxx33HFMmDABpVLJ1q1b+fTTT7n00ku79HlyuZx//etf3H///Vx44YVotVouv/xyrrjiCgDmzZvHAw88wDnnnMMJJ5zAvffey7///W+qq6sZOXIkzz77LNnZ2d386w5M5c0urn+liC017R3b5oxI5m/nTyLDoqWsycltb6xnTfm+qfQTssw8fvEU8lP0VDS7+L/3NvL9zkaUcol/XjSFd4oq+XrbvgSPw1L0/PGMcdz17kaqWt3kJGl5/soZjEwzUt3q5p9f7eDNosqOhF1pJjVPXTaNCZnmTi98XeJph60fwae/iSTGBFDp4fTHYdSJuOVyllUt4+4f78YViFQUUsvVXD/xeho9jby29TWUMiW3TbuNM0acgVktqgAJg9yOxaDQQnp0rpNqRzXJ2tilDz1pY4OaMBIFVj9Bf2QWiNLVgs8UXcp4b/niBlcDOcbcXunL6DQjK0tEItnBTKWQsbS4iT98sIlHz5vEhqpW/vbFDryBSIJzo1rBA+dOoLzJxbM/7uZPZ47jleVl1Ld7ee6q6dz17gZW7t53bRyXaeKpy6Z1u5zqoOe1w7ZP4eNfgX9P5T6lDk77B4w5BdTGHvkaX9BHUV0Rty+5nXZf5J5GIVNw46QbmWSbxA1f3YAvFKm6YlAaeGD+A8xKnyUGRwaQhnYP6ypb+c2b62n3RHKTqOQybjm2gLOmZPHjzkbu+3BzxzGqV8l59PxJTMw28+yPu3l5eVlHwYFkvYonL53KlBwzamXnjxw6tQKdeogHTgC8jsgM1A9v2e9Y1cKpf4MxZ4CmZ47V3mL32fmy7EseWPkAnmAk/6JWoeX+ufczNXUqr297nRc2vUAwHATAqrbyj2P+wUTbRBQy8fMXjgxS+GBlXOK46qqrOOGEE7jkkkuitr/77ru88cYbvPHGGz3WwZ7icDiYNm0aRUVFGAyG/u5Oh0a7l8ufX8nWGntM2wlj0/jjGeP49VvrWb4r9iFiSo6FJy+dwl8+2conexLynTctm3A4zDtrqmL2z7ZqufXYkfz27Uh5SJtRzSe3zOON1RX87YsdMfsb1Qo+vGUuw1IO89+r8id49rjY7ZIE1/3ATo2Gcz88N2729ocXPMyDqx6k2RNJJvn08U8zO3P24fVHGFAG6rHZr54+OvJwc/RdUZvv/OFOcoy5HJu7qNe++l9rTSyt1HLHrBbkXidZRS9TOesanGljo/Zz+p08se5Jbpp8E9PSpiX4tMOztLiRJ74tZvXvjxOzCvpYXx2X6ytaOetfSylMN3L7iWO4+sWfYvaRSfDBTXO56OmVBEIhnrpsGj+VNrOxqo0fdjbG7D8+y8RLP5tJsvid2ad6beS8Es9138VU+zpUpW2lnP3B2QTCsUlB75t9H89uepZK+74yuTJJxrtnvMsIy4ge+f6hoLePze217Zz62I9xq1395/JplDY6eWBx9FL+c6ZmMTXXyu/f3xTzHo1Sxie3zGdEqri+d0nNBvjP/Pht134D2b1zve0pGxo2cOmnsYPpEhIvn/wy1315He5AdG4ztVzNe2e+R44xJ+Z9gjAQHdLUgnXr1jF7duxD7KRJk9i+ffthd2ooaXB44wZPAL7cWkebxx83eAKwtqIVhyfIZ/tlSz+uMI2P1tfE3b+yxY1GKUenikyTa7B7aXL6eGFpadz97d4Aa8pau/6XicfnhB/+Hr8tHMZftozXt76esPTduzvf5dThp3a8/te6f9HmbTu8PgnCQNZWFXnYyY0+x/pCkWVuvZ1Adn29mmGWSOWdoEpHWJLFTSSrU+pQyVQ0uHqvEk9HHhRRjWdQcnr9PP/jbsJh+OWikfxnSfx8O6Ew/Pencm46ZjjeQIg15S0cPTo1bvAEYFNVO00OX292/cjid8HSfyZu//Ef+0a6D9PHJR/HDZ4AvLH9Dc4ccWbUtlA4xJvb3yQQiv8eoW8Fg0HeXF2ZsFT4v74t5qTxsdUYL56Zy1MJjl+PP8S323un5P2g43fDsscTt//498h99QDl9Dt5ZsMzcdvChPnvtv+yKCd2AMgb9LKkYklvd08QeswhBVDGjh3L008/jdfr7djmcDh47LHHmDx5ck/1bUhodia+yQuHwR6ntNv+HN5Ax1RJgFA4jC8YSrh/XbsHi3Zf4liPP9hpH3bWxw/udJnfBQmSUAJ4Q15K2koStlfaK6MeGCvsFXiD3oT7C8IRb+uHIFNC9oyozbXOGkLhMCna7lc66Cq7T6KsXclw857SxZJEUGNE6Y4NoEhIWDUWGty9d2OcbFCTZlKzUgRQBiWHN0BpU+RhwKJXUd6c+CF+d6OLdHNkmUd5s4s4heeitLhFAKWDzw1NxYnbm3dF9jlMgVCAHS2xs1n3qnJUxQ0A72rdhS8ofl4DgcMXoqQh8QN6ebOLQDA2uKJXyalsSfw7tKPOkbBN2I/fDU3xy0QDkWPVP3Ar03kCHsrayxK2V9grSNHFHwTq7NwhCAPNIQVQ7r//flatWsXcuXM599xzOeecc1iwYAG7du3iL3/5S0/3cVA7sIzw/uQyCZNWEbe8215GjQLVflnKw2HQKhMnYsq0aGl27btR0arkpJsSJ6WakHWY+UZUekibkLBZo9AyPnl8wvYRlhEdlUcARllHoe2FhJWCMGBsfj8ynV4VXap173GQ3IszUDY1RpI6752BAhBQGVC64wcwzGozda7eHVkck25i5W6RB2UwMqkVHbOM6to9jOpkiv+4DBO7GyIPYaPSjARC4U6DKCmiYtw+aj2kT0rcnj4p5nxzKBQyBZNtkxO2DzcPp9pRHbN9gm0Carn4eQ0EZq2ScVmJc2yMSjOilMceeG1uPyNsiY/fyTkid12XqAydH6tpE3vkWO0tOqWO0UmjE7aPtIyMew4AmJw6uZd6JQg975ACKCNGjGDx4sU8+uijnHLKKZx66qn84x//4P333ycrS1RL6I4Ug4qjhsdPCnnu1CwsOhUnjk2L275wlA2TVsH50/cl0/1kYzUXzoi/hnBUmoFmpw+PPzJDJT9Zh82g4uZFBXH3txnVjD/cAIpSB/NuAynOr5pMgWLYAs4ffT5KWWw5ZQmJc0edy+KSxR3bbpp8E8YeSnYnCANOWxVUrID8uTFNVY5qTCojml580NjYoMaqCZKk2TeLLaA2oIizhAciiWTrez2AYmRbjZ02l//gOwtHFK1ayVVzhqGQSfz9yx3ceEz8a5FaIeOcqVn8e8kuTJpI0GXxplpOHp8Rd//5I1NINhxm5bjBRKGBOTdBvCoXMjnMubnHqnscn388WkX8QY5LCi/hg10fRG1TyVScNeIsUYFjADlrchYaZfzHg1uPHcmLS3fHbH/+x9386riRcd9j1iqZPaJ3l54OGgoVHHUDxEumKslg3q2RhLIDlFah5ZoJ1yCLc8+vkBRcNOYivqv4LqbNpDIxK2NWzHZBGKgOubyKSqXi6KOP5pprruGaa65hwYIFKBQie3J3JenV/P2CySwak9ox00QukzhvWja/OWE0aSYNvz91LKdOSO8YbZOkSILZP581njSTlhuOHsEF07NRyCQWb6qlMMPEZUflRo0SHDUsid+fOpa/fRHJUTMtz8rL18wi2aDh2DGp3HbcyKiZK+MyTbxyzUzyknsg0p00HC5+I1IucS9TJlz2LljyyDRk8vTxT5Ou37euNkmTxH1z7mPx7sXY/XYsaguPLnyUEVaRaE4YxDa/B3IV5BwV01RlryJZ07s3oZsbVeSZogMVQbURlSv+DBSLxkyzp5lggpwHPaEww0QYWF0mlvEMRjlJWp69cjpef4itte3848LJJOn3BT+yrVqeu3I6b66uIC9Zz/+7cDKPfrGddeUt3HHSaM6ekhlzbXz4vIlYdCKAEsU6DC55G4z75a8wpke2WfN77Gsy9Bk8f+LzUckgTSoTf533V9J16fiD+84vmfpMnjnhGTINmT32/cLhsxlUvHz1LHL3q2Rl0Sl55LyJ5CbrmDvSRsp+AcoMs4Zr5g9nep6V359aiGG/SjoFqQZevXYWeUkD96F/wLHmw6XvgHG/ALEhDS55M3I/PcDlGfN4fNHjJGv2LTdO06Xxn+P/Q4Y+gztn3olBuW+20jDzMF448QUy9eI8IBw5ulyFp7CwkB9//JHk5GTGjBmD1Mm6kq1bt/ZYB3vKQK/00e720+T04vQGMWoUpBjU6Pe7CDU7vTQ5fNg9AYwaBUl6VVSFgTa3jxanD18gjFwmYdEpafcEaHP70Ksi+7v8QdpcfrRKOUkGFdb9bjBdXj917V5aXH40SjkWnZJMSw9e8EKhSE17VxMggS4pcnHY7/eo3lVPq6eVECEsagtKSUG9u55gKESyxkqqPr1bo1ShUIhqZzWhcAiD0kBSL5d/FQ7NQD82+9R/FkRmbR3zfzFNd3z/O/JNeSzqpQo83iCc814Gp41wMifL07HdUL+NpOJv2X7qgyCPnim2u62UN3e8yUMLHsSmTe2VfoXDYW7531rOnZrN3acU9sp3CLH68rgMhULUtntweIMoZBIquYxGhxdJiixjDYbCeP0hDBoFoVAk5XiyXolZp8bh9XdcG/VqBSkGFUZN7IxGgT2J1Wr2XIcBXfK+67DPCZ5WkOSgTwXZIY+vAZHy5q3eVgKhABa1hVRd5PzQ4G6gxdOCQqbApDJFcp9IkK5LRymP/bm1elrxBr2o5CqsGuth9Wmw6Ktjs7rFhdMXJATolTIsWgUGrZpQKEyd3UOL04ckSSTpVKSZIzOYPP4gNW0eWlw+VHIZVp2SLOu+QEyb24/LF0Ahk3W6hH3IC4ehvRqce5K061PAlEWna/p7rSthGt2NhMIh9Eo9BtXBf+dC4VDHOUBCwqK2YNPZkCSJQDBAvbueNm8bSpkSq8ZK8n653RpdjbgCLuSSnCyjWNUgDExdnjLy0ksvYTZHlnO8/PLLvdahocqkVWLSJr7pS9KrSUqwptvh8bOj1sHDn29ja42dTIuGG48uIBwO84cPNpNm0nDzogIWjEwhJ0sX9zN0aiXDbEqG9cjfJg6ZLDLrxJQ4wpyqS+24yaptr+C/21/jnd0f4wv6ODZrIddOvIYc0zCkLtzYVTuq+bz0c97Y/gZt3jampk7l5ik3k2fKQ6eM/28gCP2qcSfUrI8pXQyRDPWN7kamp03vta/f2aIiGJZiZqAE9iyZU7pb8RtsUW0WjQWIBD97K4AiSRJj0oysSFCNTDjyVbd5eGlZKe+uqSIUDnP6pEx+Pn84OXtGwH2BILsanNz/8RZWlDRj1Su5bv5wThyfTqpRg0EtAiZdIkmx1+FgIJKY8tsHoOQbUBth5i9gwvlgir9EqitsOhs2nS1me7o+HavaSrm9nId+eogV1SvQKXWcO/JczhhxRscDU7u3nS1NW3hs7WOUtJWQY8zhpsk3Mdk2ueO8I/SemjY3b6yu5L+ryvEEgpw0Np0bjylAp1Yhk0lkmLVkmGMH2TRKOcNS9AwjevayyxdgZ52DRz7fzrqKVlKNam48ZgRHj04VJerjaauAFU/BxjcgHILxF8DsG8Ga16fdaHQ18lX5V7y05SVaPC1MT5vOLVNuId+c32neIpkkI02fRpo+NgWBQq4g05AZM/OszdvG7rbdPLH2CTY1bcKmtXFZ4WUsyF5AhuHQz0WC0Bu6PANlf3fccQcLFixg7ty5WK1HxojAYB3lDoXCfL6llhteXRPTdvlReQRCIf67qgKAK2bncfsJozsN1AwEdW3l/Pzbm9ndFr3O1qQy8b+TXyXH0nmYp8ZRwz3L7mFFzYqo7QqZghdPfJFJqZ0k6BL63GA9Nrvt6/th5VNwwcuRZTz7KW0v44/L/8jlhZf12nT3t7YZeHWLgXvnNrN/jkCFp53MNa9RMfsXuGyjot4TDIf4e9HfuazwUo7OOaZX+gXw9dY6Xlhayvr7ToiaHi70nr46Lqta3Vzw1HKqWqMrS9iMat67cQ7ZVh3ryls476nlMaVVjytM5aFzJ0bNxhS6qW4LPHMMBDzR23Nnw/kvgTF+DrbDsb15O5cvvhx3IPpnPi55HH9b+DfSdGl8VPIR9yy7J+a9t027jUvGXIJG0TM5W45EvX1s1ra5ueL5VTGVc0waBR/ePI/8lO4v7f5xZwOXP7+KA584LpyRw10njxFL7vbXVgHPnwRtldHbjelwzZdgye2TbrR4Wrhv2X18U/FN1HaFpODlk19mgi1xgYhD8WPlj9z0zU2EwtGVRE8Zdgq/mfYbUvW9M0gjCIfikOZoZmRk8OKLLzJ//nzOO+88/vnPf7JmzRpCocTlc4XeUWf3cM/7m+O2vbayjBPG7lvv/PLyMhodA78EcFHd6pjgCUC7r52Xt7yEz5e41CVAtbM6JngCkRKLj65+tNeTXgpCt4VCsOF/kDcnJngC+yrwxCsB2lO2NCnJNgY4sMBCQK0HSYpbylguyTCrzdS7GnqtXxDJgxIMh1ldKvKgDCbhcJgvN9fGBE8AGuxe3i2qotXl454PN8cETwC+2lpPdZz3Cl3kaYev7okNngCUL++8nOohavG08MTaJ2KCJwCbmzZT3FpMs7eZh396OO77n1j7BI3uxh7vl7BPUVlr3LLD7Z4Az3xfgscf7Nbn1ds9/N/7m2KCJwBv/FRBo0OUsO4QDsOWD2ODJwD2WtjwFoS69+9/qGqcNTHBE4BAOMBfVv6FFk/85PKHospexUM/PRQTPAH4dPenNHvFtV8YWA4pgHLbbbfx9ttvs3TpUq677jpaW1u58847Oeqoo/jVr37Vw10UOtPm8tOQICgSCkNNmwfzfjNOtlS391XXDonX6+Dj8q8Stn9T9QOtns5vnn6o/CFh27qGdbj8nQdgBKHPlS2N3DCNODZuc5WjCrPajCpOcKUnhMOwrVlFrjFOMlhJTlClR5kgkaxZZabeVdcr/dorw6zBqlOycre4iRpM2j0BPlwfv6QlwMcbq2l1+dlQ2ZZwnx+LxcP0IfO2Q/HXids3f5C47RDZfXaWVi9N2P5F2RdISDj8sQ/wAP6QXwyC9CJfIMR7a+M8vO/x+ZZaWrtZEa3d7aesKfF91/qK1m593qDmaYVN7yRu3/wOxBnM6A0rqmMHIju60bQ54TF6KJx+J6XtpQnb19at7bHvEoSecFhZwoLBIJIkoVarMZvNOBwOtm3b1lN9E7pAceBw8QE0ShmB4L6Irk49sEsFyuUKdJ1MzdXINcgO8murUyTOcaKQKeKWVxOEfrXudTBmQurYuM3V9ipS9sto39Ma3TJaPHJyTPGr6QTUxoQBFKvGQl0vP9BIksSYdBPLRR6UQUUhi+RMSESrlCOXSchlia9zerGk69BJss5LompMPf+VSAnLHANR1TkS6a1AsgByWefHlFYl73Z+YcVB3qBTDez70j4lU0QSySei1MUvcdwLOssXKJfkPXovfbACESJ3oTDQHNJv/1133cWJJ57IggULeOqppwgGg1x77bX88MMPfPbZZz3dR6ETFp2Kwgxj3Da9So5WJcfpi0z3UytkjEyNv+9AoVBouGjkuQnbLyo4m+SD5IA4OvfohG3H5x2PRW05xN4JQi/w2mHLezDimIQZ9isdVST34vKd7c2RB5IcY/yRxc4CKBa1hUZ3A9DtdFrdUphhYmNlG05v75VMFvqWXq3k6nmJc1pdPXcYyQYVJ41Lj9suSTC/oHdLew9qumSYfGni9vHn9PhX2rQ2Tht+WsL204afRpgw2YbsuO1WtbVXlzIOdXKZjMuPSpyo9PKj8khJUNAgEYtOyaxh8asgKuUS47LM3fq8QU1thFnXJ24/6kbQWvqkK7MzZyMR/57kuLzjsKp7LgemSWViRvqMuG0KScFE28Qe+y5B6AmHFEApKiqivLycWbNmcfrpp3P66adz3HHHkZzceyOkQnwpBjV/v2AyJk10RFouk7jvjHG8uLQUAJkE/7hwMqlHQNm44abhnDPs1Jjtk5LHc2L+SQetwpOsSebWKbfGbM/UZ3LTpJswqXt+VE0QDtnm98HvSbh8xxP00uRpwtarARQlFnUQkzp+ECSgNnQyA8WKN+ijzde7ywPHZu7Jg1LWN9OXhb4xKdvCieNiE5UuGJnC7BHJ6FQKfnfyGDLMsTMT7zt9HDbT0E0metgUaph7KySPiG1beGekbGoP0yg1XDb2Moabh8e0XTH2CtJ0aaTqUnl44cMxM1WUMiWPLnwUmza2uo/Qc4an6LlkZk7M9olZJs6YlIWskxlh8Vh0Kv56zgSS9NEzhyQJHj1/0hFxX9qncmbC6Nh7YEYcB3lz+6wbKZoU7p51d8z2NF0at069tUdnhdh0Nu6eeTfJB8y0lZC4Z/Y9MdsFob8dUhUegPr6elavXs1PP/3E6tWrqa6uZsKECUyfPp2bb765p/t52AZzpY9QKExVq5uvt9axvKSZUWkGTpuYSXmzi3fWVDI8Rc85U7PJtGjQqY6M6c4tjhrK7ZW8VfwenqCPM4edxJikMdiM8UelDtToaqTWVct7xe/R7G5mQfYCpqdNJ8cUe1Mg9K/BfGx2yXMnQtAHx/8pbnNJWwn3r/gzV469gnR9/JH4w/W775IJhuHycfa47Ya6rSTtWsL20x6MmT7c4G7g+U0vcPesuyiwjOyV/kEk4eiNr6/h4pm5/O6kMb32PUJEXx6XjQ4vuxoc/HdVBaFQiAtn5DIqzYDNuC84Ut/uYemuRj7fXEeGWcMF03PItmoxagZ2VbkjQlsVVK2O5F7QpcC0n0XKpfbCEp69Ku2VbGzcyJdlX2JQGjh75Nlk6bM6Km0EQgEaXA18X/k9lY5KUrWpLMhZQIY+Y8gv4emLY7PZ6aW0ycX/Vpbj9AU4d1oO4zJNpB1GwLKyxcUPOxv5bnsD+ck6zpuWTZZVe8Tcl/YpRz007oCil4AwTL0CbGPA0LeVaBw+B9WOat4tfpc6Zx2LchcxPX06GfreKStc1l7GsqplrKpdRZoujbNGnkWaLg2r5sio+CoMHYd81kpNTeWUU05hwYIFrF69mq+++ooPPviAtWvXDsgASn8KBEPUtnvYWNlGRYuLiVkWhtn0HReicDhMTZuHLdXtlDQ6KEw3kZOkY3eTg42V7YxJNzI6zUhegtJxMpmEUi4xNddKtlWLWadCr5Zz7JhUFo2xIe/ugtWe4GqOZAzf/X2kqsiw+WBI6/INmdWQgdWQwcS0aYTDITxeOw3eJt7Z8houv4vpmUdhUJspqltDu6+d6enTSdenk6SJTBNN0aWQokthfMp4AsEAIULUu+r5tORT6l31TEqdRIomhW3N26hyVDHRNoEcjQ1b9UZo3gVZUyG5IFI2jj0/I2cN25u3U9Zexuik0Qw3D49b414QuqyxGCpWwILfJtylylGFhESytndGYMJh2NmiZH524momAbURCKN0t+HXR/fDvGdJXJ2zvlcDKJIkUSjyoBzRPP4g9e0efiprQa9SkJ+sY1VpMxkmDbnJes6YlIEEpJs1qBRymhxeato8rChpwqSNLAM4YWwaerUImhwSdys46mD3ksjrYQsj12WFCpJGwpQrwJQR2a/oBTBlQvbMyLY9QYtQOESts5Ztzdsoby9nTNIYhpmHYVabaXA3sKZuDa3eVqalTSNDn5HwvKVT6ihMKiTXmIscOQaVAaPKSL2rnrL2MjY3bibdkM6UtCloFdpIEm2ZCqVM/Oz7gscXwKhWcOL4NPzBMOkmNd7A4VXazLbquHhmLhdMz+6f+9L+EPCDvRqqiiKJ4nNmgHVY5N7S54wcj6VLIxWxhs0FUzboUyKBEkMq5M6JfE4X/70a7VVUOqpYV7cGm87GpNSppOrSUKkSzxZJdEyn6dMwqAyMShrFnTPvJBgKHjRXyV41jhpava0sr16OTJIxJ3MOJpWJdEPng0B5pjzyTHmcN+o8lHJxrAsD1yEFUJYsWcLKlStZtWoV27ZtIy8vj7lz5/LEE08wa9asnu7jES0YCrOhso3Ln1vZkYsEIlMkX75mJtlWHVtr7Fzy7IqozOaZZg0PnjuRl5aV0uT0kWpU88o1sxidHpvDpLzZxaXPrqCied8DkFGt4PWfz2JcZj+sLXU0wDf3w5qXorcfew9Mvxq0XY8kSzIZTlcLi0sXc/9PDxPem2dh3WMszF7I8XnH88jqRwBYkL2A+2bfh00XPb03RIjVdau5+eub8Yf2/RuPTRrLjZNv5LG1j+EP+RllLuCJiTeT8d1fwe+GlJFw2buEzTlsb97ONV9cQ/t+yxQy9Bk8e8Kz5Jpyu/kPJAh7rHsVVAbInZ1wl2pHNRaNudceHGqcclwBGdnxKvDsEdBEzjsKV3NMAEUlU2JUGqh3935ljLGZJl5cWorTGxDJQ48wbn+QJdvrufn1tZw3LZucJB03vFbELYsK2N3o5OevFEXtf9WcfKbkWrj1f+s6tsn2TPk/cVy6+Pl3l6sJfvwHLHssevucW8A2Fj6+FS58Bd6/AWrW72tXqOHiNyF/DmGZkm3N27j282ux+/fNVjun4BzmZM3hzu/vJBDedx6ZkT6DB+c/SKouetS8wdXAfcvv4/vK7zu2GVVGXjjxBW5fcntUNQ6dQsdf5v2FJ9c9SY2zhudPfJ6R1t4L1ApQ2ezkk021PLh4W1Tp4ZMnpHPXyYXkJh3e0o0hFTypWAGvnRddKjxtPFzyP9j9I3xwI+xfunfUSXD6PzsG77qTsbe2vYJfLbmdzc1bOrapZCoeX/g3pqfPjBtECYfDcY/pLEMWz5zwDDnGfbO2uxo8qbJX8ezGZ3l759sd2/5W9Dd+Nu5nXDzmYjIMB5+9IoInwkB3SGexO+64g+rqai688EK++uorPvnkE+6++24WLlyIRiPWI++vts3NVS+uigqeAJQ0Ornvw81Utri45qWfYsrCVbd5+PuXO7hqbj4A9XYvv/zvWqpao0vBtbp8/O7t9VHBEwC7N8DPXvyJunYPfa5iRWzwBODrP0HTrm5/XI2rjj/99NC+4MkeSyqX0OBuYFzyOAC+r/yexbsXx9SRb3A1cMvXt0QFTwC2NG/hy7IvOSHvBAB2tBXzWNknuCZeENmhcScsvpN6RzU3f3NzVPAEoMZZw90/3E2rp7XbfydBIBiIVN8ZtrBjdDeeSkclyZrey3+yozlyo5LVSQAlqDIAEip3gkSyGmuvlzIGGJsRyYPyU6koZ3ykqWvzcONra5DLJI4bm8Yjn2/HqlMxwmbghT25uvb34rJSPP5QVO6TUBh+89Z6atr64bp2pKvdFBs8AVj2eCQyNe1K2PRudPAEIOCF/14A7TXUu+q58asbox60JCSOzzueO76/Iyp4AvBT7U+8uf1NAqF920PhEJ+UfBIVPAE4q+As/rnmnzGlTF0BF/cuu5drJlxDq7eVW765RZQx7mWNTj8PfBodPAFYvLGWH3Y09E+njkT2Gnj9gujgCUDDNmitgA9uiA6eAOz4LLKULtS92T5er4OnNzwdFTwB8IV83Lzk1wmvz/Wuem76+qaoYxoiM1//8OMfaPMmLiGfyNbmrVHBk71e2PxCp6WKBeFIckgBlBUrVvCPf/yD888/n/T0xNOxpk6dSkVFxSF3bjDY3eSi3R3/weTb7fU02L0JbwbXVbQyZr8ZJ9vr7LQ4o4MAzU4fy0viP0w0OnxUtyWelt8rXM3w498Tt6/4d+SGrBve3flup22nDDul4/VLW16i0d0Ytc+6hnX4Qr6471+8ezHH5B7T8fqzim9pHn3ivh12fkGDu4G6BBef9Y3rafGKpJbCIdj1TWT67sjjO92tylHVqwlki1tVJGmC6JWJ02GFZXKCKn2nlXjqnL3/UJNh1pCkU7K8RCzjOdJ8s62eUBjmjUzhqy2R8+mJ49L4YF11wve8u6aSUydGj1aGw/Dh+sTvEeLwOmDpPxO3b3gTxp4Nm9+L3x7wQtUaap21NHmij73C5ELWN6yPGbjY6/Wtr9Pk3veeRncjL295OWa/6WnT+bHqx7if0e5rxxPwYFKZqHJU0ewRAdTe4vUHeX1lecL2F5aVUtbo7MMeHcFq14PfFbs9bw5s/ZCYCNVeyx6Hbl5Pm9wNfLD707ht/pCf9fVr4nfRVRtzz7xXUX1Rt4+1Omcdr259NWH7a1tfE4OOwqBwSAEUKUGpzQMdYn7aQaXJkThYoJTLaHfHLxu6ly8Q/W/o8QcPeN15lLrF1fnn97igD5zxT8YAOGoh2PU+BYN+qj2JRzxaPC0YVPuSqDV7mmNu5OqciUfGfSFfVJm2QDiAf/+ZLgoVdl/8xJp7eQ4cXRCErlj3amQtdFKcChh7uAIuWjytvVq2s7hFSYbh4KWBAxojClf8YKFVY6GhD5bwSJJEYYaJZcUigHKkqdkTzDeqlTQ7IwFto2bf/8fT5PTFTRJb3dLHAwNHuqC38wcyZ2OkJEow8c8CdxNtvtjRaJPKFBNU2Z/dbycY3nffEgqH4j6UBUKBmFmm+2vztnVU/XDFeygVeoQnEKLBnvi+tdnpIyju7bvGkeDeU20CZyczeVyNEAombo8jEAokHCiEyEzseNq9nVfP83V2Tkiwf3OCmaoQuWf3BMU9s3DkGyILEfvP6LTYnCV7aZVysqxaEsWjNEoZ8v3KxSnlEtYDysCZtQoMnawFz0+On3i216jNkL8gcXvB8dCN0mdyuZJFGXMStk+yTWJny86O15Ntk2NKH05Jm5Lw/dnG7KibuTRdGnr3fjeJCk2n2ca1Cq0oiyx0n6sZti+GEYtIeAIgkv8EILmXAijhcCSAkqnvQgBFbUTliv+gZFFbcfpdOP2Onu5ijLGZZjZXt9Hu6ePgsHBY5o2M/A5vr2tnam4kD9b2WjtTcy0J3zM118r22tgb/EWFfVuJ4oinNsHwRYnbs2dEzkmWvMT7pE+Myoew167WXUxImZDwbYVJhWjk+5ZhaRVapqTGXpN9QR+WPQmp48kx5dDobkQmyXo1oDzUmbVK5o9MnLB8Wp4FvapruTCGvMwE9571WyDnqMTvy5kFqu7du2sVGrI7qVI5Kc4xB3T6Hp1Ch1GV+BkmHqvGyrS0aQnbp6dP7/Q4F4QjhQig9LJUk5qjR9nitv32xDHYDBrOnZIVt/2K2fl8uL6q4/XlR+VhM0QHUFJNGn51XPyEaidPSCfF0Mfl/lRamHsrKOLkwtFaYdzZ3UqKBTAz46iYJHQAcknOJYWX8OGuDwGQSTJ+Pf3XmNXRiXNzjDmMTR4b97OvHX8tb+14q+P1rwuvxLbquX07HHsfSVobpw8/Pe77fz7h59i08X++gpDQ5ncjI0zDj+50typHFTJJIlnTOxV4GtxyHH5Zp/lP9gqojQmX8OwtMVifYJSrJ43LNBEKw8oESxeFgWl0mpHhKXq21tgZbtOTalTz/c4GFo6yYdLEDgJolXJOm5jBl1uiR3GzrVqm5Fj6qNeDhFwJ06+KJKw+kMoAY06F7x+G+b+O//7MaWDNJ0mTxEn5J0U1NbgbUMgU5Jvy4771jhl3kKRN6nhtVpv59fRfI5Oi7wPeK36Pq8dfHfczZmfMprilmEAowDkF53RU2xN6x9GjU7EZ1DHblXKJW48dRZpZG+ddQgxzTvxASXNJJEhiiVOAQJLB8feD1tKtr7KZcrhjyq/ito21FpKTIFCSrEnm5PyT47ZdP+n6bt/fGlQGLi28NGYgE8CoNHJWwVlo4j0fCMIRRgRQelmSXs1D503k2nnD0CojUft0k4a/XzCJUyakY9Yp+d3Jhdx67EiMe2aSpBhU3H3KGLIsWj7dWItVp+S3J47m2vnDMWmjAyJKuYxzpmbz4DkTsBkjFzy9Ss6NR4/gj6ePw6Lr4wAKRJYlXPNFZFQLIiPsBcdFtsW7YBxEhjmPF45/hmOzj+646RqTNIbHFj3GG9veoN3XzkjLSJ4/8XkKzAUx70/RpvDYMY9x3qjzUMki/x7ZxmwenP8gO1p2sKNlB5n6TP42+0/MqytBqioCUxac8zQUnoZJE7nhu37i9RiUkRvQZE0yvz/q95HP7CQBqCDEte6/kVLZB6lIVeWowqpOQtHF7Pfdtaslsjwi03Dw6cJBjQmFxw6h2Jkflj1By75IJJtqVGMzqkU54yNMulnLK9fO4uwpmTyweCuPnj+JY0an8tBn23js4inMHrEvSDgz38o7N8zGqlMyPCVyzpXLJE6dkMF/f34UGRbxANdtljy45kvIn7dvW/68yHVZbYrkOandCKc/Btb8SLtCDdN+Bhe9CoZUzGozv5vxO34+4efolZER8hRtCmHC/Pu4f3P68NNRSJH7mGHmYTx9/NNxBy8KzAWRajp7yp7LJTlWtZXj847nr/P+SpouDYjMVrlw9IWcP/p8Xt/6OjdPvpmbp9wctWxX6HnDbQZe//ksjhltY+8k6PFZJl679igyzLGBFSEBQyqc/wLM+Pm+QUVLLlzwcuR4vPKjSO6hvdf3tHFw1SeQWnhIXzc9bSqPLXi0Y1aJSqbivOFn8tjRfyfFGH+g1qQ2cceMO7hu4nUdx3SyJpl7Zt/DWQVnHVI1nCxDFi+c+ELUTLOZ6TN5/qTnyTWIqpXC4CCFezFRyZQpU/jwww/JyYmd9tnXHA4H06ZNo6ioCIOh7y++vkCQBrsPXzCEViknzaSOyiXj8QeoafPiCwTRKOSkG9XU2L14AyHUChkZZg1NTh8efxCNUk6yXkVNmwdPIIhaISfDrKbV5cftD6GSy0g1qVDK+3mapasZPG2RAIrWCprDK6nc4mygdc96ar1Ch0WTRLOnOfJaqSdZGz1K73Y10+xtIRAKoFNoMOrTaPY0EwgF0Cq0aGVqGjxN+EM+1AoNeboscNRE1oErtWDMiFpeEQgGaPA04Av6UMvVpOpSY0bRhO7r72OzzzXtgsenwoI7YFgny92Ah396mFA4xFkFZ/VKV17dbOD9nQZ+P7u5s5VEAGjaKknd/BEli+7Eb4gdlXpi3RMcn3c8Z4w4s1f6ur+nluyitt3D57/q/N9POHS9dVy6fAGaHZE8Ciq5DLc/SCgMOqWMQCiSBUMmk/D6g0hIqBUSHn8ISZJI0qtilrEKXeBpi1yPwyFQaCEchFAgMsq9N4jbUg4+R6QimFIXqRwiU0Re+x0gV0ceCBVq3H439a56fKHItTDTkIlCpsAdcEfykIVCqOVqfCEfwXAQjVxDMBwkHA6jkCnwBr3IJBlKmRJ/yI8kSVjVVnRKHeFwmHp3PZ6AB6VMiVKmxBVwoZKpsOlsKGSifHVPHpsuX4Amhw9/MIRBrSDVtG92QE2rC6cvSDAURquUk9vXS8IHC689kg8l4AWlHpLy97U56sHdEpmRqtLtC14ehsr2MtwBL0qZgmRNMsYu3Hv7g34a3Y34Qj40cg02na3j/nbvce0P+tEr9dh0XZuVUmWvwh1wI0kSOoUuqnxxk7sJh9+BQlJg1Vg78hsJwpGiV69EXU02OxSoFJF8J/E02D28sryM55eW4vAGSNKruGVRAWdMyiTfoKbR4eWlZaX8a8kuWl1+7j9zHE5fkKe/L6HZ6cOgVnDZrFwum53HsJQBdIHTJUX+9IDy9nIe+ekRllQuIUyYUdZR/P6o30fWV8eZDljTVsbj655kcdmXBMIBcow53Dn1NqYmT8BgyqWyvZLHNz7OJyWf4Av5SNenc/Pkm5mdNoNUS/ykngq5otN8KILQJRvfijyg5Mw66K5VjqpO8wscrpJWJRn6wEGDJwABTSTXj9LdHDeAYlFb+6y86LhME0t2NNDk8JIcZ6q5MHDpVAp0SfFvPRweP9tq7fzp4y1sqIzkoppbkMx184dz/8dbKUg1cPepheQmiZvtLmvcCZ/dCbu+jiQ9ypgEp/4d0idEZpj4HFC5Gj69PbKvTA6FZ8Cx90L5Cvjy/yIPeUodzLiOhtnX8dqOt3h92+u4A26SNcncMPkGTsg7AavGSpYhi7L2Mv604k98X/k9YcKMto7mtzN+SyAU4LG1j7GlKVJqdU7mHO6ceSf5pvyO+0VJkjpmoAi9q7rVzd++2MGH66vwB8PkJum49/SxHDU8iapWD3/5eAvfFzcSDkfOufecNpbRaUYsIojZde3VsOQRWP9aJIBizo4s0RmxKJJI9st7YcfiSHDTNgZOehAyJoOu89mp8dh9dlbVrOKR1Y9Q5ahCKVNy+vDTuWHyDaTrE1dMBVDKlVEBjr1qnbU8ue5JPi75mEAoQLYhmztm3MH09OkJ86MEQgGKW4v584o/s74hUhZ9RvoM7p51N5n6TDY1buIvK/9CSVsJcknOsbnHctu02zrNxyIIA02vDp+LKjwH1+7288DibTz2TTEObyQPQbPTxx8/2sIrK8pod/t5+vsS/rp4G60uP6dOyKC82c2Di7d1VC9weAM89X0JD3+2nQb74MtuXeOo4arPruK7yu86svTvaNnBzz77Wdya8vVtZdzwzS/5qHQxgXDk37TCXsFNS37Nhpat1NirufPHO3mv+L2OrOW1zlp+v/T3LK1dSSjYvezngtBl4TBseANy50QeXjph99lp99l7LYEswK42JeldWL4DEFAZQJJ1kgfFkrDcd08blxkZUVsh8qAMKuXNLi55ZmVH8ARgaXETt76xjv87tZDPNtdy8dMrqG4VVXi6pLUcXjgJir/aVzK1Zn1kW9OuyOvaTfDKWZHgCURGwje/F9kmk0WCJwB+F21KJQ/+9BDPbXoOdyDyM2jyNPHnFX/mvZ3v4Q/6O67Xewc7AMrt5QRCAW755paO4AnAsuplXLH4io5k2ULfqWv38LMXV/HOmkr8wT0/p2YX17y0mrp2L5c8s4IlOxs7fm02V7dz6bMrqRDHXtc56uHNK6Ho+UjwBKCtEt7+WeTYfOUs2P5JJHgC0LANXj0HGrcf0tf9VPsTv/ruV1Q5IrkT/SE/7xa/y63f3pqwVHFnGlwN3PT1Tbxf/D6BUOReutJRyS+//SVr6uKXRd67z+WfXt4RPNnbt8s/vZwaZw0//+LnlLSVABAMB/mi7Auu+fwaap213e6jIPSXLgdQqquru/xnr6+//pqsrPjr7oSIJoeXd9dUxW17askuGuxeXli6u2Pb6ZMyeXl5adz9P9pQ3fdli/vAitoVNLhjk1MGw0EeW/MYDl905Y+Stt3sai+J+1n/3PAUde76qBP7/p5Y9wRVzsrD77QgxFOzLpJAbtj8g+669ybI1ksBFKdfos6pIKMLFXgAkGQE1AZUzsSVeOo6K5Xag5L0KrIsWpbu6v5NoTAwNTu8/Ou7XfiCoZi2Vpef1WUtzMi3UtXqZm15/HLawgF2fB4pUXygoB++exDstfD5/+0LruyvpRS87fvylkkSTflz+KLi27hf9Z8N/6HB3cDymuUxD2sn5p8YCbDEyZ/U6m3ly7IvxYBbHytpcLC9NrZq2tlTsvhmWz2NjtjytYFQmH9+tWNQDtT1irYKqFwVuz15RGR2V1uce81wCL7+I9hruvVVDa4GHvnpkbhtW5q2UGGv6NbnQWTm946WHXHbHln9SNzSyL6gj9e2vBa3VLHD7+Ddne8yO3N2TFu1s5pNjZu63UdB6C9dXsKzaNGigy7JCYfDSJLE1q1bAUhKEpnSD6a6LfGFyOMP0eLydYwOAITCYbyB2BtMiNwDVbW4GdVJ6eQjTTAU5LuK7xK2r61fi9PvjEoqt7pudcL93QF31AjYgepd9bj8YoRF6CWb3o3kAsqYfNBdKx1VkeSKmu5P5e2K0rZIcrgMQxcDKEBAbULpTlyJx+F34Ao40Sl6fylhYYaJpcUigDJYtHn8rClLHBhZW97C6HQTP5W28O22Bk6dmNmHvTsC+T2w47PE7eXLwO+GqsTXS6qKwDY6MlqusVDpThwgdQVctPva416vR1pG8vKWlxO+98eqH7lw9IVolSI5cF9ZtTv+eXxGvpUvtyT+Oa8pb8XhCWAbPLeZvad6bfzttkKoXJn4fZU/RY7fbnAH3FQ6Eg/+ra9fH7d8eGfW1CeeZVLWXoYnENtHu8/OyprEf7d19euYkjaFpdVLY9p+qPyB4/KO61YfBaG/dDmA8vXXX/dmP4aseOUb96dVRSeCVco7nzRk1g6uBGtymZwsfeJZTEmaJOQHVChJ72T9dDAU7LQsm0JSiKo6Qu8IhyPli3Nn78u634kqRxXJ2mTkUu8kgy5pVSCTwqTqur5kLaAxonTEn4FiVVsAqHfWk28e1hNd7NT4LBNfba2jutVNpqjKcsRTymQkG9QJBxVSDGra3ZEZDInyiQn7kSkj+RYS0dsiJVN1yeBKUNFKb4PGPSPQfhdmlanTr9TINXHzhNn9dpK1yQmX+KXqUg+p2odw6NLN8UvJtrp8pJoSLy9N1quQy0R+wy4xJMg7sv/Mrnj0NrqUmGw/CpkCtVyNN+iN256qS+3W5wGd5k3RyDVxEzqrZCqStcnsbt8d512QpE3C7rPHbYuXg0UQBqouL+HJyso66B+bzUZjoxgR7A6bUU1mggvZlBwLVp2KMen7Qv3batuZnGOJu3+mWTMoEyqePfLshG1Xj7+alAOWOMzKnNNRSvFAi7LmMco6Km6NeoDj848nac+DoCD0qOo1kSm7+5cR7USVo4oUTfLBdzxEpW1K0nRBFN3IhBU8yAwUoM/yoIzNMCGBmIUySGQn6bh6bn7C9pMnpPP11jokKbKUVTgIuRymX5O4fd5tkQDLUTfFb5dkkDcnkmAWIOAlzeOIud7uNSN9BlaNlXNHnhvT9tnuzzqtJHZJ4SWiuk4fO2p4Mkp57EP60z+UcNGMxJUzfzY3X1Tj6ar0iZHkywcqWwqFpycOksy8DkzdS6iarEnmzAQV8FQyFRNtE7v1eQBTUqeglMUPbJ4z8pyYypcARrWRa8YnPu9cMOoCvi6PHZCXkDgh/4Ru91EQ+sshJZFds2YNZ555JuPGjaOwsLDjz6RJk7j00kt7uo+DWrpZy3NXzcCqiz5JZVu1/L8LJ5Np0fKvS6eSvqe03AtLS/n18aPIPmAEzqpT8p/Lp5M3CC9sGYYM7pt9X0zJ4JPyT2JhzsKY/VM1yfxzwSMxJ/5ptslcXngZ6bpUHjvmsZggymjraG6ZfDNmrVh6JvSCrR+B2gRpB6+qEyZMpb2yVxPI7m5TkNbV/Cd7+DVG5D4XsjjL3DRyDXqlrs8CKEaNkvwUPct2JRg9F444M/KTOHdq9IxDSYKbFxXw0+5mPIEQ/++CyQkHHYQDWPPg5IdjH9QmXQLDj4nMhJtyKRQcH90uU8C5z0aWAIX3LRlOW/4U/zr6n5gOmImSbczmT3P+hFltJtOQyT2z74m6Xpe2l2LT2ji7IHowRELi9um3k2vsZDRe6BUZZg3PXjEd1QGzmkfajNgMKn5/amHMr83pEzOYP7JrJWwFwJQJl74NBy5NSxsP5hw4/fHY2agjT4Dx54G8ewFFtULNdROvY2JKdKBELVfz5HFPHlJlq1RdKo8vehyVLHpW9iTbJK4ef3XC2drjUsZxeeHlMdtvmnQTBZYCJtsmR22XS3IeWvDQQSsFCcJAIoUPIXPXOeecQ3p6OhdffDG33norDz/8MHV1dTzxxBP84Q9/4JRTTumNvh4Wh8PBtGnTKCoqwmAwHPwNPSQQDKHY7wJ14GuI5I6pbvOwvbadkgYnYzNMDLfpSTfvO+nWtLqpt3tpdHhJN2nQqxWUNjnZXN3OcJuewnQTuUlaQmFiPr9bQgGQ5Ikj4wFf5OZKtuc7QkFA2vf6AMGgH0mSIdtzkQiFIjdjsj37h4KRBzjZQS4WLr+LRncja+rW4PQ7mZE+A5vOhlFpJBAO7CtlHA5DOIjP56LB00SNswZXwE26Pp1klYkkYzbBcJBg0E+Nq5ZNjZuoddYy0TaRLH0mWabYkZdAKBA1Onbg6+7q6c870vXXsdmnwmF4fFokedycXx5092ZPM79ZcjvnjDyHkZaCXunOue+nsyDHzTG5Xc/5o7LXkb7xXXYv/DU+c+zSule3vkauKZefT/h5T3Y3oddWlrFydzOr7j72oDm6hO7pjeMy3vUvFAoTJoxcJsMfCGH3BGiwe/huRwNalZxZw5Iob3bR5vYzIz+JVKMarWroni8TCgYiD12hEIT8+6p8eR2RcqktZZHtySNBnwIKzZ79g5F9Wsuh7EfQWiF/PgGtFbnfjdReRcBeg0JrBUs+IY2ZOm8z9a562rxt2LQ2ckw5qGQqVIrIA9Xe63VRXRFOv5OpaVNx+V0EQ0HMajNr6teglquZnj6dZG0yBmXk98sX9KGQFMhksoTXxUO9XgZDQSSkjnuPI1lPHZu+QJCGdi8ObwBfKIReLcekVpFiVFPf5sbuDVDe7CIQDJOTpMOgVpC9XwnxYCi05990iJ179x5rXWkL+MFeDX4X+L2g0oPGBMY0cLdGKvVUrARPO+TNBkMa7HdtPfCeOUqc++9GdyMOnwOn34lKpkKn0pGq7foSuQOPL1/QR4OrgQ2NG2hwNTA5dTJZhqyo2SehcIhwOBy1nL7d206Lp4VKRyUSEtnGbKwaK0aVkWZPM3XOOorqijCpTExJm0KKJkXkQBKOKId0F7Jz504eeeQRRowYwbhx41AqlVx66aUkJyfzzDPPdDmAUlZWxp/+9CfWrFmD2Wzmsssu49prr42775YtW7j33nvZsWMHBQUF/PGPf2T8+PGH0v1e5/QGqGpx87/V5VQ2u7loRg4ZFi3vrqmirMnJ3IIUFo1JJduqRZIkJEkiy6Ily6Jl0ZjYz/P6Azh9Ab7ZVs+WmnZGphk4a1IWWoUMhUwiEAgSDIV5bmkpq3Y3U2DTc960HDKtWrTKLuZPaK2E0h9g28eRdZvTrgRLHmgj5UJp3h05yW/9KHKCn3kdNGyHTW+B2gjTrobk4ZH11EBDeyXbWrbx/u5PUcoUnFNwDma1mec2vQASnFNwNklqKy9sfoFAKMg5w09jpHUkKcb4+U50Sh25ylxyTZGRqmpHNSVtJby7812cfifH5h7LJNtEcte9DdVr8Cy6GztBFpd9QaOnhWOzFzIhdQqvr32C4tZiFuYsZHbGbE4bcXrc7/MEPFQ7q/mw+ENK2ko4bdhpDLcMZ3HpYopbipmcOpnj8o4jU58Zk4MlnlA4RLWjmm/Kv2F13WpmpM5gXs48llUvY1XNKnJNuZxVcBaZ+kxxERmMGrZD8y6YclmXdt9bgSfRdPnD7o5bjisgI72bM1CCmsjIs8rVFDeAYtVY+7QU4fhMMx9vqGFXg4OCVJHVcCByeANUtbh446cKKlvcHD06lQWjUtCp5JQ2uvjfT+UcMzoVtVLGe2uqCIbDnD0li1MnZKBWylhd2sLqshbUComCVAMmrRKtSFMV4XNFKn2sey1y3c6aEklU3V4Fw4+GEceB1gKOOtj4Jow+BRq2wpIPYfw54HPCpnciI+TTr4aJF1Id8rCiZgVLKpaQpk/j5PyT2RxooL5uE2cplaSUfY8nZQTfVX3HrrbdTEmdgi/k4/PSz8kyZjEvax55pryO63W9q56dzTtZXrMcgJnpMzk291jS9PtGxMvby1levZxl1ctI1iRz1sizaPO2sbJm5f9n76zDrKrWP/453dMddHeXCIKKIiZ261Wx43rt5BrX3xX1qpdrBzaCjQUqSIeAgHQME0z3zJnT8ftjMXHm7DPFFMP+PM88MnvtWDPOOmvtd73v98sFfS8gzhhHsb2YJWlLmj3/FtoK2Ve6j68PfI1aqeaifhfRK7yXZPnBiUa53U1hlZPPN2VRXOXilP6xTOodQ4xFh9PrI7/CyXfbc7C7fZw9LJEhR+3jCyoc7MmrYNEfWahVSi4f240+8WZiumAJeQ1+vwgy7vsRDq+CmL4w4kqRSaJUQ3km7FgEeX9ByjgYfB6EdxN6J44y2PqhcNbpMQX6ng7EizZbERQfEJuXxYeEyDxQbC/mYNlBvjzwJX6//+hmSl9ijDFQkSsEnncsPLr+vl5szhijqXJVsT53PRtyNhBtiGZ239koUTaoL+L0OGvWu4fKDzE6fjSndjuVJHMSpY5SShwlHCg5gN1rx1RqIlwXTrQhmlJHKRkVGSzavwi72845vc9hSMwQ4oxxVLorOVx+mCVpS1AqlJzX+zzUSjUWrYUofRRR+igGRg9sn/93MjJtQIsyUMaNG8eiRYvo0aMHTz75JMnJycyZM4ecnBzOPvtstm4Nrdxcjc/nY+bMmQwdOpQ77riDjIwM7r33XubOncs55wS+1NpsNmbMmME555zDRRddxGeffcZPP/3EL7/8gtEoUV8oQXvtcttdHn7amce9i4RN7in9YjltUDyPf7szwCkw3KBh8S0Tm+SYszGtmGve2xTgvqNVKXn72tH8ujufaQPiufuzP6l01r4MqZQK3rx6NFP6xaBVNfKCX5oOC2YFW6rN+BeMukZ8wH9yERQfFJkpl30Kvz0NBfXcbMbNgakPUeC188Dqh9hSFGgVPL3bdMbEj+H5P54HYHLyZKalTuPpDU8DMClhHM9MeorYEEGUanKtuSzYtYBP934acLxneE/mT/svkYfX8iUVvLj9fwHtiaZEnpj4BH9f8XccXgdxxjjeP+P9mqBMNS6vi7XZa7nn93vw+X0Mjx3Opf0v5Ym1T+Dx1/6OjWoj75/5PoOiBzXYX4C9JXu57ufrqHJXEWuI5alJT/Hg6gepcFXUnKNUKHlhygtMSZ2CTtWFFyL1OCEyUFa9IL4u+wSaIFL88+Gf+frg19w9+h6UtP7u3sZcHU+uieah8SVE6qVdvSTx+0nZ9C7F/c+kpM8pQc3rctaxtWAr/50+v/U62wAOt5ebPtzM42cP4tpJPdrlmScKrTEubS4PP+zI5f4vdgQcf+SsAaQX2fh0UybPnj+EX/bk8/u+QEvMSb2juWpCd277JHA9cfOUXtx6Sm8ijCd4FMXjggPLYNHVMPgCURbw2z8DzzHHwyUfifn7jGdFsCTtd3Fs9YvCVr0aXRiZ133DtavvC7IhvnvU3ewv3U+hrZArB1zOfasewOuvFZ82aUz8++R/86+N/8LpdfLOjHfoE9mHHGsOz2x4htXZqwPuNzZ+LE+f9DTJlmQOlx/mpmU3BZX+3Tv6XgxqA9+nfc8NQ2/g3hX3Bsy/BrWBBWcsYFBM6Pm3wFbAg6seDHLmO6PHGTw87uHjNojSGmOzqNLB4i1H+PfP+wKOJ4brWThnAq/+doAvt2YHtA1OCuO1K0fx0Jc7WJ8WqIU1c0gCT503mFhLFy2vy98F788ER3ntMYUSLvkQwpLhvRnCHrwajQFu+FXYGH//98B7mWLh2u9hx2ew5uXAtph+FF39BXM3z2PlkZUBTZOSJvHM+MeJ/eRSyK9n+Tv9SQ4NO4+blt1EoT3ws/T+Mfczo/sMEiREbT1eD+tz13Pn8juDxvS7M95ld/FuntrwVMA18cZ43p7xNl/v/5r3d78f0DYwaiAvnvIiT6x9ImjcTU2ZyiPjHyHJLGtYyRz/tCiXccKECbz44ovk5+czcuRIfvzxR8rKyli+fDlhYQ2rtFdTVFTEwIEDmTt3Lj169GDq1KlMnDiRLVu2BJ37448/otPpeOCBB+jduzePPvooJpOJn39uwKKvgyisdAYsFq+c0J2nv99N/TBVud3Ng1/uoLTK1eD9MouruOfzbUHWxS6vj38s2s7VE3rw/M97A4InAF6fn7s++5OCCmlF7hqcVfDbM9J+9MseAVsJbPifCJ4A9JoOh1cHB08ANr0F1nx+z1oRFDwBWJ65nDBtWI0LzprsNShQkGwWAZN1eZvYnLep4f4iFkX1gycAh8sP8+m+zyjveVJQ8AQgtyqXbw58w5k9z6y5z0tbXqLKVRVwXpG9iAdXP4jvaO331YOu5rmNzwUs3kDYNj646kGKbA2LWBbbi3l49cNUucVzLhtwGfO3zQ8InoDIUnl4zcON3k/mOGTfj5A8qknBE4Aj1iPEGGLaJHgCkFGuQa/yEaFrRvAEQKHAow9HE+JvNEofRZXbhtVlbYVeNo5eo6JfvIU1spBsp6Sw0slDX/0VcCxMryYp3MCnmzKPZmESFDwBWHeomJwyO33jAl8Q31yVxpFS2Wqeyjz46kahUTL8Mlj+VPA51nxYPQ8m3SEsi9N+Fy5gudsDgyeAddSVPL/z7aDgCcB///wv5/Q6h8sHXM6jax8PeNECqHJX8fLWl7ly4JUUO4r59x//pshexI7CHUHBE4A/8v9gY95Gyh3lvLzlZUndpP9s+Q8j4kZw9aCreXT1o0Hzr91j58HVD0r2t5o12WuCXuIAlqYvZU/JnpDXnQgUV7mCgicAWrWSzBJbUPAERBLG7/sKgoInAD/tzGNnTkXQ8S5BVRF8c2tg8ATE2PvqJlGGUzd4AmK8VRXCj/dJ3K8Qlj58tASnHl432/O3BgVPQGxQbM7dAN7g94b8gTP5z5b/BAVPAF7Y/AJWt/ScXGAv4L6V90mO6UfXPorDG+yKlm/L55Utr9A7sndQW5IpiQ05GyTH3cojK9lVtEuyHzIyxxstCqA8+uijlJeXs2zZMmbNmoXZbGbChAk899xz3H57CEX3esTFxfHyyy9jNpvx+/1s2bKFP/74g3HjxgWdu337dkaPHl1T465QKBg1ahTbtm1rSffblO1HyvH6RLQk2qSlsNIZFPyo5s/MMkptDQdQSm1uckPYOhZZXVidHvbmSVuC2VxeMktsDXfYXgK7vw7dXpUH2z+v/X7ALLGLFYKS0kMsPBj6fssylnFyysk13/+c/jNTU2qFYD/e/wXl1oZFKL9P+z5k25JDSyh0hBaV/C3rN05Orn3+iqwVlDnLAs7JrMzE7hEL9Goh2kq39O84vSI96Pr6lDnLOFh2sOb73hG92VUsPYk4vU7SytMavJ/McYa1ALK3QmrwZ1sosqxtKyCbXq4m3uRtrlMiAF6dBU1VCCtjvRBgzre3XxnP4KQwNhwqxuNtZjBIps3ZllVWMx9Wc1KfGH7dUwDAqQPj+X5Hbsjrl2zP4fRBweKHX/0pEfA/0Sg5KF7SYvpB3k6CdmmqOfibKBvY9ZX4PsQcXtZrCqty1knewuf3cajsED6/D5tHek1xsOwgKRbhHLIxdyPlznIW718csvuL9y+m1Fkq+aIIQkh7Y+5GdCpdg/NvqaNUsq3UUcqne4I3Wqr5dM+nNfP8icjyvcEv2gDXTuzOoj+yJNtOGxTHos2hx977aw5jd0kEBY537CUi6CiF2y6ytPURgccje4osEakgCUDaCkgdH3TYOmAmH6d9F7IrHx/8mvJBZwcdr9LoJIOVIMbShtwNkm051pyQY/pQ2aGaDc76/H7kd/pH9g86fl6f8/jyQOh3hEX7F1HmKAvZLiNzvNAiDZT4+Hg+/PDDmu8/+ugjDh48SFhYGPHxzVd6nj59Ojk5OUybNo0zzjgjqL2wsJA+fQKFFKOjozlw4EDzO9/G2OpMHhqVEoe74cmk/uKyPo29FLi9PhSK0Gunxp6P3ytqL0O2A3UXGSoteKQDOgA+vxe7N/SixOFxBLjjOL3OAHErh9cRFAmvT6gP++r7N/Qb9fg8AWKTPr8v6HmOOj+fSqHC6W04i6f+zpjUM+viDTWhHuVEXtR1SQ4sE/9NHtOk071+H7nWHPokt754bDWHyzXEm1q20HXrwzCUSS+wI3VHrYyr8ukd3nb9r8vQ5HAWbznCX9nljOwW2S7PlGkaNmfw35hGpcR+dF7SqBQNzlF2txedhM+21dE87Z4uSbUTlkobOEfXx+8D/OB2NHi+DyHmG/JxPjcuiZ3vulTPdX78eHyeBudOp8cpBN0bmO8dHgdunztke91n1sfr90runldj99gbnYu7MlUu6d+bVq2qGZ/1aWxN6/D48Ph8QBO1944XGlojg1gT1xdpVWlqx6gUfn+Aw1XNo9RanI7Q48bhdeCVyGT1+b01WdNShFo3N7q+bWB8+Qh+nlqpbnTchbqnjMzxRIvlyA8dOsTzzz/PLbfcwm233cYPP/yAx9OyQfHqq6/yxhtvsGfPHp577rmgdrvdjlYb+IGh1WpxuRqezDuCkd0iav5dUOmgZ0xoW+GUSANhhoaVsaPMOkxa6clIp1YSbdaGFO5SKqB3bCP1sbowySh4DYaIQIvDrA3Q+9SQp4dbkpmRPC1k++TkyfxZ8GfN9yclncS2gm01389MmU64sWGbvNO7nx6y7eTkkwnThtaVGRk3kn0ltWmrg6IGYal3fq/wXjUWjA6vg3BtOGqFdKwxQhdBhC6iwf5G6CKI1tfWWle4KkLatSlQ0D8qOKovcxxzYBnE9q8Rh2uMQlsBbp+HWGPbZKB4/XCkUk2CsWWf1x59OBp7meTiT6vSEKa1tKuQbK9YM0atijUH5DKezsbo7sEBra2ZpUzpK/62t6SXMrVf6M/7qf3i+CM9OMPg3BEN62SdEMQOEJpkxQcgcUTo8xKGCgeePkfn7ayNknO4uShNcke5mj6RfYjSRwXYE9clWh9d8+LUO6I3Fq2FU7uFXitM6zYNi8bC4OjBIc8ZmzAWg9rQ4PwbqZcOmkZoI5jRfUbIe5/T+xzM2i6qudUETgkx7n76K5ezhkoLjm7JKGX6gLiQ9zx/RDIWfdPcXo4r9BHCklgKhUIYLtQvay09DInDQ98zbqBk6bwlfT0zk6eEvGxm8imEp68P7iIqBkaFFmWdmDhR8ng3SzdUCul3jGh9dMgAy5CYIZLZX1vytzAtJfQ7wIzuM4g6mqkqI3M806IAyvLlyznvvPP466+/6NmzJ6mpqWzatIlZs2bxxx9/NPt+Q4cOZdq0aTz88MMsXLgwKDCi0+mCjrlcLvT6zidWFWfRcckYkcbq88OqA4VcMibYGlehgGfPH0J8WMM/Q0KYjgfPlLDmAe45rS9bMkq49/R+ku23Tu1DtKkRzQVjFMx8Pjh6DtBvpnDVmfYoaI6K9e78EkZdLQIv9UkcgSYshUsGXCL5Adk9rDsplhT2l+4HRK3kgKgBbC8UqZFxxjjO6n0Oqkbs1npH9GZozNCg4wa1gdtG3EpUVRlTkiYFtWuUGq4fcn1NeqFaoebRCY8GLcCi9FFcN/i6mu9/Tv+ZqwZJu6c8Mv6RGk2XUMQaY3lswmM133++73PuGHEHCgl9i6sGXiVPLl0JrxsOLYfk0U2+pNqBp7G/q5aSa1Xh9ilanIHi0YeB34fGLp06H6mPJL+q4TK81kSlVDAoMUzWQemExIXpuGhUSsCxI6V2jDoVgxLD+DOrjEFJYaREBjuPxVl0nNQnmrWHAv+/juoWQb+4E/fFtwZTLEy8EzxO4fwxYFbwOUo1nPIw/P6cKCEMS4Y938HQi4RdcR2iNr7NY0NvkQxWTO82nb3Fe1masZRrBl4j2Z3bRtzGon2LUClUPDj2QZLMSZza7VTJEoBYQyzn9j6XOFMcD457UNKWeGrKVJxeJz+k/cDfhv5N8pkPj3s45OekWqXmwn4XBmxeVJNqSWWSxBrhRCIpwsAp/YN/d5vSSxjZLYL+EgYH27JKuXxcN2IlNu26RRkl79clsCTCrJek2ybeIcp06qeBe92gM8PQi4OvUarEujtzY1CTIn8np/U4g0RTcBArzhjHWX3OQZXzZ1Bbyo4vxViSGr+p00MGGqMN0dw4VNr99KFxDwVsOFajVqp5YMwDLDm4JKjti31fcH7f8yXHZbI5mWndpnUJK3EZmRa58MycOZPZs2dz0003BRx//fXXWbp0Kd98802j9ygqKmLbtm2cdtppNccOHjzIrFmzWL9+PVFRtS+Rjz/+OG63m//7v/+rOfbggw+i0+l46ikJ4TQJ2tPpo8jqZOW+Ql77/RBFVgf/umAoTo+PN1YeIq/CwbDkCO4/oz99480YtY1XURVUOtiVXcGrvx3gUKGVHjEm7pjWB6NWxW2fbOXqid05qXcMr/x2gD25FSRHGrhzel8m9IoiytQENxePS4jE/v4vIRBrjBKTwoCzhVe9xyns1Va9AGnLIWk0TH8U/nhHiGNqTTDmBiFkdzRKf6TsMB/s/oClmctRK9Wc3/s8Tuk2jcfXPk65s5xze5/L6d1PY+66f1LsKGZWt9O5YtCVJIf3aNLv+EjlEb5P+77Gxvik5JO4aehNdNv9E7qNb1J47df8lruOD/cvotxZztj4sfxt6PV8uuczVmevZlTcKO4YeQc9wntIOt6UOkr5I+8P3tzxJrnWXO4fez8mjYm3/3qb7Mps+kb25a6Rd9Evql9QBosUVreVA6UHeHXrq+wr2ceFfS9kSuoU3trxFruKdhFvimfOsDmMTxx/wgVQurQLT8Y6odw/6yWhVdAEvj34LcsyfzkaZGt91hzR88z6KB6bWIxF2+yPf9SOCpK2fkLWxDnYYoN3rJdmLKPIVshTJz3dGt1tEkt35fHxhgx2zJ3RpM9UmcZprXFZWOlk5f4CXv89jUKrg9HdIrn/jP6EG7V8vfUIS3flcf8ZA1ixr4Dvt+fi8/uZOTSBGyb3RImCV347wG97CzDr1FwzsTvnj0xudOPhhKGqCNJXw+qXYMJtYhd8ywJxPHUcnPIImGPhz09g/89w6uOw9yeh5zD9Ufjrc9j3E6j1MOo6HKOuIcNTwfw/57O1YCtR+igu6ncRkbpIPtrzETf2uZDh5u7srDrC6/sXkmvNpX9Uf64aeBUbcjeQVZnFbSNuo0dYD8KObrJkVmSycO9Cfjz8I378nN79dK4eeDXdw7uLH8FVRUZlBq9te40/C/4kQhfB5QMuZ3T8aOaum8u1g69lVPwo9hTv4bXtrwXMv/2j+jeaRXKk8ggf7v6Qnw//jEqp4oI+F3Bx/4slX1CPF1prbGaX2vh5Vx4frc+gxOZiXI8o7jmtH71ijBRaXSzanMWXW7JxeLycNiCOW6b2pmeMkexyJ++tOcyS7TkolQouGZ3CFRO6kxwRHAjtMjitwjzht6cgb4cIRk59AHqcDAqVcNtZ8S+ReRLTX4y1hOHCqvjgMtjwOlgLxWbK9Echuq8wafjrc9j6EbisIjPs5H9AVG9ynMUs3LuQ7w4JPZRZvWZxxYArSDYlimesfgn2/SA2N8fcACMup0xj5EjVEV7f9jrbCrcRqY/k8gGXc0rKKSQ34G5Z6ihlS/4W3tj+BjnWHPpH9eeukXfRN6ov5Y5yVmSt4LO9n1HmLGNk3EhuHX4rqeZU7F473x78lkX7F+HwOjg19VRuGHoDKZYUsiqy+Gj3R/yS+QtKhZKZPWZy2YDLglwvZWSOV1oUQBkxYgRfffUVvXr1Cjh++PBhzj//fLZvDyG2VIdt27Zx2WWXsXLlyhrdlG+++YZ///vfrF8fmJ72xRdf8Pbbb/Pzzz+jUCjw+/3MmDGDW265hQsvvLBJfe6Il7SiSicenx+TToXfD8VW8b1eoyTarGv2Qj+33I7T40OvVpIQbqDM5jpaI64iyqSl3ObC5vaiVYn7NxunVXzYK1XC/rAuXrf48HdXAQowxoCzXCzUVBqxGxYWuCBxuWyU2YtAAVGGOPyOckrdFYCCKG0YfoWKUlcZoCBSG47G6wRbsSgNMCdQoIRSZxk+v48IfQSxfjXqqqNq58Zo3OY4cm35+Pw+wnXhRPr8oj9+H+jM+E1xFNsK8Pq9mLVhmAyRFNmL8Pq8mDSmJqXvlthLcPvcGNQGwnRhlDpKcXld6NV6VAoVxfZirB4rFo3wtm/snhXOCuweOxqlhihDFBWuCuzu2u9PRLp0AOW3p0Sg8ZKPhOVhE/jfttcosBdwef/L2qRLn+w289V+M49PLGmRiCx+H902vE3e0Aso7xG8i/tH3mZWZ6/mjdNfR9HyKtFmkV1m577F23n/+rFM6x86xVym6bT2uCyyOvF4xXxYnebv9fkpsjrx+f1oVUrKbELvIsygItqkR6lUYHN5qLB7UCgg1qxDqWwbZ6oOxesBay5UFYusEVMMWKTLPCWpKhI6DX6/CKL4faA1i5cyj1NkkmpMoq7X5wNHGaAAXQS4KkVKrFon5l+1HqsxkioFqJQq9Co9Ve4qMUehBLcNNEZKFX5cXhcGtQGbx4bL68KsMUvOY063kwJHAX6/H5PGRIGtAKVCSaQ+kjijGK+l9lIq3ZWoFCoi9ZFUuirRqDQBGwp1599wnSiJLLGXUOIoweVziXJZQ3TQpojL66oRrozSR6FWHd9B1tYem1klNrw+P2EGdcCmW3GVnbIqL+DHrFcTY9KhUonPdJfHS0mVCwUKosxaNKoTJKvAXibGgEorxmk15dnCpcdZCfow0IVD+NGyH0clVBWIsafRi+s0R4NNVUXiC78Ys5b4Grc+t9dNqVNkekbqIgP0AnHZwVEq1hWmWLFuB6wuK5XOSpw+JwoUROujMeua9jdSPb6q17t1yarIEmtpjZmYOuXFXp+XEkeJWKfrItCpa/9+bG4bxUdNHeL0ceg0LXgvkZHppLRoFpk5cybvvPMO//znP9Foagf04sWLOeuss5p0j6FDhzJ48GAeeeQRHn74YbKzs5k3bx633HILIIRjLRYLer2eM888kxdffJFnn32Wyy67jIULF2K325k5c2ZLut9uxFjEh8WREht/X7StppZbrVRw5YRu3DGtL7GWpn+gJIYHRvcjjFoi6nwfbtTSNJWFEOjM4qs+tlJRuvPrk2JBNv5mUfP5+/+JgAsIxfGL3ofEYTUf5FqtkThtN3BVweGV8O3txFUdVX63JMCMZ4n7a5EIiIy6Vti6VeTg6T6Jnaf8nQe2vEBulXBoCNOG8djwOzj50HrMWz4AfTiaM/+Pbv1nicmqYA8svhaKRHkQWhOKaY8SM/xykVFzlJhmOpvUXwxWp0HmVeXx7MZnWZm1Ej9+lAolZ3Q/g/vG3lezIJQiTBcWMDGFacMI0zbN+lvmOOTgb0KfoInBE4CsyswaN4u2ILNCQ7yxZQ48ACiUuPVhaKtCWBkbonD73JTaS4kyBKfPtwVJ4XqiTVrWHiiSAyidFCmtLpVSQbhBw+b0Uu5dtI2CSufRc7U8f+EwJvSOxqhVd+2sIkcF7P0Bfn6w1iY1sgdc+K747GjKy74pRmSJfvE38DrhtH/Cskeh6KjQvtYkSnl6TIFPLxLOYADmODjrBRFk+f4eMVcD5pi+mC9aAPGDQaEI3BgwRIgu1nl8/Zet+ug0OqKIYm32Wp7a8BTlTvFzJpgS+PfJ/2ZozFAiDZFE1ikrMlaXDdehfhlCWlka96+6v6YsWK/Sc/Pwm7mo70VE1HFF0aq0xJnkz4VQpEYF/q49Xh9/ZZdz52d/1liGhxnUPHXuEKYPjCNMr0GrVpEQ3oUzTkJhiKgZAzWUHIafHqgVjFcoYeC5cPo/RTDzyxuEEx+I4MjE20X5XUU2fHGdGLsAOguc/hQMvgAMImAScj2pNYivOuRW5fL53s/5aPdHuHxC9mBg1ED+Nflf9IlsXNQ9VJkPQGpYsBQBiCBrbAjdQqPGKDmOZWS6Ai0KGTudTr777jumTZvGLbfcwp133smMGTN4//33OXz4MNdcc03NVyhUKhWvvfYaBoOBSy+9lEcffZSrr7665prJkyfz448/AmA2m3nzzTfZsmULs2fPZvv27bz11lsYjZ1/YBZUOrh+wR8BQngen58P1mXw3po0XCEsjjsVWRvgx3+I4El4qkhBXPpIbfAERErhB7NAyp2jJA0+uwyqgycAlXnw9c0wdo6YTL66ESpyQKEke9qD3LDm4ZrgCQjh1Qf++BcHB80U0XZHOXxzK+RtF9ctOKs2eAJiIbj0ERG4aWXKHeXMXTeX37N+r3Et8Pl9/JT+E89veh6ry9rqz5Q5DrEdtT5MGtnkS1xeF4X2wjbTPwFhYRxnOjYVfE9DAZSjO8a5ttD2tK2NQqFgcFIYq2Uh2eOOrBIb172/qSZ4AlBkdXHjh5tJLwrtuNZlyNsB39xSGzwBKE2HD86Bcmm3qyAqcsT5udtg+uPw1Zza4AmI+XDZY5CzBepuClgLYPF1QuC6rih00QFYEGI+byGHyg7xj5X/qAmegNiIuHHZjeRYc5p9v1xrLn9b+rea4AkI0fdXtr4S0hpZpmlkl9m5/O0NNcETgAq7h3s+38a+XGlL6ROW0gz47q7a4AmIsbT7G/jlSVEiXx08AfC6YM1/oCxTrFurgycgsle+/ztkNV9L0uvz8vPhn3l357s1wROAPSV7uOXXW8iqbL2xLCMj08IASq9evbjlllu47LLLGDJkCP379+fcc8/l9ttvZ/LkyYwbN67mqyHi4+OZP38+W7ZsYc2aNdxyyy01FrP79u1j9uzZNecOGzaMr7/+mh07drB48WIGDRrUkq63Ozmldg4USL9QL1iXQUFlaLuvToG1UJQhVDPiCtj4pvS5rirY+33gMbcN1rws6diBzwOFe0UNtlekbvt6TmVJ3oaACaAu/zuwmMoRV9Qe+O0pscgMIWjJb09BZesKWhY7i1mbs1aybVnGspqURZkTnLTfAX/DDhn1yK7Kwef3t1kAxeMTDjzxxmOz7/Tow9FapYMV4bowVEpVuzrxAAxNiWBffmXn/0yVqcHl8bFgXToeX3Alsc8Pr/9+EFsIu9Uuga0EfguhFeS2wa5vmnafwn1iNzt2gHghO1quEsT6/wkR+Lr4fbDjcxh4TuBxRxlkrGna8xvB6rLy+vbXJdvcPjdfH/y62ZbCu4t3h5xr//vnfymwFTS7nzKC77bl4HBLb+69sGwf5faGraVPKJwVkL5Kum3PdyBlDZ44HA79JgImUvz2z6NlPU0n25rNgl0LJNvybfkcLD3YrPvJyMg0TIvyYu+4447W7keXJaMk9A6a3e3F5jq2F5k2x+sSQY5qIruLxVoosjaC7zaoVtl2VUH+X6HP93shf1fNt67IbvxVeTjk6QfK07D3nkSNbGvhXnDbQ55PSZr4GVqRujto9fHjp9Il79DIIAIoEd0C66QbIbtSOPBEN7PUrKnkWNV4/S134KnGow/DnL8H8FE/Dq9ESaQuklxr+wZQhiSJMoK1B4u4YGTblUDJtB42l4ed2aE/T3fnVmJzebtuCY/HETi/1ufIJrG50IgzXc0cGtENihqYn4sPiizS+hTth35nSDx/s9g0OUbsHjsHSg+EbN9ZtBOn14lR2fSs4t0lu0O25dvycbXyvH+i4PL42JpZFrJ9f34ldpeHcEMXtCtuCXUzq+vj9wVmllUT0Q0K94S+rnCvKKtrBi6vixJHScj2fSX7mNYttL2wjIxM82ix6tN3333H7NmzGTNmDFlZWTz77LO89dZbrdm3LkFDquRalRKDRtp/vdOgUot67GoqcgO/r0/isNrgCQiF8KgGai8VKojqXXt6RS59TUkhT+9mSUVXWac0ILKnEL8LRXhK44vPZtKY645JY2rV58kcp6T9DgnDmnVJtvWIEGJTNWI/3kIyKsSLaLzxWEt4wlH4PKjt0i+/Ufoo8mztG0CJMGrpHm1kzQE5A+x4waBV0bsBS+LesabOP0ceCypdw/NpwtCmzV8xfcV/KxuZnyO6gVUiIzOyhyirrU/8kMaf3QR0ah2pFmkNBYA+EX3QNvMzr0946HVFtD4ajVJ+wW8JGpWCAYmh1zjdo03o1F14TDYXYyM6XzqJ32Vlrli7hiKqZ7PXrRqVBosm9P+3XhG9QrbJyMg0nxYFUD799FOef/55Zs+ejdstUvmGDBnCu+++y/z581u1g8c7KVFGUiKlgygXj0lplohsh2COh2mP1H6//VMYK+0Zj0oLg2cHHtOahC2bFAqFWPgNPq9GZFN1aDmzk6agUkhP0Lf1uZDwPz+rPTDtESFoG0qoasqDzXMzaALR+miGxwyXbDsp6aQTzoZYRoLSDCjLEKm6zSCr8kizhY6bQ2aFGrPGh7kF9sV1cR8V0dNapXffogxR5FY1X9fgWBmaHM7qA4W0wFxOpgPQqVXcOLlXSEHjW0/pjUnXRbNPAEzRgfNrXVQaGHZJ0+4TP1i8yOX9JYIuoebDcXOEpXF9hl8Gu78NPKYxQp/pTXt+I4Rpw7htxG2SbSqFiov7X4xa2bz/z8PjhmPWSAffbhx6Y0hhS5mGUSgUXDw6BXUIt6u/n9aPSFPbBPiPS3ThkDRKuq33qcJVqz5HNouML3UIO/ZTHhECz80gwZTA5QMvl2wL14UzIGpAs+4nIyPTMC0KoHz00Uc888wzXHXVVSiPZhucd955PP/88yxevLhVO3i8kxCm58O/jaN3bGBWwllDErjr1L7oj4fdtV7TYMoDYiIoPiR2sCb/PTBCboyCq76ECIldpph+cP7rgYs6rRnOehF2fiEWdOe8DLow8HlIXv8m8yfMDXCn0Sq1PDj0VgZl/SlqvVVaOHUupI4XQZ5rlwRaLytVMOluGNA0V6jmEKmP5PmpzzM0ZmjA8THxY5g7aW6NvaLMCczhVSIomDC08XPrcMR6pE0X/pkVGuKOUf8EwKOzgEKJJkQAJVofTamjDIe3gfK6NmBocjgFlc6QulMynY8e0UbmXz4Kc51AiUGj4oWLh9OngeyULkPKWDj96RrrUgAMkXDFF9LlNlKEp4g5MKIbrJoHs98KfAFTqmDSndBtEhTXKaXRmuDc/9Zas1ZjjoNrvoWw1iuF6x/Zn0fHPxpgMWzRWHhl2iskm5Obfb8EUwLvnvEu8cbaeV+pUHLFgCuY2XMmymY4n8kEkhxh4L3rxgaU6ejUSh6bNZDhqfL6JoCoHnDh28Fi8d1PglkvAMrAbBOFAoZdDuHd4epvAkt8VRqY+hD0nNrsbuhUOi7qexHn9j4XBbXBryRTEm+d/hYpZrmsVUamNVH4W7BVN3z4cL7//ntSU1MZOXIk3333HampqaSlpXHBBRewffv2tujrMWG1Whk9ejRbtmzBbG7/RVlBpYNiq4sKu5tYi45os+74qiF1VeG2l1PhKkOlUBOhCxcisLYSUKnAEIXXGEWZqxKlQhlsh+ZxisBLRa6YQMzxoDGB/WjNpjESv8dDmbscn9+PxRBNuUJBuascr99LpC6CSKWGYkc5XrzEaMLRaU3gsYPPC/pIsBWKZ7hsEJYk3Hrq2zLby4Qmij4sdPS/iZQ4Siixl1DqLCVKHyXShlUa7B47BrWhSaU8do8dm9uGVqVttDSoq9LRY7NN+GqOUN4/+z9NvqTCVcndK+7m3N7nMrCNdotuXhpLotnDBX2rjvleiX8upDJxKIVDzgtqy63K5cPdH/HExMfpEdZAqnIr4/L4uPHDP3ho5kBumNx+z+2KtOe4dHm9FFY4ya9w4sdPfJieOIsO7YlSKuCyCS2FihxQa8X8aEkUgY9QOK3grgKNWWiJeRzg84l50HN0jrOXisBIWBIYY8TGhTUPyoXWEuZYcFhBrRGlBo5yUOlwGiOp9DrQqvRodRasbit6lT7AzrjEXoLdY8eitTRqY1zTZY+TSncl5c5yVAoVEboIzFpzk7NPrC4rTq8Tg9qAUWPE7/dTYC+g2F6MzW0j3hRPlD6qwbnX4/VQ7jr6/DpWx8cT7TE2PV4fBZVOCiqduL0+EsL0xFh0Xbukrim4bWLsqfVijFVTmiksxF1VYpypNEIzEITblb1MrIP1EWAIE85XPh9UFVLmLMXr8xKuj0CtjxCBzRZSYi+hyl2F1W1Fo9Rg0phINCfWtNvcNuweOzqVLtCenNoxbdaagzYCK5wVuHwuwrRhQeV2pY5SfH4f4brwJo9lt9dNhasCtUJNuF4Oyskcf7QoN3b48OF888033HnnnTXH/H4/7733HsOGNa/m/0QhzqInznJsL+wdhd/vJ9tZyuKDi1mRuQKjxsg1A69krCaK2O/vg/BUcmY8yXeHvuKn9KVoVVouH3A5k5Mn13rYq3Vidyyim/i+JB22fQx/LQKNgfxZL7CibA+LD3yJRqnhkfGPsK9kH4v2L8LldXFGjzOYnjqdV/98lSPWI0xLOYXZfS6g++pXIWM19D8bxlwnHE+k8sGriuDIH7D2ZbFQ7XkKTLwNInoInZcWEKWPqinXqXJVcbjiMG//9TYHSw/SK7wXc4bNoWd4z6BJCsDpdZJVkcV7u95jR+EOEowJ3DjsRgZEDSBCF9Gi/sh0Evx+kYHSbWKzLjtiPQJAnKF5qbtNxXvUgWdEXPPE6ULhMYSjDSGgV2NlbM1t1wCKVq1kQEIYq/YXygGU4witSkVypJHkyKaLiHYptEbQdq994WoIZ6UQcl/9AqSMg+g+sPld4UaXNAYm3yNKejQS643ybNizBLYdLYMdfAF0nwQeG2z9CI/WxJERF/PRn6+ysfBPovRRXNLvEuweO79k/MKNQ2+km6UbhysO8/7O98mpyqFfZD9uGHoDqebURgMp+bZ8vjv0Hb9k/IJGqeH8PudzSuoppFga3h2vcFZwqOwQb/31FlmVWQyIHMCNw26ku6U78cb4gCyUhsiuzObLA1/ya8avGDQGrhp4FRMSJ8jlPhKoVUqSIgwkNaDjd0LhdghTgjUvQ85mkR128j9ElqnbDuWZoq00TbhhTf67GIMKNeRuhzUviQ2+7ifDpNtBbaTQXsCm3A18uH8Rdred6cmTuaj/xSSru6NQNj+DyuPzUOGq4KPdH7ExbyORukhuGHoDOpUOg9pARmUG7+x4h72le0k1p3LTsJvoE9EHp8fJwfKDgWN6yA10s3TD7XezvWA77+18j1JnKRMTJ3LVwKtItiRT4ihhbc5aPtvzGQ6vgzN7nMl5fc5rMKPM7/eTbc1m8f467xODrmFc4rg2LV+WkWltWpSBsn//fubMmUN0dDR79+5l4sSJHD58GIfDwTvvvMPAgQPboq/HRJfc5W4nMioyuPLHK4PcZ6YmTOSfUaNxxPbnmj+eDrINHBE7gpdOeSl4cVJyGD67rMZ9oODi97jz0GfsLhXuAU+f9DSL9y1mR9GOgMvijfHMnTiX25ffjs/vI1ofzYLT36bH61PEroAxCm78DaLqiWXZSmHFM/DHO4HHNQa44Zdml1nUx+PzsDxzOf9YGaz18tzk5zijxxlo6gmCbcnfwo1Lb8TjDxTzvGvkXVw58EqMoWrYuyBdbmwWH4L/joJTnxTp+U3kl4xfWLx/MfeMuqdN0s+zKlXc9HM8Nw0rp0/ksdtQRqavQ1d+hMOnSms4vL79daakTGF23wuP+VnNYcn2HL7aeoTtc2fIYofHQJcbl10Br0tYG391Ewy9WOh/rX4h8BylSpQG9JwSeLw8Gz46D4rqlvCY4fLP4POrIaIbey/4L1f9ciNOb2CQ9fw+5xOuCyfXmsug6EG8vPXlwEcqlLw67VWmpoYuPcisyOTGZTeSW5UbcHxQ9CBenPpiyCCK0+Pku0Pf8dSGp4KeOX/6fCYnT0YRSkSnDlmVWVz141VBTiWTkibx7ORnj6uXN3lsdgCHV4vxU99u+8J3RVDz+3sCjysUcNECkfH104OBbWodxbeu5fEt81iduz6gKUIXwSdnfkC3Foi+7i3Zy9U/Xo3D6wg4fvfIu+kX1Y87l9+Jzx9oT/3o+EeJ1EVy36r7Ao4rFUo+OesTvjzwJV/s/yKgzaA2sOjsRfxz/T/ZnL85oC3GEMNHMz8KOZ4zKjK44ocrqHBVBBw/JeUU5k6aS7ShEVFeGZlOQotW6f369eOnn37ikksu4ZprriEpKYnZs2ezYMGCThk8kWk5do+dN7e/KWnduzJvPRkxvfm2YFNQ8ARgW+E2aavBA8tqrRtj+rHZV1kTPEk2J+P2uoOCJyB2r1Zlr+Lk5JMBKHYU88G+T7FNf0ycYCuBlS8E1nKDmMDqB09A7Br8eL8IsBwDhfZC/rn+n5Jtz2x8hkJ74C59oa2QJ9Y+ERQ8AZi/bT7FDtlF5LgmfY3QP4kb3KzLsiqPEG2IabPa/YxyEcSLNx2bA081bkMEWlupKOWTIEofRU69l6X2YFhKOA6Pjy3pxzauZWQ6HZX58MO94t9DL4a1EiWCPi98d2ewq86+nwKDJyBEaje+CY4yyk6fyzOb5wUFTwC+OfgNY+PHcl7v85i/LdgowOf38czGZ8iqzJLsttPr5Mv9XwYFTwB2F+9me2Hosu8iexH/t+n/JJ/5xLonJNceQc/3OHlv53uSNq/rctaRVpbW6D1kTmAq88SYqh88AVHKs1RiE8HvF2PVEBncpjWRXnYwKHgCUOYs4+0db+FwVgRf1wDljnL+teFfQcETgFhjLHPXzQ0KngDM+2MeOgknS5VCRamjNCh4AkIUemfxzqDgCYjx+smeTyRtxO0eO69vez0oeALw+5HfyazMDPnzych0Nlq0Ut+yZQszZsyge/fuXH/99SxfvpwFCxZwwQUX8NNPP7V2H2U6kHJnOcsyloVs/z53DdkuaStTgC/3f4nbV2e3uzJPCMcexdbrFL7KWVPz/diEsaw8sjLk/VZkrWB84via73/N+JWiHnVKJXZ/Jeq+65IW+n5krgdHWej2JlBiL5GcEACq3FUU2wMDIhWuipAThc/vY1/JvmPqj0wHk7FWWHNrm5dFlFWZSayhLQVk1Rg1Psya1nGo8ejDwe9Dawt+KQGINsSQbc1ulWc1h25RRiKMGlYdKGr3Z8vItClVBWK32xgtrFClXugAStNr9cVAzInbJdx3epwM+38GoDIsge0SGxfVHCg9QIWrAk+IgGleVZ7kRgtAka2IZZmh1xFLDi2h0lkp2ZZTlYPLF/wyBuJlrdTZeKC0zFnG0sNLQ7Z/c/CbRu8hcwJjL4PSw8HHFUrwuYM37aqxFUs7YqWOZ0mddW99lmYtp7yZ69IKdwV/Fv4p2WbUGIM28qpx+VxYXULjqC59I/vyZ4H0/UbHj2Z55vKQffnp8E+UOcuCjpc7y/kl45eQ1/2Q9kPINhmZzkaLAij/+te/OOussxg+fDiLFi1Cp9Oxdu1ann76aV599dXW7qNMB6JA0eCOuDqE3XA1KoUqQBEclDWWxQAKv6/GyQlEACGUhXH1/epG0VUKFYq6UXWFCvz10nkbqiVVKKQ1U5pBY+nD9X9/gb+PYFQNCQfKdG78fkhfLTQImoHX7yPbmt3mAZR4o/dY/9xrcB/dWdNapXeAow1RFNoK8YZ44WorFAoFQ5PCWbm/8Z1pGZnji6OD1+8LmEelqdcudb7f17BQbd27KZSNZsc11K5sYLmpVChDzqONPbOx+bTmvAY++OQ5V6ZBGpo0W5Ix6vehauCeLclCbWgcNDZGlAplUHaK3+8P2Q+f39fwWA/RpkDR4FhTK7qwZb1Ml6NFAZQDBw5w7bXXYjAYWL58OTNmzECr1TJu3DhycnJau48yHUiELoKze50dsv2cxMn00IeuWbyk/yWBqtyWOBhxVc23hoO/cVnSKTXfb8jdwLRu00Le77Tup7EmuzZyf1bPmcQe+K32hGGXgSkq8KJepxCSntOEg88xUFdMtj7huvCgtnBdOH0j+kqer1aqQ7bJHAeUZQonjfjm6erk2/Jx+zy1osttQEaFhjhj6wUzvBoDPpU2dABFH4PP7yPPlt9qz2wqw1Ij2JNbSWFl6wjmysh0CsxxoiTAXirsT+u5YdQQ009oglVjiIQxNwSfd/BXGCDm9/CSDMbFjwn56L6RfdGr9QE2xHVJtaQSrpV200gwJTS4jpjdd7ak2DpAoikRg1payDTJlBTs+CdBpD6S8/oEu4XVfb6MTEgMkWJM1cfvAz8QSjzZkiCcreqTsZ7zkkOvc8/pcSaRzdTkCdeFMzFRWri+zFlGkilJss2gNqBX64OyvA6UHmBk3EjJazblbWJG9xkh+3Jen/OI0gWviSN0EZzV86yQ153dO/RnhIxMZ6NFAZSYmBgOHjzIwYMH2b17N9OmiQ+CdevWkZiY2MjVMscTOrWOG4bcIKlyf173GaRkb+WcyKF0Dwt2D5iaMpW+kRLBgJ4nQ8rRhVrpYYZ6/IyLGwVAga0Ah8fBxKTgiaBHWA/GxI9hY+5GQOilXNb3QvQrnxcnhCXDSXcF2xOb42FqPREvEHZyM/8PDMdmoRZnjONfk/8VlDmjVCh55qRngkR0ow3RPH3S00EpkyAEvaIbCEjJdHIy1on/xg9q1mVHjmoHxBjbRsjQ6xcOPPHGECn/LUGhwGOIDBlAiT26AOyIMp6hyWJMrz4gnbYsI3NcYk6A898Qu95bP4Lpjwefo9bD+a+LYEtdek2D5HoBkl1fw5i/gTmesGVP8Mjo+7BoLEG3vGbQNazIWsEX+7/g4XEPB7VrlBrmTppLskXafUOlVHF277PpFR4sjDk+YTwDo0Jr58UYYnj6pKeDdtHVSjXPTn62SUFnrUrLVQOvItEUvD6d2WMm3S1NcD+SOXExx4lxV39tCcKu+JxXgrNUlGo4dz74pEpm/aRG9OCcHmcGtcQb47lu8PVom1kCbNFaeGjcQ4Rpg4M5bp+bZyc/i0YZaGagQMHciXNREZwVolAoiNJHcdPQm4LaPD4P/aP6c2q3U4PaUiwpYuNUwt1Sp9Zx09CbJMfsBX0uaNC9R0ams9EiF54PP/yQefPmoVQq6devH4sXL+aNN95g/vz5PPfcc5xzzjlt0ddjQlYtPzZyrbn8lvkbyzKWYdaYuWrAZQzwa4j69SkwJ5A37UHWFv/FyiOrUSlVnNfnPIbEDAmtbF+aDhnrYdsnoNJSePqT7HDk89m+RShQcPeou8m35fP5vs9xep2c0/schsUM480db1JkL+K0bqdxSsrJpK55FfJ3weDZMGAWhIewQ7SVQNF+WP8/YSXX5zQhoBfR/ZhLeECI1B2xHuGzvZ+xt2QvfSL6cOXAK0m1pKKXmHQ9Pg851hy+3P8lWwq2kGxK5prB19A9rHvInbiuSpcam9/eIURkz/1vsy778sBXrMxayW0jbm2TbmVXqrjh53huHFZO31Zw4Kkm+sBvKD1OMk++S7J9/rb/cWq3Uzm/z/mt9sym8ujXfzE0JZxXLpPeRZNpmC41LrsSbruYPze8AREpwunrz0+gLB1SxsOY68W8JvECQ0WuCPJueU98P/xyMWcqNXDkD/z2MrJHX8n3h39gTf5mYg2xzO57AQW2QrYXbueyAZcRY4ghvyqfRfsWUeYsI9mSzEV9LyLZnIxB07DlbVZlFuuy1/FT+k9olBou7HshQ2OGhgy8VGNz28iqzOLjPR9zuPwwQ2KGcGn/S0k2J6MNlYUjQa41l5VHVvLj4R8xqo1cNfAqBkYPPO6cP+Sx2QF4PVCWAVs/hqI9YIyFsTcIvTOPEyqyYONbUHIQYgfBuBshLBUUfiHevP5/UJkjsp5HXA4R3SmuymNf6V4+2reIKo+NM1NOYVq3U0kMb1lAr9oi+Pu071mbvZYYQwzXDL6GnuE9MaqN5FhzWLx/MZkVmcQaY7m0/6WkWlJxeV1kVWbxyZ5POGI9wsDogVzaT4wvp9dJWnkaH+z6gBJHCScnn8xZvc4i2ZxMsaOY3cW7+XjPxzg9Ts7udTYnp5xMgimhwX5Wv08sTV+KRWvh6kFX0z+yP1EG6UxuGZnOSIsCKAB79uwhOzubyZMno9fr2bZtG3q9ngEDBrR2H1uFE37CqSoWbjRF+8EUB5E9ICyp6cEDexl+RwVWWwFqlRaDIVrcx1EKKg0lXidlnir2lx5Ap9LSK7wXMZpwTMaj6bWuKrAWQMEe8cy4gWCKBbcD8It0ZIToqt/vR6PUUOoopdhRjMfnIc4Qh0qlwuay4fF7iNBFoFPrsKAUQno6S9N+FrddWEFqzU2u/W4Obq8bu8eOQWMIivZL4fF5sLlt6FQ6SSX0E4EuNTZfHQmxA2FC8wIhL295mUq3lYv7XdQm3VqXreepdVE8OqGYMF3riMgChB3ZiiV3OwdnPgMSddYL9y0k1hDLbSNub7VnNpXP/8hk5f5Ctjx2OkplKwm/nEB0qXHZFSjLEiLsxQdF0CMiFQxRYg61FYPHIcp2qgVkY/qDJV4IztanWrBVZwFHhZgL1QZwWUGpxqvSYHOW4wYKHcUcLj9MnDGOZHMy8aZ4sioyKbAVkG/LJ9XSjWh9JHGmBApsBWRWZFLhqqBPRB+iDdGE64IzPIvtxagUKiL0Ec36Fbi8LhweBwa1AY2q8flVCr/fj9VtRa1QNxrw6azIY/MYcVQKQeaCPSKDJHaAyFTWSGSY1MVaKIIgxYfAkgiR3cU6GoSos71cCM4aI0XZjzkOfD7R5igT48sYK7Ke64xLu6Mcj8+NWR+Folqzz2Wr7aPfL9bM5jjQmhrsYpmjjEp3JcX2YgxqA+G6cGINsaiUKo5UHqHYXkxWZRYJpgTijHF0C+tWc63NbcPmtmHRWNBpAtejDo8Dt9eNUWMM0jGxu+14/B4s2uDstVB0hXEoc2LTYsWegQMHBlgWjxgxojX6I9MWVOTAN7dB2oraY6YYuOprSBjaeODBWgjLn0GxdQE1H48aI1z6EXSfTL6jmA/2fMLHez7Gj3g50yq1PDnxSaYkjCdCpRXpxr/NrXUNUKph5vPCilFfm3Jo0piwuW0sz1rOY2seq6nLVKDg8gGXE2uM5ZWtr6BAwVUDr+LGYTeG1B+RRGMQX22ERqVp1sJOrVQTFqp+Vub4ojIfStJgyIXNvjTTmkm/yP5t0Kmj969QY1T7sGhbL3gCwspY5Xagclbilfg7jjbEcKQDSngAhqdE8M22HP7KLmd4akSH9EFGplUoOQyLr4PcbbXHwlPg8s/h+7vB64apD8DHFwS60PU9A859VWgx1EVX50Wnzvxb/W8VUOX3cN/K+wIshofFDOOJiU9wx/I7yKuqtUkeFDWI505+jhuX3Rjg9jGr5yzuG3tfUCZqSzM+tCptszJOpFAoFM160ZPpYtiKYf1rsOZFEZgAoSV0/uvQ70zQhQhIlWfD4mvhyB+1xyyJcO0SEYD8+EIx/1cTN1CMT0cFfHSeeG41vU+F8/4HYaKkzKCvF2S0l8Nfi+Dnh6BahF2pgtOegpFXgSFCsouFtkL+uf6fAU6WYdow3jr9LSxaC/9Y+Q/2luytaUsyJTH/1Pk1pfZGjRGjlGsQoFfrJbOpgRYFQORxKHO80yINFJnjCLcdVj4fGDwBqCqCD8+Fiia83OxdAlsX1LuvDT69FGwl/Fm0g4/2fFQTPAFhjfbY2sfIdRZD/l745fFAy0WfB364V6Q21iPbms2Dqx4MELXy4+fTvZ8SoYsgxZKCHz8f7fmIjTkbm/JbkJFpezLXi//GNc+Bx+quotRRRlwbOvBkVKiJM7WeA081nqNCldrK0DooBbYCPL7WKxtqKn3izRi1Kn7fJ+ugyBzHWAvgx/sDgycA5Udg4RUw6lqYcj98fUtg8ATgwFJYN1+UGDSDKlcV/97074DgCQix1btX3B0QPAHYXbKbFza/wMyeMwOO/3D4B74/9D3eUHbLMjLtTdYmWP1CbfAERFbyVzcKEXgpnFZY+nBg8AREZknGOvjs8sDgCYjMka9vgQPLAoMnAId+gzX/EVljUhQfgB/vqw2egFg/L3tU3FcCt9fNR7s/CgieAFS4KliRtYJnNz4bEDwBYRF+z4p7yKwI8XPLyMiERA6gdHWsBUJnRAp7KRTua/j6yjxY/ZJ0m89DnrOE93cukGz24+fLA1/hLc8Kff/1/xVBnqN4fV4W718cEIypyxf7v+DsnrVK3W/+9SbF9mLJc2Vk2pXMDWJHytQ8IdisowKybenAk16uIa41BWSP4taH4Vco0VZKO+3EGIQTT25Vbqs/uzHUSiVDksL5XbYzljmesRXDoV+l28oyxGeONb+2LKc+m98V64BmUOIoYXnW8oBjGqWGMF1YSFHoNdlrGJMQ7OLz3s73KHIUNev5MjJtgq1EbChK4ffD5vfAKzFPVhXAniXS15njoHCvdFvmutCC8ls/kB6XbhusfUX6GhDrcac16HCRvYiF+xZKXjI4ZjDrctZJd7Eyk1JnqWSbjIxMaOQASlfH4xTR9VCUNRDcABH1biBLxQXk2fJCtmdbs3FoGki5Lcs4qoMicPvcZFRkhDw9ryovwLYwryoPT90ovYxMR5GxVqTtNpOsykw0SnXzStGaQbUDT2taGNegUOI2RKKzhg6gAB1WxjMiNYLtWWWUVjXwGSgj05lxVQXultfHbRcbHSHbbeBtXgaK3WvH5/cFHDOoDZQ7JSxZj+LHj9sbnGlW6iyVM1BkOgceZ8NZ1yWHwCcxVtx2YVlcH6Va6Jo0RKj1t8chnYHidkBDm44VWZLXuXwu7B67xAVIjsu6lNhLGmyXkZEJRg6gdHW0RiEsF4r4RsoN1HpIHB6y2axQNWhBOCJmOCZ3A4u31AkBNac6lY6xCWNDnj4wemBAgGVQ9CAMalmASqaDcVZC/k6Ia559MUBmRSYxhliUirb5OM6zqnD7FK1rYVwHjyECXYgXOL1KT5g2jOzKI23y7MYYnhqBzw+rZDtjmeMVfbi0fWo1WhPE9AvdbkkQmmXNwKwxB82rVreV2AbKDHUqneRnWM+wnsesWyIj0yrozJA0KnR7j5OFmHLQdRZp8VafR4zPUCjVQl9FClMMaCTuqTVD6vjQ90weK86ph16tD5nFqlaqGzQ1SDQH23vLyMg0jBxA6epYEmHqQ9Jt8UMgopt0WzWmaDj9qRBtsUTpwrhl+C0oJBw4zBozZ/Q8A5JGCKXz+qj1MOaGgDaFQsGZPc7EJDGxKBVKLul/Cd+nfV9z7O6Rd8sirDIdz5E/xA5VM/VPQKTQNvRicqxkVIjxlWBqmwCK2xiFriL0DnisMYasDgqgRJm09Ig2yjooMscv5gQxT0rRYwrk/Cl2uaP7SJ8z/XGxDmgGMYYYrht8XcAxn9/HvtJ9ITc4Lux7IcsylgUdv3fMvUEisjIyHYLOAtMeBqnNCp0FhsyWNlUwJ8Cku6TvWZIOA86Wbht5NWRvlW6b9qj0uFRrYexNIOXKqNLApDsk3YLiDHHcNVK6j1vzt3JJ/0sk2yYlTSJMK6+hZWSaixxA6eooVcIVZMaztZFyhQL6nwWXLxQ2h42ROAIu/kDYvFWTOh6u/xHCkullTuaVaa+QaKqdDAZGDeSdGW+TYkwWlsnXLIHo3rXXx/aH636AiGC/+0RTIgvOXMCAqFpL7CRTEv938v+x5NASKlwVxBvj+e/0/9InIsSiUUamPcncALow4YzRDDw+DzlVucSb2k7/JLNCjUHtw6KVSEFuBdzGSFSuKlQhUpljDXFkVXacSN3w1AhW7CvA62tdByIZmXZBbxG26JPuqs0kUaphyEVw3n+FrfFvT8HMfwt3j+oXQEMknDVPzPXNVI/WqrRc1v8ybht+W00mikqhIqM8g39O+icze85ErRAmjga1gesHX8+VA68M0COL1kfzr8n/YlRcAzv+MjLtTXQfuOqrwM3DhKFw/U8Qnip9jVorgpjTHqnNRFGqYPCFMHAWzHpRiDlXbwaq9TDhdjjlYRh1tXD3qR6D+gg48/9g0HmgDPEKFtEdrv0hMLMsurdYR0f2lLxEoVAwNWUqj014rCYgokDB5KTJXD7gcq4ZdA3XDLoGvUoEX9QKNbN6zeLxCY+TZE5qym9ORkamDgq/v6Hi2q6D1Wpl9OjRbNmyBbM5hE1ZV8brFnXSzgqRomiKCbQvlMJeKsSqlCrhXW8rFF72So3wsFeqxf1QgimWI1U5VLitqJQqwtVmEsLqvUxW5ot7KhRgiMSut9TUVIdpw4Ls00ocJZQ5y/D5fITpwtCr9BQ7ivH6vIRpw4g1xqJobVuRdqbEXoLT60SlVBFjiGmzMo7OTJcYmwvOFmNs+mPNuiyjIoO56//JlQOvJMWc3CZd+/fGCA6Xa7h1RGj9gmNBYyslcdtCMifdij0mOKC5u2QPSw4t4dVpr2KWSD1ua/blVTJ3yS6+vHUSo7tHNn6BDNBFxmVnx1VV65xjiBIlt6FwVkFljtBcMESCQiWOKxSAQpQRao3gcYmMFJ0FLEmgUgldBVsx4AdduAjKNAG3102hvRCr24pBbSBKH4VJY6LMVkyJqwy7x45JbSTOEItRJ+bzUkcpbp8bi9ZCnDEuaE6rclVR4a5AgYJIXSQ6qZ32DqDUXorD6zgu5mJ5bLYCFTli/KEQtsBNEX/3uISGis8jsljMiaA7OmbdNiEK67KJIIslvqb0zuuopMhZjM/nQ6/SEGlKBJW68edZC8Tng98PxsjATcwQeH1eCuwFWF1WtCotkbrImixtq8tKoa2QKk8VBrWBSH1km2mvAdjcNspd5ShQEK4Ll8vtZboUTRjBMl0ClQYiQkTX6+N2QOEeWPqoEMbUWUT0ffzNQuPB44bi/fDLE8KOLXUinPYkKWteggO/iJrPEVfA5L8HRvkt8TUZL1kVWfxv3UsszVgKfjit+2ncMfIOulm61QRFovRRQR/uXaVcp9JVyY7CHby4+UUOlB0gWh/NDUNvYGbPmXK68/GG1y1KeIZf3uxLMyszUaBo0xKetnLgqcZtCMevVKGrzJMMoMQZRHbNEWsWAxrQS2or+saZsejVLN+bLwdQZDoHfr8QrFz+jHD3UChg8GyxYx0lvcOMzgS6vlBVBAd/hRX/EiLskT1h+qPQa7ooua1PWSasehF2LBSBlb4z4LR/ip34Rl7iNCqN5O50hDGaCGPws8J14YTrpDUhvD4vGZUZvLLlFX4/8jtqhZqze53NnGFzSLa0TfC4KVhdVnYV72LeH/PYV7qPKH0U1w2+jnN6nyPPxV0Rr0eMvV/nwv6fxdp42OVw8j8gsoGS9sp8OLIZVjwtrITN8TDxdpGFEpEissMiewRdVmgr5NuD3/LB7g8oc5YxKGoQ94+9n4FRAzFJ6arUxRwnvpqBSqkS2eAStzZrze2yieH3+8mozGD+n/P5NeNXFAoFM3vO5Nbht5JqaeJ7iIxMJ6fzhthlOo6C3fDOqSJ4AmJna+3Lwuu+Mk9MPm9PF4s4lQ6m3g8fXQD7lwodCI9D2MEtmAXlwdoH2dZsrvrpKn44/AMenweP38PP6T9z5Y9XhrRI7Er4/D7WZq/lll9v4UDZAQCKHcU8/8fzvLT5pQadDmQ6IXk7xN98Y4LMEmRWZBKpj0TXRiKLXp9w4IlvCweeaqqdeCqkrYoj9ZFolGoyKzqmjEepVDA8JYJf98h2xjKdhLIMeOc02PW12M32umHH5/Du6SLgEQqXDf54B76+WdwDoPQwfHkjbP0wwNEOEPPvglmwdYH4jPL7xEvj29OgNL2tfjpJsq3ZXPHDFSzPWo7P78Plc/HVwa+49udrybW2v815NZvyNnHjshvZV7oPEJmvL215iec2PkeZs6zD+iXTRpSli7//fT8eXa86xfhYcJbkehUQQZeDv8DnV4jgCQjr8F+eEOVzIUTUS+2l/HP9P3nlz1dq/pZ2l+zm+qXX82fBn63+o3UWsq3ZXPnDlSxNX4rX78Xj87Dk0BKu/vFqcqw5Hd09GZlWQQ6gyARiK4Wljwj74vrkboOifbDuv7U2akNmw58fi/TF+pRlwuHVAYe8Pi8/pP1AiSPYNq3cWc7XB77u8rbEhbZC/v3HvyXblqQtkfzdyHRiMjeIrKuo3o2fW4+MykziQyjntwY5VcKBp60EZKtxG6PQVUq/BKkUSmINsWR2oA7KqG6R7Mur5EipxOeUjEx74nXD5gW1pTt1qSqEnV9Jz78AVQWw+kXptpX/J17q6nJ4lXRAxm2DNf8R9qztgNPj5INdH1Dlrgpqy7flsyZ7Tbv0oz4FtgKe2/ScZNuyjGUU2YrauUcybYrbDmteOVq6U4/yLEj7Xfq68iz49Unptr8+B5v0mi3fns/KIysl257b9ByFtq4nbu72ulm8fzEVroqgtmJHMcvSlwVZpMvIHI/IARSZQFxWyFwfun3fUqgjFEfSSEhfHfr8XV+JCP9RrG4ryzOXhzx9RdYKyQ/erkSFq4Iie+iF2f7S/e3YG5ljJnO9EHuTcppqAB9+MisyiTcltFHHIKO82oGnbYOSbkO1E4+0pFacMZ6MDspAARieGo5KqWD5XjkLRaaDcZTB/p9Ct+9dIrI+pagqFGU4UniqdU6O4naI+TcUB5eBvayx3rYKFa4KVmWvCtm+LGMZ9nYK5tSl0lVJXlVoB7FdxbvasTcybY6jTPzdh2LXV8FZXNXXVTUQTMuX/jvZUbgj5CWZlZmSAcXjnQpXBSuyVoRs/zXzV6whBOdlZI4n5ACKTCAKpbTffTXGaAL+bNx24T4S8vwoIUJ7FLVSjUUbWsDOrDWjVnZtaR6tsuFyDYumaQJ/Mp0Avx8y1rXIvrigKh+n19mmGSjp5WrMGh9mbdtqhbtNUSg9TtQhduLiTLHkVuXi9oV4+WtjjFo1gxLDWLYrv/GTZWTaEqWmYQF3XXjoYKyqEcHVuqWAKrUQpg35nLCAubktUSlVDc5r4dpwVO3Ul7polBoUhBail+1duxgKda0bpRT6KGGOUJ/Gxp1B+p4N/f0oFcouudbVKDUN/twWjQWNsnmbTTIynRE5gCITiCkWRl0Xun3gOZA6ofb73d/A8MtCnz/2xoAJyaQxcc2ga0Keft3g67r8oiVCH8GY+DGSbQa1gR7hPdq3QzItp/iQ2PWNH9TsSzMqhYZBvLEJVuItJKNCQ3wbZ58AuI4KSupD6KAkGBPw+X0cqQxRY94OjO4eyYa0Yioc7g7rg4wMhgiYeGfo9om3h97EMMWGtkqP7BnoJKJUw9ibGn5OMwUqW0qUPoqrB18dsv2KgVegbSMdqIaI1EVyUtJJkm06lY5+kf0k22SOU8yxwl44FOPnSAsrGyIgdZz0NTpLyPLdITFDQgZJpqVOI1Lf9UTNw3RhXDv42pDt1wy+BoNGduOROf6RAygygai1YmEVPzS47ez/QFgSDL8Euk8Sx7K3CuXxHicHnz/575ITy+CYwZzf5/yg4zN7zGR47PBj6/9xQLgunLmT5gY5r6iVal6Z9kqNa4nMcUDmOkABsQOafWl6eUabW/sdLlcT34YOPNV4tSa8Gj26cmmBuFhDLEqFkvTyjDbvSyjGdI/E4/OzQi7jkelouk0Q7h31GXkNJA4LfV1YIlz6sXhpq4suDC75ECz1ygGje4t5uD69p0P/s5rf72Pg5KSTmZIyJej41QOvpmd4COehNsais/DwhIdJqFdGqVao+c8p/yHW2HbuaDIdRL8zoM/pwccn3SWcqaQIS4JzXgm2EVZp4aIFECYd1Iw1xvLi1BdRKQKzq5LNydw35j5MmkZceI5TRsaN5IweZwQdv6jvRfSP7N8BPZKRaX0Ufr+/bXO7OwlWq5XRo0ezZcsWzOa2t/E67qnMhYK9QqncHA8DzxWLt+qFmzUfSjMgZztoDZA6XtRn71ki7NyGzBaTjkE6wl7qKCXHmsPS9KX48XNGjzNINiUTGeL8rkiuNZe/iv7ij7w/6BHegykpU4g3xnfITlxHclyPza9vhayNYnHVTP696Xn8+CSDia2Bywvnf53I+X2sjE9yNn7BMRK36zvcxihyxl4n2b5g1wf0j+rHdYOvb/O+hOKxb/6if4KF164c3WF9OF44rsfl8UBVkXDS2fm1KJ0dMhsiUo+WyTaAzyvcQg6vgtztQoesx2QITwWlxJ6YvRTKs4Xjj9sGgy+AmL4h5+a2pNhezJHKIyzNWIpepWdGjxkkmBKI0EW0e1/qkleVx66iXWzI3UC3sG5MTZlKvCkeXWOlGx2EPDaPEWsBlBwWGdQag7AQD0sGYyNjojgNjmyCjPUQ0wf6nSmu0xpDXuLwOCiwFbAicwXZVdlMTJzIoOhBxJvaLvO0M1DiKCHbms3S9KWoFWpm9JhBkimJCH1ER3dNRqZV6NACvPz8fJ599lk2bNiATqfjrLPO4t5770WnC560br31VpYvDxQffeONN5g2bVp7dbdTkWPNYUfhDnYU7qBPZB/GJ4wn3hRfmy5Yng0524QVcXRvseMUliwyTJqEQkwscYPF5OD3isnjr8VgiqV4yHlkaFSsUFVgVvo4Va0gPnEolurMlEaI1EcSqY9kcIy0dkSFNZ88RxG/ZfyCw+NgerdTSTEnE21JatL9bR4bBVUFrMhaQZG9iMnJk+kd0Zu4NtSbaC6J5kQSzYnM6DGjo7si01Iy1kJCAzvGIfDjJ6Myg7EJ0qVcrUFmhRqfv+0deKpxm2LQl2WFbE8wxnO4/HC79CUUY3pE8d22HBxuL3pN+2suyHQxqoMZ6WsgfyckjxKbCeGpoAitrQGIchtTDCQ3MZhXfgSObBYbF72mCH2T+MFCZ0yhCP08Q6T4ShhCqaOU3Kpcft3zEQCndT+NRFNi6FKC8iOQvRWfrYysPiexpWAbe0r20j+qP2Pix5BiSWmWjkO0IZpoQzTD4wIzTQtsBRwoPcC6nHXEGeM4JfUU4gxx7Zbqn2BKIMGUwKndT22X58l0MOY48dVtfHBbaQYU7oWDv4nxOeBssMSLwGZ0L/FVv2y9gc8BvVpPt7BuXDtEoqzFUSE2K/d8L4Rq+50psmAsDQdXiuxFZFZksiJrBSaNidO6n0a8MR6L1kJ+VT4Hyg6wPmc9CaaEmo05vVpPrjWXHYU72F64nT6RfRiXMK4m+yqvKo8NuRtIK0tjeNxwhsUOI9GU2MJfsCjbi9JHMTRGIptdRqYL0GEBFL/fz1133UVYWBiffPIJ5eXlPPLIIyiVSh588MGg8w8dOsS8efOYOHFizbHw8AbEoLowh8oOcf3P11PqrLVBNKgNvDPjHYbEDEFZmg4LzoaK7NqLVFq4cjF0OwnUjQg4VeTAZ5eJ3a26nP40VBVQ2H0sD657gj8Ka33s52+bz92j7uaSfpcQ1pCobBMos+bzwe4PeWfPhzXH3tv7CVOSJjF3whPEWpIbvN7mtrE8czmPrHkE/1FXkA93f0jfiL68dtprQem6MjItoiJX7CAPv7zZl+bbCrB77CQY2+5vMb3Ggad9AiguYwyWnO0o3XZ8Ei8+CeZE/ireidPrQKfSt0uf6jOuRxSf/5HFyv2FnDFY/hyQOQb8fjFHfnCOcK+rxhAJ1/3YIl2kkBTthwWzRAbojGfhg3PBWcetTh8B1/0ACUNC3qLYXswrW1/h64Nf1xx7+6+3uaDPBdwz6h6i6gvOFh8Uz4zqzZ6z/485P10T4JBn1ph56/S3GBp7bC9IudZcbv715oDg6ktbXuL5Kc8zJXmKrJcg036UpsPCKwJddX7/F5z9KgycJZ0d1tLPAUc5bPsUfn6o9ti6V0V530ULRMa3BIW2Qh5a/RCb8jbVHPvftv9x7+h7Ob376dz6662kV6TXtL2w+QX+O/2/JJuT+dvSv1HiqBV6N6gNvH3622hUGq796VocXuFA9NGej4jWR/P+me93WHmdjExnp8M0UNLS0ti2bRvPPfccffv2ZcyYMdx11118//33Qee6XC6OHDnC0KFDiY2NrfnSak+sUgcQi6AHVj0QEDwBsHvs3LX8LgqsObDk7sDgCQjrw4VXgFVa5LEGjwvWvxYcPAH45XF8Y2/gR2t6QPCkmle2vkKOVVoDoTlkWrMCgifVrMpZx6qs3xu9vtBeGBA8qeZA2QHe/etdnJ62L2eQOQHIXCf+G998B5708nSANg3mHS7XEKX3olO3T5WmyywWl7oQQrKJpkR8fh8ZFR2ng5IUYaBblIEf/2rkc1BGpjEqc8WcWt+S014Ki68VZQKtQVUxfHWzuN+ku+DH+wODJyB2rxddDZWhXaZ2Fe8KCJ5U8/XBr4Ptem0l8M3tUJlH9hlPcf/qhwKCJwBWt5V/rPzHMQlDOzwOXtv+WlBmms/v48FVD1LkaMA6VkamNXFZYc3LwZbEfj98f1fo8dzSz4Hy7MDgSTWZG2DbJ+AN3vjw+X38dPingOBJNYfLDzP/z/kBwZPqaw6VHuKh1Q8FBE/g6HvDirvIqMioCZ5UU+wo5qHVD1HqCHzXkJGREXRYACU2NpZ33nmHmJiYgONWa7A/eFpaGgqFgtTU1PbqXqel1FnK/tL9km3FjmIKbYWirEAKVxUUHWj4AVWFsOX9kM3FXgcfpwcHuar58sCXDd+/ETweF5/tXxyy/cP9iyiuzA7ZDrA2e21Q8KSarw9+TYlT2mpVRqZZZKwTZXEt0BI4XHGYCF1E2wvItoMDTzVuQyR+pRp9ufQLVYwhBo1STVpZx5bxjOsZza+783G42yczR6aLYi0QL09SFO0XGietga0YcraKf5tioTxEmVxJmpi/JbC6rCzYtSDkI97f9T7Wui+AtmLI2gBAmVpDVqX0M3Orco/pBavEUcIPaT9Itnn9XjblBr8oysi0CZX5sGOhdJvfD/t/lm5r6edAqGcBbHwDqoIDL8X2Yj7e87HkJZOTJ7M0Y6lkW4/wHuwt2SvZVuIoQaVQSZbi7S7eLQdQZGRC0GEBlLCwME4+uda5xefz8fHHHzNhwoSgc9PS0jCbzTzwwANMnjyZiy66iJUrV7ZndzsNbm/DFpw2t02U64TCXtbwA/y+4Eh6HXwoqHRVhmwvcZTg8/kafkYDeL0uyurtdNWlwlWB19fwi09DH/hOr/OY+icjU0P62hZln4DYLWrrUrLDZRoS26l8BwCFErcxGl2ZdABFpVCSYErkUPmh9uuTBBN6RlPl8rJyv/TLpoxMk3DbG273tlKmY937+BoJiIZ4psfnaXDernRV4vbVWVt4XTX/dNb5txTOY/g5vT5v4HPrIb+8ybQbfl/DYzpUIMRta/i+ocZHZQMZao4y0Z96+Py+BsexJ8TnQ0NjDIRmoEYpXdrf2LUyMicqncbGeN68eezevZu//z3Yci8tLQ2Hw8HkyZN55513mDp1Krfeeit//fVXB/S0YwnXhWNUSyt+KxVKksxJwRaHdWmgRhoArUmIX4XArFQxIS606N2MHjNQSjkBNBGdzszpSRKWyEc5KWEcYY2oeE9ICg7CVTMoahBGTWjFdBmZJlFVDIV7pO2+G8Hr95JRnkFiGwZQyhxKSp0qEs3tl4EC4DLHYGhASDbZnMTBsoMQIkOsPUiONNA92siS7cdebihzAmNJAGUIIWKNsXE3naaijxBfIDZHVCE0zNR6MMZINlm0Fk5JOSXkI6alTsOirbNu0EcIcVogSmtBq5TelFEr1UQbWv5zmjQm+kSEsI4FxiaObfG9ZWSahcYoHK1C0ec06eOWxJZ9Dgw+N/Szep0iuY43a81MSJRe3+bb8kPqlfjxY9ZIuzUpFUpi9DHYPcHBozBt2DFrGsrIdFU6RQBl3rx5fPDBB8ybN49+/foFtd92222sWrWK2bNnM2DAAO68806mTJnCokWLOqC3HUusIZa7Rt0l2Xb5gMuJNMTAGc9JXzzkQpEC3BDGKHG91ISQMBRTaRZ39L1EMlqdaklleOzw4OuaycTkkyR35w1qAzcOvRF9Ix/o3cO6Mywm2BlFgYIHxz0Y2nFARqapHIP+SbY1B5fPRaK5aY5SLSHtqIBsYjuW8AC4zLForYUoQuy6JZuTKXeWU2wvbtd+1WdiL1HGU+Vs39+PTBfCFAsT7pBuO+VhMLeSTaklEU6bK/6962sYe6P0eVPuC/lMlVLFeX3OI1wXLLwfrgvnvN7nBabwWxKEWC0Qs/83rh9yneR9rx54NdH6lgdQogxRPDzuYRQEOwiNjhtNijmlxfeWkWkW4clw+jPCUrw+SSMhqrf0dS39HEgcIezE66PSwKlzQR+8zjVpTNw+8nbJgObKIyt5aKyEpgqws2gnd468U7Ltkv6XBGmjVHPPqHuINTTyziAjc4LS4QGUp59+mvfff5958+ZxxhlnSJ6jVCqDHHd69epFfn5owbSuikalYVbPWbww5QVSLGJxEWuI5dHxjzJn6BzMOgv0OR2uWAyx/cVFxmg47Z9w5nM1u0oNEj8I/rasNhNFa4Lxt4nAyo/3033lf/h0+us1kXCdSscl/S7hnRnvtEpZQmJ4d94//W3O73k2GqUGBQomJ03k0zM/IMXSrdHrYwwxvHTKS/xt8N8waUwADI0ZygczP2Bg1MBj7p+MDOlrxIuNufm22Gnlh1AqFCQYWukFS+oZZWq0Sj/RhvYtV3OZ4wA/+jJpnaKko0GjUDpO7cWk3tE4PD6W7c7r0H7IHMfozHDSXXD2yxB2NBga2QNmvwMjrwK1rnWeo1LDoPPhko8ge7PQXZrxDIQfDS5EdIPz34DRfwNNaHerZHMyH8/8mBndZ6BSqFApVMzoPoNPZn5SMy5rUKqg/1lw+ULMW97noqgRzJ3wBEkmcV6CKYHHxj/GFQOvOOYd6iExQ1hw5gIGRQu3ErPGzE1Db+L5qc8fU3aLjEyzSRgC1y6ptRbXmmH8rXDxBxAZYu3Z0s+BsCS4+hsYdxNUO031mAw3/iYdWDlKD0sPPp31ac36W6vUcnG/i3lq0lOMiBvB+2e8z6AoMZYsGgtzhs7h6kFXc1avs3hx6oukWoSWZKwhlkfGP8Itw27hpOSTeGjsQzXB0O5h3fnPKf9hRo8ZzbIpl5E5kVD4/f4Oy6WeP38+r7/+Oi+++CJnnnlmyPMeeughFAoFzz1Xm1nxt7/9jX79+vHQQ9IR1/pYrVZGjx7Nli1bMJulU9mOKzwuiqrycPk8qJUqYo3xKOovnqwF4HGCUi1e9EKlGUrh80FZpqjfVChFSq9KK9T/FUowxVDpc2F1WVEoFETqItG11oLxKA5nBWWOUvyAWWPCEiI9ORRur5sSRwlevxeD2iBnnnRSjsux+fokEUA56Z5mX/rezvfZX7qP6wZf1+rdqub5jREcKtNw28jyNnuGJH4fqZveo3DAmZT2PkXylHd3vsfgmMFcO+ja9u1bPZ5asosYi46Pbghdsngic1yOy47A7wdrHng9Yo60SARG7aVCmNXrETvLlkRQBGdd1NyvMlfYnCo1oNGB66i2mVoPPu/R/7qFJopKIzJGmkiVu6rGUSdcG954SWv1OkJrJttbhcfnRaVU1WzgtBaljlLsHjsqhYpofTRqlfziFgp5bLYCpengqBDrYn2EyEABsfYtzxJ/8wql2IA0NmHt2JTPASk8TqGv4veJYEwTRekrXZUh198BY8kQHRAEKbIV4fK5UCvVxBpiURz9HPL5fRTZi/D4PGhVWmIMzVtvy8icaHTYDHXo0CFee+015syZw+jRoyksrBX0i42NpbCwEIvFgl6vZ/r06dx7772MHz+ekSNHsmTJErZs2cJTTz3VUd3vWKwFsPFNYja+Lpx1VFoYcSVMfTDQO74Fu+OAUCNPWwG/PAHWo1k+PafAWS/UZrUAFnSBddOtjF4XRsIx7G5pVBriTW23yy9zgmIrEVaHfWa06PKDZQfbtHwH4FCZhoR2Lt8BQKHEZYrBUJZJKPnHFEsK+0r2tWu3pDipbwzvrTlMfoWD+LDQO/cyMg2iUIiASCiKDsCSu2vd8cKS4ax5Yk6tr3NgL4eDv8LShwPn3pPuhiX3QNIIkQlqbvnLjUljqsnMbBJ11hHJtN0mRKQ+ksg2vL+MDCDG2JFN8NMDwrkKRInO2S+LzJEDS2HZY2KdrVBAr+kw60WIktYXqaGxz4FQqHW1wZtmYNFaQq6/GxpLMSE2IpUKJXHGFr4zyMicgHRYCc9vv/2G1+vl9ddfZ/LkyQFfAJMnT+bHH38EYMaMGTz55JO8/vrrnH322Sxfvpx33nmHlJQTsD7WZRde9atfEMETEIr5W96HH/4hdrqOlezN8PXNtQs4gMOr4KMLoKRjLUhlZDqc9NXiv4nBOjuNYXVXkVuVS7Kp7QIoTi9kVapJMneMTa/LHIe+JDNke6ollbyqPMqdZe3XKQkm9IxGrVTy1daGbdFlZFpMWRa8P7M2eAJQkQ0Lr4Dc7cHnZ22EL/8WPPd+dxec/hTsWQKfXio2OWRkZJpPyUH49JLa4AlAzp/wwTlibH41RwRPQGSVHPoNPjwXKmTRcRkZmVo6LANlzpw5zJkzJ2T7vn2BO5QXX3wxF198cVt3q/NTlQ9/vC3dtu8HqJrb5BRAScqy4LcQmT0V2ZCztfFIvIxMV+bwKrGL3Jggs9Sl5WLRFqQ50Iqkl2vw+RUkt7MDTzVOSzyWnO2onBV4JTLIuh3VMdpdsoeJiRPbu3s1mHRqxvaM5PPNmdwytVdNKrOMTKuRsRaqQthl//I4XPllrS6ZtQB+eUz63IpsYW0angoFu6Aso+klAjIyMoKqIvj935IWwTgrYOdX0H0SZKwLbCvLhLydtRonMjIyJzwdLiIr00wc5SLjJBQVucd2f68TCveGbs9Yf2z3l5E53jm0AhKan30CcKDsACaNkUh9E8ScW8jBUg1KhZ+EjgqgHHUdMJRKZ6GYNSZiDbHsKd7Tnt2S5JR+caQX2fgjvRUy92Rk6pO2MnRb7g5w17EO9TigsIHStrydEH3UCSTvr9bpn4zMiYSzEnK3hW7P+ROiQwi4ZsprXxkZmVrkAMrxRmOCb8eSfQKgUIX2rQdRIyojc6JSfgRKDkFiy+y695ccIMmcLGHa2XocKtMQZ/Si6aBPd6/WhFdrwlCSHvKcHmHd2Vn0F9BhGuYADEoKIyFMzycbMzq0HzJdlJg+odvCkgKF3ZXqhufesEQhRAu1DjwyMjJNR6VrOIskLBHs0pa+RPVqmz7JyMgcl8gBlOMNYwz0OFm6LapXy4VjqwlPgfG3SLepNNC3ZcKZMjJdgrSVgKJFGSgev4fD5WmkmJsvGNccDpRqSOqg7BMAFAqcloQGAyg9w3tR5iwnqzKr/folgVKhYPqAOH76K4+SqgYy+2RkWsKg80O7303+O5jrlOGY42HindLnqrTiMyfvL9CHQ9ygVu+qjEyXJzwJJt0Vun3ElXBgWfBxtQ56hlh3y8jInJDIAZTjDWMknP8/iBsYeDw8Fa74vFl2hpKoNDD8chh4buBxrQku/bRFauEyMl2GQ8shpq+wIm0m6eXpuHxuUsypbdAxgcsLaWUaUi0dGEABnGEJ6MuPCJtVCVLDUtAoNewo6vhShKn9Y/HjZ+EfoYVvZWRaRFiymDfV9VyeRlwFA84JtDJWqmDkFTD4wsBztSY473+w/n8iw/Tqb8R9ZWRkmk/qeJhwa+DYU2ngnFchvBv0PSPwfK1ZaBVZZP0TGRmZWjpMRFYGXB4fLo8Pg0aJStWMWFZEd7j6W6g4AsWHRPAksjuY4kWNp0oHam3LOxaRCjOfh6kPQM42IXIX2x8syaA1tPy+LcFtB58PdM2wXZSRaQt8PhFA6XNaiy7fV7oPrVJLQhtaa2dUaPD6FSR3dADFnIDC60Zfno0jsntQu1qhpkd4d/7M38qsnrM6oIe1hOk1TOodw0frM5hzci/UzfksljlmHG4PXp8fk07T0V1pfTR66D0d7tgsBCw9TlEmoA+TLrc1x8OsF8Tcm78TdGFibi/PgpP/ITRQLEmgVILXLeZHjUG8ADaGPJfKtDI2pweFQoFBGyLLqjMSngyT74Wxc6AyV5TOmeNE+Zw+DM55BaY9Avm7xBiN6SvGnKoJr0tuu3DH1FpAo2v7n0VGRqbDkAMoHUCV00NGsY0F6w6TXmxjdLdILh2bSkqkoemLd0u8+EoeDV6PUOVf/jQc2QhRvWH8zRDZE3TmlnXS54bMDVCwG1CAPgL0ke0XQLEWiODNpjeFaO7wy6HnVDkDRqbjyP1T1Ecnj2rR5ftK9pFsTkKpaLsX9P0lQkA2ydSxARSXOQa/SoOxOE0ygALQN6IfPx7+kTJnKRG6Y9RuOkZmDklg5f5CftqZxznD5Z3G9qCo0smu3HIWrEvH4fJx/sgkpvSNJTGinYP0bY2zQlimbnxD/HvwbOg3I7RemTFKfMUNqD0W27/23247FGXAH++IIEvicBjzN7GxotEH309qLu01Vc5ikWkxeeV2NqWXsnBTJmqlgqsndGd4agRxYRJ/f50Rr1tYhm//VAQfx90MSSOBsDrjb2Cjt6nBXiaceja9LWyS4wbDmOvFmGzpGlxGRqZTIwdQ2hmn28svu/O55/NtNcc2HS7hvbWH+XzOBEZ0a8GLRO42WDBLqPiDsGD78yOY/bYoxZFaVDVEaTq8OwOs+bXHNr8L428VO2PGtnMQAcSCb8ndsO/H2mOHV0FMP5G+LAdRZDqCA7+KdPrYAY2fWw+P38P+0gNMSBzfBh2rZX+phgSTF01HbwgqlDjN8RiK06DPNMlT+kT2QZWuYnP+Fk7r1rKsntaie7SJocnhvL0qjbOHJcqWxm1MUaWTuUt28f2OWte49WnF9Ig28ulNE0jqKkGUqmL4da6Yj6tJXwNrUuD6nyCiW/Pu5/OK6z+7VPwbhDvIH+/AlV+ITQZlnQCttQCW/B32fV977PAqsat+9bfyXCrTbPLK7dz4wWZ25lTUHFt1oIiTekfzn0tHdP4gSnk2fHxBoOPVwd+g30w499Xm6wi6nZD2O3xxfa09csY62LoALv8cek0LHJMyMjJdAnlUtzMFlU4e/HJH0HGnx8c/Fm+nsNLZvBta8+Hrm2uDJ3X57s7AIEhTcNlgxXPS1218HSqym3e/lpC/MzB4Uk3Rfti+sHbhKCPTnhxYCokjRMpvMzlcfhin10n3sB6t3q267C3WkmJxt+kzmoozPBFDSVrtorIeBpWeHuE92Ji7oZ17Js2soYnsyC5n/aHiju5Kl+dQoTUgeFJNerGNTzZm4vFK/80cd5SlBwZPqik/AuteFSU9zaEyF766KXgO9Hng6zlgrfc7zd8dGDyppugAbP9MnktlmoXf72fZ7vyA4Ek1aw8V82dWWft3qjn4vLDjc2m78P0/ibVnc6k4AkvuCp7nvG747g6RHS4jI9PlkAMo7Ux6cRVOj/Ti8FBhFaXNdYKwlUDxQek2j0OkDjcHewns+jJ0+65vm3e/5uJxwR/vhm7f+oGoJZeRaU+shZC9FVLGtujy3cW70at0xLeh/kmVW0FmhZpuYR1bvlONIywZlduBriIn5DmDogdxqCyNvKq8duyZNMNSwukVY+LV5SE+T2VaBZ/Pz6ebQgv2LtqcRbG1izgibV8Yum3bZ2Br5lxWVQj2Uuk2a0Hg3OhxiczRUGz9QNxPRqaJlNpcfLox9Nj9cH06Vc7OMf9IUlUo/u5DsekdMW6agzUfHOXSbRU5Yo0uIyPT5ZADKO2M1+dvsN1Hw+1BhNjdrb1hMyczv7/hXSlfW+9u+xt+hs8jzpGRaU+qrQ2TR7fo8p1FO+ke1h0lbVcasr9Egx8F3TpYQLYalzkOv1KNsSh0QKJfRF/0aj2rs1e1Y8+kUSgUnD8imQ1pxWxMk7NQ2go/ftwNZJh4fX78XeUz3tvIXNbcH7Ox+d5f74byXCrTivj84GlgDev1+YP+BDsdDa2JfW6aPSYazeLqItl0MjIyAcgBlHamV4wJtVL6JSo5wkCkoZnuOYYoCE+RblOqReVCWVIAAQAASURBVK1zs+4XAf3ODN1e3964tVHrYOQ1oduHXizU0mVk2pO93wvtk1DCjw1Q5bFxuPwwPcJ7tH6/6rC3RItB7SPW2DnS8v1KFY6wRIyFB0Keo1aqGRw9mNVH1uDydnzWwegekfSINvLSL/vxd/o3geMTlVLJJWNCW3mfMyyRKFMXcbAYdknotkHnN//zxBQnbFWl0EeAKab2e7UWRl4d+l5DLgJjTOh2GZl6RBq1zB4ZWjfnkjGpmPWdWFrRGC3+7kMx6lqxBm0OYYnCCUvyeVHyelVGposiB1DamRizjvvP6B90XKmA52YPJT68mQJcYYlw7n9Bytnj1CcDF1RNQWeB0/4p/lufgecKS8W2JmU0JI8JPm5JgLF/a5plo4xMa+GyCfvi1JYJwO4u2o3X76NneM9W7lggu4q0pFo8hIjPdgjOsGSMxWkN7vqNjh9NldvK+tx17dgzaZQKBRePTmXj4RJW7pfLG9qKgYlhjOsRLEYeY9Zyw8m90Kq7yNIkug/0lhBINkQKQXatsXn3s8TDWS9It816CcwJgceSRkGyRNmhOR7G3iTPpTLNQqVUcN7IZFIigwMGAxIsTOzdyYMFKg2MvQEsicFtSaNalmFqiofTnpJum/k8hIUOFsvIyBy/dOJQcdfEqFNz6dhUhiSH89/lB8guszM0OZw7p/elR4ypZTftNhFuXgWrXhCOPOGpMOU+YW8YareqIaL7iPtteB0O/AL6cJh0h1D4b25ApiVYEuHSj2DfT8JdwOMQuwajrm6+a4GMzLFy8FfxN9h9Yosu3164jThjHOHa8FbuWC1eP+wu0nJyir3NntESHBHJRGRuwFCaiT26l+Q5kboI+kX254dDPzA5eTIqRcdOSyO7RTAwwcJzP+7l5L6xqDpTRKqLEB+m579XjGT53gI+WJeOw+1l1tBELhvXjdSoZgYVOjPmODj/f3BoBWx4DVxW4fYx7iaI7NH8+6m0MGAW3PAL/P5vKE0TWaZTHhBWx6p6Yyesei79sc5ceiGMukaeS2VaRHKEgc9vnsjXW4/w1dZslEoFl4/rxllDE0gMPw7csyK6wQ3L4M+PYecXYkyNuVGMqzCJwEpj6C0w+HxhO776JSg9LBwjp9wHUX1ALQcpZWS6Igr/CZKnbLVaGT16NFu2bMFs7hy+7BV2Nw6PF7NOjVHbCi8NripwWkGtB0MrvKx5nMLfXqU5Zutit9tOoS2fInsRChTEGGKINcSj1h7NuPF6wJonBLl8PrHTZk4AZ4Wo+zZEBS8OZboEnXFsBvDljXDkDzh3frMv9fp93LPiHobGDGFKypQ26JwgrUzNbb/EcfPwMnpFdA4NFAD8fpI3L6Cs52SKBswMeVqhvZD3d77P5QOv6HBLYxAuMY99s5NnLxjClePbIeuuE9Je47LY6sTn9xNh1KJRdZHMEymqikUmliFSlNcc672q8sFWKuZmc3zjc3RVUa0mS7WbnjlezLWqxvtT5iijxFFCmbOMCF0EkfpIIvXNL2mUOXY6w5zp9fkpqXKiUCiINmmPL+t3t1MYJthLRPa2MQoM0ce+xrQWinW43tKk0h2f10NhVQ7F9hJcXhcxxlii9VEY9G232SIjI9M6yG+kHUiYQUMYrRid1prEV2uh1onF1TFitRWzMnsVT236P2weGwBmjZmnJzzOpKRJGFU6OLwKvpoDjjJxkcYIZ80TZUP6sGPug4xMi3Dbxe7toPNbdPmB0v1Y3Vb6RPRp3X7VY2eRFpXCT0onEZCtQaHAGZGCKX9vgwGUWEMsw2KH8/WBrxkdN4pI/bEFbI+V3rFmpvSNYd7SfZw1JJFI0zG+8MqEJNrcRfROGsPUSuUN5Vnw5RzIrFPy1mMKXPB6aD00EBsr6avhuzvBWSmO6SyiBLjP6aAL/SKeV5XHY2seY2Pexppjo+NH89zk50g0t2DXXua4R6VUEGtpZsl5Z8BeBju/hGWPivkdRFDzoveg2yTQHMPPZI4FYpt0qsfjZGfhdv6++kGK7MI9S6PUcOvgv3Fxv4uIqF+OJyMj06nowts9Mp2F9MoMHlr3RE3wBMDqtnLv6oc4UpkNpRnw2WW1wRMAtw2+vR0K9rR/h2VkqjmwTOwo9WhZ9sjWgq2EaS0ktPFLxl+FOlIsHrSqNn1Mi7CHd0dffgRV9UtbCKamTEGlUPHOX+/g9Xe8EO7l47rh8vj49897O7orMjICWwl8dXNg8AQgfRV8e2doi2OAkkOw+Lra4AmIf39xPZSkhbys3FnOE2ufCAieAGzJ38Ijax6h1NHAM2VkOht5O+CHe2uDJyDGzScXi+BkO5FrzeGm326vCZ4AuH1uXv3rTTbl/dFu/ZCRkWkZcgBFpk2xO8p4e+f7km1+/Hyw52OcRzaFtmdc+Tw4KtqwhzIyDbBjEUT3hfDQzgOh8Pp9/JG3mb6RfdvUvtjnh+0FWnpHtLXFeMtwRKYACkz5DQciDGoD5/Q+m32l+/hw1wf4O9j+McKo5bKxqSz8I4t1h4oav0BGpq2pKoSMtdJtactFmY4UbjuseUW6ze+HNS8HvlDWocRRwvrc9ZJtm/M3ywEUmeMHexmseE66zeeBrR80wZa4dfg98zccXodk2/ydb1Ncmd0u/ZCRkWkZcgBFpk2xuapIr8wM2Z5WmR5yEgGg5GDIhZ2MTJtiKxEZKD2ntujyA6X7KXOWMTBqYCt3LJCMCjUVLlWnDaB4NUacljjM+bsaPbebpRsze57Fmuw1/HfrfCpdHRs8PXVgPAMTLDzwxQ6szk5WHiVz4uEob7jdGWK8uGxQvD/0dcX7xTkSWN3WBh9Z6W44s0xGptPgtotMrFDk7wKvs126srvsQMi2rIos3O0UyJGRkWkZcgBFpk0xas30DZd23wDoH9EHg7oB14W4gc23epSRaQ12fgl+L/Q6pUWXr8tZT4QugiRz87NXmsO2fB1qpZ/uYZ0zgAJgj+yBqWBfrYhlAwyJHszsvrPZV7qPh1Y/zBf7F5NVmQm0v965UqHg5qm9KbI6eWpJ4wEgGZk2xRDRcHso8UmtCeKHhL4ubnDIeTZM07AGWZhW1iiTOU7QGIVbVSiSRoGqfXRdhjewsdIrohdapSxRKSPTmZEDKDJtikEfzo1D/oZCooRBpVBx1YAr0KaOh1CTxZQHhNCdjEx7s/VDSB7b+EuLBA6vk015mxgSPaQNi3cEm/N09Ax3o+mE+ifV2KN6oPS6MBWF3nWrS5+IPtww9G8MiR7M8szlPLluLn///V7e3PEGa7JXY3W13653fJieqyf0YNHmI/ywI7fdnisjE4QxFvqEcKnqfxYYY6TbNHqYdKdwHKmPQgkn3QUaaQvaKEMUp6SeItl2UtJJRHWw4LOMTJMxhMO0R6XbVFoYcQUo2+e1aHLKVIwhNg/vGnozUZakdumHjIxMy5ADKDJtTjdLKi9PeZ5IXa3lYbQ+mv+d8hKp5mSI6AZXfSUsFasxRMLFH0BMvw7oscwJT86fQmyu74wWXb4xdwMur4shsYNbuWOBOL2wo1BHv0hXmz7nWHEbInEbIrHk7mjyNSa1iendpnP7yNu5pN/F9I/sT2ZFJu/vfJ+/r7yXt3a8SV5V+wQ0pvWPZUKvKB78cgfpRVXt8kwZmSCMkXDOq9DvjNpjCgUMOBtmvdhwsDeyJ1y+EEx1giymGHEssmfIyyxaC4+Nf4zp3aYHbIRMTZ7K3ElzCdfJlqsyxxFxg2D224HZWmFJcM23EJHabt1INKfw/ulvkWKudc4yqA08MvofjIgd3m79kJGRaRkKv9/f/nnRHYDVamX06NFs2bIFszm0XZ9M2+D1uCmsyqHEWYoCBVH6CGJNyShVRzNP/H6ozBUieX6/WNiZE0AlpzF2dTrl2Pz2dti/TCy0lM1L7fDj58l1T6JT6biw74Vt1EHB5jwdj62O5t4xpcSbOnfNdHjGRswFuzl4xj9DZ5w1Aau7ij3Fe9icv5kqTxXn9DqHs3vNQqlo2xQcm8vDY9/sxKJX8/VtJ2HSde3Ppk45LmUEjnKwFgrNE30YmGJDl+/UxeeFyjwxz4K4zpLYpF33ClcFJfYSrG4rZo2ZaEM0Fq2cHdoRyGPzGPF6wHp0HCjVYIwW40DR1vmiwRRWHKHEWYbb5yJKH02sMRaNRi5bl5Hp7HTtFaBMp0Gl1pAQ3p0EukufoFCIXYAwOW1RpoOxlcBfi2HYpc0OngDsLdlHVuURLul3cRt0LpANOXqi9F7ijJ07eAJgj+1DePZWTIX7qYof1OL7mDUmxiaMYWTcCNblrufbg99wuDyNW4bfgq4N69eNWjX3nt6PJ77dxd8/38YbV41GqWz/BbeMDPrwpgVM6qNUCUexFriKhWnDZL0Tma6BSg3hKeKrg4kNSyGWju+HjIxM85BLeGRkZGTqsvldkQXV94zGz5Xgx8M/EGeMo0d46LT41sDnh3XZegZFuzpi46zZuAxRuIxRhB35s1Xup1aqmZJ8Mhf1u4jdxXv4z5aXcbWxg0JKpJHbp/Xhl935/Pvnhm2ZZWRkZGRkZGRkuh5yAEVGRkamGrcdNr4Jvae3aIf3YPkhdhbtYkLihDYXjz1QqqHEoWJwTPvYLh4zCgW2mL5Y8v5C4WnAuryZ9ArvxaX9L+Fw+WFe2/YaXn/bZuOM7h7JVRO68+aqND5cn96mz5KRkZGRkZGRkelcyAEUGRkZmWr+/BhsxTB4drMv9ePni32LiTPG0T+qAavEVmJllgGLxkf3cE+bP6u1qIrti8LrISxne6veN9mczAV9zmdn8U4W7VvUqveWYuaQBM4aksCT3+5iyfacNn+ejIyMjIyMjIxM50AOoMjIyMgAeJyw+iXoOaVFWjyb87awr3Q/U1Omomzj/BOvH37PNDA0zonqOCjfqcars2CPSCE8c1Or37tneE+mp57KLxm/sClvY6vfvy4KhYIrJ3TnpD4x3PP5NpbvzW/T58nIyMjIyMjIyHQO5ACKjIyMDMDm94Uy/7BLm32pzWPjs32f0ieiD73aWPsEYEeBlhKHipFxx0n5Th2q4gdiKElHW9H6FsSj4kcyKHoQC3YuoMDWtkENpULBzVN7MapbBLd8tJVV+wvb9HkyMjIyMjIyMjIdjxxAkZGRkXFUwKrnofepEJ7a7MsX7v2cKpeN07qf2gadC+anNBNxRg+pluOnfKcaW1QPvFoTkelrW/3eChTM6H46Bo2RN7a/idfftr8ftVLJndP7MiQ5jJs+3CwHUWRkZGRkZGRkujhyAEVGRkZm9QvgssKIK5t96aa8TazOXs30btMJ17bAWrSZlDmUrM3WMy7RcVy47wShUGGNH0RY1maUrqpWv71OpePsnmeTWZnBd4eWtPr966NRKbnntH4MTgrjxg82s2JvQZs/U0ZGRkZGRkZGpmPo0ABKfn4+d911F+PGjePkk0/mueeew+mUTknfvXs3F198McOHD+fCCy9k586d7dzbTk5lHmSsg41vwf5lUH5EWLHKyMg0TNFBWP8aDLkITDHNuvSI9Qjv7XyfgVEDGBY7rI06GMiSQyZUChgdf/yV71RjTRiEwu8jIn19m9w/yZzIxMRJ/JD2PWnlh9rkGXWpDqIMSwnnpg838/PO1i9Pkuli2MuhaD9s/RC2fiQ+hxyVHd0rGZmuj60UCvaKst1tn0JJGjitHd0rGRmZ44gOC6D4/X7uuusu7HY7n3zyCf/5z39YsWIFL7/8ctC5NpuNOXPmMGbMGL766itGjhzJzTffjM1ma/+Od0ZKM2DBLHh/Jvx0P3x6MbwxGfL+koMoMjIN4ffD9/eAKbbZzjtlzjJe3vIK4bpwzuxxZpvbFgPYPQq+PWBibKIDo+b4HdtejZGquAFEpa1C4W2bQNDEpAnEG+N5e8c7uNroGXXRqJTcfVpfxvWM4rZPtrJ4c1abP1PmOMVWAmtegvlj4bs74bs7YP5o2PQm2Es7uncyMl0XayH8NhdeGy/m/m9uhf+Ohu2fiVJeGRkZmSbQYQGUtLQ0tm3bxnPPPUffvn0ZM2YMd911F99//33QuT/++CM6nY4HHniA3r178+ijj2Iymfj55587oOedDHsZLLkLig/WO14Kn1wEFbLFpoxMSLYsgPTVMOFWUOuafJnVXcWLW17C7XNxYd/ZaFXatutjHb7eb8LhUXByir1dnteWVCSPROW2E3m49bVQAFQKFbN6zaLEUcyifYvb5Bn1USuV3H5KH6b1j+P+L3bw5spD+OUgtkx9crbB2peDjy9/Ggr3tndvZGROHNJXi3m/Ln4f/HgflKZ3RI9kZGSOQzosgBIbG8s777xDTExgyrzVGpxGt337dkaPHo3iaMG/QqFg1KhRbNu2rT262rmxFUHa79Jt1nyoyG7X7sjIHDcUH4Klj0DfGZA0ssmXWd1VvLj5BUrsJVzc72LCtGFt2MlaShxKFu8zMyHJQaTe1y7PbEs8OgvW+IFEHViO0t022YTR+mimpp7C8qzl7Cjc3ibPqI9SqeCGyT05f0Qyz/20l6e+343XJwdRZI7iqIA1/wndvm4+uOTsWhmZVqequOGxt+lt8B5/wuwyMjLtT4cFUMLCwjj55JNrvvf5fHz88cdMmDAh6NzCwkLi4uICjkVHR5OXl9fm/ez0uBvZibYVt08/ZGSOJzxO+OJ6META2BubfFm5q4J5m+eRbyvgkv6XEGNonmbKsfC/reGoFDC9e9d5uSpPGYPC5yFm79I2e8aouJH0Du/Fu3+9S7mzrM2eUxeFQsGlY1O5/qQefLAunds+2YLd5W2XZ8t0cjxOqGrAYrsyF9qh5ExG5oTD6xIbi6GoyAafu/36IyPTxenfvz8bN27s6G60CZ3GhWfevHns3r2bv//970FtdrsdrTYwRV6r1eJyudqre50XfQRozaHbo3q1W1dkZI4L/H744T7I3w1THgCNsUmXFdqL+L+Nz1FiL+HyAZcRb4xr/KJW4qc0I2uzDZzbx4rpONY+qY9Xa6QiZTSR6WvRlR9pk2coUDCz50z8cNTauP0CGTMGJXDv6f35fV8hF7+xjtzy47/0SuYY0YdB95NDt/c6BbSWduuOjMwJgz4Muk0K3d7nNFDr268/MjJdnDVr1jByZNMzvI8nOkUAZd68eXzwwQfMmzePfv36BbXrdLqgYInL5UKvlz/osCTAlPul2/rPEuKYMjIytWx4Df78UOieRPdp0iWHyw/zzIancfqcXDHwCmINwePK6YUdhVq+2m/itT/DmLcpghc2RfDGtjC+OWBie4EWu6f5UrOb83T8789wxifaGR7X9YLGFUnDcRmjSfxzYZvt/pk0Js7pfQ4Hyvbz5f4v2+QZoRjdPZK55w4mr8LB2f9dw6bDJe36fJlOhlp3VHNJYv2iNcPIq0Glbv9+ych0dbQmmPoAKCXGlyESBswCRXvIwcvInBjExsYGJUB0FTo8gPL000/z/vvvM2/ePM444wzJc+Lj4ykqKgo4VlRUFFTWc0Ki0sDIq2DmPDBGi2MaA0y4DWa9CMaoju2fjExnYvvnQvdkyEVC+6QJbMzbyHObnsOisXDlgKuI1EXUtLm8sDJLz9w1kVz0TSIP/B7D+3+FsTFXT1qZhkNlGtZn63l3RxgProzhom8S+MeKaD7faya9XN2gSZbPDz8cMjJ3bRT9Il2c26fqGH/4TopCSUmf6Wgr84nbFSwi3lp0s6RySso0fk7/mTXZq9vsOVL0iDbxzPlDibfoufytDbyx8hA+WRflxCWyB9ywDJJG1R5LnQB/WwoR3TqsWzIyXZ7o3nD9TxA/pPZYz6li7EV277h+yci0Ax9++CHTpk1j6NChzJ49m82bN7Nx40amTJnChx9+yPjx45k0aRKvv/56wHULFy5k+vTpjBw5kquvvpp9+/bVtNlsNp544gnGjx/P+PHjefzxx3E6RRlq3RIel8vFM888U3PefffdR1lZWYN968x06DbH/PnzWbhwIS+99BJnnnlmyPOGDx/O22+/jd/vR6FQ4Pf72bp1K7fccks79rYTY4qBsTeI6LnbJna2THGgabqriIxMl2f7QmFZ2Pd0GHVto6d7fB4WH/iCZenLGBQ9iDN7nInm6M5VoU3JkkMmfkozUelS0i3Mzek9bPSNdJFg8qKst4nl80OBTcXhcg0HSjR8ssvC+3+FEWf0MDreycAYF90sHsxaHza3kn0lGn4+bORQmZYJSXbO6V2FusPD3W2HyxRNac+TiEpbjTM8ifJu49vkOWMSRlPiKGHBrgUYNUZGxY1uk+dIEW7Q8MhZA1m0OYv/+2kvqw8UMu+i4SRFGNqtDzKdBJUaEofDVV8IJz2FQpTjyhseMjJti1oHqePgmm/BUQ4KJRiiwBDe0T2TkWlTdu/ezfPPP8/8+fPp06cPH374Iffccw/z5s2juLiYb775hvfee4/c3FwefPBBoqOjueSSS1i+fDnz58/n6aefpmfPnnzzzTdcc801LFu2jPDwcB577DH27dvHa6+9hl6v5/777+fll1/mwQcfDHj+Sy+9xM6dO3n77bfR6XT85z//4e677+aDDz4I2bdVq1ahVHbOxW+HBVAOHTrEa6+9xpw5cxg9ejSFhYU1bbGxsRQWFmKxWNDr9Zx55pm8+OKLPPvss1x22WUsXLgQu93OzJkzO6r7nQ+lCsKTO7oXMjKdD78f1rwEvz0lsk4m3N5omm5uVS5v73ibzMpMTu12KqPjR6MA0srUfLnPzO9ZBjRKP2MSnExIchBrbFhXQ6mABJOXBJOXiUkO3D44VKphX4mWrQU6fjpsqne+nz4Rbm4eXkaviBPDFcAaPxitrYSE7V/g1RiwJg5r9WcoUHBa99NweO28vv0N5gy9ibEJ41r9OaFQKRVcPq4bQ5LDeXPlIU5/aSUPnDmAqyZ0R1U/6ibT9TFG12aOysjItB+mGPElI3OCkJ2djUKhICkpiZSUFO655x6mTZuG3+/H4/Hwr3/9iwEDBjB48GCuvfZaFi5cyCWXXMI777zDzTffzLRp0wBqAhvfffcd5557Lj///DPvv/8+o0eLDamnnnqKPXv2BDzbbrfz8ccf8+WXX9K/f38Ann/+ecaPH8++fftC9s3n88kBlPr89ttveL1eXn/99aBUoX379jF58mSee+45Zs+ejdls5s033+TJJ59k0aJF9O/fn7feegujsWnijzIyMicoVUXw3Z2w70cYfjkMv6LB4Inb52FZxlK+PfgtFm0YVw68inhjAptzdXx9wMTWfD0ROi8ze1UxLsGJTt2yMgyNEgZEuxkQLTQ/nB4FxQ4lDo8CrcpPrNGLTtWiWx+/KBSU9DwZhddF8uYPyR9yAWU9JwGtG1hQKZSc3etsfjz8E29sf4N8Wz6zes1C0Y4VrUOTw3n+omF8ujGTJ7/bxWebMnnwzAGc0j8WhVyDLyMjIyMjI9OKTJ48mX79+nHOOecwaNAgTj31VC6++GLS09MxGo0MGDCg5twhQ4bw3nvvASLhYd68ebz00ks17U6nk/T0dDIyMvB6vQwePLimbcyYMYwZMybg2VlZWbjdbi677LKA4z6fj/T0dKZMmSLZN7W68+qBdVjP5syZw5w5c0K2162vAhg2bBhff/11W3dLRkamK+B1w58fwW9Pg88D0x6DbsEW6dV4/B425Gzku0PfUuwoZkz8WAZGTWFlVhg//T979x0eRbUGcPi3fTeb3hsJCb333qsUBURQUUEELNgRFFFEFBu2awMrgkpHEbHQEQSk9xZqgDTSe7J97x9jEpbdDS0QAud9Hp7rnjMzezY3k5n95pzvO+3B+UIlkZ4W7q+bT+MgI4oK/q6tUdoJ9xRlbpHJyKzZA5tSR8jBpXhkniK10SCsGu8KfRuFTEH/2H74aXxZeuJXDmcc4eEGIwjVh1Xo+5THQ61kTKdYutUNZu62szwyZyeNInwY0ymGPg1D0ShvtwiaIAiCIAjXg06nY8mSJezYsYO///6bpUuXsmDBAiZOnOgUqLDZbKUPc6xWK6+88grt2rVz2MbT05O0tLTLem+rVbq/nT9/vtPkh4CAALdjW7p0KSEhIVf7ka+rmze0IwiCcKXykuHgEtjxLeQmQGw3aDlKyrB/ETt2kguS2XF+B5sSN5FlyCVA25YgzWh+P+HP+5lqlHJoFGTk7loFRHtbRIL+G0EmIzumA0avEPziNxO79l1yYjqQXb0dlgpc7iBHTseIjkR6VWPVmZVM3jKZdmHt6BHVg+o+1anomS/u1AjyZMqd9TmYlMsfB1J4buE+fHQq+jUKpVf9ENrEBKDXiEu1IAiCIAhXZ+/evWzbto2xY8fStm1bxo8fT/v27VEqleTl5ZGYmEhkZCQABw8eLF1qExMTw/nz54mOLkuyPGnSJHr27EmbNm1QKBTExcWVzjpZu3YtM2bMcJj0UK1aNRQKBTk5OdSrVw+AzMxMXn31VSZNmsSJEydcjm337t3069fvRv2Irshtc1dm/6/cRUFBQSWPRBBuH3q9/pJLEq7q3LSakRWlI8tLQp59GnnaYRSJ21CkHcYuV2Gt1g5Lm+ew+0Zjx05xfiZ5pjzOF2ZxKi+TkzlZHM/JJqNYjdEShsX2GJnFIRisCtRyG7E+Ju6umUf9AAPa/5bpWMQEkRsq17c6+Q1D8T1/AN/4Lfif/Jti73AK/GMp9g7HqA/CrPXBotZfU+nJMG0oD9V+iAOZB9mbvoctyf8SoPWnrm89qntHE+oRir/WHy+VNwrZ9ZsVUitAw7hu1UnJNbDldDbrj6ayYEcCChnUDvGkXqgnNQI9qOanI8RbQ4Beja9OiUYpv6plP5c6N8U1UxAqhzg3BeHmczn3szczrVbLjBkzCAwMpF27duzcuZOioqLSSjivvfYakyZNIj4+np9++ok33ngDgEceeYRXX32V6tWr07x5cxYtWsSKFSt4/PHH8fT0ZNCgQbz99tu88cYbyGQy/ve//9G5c2eH9/b09GTo0KFMnTqVN998k4CAAN59912Sk5OJjIykqKjI5dhKgjg3I5ndXl4hzVvH+fPn6dKlS2UPQxBuK7t378bT07PcbS733OwfXczH7XMvuV1SoZwiuwyZn5zxRS+z31rvsscLECE7j5LbI3FrVSEDVJfYphAZKfIKCHAoyrlByreD8drf4nLZdb6g0l729rL0k6g3z7ysbS91boprpiBUDnFuCsLN53LuZ292v/32GzNnziQ5OZnw8HCeffZZAgMDGTFiBC+//DIzZszAw8ODxx57jIceeqh0vx9//JE5c+aQkZFBzZo1efHFF0uX9BQUFPD222+zevVqVCoV/fr14+WXX0atVlOnTp3S8sjFxcVMnz6dFStWYDabadWqFZMnT6ZatWpux9a/f/9K+TldjtsmgGKz2UhLS6vyEURBqEou53wT56Yg3HiXOt/EeSkIlUOcm4Jw87lVz7ft27czYsQIp9yjQvlumyU8crmc0NDQyh6GIAgXEeemINx8xHkpCDcncW4KgiBUrpuzuLIgCIIgCIIgCIIgCMJN5LZZwiMIgiAIgiAIgiAIgnC1xAwUQRAEQRAEQRAEQRCESxABFEEQBEEQBEEQBEEQhEsQARRBEARBEARBEARBEIRLEAEUQRAEQRAEQRAEQRCESxABFEEQBEEQBEEQBEEQhEu4bQIodrudgoICRNEhQbi5iHNTEG4+4rwUhJuTODcFQbiZ2e125s2bV9nDuK5umwBKYWEhLVq0oLCwsLKHIgjCBcS5KQg3H3FeCsLNSZybgiDczHbu3Mmbb75Z2cO4rpSVPQBBEARBEARBEARBENzLLTKRUWAiz2DGW6ciUK/Gx0Nd2cNycDvMjqsyM1CWLl1KnTp1nP7VrVu3socmCIIgCIIgCIIgCNdFck4xTy/YS4+PN3L3zH/p8dFGnlmwl+Sc4uv2nj/++CPdunWjUaNGDB48mF27dgFw/Phxhg8fTuPGjbnjjjtKl+wkJiYyYsQIAOrUqcP27dsB6Xt83759ady4MYMHD2bnzp2l77F161YGDhxIo0aN6NGjBwsXLiztO3nyJKNHj6ZZs2Y0atSIBx54gFOnTl23z3u5qkwApV+/fmzevLn034YNG4iOji79P0kQBEEQBEEQBEEQbiW5RSYm/nKATScyHNr/OZHBy78cILfIVOHveeTIEd5//31ef/11VqxYQcuWLXn++ecpKiri0UcfpUWLFixfvpyJEycyc+ZMli1bRlhYGJ9//jkAmzdvplmzZixdupRp06bx+OOPs2zZMtq3b89jjz1GamoqVquV559/nj59+rBixQqee+453njjDU6ePInNZuOJJ54gIiKC3377jYULF2K1Wvnggw8q/LNeqSqzhEer1aLVaktff/3119jtdiZMmFCJoxIEQRAEQRAEQRCE6yOjwOQUPCnxz4kMMgpMFb6UJykpCZlMRnh4OJGRkTz//PN069aN5cuXExAQwPPPPw9A9erVSUpK4scff2TQoEH4+PgAEBQUBMBPP/3E8OHDGTRoEAATJkxg586dzJ07l9GjR5OTk0NgYCCRkZFERkYSHBxMUFAQBoOB+++/nwceeAAPDw8A7r77br777rsK/ZxXo8oEUC6Uk5PDt99+y1tvvYVafXOt+xIEQRAEQRAEQRCEipBnMJfbn3+J/qvRsWNHateuzV133UX9+vXp0aMHQ4cO5Z9//iEuLo5mzZqVbmu1WlEoFC6Pc+rUKZ566imHtqZNm3Lq1Cl8fX0ZNmwYkydPZubMmXTr1o177rmnNAgzbNgwli1bxqFDhzh9+jRHjhwhMDCwwj/rlaqSAZQFCxYQHBxMnz59KnsognDVMoozOF94npPZJwnVhxLtE02oRygymayyhyZUMpPVRHpxOieyT5BrzKVBQAMCPQLx1fhW9tAEQRAEQRDcyjflk2XI4lDGIeQyuXQPowvEQ+VR2UOrsry1qnL7vS7RfzV0Oh1Llixhx44d/P333yxdupQFCxbQrVs32rVrx5QpUy7rOBqNxqnNarVis9kAmDp1Kg8++CBr165l7dq1LFq0iJkzZ9KyZUuGDBmCn58f3bt358477+T06dN8//33Ffo5r0aVC6DY7XaWLFnCmDFjKnsognDVUgpTeH798xzJOlLa5qfx45te31DHv44IotzGjFYjO1J2MG7DOIxWY2l7r+hevNLmFQJ1lR95FwRBEARBuFiOMYf5R+fz1f6vsCNVY5HL5IxvMZ5BNQfhrfGu5BFWTYGeajrXCuQfF8t4OtcKJNCz4ldk7N27l23btjF27Fjatm3L+PHjad++PaGhofz7779ERkaWzjr57bffOHjwIJMnT3b6DhMTE8P+/fvp2bNnadv+/ftp2bIl6enpzJw5k0mTJjF27FjGjh3L6NGjWb9+PTabjbS0NH7//XeUSilksXnz5puiyk+VSSJb4uDBg6SmptK/f//KHoogXJVCUyHv73jfIXgCkG3M5vG1j5NalFpJIxNuBqmFqTy7/lmH4AnAmrNr+P3U79jstkoamSAIgiAIgntxWXF8uf/L0uAJgM1u44NdH3Am70zlDayK8/FQ8949jelcy/EhWudagUy/p/F1KWWs1WqZMWMGS5YsITExkT///JOioiJ69eqFwWBgypQpnDp1io0bN/L2228TEBAASDNXAA4dOoTRaGTkyJHMnTuXZcuWER8fz4cffkhcXBxDhgzBx8eHNWvW8M4773Du3Dl27txJXFwc9evXx9fXl6KiItauXUtiYiJLlixh3rx5mEwVnzD3SlW5GSibNm2iZcuWpWujBKGqyTJksT5hvdu+xPxEQvWhN3hUws3in8R/sNgtLvvmHJ5D/5j+BOuDb/CoBEEQBEEQ3CswFfDdAfcJPuccnsM7Hd9Bq9S63UZwL9xXx+fDmpFRYCLfYMZLqyLQU31dgicA9erV4+2332bmzJm8+eabhIeH88EHH1CnTh2+/fZb3nnnHQYNGoSvry8PPvggjz/+OCCVL+7QoQP3338/H3/8Mf369SMjI4PPPvuM9PR06tWrx/fff0+NGjUAmDlzJu+88w4DBgxAr9czZMgQhg4dilwu56mnnuKNN97AaDRSp04dpkyZwquvvkpqaiohISHX5XNfjioXQDlw4ADNmzev7GEIwlUzWA3lziJIL06/gaMRbjbn8s+57csyZGG1W2/gaAThxjuVXoDFaqdOqFdlD0UQBEG4TEarkbSiNLf95wvPY7KaRADlGvh4XL+AiSsDBw5k4MCBTu0NGjRg3rx5LvdRq9VOeUpGjBjBiBEjXG7fuHFjFi5c6LLv6aef5umnn3Zou+eeey5n6NdVlVvCc+LECWrWrFnZwxCEq+ap8sRT5em2P9Yn9gaORrjZtAlt47avjl8dNArnZFyCcKuwWG30+GgjA77YjM1W+eucBUEQhMvjqfKkWXAzt/2tQ1uLRLLCLaHKBVAyMjLw9hYJiISqK0gXxONNpGluUV5RdIroRMPAhgC0CmlFkEdQZQ5PqGQNAhsQ4uF6WuKEVhPw1/nf4BEJwo1zIq0AAKPFxqn0gkoejSAIgnC5NEoNIxuORCV3rgijU+oYXGswSnmVW/wgCE6q3G/xgQMHKnsIgnBNlAolg2oOomVwSw5kHOBo1lHqB9TnxZYvEuEZgb9WfEG+nYXqQ5ndZzbvbHuHLclbsGMnVB/Ky61epmFAQ5f75BnzSC1KZUX8CvJN+fSM7kmsT+wtG4zLKMogPi+eNWfXoFfp6VO9D2H6MJHd/xZQEkABOJ5aQK0QsYxHEATherFYLaQUprApaRMnc07SPLg5zUOaE+4ZXu5+ecY8UgpTWHlmJYXmQnpF9yLGO4ZIz0jm9JnD1H+nciLnBAD1A+oztd3USx5TEKqKKhdAEYRbQUZRBs/8/QwZxWXlyGYdmsUnXT/BV+2LRiWWadzOqnlV4/3O75NtzMZsM+Ol9iLYw3Xi2DxjHgviFvDFvi9K2xYeW0iToCZ83PVjt/tVVelF6bz0z0vsSt1V2vbdwe94rPFjjKg/Ah+NSDBelSVkFeGpUWKz20nILqrs4QiCINyyLDYL+9L38fiaxzHZpMomS44vwVfjyw99fiDW1/WS8lxjLj8c/oFvD35b2rYgbgEtQ1ryfuf3aRzUmG97f0u+KR8AH40Pflq/6/+BBOEGqXJLeAShqksrSmPatmkOwROQLmQv/vMi54vOV9LIhJuJl8aLKO8oavjWKDcIklyY7BA8KbE/fT+/nfwNq+3WSTprt9tZGb/SIXhS4psD35CQn1AJoxIqUnJOMYGeaoI8NSTnFFf2cARBEG5Z6cXpPPf3c6XBkxI5xhxe3vQy2YZsl/sl5Cc4BE9K7ErdxcozK7Hb7QToAqjuU53qPtVF8ES45YgAiiDcICariaSCJHKMOexJ2+Nym2JLMfF58Td4ZEJV9uuJX932LYhbQKYh02VfliGL+Nx4TmafLDdr/s0koziDeXGus76D9OSsvApXws0vLd+Ir4caHw8VaXnGyh6OIAjCLSulIIU8U57LvqNZR8k2ZJNvyuds3llOZJ8gpTAFi9XCkmNL3B5z/tH5ZBa7vu8QhFuFWMIjCDdAZnEm8+Pm89ORn/im1zflbptndH0xEwRXcow5bvsKzAXY7Y6VTGx2GyeyT/Dq5lc5ln0MgDB9GK+3e53mwc3RqXTXc7jXxGa3UWB2n1g0x5CDzW5DLhPPBqqq9HwjPjoVdrud1HxDZQ9HEAThllVkKX+ZZLGlmPEbxrM1ZSsgLcX5oNMH5d535JvzsdpvnZmvguCKuMsUhOvMaDFKgZMD31BsKUYpVxKoC3S7fd2AujdwdEJVd0f1O9z2tQ9vj6fasWR2ckEyD698uDR4ApBSmMLYtWM5nXv6uo2zInipvegQ3sFtf9+YviLDfxWXWWDEW6vEW6cis8B06R0EQRCEqxLlFYUMmcs+b7U35wvPlwZPQMp98u6Od+kW1c3tMTuGd8RLLZJ/C7c2EUARhOssvTiduUfnlr5eHLeYcc3Hudy2f0x//DRirahw+RoENCDWxznRm1qu5ulmT6NX6Uvb7HY7q86sotBc6LS9HTsz9s2gwHTzlo71UHnwRJMn0CmdZ8lEeUXRNLjpjR+UUKFyisx461R4aVVkF4oAiiAIwvXir/Xn/rr3u+x7vsXzzI+b79QenxePl9qLKK8opz6dUsfjTR7HQ+VR4WMVhJuJCKAIwnVWYC7AaC1by//rqV+x2q183v1z6vjVASBIF8T4FuN5rvlzt2zpWeH6CNGH8HWvrxlRfwQeSg/kMjmdIjqx8M6FVPeq7rCtyWpi5/mdbo91JPMIReabu/JJNa9qLOi/gK6RXZHL5OiUOh6o+wDf9v6WUH1oZQ9PuAZmq418owVPjRIvrZJ8owWzVeS0EQRBuB481Z480fgJXm/3eun1s6ZvTWb0mEGwLpgd53e43G/a1mnM7DmTB+o+gE6pQy6T0zWyKwv6L6CaV7Ub+RGEW0D37t1ZunTpNR0jMTGROnXqkJiYWEGjKp+Y6ywI15lOqUOGDDtluSim/DuFliEtGd9yPGH6MJRyJeH6cORyEdMUrlyoPpTnmz/PiPojsGNHr9K7nEKrlCuJ9o5mS/IWl8cJ0YegVqiv93CviVKupIZvDd7t9C755nzkyPHT+t304xYuLbfYDICnRln61zKv2EyApyjrLgiCcD346/y5p9Y9dInsgtVuRSVXEaALYGX8Srf7GK1G1Ao141uOZ1TDUdiw4aXycloyLAiX4+eff8bDo2rNWhIBFEG4zvy1/nSJ7MKGxA0O7btSd5GyNYUf+/5YbplaQbgcKoWKEH1Iudso5AqG1B7CgrgFDgG9Eo83fhxfre91GmHF8lR7ipu1W0xJAEWvKbs1yS4SARRBEITrSSaTOc1+bhTYCJ1SR7HFuZz8sLrDCNIGoVQoL3nfIVSw4mwoTAdDHmh9QB8Iuqq99N/f37+yh3DFxONuQbjOvNRevNr2VRoFNnJoD9WHMrPHTLfBkwJTAefyzrEndQ9xWXFVptSscHOL8Izg/c7vo5aXzdiQy+SMaTSGZsHNKnFkl89gMZCUn8TetL0cyjjE+cLzWG0i639Vd2EApSSIkmcwV+aQBEEQbnmZxZmcyD7BntQ9xOfGk2vMJUQfwre9v8Vb7e2wbY+oHgyrOwylQjyDv+Fyk2DJKPiiFXzXA75oCT+Pltqvg3HjxjFx4kSHtvHjx/Pqq6+SkpLCE088QZMmTejevTtffPEFVqt0H7Z06VLuv/9+nnrqKVq0aMHy5cuJi4vj/vvvp0mTJnTq1Ikvvvii9JgXLuGxWCx8/PHHdOzYkRYtWvDss8+SnZ0NgNFo5IMPPqBLly40bdqUJ554gpSUFJdjz83N5bXXXqN9+/a0aNGCF198kdzcXAC2b99O9+7def3112nRogXffFN+dVRXxG+/INwAofpQPu/+OelF6ZzLP0eIRwhh+jCC9a6DJxnFGXyx9wuWnlhaOlMg0iuSz7t9Tk2/mjdy6MItxkPlQbeobiwftJz43HiMNiO1fGvhr/WvEjM6cow5LD+5nE/3fIrJJiUZ9dX48mGXD2kW3Ews5anC8koCKGpFaVtJUEUQBEGoeIn5iYzbMI64rLjSti6RXXit3Ws0DGjIzwN+JjE/kRxDDjG+MQRqA6vMTNVbSnE2/PY0nF7v2H5qHSx/BobMqvCZKP379+eVV17BbDajUqkwmUz8/ffffP755zz99NPUrVuXX3/9lfT0dKZMmYJMJuOpp54CYO/evTzxxBO88MIL+Pn5MXLkSFq0aMEHH3xAfHw8zz77LI0aNaJLly4O7/npp5+ybNky3nnnHcLDw3n99dd5/fXX+eyzz3j99dfZs2cP06dPx9fXlw8//JAnn3ySX375xWnsTz/9NMXFxXz11VcATJ06lZdffpkvv/wSgKSkJEwmE0uXLkWlUl3xz0YEUAThBgnQBRCgC7hkmWKL1cLiY4v55YTjH4TE/ERGrx7NwjsXEqYPu55DFW5xGoWGCK8IIrwiKnsoV+xg+kE+2PWBQ1uOMYcn1j7BsoHLiPaOrqSRCdcq32ABQKdWIJdJpTXzRABFEAThusgozuCZ9c9wMuekQ/vGxI3od+mZ0m4KYfowcc95MyhMdw6elDi1Tuqv4ABK586dsdlsbN++nY4dO7J582a0Wi1yuZzk5GSWLFmCXC4nNjaWiRMnMmnSpNIAikwmY+zYsWi1WkAKWPTo0YOIiAiqVavG7NmziYyMdHg/u93O4sWLmThxIp07dwbgjTfeYMWKFeTm5vLbb7/x7bff0rZtWwA+/PBDunbtypYtW4iJiSk9TlxcHDt27GDlypWl7R988AH9+vXj9OnTpduNGTOG6Oiru2cUS3gE4RrkGnJJLUwl15hbYcdMN6Tz05GfXPZlGbI4mX3SZZ8guGKz20gvSietKA2jxXjpHW5iOYYcvtj3hcs+i83CH6f+uMEjEipSvsGCDNCqFGiUcuSysqCKIAiCcGlF5iLSCtPILM685LbpRelOwZMSK8+svKxjCDeIIe/a+q+CWq2mZ8+erF69GoDVq1dzxx13cOrUKXJycmjRogXNmjWjWbNmjBs3jpycnNLlNgEBAaXBE4DHH3+cL7/8ko4dO/LKK69gMpkICnLMu5OdnU1OTg4NGjQobatZsybPPPMMZ86cwWaz0aRJk9I+X19fYmJiOHXqlMNxTp8+jbe3t0NQpUaNGvj4+DgEUC4O4FwJMQNFEK5CrjGXwxmH+WLfFyTkJxDrE8vTzZ6mrn9dl9VProTJYqLAXOC2/0zeGTrR6ZreQ7g9pBam8sfpP1h8bDFGq5HuUd0Z2WAk1byqIfvvCX9VYrQaScx3X6IuLjsOi82CUi4ubVVRgdHsMPvEQ60UARRBEITLYLKaOJt3lhn7ZrA7dTd+Wj9GNRxFp4hOBOgCXO6TUZzh9ng2u40iS9H1Gq5wpbTe19Z/lfr168ekSZOYPHky69evZ8aMGRw+fJjY2FhmzpzptL2Xl/QdSKNxTP7+2GOP0bdvX9auXcv69et5+OGHmTZtGkOHDi3dRql0f+928fFKWK1WbDabQ5ta7Xopt9VqLc3TUt4xL4eYgSIIV8hoMfL7qd95fO3jHMw4SI4xhz1pexi1ahTrz63HYr22G36NUoOPxsdtf01fkQNFuLS0ojSe/ftZPtnzCcmFyWQaMllyfAnD/hxGQn5CZQ/vqmiVWmJ9Yt32Nw5sLIInVViBwYLHBflPPNQK8kUSWUEQhEs6lnWMe/+4l3Xn1pFjzCE+N57XtrzG9B3TyTZku9wnxMN9BR2lTIlepb9ewxWulD4IavRw3Vejh9R/HbRv3x6r1crs2bPRarW0bNmSmJgYkpOT8ff3Jzo6mujoaBITE/nss89cPpwzGo289dZbqNVqHnnkEX766SfuvfdeVq1a5bCdt7c3fn5+xMWV5eM5evQonTt3JjIyEqVSyb59+0r7srOzOXv2rMNME4CYmBjy8vIcZpucPHmSgoICp22vlgigCMIVyijO4JM9n7jse2/He6QXp1/T8YN0QTza6FGXfSEeIcT4VMzJL9zaDmce5kjmEaf2PFMe3x/6vkou5/HR+PBs82dd9mkVWvrE9LnBIxIqUr7Rgk5VFkDRqRViBoogCMIlZBuyeWvbW1hszn8vV5xZ4baKY6AukIYBDV32Daw5kEBdYIWOU7gGOj8Y8LlzEKVGD6n9OpUyViqV9O7dm6+++oo+ffogk8no2LEjERERvPjiixw7doxdu3bx2muvodPpUCgUTsfQaDTs2bOHadOmcfr0aQ4ePMiuXbuoX7++07bDhw/n008/Zdu2bZw4cYK3336bpk2b4unpydChQ5k2bRrbt28nLi6OF198kdDQUDp06OD4I6lRg86dOzNx4kQOHDjAgQMHmDhxIq1ataJ27doV8nMRARRBuELpxekYra6/fBaYC8gyZl3T8RVyBXfWuJMxDcegkpdlhq7nX49ZvWcRqg+9puMLtz6rzcpvJ39z27/23FpyjDk3bkAVqK5/Xd7q8BZeqrKlchGeEcy6Y5ZIdFfFFRgsaC8MoKgUFBpFAEUQBKE8+aZ8jmQ5PzApsT1lu8t2f50/H3X9iLZhbUvb5DI5g2oO4qmmT6FT6ip8rMI18ImQqu08vRPGrJP+d8gsqf066t+/P0VFRfTv3x8AhULBl19+ic1m49577+WZZ56hS5cuTJ482e0x/ve//1FcXMyQIUMYPXo0LVu25Mknn3Ta7rHHHqN37948//zzDBs2jNDQUKZNmwbAxIkTad++Pc8++yzDhg1Do9EwZ84cl0t2pk+fTrVq1Rg5ciSjR4+mVq1azJgxo4J+IiCz2+32CjvaTaygoIAWLVqwe/duPD1v/lKdws3rUMYhhv05zG3/kruWUNe//Eo7l8NgMZBRnEGuMRetUouf1g9/rf81H/dmI87Nimez25i8ZTK/n/rdZX+IRwgL+i8gyOP6TPm83ixWC+nF6WQbs1HIFPhp/Qj2cF0SXLg6lXFePjlvN4lZxUzqVw+A6SvjCPbS8M2Iljfk/QWhKhDXTOFiifmJ9P+1Pza7zWX/lLZTGFpnqMs+kPL6ZRmyKDQX4q32JkAXIJbvCEI5xGJxQbhCgbpAfDW+Lp/gh+pDKyzIoVVqifSKJNLr6rNEC7cnuUzO0NpD3QZQhtQeUqWDcUqFkjDPMMI8xYyTW4mrGSgFYgaKIAhCuXw1vnSO6MyGxA1OfTJktA5rXe7+PhqfcnPvCYLgSCzhEYTLZLVZOV94HpPVxKzes2gW1Myhv01oG2b2mInRYiS1MNXtk4ALpRelk5CfwPnC89ecfFa4vRWZi0guSCYhP4FsQzYx3jHcU+sep+1q+9ZmcM3BGKwGkguSScxPJNdQcWW4r1auMZfE/ESSCpIoNBVW9nCESlBosqJVld2WaFUiB4ogCMKleKo9ebHViwRonavtvNz6ZQK1gdjtdtKK0krvOa02q4sjVZw8Y550Tc9PosDkvrLkxUrui1MKUzBbRRJx4eYkZqAIwmXIKM5g2cllzDk8h1xjLiEeIYxtMpZHGz/KwmMLGVFvBKdyT/Ho6kfJNGTir/Xn0UaP0jemr8vycbnGXLYmb+V/u/9HcmEynipPHqj3APfXub/KLqsQKk9SfhKf7/2cVWdWYbFbaBDQgFfavMIzzZ5hYM2BLIpbRJGliAE1BtA0uClF5iLe2/we6xPWY7VbaRbUjEltJlHTtyYqherSb1iBLDYLp3JO8d6O99iVugu5TE7XyK680PIFor2jb+hYhMpVYLQQoC9by6xTyUUOFEEQhMsQ5R3F/P7z2ZK0hY2JGwn2CObeOvcS4RmByWZi9cnVzNg3g9SiVHw0Pjxc/2HurnV3hSeKtdqsxOfGM33ndLalbEOGjE4RnZjQagLVvau7rNICUsBlV+ouPtz1IQn5CXgoPbi3zr0Mrz9cLNEVbjoiB4ogXEK+KZ8Pd33I0hNLnfpeaPEC99S6hzmH5/DtwW+d+kfUH8FTTZ/CQ+VR2ma1WVl+ajlT/p3itH33qO680f4NfDW+FfoZbmbi3Lw25wvPM3LlSJIKkhzalTIlC+5cQF3/ulhtVmzYUMlVJBck89BfDzlVi1LL1Sy+azE1fGvcyOFzJvcMQ38fisFqcGj31/ozv/98Ijyvb3I0wbXKOC87TV9Psyg/hrWOAmDJ7gT+PZnJtlfclG4UhNuQuGYKl2K2mlHIFchlcsxWM/Pi5vHRro+ctru75t282PJFvDReLo5ydc7lnWPo70MpshQ5tHurvVl852IivJyv6Xa7ndVnVzNh4wSnvjZhbXi/8/tVetmxcOsRS3gE4RKyDFn8euJXAJoENaFnVM/SJLFf7v+SLEMWcw7Pcbnv/KPzyTRkOrSlF6fz8e6PXW6//tx6MoozKm7wwi1vX9o+p+AJgMVu4dPdn5JvykchV5RWdNqctNllqW2TzcQ3B76hyFzk1He9GC1GZh+a7RQ8Aem8W3d2HbdJjF8AikxWNMqy2xJRhUcQBOHKqRQq5DLpb2l6cToz9810ud2yk8uuuXLkhUxWE/Pj5jsFTwDyTHn8fvp3l0uH0orS+GDnBy6PuT1lO6mFqRU2RkGoCFVqCY/JZOLdd9/ljz/+QKVSMWTIEMaNG+d2OphQdeUYckgsSOT3U79TbCmmX2w/avrWrJSa9MkFybQKbcXIBiPZk7aH5IJkekX34qmmT/H53s/JMmRhtrlep2mxW8gyZFHNq1ppW74pv9wSsiezT1LTt2ZFfwzhFmS321l7dq3b/l2puygyF+Gllp4uGS1G/k742+3221O2U2AucJgxBZBtyOZc/jl+P/U7ZpuZu2LvIsYnBhkyzuaf5Y9Tf2Cz27irxl1Ee0e7XLbmSp4pj60pW932b0jcwJDaQ5zGI9yaikxWhySyGqWCQpMFu90urvOCIAiXcL7wPPvT97MhYQNh+jD6x/bHYDFQbCl2ub0dO0kFSRW2XDbflM+/Sf+67d+UuIkH6j6At8bbob3QXEhqkfsgyZHMI9QLqFchYxSEilClAihvvfUW27dvZ9asWRQWFjJu3DjCw8O5//77K3toQgXKNmQzc/9MFsYtLG379eSvtAxpyfTO02/4Wkh/jT9Dag/hub+fcwiUeKm8eK/ze+iUunL31yq0Dq81Ck252/tp/a5+sMJtRSaTEaoPddvvq/UtfQoFoJAryg1C+mn9UMgUDm1Zhiw+3Pkhv58uq+iz9MRSOoR34KF6DzF23djS9p9P/Ez3at15rd1rlxXsVMlV+Gn8SClMcdkfoA1AKa9SlynhKtlsdorNjgEUrUqOzQ5Gi82hXRAEQXCUmJ/IqFWjHK6n3x78lnn95pW7n5eq4pbvqBQqfLW+kOe631/r7zLPmlqhRiFTYLW7Tmwr7ouFm02VWcKTk5PDL7/8wrRp02jcuDHt2rVj1KhR7N+/v7KHJlSwM3lnHIInJXal7mL9ufU3fEq/TqXjrW1vOc0yyTfn8/Huj/FSexHjHeNy30ivSKd1m35aPzqEd3C5vZfKiyivqIoZuHBbGFhzoNu+EfVGOAQylHIl99dxH3Ae2WCk0+yRuKw4h+BJiS3JWzide9opZ8r6hPXsTdt7WWP31foyquEot/0P1XsItULttl+4dRgs0o3zhUt4SoImRabrWy1CEAShKisyF/HJ7k9cPozYnrKdhoENXe4XqAus0IeS3mrvcq/pIxqMcPnQ0UPpQZfILi730Sl1xPrEVtgYBaEiVJlHeyXJslq3Lqtl/thjj1XiiITrwWKzsODoArf9847Oo2d0z6taypNrzCXbkI3RasRL7UWQLqjciiMFpgKyDFmkF6WTZ3IdTj+VcwqLzcLH3T5m9KrRZBnK1pL6anz5rNtnTlV1vNReTG47mUfXPEpifmJpu06pY0bPGaIKj3BFwvRhTG47mbe3vY2dsuBix/CO9Inp47T0oZpXNZ5v/jyf7PnEof2O6nfQIcIxsFdsLmbukblU967Og/UeJMgjCLvdTp4pj3lH5/Fn/J/0jOrJqZxTDvv9ePhH2oS2cZqm60rL0JbcFXuXU5BmbJOxVPepfhk/AeFWUGj8L4Cicg6gFBot+OtFIE0QBMGVbEM2a8+5Xs477+g8ZvacybPrn3VYJuOp8mRGjxmXDKDkGnLJNpbdOwfrglEq3H99bBzUmCebPkmQLghfjS8ymYz0onQMFgO1fGu53KfIUsTQOkOJz40nPi++tF0tVzO1/VRSClPE/YBwU6kyAZSEhAQiIiJYtmwZX331FWazmcGDBzN27Fjk8iozkUa4BKvNSoHZfb34QnMhNrvtio+bkJ/AlC1T2JW6CwC9Ss/YJmMZUGOAy6mB5wvP8872d9iesp1X275a7rENVgN1/euysP9C4rLiiMuKo7ZfbeoH1He7vCLSK5I5d8zhVO4p9qftJ8o7iqZBTQnRh4glC8IV8VR7cmfMnbQJbcPWlK3km/JpH96ecH04/jrnrPV6lZ6ukV2pH1CfPal7MFqNNA9pTpAuCA+lY64Rq91KhGcEd9e6m092f8K5/HMAhOpDea7Zc+xN2+tySVqRpQiL/fKSfwboAnip1UuMaDCCLUlbUMlVdIzsSJAuqDR3i3DrK/5vlolWecESnv9moxSaRCJZQRAEd6x2q9vlL5mGTI5kHmFuv7kczz7O4YzDxPrG0iiwEaH60HLzS53LP8drm19jT9oeQAq6PNX0Ke6MvVNaquOCXqmnaVBTXv/39dIZMdW8qvFWh7fQq/Qu9zHbzEzaNIkJLScgk8k4lnWMQF0gsT6xzDk8h7ti77qCn4ZwvSUmJtKjRw/WrVtHZGTkFe//8ssvA/Dee+9dctvhw4fTunVrnnnmmSt+n+upynxTKyoq4uzZsyxcuJB3332X9PR0pkyZgk6nY9Qo99PFhKpFo9TQN6Yvm5I2uezvVq0bPmqfKzpmWmEaj65+1KFSSaG5kA93fYinypPBtQY7XECyirOYsHEC+9Ol5WG+Gl+3azO91d74aKTxhHmGEeYZRreobpc1rhB9CCH6ENqHt7+izyMIF9Or9ejV+st6QpNcmMywv4Zhspqo7VcbpVzJgrgFGK1G5vWbR6OgRmXHVekZVHMQI1aMwGQzlbafLzzPq1teZVbvWcyPm+/0Hr2iel3Reeqr9cVX61ta3Uq4/RSZpSCJ9oIZKBqxhEcQBOGSPFWe1ParzfHs4y77Sx7ohepD6RzZ+bKOmVqYyphVYxyWBRWYC5i+czpeai8G1BjgMvhyLv8cY9eOdbhnTshPYMzqMSwdsNTlfYqnylOanb1lMn4aP6K8o8g15nIm7wwAr7Yp/0GmcGOFhYWxefNm/P2vrrT0q69e/v+fn3/+OSqV+9UClaXKTN1QKpUUFBTw0Ucf0axZM3r37s0TTzzBokWLKntoQgVrFdrKoWpNCU+VJw83eBiNsuyJd4GpgFxjrttZKUXmIk7mnnRZ5hXgi31fkFaU5tCWXpxeGjwBWHt2LffVuQ+9Ss/AGgMZ3XA0d1S/A7VczYutXiRIJ5bcCNem0FxIrjHXZXm/imS321kRv4JiSzGtw1ozquEoRjUYRd/qfbFjZ8a+GRSYymaAWW1W/or/yyF4UsJmt7Hw2EKnBHT+Wn/uqnkXCrlI+ilcvpIgicbFDJRiEUARBOE2lGfMI8/oJiPrBfx1/rzS5hWHpPElOkd2LjfZvDunck65TfD++d7PSS9OB8ruw+12O8WWYr4/+L3LB45mm5mFxxZitjpXrQzyCGJym8nIkJFtzGZ/+v7S4Enf6n0rpQLnzSrXmEt8bjwH0g8QnxtPrjH3ho9BoVAQFBSEQnF193leXl54eV3eDGNfX1/0etczlypTlZmBEhQUhEajISIiorQtJiaGlBTXJ7dQdYXqQ5nVexbzjs7j15O/YrQa6RHVg7FNxhLpJU0VyyzO5GDGQX468hNFliJ6RfWiT0wfwj3DAWk9aFxWHH8n/I2nytPte2UUZ2CwGhzaLg62/HryVz7t9im9onsxP24+W1O2UtOnJnP7zSVMHyaW3AhXLcuQRVxWHD8c/oFcYy5dIrswoMYAwj3Dr0vZVpPVxJHMIyzov4DTOadZeGwhJquJnlE9WTpgKe9uf5cicxGeaumcKbYUcyD9gNvjHc08ygstXmDlmZXYsdMvph+jG40mwjPC7T6C4EqxyTmJrOaCHCiCIAi3i7TCNLad38aSY0uwY+eeWvfQPrw9IfoQt/vU96/Pj31/5NPdn7IvfR9+Wj8erPcg/ar3cypmcDkOZx5225dlyMJoMbL27FrmHZ2H0Wqkb0xfukZ2LXe/A+kHKLYUu8w/2DS4KT/2/ZGPd33MwcyDBOoCGdVgFL2q93K7XOh2c77wPK//+zr/JpeViu4Q3oGp7adeVZDsUsaNG4darWb69OmlbePHjyczM5OtW7eWLuGpU6cOTz75JPPnz6dZs2Z89dVXbN68menTp3P27Flat25NdHQ0hYWFvPfeew5LeD7//HPOnDmDp6cnv//+OxqNhlGjRvHoo48Czkt4Zs+ezU8//UR2djbNmzdn6tSpVKtWjYKCAt5++202bNhAfn4+kZGRTJgwgZ49e1b4zwWqUAClSZMmGI1G4uPjiYmRKp6cPn3aIaAi3DrCPMN4rvlzDK8/HJASr3qopPwMWYYs3tvxHivPrCzd/lDGIeYencuPfX/ES+3FV/u/Yn7cfEL1oYxuONrt++hVeqcqHxdHujtGdCS5IJnndj5X2nYk8wh/xf/FV72+ok1Ym2v+vMLtJ8eQw4y9M1h8fHFp2+HMw8yLm8fcvnOvS8I0pVzJ2CZj+WDnB2w/v720/WDGQZacWMIX3b9wOB80Sg3R3tHsS9/n8ngRXhG0CGnB8kHLAWm524UzxAThcpUEUNQXBlBKZqCYxQwUQRBuD2lFaTz797MOgYj96fup7VebmT1mug2iJBUmMemfSfSu3pshtYeQb87nr9N/kWfMY1TDUZeV1P1CUd7uK0K+3Opl3tvxHv8k/VPadjDjILnGXCK8IhwSwToc0yvKZd40AA+VB02Dm/J5j88pthSjkCkI1AVel4dJVVGuMdcpeAJSRcSp/05leufppSkFKkr//v155ZVXMJvNqFQqTCYTf//9N5MmTWLr1q0O2/79998sWLAAm81GQkICY8eOZezYsfTp04fff/+dL7/8kkGDBrl8n1WrVvHAAw/w66+/smbNGj744AN69uxZ+n2/xMKFC/niiy+YNm0a9evX5+OPP+a5555j6dKlvP3228THx/P999+j0+n47rvvePXVV+ncuTNqdcUnoa8yS3hiY2Pp2rUrkyZNIi4ujk2bNvHNN98wbNiwyh6acJ2oFKrSPCElwROAc3nnHIInJdKL05lzeA7nC8+X5mXIKs4iVB/qts79A3UfIEjruAQnVB/q8AR9SO0hfLrnU6d9LXYLr25+1WkJkCBcjtSiVIfgSYlcYy6f7vmUQnNhhb+nQq4gMT/RIXhSIjE/keWnljuca2qFmofqP+T2eI81egxfrW/peSqCJ8LVKgmSXLiEpySAUlKhRxAE4Va3PWW7y1kcx7OP80/iPy72kJb6vLv9XRIKEph1aBYTN03krW1vsSdtD7MOzSKjOOOKx9EosFFp0leFTFFafjhAG4C/zt8heFJiyfElDKvr/nvZxcvwXfHR+BCqDyXII0gETy6QZchyCp6U2JK8xaEKaEXp3LkzNpuN7dule8bNmzej1Wpp08b5wfF9991HbGwsNWvWZMmSJTRu3Jgnn3yS2NhYnnvuOZo0aeL2fXx9fZk4cSLR0dGMGTMGX19fDh065LTdokWLGDlyJP369aN69epMmTKFNm3aYDAYaNWqFW+++Sb16tWjevXqjBo1ipycHDIzMyvuB3KBKjMDBeDDDz9k2rRpDBs2DJ1Ox4MPPsjw4cMre1jCDfbH6T/c9p3OOc3GxI10iezCE02eoNhSTJG5iDl95rAifgWzDs0qLfV6R/QdDKwxkJ2pOwnTh+Gv9cdb402wRzBf9vySJ9c+SVpRGkaL0WmZT4nUolSyDdmXLAMnCBf7+9zfbvvWJ6wn15jrNmP91TJYDCw/tdxt/4r4FQytPbR0qRxI2fPf6fgOb2x9A6PVCEgzWV5o8QKxPrGczT1LSmEKduyE6cMI1AWWLgEShMvlagmPTCZDo5RTJKrwCIJwG8gz5rHk+BK3/T8f/5le0c5LWvJMeew4v8PtftvPbyfWN/aKxhLiEcKPfX7kRM4JNAoNheZC/LX+yGVyfjv5m8t9sgxZ7E/fz8RWE/lo90dYbNLfbrVczZR2U6jm7Zzf0OFzGPPIMmSRUpiCj8aHQF2guL/+T74p/5r6r4ZaraZnz56sXr2ajh07snr1au644w6X1W8vXBFy7NgxGjVq5NDftGlTcnNd52uJjIx0yKei1+uxWJyv+/Hx8TRo0KD0dWBgIBMnTgRg0KBBrF27lsWLF3P69GkOH5aCkFbr9XkAU6UCKF5eXrz//vuVPQyhkpVXxlgmk1HdqzotQ1ry9LqnyTRIkUcZMgbXGszSAUtJyE8gwjOCjYkbGfTboNJyq3dE38HE1hMJ8ggixieGH/r+QHpROjnGnBvxsYTbjI0rL8d9rex2e2kA0WW/iz4ZMoI9gvmgywfkm/Kx2W34a/0J8whjQ+IG3t3+bmmAUaPQMKHlBHpH93ZZQlkQ3Ck2W1HKZcjljk8cdSqFSCIrCMJto7x7XHfX7/Ku65c6pjsymQyr3cpHuz4qTRgrQ8bAmgMZUHNAae6zi1msFqK8ovi026dkGbKQIcNH44NWoUVmdz+jJL0onfd2vMfqs6tL28L14czoOYOavjWvePy3Gi91+UlXL9V/tfr168ekSZOYPHky69evZ8aMGS6302jKZhYpFArsdsffjYtfX8hVlR1X2yuV7sMWL730Env37mXgwIEMGzaMoKAg7rvvPrfbX6sqFUARBIC7atzlNkIf7R1NLf9aDPtzmMMSCDt2fjnxC+Ge4dxT6x6GLB9ChsFxSuOqs6sI1YfybPNnUSvUBHsEE+wRTFJ+EhqFpvTp+4VCPEJEcivhqnSv1p0v93/psq9LZBe81Ve2Xvly6FQ67qpxF38nuJ79ckf1OwjycFzSlpifyKOrH8WOHb1Kjxw5GoWGj7t9zOv/vu6wrdFq5O3tb1PLr5YIoAhXpNhsRatyzuivUckpEjlQBEG4DXhrvBlSe4hDJcgLDa412GWeC2+1Ny1CWrA7dbfL/dqGtb3isZwvPM/oVaPJN5fNbLBjZ9nJZYTrw2kX3s5pSYmvxpdWYa0Yu3YsIFXPtGOn0FyIDBlL7lpCHf86Tu9lspqYc3iOQ/AEILkwmTGrxrDwzoXXJUlqVeKv9adDeAe2JG9x6usQ3uGqEgVfjvbt22O1Wpk9ezZarZaWLVuSlOS6smmJWrVqsXu34+/i4cOHqVat/BlIlxIdHU1cXBzdu3cHIDs7m759+zJnzhz++OMPFi9eTOPGjQHYuHEjUH7g5lpUmRwowq3HZDWRWpRKamEqJqtzmVSj1UhCfgIJeQnkm/IxWU0k5Cfgr/VnRvcZ+KgdLyIB2gCeaPwEe9P2us0fMffIXPKMeU7BkxKLjy92WisaqAt0WYNeIVMwrcM0gnVieqFw5UL1odxd826ndm+1N+NajMND5UF6UTqphamXlQ+l5Pw4l3fOoayd1WYlrSiN1MJUii3F1PevT4vgFk77h+nDuLf2vShQkFYobV9oKmRh3MLSp0yF5kLyzfmMbTqWeUfmuR3LnENzyDZkk1qYSmqR6/NbEC5UbLI6LN8poVGKGSiCIFRtGcUZnC88f1kliduFtaOOn3OQIdYnlq7VurrMC+Kj8eHVNq+W5im50Ij6IwjSBTm1X8qRzCPkm/NpHNiYl1q9xLQO03io3kN4q72Ze3QuD9R9gA7hHZjcdjJvtH+DQTUHcX+d+5l/dH7pMQrMBaX3L3bs/HD4B4wWI7mGXM7lnSMxPxGz1Ux6cTqLjznnhAPINGRyJvfMFY//VuOj8WFq+6l0CO/g0F5ShaeiE8iWUCqV9O7dm6+++oo+ffpcVl6ae++9l3379vHNN98QHx/PV199xa5du645p83w4cP54YcfWLt2LfHx8bz++utERkYSGxuLTqdj9erVJCYmsmnTJt58800ATKbrc/8pZqAIlSKpIIl5R+fxx6k/sGGjX0w/Hq7/MBFe0hq6hPwEFh1bxB+n/sBsM9O9WnfurXMvH+36iOPZx+kY2ZHZfWaz4vQKNiZtpFdUL+6qcRfB+uBy/9BmG7Nd1qcvUWwpdsp3olFq6BXdi5q+Nfnu0HecyztH/YD6jGwwkiivKJHkSrgqvlpfnm/+PD2iezDn0Bxyjbl0juzM0NpDUclV/Hj4R+bFzSPflE/7sPY81ewpor2iUSqc/2wn5ify68lfWXZyGUXmItqHt+eJJk/gq/VlybElLDm+BKPFSNeoroxtPJa3Or7FjvM7+OX4LxitRnpF96J/bH8UMgVf7PuCZSeXYbaZ6RXdiztj72Rn6k7O5J0pfb8AbQAJBQluP1tiQSK7zu/izW3SBeyuGnfxYL0HRXljwS2D2V0ARS4CKIIgVEmZxZlsSNjA94e+J6M4g6bBTXmu2XPE+saiVWpd7hOiD2FGjxlsStzEkhNLwA5317qbrtW6ljsLI9IzkgX9F7Dg6AL2pO3BT+vHA3UfoH5A/SuuwANwNu8s73R8h6SCJOYfnU+WIYtmwc14p+M7LDu5jBifGOoF1OOr/V9htBjpXK0zfWL6EJcZ5/aYUV5RnMk7w1f7v2Jbyjb0Kj331LqHHlE93OYaBEgoSKAtVz6L5lYTqg9leufpZBmyyDfl46X2wl/rf92CJyX69+/PokWL6N+//2VtHxERwWeffcb06dP57LPP6NChAz169HC5VOdKDBw4kNTUVN544w0KCgpo3bo1n332GWq1mg8++IDp06fz008/ERkZydixY/nkk084evQoNWrUuKb3dUVmv15zW24yBQUFtGjRgt27d+PpKRIcVqaUghSGrxhOalGqQ3uQLoi5/eZitVl5at1TTmXQvNXevN/5fZ5e/zQWmwW9Ss/cfnMJ0AbgrfZGIZemf68+s5rxG8e7fO8wfRjf9PqGu5bd5bLfW+3NzwN+Jkwf5rK/2FxMsaUYvUovKo5UEHFuSsm/zDYz3ipvckw5TNgwgd1pjtMf1XI1C+5cQG2/2g7tifmJvLDhBY5mHXVo1yl1/Nj3Rx5f87hDdnZPlScL71xItHc0aYVp2LARqAskoziD0atGcy7/nMNxfDQ+TO80nafWPVUafJzQcgKnsk/x66lfXX6ePtX7oFaoHRLWhniE8FPfnwjzdH1uCTeXG31evrbsEJtOpPPu4MYO7W/9eYTYIE8+H9bsuo9BEKoCcc2sGnIMOby34z3+jP/ToV0uk/Nd7+9oFdrqso4BXNZS8X1p+xizagwdIztSy68WBaYCVp9dTePAxkxpNwU/rd8Vjf9o5lE+3fOp05IRpUzJgjsX8MqmVziRc8Khz1PlycweM3l0zaNOy97DPML4tPunjFgxwilY8nn3z3ll0ysOy4Uu9EOfH2ge0vyKxi9UnuPHj2OxWKhfv35p22OPPUajRo145plnKnFkFUcs4RFuKJvdxpqza5yCJyCVId6cuJk9aXtc1pDPN+WzO3U3w+sNL80I/u2Bb1HIFKXBE4BY31gCdYEu339kg5F4qb2I8nJd335MozHlLsnRqXT46/xF8ESoUCVPEZQKJWdyzzgFTwBMNhMf7/qYfKPjDUZcVpxT8ASk2VTfHPiGcc3HObQXmAv47uB3GCwGgvXBhOpDUcqVbEvZ5hQ8Aams8rpz6+hSrUtp21f7vuL+uvejlDnPhlHIFAyoMYA1Z9c4tKcWpbL67OqrSmYn3PqKzVbUYgaKIAi3iPTidKfgCUj3wW9te4vM4kuXV/XV+l5W8CTLkMVb297CaDNyKOMQ5/LOcSz7GGlFaaw9t5bUQud77ksx28wu822EeoZyKOOQU/AEpPuLpSeWckf0HU5941qM44u9X7icabL42GIebvCwy3FEe0c7VAYUbn7nzp3jkUceYcuWLSQlJbFkyRK2bt1Kr169KntoFUYEUIQbKt+Uz8ozK932pxWnserMKqf2fjH9mNFjBnqVvmwmStOn2Zq8ldSiVI5kHil9yr4teRtvdXiLev71Svf3UHrwROMnyDflk1KYwmfdP6N5cFk0W6PQ8HjjxxlQc4BDMEYQbrR159a57fs3+V8KLAUObRcHKi60OWkzNXydpy42DWpKQn4Cc4/MZdbBWcTnxPPnaecbvQvft31Y+9LXWpUWuUzO590/J8QjpLQ92COYdzq9w8/Hf6bYUux0nBXxK65LqT2h6nMXQFGLMsaCIFRBe9P2uu07nXu6Qq+FBaYCsgxZ/NT3J97q8BaxPrH0j+3PL3f9woP1Hiy3xLE7u87vctneJLAJm5I2ud1vQ+IGHqr/kEPelVB9KPUC6jklnS2xKWkT9QPq82ijR9Eoyh5QNg9uzlc9vxKljKuYnj17MnLkSF599VX69OnDTz/9xP/+9z/q1q1b2UOrMCIHinBDKWQKt+s+QSqbdnESrMG1BhPlFcVT655yKJnWtVpXJrWZRL4pn4dXPkyXyC5M6zANq93K5C2TebDeg4xtMhazzQzA76d/Z3PSZmJ8Ynhz25s83fRpXmv7GiabSao3rw0UM0uESldeKTqNQoMMx5w7HkoPt9t7KD2ccv680/Ed0orSuGf5PaXn05m8My6Tz5XQKXV0jOzIz8E/Y8eOn8aPYI9g6srqMrvP7NKktd5qb77e/zXrE9a7PY5CJgKUgjOj2Ypa4aIKj1JBbrG5EkYkCIJw9fRKvds+GbIKfVinkCv4tve3vLL5FY5kHiltV8vVfNTlI/Qq92Nxx0Pl+t7CbDOjU5R/vxCoC2RB/wXkGHMA8NP6YbKa0Cq1FJgLXO73b/K/PN/8eQbXGkyeKQ+dUoe/xh8f7fXN7yFcH2PHjmXs2LGVPYzrRsxAEW4oT7UnD9V7yG1/Hb86DKk9pPS1Wq6me7XufLLnE6d68xsSNpBZnFl6sdiYuJE/Tv1Bp4hOZBRn8OmeT3n272cZv3E84zeOZ0PCBnpG9WRT0iZyjbm8vf1tFsQtoIZPDSI8I0TwRLgp9Ip2P8VxUK1BTqXqBtYc6Hb7ATUG8E/iP6Wv/TR+RHpGOp1Pe1L3cE+te9weZ0jtIUR4RlDHvw51/esSog8pTZ5czasaDQMb0jCwIVHeUXSK7OT2OMPrD8dTLdbsC86KTFbUSueE3GIJjyAIVVHj4MZuHxh0CO+Ar8a3wt5Lr9Tzw6EfHIInIC39fWHjCwR6uF7WXp5Woa2cHtgAbE3eSp+YPm73u6/OfQToAgjRh1DHvw51/OsQ7BFMoDaQATUGuN2vf2x/NEoNkV6R1A+oT4xPjAieCDctEUARbrjGQY3pXq27Q5uPxofX2r5GDd8ahHiE8H7n9wn2CKZNWBs2Jm50e6wFcQsccirMOTIHD6UHL7V6yWnbcH04A2sOZGX8SpRyJf1i+tE6rDUJ+QmkFaVV3AcUhGsQ4hHCU02fcmqP9o5mVINRqBVqh/YwfRgP1H3AaftavrW4u9bdzDo4q7TtkYaP8MuJX5y2bRTYCKPNSO/o3k59TYKaEOkZWZrM7lJahLSgX/V+PN74cT7u+jEfd/2YMY3GMCB2AI2DGl/6AMJtSarC42oGipxiswigCIJQtQRqA3mzw5vO7bpAXm79crmzTa9UjjHHZb4VkGaM7Evbd8XHTC9M57nmzzGgxgA+6vIRH3X5iFfbvEqDwAaEeIRwX537nPapH1CfO2PvRC6Tk2vIJSE/gYT8BPKMeWhVWh6q/xAxPjFO+z3S4BGH5cCCcLMTS3iEGy5QF8iUdlMYXn84S08sJVAXSL/Yfny8+2OmbZsGSGssP+76MakFqfx5xn1uhixDlsMT7aziLJDBoJqDaBPahqUnl5JWlEbz4OYEewQzZcsUZDIZH3f+mPUJ63l186sYrUbC9eG80PIF2oW1u6pyb4JQUbw13jxQ9wG6RnbllxO/kGXIok9MHxoHNiZE73yDEaIPYVTDUfSJ6cOvJ36l0FxI7+q9aRDQAC+VF3P7z+WXY79QYC6gW7VuLtdCe6o92ZywmTGNxtA/tj9rzq7BYrPQJbILNf1qMufgHBoENLis8ftr/Xmk4SO8u+Ndvj7wNQAtQ1oyqfUkp9kzglCi2GwlwNN5FqBGpRABFEEQqhydSkePaj1oMLABy04uI6kgiU6RnWgT2oZwz/AKfS+LzYLJZnLbfzUPCY9lH6NVSCvO5J3h5U0vY7aZqeZVjXEtxvFX/F88XP9hBtYYyC/HpfuLATUHUNe/Lv5af45lHePtbW+zN13KA9MmtA2T2kwixieGmT1mcjDjIGvPrsVL7cXdNe8mTB9GkEfQJUYkCDcPUcZYqFR2u52kgiTu++M+8kx5Dn0ahYYldy3hUMYhXtn8isv9O4R3IMYnhrlH5wLSF7VPun3iUBP9dM5pnt/wPPG5UmWfl1q9xKozq9ifvt/peNM7TadvTN/S5QnC9SfOzfLZbDbk8sufLGi1WV2urbbZbchlcn44/AMf7vrQoa95cHMmtJzAk+uexGa30Tq0NQqZgr3pe8kx5PBt72+pH1C/3PxFJc7lnWPI70OcksjqVXqW3LWEal7VLvuzCJXnRp+X3T7cQP0wbx5qG+3Q/seBZJbvS+bgG85VHQThdiSumVXTlV7Lr0RifiKPrnmUxPxEl/2zes+idVjrKzrmyeyTTNw0kePZx5363u74Np3CO+Gnk0ojl9xfAJzNO8vQ34c63QN4qbxYfNfi0oo67u5VBKEqEEt4hEplx87KMyudgicARquROYfm0Dq0tcsM3AqZggfqPcDyU8sBkMvkvNDyBYfgCUhP9EsSZOqUOkL1oS6DJwAf7/6Y9KL0a/1YglBh3N1wuSsH7O6GpOTmpmu1rgRoA5z6t6dsJ8eYQ54pj7Xn1rLq7CrSitIw2Uz8fFxKHmu328stQ2y2mll0bJHLCjyF5kJ+Of4LFquoqCI4KzZb0bgrYyxmoAiCUMVdr+AJQKRXJM83f95lXz3/eg5lgG0299fwC2Ubs10GTwC+OfCNQ4L6kvsLk9XE3CNzXd4D5JvzWX5qOVabtJ8InghVmQigCJWqyFzE5qTNbvt3pO5AIVfwXe/v6BbZrfSPdF3/unza7VMWxS0iz5RHLd9azOo9i5o+NZ2OEagL5NNun3JPrXuo5lmNUzmn3L5falEqhZbCa/9ggnAd5BpzOZxxmGlbp/HixhdZd3YdqYWpV3SMaO9ovrvjOzqGdyxNENchogNbU7a63WdX6i4S8hKYvGUykzZNYmvyVjKKMpy2yzfnszXZ/XG2Jm91KsMsCCBV4VG5LGOswGKzY7Ze3k2/IAjC7ahFSAs+7PxhabBELVczsMZAPu76MaH6UBLzE/npyE+M3zieL/d9ydm8s5is7pf9lJc35WzeWddBElM+21O2u91vS9IWCs3iHluo+kQOFKFSqeQqAnXus4MHaAMwWU0sObaEMM8wPuryEXbsJBckk5ifyIRWE5jYeiJ6lZ4AnfNT9RKh+lBebv0yOcYcDmUccrudUqZEJVdd02cShOsh15jLj0d+5JsD35S2rT67mlifWL7u9TWh+tDLPlZN35q83fFtck252Ow2fNQ+nM457XZ7f60/a86uKZ3t9Vf8X7QJbcO7nd51WLeslqsJ0AZwghMujxOgC0AtV7vsE25vBrMNtcL1DBSQZqioXPQLgiAI0sPCO2LuoEFgAwwWA0q5kkBdIJ5qT45mHuWRVY+UBi/WnlvLNwe+YWbPmbQKbYVS7vx1sLykrlqF1uU+KrkKf50/8XnxLvcL0AU4JcIXhKpIBFCESqVRahhebzirzqxy2T+q4SgyDZn8dPQnAObHzXfof9z4OI83fhyV4tJBD61SS6gyFJvdhk6pcxk971O9j0h0KdyUUgpTHIInJU7nnmbe0Xk82+zZyzoPSvjr/PHXlf2uP1jvQbdZ/AfVHFSaZ6jE9vPb2Zq8lQE1y8oSeqo9eaTRI2w7v83lcUY2GImHyuOyxyjcHux2OwazFbWbJTwABpMVb60IbguCIJTnwuU6AJnFmUz8Z6LTzA+L3cL4DeP5ZcAvhHmGOR2neUhzlHIlFpvzstu7a97t8qGlt8abB+s9yO7U3S7HNqzusMvKpSYINzvxOEeodDE+MTzT7Bmn9qG1h9IkqAkL4xY69YXrw3mp1Us0CmxEXHYcKQUpTn/ksw3ZnMo5xdHMoyQXJGO2mgEI9ghmZo+ZaBWOf8Rr+9Xm2RbPii94wk3pz9Puq1H9clyq1nMlkvKTOJxxmAPpBziXd45o72jGtRjntN2dsXdis9s4m3fWqW/e0XlkG7Id2ur51+Ph+g87bTum4Rhq+9e+ojEKtweT1YYdLjkDRRAEQbgy2cZstzNC8s35pBWnkW/K52zeWY5mHiUhP4EicxHBHsF80f0Lp1nZTQKbMLrRaJczSXKMORSYCrin1j1OfQ/Xf5jkgmSKzEUV88EEoRKJGShCpSsp29o7ujfbU7ZjsVloE96GIF0QeqXeaaZIbb/aPNf8OT7a9RGnc6VlB14qLya0mkDPqJ54a7w5k3uGl/55iaNZRwEpeexTTZ9iQI0B+Gn9aBrUlGUDl3Eo8xDnC8/TKLAR1byqiTJqwk2rwOQ+d0ixpRg7l1dQzWgxcjjzMK9uebU0Y7+fxo+JrSdyZ+yd9IjqwfaU7ZitZlqFtWJv6l7e3v622/e9OKmsn9aPxxo/xuBag9l+fjsyZLQJa0OANkCUCBdcMpil3yFXSWTVSinRYJFJBFAEQRCulKsZJCU8VZ54qjx5+Z+X+SfpH0Bayj641mDGNh1Lq9BW/D7od/al7yOjOIOmQU2J8Ipwu/TeZrMRlx1H/5j+9Izuyf70/ShkChoHNUYj17Dm7Bp6Rfe6Lp9TEG4kEUARbgqeak881Z5U96nu1Nc7ujdrzq4pff1Ms2d4+Z+XyTfnl7blm/N5/d/XCfYIprZvbR5Z9QgZxWVJLostxXy460P8tH4MqDEApUJJhFcEEV4R1/VzCUJFuaP6Hfx84meXfZ0jO+Ol8rqs4yQVJPH4mscxWA2lbdnGbF7e9DKz75hNy9CWRHuXlZLdm7bXbXCmV3Qvp6pXIAVFvTXexPrGXtaYhNub8b/ZJa6SyIoZKIIgCFfPV+OLj8aHXGOuU98TjZ9g6r9T2Ze+r7TNYrew+PhiFDIF41qOu6J7ZR+ND3dE38Ejqx5BjpxY31jsdjtf7f8KmUzGj31+xEt9efcqgnAzE0t4hApjsVpIyk8ipSAFkNa15xhyyv5o2+1QlAlFl7/UINeYS4OABgysMRCAOn51OJF9wiF4cqFPdn9CWnGaQ/DkQp/v/Zy0orTS1wWmArKKs8rNRC4IN4MavjVoEtiEKK8oRjYYyRONn6BDeAd0Ch3PNn8WvVpPelE65wvOu/19ttls/H7qdwxWAzV9azK64Wgeb/w4LUNaAvDV/q/ILMok15hLtiEbm91Gl8guRHg63zz5a/0ZXGuwy0RygnAlSoIjrpbwqC/IgSIIgnCryTflk23ILi3v66AoS7pvtl/eDFMAs9VMVnFW6azVIF0Qk1pPQqvQclfsXYxtMpahtYfip/GjYVBDh+DJhZacWEJmceYVfRaTzcSCuAXY7DYsdgvHs49zIucEVrsVi83C8lPLsdgsWGwWsgxZ5Jnyruj4gnCzEHe+QoU4m3eWv07/xbpz6wjyCOK5Zs+x/fx2/jj9B0q5kntrDaGDd02C/3oJLEZoMRJq9QbvcJfHSytKY0fKDubHzcdkNdE3pi/z+81n1ZlV5ZYhPpVzqjTXiSvnC6UvlznGHOKy4ph1cBYZxRm0Cm3FA/UeINIzUnwhFG5KQR5BvNf5Pfak7mHJ8SUUWYpoH96eia0nolPoWH5qOYuPLabYUkyXyC4MrDnQYSYJSDOxTuWe4p2O75BtyGblmZWYrCY6RXZiZIORfLH3C7KMWUz5dwoWm4U7Y++kd/XezOo9i7lH5/Ln6T+x2q30iu7FyAYjxQwuoUKUt4RHzEARBOFWlFGcwd60vfxw+AeKLcX0jOrJgJoDpAcWeclwfBXs+QHsNmg2HOr0Ax/311yrzUpSQRKLji3i3+R/CdAGMKrhKOoF1KNtaFvm9JnDD4d/YM3ZNUR4RvBJt0/IN7l+GAnS0p8Cs/ulw64UmYs4lnXMbf/hzMOkFaXx26nfWHduHXqVnhH1R9A0uGm5FTkF4WYjvikK1+xs3lkeXf0oKYXSzJNnmj3DCxtfICE/oXSbQxmHaBLQkI9bjyb450cheS+ENoYHFjkFUdKL0pn4z0R2pe4qbTuWfYxwfTg/9P2Bv07/5bZaSLhneLkBED+NH3KZnLlH5vL1ga9L20/mnOTXE7/yQ98fqB9Q/6p+DoJwPaXkJfL+rvf5O+Hv0rbj2cdZfmo5/+v6P97c+iZGq7G0/deTvzL7jtkOy+K0Si3D6g7jq/1fsSdtT2n7sexjhOnDeLvj2yQVJJWW+o7LimNh3EKmtp9KSkEKzzR7BrlMzvbz23n+7+f5qtdXV1Q+WRBcMZTMQHGZA0VqEzlQBEG4VWQWZ/LWtrdYd25dadvx7OMsOraIn/rModqiUZB8QSWblP2w81t46Fe3QZTTuad58K8HS/MGnuQk289vZ0T9EfSN6ctDfz2E1S79HT2Zc5ItSVv4tve3bscol8nxUF5ZUQWtUks1r2puk9ZW967O94e+Z/HxxaVte9P20iu6F5PbTHaoDCgINzOxhEe4JsWmYhbFLSoNnrQJbcPu1N0OwZMS+zMPsV9mkQInAOcPwOmNTtsdyTxSGjzxUHrgrZYSTyYXJvPz8Z/pUq2LU1bwEg83eJhgj2D0Kr3L/lENRwE4BE9KGKwG3tj6hlNVEUG4GSQWJjsET0pkGbJYeGwhfar3cWjPKM5g9qHZFJrKShcq5AqKLcUOwZMSKYUpbE7czM7zOx3ftyCRzUmbKbQU8ua2N5m6dSor4ldwKvcUq86sckoiKwhXylDOEh7Nf0lki0UARRCEW8TZvLMOwZMSmYZMZh38DmNQLeed0o/Bsb9cLufJNeby9va3nYouAPx45EdyjbnIkKGQKfDV+Erlie0WTueeJsY7xuUYu0Z2RaPQXNHn8lB68GD9B932D6k9hMOZh53a15xdw7n8c1f0XoJQmapUAGXNmjXUqVPH4d+zzz5b2cO6LRWaCzmXd46kwiRWn11d2t42vK3LL3klliRvIG7ARyQNX4KxTl/YMwcMZYmtTFYTP5/4mbZhbfmk2ydMbjuZ8S3HM6PHDAbUGMDyU8vJNmTzTsd3HJJXKmQKhtUdhslqQi6T813v7wjQltWolyFjaO2h3FXjLqcviBc6knlErMkULslut5NamMr+tP1sTNjI6ZzT5BqcE7Rditli5lzeObanbGft2bWczD5JRpHr/D0r4le6Pc76c+tpF97OqX3N2TVkGsrWMJusJpadXOb2OH+d+YswfdhlH3/ZyWUi4ChcM4NFCsK5moGikMtQymUYLCKAIgjCreGPU3+47fvr7GpyavVw3bn3Jyg4D5mn4cQaiN8EOefIM+ayO3W3632A/en7mdp+Kv/r9j+ebfYsH3T+gCltp7Dk+BLe7/I+sT6OCd/bhLbhntr3XPH9cLYxm4PpB3m++fMOwRedUsek1pPYcX4HzYKbudz3z9OuZ5YLws2oSi3hOXnyJN26dWPatGmlbRrNlUVHhWuXbchmzuE5zDk8h+96f4dMJivts18i0ZUMGYvPruS3k78xuclT9MrLwROZwzaNAxvjq/Fl0qZJpdF0hUzB8PrDebDegxSYCph9eDavtH4FpVyJwWrAT+PHmrNr+GzvZ/SK6kkDs51FjZ4lTeNBoaWIMLUvAbkpeNouPxGXILhit9s5ln2MsWvHOiQr7h7VncltJl92KWyjxciBjAOM2zDOITv+nbF38myzZwnzvCiQIcMtGTKX555MJkN2wY4Xv3Z5HBcVd2QyGa4K8cgo/3iCcDkM5VThAdCo5GIGiiAItwUZsnKSxsogaQ8sekjKjQKg9kT26Bo320s8VZ5sTd7qsPw92juaSa0nYTAbGNVwFN5qb/JMefhp/UgrTEMuk1/x9V2GjNVnVxPuGc77nd/HYDEgk8lQyVUsPr4Ys9VMHf86LveVy6rUM33hNlelAiinTp2idu3aBAVd3hcU4frYcX4H3x/6HoDtKdvpE92HOUfmAPBv8r/0iOrBrEOzXO7bPao7cw7PwWQzMWXv/6jdezYNtN6l/WqFmvbh7XngrwcclgZY7VbmHJ7Dh50/JNo7miOZR5i4aSJKuRKVXFUaaBlSewi+Nhuy2XcQYiokRK4EhRrMRdKBekylaZPBbr8oNg5sjI/auSyrIJQ4X3ieMavHOJUEXH9uPZGekTzX/DnUCvUlj5NSmMKTa590KCcM8MfpP4j1iWVUw1Eo5IrS9v4x/VhyfInLY/WM7smW5C1O7b2r9yZAVzYTSyVXMbTmINYnrHd/nCTn4/SM6snm5M1O7YNrDcZP6+f6AwrCZSpvCQ9Iy3hEEllBEG4V/WP7s+SE6+t5n5g++KbGud6xyTD454Oy4AmAqQDvQ0tpHdKaHak7XO5W178uH+/+2KHtbN5Zpu+czvud3mfylsnIZXI0Cg0GiwE7drpEduG1tq9d0efy1fhyT617eHfHu2xI2IBGocFmt2G2ScUdprSdwk9Hf3K5b//Y/lf0XoJQmapUuO/UqVNUr169sodx2yowFZCQn4DNbqNTRCdkyPj2wLcMrDmQSM9IAHal7qJJcBOXayqbBTdDo9CQmJ+ISq6iX0w/sq0GUgpSMFqk5JdWm5Xlp5a7zavww5Ef8FB5lOZ7sNgspcGTIF0QoxuORnNmC5TkfbBZyoInAFs/I0Cm4ulmTzsdW6fU8Vq71/DV+l7tj0i4DZzMOekUPCmx5PgStyW0L7b9/Han4EmJn478RHJBskNbuEcovaN7O20bqAvk3jr3svrMaof2EI8QRtYfiYfqgiRwNit1rXLah7RyOk6kVyTdIrvxb/K/Du3R3tG0C2/ntPQt1ieWntE9HWagCcLVMP5Xhcd9AEUuAiiCINwyLDYL3at1d2oP0gXRP6Y/+aENnHcKaQj+MVIRhot47/yeSU2fwlPl6dQ3quEo1p1bV5pA9kLxufFkGjKp51ePCS0nMLX9VJ5u9jQRnhH8k/iP23sUd2QyGd2julPbtzYARquxNHjSJLAJbcLakGd0XhbUP6Z/6fcIQagKqswMFLvdTnx8PJs3b+brr7/GarXSp08fnn32WdTqSz/tFa6exWrhTN4ZPt37Kf8m/Ytepad/bH+G1hnKK5teYeKmiXzW/TM2JW5i7bm1/Hr8V97v8j770/ez/ORylHIlvav3xkvtxVvb3iJcH86UdlP4K/4vJvwzAZvdRt/qfRnTeAxBuiDO5J1xO5bkgmRkMhkvt36ZO2vcyY+Hf6TQXMgd1e/gjup3EO4ZDuluIvcARVl4WkzcF3MXLf3qMfvYQtIMGbQJaMyQOvcSLiqKCJfgKkFyiWJLMSar6bKOczb3rNu+bGO2081OmHck41o8T8/onvxy/BcKzAV0jOhI/9j+aBVa3mj/BktPLqXIXESXyC70jenrXGbYaiZw71xe6/ISu7KO8tup5RitRnpE9aBXZBc8chL4oMPbzD/xMxabhQFRPegS1QOF0oPpnaaz8NhCbHYbd9e8m44RHQnRh1zWZxWE8hgsVpRyGXK562CcWimW8AiCcOtYfno5bcPb0imyEyviV1BoLqRdeDuaBzdn6r9T+b7nV3D317Dre8AOzR+G6h1hjptZGkWZhORnMLffXH458Qu7U3fjr/Xnvjr3Uc2zGoOWD3I7lmJLMYNqDWLe0XkkFyZT27c2Tzd9mgMZB1wmpb2UUH0oM3vOZEvyFpaeWIpcJue+OvfRKrQVwR7BzO8/n5XxK1l9djWeKk9GNBhBg4AGogKPUKVUmQBKcnIyxcXFqNVqPvnkExITE3nrrbcwGAxMnjy5sod3S4vPi+f+P+7HZJO+GJqMJuYencuu1F281Oolpvw7hcHLBzO45mAmt51MkC6III8g6vrXpXdUb/5J+odZh2YRnyuVNfuwy4e8tuU10ovTS99j6cmlbEjcwM93/UzToKZOT8FL1POvh4fSA0+1J10iu9AyuCUWuwUvtVfZ+snIlu4/jG80yOT4rHyV5vF/U6/+QEwe9dGfOYhyzcfw4M9Qo1vF/OCEW5K79bsglcnWKrWXdZxGQY3gqOu+SK9IVArHSlNpRWmM3ziBbEM23ap1Q6vUsjt1N7MPzWZGjxnMOTyHlqEtUcvVbD+/ne8Pfc+iOxcR63tBcjilhvPtxvL4xvEAdKnWBaVMyfpz6/nu4Hcs6vopd5zeT3tFNWwqBT7bfoI/34DHNtAvth+dIjphx463xhtBqCgGs9VlAtkSGqW8dJmPIAhCVdciqCmvb3uTcH04Xat1RavUsi9tH98d/I76/vXRaLygyf1Quy9gB50vFGeDTzXITXQ+YPVOHNZ7Mfb3IbQLa0e7sHbkm/OZ+u9UpneeLlXdsVlcjsVP48cLG14oXdZ+JOsIkzZP4qVWL+Gr8b2qzxeiD2FwrcHSLFW7DC+NV2lfuGc4Dzd4mHtq34NSpkSvdl01UxBuZjckgJKSksKHH35IXFwcRqPRKdnhunXOpbwuFhERwfbt2/Hx8UEmk1GvXj1sNhsvvvgikyZNQqFQXPIYwpUrMBXw6Z5PS4MnF4rLikMmkxHsEUxaURprzq7hscaPOSTR9NP5UT+gPufyzqGWqxlYYyBJBUlkG50rd2QZsvj5+M/0iu7J7MOznSLfMmQMrz+cC79WuvzDG9oIvMMhL9m5r8cUkCng9Hoozka3aza6C/v/Gg8jV4CXeLIuuFbNqxrR3tGczXOeQfJ4k8cJ0l1ejqYG/nUJ1AW6XPLzVJMniVA65uI5mX2SI5lHAJgfN9+h74cjP9A6tDU7zu9Ao9BwMuckBquBGftmMK3DtLJlPDIZuwoTOJd/DoVMwa7zu1DKlZzIPoHBamBO/J9MzMnFa9dsxwHt+Bp6vuFwEyQIFcVgtpUbQFEr5BSbRblsQRBuDW0DG+Gt9ia5MNnpej6uwSj8Sv7c6S64D9D5QY/XYXYfp+Ol9HiVD3Z9iMVm4UDGAfJMeeSb8sk0ZPLH6T+4p9Y9LDq2yGm/NqFt2J2222VOwG8OfEOPKDfVgC6Tt9r1wxaFXOFQSVMQqpobEkB56aWXyM3N5b777sPL6+pvwH19fR1e16hRA6PRSG5uLv7+YurX9VBoLnSZVLLEzvM7qR9QH1+NL+90fKesckhRFuQlwcm1VPOPZWG/BaQbMjiUcYjM4kw+6foJO87v4McjPzocb+25tbQKbsXXPb9m6tapnM49DUjrQp9u9jTrzq2jplckwWrndZ6lfCLh4T/g1ycg8b+EWlof6PYqeIXB7tnQ932wGGD1ZIcyymSeAmOuCKAIbgV7BPN1z695/d/X2X5+OwAeSg8ebfQofWP6OiR+LU/U8Q182+NLXt82jQMZBwDpZmNskydobVOBIQu0Zb/nF5YLv5i/xp87a9yJp9qTYksxDzd4mJTCFL458A35pvzSAIrRYuSvM6sYUmsI3aO6sz99PyaridGNRnM65zSLji3iiZj7Cb74DTQ+kHkSTv0t5RWq2VMKUnqIv7vCtTOYrW7zn4BYwiMIQhVlMUF+MpzdArlJENUOAmsRduA3fmj/Ni/v/4Jj2ccAaSbISw3H0OD4evCtDR4uErSHNIShP8BfE6Dwv1ncwfUp9AzkfOF5prabilap5UjmEfy1/tT2q828o/N4oskTqGQqFh1fhNlmRi6T0yuqF2ObjmXYn8NcDj3HmEO+Kf96/WQEoUq7IQGU/fv388svv1CrVq2rPsamTZuYMGECGzZsQKeT5gwcPXoUX19fETy5jmTI8FB5uK0F76fx46mmT6FVaMvWLxakwZopsH8BAEV932Vx5naWnP7dYd+htYfydNOn+WLfF6VtOqWOf5L/Yc3ZNYxvOZ4AXQAZxRkUmYtYELeAQnMhYxs+cumBB9SABxZBUSaYi0Emh3VTYcVLZduENIR7vpPKwf2XxBaZDOQql4cUhBIRXhF81PUjcow5GCwGvNReBOmCnJbdlMuUS82FI/i433RyPYMwWI34KLSE7l2EZsd4eGaPw+bunuQMrjWYap7VuP+P+x2eIrUNa8vUdlMdkrwq5Ap6RvfkXN45nlz3ZNlBDkPXal0Z33I88tRTjm/QZSIYsuHL9mVta1+HZsOlp2GeoiqacG0uOQNFKafY7Hr6uSAIwk3JapICJ/Pvlf67RFBdZANnUHPpo3zT8hFyGjyK2W7Fx1hE0PbvUGQcg9ZPuD6m1gvqDYDIVtKSHoUKdP4orYW81+k9PtnzCcezj5durpQrmdpuKhlFGTzX4jkerP8gheZCdEodAdoAjmcfLzfPiVJeZTI9CMINdUPOjOjoaHJzXVetuFzNmjVDo9EwefJknnrqKRISEnj//fcZM2ZMBY1ScMVf68/Q2kPdliW+q8ZdUuLWC539tzR4gm8UB70DWLLjS6d9lxxfwrsd3yVAG0CmIROQypjNPTKXxIJExm0Yx6ttXuWnIz9xLv8cAK+2GE+APtzpWC55+Ev/ss/AFy3BanbsTz0EB5dAg7th/0KprWZP8AhwOpQgXMxH43NtU1Dr9IM1rxPywyCc5ju1eAQ8Ah2a7oy9k9mHHZfWqOQqulfrztPrnatKbUvZRpvQ1nSLLMvpo5QrifGJ4fV/X3fafkPCBjqFdyQgeX9Zo4c/BNaGX0Y7j3/vT9L67Hqi9KBwbQwWK6pyZqBolAryDGa3/YIgCDedvBRYcL9j8ASkQgfbZkJMZ/xXv4bTI+AOz4JXOfe5cjn4REj//uNVJGdF/AqH4AlI1X6mbp3KL3f9glapJdLLsdJNqD4UL5UX+WbnmSa1/Wrjp3ExC0YQhOsXQNm5s6zkZd++fXnppZcYO3Ys1apVc8pX0qqVc0nNi3l6ejJr1izeeecd7rnnHvR6Pffff78IoFxnSoWS++vez6akTU5/mJ9q+hRh+jDHHYqyYMsnpS/zGwxi9tkVbo//V/xfdI/qzpLjS+gY0RGVXFUaLAFYfmo5fWL68M2Bb2gZ1IzuUT2RyS+z+rapUJriWJAuLdnZNRvOH3Dc5vAyGPyNFEDxCoPe70BhGhjzpdeX+16CcKW8wqDvdFgx0bE9oAZ0Gg8qx2S0ofpQpxlbrUJbsTl5s9u3WHR8MQOjexNktYHNisXDn19O/OJ2+wXHFtKjyVME1BsAdpuUL+iE+6VD/PsJRDQvKxWu9QW9CEAKV8Zotl1yCY9BLOERBKEy2ayQfx7MhaDQglcwlJc0PmW/tFTclSO/wSMrQeUB0e2l623+eTi9EVqOAZVGup8u/i9f4CWurQXmPFaeWemyz2KzsD99n2NC+f8EeQTxcdePGbturEOSWW+1N+91ek9UxhEEN65bAGX48OFOba+99ppTm0wm4+hRN6UoLlKrVi1mz5596Q2FChWqD+XLnl9yLOsYK8+sxE/jx1017iJMH+ZcjcNqkpbN/Mes9SY70zlhbIkcYw59Y/rSKrQV6UXpvL39bYf+bGM2df3q8F23z4n1jiJIF+jmSBcfOAHWvAZHl0sXPd8o6Utp8j4pB8qF49X5weBvpdwpC++X8qDog6D7ZGmqpMjzIFwPGi9o8gBU7wwHFkk3T/UHQHgzKb/IRbw13gyrO4yu1bry+6nfyTZm82DdB/j+kPu/iTmGHGymApghLb+xdn6RTFum2+2zDdlYTQWw6GGpIaQhdH9NmsUVv9F5h6JMKcDy+7PS6/DmcNcnENwAFGLqr3B5DBYrKqXrEsYgVeEpFlV4BEGoLIWZcHgpbHhXuu4ptdBsBHR6AbzD3OyT5v54XqGg9YasU7D9S7DbIaCm9LDPIwDOH4Q/xkHifw+jL3FtNVnNmG3uZ+mlFbkei1KupHlIc34b+Btrz63lRPYJWoW2ok1YG8Ivd7a3INyGrtsdblxc3PU6tFAJgj2CCfYIplNkp/I31PpCbHfYMwcAr+T9dIxsVpoM9mIdQ1oRpvHjuU0TXeZZaR/cis7FBjTrX5OSWD7+D4Q0KH8Mecnw0yBp+xI55+D352DQTDi7GTJOSO0BNaSL1v6FZcuOQJq58vtzUvClxUi4zMSggnBFtN6grQ+93riszb013nhrvB1KKfeM6Miqs6tcbt8ypBkeWWXVgjQn19K91f1sTnI9a6VNcDM8T15QFS31ECx+CIYtlG7kSmaalIhqB6c3lL1O3gPf3wFPbJbOK0G4DMZLJJEVARRBECqN1QwHFsKqV8raLAbY+Q1kx0uzmF09aAtr6v6Y/T6U7lMvrBaZeRLm3SPNTPn1CenYJS5xbfVQaonyinKYwX2hFiEt3A5FrVAT5R3FqIaj3I9XEAQHN2R9Qo8ePcjJyXFqT01NpV27djdiCMKNotJC+6dBJSX6VR1bwX2R3fFQejht6q32ZkBEJ8LkWhQy5wCFTqljeLWeaH4eLa0ZtVlgw3RpaU4Jm1XKcl7CapW2vTB4cqHNn0j5JUrc8Z70pfDC4MmF1k+D/JRLfWpBqDRNAxsR4Rnh1K6UKXmuyVN4pV+w9C55Lx28Yl2WWlbL1TwWezceB3527LCaYc9P0PAex3aVh9QW55gcGnMxbP+6LDGzIFxCsbn8HChqpUJU4REEoXLkn4cN77nuO7lG6gdpFonFKP0vSNfIqHag1Eg5z5o+IM0kCagJRRmOwZMSdjusnep8vYX/rq1fuby2RnhHMb7FCy6H2DCwIeEXL7cXBOGaXLcZKCtXrmTjRmnKd1JSEm+++SYajcZhm6SkJKd8KMItwC8GRq+FlRPhzGYiVr7GvDs/44Mjs/g3eSsyZHQK78CEpk8RsWsuMruVn3rM5KMDX7Mx6R9sdhutQ1oyse5wIldPdUzAlbANDHnSBSTzFOycBcYc6PC8VGnnzGaHJUROMo5LS3UCa0OfdyGyDRz7y/32xdlSPhRBuBnZ7YTu/IFZ3T7niwNfs/LcOix2Cw0DGzKp+ThiDv0BAY7rnsP/eok598/l08OzWJfwN1a7lebBzXm5+fNErXnbeZYJQNJu6DUV9s2T1mpX7ywtiVv3hnNyZpDOQ2O+dOMoCJdgNNvQqd3fC4gZKIIgVBpjnvTPnYwT0pKeffMg9SBEtISmw+DMJqlSnc0CBxdDQSrU7Q91+8Heee6Pl7QLWrlI3A7lXlubBDTks26f8b89/yM+Nx6dUseA2LsY2eARwi9KHisIwrW5bgGU1q1blwZQAOx2u9M2tWrVYsKECddrCEJlUSghtCHcNxcMuSiQU9PDnw+7fERecRaYCvE5swXPWf3BkANA9IFFvNP1ZXL7PYldJsf7wGK8lzwKhRmOx/YMlr7A/fOBlMUcoO2T0trU7V9DcH1oNMT92DReUl6HkX9KxwLwcqqBUkYmLz9JmCBUJpkM5Aoivu3Na73e4Jm+j2C12/AszMTv95elp1xtxzru02IUUVu+4E21nhfaTMMuk+GVchCfVW9Cq1HSE7WLeQaBXA1D50ivrRbYN1eaVuyKZ7AIngiXzWC24qNzXwJcrZRjttqx2uwo5O5zpQiCIFQ4pU661rr4HgNIS3G/6QrG/6qNHl8lBVMGfAEJ22HtBVXvjq+S7l2HLZS2KXaRI1AfDMU5rt/LM8TttTXAM4RuniHU8a1BsdWEUq4gSBuEh8bzsj+qIAiX57oFUPz9/Xn33XcBiIiIYPTo0eh0uuv1dsLNSOcn/fuPF+Cl9oKDP8OfFwXODLl4rpyE58AZEN0RNn7o+pgdX5CeBJQETxRqiOkEC4ZJr9OOSAEShcr1k/GWY6SEsooLbtYDakrjdHUhq3unlFBWEG5WDQfDlv/hsfwZnBbKdX9NevJVwiNAChiueQ09oN/5neP2Ec2ligBn/3VsbzYc1kwpW5Pt4Q99P5DKgLvScZwUrBSEy2Aw21Ap3S/h0f7XZzBb0WtEcmJBEG4gfSDU7OW6Ip0+8L+ZyrmO7dlnpPvKdS7ymxVlwt9vQ/MRsOVT5/62Tzpety90GdfWcO+ocvsFQbh2N+ROJDIyklWrXCc5VKvVBAUF0aRJE9Rq9Y0Yzi2hwFRAliGLPFMeepUef60/Phqfqz+g2SBNLyzOkmZceARKT51LWExQcF76w69QlwVGClJBrpIuIl6h7o9vMUNegrT0Znc5lZR2fQ+RLWHMelj9KpzbWtbXYqT0BW/rzLK2aq0hfpPjMbZ9KUX+f3/Wca1oTFdo+7hj8ATAKxwe/AXm3g2GCy6CIQ3hjndARO8FVwozpBke5mLpfNAHg9o518+lZBZnkmXIwmQz4avxJVAXiEZxBbM3EnZKwYyVL0tThUvUHwS1ekvnZqfxUr4gz5Cy4KMrh36BVmMcAyitHoWQRtDlRdB4S0/hrEYpGNN1Emx8z/HJXMfxUvK83CTp54NMKr/oKcqCC64ZLeUnkVUrpeU9xSKAIgjCjab1hv4fwbwhkH6srF3nJ80k+e1p5338Y6UlPHab62Oe3iAt79k6w/G6XW+AdA+s1kv5+kqCJeYiKM6H0MZYrBbSitPIMeagkCnw0/oR7BFcYR9XEIRLuyF3IkuXLmXXrl1oNBpiYmKw2+2cPXuW4uJiwsPDycvLw8vLi2+//ZYaNWrciCFVaelF6Xy06yNWnFmB7b8/zh3COzC1/VRC9eUEMdwpzIBds2HTh2U164PrS9P1g+pI0fUDi6VIekkCV/9Y6PMerH8Lzh8A32gYOhtCmziXWCvKki4kf74ATR+UvnC6YzFKX+J2fAv9P4YuL0tPvSNawIk1sPIV0F4QfZerysZc4vTfYLfCkNmQlwTIILIV+ES4nk0il0N4Uym7eeoRyEuE0MbSZypveY9w+8o8BT+PgpR90muFGtqMhfbPOAYeL+FkzknGbxhfWqVKq9DyeJPHuafWPfhp/S6x93/ykqBmD3hwiTQDy1QkJa4zF0oBzk0fSVWoAFqOdj5fLmQphtp9pICHxQRRbf8rqXgI1r1ZlizPwx/u/FQKtjQcIuUmstul7XX+0rTl354sW4LnGQyDvoToDqUJpgWhhMFiQ13ODBTNf30ikawgCJXCNwpGLJfuR1MPg08UBNeTHiqmu6g6KleCqaD8YyrU8MBiaX9ToXTfqdRKDz18IuC3p6Dgv/LD+kAY8AV5MjtrTy/ng50fUGCWjh/hGcEHXT6gnn89lHIRYBaEG+GGPA6sXbs2Xbp0YePGjSxdupRff/2Vf/75h169enHHHXewbds2unXrxjvvvHMjhlOlFZoL+d/u//Fn/J+lwROALclbmPjPRLINLpahlMduh7g/4O+3HL9YpR2BOf0hNxHOboUVLzlWv8k6Db+MgW7/lXXLOQtz7oTcBOf3yI6HJQ9LX6bO/gu1erkfT61e0vsVZ8PPj0iR/1q9pbGsfxOSdkJMl7LtU/ZJX8ouFv8PLHwAkvZCk2FSgKS8pThyhXSBrNNH+lJYrbUIngiulZTJLgmegJTo+N9PYe9cqRLUZUgpSOGRlY84lPg2WA18uudTNiVuKmfPizQcLD0Z++luKfB4cAn8MQ48Q2Hx8LLgCUjnhavs/iXq3iWdB02GQYuHpQBqUaZUWrEkeAJSUHTJCOnvQ2BNaPYQNB8OgbWkqlUL7nfMX1SQBvPvlaY1C8JFDJcoY6y+YAmPIAhCpfAKlR5OtBoDtXuDbzVphoirnCTZ8dIDRXeC60sJYecOlvL3HfpZul4vuE+aCb3g/rLgCUjX079e4kjmUV7/9/XS4AlAUkESo1eNJqVQVIwUhBvlhgRQli1bxoQJE/D29i5t8/T05LnnnmPx4sUoFApGjBjBnj1uEhIKpTKLM/kz/k+XfXvS9pBpKKcCjSv5Ka7Ls8mV0tPk/PPSU2wXdecx5kmR+NBG0mtzkRSMuVBxjrTGs2SKf+LOstkdF/OOkC5OZ/778hjWFNKPSheRyJZSEq+CNGmWSmSr/46fLS0TqN5R+vLWaYKU96HeXdISnM7jpXGJkqpCRck86RiUuNCWT6AwTfq9L0grd7bHgYwD5BhzXPZ9vu9z0ovSpUBFQZpjqe6Lnd5QFtzMPiNVmvIMkpLVXTzbyycSvCOlm7eLefhLwZjibCjMhIJ06X13znKcYlzCbpdmrV0YWDUXw5bPXE9btlnh3y/KnwEj3JZMFlu5ZYxLZqAUiRkogiBUJnORdE02lFTlkUtVID38ofVj0rKcFo9IiWflSmnW9cXkCuj9Fuz4Wnqdc1ZaGmQ1SVV6dnwrXS8vktPiIT7b73oJbrGlmHVn11XMZxQE4ZJuyFwvDw8PTp065bQ85/Tp06V5T4qKitBqRbWTSyk0FzrMPLlYRnEGNX1dBDvcsRilIMqFQhpIf9yP/Aa/PgZaH+nCoFDDXxMcv0xlHAefanD+oPQ6YQfYbGW5Doz5ztMb/xgHA7+Ak2vh6O/SF7G6/aFOX1j+rLT2c8DnkH1WymdiMUqzUNo+CX88D6tekZYDpB2GA0ukNaTDFkkVQXbNkqL3NXtJy3/+fhdS9kKNHtDmCfCrLl28BOFqpbmYrgtSgK/Li1IJwn8/h8J0iO0KbZ+Sfu8uWtp2JOOI27c4X3geU2EaLHta+n2u1QdaPyoFHi/MI2K3S0HJi/lUc5whU8K3Guz4CrpPls7Vw0ulgEat3tLMlDVT4K5PYeljYDNLy3Pq3Qlxv0szby6WeliapqzWS69NRVIZR3dSD0nbiMpWwn/sdjvGSyzhKekTpYwFQagUZgNkn4ZN/5Ou8T7VoPOLUuAkuJ60ZPzfz6T72qC68OBiSDsmbRPVDrbN+O9hYCtp5vbJ9dJM7ov5RkvL0F0w+kVxOvFXt0Pcl74Pq82KQtzjCsJ1d0MCKKNGjeKVV17h+PHjNGzYELvdzuHDh/nhhx8YPXo058+f5/XXX6dLly6XPthtTq/SI0OGHdfl1Py1/ld2QKVGWltZMt1e4w29psHihx3r3iftgTr9pC9ea6de8IYxcPyCzORhTR2/4Gk8wS/WMfFWQSrMvw9q9oR+H0oXog3vSlP8bVYYOENKdJm4q2yfjOPSl70Bn8O8odKSoGptpItTdHtYOwWOLC/bPvMU7F8gXdROrIId38C++TBmrXSxE4Sr5Wo2FkD756SAwqpXy9qyTku/h6PXlM3U+k8t/1pu3yJQF4gqaY903gFkzpDKBo9ZJ820KiGTSefc4YtuqvJTnN4PkIIgftWl5W0xXaSgpEIlLa2bfy+Et5CehqUekrb/+23p/LzrU6n/4jKOAbVAdUHiXJVOGl+am+BQYG2RA0VwYLRIDwRUCvfliTUlSWTFDBRBECpD4k74aWDZzJCs0xC/UZpxElgbfhxYtm3WaTi+Au75XpqVvW8+NLoXdL6QdhT2LXCfKy0/GfxiIHmvU5c6N5lqXtWIy3L9EKe+f30RPBGEG+SGLOEZOXIkU6ZMYfPmzYwbN46XXnqJLVu28MYbb/DEE0+QkJBAs2bNmDJlyo0YTpXmr/Wne1R3l311/esSoA24sgN6hkqlgUs0uV8KNlwYPClx7C/wrwHq/6rSqHRSctfk/77kKdTQ4G7HfXR+0PF552PZbXByjVQBR6GB4yulC1NoE5ApHIMnJfKSpWUJjYZKXxwTtkt5SooyHYMnJQy5sPM7aHyf9NpUAKsnO1baEYQrFVRbqmZzIYUKottJN0oXMxdLZbuLshyamwU3Q6/Su3yLJ2rfR9DunxwbDblS0mbjRYnp6g9wXoN9ZjPU6F5WcUrnJyVyPb1BShIrV0o3fytfhj/HS4mbrWZo/zSc2eJ4rNwEab9YF393Ok9wLKmo9pDKLLoik0GHZ0UARXBQktdEzEARBOGmlH8elj/jclkNf79Vdv1V6cArTHptt0sztj1DpAcK696QZl/v+Aa2fwm1+7qeiXn0d2m2tMw5oOy3Zy5PNX7c5RBVchV9Yvpcy6cUBOEK3LCakgMGDGDhwoXs3buXnTt3smDBAvr16wdAq1atmDRpEh4eV14C9HbjqfZkUutJdAh3TJxaP6A+n3T9hADdFQZQ5HIpMt76CZDJpdkcrmrdlzjzj1RK2DMY7v4G/vlQavcIgOFLwTfSeR//GnDX52XT/EH60jX4W/CLkpYVjFwBDyyRvsDZrVJFkSbDnI917C8pueUDS6RlO5Gt4cgy9+M9sUrKj1Li1DoRQBGujU+klI3fP7asLaieVKnGnYRtTr93Yfowvr/je0I8yoIxCpmCEbXvp5dVhSxhu/Nx4n4HQ85F46kGw5dJM8lKyJVQkAmPrJTOk97ToPNLUslFpVaqmFVSihyktm6vSDd6Pi7O4WMrpGVxJVQe0kyxoLrO2wbUks7tkkArSOf7kNnSkzVBuIDBLM1AKS+JrFZU4REEobIU50hJYV2xWaWHeIO+hEFfSQ8MB38nza7G7v6Bwc7vpPvcC4sbKFRS8MQrXLpeOjyc0EPXSTQNbMK4FuNQyVWlXX4aP77q+RVh+rBr/aSCIFymG1bvauvWrRw8eBCz2Yz9omngTz/tooa64FaIPoTpnaaTacwkx5CDt8Ybf40//rorXL5TwjMIerwGbR+X8o3I5O5r16u9pPLCSq0UIe/15n/LgIKlyLvcxU2wZxA0ugeqd5Ai+TKZFJX3DpcuLsZ8yDopReet/yXLlMmh3dPSEp1/Pig7lkwhLWtY85q0/CCqHcjV7j+bTH7RsgPZf/8E4RoE14VHVkh5TowFUtDh+Ar328tkTk+U5DI59fzrMb/ffDINmRRbignyCCLg7E48fn7EzXFcnF8KFVRrC4/9IyWwtRilc1Gtl6ruLBtblrhVJoNWj0lVqfp9KJ27Nos0e2zffKkkeZsnXL9vnT5QrZX0t8ErVDqHXVUf0HhCg0H/JaFOlU43z1BptpiinHNVuC0ZLZeegaKQy5DLoEjMQBEE4UZzMRuklGeI9CDh50ccc5oE15ceJFhdJGAHKV9fx+elhxxFmdI12itMyjnoFQLeoRDREgrOgx2pzTMUX6WaB+o+QO/o3qQXp6OWqwnQBRCkCxLLdwThBrohAZT33nuPH3/8kbp166LXO05Zl5X3h0lwy0frg4/WB3wq6IAaT+mfqRAaDIaDi11v13CwYw4GV0+rXVHrIaCG9O9iWfFSvfsL2W1SQq67v5IuKiWJbusPlJJ02e1S8tiIVtBgIGz+yPX71hsgbV+ibn/HJ++CcLW8QqV/JWK6ut82phtonX/vZDIZwfpggvXBZY0BWU7blWo4VEpadzG5HHwipH8lzh+CX0Y7BkPtdinzf78PpEz/mSek4EjJ1OT2z8CJNc7Hb/6wlNzO/zJnkCjUUjlk36jL2164bZXMQCmvCo9MJkOjVGAQM1AEQbjRdH4QVMcxl1+JTuPh18edE8KmHZFmaPdwk5ogqi3IVRAYBbjIq6ZQSbOzfas5dWmVWiK9Ion0usz7b0EQKtwNCaD88ssvvPfeewwYMOBGvJ1wLdR6aSp//AbHGvQe/tDvI2lKYV6yNO2wOAdM+YBMmoGiuSifg7GgbNmCh7/rqYwWk1Rpx509P0k5T/79TEreGd0etn5e1r/xPXjoF2g5WoroX8gzRCoht+i/MnIeAdBzqhQoEoSK5hUCXSdJCZEvpPWFvu+B7jKjnT7VoOUo2PW9Y7tnCHSZKN105SVLgRG1l/vj7pvnfibZrtnQ9WUpcCJXwrmtUlWeWnfA1i8ctw2qI1XocTW7TBCu0eXkQAHQquQiB4ogCDeeZzAM/BJ+e1LKE+gXA8VZUoL4sCbOlSZLnNvqetalxhv6vg/eYdI9cFGGdK3WeEkzUARBuOndkACKQqGgcePGN+KthIrgHyNV+zjym5TQKqo91LsL1k+DX0ZJSwCaPgDr3pTKral0UqLW9s9K+9pskHVKSngZ94f0Ba3RfdB5PPhFO76XxeB+bSlAXhI0ewh6viHlnPjtKcclOXlJ0vTKbq9Iywa2zoDibGnmSc2esO0rCG0sVRBqOFg8EReun5Jy37Fdpd/DglTpd7DxvdLsjcvl4Q/dXpUSMm+dIeU8qTdAmn2FTDrvds+WkiLHdJXymwTWAeUFN2oWI2Sfcf8eeUnSeBc9JC2bq9kbBs2UAqH3zZMS3VnN0rkX08VxZosgVKDSAEo5M1BAqsRTJGagCIJQGfxjpWvt2qlStT2vMKkAQ8myc3fsNhj5F2z/SroniGoPzR6UgjC5SVLFyd1zwFwEsd2kKphBtcRyV0G4yd2QAMqDDz7I559/zrRp00Si2KrCNwraPiVN3c85C992ly4UniHSH/9ZvcvyKpgKpafl8f9Is0HsNmn7kko+Ngvs/QFOrYXRqx2X/aj0Uh6Tc1tdjyO8OQTVl2apnD/g3B/WRDqGzhdiOkNkS+mLn9pLemLe911p3CWvBeF68vCXpuaGNfnv91APV7MuWR/o/PtcmApzh5SVGAYpgPltd3h0A4Q2KGtXaqTZWsf+cn38sCZS6WJzsfT6+AopQfSY9dIyt9iu0uwUrfeVj10QroDhvzLGl5qBolHKKTa5yScgCIJwvdhsUgGCX0aXteWnwIoX4dG/3e8nV0r3poG1pWuuuUiakapUQ14KzBsiLfUpcWodnNkEj22EkPrX69MIglABbsg3yh07drBq1SpatWpF586d6dGjh8M/4SZVEnBYO7Usyt7zDdj4vhQ80fpIX9IiW0pfEjNPQsJOSDkAlmLn4+UlwbGVjjNIFApoPlyq6uH0/gqpTKpHAOSccz3GHlOlC1QJlYc0rpKxq3SOrwXhRlDppODDtSZ1u/D3+fwhx+BJCasJ1k4Bw0Wlx2O7SjdrF5PJpNliZoNju6kQNv8PivOkwI8Ingg3gPEyZ6ColfLSfCmCIAg3TEEKrHzZdZ9MBrX/Kx8cUBOqdwK/6tLrRkNB8V+idY2ntBSoZKbo+QOOwZMSVpNU8tiQX6EfQRCEinVDZqAMHjyYwYMH34i3EiqaMR9Obyh7HVgLzm2HPu9JCTTPbZW+5HWZCHF/Skt22jwuLQM4uVZaCnChI8ukNaQX5iHxiYJH/pKqhaQdldr8qsOAz6QSyEoNjFoBy56E5L1Sv3e4VA0ouN51/PCCcBM5utx9n3cE5CbC7tVSAKR2b+ncHTIL1k2DlH1l23WbJC3Ni2jufJzTf0NxJuhE8ES4MUpmoJSXRBakGSiiCo8gCNesIB1yz8GxFaDUQd1+0pKcCx/GXag4R6q4dzG5Uloq2+YJ6PCcdH+adVpachvaUFpOXnDeeek6wOFl7sd3ar00g1vr5X4bQRAq1Q0JoNx9992l/52bm4uXlxcymUxU4KkKZDIpsVVxtvTaaoa7/iet5zyzuWy7zf+TZotEtoazW6T8J+2eli4qWz4t207rK110LqRQQngzGLFceh+7Tcp6fmGFk+D68OAvUuIuq7msX/wOCbcLXYDr9pajpSdbX7Yra9v8EUR3hHZjof4A6PKitCTHkCdV3ynOkUoxX0zj5bpUsiBcJ5ebRFatlFMscqAIgnAt8lPhjxfg2B9lbevflB4Cth3rukqju3wkditofKScY4uHSw8tSngEwN1fg8pN0QIPN9dzkGZ/intbQbip3ZA7ZbvdzpdffkmbNm1o164dSUlJvPjii0yZMgWT6RIJmITKpQuUltiUSN4LGccdgycl/vlQqtix879qOFu/kOrYqy+4gLR9AlRa1+/lGSztH1zPMXhSQh8gzYAJqS9lLxcXGOF20mCQc5tSA7V6OVf+ATi7GZL2wsl1sPBBWDwClj8NKfulxLZHfnPep8Uo10/LBOE6MZqtKOQyFPLy/55LSWRFDhRBEK7ByTWOwZMSG6dD5inX+3gESA8HL2a3S7NW/hznGDwBKMqE1ZNB7aL6JEgzsd1pOQb0Ie77BUGodDckgDJjxgyWL1/Oe++9h1otRXLvvvtutmzZwvvvv39Vx3zsscd4+WU3axKFipF1BjKPQZMHIKyp1CaXSxnD3TmwCO79QYrmewZD3O/SFzzfaBi2CDwCIeMEFGVDYYb03xknXE+PFISbmalQmr6bfkzKpm/7Lz+DsUA6d9KPQW5yWbs7hjzIipe2z0suyxFkyC1rz0+Rbsg6T3Dct3onaamcO/vnS9V8LhTVHmp0h3PbLjpWR/CvLk1vFoQbxGC2XTL/CUgzUEQVHkEQrlphuvRgz50d34DVRZDWwx8GzQB9kGO7Qi0VSchLdn289DgwFrru86km5fC7WHgLaPGwlB9QEISb1g1ZwvPrr7/y3nvv0apVq9JlOx06dGD6/9m76/g46vzx4691ycbdGmmbujv1Qikuxd3dDw67g+N3Bwd8e7geWlwPL1CglNJSd3dP0rht1uX3x5C06e6mSZpskub9fDzyuMvM7MwnwOzMvOf9eb+ffJI77riDv//9783a36xZs5g3b16DqUGiFdUUKx05fn5YKfxqiIKzXwW1Tpl+UzedJxhrESz5L1TtgzNfgs3fw8DTlTmis/6itH/LGAET71VqM9R11knuB6e/oLQc1urC83cK0VJV++Gnh2DT18rUmIgEmPIPyJ2ovHXa/J0yFc2SpBRezjsZzEFSgyt2w/d/Vd6K+f0Ha/sk5MEP9ypV+f1+pXPVlL8rtYEu/gR2zlPeeA28QOmAFYq9QmlDPO5uZft+Z4KtHLb/Chd+qNQ38jiVjj+2MuWY1zQSkBGilTncXgxHmL4DdV14JIAihGghn6fx+9faUvC5lWnlhzMnKNfe/cuVLM7odOh+gnL9bIzbFny5KRqGXw29psH6L5Xp6X3OULKwg2VgCyE6lLAEUMrKykhKSgpYHhUVhc0W4sslhMrKSv7v//6PAQMGtNbwxOEKVjZs1+asho//zEI58yXIGgtbfwz+2azjlBoLZdvhf9fBFd8qXUReHK5UF1drYNID8MklB1uoghJYmXky3PiHMk1HiI6qpgg+vBCK1h1cVlsK394G0x5Xgoj+P7NOrMVKceRz3oQB5zbcT3UBvHOG0ib80GUeB7xzuhK8rFO1H768Eaa/DrP/ptxg6UxKtf6R18GGL4KPNWeCUhzvhIcPLlvxDsyfAVojZI4CjQ6+v0e5sRx4oXK+ChEmDo/3iPVP4M8AihSRFUK0lDEacibB2o+Dr+99qnJdPZzXrVw35zwC8d2V5gYlm5SOlFd8p9zX+oJ8N+lMytTzUEzRys8UaVksRGcTlik8o0eP5s0332ywzGq18vTTTzNq1Khm7evJJ5/kzDPPpEePHq05xK7B71emHQRLUaxTuU95KAumcDUUrlK67AQrqhWbDZZkJXgC4KiEXb/D+i8OtkHuOU15O+8O0ubY44TFrxw5oi9Ee6rc0zB4cqg/nm1YM6jOL/+A6sKGyw6sbxg8AWWqm62sYfDkUAufh2FXKd10otIhMk25mYvLDdxWo4PRNyuF7g7VfYryWY8Dds1TpgDZK5SbvfF3gz5IS3Eh2ojD7TtiBx4Ag04jARQhRMv5fDDsyuBBkqg0pZlB3RRal00JnADUHFAKs4NSJ2XbT5C/Uvl9/ecw4rrgxxt1E6j+fE/t9Sj333X7F0J0amEJoDzyyCNs3LiRsWPH4nQ6ufnmm5k4cSL5+fnNmr6zaNEili9fzs0339yGoz0G+f1QsQf+eF4pJvndXVC4Vqm9cDivM3hv+jr7l8OO3+DSz5UuH6AEUwacB6c+BT/c13D7nXPBZT34e2Lvg62Ig9m7MLAYlxAdSeGa0OusRcqUt8NV7Q9M5d3zR+B2CT0b3/+BdZA7SQl+VO5T6pb4PHDaM8p0Hq1B2a7bGDj/PfjjBeWm7VAxmUrb8IEXKkEWgNzJcO2c4IEYIdqQw92MDBSZwiOEaClnDSx4Gs5/V7mOgnIN7Hc2nPEirPsMKvfC0jeULOmvb4Z9y8BREfq+dOU70G86THlIeYEISn2TaY+BwaK0MS5cA9/dqdx/L3pRuR+XQIoQnVpYpvCkpKTw+eefs2jRInbu3InH4yEnJ4dx48ahVjcthuN0OvnHP/7Bww8/jNEYoouLCK5kM7x1kpIRUmfVu3DqMzDoAtBHHFyu0igFs2zlwfcV30NpKbzhKxh1PZz+nJJxsvFLZZrP4dkjMVkN26Layxuf3xmZqkwtEKKjikoPvU5rCH5jpDMHZm3FBOl2Yy+H9KGh9x+RoAQg6zro7Jij7Of0Z5Xz7KxXlHO4aD18ezvoIgLbhoOSLXbaM0pdFfxKK0aTTN0R4adkoBy5o5pBq8Hu8uL3++trqQkhRJNp9cq02i9vgCGXK9mc+JVOdV9cDxd9BG+dqGSc1Fn7qfJyQaUKfm33+5Waf7vmw+S/KdOEbGWw6n1lOvwN8+G/4w9uv3MuzH8Krp6t1DsRQnRKYQmg1BkzZgxjxoxp0WdffPFF+vfvz/jx44+8sTjIVqH0vD80eFLn+7uh+2SIyzm4LDoDRlwP854I3F6tVb7w35+u/L78Lbh9tXKxWBNiTumQS8Djgt//7La08WulSOaWH4JvP+4vStReiI4qpT8YIoO/keo3HbbMClw+9AqloOyhso9T3n7VpQmDkhY86QHlXPMFmWo39Eql09WhKvco0+Q8Dvj86obrTn8BIkO0Q9SbZbqOaHcOj7dJXXgMWjVevx+X14dBKx0qhBDNZI5XOtl9cqky3fZQw66EJa82DJ7UsVdAj6nK1J3DWZKU6/iu35SfQ2UMD95h0l4Bs+6GC95X2iALITqdNgug9O7du8lviTZt2nTEbWbNmkVpaSlDhgwBwOVSamrMnj2bVasamRLS1dnLlWkxwfh9kL+iYQBFo4MhlypTBQ59ENSZ4PTnYfGrDfdRulV50BtyqRJxr6PWwgmPwL6lMOgimPQgzHtcuXAUrILx9yiplHXFNlUqZZvk/q3yZwvRZiLT4NIvlUCi85BpcFnHKTVE3jyx4fY5E5XAoL1SuZnyOJRMkppipSjzt3c0rAm0ZxGcNxP+d62ybZ3epyoBzPn/CRzThi+VwOSGLw8uG3wp9Dq5Nf5iIdqM0+1tYg0UZRu7yysBFCFEy3Qbo9QGW/zywWVqrfJy4s0TYOD5ypQer1tZXlMIfpRi7TWFyr1xnYgEJeszKkPJTD20dllcLpz5Mnx8UfBx7J6v3A9LAEWITqnNAijvvvtuq+7vvffew+M5+Eb2P/9RHiLuueeeVj3OMacuQBHKoQ9odXRmGHE1DL1cmf5jjFZatukjlBoPh/vtCeh3FlzyGRRvVqYxxGbByveU4Mrwa5QL1oBzlZRG1JA+TAmsFK4G/JA2FCKSwBh59H+zEG1Jo1Wm2dy0EEq3KCnByX0hMh1MsXDDPOU8sJUqAcHoTGUe9CeXHiywrNHByBuU82D660oWl70SEvOUjlTL3lI6UpVuVbLH0oYo+/zi2uBj8rogY5jyRstpVcYXkRS8dbIQHYi9yTVQNPXbx7TxmIQQx6iIBJh0v9JCOH+lcr+aNliZinPCI0onvE+vONj4IC5XuUa/fw4c/5DSzrhil1LvRKOH2Q/CSU8o3XgqdkH5TkjIg5huSq3Bsh2hx3J4gXchRKfRZgGUkSNHNvszQ4cO5euvvyYzMzNgXXp6w7oDERFK3Y6srCB1BMRBxhhI6gPFIbJ8MoP8e9r+szJHVKNTIuvuWuUh0RgNZ78KHx0SUY9Mg75nKNH8Ja8qFw2v+2Ak/oIPlHmnWr0SHInv3vBYCdJNSXRCao1SjDUm8LuKmG7KT53KfTDzVCVIUsfrVorJTfk77PhVCazoIpTzxuuC3CkQkdjw/KguDD6tByDvJDDFQZ/TW+fvEyJMnG4fJv2RM0qMfwZZbFJIVghxNIzRyk9Cz4PLHNWAqmFmCigBkZLNyrTdWXcrLxgjU5TsEXuFUnssNlsJtMTnAscf/GxjHSVTBii1x4QQnVJYuvA0lV+qUrc+SyKc9mzwQpIjb1DeUh+q5gDMfUyJrPc5A0ZcAyOuVQrHOqqUaHpCnrJtziRl/ufom5Sovt8HFbsPBk9SBylv2IXoygrXKMGThDyYeB+c+OjBjjlLX4NBFysByopdSvBEZ1Iq+B9e1DWhB2QHqQFliILJDyrFn4XoZBzuptVAqctSkU48Qoij5nVDTZFy7fX7lW51i14Mvu3iV+DkJ5VgidumBFXsFcq6CX8NvI+uE5msZLocTqNTmjhYElvnbxFChF1Yi8i2pieeCFLkVASXOhhu+B3mzYD9S5TUw3F/UWo2HD7/0utS3mSf/pxSfXzJf5VI/eCLlW3zV0HmaGVKTq+TDxaovPZXWPo6bPxKeTAcfo0yrScqNax/qhAdTtF6pT6J1wVrPlKCKd3GwIUfKcWak/spP/YK6H48jL0DYnMC9xPTDc56GTZ/DyveVorY9jgBxtwCcd0DtxeiE3C4fU2bwqNTslQkA0UIcVQq98DymbDhCyWYMfwaJYvTVRt8+6L1yhTb639TpqwXrFKmtU+4TykUG6rxgSlWebmRM0mp+VdbrNw/T/yrXLOF6OQ6bQBFNIPOqDygnfkSuGpArYOI+ODbagzKPNBPLgWXVVlWtQ9++jv0nAoT7oW4HhBx2Nvu2Cw4/mE47lZApWSmSKtJIZTq/X88C5u+Obhs3Wew+Ts4/z2ISoPLvlam5xhjQG8Kva+YbjD6Ruh9Cvh8ynlskLpBovNyeJpWA+XgFJ4Q09iEEOJIKvbAm1Mb1vP78X6lk+Tpz8HnVwX/nM6kZFVPf025N9YYmpb1GZEI/c6EnHFK1os+EgwRrfO3CCHaTYeawiPamCFCmbsZKngCyvzOxa8cDJ4catvPSqrj4cGTOlq9sv/IZAmeCFFHpW4YPKnjtsOCZ5UbMUuikq3VWPDkUDHdIC5bgiei07M3cQpPfRFZyUARQrSE1w3L3gzeDKFwtfISIy43cJ0pFjJGKP/fEAmRqc2fMmuOV+6PJXgixDFBMlBEQ45K2B6k132dTd8owRFLsnIR0erDNjQhOqWdc0Ov27MAnFVt1y3H7VBuFovWK3O3Uwcrb8SkdaLoIJxNnsIjRWSFEEfBVgYb/hd6/brPYMrD8OV1SrAFlOm0F7wP0RmN77u6QMluqdyjBGFiuikBEyHEMalDBVBUkrXQ/lQqpeBs3cXjcH4v/PII5K+A896B3EnKFCEhRHCaRoKMKrXy0xZcVtgyG7668WBLRlCKQk+8XwrYiQ6hqUVktWoVapVM4RFCtJRKmcIeikYPPU+AW5dDbalSzy8i8ciBkNLt8N5ZynT3OvE94NL/KR16hBDHnA41hUe68HQA5jjof17o9TkTIH85eBzwycVQtT98YxOiM+o5NfS63qcqRZvbQlU+fHFNw+AJwLI3YNdvbXNMIZrB6/Pj8fmblIGiUqkw6jSSgSKEaJmIRBh2Rej1I65TpujEZivFYVMGHDl4UlMEH1/YMHgCULYd/nedkvUihDjmtFkGSkFBQZO3TUtLA2DOnDnExMS00Yi6gJoi8DqVDBJLCqhbEB/TmWHSfcq0g5rChuuGXQV7lyi97c3xMPRypXNI1X4wJ0gmiujcfF5luovPA1qjUgi5NVhSYNID8NvjDZdHJMIJ/y90BX+PU3kL5veBPqL5c65XvqvULArm9//82YZcslBE+3G4lWBIUwIogARQhBAtp1bDgPOVDpPFGxuu6306JPdt/j5ri6F0W/B1+5cq13BzI3UHhRCdUpsFUKZMmXLEKTl+vx+VSsWmTZsAiItrozexxzpbBez5A355GMp2KA9m4+6CAee17CEwNhuu+Rm2zlZqnhijoe+ZSkT9t8chayyMvR0WvgALnlHSHAdeBBPugZjMVv/zhGhzNUWw+kNY9DzYyiEhD058DDJHgSn66PZtioZRN0D3KUpb8NoSpWVin9OUedLBVOXDwueVIIjbBhkj4aQnlBs8XRMKzXo9UL4z9PqaA+ALMU1PiDCpD6A0YQoPKJ147G4JoAghWigiAc5/B3b9DptnKW2MB14AqUNadr/srGl8vdvWsnEKITq0NgugzJkzp612LQ7l9cLmb+Gb2w4uqy2B2Q9C8WY48dGWPQDGZMLIa5XAydLX4ft7lGwTQ5QSnPn44oNTAzxOWDkTds2DK2dBdHqr/GlChIWtXGljuOGLg8tKt8KH58E5b0H/6UffVcoUC5kjlSKuPreS6RVqnzWF8MF5ULzh4LL9S+GtqXDNL5A+9MjH02ghdzJs+T74+rShSlaLEO3I3swMFINOIzVQhBAtV74TXp+i3ONmjVXq/c3+m1KL7IrvID5IF57GRDQSdFFrwRhzVMMVQnRMbVYDJT09/Yg/iYmJlJaWttUQugZrIfz8cPB1q95V0guPhiURcicowROAgecrNRQOr6sAULFLedATojOxFjcMnhxq9gOBU9mOhlavBC4aC8gUb24YPKnj8yo3eraKph2r10lK4OZwKhUc/5CSWSZEO2ruFB6DVi1TeIQQLWOvhvlPK1khJVtg+Vuw6j3lGl+dD9t/af4+IxKh3/Tg64Zfo3SsFEIcc8JSRHblypWceeaZ9OvXjz59+tT/DBo0iEsuuSQcQzh22SsOBjeCKdt+9MdIHQQXfqS0cUsbokwXCmXDl+DzHf0xhQiXovWh11mLwFEVvrEAbPkx9Lq9C8Fd27T9RGfCVT8q05DqxObAJV9AQq+jG6MQrcDhVq4VTZ3CY9CqsUsARQjREvYy2P176PVbfwRHdfP2aYpWpteOvEGZzg7KS5LxdyvT2vXmlo9XCNFhhaWN8aOPPkp6ejr33HMPd9xxB//3f/9HUVERL774Ig899FA4hnDsqvvCDqU13jIbIqH3KUrwxGVVUhJDzfu0JLeseK0Q7SVYlsahGmtD3BYam4dtiGx622OVCpJ6w0Ufg71cyWAxRh+5q4AQYdLsKTxaDbVOmcIjhGiBuik1NQeCrzfFHvmeOpjIZJj6TxhzC7jtStDEktyyfQkhOoWwPOlu27aNu+++m/Hjx9OvXz90Oh2XXHIJ//jHP3jzzTfDMYRjlzkBMkYEX2eKDV2ksiWiUiGuO4y6MfQ2Qy5rveMJEQ4JPUPXA8mdrJxj4dT39NDrhl+rpAw3hzkO4ntAYi8JnogOpW4Kj6HJNVBkCo8QooViMmHEtaHXj7im5UEPnRFis5SXFjHdJHgixDEuLBkoJpMJjUYDQG5uLlu2bGHixIkMHDiQXbt2hWMIxx6PU5le4LbDGS8oHXF6TlXeTqvUsGOu0q4tMrV1j6tWw4BzlVTH3fMbrjv+kdYN2AgRDpZUuPBDpXDrobV9otLhtKebX4TZUa20LvQ6lYyRyFRQa8BeBbZS5RiGKCWYodYEfj4yFU5/Dr69o+HytKEw6nqla4AQx4C66Th6bZDzIAiDVkOp1dmWQxJCHMvypkHRBkgdqLwcUamUNsRetzLFVQghmiAsAZTRo0fz1FNP8fe//50hQ4Ywc+ZMzj//fH799VeioqLCMYRji7UYFr8CS15VimGd/V/lYe/rW8BVq6Qp9j9XibYHe0A7WpEpcO5bSjXzLT8oD4O9T1UyVKQwpehstDrodhzcshR2zoWynZB1nFL7p7kdpSr3wKx7YPvP4PcrWWDHP6y0MP7uL7Djz+5k5ngl5bfXqWA+bAqRIVI5f7PGwpZZUFum3PTF95AMEnFMcXiUGihNzUAxSgaKEOJoGKKgz2kw626o2K0sSx0Epz/f/OxOIUSXFZYAyt/+9jf++te/8tNPP3HhhRfy+eefM3r0aDQaDY888kg4hnDscNlgwTOw+GXl935nQ+Gag78D+Dyw9mOlsvh5bysPa63NkqT8dBvd+vsWIty0eojLUX5aqroQ3jsbynYcXGavgO/ugpOeBEflweW2MiXgeV6Ecg4fzmABQ09IuLPl4xGig3PUZaA0uYisRgIoQoiWK9uuZJv6D2l2ULgG3jkNrvsNEnq029CEEJ1HWAIoycnJvPvuu/W/v/fee2zfvp2oqCh0OklHbxZrMSx7/eDv/abDl9cH33bXPKgpapsAihCiobLtDYMnh1r4HEy8H/JXNFz+8z+g2xjJLBFdksPjRadRoVY30tb7EEaddOERQrRQbSnMe7Jh8KSOswbWfQYT75NGCEKIIwrLt0SfPn0oLy+v/12lUtGzZ088Hg/HH398OIZw7HBWKXM16/h9Sh2UUOpSFIUQbatgZeh11QVgiglcXrmn8fNXiGOY3eVtcgceAKNOg83lwe/3t+GohBDHJGeNkm0Syv6l4ArRYVIIIQ7RZhkoX331FV988QUAfr+fW265JSDbpLi4mMREmXPYLLrDesprdEoRrFA3lI21RBVCtJ6YrNDr9BHK1LrDGaKkKKzosuxuL4YmFpAFJYDi84PT48Ooa4P6XkKIY5fGoNQLtBYFXx+dCVpz8HVCCHGINgugTJ06lf379wOwdOlSBg8eTEREw1ahZrOZqVOnttUQjk0RCZAzAXb9rvy+5w/oMRW2/RS4bXQmRKWFd3xCdFXpQ0FvAZc1cN3AC2HDl4HLR90IluS2H5sQHZASQGl6BkrdtjaXVwIoQojmiU6DsbfDZ1cGXz/8aqWovBBCHEGbBVAiIiK49dZbAUhPT+eUU07BYJC+6EfNFAtnvgQfXQRF62HFTDhvplIbpXD1we2i0uCSzyWAIkS4RKXD5V/B++c2LBjbcxqMvhHeOLHh9r1OgxHXSAaK6LIcLZjCA1Dr9BAXoW+rYQkhjlUZI2HMLUrjhbrMbY0eTn1KeekohBBNEJYismeffTb79u3jww8/ZM+ePTzyyCP8/vvv5OTkMGzYsHAM4dgS0w0u/QKq86F8Fxjj4Px3lY4fZTuUoElMlhJtF0KEh1oDaUPhpgVKK2RbGST2VjJMjNFw43zl/LSXQ1JvsKSAOa69Ry1Eu2luBorxkAwUIYRotuh0GHsXDLlcqYeiNUByf2W6uzGqvUcnhOgkwhJAWbZsGddffz3jx49n/vz5OJ1Odu7cySOPPMLTTz/NiSeeeOSdiIYik5Wf9KEHl8VmQdrgdhuSEF2eWqO8xQr2JismU/kRQgBKIETXxBbGAIa6DBRXkHpCQgjRFJZE5Sepd3uPRAjRSYWlC8+MGTO4++67ef7559FqlZjNvffeyz333MPzzz/f5P3s2bOHa665hiFDhjBp0iTeeOONthryscFZA9WFyptwIUTHZS2GmkJw2dp7JEKEjaOFGSjSylgI0WZcNuV6bC1u75EIITqosGSgbN26lYkTJwYsP/7443n66aebtA+fz8f111/PgAED+PLLL9mzZw9/+ctfSE5O5vTTT2/tIXduLhuUbYO5j0H+SmVKz4S/QrcxShFaIUTHUFMEW2fD4heVKXi5k2H8PRCXC5qwfD0L0W5sruZ34QGwOiUDRQjRyjxuqNgFv8+AXb8pNQdH3wp505SMbyGE+FNYMlDS09NZt25dwPLffvuN9PT0Ju2jtLSUPn368Mgjj5Cdnc3EiRMZM2YMK1asaO3hdn77lsBrk5QHs9oSZZ7nJ5fCH8+Bo6q9RyeEAOXc/PZ2+PY2KNmivO1a+wn8dzyUbmnv0QnR5uzulhWRtckUHiFEayvdolx/132qXI9LtijX5+/uUq7XQgjxp7AEUO68804eeughnnzySTweD1999RX33nsvTz75JLfddluT9pGUlMSzzz6LxWLB7/ezYsUKli1bxsiRI9t49J1MzQH47k7w+wLXLXpBLgJCdBQVe2Hrj4HLPQ6Y/TewS7BTHNtszuZN4dFpVKhVYHXKFB4hRCuyV8LsB5Tr7+G2zILKfWEfkhCi4wpLAGXq1Kl88MEHlJWVkZqays8//4zH4+GDDz7glFNOafb+pkyZwsUXX8yQIUOYNm1aG4y4E7NXQsXu4Ov8fjgQmAkkhGgHW34IvW7nXHBKAEUc25qbgaJSqTDqNNglA0UI0Zqc1bDr99DrtwR52SGE6LLCEkDx+Xz8+OOPLFiwgL1797J161ZWrFjBkiVLWrS/559/nldffZVNmzbx+OOPt/JoOzn1EeaTa43hGYcQonE6U+h1Gh2gCttQhGgPShvjptdAAWUaT61koAghWpUK1I3UHdObwzcUIUSHF5YqhY8//jg//fQT99xzD/3798fn87Fu3Tqef/55XC4Xt956a7P2N2DAAACcTif33HMP9957L3q9vi2G3vmY4iBtCBSsClyn0UNS3/CPSQgRqPcp8Os/g6/rdw5ExId3PEKEmcPlxahr3nsck04jNVCEEK3LHAf9piv1T4LJOym84xFCdGhhyUD5+uuvmTFjBtOnTycvL4/evXtz3nnn8eSTT/Lhhx82aR+lpaX88ssvDZb16NEDt9uN1Wpti2F3ThHxcOZLYIxuuFylgjNfBktS+4xLCNFQZBpMvD9weVQ6TH4AdPLGSxzb7M1sYwxg1KmlBooQonXpI2DK35SulYeb/DeITAn/mIQQHVZYMlCMRiM6nS5geVRUFCpV09LU9+/fz6233sq8efNITlbaia1fv564uDji4uJadbydXmIfuGE+bPwads2D2FwYfhXEdGt82oAQInxM0TDqRsg7EZa+AbYS6HOG0so4JrO9RydEm3J5fHh8fvTNnMJj0EoGihCiDcRmwzU/wfa5sPkbiEiCEddCXA6YYtp7dEKIDiQsAZR7772XBx98kHvvvZchQ4ag1WrZvHkzjz32GFdccQUFBQX126alBYn+okzb6devHw8++CAPPPAA+fn5zJgxgxtvvDEcf0LnolZDbBYcdxuMvF6pp3Ck2ihCiPAzx4J5GJw5CLwe0EmNItE12F1KFomxBRkoUgNFCNEmojNh2OUw8HzQaBuviyKE6LLC8s1wzz33AHDTTTfVZ5z4/X4ANm3axDPPPIPf70elUrFp06ag+9BoNLz88sv861//4oILLsBkMnHZZZdx+eWXh+NP6JxUKnkgE6IzUMuNmuhabG4li8Sga2YGik5DrVMyUIQQbUjunYUQjQjLHfucOXNaZT/Jycm8+OKLrbIvIYQQQrQPW0szULQaSq3OthiSEEIIIcQRhSWAkp6eHo7DCCGEEKITsP05Dae5GSgmnVoyUFrKbYc1H0H+CojuBsOvBktie49KCCGE6FQkZ1wIIYQQYVVXCLbZXXj0GmqliGzzFW2Ajy+Byr0QlwvVX8DS1+DyryGlf3uPTgghhOg0wtLGWAghhBCijs395xSeZmegaOqzV0QT7V8Bb52k1EU78yU47Rk4+zWls8iH54O9or1HKIQQQnQaEkARQgghRFjVBUGMuubdhhi0SgZKXSF6cQTFm+H9syE6A6Y9ofwvKMGTyX8DeyX88v/ac4RCCCFEpyIBFCGEEEKEVW39FJ5mZqDoNfj84HD72mJYxxZrMXxwLpji4PiHQW9uuD4iEQZfDCvfgdLt7TNGIYQQopORAIoQQgghwsru8qLTqNCoVc36XF3GilUKyTbO41Rqnrhq/wyeWIJv1+tkMMXCwufCOz4hhBCik5IAihBCCCHCqtblaXb9E1BqoADSiacxfj98/1coWAWTH1QyTULR6KHXKbD2E7CVh2+MQgghRCclARQhhBBChFWt01MfDGmOuqCLZKA0YsXbyrSc0TdDYu8jb9/zRPB5YN3nbT82IYQQopOTAIoQQgghwqrW6ZUMlLaQvwJ+uA96nQo9pzbtM6ZYSB8Oaz5s27EJIYQQxwAJoAghhBAirGwuT7M78IBSRBYOFqEVh3BUwWdXQmwOjLi2eZ/NnaRM+Snf2RYjE0IIIY4ZEkARQgghRFjVOr3N7sADBzNQrH+2QRaHmHUP1JbBhL+CRte8z2aMAK0RNn7dNmMTQgghjhESQBFCCCFEWFmdLctAMWjVqACrQzJQGtg8C9Z9CqNugMiU5n9ea4T0obDxm9YfmxBCCHEMkQCKEEIIIcLK2sIisiqVCpNeIzVQDuW0KtknGSMgd3LL95M5CgpWQk1R641NCCGEOMZIAEUIIYQQYVXjcLeoiCyAWa+hRgIoBy14BmylMOpGUKlavp/04YAKtv/cakMTQgghjjXa9h6AEEIIIbqWWqe3viBsc5l0GpnCU6e6EBa9CH3PBEvy0e3LGA2JvWDrbBhyaYt34/f7cXgdVDmrqHBUUOYoo8JRgdPrxKQ1kRudS6+4XqhV8g5PCCFE5yMBFCGEEEKEVUun8IDSiafG4W7lEXVSC55RCsb2P7d19pc2FDZ/B14PaJp2i1hgLeDr7V+z9MBS9lTvocJZgcfXeIArxZzCdQOv49y8cyWQIoQQolORAIoQQgghwsbv91Pr9LQ4A8Wo00gbYwBrMax4GwacB/qI1tln+lBY86FSCyVzZKOben1e/rv2v7y+7nV0ah194vowKnUU0fpozDozEboIIvWRROmjiNRHolPrcHgd7Knew+/7f+dfi//Fz3t+5ulJTxOpj2yd8QshhBBtTAIoQgghhAgbp8eHx+dveQaKTkONTOGBpa+DSgO9T2+9fcb3BL0FdsxtNIDi9Xl5YP4DzN49m1NzT+WUnFMwaA1H3L1Ja6J3XG96x/VmbPpYXl3zKtf/dD1vTnsTs87cen+HEEII0UYkb1IIIYQQYVMX/DiaGijV9i4+hcfjhOVvQo8TwGBpvf2qNZAyAHbObXSzF1a9wOzds7lx0I2c3fPsJgVPDtcvvh/3DL+HHVU7eGDBA/j9/paOWgghhAgbCaAIIYQQImzq6peY9S1LgjXrJQOFjV+DrQx6n9r6+04dBPuXg6s26OplB5bx5vo3OSfvHIanDD+qQ2VFZXHtgGv5de+vfLj5w6PalxBCCBEOEkARQgghRNjUBT/MLc1A0WuljfHytyFlEERntP6+UwaBzw17Fwescvvc/HPRP8mLzWNa9rRWOdyQpCEc3+14nlnxDPtq9rXKPoUQQoi2IgEUIYQQQoRNfQClhTVQzF29C0/ZDti7EHqe2Db7j84AUxzs+j1g1ZfbvmRP9R4u7n1xq3bPOafnOVh0Fh5f8nir7VMIIYRoCxJAEUIIIUTYVNdN4TG0fAqPw+3D7fW15rA6j9UfKoVeu41um/2rVJDcH3bPb7DY7XXz2trXGJkykm5R3Vr1kEatkQt7X8j8/PksyF/QqvsWQgghWlOnCqAUFRVx++23M3LkSMaPH8/jjz+O0+ls72EJIYQQoonqa6C0OANFCbxYu2IdFJ8P1n4MWWOhBYVbmyx1IBSsBkd1/aIfd/9Ika2IU3PboO4KMDRpKL1ie/H0iqfx+btocEwIIUSH12kCKH6/n9tvvx273c4HH3zAM888w9y5c3n22Wfbe2hCCCGEaKJquweTToNarWrR5+tqp1R3xWk8+xZD1X7oPrltj5M8APxe2LekftF7G99jQMIAMiLboO4KoFKpOKfnOWyr2Mbs3bPb5BhCCCHE0eo0AZSdO3eyevVqHn/8cXr27Mnw4cO5/fbb+e6779p7aEIIIYRooiq7G4uxZdN34JAAir0LZqCs+wwsSZDUt22PE5Wm1EHZrUynWV+6nk3lm5jSbUqbHrZHbA8GJAzg5dUv4/V52/RYQgghREu0/A4mzBITE3njjTdISEhosNxqtbbTiMKr1umh1OrE6vRgMWhJsOiJMOhCbu9weympcVLtcGPWaYizGIg2hd5eCCFa04EqB5U2F6gg1qwnOcrYavv2+vwUVTuotLnRalTEmvUkRrbhdAbRqqrsbiJa2IEHIOLP2ildrpCs1w0bvlKyT1qxgGtQ9XVQlADKF9u+IM4Yx4CEAW17XOCM7mfw2JLH+Hnvz5yUfVKbH08EV1LjoKLWjcfvJ9akIznKeMSsMY/XR3GNk0qbC51GTZxFT3yEfDcLIY4tnSaAEhUVxfjx4+t/9/l8vP/++4we3UZF1DqQomoHM2Zv4ctV+Xh9ftQqOG1gGg+e0oeU6MCHklKrkzfm7+TtP3bj9CjziMf3TOCJ6QNJjzWFe/hCiC7E4fayYk8F93y2hsIqBwDpMSaeOn8QQ7vFoNe2/MEZlIfmeVtLePjrDZTXugDonmjhuQsH0yc1Ck0Lp4WI8Kmyu+uDIC0R8WcNlC43hWfXPLCXQ/aE8BwvpT8sfQ2nvYwfdv3ApMxJrdp5J5TuMd3pF9+PN9a+wbSsaahUck6Hk8frY1NhDXd8vIqdpbUAxEfoefSs/ozPS8QS4tytsrv5YX0h//5+U312WN/UKJ67cDA9kyPDNn4hhGhrnWYKz+FmzJjBxo0bueuuu9p7KG2qxuHm399v4vMV+/H6/AD4/PDNmgIe/no9VXZXg+1dHi/vLtzNq/N21gdPAOZvK+W6d5dRUuMI6/iFEF3LnjIbl7+1tD54ApBfaefSN5awp8x21PvfcqCGWz9cVR88AdhRYuWC/y4iv9J+1PsXba/C5jqqAErdFJ4qexcLoKz/EqLSIS43PMdLHgA+D+tWvYXVbeW4tOPCc1zglJxT2FKxhYUFC8N2TKHIr7RzwWuL6oMnAGW1Lm76YCVbD9SE/Nzy3eXc/791DabWbSys5vz/LmJ/xdF/9wshREfRKQMoM2bM4J133mHGjBnk5eW193DaVJnVxTdrCoKu+2ljEWXWhgGU4honbyzYFXT7jYU1DR5qhBCiNTndXl77fWd9sPdQHp+ft//YjcvT8u4aVTYX/zd7c9B1tS4vP6wrbPG+RfhU2Nwh32I3hVqtIkKv6VoBFI8LNn0LWeOU6TXhEJ0BxhjKN39DTnQOKREp4Tku0DuuNznROby1/q2wHVMovltbiM0VvP7Mf37aEvS8K7U6eeKH4N/NFTY3S3eVt+oYhRCiPXW6AMq//vUv3n77bWbMmMG0adPaezhtrsruxh/4LFKv0tbwQmZzeUNe+AB2HfJGQQghWlOty8v6/KqQ69fmV1LrbHnhT7vbx+ZG3oAu212O2yvtTzu6SpvrqAIooNRBOfz6d0zbORecVZAz/sjbthaVCk9ib5KKtzIiZUT4jovSkWda1jSWHljKprJNYT12V+by+Fi+uyLk+k2F1dhdgd/hLo+PbcWhaxI2tk8hhOhsOlUA5cUXX+Tjjz/m6aef5tRTT23v4YTFkW4yD+9kYNRp0GlCv51Ki5EaKEKItmHUqcmKN4dcnx0fgVHf8suOXqsiMzb0/nulRKLTdKrLWpdUUesi8ii68MCfAZSulIGy/guI6QYxWWE97F5zFP0cDkbHDwrrcQGGJQ8jwZTAOxveCfuxuyqdRkVesiXk+sw4M4Ygday0ahXpjdxf9kqRGihCiGNHp7nT3LFjBy+//DLXXXcdw4YNo6SkpP7nWBZv0TMqJy7ouoEZ0cRH6BssS7DoOXtIetDtU6ONZEgRWSFEGzHrtdw0qXvI9ddPyMWka/mDc1yEgTuO7xl0nUatYvrQjBbvW4SHy+Oj1uVthQwUDVVdJQPF7YAts8I7fedPi3xWdEBm9YGwHhdAo9ZwQrcT+HH3jxyoDf/xuyKVSsX5wzNDFuO+4/iexB523wmQFGXk1ik9gn7GoFUzqVdiq45TCCHaU6cJoMyZMwev18srr7zCuHHjGvwcy2LMep4+fxCDMqMbLO+TGslLFw8l3tKwPZxZr+UvU3sx+bCLVWacifeuGUlqdPAASkmNgy0HavhpwwGW7CxjT1ktnkZqFdQ6Pewpq2X+1hKW7iojv9KOR1LnhehSHG4v+ypsLNpRysLtpewrt5EVH8Hj0wdg0B68vBi0amacO5DchIijPuaI7DjuPKFngxv8SIOWNy4fTkKEXr6XOrgKm1K3K8qkO6r9WAzaBoWEj2nbfwZnTXin7wAOr5PfrbtwaPVEFqwJ67HrjM8Yj16j5+PNH7fL8bui9FgTr102rEGQU6tWcfeJeQzNisXu8rCv3MYf20tZvKOM/RU2XB4vJ/ZN5uqx2Rwae4kx63jvmpGkRZuotLnYXmzlty3FrNlXyQGpySeE6KQ6TRvj66+/nuuvv769h9Eu0mPNvHXFCIprnBRXO0iMNJIYaSAx0hDyM6cMSOWyMdmUWp1Em3TYXB60Id4o5FfYmDF7C1+tPlisNj5Cz38vG8agjBh02oZxtvJaJ28u2M2r83bUF4uMNGh58ZKhjM6Jw6A7ujalQoiOr8bhZvaGIv725br6jl96jZpHzuhL39QoXrx4KDUON2qVigiDBp1aTSPlnJrMD/RItPD65cMpr3Vi0CrTFs16NbM3HOD+L9ZRV8M20qDl5UuHMion7qjbJ4vWUWp1AhBlPNoAiq7rdPZY97nSeSc6M7yHLVmHy++lNi6HqPzVFIS3DAoAJq2JCRkT+HTLp1w/8HrMutBT+ETr8KN8d/7n3IG4vD5cXh/xEQZsTg9Oj49vVhfw2KxNuP4MTht1ap48ZyCjc+MYkBHNm1eMoNTqxKTXoEKFSaumrNbJ379azy+biuuPkxZtZOZVI8mT6T1CiE6m0wRQurp4i4F4i4E+qVGNbmdzeXj65y18unw/KhVY9Frsbi8en5/UaCNf3HxcgywUl9vLZyv2NwiegNKy7sq3l/HtbePIOeyt8eIdZbw0d3uDZTVOD9fMXMbPd00gJzH0/FkhxLFhd6mNez5r+Fba5fXx4JfrefmSoTzwxbr6jjt2t1LY+ttbxzIgI+aojrt8dzm3frQKgAi9Bo/Pj9PjQ6NW8dYVw1GpVNRV3q5xerh65jJ+umtiwPeYaB91neOiTUd3+xFl7CJFZB1VsPUHGHRR2A+9sngFyeYkPOYexG78DrXbgU9nDPs4Tuh2Aj/v+Zmvtn/FxX0uDvvxu5qCCjsXvbEEr8+PQatGq1ZR+2dzgv9eOow3F+yqD54AONw+7vxkNZ/dMIYHv1iP3a1M0XN7fTg9Ps4dmo5Rp2kQPAEoqHJwyZtL+OaWsaRKfT4hRCciAZQOrNTqxO3xodeqibcYKKi04fb6lWJdQQop7i+34fb5uOq4HNKiTXj8fronWiivdfLFynw2FFSzv8LeIIBSUO1g5sLdQY9vdXpYvru8wYNHqdXJc3O2B93e4/Pz9ZoC7jzh2G4tLcSxwO31UmZ148dPtEmHWa9cDlweL+W1Lvwo6dd1NUsOXW4xaHjrj+Dt0gG+WpXP/Sf1QqtRsk5+31rC7A0HeHP+Lv51dj+sTuVmPD5C36zMkPJaJ8/N2YZJp+HMwWmMyI7D5fXx88YifttSzNwtJRzXPZ7520oP+Tv9fLemgNtC1E4R4VWXgRJtCqyj0ByRRp3y36PfrwTNjlWbvlVaGOdMDOthPX4Pa0rWMjRpCLWR3Un2ebAUbaA6Y1hYxwEQb4pnePJw3t34Lhf0ugCNWrLJ2orf7+fT5fvQqf28c9Wf075VYHd5uP2jVbw4dzvTh6bz7C/bDvscvLdoD6cPSsWo0zAoMwaHy8v36wuZ0ieZuz5ZHfR4JTVOdpfVkhpjoqzWict98J5XCCE6KgmgdEAVtS6W7i7n6Z+2sruslntO7EVmnInn52xnR4mV7PgIbp3Sg+FZsaTGmDhQaWNLcS3P/LyVTYXVXD46iwl5iTw3Zxuv/76TlGgjF43sxoUjulFQaW9wLI/X3+hbvB0lDdvSub2+RtOmNx+owefzow4xXUgI0f4KKu28u2g3nyzbh8vj48R+Kdx1Qh4aNcxcuJvPVuzH4/VzUv8Ubp3cA4NWxWvzd/HFyny8Pj+nDkjhguGZrN5XGdAaPTPOxFVjs/lqVQE/rC8EYFr/FD64djQqFTz63Sa+X3cAlRqmD8ng2vE5ZDTSWedQLo8fs17Nfy8bxkdL9/LQ1+sx6jScPiiN1y8fzjdr8kkIcuO96UD1sf+g3UmU1Dgx6zXotUdXgi3KpMXlbZ2CtB3a6o8gdSBEhLcI55byLdg9dnrG5uEyJeIxWIjMX9MuARSAadnT+Nfif/Hrvl+ZmjW1XcbQFbi9frQaFT/eNYn3Fu3my1UFONxeJvdK5NVLh7NwRzFaTfDzLcKg4eyhGbzy2w4+W74fi1HL2UPSyU2MCFmUFkCtUjFnUxFP/bSVHSVWchIi+MvUPEbmxBFjPrpAqxBCtIVOU0S2q3C4vXyybC83vLeCLUU1jO2RgMPj5cb3V7KxsBqnx8eWohpu+2gVn63Yh9XuYuHOcq54aymr91XSI8lCj+RILntrKcv3VOD0+NhTZuOJHzazcm9FwBQgvUZFWnTolNxBh6Xbm3QaeqWGnq86OidOgidCdGCFlXYufWMJr87bSYXNTa3Ly5er8tl8oJqLXl/C6/N3UWlzY3V6+HzFfs586Q92ltp4b9EequzK8k+W7+fmD1fyyOl9GxQMVKngn2f05/aPVvPJ8n1UOzxUOzz8b8V+XB4vN7y3gk+W76fG6aHa7mHmwt2c/+oi8ivsoQd8CJNOzT3TenPzByv5Yf0BbC4lK+adhbt5/IfNXDo6m73lgQHe0bnxEjzpIIqqncS2wkNRXQ2V0hrnUe+rwyrfBXsWQPfjw37olUWriNZHk2ROApUKW3x3ogpWhX0cdXKic+gV24u317+N398a1ZREMHqtmvOGZXLNzGW8uWA35bUubC4vs9Yd4JxXFnJcjyTKbYHFm6NNOs4cnM6lbyzh183F2N1eSmqcvPb7Tu7/31oeOb1f0ONN7ZvM+oIqrnlnef097uYDNVz/3go+W74f55/TP4UQoiORAEoHU1Lj5JlDUiPPH57JK7/tCLrtp8v2U1rr5t/fb6pfdtmYLJ79ZWvQ7b9clc/hjxDd4iP426l9AGVO+aCMaLr/WcMkJcpI37SGAZcYs557p/UOuv9Ig5bj+yQ3+vcJIdrXkl3l7Dwsa6RvahQ7S2rZW25Do1bRNzWK/ulRGLRqquxuvltbwAl9G57b5bUuft1SwqReSfXLxnZPYOGOMkqsTsx6NWcMSuWMQalM7ZPMz5uKg3ZNKahyMGdzUZMeivQ6NZ8u24fV6QlYt73YSkGlnTJrwwfqSIOWyYeMUbSvomoHseajKyALygMbHJwSdExa9T7oIyDruLAe1o+f1SWr6BHbvf6eoTahJxHFW1C7ahv9bFs6Keck1pWuY0XRinYbQ1ewfHc5O0pqUauUjo8D0qMx6tTUOD28Nm8HU/IS0WvU9E+Pol9aFBq1igtHZPLybztwenxE6DUMzIgmL1m5l1y9r4pYs44ES2Dg9JJR3fjP7OD3rP/5aQvFx/L5LYTotI7hvNfOw+/3U1DpYF1+FWa9pr6jBYDP78fmahiBz4g1ce+0XtjdPgqq7JRaDz6URBl1FDbSGm7l3gq2FdfQNzWKomony/dUkBRpYPad4ympcbJgeykxJj0DM6JJjTGSFR9YeLFvWhTPXTiY//ftxvoHop5JFp69YDDpUghMiA7L6fHy9WEFowGGdoth/vYSLhnVjRP6JLN6XyVur487ju/JuvwqvlqVz2Vjsvlx/YEGn5u/tYTLxmTx62alOOD4ngl8tTqfly8ZSlqMiQXbSlCpVEztk8RNH6wMOa5vVhdw9pB0Ig/rzLK/3EZprZN5W0sxatVM6pVIpDH0ZWvW2kKO6x7P7jIlCyUv2cKzFwwJ+b1UanWyv9zGop1lxJr1jM6NJznKgEnfvEtjcY2DPWU2lu4qJyXKyIjsWFKijdL5J4iCKjuxEUefgRLzZxCm5FjNQPG4YOW7kDMJtOEt3Lqnei/ljgpOzJpWv8yW0AOV30dkwVqqsseEdTx1BiYMJDMykzfXv8nwlOHtMoZjSY3DTVG1k0U7Sim1OhmVG0/PpAh+2HCA84ZlcMqAVNbur8Tp8XHblB5sKarh/UV7uHlSD169bBgr9lSgUcN9J/UmPcbEaS/M56HT+pASZWJdfiUWg45+aVF8snwf87aV8LdT+vDAl+twuJV73LHd44k06uqLjB/O6fFRWuMks4lTPIUQIlwkgNLO/H4/Gwuruej1xVTbPbx2WcP5xYe3Hk6w6Pn32QO49/O1HKh28N8jbH84nUaFxaDj5g9WsbGwun65XqPm8XMGsHZ/FQt3lKFVq3j+oiEkWAwBDzUOt5dNhVU8dFrf+grte8ttbC2uoVu8OWB7IUTHoFGpiDQGPtQ7PT5OG5jG7tJarpq5rMG6UwekctcJeeyvDJxmYzZomNo3mTHd48EPkUYtw7Ni+d+qfD5csrd+O7vbW1+kNpgIgzZgjvy+chv//mETP6w7GLR5/IfN3Da5B1ePzeatP3YH7CfSqOXuE3tx6egstBo1cRH6oDVRAIqrHdz5ySoW7iivX6ZWwTMXDGZq3+RGx3uowio7172znPUFB79PdRoVr18+nOO6x0sQ5TCFlQ5G58Yf9X4sBi1ajYqi6tAvDDq1zd9CbTH0Ojnsh15VvBKT1khGZHr9Mrc5Hpc5nuj9K9otgKJSqTg5+2ReW/caG8s20je+b7uM41hQ43CzYFspt320Ck9d3/c527llUi4n9EniQJUz4FowtW+ykrGsgqsPW/fpDaN55oLBvP3Hbpbsavid+tBpfYk2aTltUBojcuKotrsx6jTEW/TsP8L0Tb1GEuWFEB2PfDO1s6JqJ9fMXE61XUlJr3F4SDzkhr/U6iIj9uDb06vG5vCfn7Zw4M+bxl0ltfQ7ZJrNhoJqhnaLDXosg1bNkMxYvliZ3yB4Akr70Qf+t46rx+UASked2z9aRXF1w7d7fr+fH9cf4NV5u7jrk9Xc/MFKrn9vBY/O2sRdn6wJKFIrhOg4tBo1l43ODli+dHc5WfFm/vv7zoB1s9YV4vH5WZ9fFbDu6rFKAdjeKVH0To0iPdZMWa2rQfAE4KcNBzhjcFrIcV06OisgYLFge2mD4EmdF+ZuZ1RuPGZ9YGDighHdiLcY6JsWTV5yZMjgicfr48OlexsETwB8frjzk9UcaCSL71AOt5cX5mxvEDwBpRDj9e+uoKj6GM2OaCG310dxjYOEyKPPQFGpVMRH6DlwLP4z9vth4YuQMghis8N++BVFK8mN7o5Gdcg5plJhS+hB1L72nT4zImUEyeZk/rv2v+06js6uuNrZMHjyp182FdMrOYrn5mwL+MzPG4uosrvx+XwB6/aW1bJuf1WD4Ako36n//G4jfVKj0WnUZMSa6ZsWTW6ihWiTnoQIQ8g6fMlRBunGI4TokCQDJUycHqWglsvjw6TXkBxpRK1WUVzjoNTq4N5peYzvmYgfePeakTz5wyZ+21rKmwt28vBpffls+T5OGZhGbkIEGbEmthbVkJtoIcak47Gz+vP8r9s4ZUAqkQYdJ/VP4a0Fu/hildIxA0CjVvH/zuyH3e3l+3WFQcfo8vrYU1ZLtzgzRp2aS0ZlUWlzsa/cRlyEngiDlpIaJ6/PD3zIqvPJsn08HKJYmBAi/Gocbipsbrw+H1FGHd2TIrhufC4qFQztFovP70eFEuQI5avV+VwzNoezhihvpLcXW9leZGVCzwQqba76Tl56rZqvVucHfH5rkZVYs46xPeL5Y3tZg3XT+qWgVkFBpY0ahweNSoVeq2JmkAyTOrPXH2BSr0S+PyTAcsGITMqsziZ12ym1Onk7xP79fli2uwKLUYvV4UH3ZyZLRJBOL6VWJ/9buT/oflxeH8v3VJAZJ+nndQoq7fj8NHhJcDTiIvQUVh2DQfvdC6BgJRz/j7AfuthWTL41nxHJgVNkahPziNm7BH1NEa7I9ql3plFrODX3VN5a/xabyzfTOy54TTbRuPnbStBqVJwzLIOJeYn4/VBhc5EVb+KTZfuINuk4f3gmw7KUa8S+chvvL9nDO4v2cFz3eO4+MY8eSRZUqFiXX0XvlCge+35z0GP5/TB7w4GAJgYAydFGXr5kKBe9vqTBVB6jTs3LlwwjOUoCKEKIjkcCKGFQVO3g5d+28/HSfTg9PhIjDfx1Wi+m9kmmxuHhm1vH8eWqfC58bTG1Li+xZh03TerBDRO78+GSvaRGGxncLYZ/fLOearuHSIOWy4/LQg1c9+5yHp8+gAk9E3n8+82U1bow6TRcMrobX958HG8t2EVCpIGx3RP4eNleeiZacHkD3x7UKa91c+bgNLITInhhzjZ2lylFJU/ql8L9J/dGr1VRbg0sBFmnsMohbYyF6CB2lVr557cb+W1rCX4/9E6J5LkLB3PesAz+9d0GXvsz46RfWhR/OTGPHSW1zN9W2mAffVIjuXFid178dXv928WBGdE8ec5ASqwuHvp6Pct3VwAwJDOGO6f2pLDSwap9lQ3287cv1/PkOQO5bnwuX68uQKNWMSkvEafHi1at4vr3VrA+X8nkeOGiIUELztYpq3Vx25QeaNVqTHoNk3slsaGgii9X5TO1bzJaTePfP14/VNmDt28/d1gGEXoN5726iD1/fv+d0j+F+07uHdBu2eP1N6hZdbjiY3V6SQvt+bM2TXJU69T0iI8wsC9I16VOb96TENcd0sNf52Nl0Up0ai050TkB62oTeuJXqYjav4LSPqeEfWx1xqSO4fud3/P8yud5+YSX220cnVmNw82rlw7j8xX7uf3PTJTMOBNvXD4clUr5Dn7t9528sWAnfr9SaPzBU/rw3ZoCPD4/v2xU2g4DjMyJ45QBKSRHGamwBf9ebSyrr396NLPvHM/Pm4pZtbeCQZkxTOubQlqMUbqnCSE6JJnC08bKa53c89ka3lm4p/5Gu6TGyb2fr2XWukKyE8y8Mm8Hr8/fRe2fxWIrbEpnnfnbS3nkjL58sTKfGbO3Hpzm4/Tw0twdLNheyiNn9GN/hZ1Hvt1I2Z8PHHa3lzfm7+K5X7YxIS+RDfnVXPPOMmZvKMKg09CtkTei/dOj6Jsaxd2frqkvxOj1+Zm1rpBL31yCx+tnVE5cyM+f2C9ZgidCdAD5FTbOf3Uxc7cowROAzQdq8AMXvr6Y+YdkgmwoqObG91ZwzbgcLIdkWqhUcP9Jvbnlg5UNUrPX51dRUuPk3FcW1gdPAFbtq+TG91Zy19S8gHpMTo+PDQXVbCyswubyUmV388/vNpAYaeS6dw8GTwD+2F7KsOzgUxEBxvWI5/t1hbi8PkqtTu7+dDUv/Lr9z+DJkS9rZr2GId1iApZnxZsZ1yOBWz9aVf+w7/X5+XZtIZe9uTTgIcCs15AdH/r7dHh26O/KrmhXaS1atarVMlCSogxB21Z3ajt+hd3zYdBFygkYZsuLl5MVlY1eEzjNyqc3Y4/JInrv0rCP61AatYYze5zJ/Pz5LD+wvF3H0llN7ZvCY7M28d3awvppPPvK7bw0dzuXjs7irk9Ws2B7af21Y2NhNbd9uIpLR2fx7ZoC1uw/OKVz6a5yLnptMY+c0S/kf7LjeyaEHItWo6ZbfATXjMvhxYuHct34XLrFm5v0XS6EEO1Bvp3aWFG1k/nbSjHr1dw2pQePntWfc4emo1Gr+GNHKTanl2/XBJ9S8+b8XVTYPLy/ZE/Q9V+uymd4VlzIVPQ5m4uJMetZsqsMnx8m9Exgzf5Kbp7cPej2AzOiiTPreXHudgC6J1o4a3A60/olY9Zr2FNmY2uRlftP7h20WG1qtJFROUdfHFCIzs7v9+NpJNMrHOZvK6XksBaQ5w3P4LfNJUGzO9xePx8s2cuZh9QqGds9gfnbS6l2NGwbPKlXEr9sKqoP+h7K7vYya10hUw9rexxp0HL+8AzKalyMyY3juNw4zh2awafL9wVkxX2zpoCLR3YLWkAw0WJgQl4ib/2xmx/XH2DOpmJqXV6Sowwc10O5Sff4fPh8odsix5r1/P3UvgE3+xeN7Mar84K3jd9VWsuWooa1TpKijCGnLA7OjGk0WN0VbS+2khZjarUge2q0iVKri2pH8LfenY7XAz8+CEl9IXNU2A9f7qhgR+VOesXmhdymNqk30ftXoPK27z/zESkjyInOYcbyGfj87ftd2xkV1zjZVmwNWK7VqFm+u7z+hdyhPD4/b/+xm7zkyIB11Q4PC7eXMrZ7YKAkO95Mv7To1hm4EEJ0ABJAaWNbi2r42ym9+eT6MdQ4PMzbWkKvlEhm3zmeQenRbCmqCflZp8dHlc2F2xv8QcDnh1qXB6vTE3Q9QGGlndRoI9eOy+HyMdn8v282sqmgmucuHFz/5lSpd9KNe07sRYXNTXG1k5cuHsrFozKxuTxEGnU8ff5grhufy4LtpWQnRPDZjWMYkK5cEDVqFacOSOXj60eTJm2MRRdW43CzqbCaR77ZwE0frOTTZfvIrwj/G3KP18ecP1sLH2pYt1gW7ywL8gnF6r2VjO2RQN3z7aReiazaWxmwXa/kyKDLD93PhLxEQHmJPrZHPB/dMAqvz8+o3HiW7i5nxd5KRnePZ2z3hICArM3l5eXftvPa5cMYkhkDKN0cju+TxAfXjUKtUjEo4+D3z8n9U/j0hjHo1Cp+XH+AWz5YxX3/W8uqvRVUhJgK1Cc1ko+uG03vFOVhQKdR9rn5QOjv5IXbA//ZjciO5a0rR5CToLR8N2jVXDa6G69cOpTESJm/f6gtB2pIi2m9lrx1Bda3NvLvrFNZ/DKUbIaR17dL9smK4hVoVBp6xPYIuY01uQ8atx3LgfVhHFkgtUrNBb0uYGPZRr7a/lW7jqUzCnUdGJ4Vy7ytpUHXASzfUxHyPu+PHWU8cHIv+qQe/E49Y1Aab181kuw/vx+FEOJYIDVQ2livZAsen58zXvqjPhXy541FvDh3B89eMBhPkGrmhzIdoZWmSdd4i8weSRYePKU3y/dUUlhl59kLB+P1+Vm9t4Krx+YwNCuWCIOGr1bls7PEyojsOJ6+YBAPfrmOfeUHi/N9vmI/147PYVyPBPRaDUO6xfLO1SOUoo9qFbHm4EUWhegqap0evlqVz0Nfb6hf9vPGIpIiDXx6w5iw3kBq1CrSg9zkVtpdjdafiLfo6Z8exc93TcTn9xNl1LJyb0XAdtUOd8gON3X76ZMSyXe3jUOlgr3lNjSoefjr9Sw9ZMrPd2sLmdI7iYdP78vDh/xzA1i8s5y85EheumQotU4PapWKKJOWxEhl/DOvGkm1w13//VNjd3Ppm0vYWnTwrepnK/Zz5XFZ3HF8HrERDackmPVaRufG8/61o6h1epQgjgqijNqAjJs6abGB/0wjjTqm9E6if3oUdpdSzyUh0oBB2hc34PP52VhYzakDU1ttnxkxJnQaFav3VXb+6VIlW2Duo9DnDIgPHcBoS8sOLCM7KgujJvR3hDMqDbcxhpjdi6hJHxLG0QXKi81jTOoYnlr+FBMzJhJvkgzYpkoJ0fmmotbVaOHWBIsehzsw8xCUrjnltS4eOrUvkUYtarWKNfsq+W5NAZcfl020SdcqYxdCiPYmGShtTKfR8OAX6+qDJ3Wq7G6em7ONKKMu6IMOwNBuMRh16vpo/uFyEiLQqFWM6R78piHRYiDGrGPWugO8/cduHvp6Azd/sJLbPlrFm3/s5skfNxNl0vHsL9t4bs52Hvl2I79vK+Gb1QUNgid13pi/q8GFNS7CQFZ8BBmxZgmeiC6vuMbJw99sCLr8399vwuoMX8q7SqXiwpGZAcs/WrqXC0YELq9z5XHZZMSY6Z5koWdyJMnRJi4ZlRWw3Q/rD3DWkNBtic8ZmsH1763gtBcWcOrzC/h2TQHL9pQ3CJ7U+XVzMXqtOmgry9MHpZEWY6JnciTdkyz1wROA2Ah9/fePQavm/SV7GwRP6sxcuKfRQqMJFuV7LD3WTFKkkcvHZAfdrq7obShJkcb6/UjwJNCuslqsTg+5rRhI1GrU9EqO5PetJa22z3bhssFnV0FEEgy9rF2GUO4oZ1vFNnrH92l8Q5UKa3IfYnf/QcCNTTu4oNcF+P1+Hl38KP4OMJ7OYmz3BHRBim1/v/4AF47sFvJzV43N4b1FwaeVXzIqi3cX7eHiN5Zw+ot/cOrzC3jwy/U89fNWCiqPwW5ZQoguSwIobWxLUU3ILg2r91Xi8vp49Kz+xB32djQj1sS/zx7A4z9s4qnzBpN62MNFYqSBR07vS3mtk5smdq9PH68TbdLxxDkD2FteywUjutH3sPZxZr2Gd64eiU4Ds9YerMGSHmPimzUFIf+enzYWBV3u8fooqLSzPr+KTYXVFEn3CdHFLNpRFvJ54pdNRVTUhrdmQEaMiSfOGcChs2MGZ8ayoaCKu0/M4/AyFGcMSkOnVVFWe7BuSqXNxe7SWm6cmNtgRkF5rQu1SsXNkwLrKV0/IZdok5bimoP7OXdoBp8s2xdyrLPWFjKlz8GaKSoV/HVaL7IaKdB6qFKrk4+W7g25/pPl+yizOlmXX8WWA9WU1AT/ftJp1Fw2JotxPRIOW67iv5cNa7XuMV3Rit0VqFCyIlvT6O7xzN9Wyvr8qiNv3BH5/fDNbVC+HSbeB9r2+W9saeFSdGotPWN6HnFba0o/DDVFmMp3hWFkjYsyRHFZ38v4Ze8vfLHti/YeTqeREm3glUuHYdA2fAy4aWIulbUuHjqtT9BrxIjs2IDvQZUKbpyYy+7SWk7unxL0eN82cl8phBCdjaQNtDF7kCKLh7I6Pfxn9lb+eWY/rE4P1XY3PZIsJFgM3PPZGtYXVFNR6+b1y4dTWGVne7GVvORIchMtlFQ78Pnhjk9Xct9JvdFp1OwosZIabSLGrGPG7C3cOrkHapWXly8ZWv8AkRpjol9qFCnRRgqrHPUV2AE0anWjbY5rg9RbqXG4mbu5mIe+3lDfGjQj1sTzFw5hYEa0VFIXXYLdFboWkc+vdHMJJ4tRxxkD0xiTG8+y3eXYXF4m9UrkkW82EmXU8daVI9hcWIPT46V/ejQr91Yy48ctjOtxMMvC4/Pz9ZoCchIieOuKEWwsrMbr89M/PZo/tpcSYdDw050TWLG3Ar8fRuXEkRhpwOH28uOd41m4oww1kJ0QgcMd+nvF4fZy1XFZZMeb0WvUjOkeT1yEnvgmdmvxQ6PthGscbh6dtZEvVyk38bkJEbx48VB6p0QGFDRNjjLy3IWDKai0s2JPBXEWA4MzY0iONGA4wpRJEdrCHaXkJERgPsK01Oaa0DORXzcXc9mbS/j8puPonti6AZo2N/cxWP85TLwfYrPbbRh/FCwkN7o7hiDddw5Xm9ADr85E7M752ONzwzC6xg1PGc7Eson8e8m/6RHbg0GJg9p7SB1ehEHHcblxfH/HeFbvraTE6mR4Viy5iWbu/XwdY3LjmXX7eJbtLsfu8jI6N55Sq5NL31jMjPMGM6l3Euvzq9CoVfRLi+KH9QdYubeAS0cHz16xhpgWKYQQnZEEUNpY//TQlcczYk1U1LrYUWLl1g9X0SclkjevHM4Vby1rUB19+Z4KTnthAQPSoph59QjiLUr0PychgvxKGyqVir9+vpZok47UaCPltS6Ka5yoVdAnLar+hjI7IYJhh80Ttxi0DMuKZcUeJbV+zf5Kjusezx9BiiUCnBTk7cKWAzXc/vHqBsv2V9i56PXFzL5zghQPE13CmCDdB+r0T48iyhT+r1uzQUuWQUtW/MFzcPqQdG79aBVfrc4nNyECrUbFi3O34/b6uWJMFrHmgw9QCRYDpw9M5aGvN/Dp8n3kJkSgVql4bs42vD4/t07uTla8mbyUhtMMo0w6kqKM9E5RMt+cbi8n9k3ilXmBU2wATu6fSvekSLonBZ+ueCTRRh3H90ni69XB33KO7ZHIs79srf99Z2ktF/x3Ed/fMZ7MIJ1y4i0G4i0GBmTEtGg8oiGvz8/v20oDMntag06j5v6TevPItxu49/O1fH7jGFTtUIC1RRa/Cr/PgGFXQva4dhvG3pq97Lfu55ye05v2AbUWa3Jf4nb8RsGIK9p2cE10cZ+LKbAWcOucW5l50ky6xwTvNigOMht0dE/UBQQdTx2Yyl2frAGU9sMmnZrn52yn1uXhguEZfLZ8P9+vKyQnIQKf389/fqrF74eHT+/L3M3Bp9O1Zu0jIYRob5Ia0IZqHG4sRg2XjAqMyKtUcNcJeby3+OBc0rum5hEfoeeiINsDXDImi8jDinCpVCrunqq0HKyyu9l8oKY+df7yMdlHnKMcG6HnkdP71bcL/Wz5Pq4dlxuQ1gkwrkcCWXENgyHVdjdP/bQl6L6dHh9frc6XecmiS0iJNnJakJtErVrFv87sT1xEx+jIMjw7jrxk5YZ5Z2ktW4usuL1+Ysw6rhmXg/6Qc9/t9dInNYpucWb8fthRUsu2Yiten59Ei4GJvZIaZLCFYtBpOH9EZtCuNN3izBzfJ+mo/iazQcsdx/fEEqQWU//0KFQqKKxqOG2nxulhwbbQ3SZE61m5t4LyWhfDsmLbZP+RRh0Xj8xixZ4K1nWWqTwr34Uf74N+06HfOe06lAX5C7DoIsiJzmnyZ6rTBmGq3IepbGcbjqzpdGodtw25jUh9JFf9eBXrSta195A6jWq7m1KrE5dHyZgenBFDrz9bFc/fVspPG4updXmINum4bkJ3lu8ux+Pzs63Yyo4SJXjSLc7MlF6J/LC+MGD/o3LiyO1smWFCCNEICaC0gfJaF/O3lXD9eyu48s2lXDKqGzPOHUhesoUok5ZxPeL5+LrRbD5QTX6lndG5cXxx03Ec1yMBg07L9CHpvHPVCAZmRBNl0jIkM4YPrh3FKf1T0WsappBX1rpZtrucVy4dyqicOKJMWvqkRvKvM/uTEmVkZ+mRW6j2SrHw7W3jOKl/Cj4/fLZiH5/eMIbTBqYSbdKRGWfikdP78vT5g0g47AHI5vIGLdxYZ/XeSlyNpNYLcayIi9Dzj9P78cQ5A8hNiCDapOOEPkl8e9u4gBpE7Skl2sgbV4zg1sndSYkyEmvWccGITP5303EB2Rh2l49XftvB/zujH1ccl01ipIH4CD0XjMjkqfMH8fRPW7A1MnXpUDkJFj69fjSXju5GfISexEgD147L4b1rRjbIkGmp7PgIvr1tHOcOyyDGrCMt2shfp+Vx25Se/PPbjUE/s3xP+VEfVxzZ9+sKiTXrWr3+yaEGZ8YQbdIxa13gA1yHs+YT+OZ2yDsZhl3VLi2L67i8LhYWLKRffH80qqZPUatNzMOjjyB+25w2HF3zWPQW/jr8r8QZ47jyxyv5ePPH+Pxy/xFKqdXJLxuLuHrmMi747yIe/2EzJdUOZv6xm/9eNoxbDrlGnDs0nc9vHMOi7UW8f+2ooN/jGbFmZt02njMHpxFt0pERa+Lvp/bhhYuGSEt3IcQxReXvIukBVquVYcOGsWLFCiyWtruJq7G7eXXeTl76bXuD5dP6pXDfSb1Qq1VE6DUkRhopszpxeX2Y9dqg7d0qal04PF5MOg0x5uDzkveU1TLlqXnEmfWcOyyDbvFmyqwuvli5n52ltXxz61gGNjEN3ep0Y3V40aghMdJIrdNDjcODWq109AmWFl1pc3HV28tYta8y6D5vmJDLfSf1DqgzIESdcJ2b4VRa48Tj8xNh0BBp7FitG4uqHdz24UoMOg0n9ElGp1GxZFc5q/ZW8OF1o8mIPRhEcXl8PPT1ej5bvo9JvZKY1CsRjUrFHztK+WlDEeN6JvDCRUOa9TfanG5KrC5AqTdibOW6Ina3hyqbG7VKhVajYvrLC9ldFjyQ/PBpfbl6XNPfunclrXVeen1+xjw+hyHdYrnyuOzWG2AQL/+2nZIaJz/eOaFNj3NU1v8P/nct9DgextwGqvZ9j7Ug/w/eXP8m1w+4jlhj8zKEktf+j4jSbay55ANQd5z6QG6vm4+3fMzcfXMZmDiQe4bfw5Ck9m253Jpa49ysqHXx5I+b+fiw4t53TOlBrcvL24t28a8z+jO0WywqFeRX2PnLp2vITojg1UuHEmXUhvwetzk9VDs8qFVKw4NOM6VOCCGaSGqgtLISqzMgeAIwe8MB9lfYePfqkfWFEY9UIDE24sjF3OpqFHy1uoBX5u1osK57YgQpQVqDhmIx6LAYDj4IRRi0R2xPHGPWc9fUPC5/a2nAOo1axfnDMyV4IrqcwzO1OpL1+VX17YTnHzaF5cMle7lrah66P6f06bVqrhqbzafL9/Hr5mJ+3VzcYPvbpvRodoDIbNCRZWi7oJJJp8UUffB7664T8rjjk9UB2xm06qOeOiSObPnucoprnBzXPb7Nj9UvLZpX5+2g0uYK+dKhXW36Dv53HeRMhNG3tnvwxI+fn/f+TE5UTrODJwBVmcOJ3bOIqPzVVGcOa4MRtoxOo+OyvpcxImUEH23+iMt/uJyRKSO5qv9VjE0bKw/0wIFqR0DwBOCV33fy1c1jmblwNw9+uT5g/S2Tu5MSbQII+T1uNmgxH+HeUQghOrNOOYXH5XJx2mmnsWTJkvYeSoCVeytCrttQUE21PXgr06JqB6v3VTB7wwE2FFRRekgL0MZEGLTcf3IfJvdKbLA8L9nCm1eMICmy7VsiDsyI5u+n9qmvowIQZdLy1hXDSY81tfnxhRBN4/b4Gm33++WqfMprXQ2WdYsz8/LFQxvUFzHq1Dw+fQB5LSz6erhap4c9ZbX8uqmI37eWsK/chsPdeAezphqfl8itk3ugPSSQGx+h5/1rRpEeI99PbW3WukISLHp6tuH0nTq9/yxm3Nh1uN1s/Qk+uxKyjoOxd3aIjI2t5VvZW72XYSktC344YrrhjEwhcdOsVh5Z6+gd15t/jPkHNw+6mRJ7CTf9chPTv5nOdzu/w+trne+XzmruYcHwOi6Pj+/XFfDaZcMaFD7Xa9Tcd1IvBjbSGEEIIbqKThcidjqd3H333Wzbtq29hxKU5khvNoKs31Vq5cq3l7HnkDTzAelRvHrpMNJjAztEHC4l2sgzFwym1OqitMZJjFlHvMUQtjmnMWY9l4zOYlq/FAqr7Og0apKjjCRFGqSFsRAdiB8azQhTq1Qcvtas13JC32Rm3zmBomoHPr+flGgjiZbWaetbaXPxweK9PP3L1vpWzwatmifPGcjUvslHzII7krgIPTdP6s75wzMorHZg1GpIijSQHGWU7Lg25vP5+XH9AYZnx4XlrX9SpIFok47VeyuZ0ju5zY/XZDvmwieXQPowGH93hwieAMzaNYtEUyK50S1sRaxSUdltFEkbv0NXW4Y7ou2zjJpLrVIzPGU4w5KHsbViK9/v+p4H5j/AG2vf4N6R93Jc2nHtPcR2oWnku29naS2jcuP599kD0KhVuD3KVPNqh7tBkXEhhOiqOlUAZfv27dx9990duqvLkD/niwYb4pBuMcQcVuukuMbBte+saBA8AViXX80DX67nhYsGE206cipyjFlPjFnfpkX6GmPSaciMMwdtCSqE6Bj0WjWXjOrGTxuKgq4/b3gG8UGmDuo0atJjTW2SUbYuv4oZh3Xycnp83PnJan68Yzy9W6EAr9mgpZtBS7dWKFYrmm5tfhXFNU5GZMeF5XgqlYrcxIiQNbnaxa758NGFkDIAJt4H6o5x27WjaifrStdzevfTAoKmzVGVOZyEzT+SuPG7DtPSOBiVSkWvuF70iuvFzsqdfLb1M274+QZOzTmVB0Y9QLSha2VWTO6VxOM/bA5YrtOouHxMNhe/vhifXwm0qFXg9io3ta9dNowT+6WEe7hCCNGhdKpQ8tKlSxk1ahSffPJJew8lpIRIA/ef1DtgeYRew2NnDQioa1Ja42RHSfAuNr9vLaHM6gq6TgghWqJPahSTDpvyB5Adb+b84Zlowpg1VmV388KvobMJZy7cjdvbtVPtO7M5m4qwGLT1LVHDoXuihTX7KjvGi5Zd8+HD8yCxN0x6EDQdo6C0Hz+fb/mcRFMCveP6HNW+fDoTVd1GkLz+K9RueyuNsG3lxuRy74h7uab/NczdN5dzvjmH1cWr23tYYZUcbeT68YGZRyf2TebnjUXUdaf3+vz1wROA5+ZsC5jmKYQQXU3HeBXSRBdffHF7D+GILAYtF47sxojsOF6fv5MDVQ6O6x7P+SMyG3S3qFNhC14TpU6tSx4ehBCtJynSyP+dM5DV+yqZuXA3To+Pc4ZmMLlXIqlhrgni9HjJr3CEXL+7rBanx4dO0zE2BqzyAAD6jUlEQVSmPIjm+WVTEYMyohudLtDauidGUO3wsLfc1irtsVts+y/w8SWQ1Acm/x20Haew9MriVWyu2Mw5PaejPqr8E0VF7gRidy8kceMsigad2wojbHsqlYqx6WPpHdeb/679L1fNvoq/j/o75+Sd095DC4tok44bJ3VnSp8k3pi/kzKriym9kzh/eAb3fxFYPLZOQaUdl0fuS4UQXVunCqB0FtEmHUOzYnk6bRAuj58IvSZkLZDkqNBFXnUaFdFG+VckhGhdSVFGTuyXwtge8Xh9EBWkjXo4ROi1DEiPJr8y+JvrEdlxmHTyHdgZFVU72FRYw62Te4T1uLmJyjTW1fsq2y+Asv5/8MUNkDYEJt0Pmo7TEcjudfDhpg/Ijc6le0zr/Ltxm+OoyhhO6qqPKel7Kj5d5ynOHG+K594R9/LR5o94ZNEj7KzayV+G/QVNB6lT05biIvSMzo1nYEY0bq8fi0GLRq1idG4cc7cELzLbPz0as16+k4UQXVunmsLT2Zh0WqJNukYLqSZY9AEddOpcPLJbh26HKoTo3CIMunYLnijH13Lb8T0IlqBg0mk4d1hGWLMXROv5dXMxapXSpS2coow6UqKMrNpbGdbjAkrxsz+eg8+vhuxxMPnBDhU8Afho00dYXVamZk1thdyTg0rzpqJxWUlZ3XGnWIeiVWu5rO9lXNz7Yt7f+D53z7sbhyd0ZtyxxqxX7lXrvmtPHpDaoOtaHZUK7jmxV7teM4QQoiOQAEo7izHreXz6QM4anFZ/8TJo1VwzLptbp/SUSL8Q4piWmxDBO1ePbNBSuGeShU9uGC1thjuxXzYW0Sslkkhj+B+2eiZZWL67PLwHddvhq5vg54dhwHkw7q4OUzC2zsKChczPn8+UbscT08pFUz3mWMq7TyR11ScYKve36r7D5YSsE7h1yK0syF/A1bOvpsxe1t5DahcZMSY+vWEMfVIP1i5KiTLyxuXD261RgRBCdCQd6+reRaVEG3ns7AHcNTUPm8uLxaAlMdKAsRVahAohREdm0msZ3zORL24+jkqbG7UKYs16yb7rxGqdHhZsL+XcYRntcvxeKZG8/cduahzu8ARwSrfDZ1dC6RalTXHu5LY/ZjNtKd/C2xtmMiChPwMTB7bJMcp6HE9UwWpy5s5g85lPd5h2zc0xOGkw9464l+dXPc/Fsy7mxeNfpGdsz/YeVlip1Sr6pkXx/jWjqLC58fh8xJh0JEcZw9KOXAghOjrJQOkgIgxasuIj6JMaRWacWYInQoguJTnKSK+USHomR0rwpJObs7kYp8cXtvbFh+uXFo3X72fJzjbOQvH5YNmb8N9x4KiAU/7TIYMnm8s38+zKZ8mwpHNi9rRWnbpzKL9WT+HgC7EUbyJj6VttdJS2lxOdw99H/R2tWssl31/Cj7t+bO8htYt4i4EeSRZ6p0SREm2S4IkQQvxJAihCCCGEaDX/W7GfnkmWRoukt6XkKAMpUUbmbA5eCLNVFG+Gd06DWX+BnIlw6jMQF9gWtj358TNv/zyeWvE0qRGpTO8xHa2qbV/O2ONyKO5zKqmrPyFx/ddteqy2FG+K54GRDzAwYSB//f2vPPzHw1hd1vYelhBCiA6g007h2bJlS3sPQQghhBCH2F1ay+9bS7h2fPsFE1QqFSOyY/lhfSGPnNEXg7YVgwbVhTD/P7D8bYhMhhMfhdTBrbf/VlJsK+bDzR+ypmQtgxMHc0LW8WjaOHhSpyJ3AjpHFdkLXkDrrKFw6MWg6nzv6wxaA9cPvJ4+8X34ePPH/JH/B38Z/hdOzjkZdSf8e4QQQrSOThtAEUIIIUTH8p+fthBj1jGuR0K7jmNSryS+XVvIFyvzuWhkt6Pbmd8P+5fDipmw7lPQGmDo5dDnDNB0nI4kfvzsqNzBr/vmsrRwCRG6CM7ucTZ54a7hoVJR3Pd0vDojGctmErV/JXvH3oI9oXt4x9EKVCoVEzIm0C++Hx9t/oj759/P62tf59K+l3JS9klY9FJUVQghupouE0Dx+/0AWK2SgilEuERERBxx3rScm0KE35HOzeael16fn7cW7eO7tYVcd1w3vG4ndnerDLVFYg0wOieGx7/fRM94Pb2Tm/Gg67KhrtqNungjmoLlaHb+iromH585EW/f8/B0nwr6CHB5AE+b/Q2N8eGnxlVNib2UAlsBu6t3saliM1WuKqL1UYxLHceAuAFoNTqcLle7jLEgexLVkRmkb/yG/p/fQGVyf0qzjqMqqS/26Ax82s5T68iMmWt6X8PktMn8tPcn/rnon/x7yb8ZmjCUoUlD6RXTi26WbiSaEtEeZfel1j43hRBHryn3s6LrUPnrvomPcQcOHGDixIntPQwhupQVK1ZgsTT+4CLnphDhd6RzsznnpTd3HJ5B0+t/V5XtOurxtQqtAX90GgCa9d+i3Ta3wep+sW6+OKlprWqdXthUocXnD+MNtApUiSrQN+MzfqB94iUhafAzkMajaRWouUCbRL6qc7zXU5lVqOKa/t+C5zcPvoW+Jm3bmuemEKJ1NOV+VnQdXSaA4vP5KC4ulgiiEGHUlPNNzk0hwu9I55ucl0K0Dzk3heh45HwTh+oyARQhhBBCCCGEEEKIlpIy4kIIIYQQQgghhBBHIAEUIYQQQgghhBBCiCOQAIoQQgghhBBCCCHEEUgARQghhBBCCCGEEOIIJIAihBBCCCGEEEIIcQQSQBFCCCGEEEIIIYQ4AgmgCCGEEEIIIYQQQhxBlwmg+P1+rFYrfr+/vYcihDiEnJtCdDxyXgrRMcm5KYQQ7avLBFBqa2sZNmwYtbW17T0UIcQh5NwUouOR81KIjknOTSGEaF9dJoAihBBCCCGEEEII0VISQBFCCCGEEEIIIYQ4AgmgCCGEEEIIIYQQQhyBBFCEEEIIIYQQQgghjkACKEIIIYQQQgghhBBHoG3PgxcVFfHYY4+xePFiDAYDp5xyCn/5y18wGAwB29500038+uuvDZa9+uqrTJ48OVzDFWHk9ropsZdQWFuI2+smIzKDOFMcZq25SZ/3+X0U24opshVhdVvJsGQQZ4gj0hDZ4jGV2EootZdS7ignyZxEgimBWGNsi/cnRGdX666lxFZCvjUfv99PRmQGCcYELAZLs/Zj99gps5eRb81Ho9KQZkkjwZSAXqNvo5ELIdpTrbuWMnsZ+637MWlNpESkkGhKRKs+eFtabi+nzFFGhaOCRHMiNreNSmelXH+FEEK0q3YLoPj9fm6//XaioqL44IMPqKqq4sEHH0StVnPfffcFbL9jxw5mzJjBmDFj6pdFR0eHc8giTOxuO4sLF3P//PuxeWwAaFVabh1yK+f2PJdoY+P/3r0+L5vKN3HrnFspc5QBoELF2T3P5vYhtxNvim/2mPZV7+PWX29lZ9XO+mXDkobxxIQnSIlIafb+hOjsyh3l/Lr3V55Y+gROrxMAvVrP3cPv5sTsE0kwJTRpP9XOar7e8TVPr3gaj88DgElr4rGxjzE2Y2yTg6ZCiM6h3FHO2+vf5t2N7+Lz+wCI0kfxzKRnGJI0BJ1GR6G1kL/+/lf21+zn3+P/zZ1z72xw/R2aNJQnJzwp118hhBBh125TeHbu3Mnq1at5/PHH6dmzJ8OHD+f222/nu+++C9jW5XKxf/9+BgwYQGJiYv2PXi9vJ49FBbUF3PnbnfXBEwCP38OzK59lXdm6I37+gO0A18y+pj54AuDHzxfbvuCbHd/g9XmbNZ5Seym3zb2twc0bwIriFTy2+DFqXDXN2p8Qx4K91Xv5f4v+X33wBMDlc/H40sfZXbW7yfvZXL6Z/1v2f/XBE1AyUu6edzf5NfmtOWQhRAewIH8BMzfMrA+eAFS7qrnxlxsprC2kylnFI4seYU3JGq4feD0zls0IuP6uLF6pXH+dcv0VQggRXu0WQElMTOSNN94gIaHhW0qr1Rqw7c6dO1GpVGRmZoZreKKdeH1ePt/6eYMbq0O9svoVqpxVje5jVfGqBsGXQ721/i1K7aXNGlOpvZQdlTuCrpu3fx7ljvJm7U+Izq7GVcN7G98LuX7mhplUORo/T0F5aHplzStB1/nx8/GWj/F4PUHXCyE6n1JbKa+ueTXoOrfPzdx9c6l117KwYCFqlZrUiFS2V24Puv28/fMod8r1VwghRHi1WwAlKiqK8ePH1//u8/l4//33GT16dMC2O3fuxGKxcO+99zJu3DjOPfdc5s2bF87hijBx+9wBb5oOlW/Nb/DGO5hdVbtCrqt0VuL2uZs1psYCJH782NzBgzVCHKtsbhv7rftDrs+35ocMYh7K6XGSbw2dZbKzcidOX+PnuxCi8/D6vRRYC0Ku31qxtT4bzaAxUO2qDrmtHz+17tpWH6NoaFtRDS5P8JdaQgjRFXWYLjwzZsxg48aN3HXXXQHrdu7cicPhYNy4cbzxxhtMnDiRm266iXXrjjydQ3QuBo2BIYlDQq7vHdcbk9bU6D76x/cPuS4tIg2DJrBIcWOSzEkh12lVWiz65hXMFKKzi9RH0iu2V8j1vWJ7Eak/csFms85Mr7jQ+xmcNBijxtiiMQohOh6dWkePmB4h1w9LHoZOrUOtUmP32BstFKtVaZv0PSNabldpLVOf+Z2nftrS3kMRQogOo0MEUGbMmME777zDjBkzyMvLC1h/88038/vvvzN9+nR69+7NbbfdxoQJE/j000/bYbSiLalUKk7JPSVkkOSWwbcc8Yapd3xvEk2JQdfdNuQ2Es3B14USb4xnZMrIoOum95xOvLH5RWmF6MzMOjOX9rkUrSqwDrlGpeGKflc0KbAYoYvgpkE3oUIVsM6gMXBWj7PQqDWtMmYhRPuLM8Vx17DAF2WgFJIdlTqKKEMUp+eeDig1koYnDw+6/Vk9zpLrbxtbukupJbdst0yVEkKIOu0eQPnXv/7F22+/zYwZM5g2bVrQbdRqdUDHndzcXIqKisIxRBFmaZY03pz2JllRWfXL4o3xPDv5WXKjc4/4+dSIVN6a9hb94vvVL4vQRXDfiPsYlzGu2eOJNcby2LjHOL7b8fUPelq1lvN7nc+Ng27ErJMuIaLrSbek89LxL5EakVq/LNmczPNTniczsun1qrKjs3nh+BcadO3JjMzkzRPfJD0ivVXHLIRofwMSBvDo2EeJ0kfVL+sZ05OZJ80kLSKNCF0Edwy9g+k9pzNz/Uyu7HclkzMnB1x/bx58s1x/29jOEmWKVEGlo51HIoQQHYfK7/f72+vgL774Iq+88gpPPfUUJ510Usjt7r//flQqFY8//nj9squvvpq8vDzuv//+Jh3LarUybNgwVqxYgcUiUy7agt1jp9qpzFeOM8ah0+iOan/l9nKqXFXgVwIgCeYE1Kqmx/zK7eWUOcpwep1EG6JJMacc1ZisLitljjLsHrsyHlPCEacTiSOTc7N1eHweyh3l+P1+LHoLEbqIFu3H7XUr+8FPtCH6iP+N76vZR7Wzun77uuCJ0+Ok0lkJQIwhBoM29NQ5v99Psa2YSmclapWaGENMszPFROuS81I0ptReitfnxaAxEGOMafLnqp3VVDor0av1eP1eatw16NQ6YgwxxJsaZpPY3DbKHGXY3DYsOgtunxuH19Hlr7/hPDfv+HgVX68uQK2CbY+dgkYdmC0ohBBdTWD+dZjs2LGDl19+meuvv55hw4ZRUlJSvy4xMZGSkhIiIyMxGo1MmTKFv/zlL4waNYohQ4bw7bffsmLFCv75z3+21/DFIXx+H3tr9vLq6lf5dd+v6DV6zul5Dhf1voiUiJQW7bOwtpCPNn3EF9u/wOV1cUK3E7hh0A1kRmY2KYhSYith1s5ZvLfpPaqcVYxIHsGdw+4kOzq72TVQ6lj0Fql3IjqkA7UH+Hzr53y29TNsbhsTMiZwy+Bb6BbVDa266V/zhdZC3t/0Pl9t/wqPz8MJWSdww0DlvFOpgt84Z0ZmwmGz6vbX7Oet9W/xw64fADgt9zSu7Hcl6ZHBM0pUKhXJEckkRyQ3eaxCiPArd5SzuGAxr6x5hQJrAXlxedw59E76xvdtdHqtz+djV/UuXlv7GnP3zUWn1nFa7mlc0ucSukV1C/oZs84sGSbt7ECVA4NWjdPjo6zWSVKk1KQSQoh2y0B57bXXeOqpp4Ku27JlC7169eLxxx9n+vTpAHz22We88cYbFBQU0LNnTx544AFGjBjR5OPJ27S2s7d6Lxd8dwFWd8MW1NlR2bx+4uvNDqIcqD3AtT9dy57qPQ2WR+oi+fi0j0PebNUps5dx//z7WVy4uMFyrUrLe6e8R/+E0EVmRfjJuXl0im3F3PzLzWypaFjkz6Q18fFpHzdp2hso591Vs69if03D7jpR+ig+Pu3jJk/LKbAWcPGsiylzlDVYnmRO4r2T3yPNktak/Yj2JeelOJzVZeW1ta/x9oa3A9Y9Of5JpmVPC1mzaFfVLi79/tKArjoZkRm8NvW1Zk376+rCeW4e/9RvaNQqthZZmXX7OPqlRR/5Q0IIcYxrtxoo119/PVu2bAn6A0oQpS54AnDeeecxe/Zs1q1bxxdffNGs4IloO06Pk7c3vB0QPAHYXb2bVcWrmr3P5QeWBwRPAGrcNby74V2cnsbbmu6v2R8QPAHw+D08sfQJqpxVzR6TEB3VpvJNAcETUKbUvbL6lSa32V5YsDAgeAJQ7armo80f4fYeuf231+flmx3fBARPQAn0/LT7J3x+aYcpRGdU7ijnnY3vBF33xNInKLGXBF1nc9t4f+P7QVsS76/Zz6KCRa06TtF6Ku1uUqOVqVKVtiNfA4QQoito9yKyonOrclXx277fQq7/dse3uLyuJu/P6XHy/a7vQ67/dd+vSl2URvxR8EfIdWtK1mB1BQZ7hOisvt8Z+nyZt38eNa6aI+7D7rbXT7cJZs6eOUc870AJtvy85+eQ63/c/WOTxiOE6Hj21uwNGQCtcFaEfDlR7ihnfv78kPv9Zc8v9fXTRMfh9/upsrlJiVKm7UgARQghFBJAEUdFjbrRQm6R+shmFX7VqDWNFr8068xoVI23NbXoQqe06tS6Zo1HiI7u0E4WhzNrzSFrlxxKrVI3WmvArDOjbsLlQqvWYtY2vp8jnb9CiI7JqGm8/kWoektN+X5pTq0mER42lxePz09ipAG1CirtTX8ZJoQQxzJ5khRHJd4Uz8W9Lw65/sJeFzbrxkir1nJR74tCrr+498XEGeMa3ceEjAkh152Scwqxxtgmj0eIju7snmeHXHdBrwuIN8aHXF/HoDVwSe9LQq6/pM8lxJkaP+9ACZhe1veykOsv63uZFGIWopNKt6SHfEGRF5tHrCH4tTXNksa5Pc8Nud/z8s6TYrEdUJVdyTixGLRYDFrJQBFCiD9JAEUcFZVKxYnZJzI0cWjAugt7XUh2dHaz95kTncP5vc4PWD4saRgnZJ1wxDfqCeYEHhz1YMDyjMgMbh58M0atVJEXx450SzrX9r82YHnf+L5M7zk9ZFHHw/WI7cH0HtMDlo9MGcnEjIlNHs/QpKFMypgUsHxq1lQGJgxs8n6EEB1LojmRpyc9HfBSJEofxRPjn2g0yDq522SGJQ0LWH5G9zOaXOhahFeNwwOAWa/BrNfW/y6EEF1du3XhCTfpKNC2SmwlbK/czrc7vsWsM3NWj7NIt6S3ONujwlFBvjWfL7d9id1j54zuZ9A9pjuJ5sQmfb7GVcOB2gP8kf8Hte5a+ib0pU9cnxa3VRZtR87No1flrCLfms9X276i2lXNqbmn0iuuF0nmpGbtp8JRwb6afSwuWIzH72F48nByo3NJMCc0az9l9jL2VO9hyYElqFEzKnUU3SK7NSmLRXQMcl6KYFxeFwdqD7CwYCGl9lKyIrMYmTqSJHPSEV9u5Fvz2VW5i1m7ZqHX6Dmj+xmkW9LlutxM4To3V+wp55xXFjHj3IG8/NsOxvaI59GzBrTZ8YQQorOQSaeiVSSaE0k0JzImbUyLPl/trKbUXsqC/AV4fB7Gpo8lw5LBQ2MeAsDmslFsL+bnTT9jc9sYkzaGVEtqyOk8OrUOo9ZIpD4Sl89FtD4at9fNd9u/I9+Wz9CkoSSZk1hdvJq91XsZkjyE7KhsMiIzWvzPoLn2V+9nR9UO1pasJSMygyFJQ0iNSMWgNYRtDKJjsrvtlNhLWFK4hEpnJSNTRpIRmUG8Kfh0nGhDNNGGaPrG923S/stsZZQ7y5m/fz4Or4Nx6eNIMicRoYvAorNg1plxeV1EGaLQqrUcsB6g0lXJ/P3z8fq9jE0bS4IpgVRLatD9a9VaLHoLJo0JlUqFRW+RGgdCHAM0Kg0atYZYQyxGjZFecb1YVLCIIlsRAxMHYtFZKLWXkmZJY9mBZTi9TsakjSElIoV0SzrplnTGZYzD5raxp2YP3+74lih9FKPTRpNoSqTGVcPOqp2sLV1LpiWTQYmDSDQnUmovZX3penZV76JPXB/yYvNaLfBSbCtmZ9VO1pSsIS0ijSFJQ0gxp6DVdO3vrOo/M05MOg0mnUYyUIQQ4k9d++ogOoRKZyUfbPyAV9e+Wr/smZXPcHaPs7lj6B0YNAa+2fENjy99vH79c6ueY0rmFB4a/VDA23GHx8Ef+X9w97y78fq99cv7xffjhkE38OrCV/H4PeTF5nHH0Dv456J/8tq618iNzuXFKS+SGZXZ5n/z7qrd3DTnpgZtY01aEy8d/xIDEwZKEKULs3lszN03lwcXPNig48Ww5GH834T/a3ZWyeFKakv43/b/8dLql+qXvbLmFaZ2m8olfS/hyh+vrF/+zMpneHL8k2wp38JbG96qX/7S6pc4Pfd0bhl8C+mR6Q32X+4o59U1r/LR5o/ql/1n+X+4ou8VXDPgGqlBJEQn5fP72FS+iWt/upbecb05L+88Lpp1ES7fweKiNw26CbPOzO1zb69f9uzKZ5Xr9ZiHSDAlUGIr4W8L/saiwoPtiyN1kbx90tvc9dtd7KvZV7/cpDXx4vEv8uqqV1lWvKx+eZI5ibdOfIus6Kyj+psKrAXc8PMN7K7eXb/MoDHwygmvMCRpSJcO/FrrAih6DSa9BFCEEKKO1EAR7W5X1a4GwZM6X27/kpXFKymxlTQIntT5dd+vzNk7h8NnoRXbigOCJwAbyjbw+77fmZQ5CYCtFVv5YdcPnJh9IgA7q3byzMpnqHIcuV3r0Si1l/Lvpf9uEDwBsHvs3PHrHRywHWjT44uOrbi2mAfmPxDQLnRF0Qo+2/oZHt/R3cTm1+Y3CJ7U+Xnvz6wrXUdebF79shhDDKhoEDyp8+3Ob1lbujZg+cayjQ2CJ3Xe2fgOWyu2HtXYhRDtp9hWzC1zbqHWXcsVfa/gHwv/0SB4YtAY6BPXh6eWPxXw2V/3/crcvXPx+rx8u+PbBsETUIphP7PimQbBEzh4Xbywz4UBY7lv/n1UOCpa/PdYXVb+b9n/NQieADi9Tm6ZcwvFtuIW7/tYUOtUrjXG+gwUKSIrhBAgARTRzpweJ+9vfD/k+rfXv822ym0h18/cOJMye1mDZYsKFwUET+rM2jWLqdlT63//afdP9QEVgF/3/kq5o7yJo2+ZSmcliwsWB11X465hb/XeNj2+6Njm7J2Dn+ClqT7c9GHAf+/N4fQ6+WzrZyHXf739a07KPqn+98mZk/lx148ht/9g0wcUWgvrf7e6rLy9/u2Q28/cMBOb29bMUQshOoIDtQcod5STbE6myFaE0+tssH5M2hjm7psb8vMzN8yksLaQdze+G7BuWPIwFhYsDPo5q9uK3WMPaNm+oWzDUQVQKpwVIcdr99jZXrm9xfs+FlidHow6NWqVCqNOTa0z+H2VEEJ0NRJAEe3K7XNT5gj9QFjhrMDjD/3GvdJRGRAsKbGVhNze7rGjVR1MyXX5XKg4WPjO6/c2eKPWFpweZ8gHZKDNAziiYyuyFYVcV+2qDshMaQ63193of18VjooGbYYtekujDyiVzkrcvoNvJV0+V6PblzvK2/z8EkK0jWpXNRD6e8Gis1DprAz5+UpnJT6/jypnYJanx+dp9LpY5azCpDUFLHd4HU0YeXAur6vR79Nye9e+FttcXkw6pYubUaeh1iVTeIQQAiSAItqZWWdmQvqEkOvHpI4h3hi8cCbA8JThROgiGiwbmTIy5PZ5sXnstx6cOpMVlUWpvbT+95SIlID9tTaL3qJMjQihV2yvNj2+6NjGp48PuW5QwiBMusCHiKay6C0cl3pcyPVDkoawpXxL/e9byrcwNDmwRXmd4cnDGxRyjtRFMjZ9bMjtx6ePx6KTji5CdEbdIrsBkF+TT4/YHgHrt5RvYUjSkJCfH5EyAovOEvQ7xel1hiwKD9AtqltA9p1Ja2r0WnokFp2FRFPozn594vu0eN/HglqXB+OfARSTTlM/pUcIIbo6CaCIdqVWqZmWMy3oTZBRY+TyvpfTLaobyebkgPValZbbBt/W4I05QE50ToM6Doe6pv81fL718/rfrx1wbYMpDXcMvaPNO/GkRaRxy+Bbgq6bkDGBWJMU2ezK8mLzyI7KDliuQsU9I+45qgcGgAmZE0gwBbYl1ql1nNfrPL7f9X39sqUHljIiZQTRhuiA7U1aE5f1vazB+afT6Dgv77ygQchIXSRn9TirSxdlFKIzizPGcWrOqTi8DgqthQHBkm2V20Jfr9Vabhl8C3GmOP4y7C+oVQ1vP7/Y9gXXDrg26HHHpY9jS/mWgGzUGwbeEPS7rKmSzEncPfzuoOvGpo096oLdnZ3N6a0PoBh1GpnCI4QQf5IAimh36ZZ03jv5PSZlTKq/qRqRMoL3T3mfjMgMUiNSefuktzkp+yQ0KuViPjBhIO+d8h7Z0dkB+0s0J/LS8S9xft756NV6ALrHdOeZSc+wqGAR+2r2kR2VzYwJM1hfup7tldvJjMzkPxP+w6iUUW3+9+o0OqZkTuHRsY+SFpEGKG/Crux3JX8b9begN5+i60iOSOa1qa9xVo+z0Kl1gBJUeWvaW62SnZQVlcWbJ77J5MzJ9efboMRBzDxpJt0s3RidOrp++bDkYcr5N+1txqePr5/uNjx5OG9Pe7v+v99DZURm8P7J7zMmVWlprkLFuLRxvH/K+6Rb0gO2F0J0DlGGKO4Zfg+3DL6FmRtmckW/Kzg/7/z6qTWZkZk4PU6envQ0x3c7vv56PShhEO+d/B5ZUUrHnB4xPZh50kz6xCkZHlq1ltSIVCZnTmbGhBn13ysRugiuG3AdD41+CK1aW18DJcmcxCNjHmF6z+noNfoW/z0qlYrx6eN5etLTZFiUFydmrZmr+l3FP8f+s8t3DKt1ejBolWuBUafB7vbi84WeZiWEEF2Fyn94C5NjlNVqZdiwYaxYsQKLRVLIOyKry0qVqwq/30+kPjLgrXe5vZxKp1LzxKKzEK2PpsxZhtfnxaK3BLyJcnqclDvK8fg9mLVmIvWRlNnL8Pg9mLQmLFoLRfYiPD4PBo2hzTNPDufz+9hXsw+3141WrSXJlIRZbw7rGDoCOTeDc3gclDvK8fq9RGgjiDOFTm8HqHHVKOeHTzk/Dm/vfbgSWwlWlxU/fkxaE6mWVABqXbVUuioDzsOS2hKsHit+vx+z1kyKJeWI46l2VoMKonRRRBoim/HXH1mZvYwaVw0atYYYQwyR+tbdf1cn56UIxePzUGovxe11Y9aZcXldePwe9Go9KpUKl9eFUWPE5VNqjFh0FmKMMYByHa92VaNWqTFqjbh9blSo0Kl11LprMWlN+Pw+PD4POo2OBGMCWo0Wr89Lib0Et9eNXqsnyZSESqVqfKBBlNpKsbqtAd8bJbYSHB4HWo2WBGMCOo2uNf+RtapwnZs3vreCwio795/chz+2l/Li3O1s+H/TiDBIFqEQomuTb0HRYVj0loDpOHX2VO/h30v+zaKCRfjxkxudyx1D7+Cr7V8xd99csqKy+NuovzEoaRBmrRKEMGgN9Q+FdQ7/PUuX1TZ/zBFUOCr4ec/PvLT6Jcod5Rg0Bs7qcRbXD7y+y6cNC4VRayTNEpjhEcze6r08sfQJFuQvwI+fnKgc/jb6bwxMGBi0Zsquql08uvhRlh5YCkDPmJ48NOYh+sb3JUIfQYQ+cApOYkQiiYSuF3C4SH1kmwQ1nB4n68vW86/F/2JH5Q5AqZX04KgHg2akCSFal1atJSWi8QDq4VxeF5vKN/HPRf+sb2c+PHk4D456kOLaYh5Z/AgHag+gVWk5MftE7hx6Z4NjaNSaZh/zUHa3nXWl63h08aPsqt6FChVj08Zy/6j7yYrKItHc9O+2rsLu9mLQKllEBp2SiWJzeSWAIoTo8mQKj+jwCq2FXPHDFSwsWFhfpX9n1U7u+u0upvecTrQhmj3Ve7jh5xvYVh665XFH4fF5+H7X9/xr8b/qO6I4vU4+2fIJf1vwt6Nqyyi6nkJrIVf+eCXz8+fXnx+7qndx3U/XsaNqR8D2+dZ8LvvhsvrgCSi1C67+8Wr2VO8J27hbalfVLq6ZfU198ASU1uVX/HgFBdaCdhyZECKUvdV7ufLHK+uDJwDLi5Zz5Y9X4sPHgdoDAHj8yvXx5jk3N9pRr7l2VO3g2p+uZVf1LgD8+FlQsICrfryqQSt2cZDNdcgUnj8DKXaX1EERQggJoIgOb1HhoqCtjn1+Hx9u+pAzu58JKDdETy1/KmiLxI6kxFbCy6tfDrpuceHiVr1pFMe+5UXLKbEH/jfjx88zK55RptEcYu7eucHbiPo9vLL6FWrdtW021qNldVl5YdULAa3LQWmR/Ef+H+0wKiFEY2xuG6+tfQ2PL7CLS7WrmhVFKxiWPKzB8u2V29ldvbtVjl/trObZFc8GbZNcYi9hWdGyVjnOscbm8qL/M4BSF0iRVsZCCCEBFNHBeX1e5u2fF3L9utJ1dI/p3uB3u8cejqG1mNVtpdpVHXL9zqqdYRyN6Mz8fj/z9oU+P9aWrG1wPjg9Tv4oCB1kWFW8qkMHUGrdtawuWR1y/fz8+UEf0oQQ7afWXcvK4pUh168vXd/gOl5ndfHqVjm+3WNnTcmakOt/3/c7XaQcYLPYXV4MuropPMr/2iQDRQghJIAiOjaNWkNGROjirvGm+AbBiHhTfH3l/47KoDHUdzMJJt4UH8bRiM5MpVKRGZkZcv3h58ORahfEm+LrO/90RFq1ttHzIy0ircOf/0J0NTq1rtF2wwmmhIBMOYDUiNQgWzefWqVu9PgZkRktKkh7rLO5vRjrp/Ao/ytTeIQQQgIoohM4u+fZIddN7zmd73d+X//7Vf2vavRGqSOIM8YxKXNS0HUxhphGH4iFONzp3U8PGZC7uv/VDbrxaNQaLuh1Qch9XTvg2g7dujPeFM81/a8Juf6cvHPkQUiIDibGGMO1A64NuX5q9tSATFO9Ws/gpMGtcvxEcyJX97866DoVKk7vfnqrHOdY43B50dVN4anPQJEMPyGEkACK6PBSI1J5dOyjAW+WT8w6kSh9FJvKNwEwNWsq07KndfgHKIvewv0j76dnTM8Gy6P0Ubx6wqvShUc0S0pECo+PfxytqmFnhJOzT2ZKtykB26db0nl49MOoVQ2//s/NO5eRKSPbdKytYVz6uPq6R3U0Kg3/PO6fTe5aJIQIr6HJQ7mo90UNlqlVau4bcR/7qvc1mGpo1Bh56YSXSDYnt9rxJ3ebzCk5pzRYplVp+ff4f7dapsuxxnFIBkpdDRS7WzJQhBBC5e8iEz+tVivDhg1jxYoVWCzBW+WKjsvutlPqKGVtyVpsbhuDkwZj0ppYV7qOGlcNgxMHk2hODHh77vV58fq96DX6+t89Pg8GrSHo74fz+X24ve6Q61vC6XGi0+gos5eRb81nc/lm0i3p9IjpQXJEcsCD7bFOzs2j5/A4KLGXsK5kHVa3lSFJQ0g0JRJjjAm6vc1to8pZhdVtxe/3E6GLwKK3EG2IBpROUX78TZ7OU1d3RKsOT3vLSmclpfZSVhWtwqwzMzBxIAnGhKAtm0XLyHkpjpbH58Hv96PT6PD4PFhdVsod5awsXolBY2BQ4iBiDbF4/V4KawtZV7qOeGM8veN6E2uIxagzttr10O1zU+OsocxRxuri1UToIhiQOIBEUyJGrbFVjhEu4Tg3/X4/OQ98z3Xjc5nSOwmfz88lby7hyXMGcMGIbm1yTCGE6CykmbvoFOweOyW2EtaXrsfldRFtiGZQ4iBOzjk56PbVzmr21uzl0y2fUmovZUq3KQxLHsZX279iW8U2Lu5zMXHGOL7Y+gUFtQWMTR/LpMxJpFvS649XYC3g862fs6d6D8OTh3Ni9omkRqSiUTe/xoLX56WgtoDZu2ezsmglOdE5TO85nV6xvVotTVl0XXaPnVJ7KetK1+H0OonWRxOljwq5fbmjnN3Vu/ly25e4fC5Ozj6Z/gn98fg8bK/czqdbPsXtc3NWj7Pon9A/ZFZUqa2ULRVb+Hzr5/j8Ps7NO5fecb1JNCe21Z8KKFPdYgwx9Ijp0abHEUI0X7mjnF1Vu/hk8yfYPDZOzjmZeGM8fr+falc1m8s3o1FpiDZEs9G9kfn58zkv7zymZk3F4XHw056fWFK4hMzITM7NO5d0SzpmnblFYym2FbOxbCNfbPsCrVrLBXkXMDVrasjgslA4PT7gYOaJWq1Cr1FLDRQhhEAyUEQnUOGo4LmVz/G/bf9rsLxHTA9eOeGVgKKYNa4aPt78Mc+ver7B8mRzMo8c9wizdsyiZ2xPnln5TIP1MYYY3jn5HTIsGczbP4+7f7u7QdtDs9bMOye/8//Zu+/wqKr0gePf6TPJpPcEQu+9CahIFxQrir1gQ7HtrrjW9ee6u4prW7u79i4q9o6AXRHpvXdCes/08vvjkDKZmZCEVPJ+nifPOufcuXPC5t47973nvC994/s2+HfYVLCJ2V/PDpimrNVoeWz8Y5zU6SQMurabuLO5ybF5dIocRTy75lkWbF0Q0N4tuhvPn/x80PFxoOwA/1n5HxbtXRTQfv8J9/P9ge/5du+3Ae0DEwfy+MTHg6bT59nyuOeXe4Kq+oxKHcW/x/272YMoonnJcSkao9BeyBOrnuDDHR8GtPeK7cVfR/2Va7+9NuC6OrHzREaljuKhPx7ior4XEWeK45m1z1T1a9Awf9x8JmdObvBMkVxbLvO+nxdUuWtS50ncM/aeNp8vLZyWODaLKlwM++e33DKlN6O6xQMw540VXD+hJ3MnBFdMEkKIjqRjrRUQ7dK+0n1BwROAHcU7+HD7h3h9gU9E8mx5QcETgBxbDh9u/5Dz+p4Xsr/YWcwDyx4g35bPXT/dFfAlD8DmsXH3z3dTaC9s0PgL7AXc+dOdQeWVfX4fd/58J3n2vAbtT4iaDpQfCAqeAOwu3c27W9/F4w1M+rendE9Q8CTJkoQPX1DwBFSJ0aV7lwaV+VyTtyZkSeQ/sv9gefbyxvwqQoh2bm/Z3qDgCcD24u38kvULY9LGBLR/t/87oo3RJFoSeXvL2/SK74VFX70Uz4+fe365hwJ7QYPH8sP+H0KWPV+6fymbCzY3eH8dSWWuE6O++jbBpNdKDhQhhEACKKKN8/v9vL/t/bD9C7ctDPpiVTubf03bCrexu2Q3Xn/oLwG/Z/9OqbsUh9cR+v1F2yhyFtVj5NWKnEXsKtkVss/usXOg7ECD9idETR9t+yhs3wfbPqDAWX182N12PtwefHNzYsaJLN67OOx+FmxdQKGjOnBY7irn7c1vh93+7c1vU+IsOdLQhRDHEJ/fx3tb3wvb//Xur0NWoFu8bzEnZpwIwC8Hf2F48vCAfrfPzfbi7Q0aS5GjKGRgudJbm9/C7raH7e/oKgMlpoAAig67VOERQggJoIi2ze/3B83cqMnpdQbNFHF4Qgc/ADQaDS6vq87PrD2jpTaf31dnf9D2vrq3P9J4hKiL3Vv38VHz8PD6vaqtFr1WX+ffocvrCpiB4vP76tze6XU2+DgRQrRvfr+/zuuv0+sMmZi6ZrvT6wy5pNXpCT5v1UXOUUenMteJoUYAxajX4nDLv5kQQkgARbRpWq2WM3qeEbZ/SuYUYk2xAW3jOo0Lu31KRAp94vqE7e8Z25NoY3TYzP8pESlEm8In5wwlxhQTdq21TqOjS0yXBu1PiJpO635a2L7JXSYH/L1ajVamd50etN3q3NVVT4BDmdZ1WsBxFmWMYkb3GWG3n9F9RlVFHyFEx6DT6uq8Xo/LGMeq3FUh21fmrARgTNoY1uetD+jXoKFvQsNyj8WYYpjWdVrY/jN6nkGkMbJB++xInJ7DS3h0NQIoOlnCI4QQIAEU0Q70i+/HwMSBQe3RxmiuGnRVUInhdGs6kzpPCtreqDVyaf9LWXZoWcibTp1Gxz1j7iHBksA1g64J6teg4Z4x95BsCV2RJJzkiGT+b8z/hey7dvC1JJgTGrQ/IWrqHdebIUlDgtqtBivXDr42IJ8AwJCkIfSO6x3QtqN4B+nWdLrHdA/aT4I5gVm9Z6HXVRdt02g0TMycSCdrp6DtUyNTmd51eocrxy2EgAEJA+if0D+oPdoYzRk9zuCbPd8EtPeI7UGSJYldJbsYnjwcu8dOgSNwWe5l/S8j3hzfoHHotXpm9ppJkiU4mXXX6K6MTRvboP11NJUzTYy1ZqBIAEUIIaSMsWgHkiOSeWLCE3y15ysWbF2Aw+NgUudJXD7gcjpHdQ7aPt4czz1j72F85/G8uvFVSp2ljE4bzaX9L+XtzW/zW9Zv3DP2Ho5PP55XN75Kvj2foUlDuX7o9XSJ7oJZb+bifhczIGEA/137X7Jt2fSN78tNw26ie0x3NBpNg8av0WgYnTaat099m6dWP8XWoq2kRqYyd8hchiYNbXR5RiEAkiKSeGzCY3yz+xve3vo2drediZkTuWLAFXSKCg5wZEZn8viEx/ls12d8uvNTnF4nEztPpFdcL/439X98uuNTPtj+AW6fm+ndpnNR34vIiMoI2k9aZBovTXuJD7d/yMc7PgbUbJjz+pxHmjWtuX9tIUQblByRzJMTn+Sr3V/x7tZ3cXgdjO80ntO7n45Oq+OcXuewZN8SDFoDp/U4jaFJQ3lmzTPccdwdTM6cTJGjiJMyTmJDwQaSI5KZM3gOI1JGEGWMavBY0q3pvHHqGyzYsoAvd3+JTqNjZs+ZnNXrrKDqZCKQI0QSWYNOi1MCKEII0bpljHNycrj//vtZtmwZJpOJU089lVtuuQWTyRS07aZNm7j33nvZtm0bPXv25L777mPgwOBZCeFIScaj4/K6yLfnU+goxKA1VE3nz7fno9fqiTPHkRzRsJkZDeXz+yh0FOLz+Yg1xZJrz6XYWYzb5ybeFE9SRFJQMKLAXoDH5yHKGEWEIYICewFev5dIQySRhkgK7YV4/B4i9ZEhp/MWOYpw+9xY9JZGfYGrrcxZht1rx6A1YNQZKbAXUOIqIVIfSZw5jjhzXNW2do+dAnsBRc4iLDoL8eZ44i0NewrXHnT0YzPfnk+Rowin10mcKY5ES2LQrKr6yKnIocxVhs/vI9IQSbw5HovBEnJbv99PdkU2BY4CvD4vCZYEUiNS0ev0eH1eCh2F+PETZ4rDoDPg8/vIs+VVt5vjSLIkodfq8fg8FDmK8OMn3hQfMFOlubi9bvLseRQ5itBpdcSb45v9/NPRdPTjUkCFu6LqGmXRWTDqjJS7yzHrzBi0BircFUQaIrF77VXnrwRLAha9RV2v7YX4/D6ijFGUu8vx4yfaEE2puxQNGqIMUZS6StFqtCRYEqoeTpS7yrF5bBi0hoBr4pHk2fKqzmmV5yiDzoDb66bIWYQWLU6fkyJHEXqtngRzQrsst94Sx+YX6w5xw9urePGykUSa1Dn9ySXb0Wjg7WvGHOHdQghxbGu1GSh+v5+bb76Z6Oho3nrrLUpKSrjrrrvQarXcfvvtAdvabDbmzJnD6aefzoMPPsg777zDtddey7fffktEhDy9b24ljhI+2/UZT65+siqha6eoTtwx6g6eXfMsmwo3kRaZxiPjH6F/Qn/02ub5s9JqtCRaEnF73Gwq2sQdP97BgXJVwcaitzB3yFxmdJ8RcCOVYAlcHlP79ZECEg358lYfUaYooogi357Pw388zMc7Pq6qCDQ4cTD/PunfdIrqRIG9gNc2vsYbm9/A41NZ73vH9ebR8Y/SNaZrk45JtA6/38+O4h3M+34eu0t3A2DSmbhm0DWc1+e8ev/tOT1ONhWq4yGrIgtQx8ONQ2/klG6nBN0guL1u1uWv4/YfbyfHlgOo5T53jb6LCZ0nEGWMCniPw+Ngde5q7vzpzqqp9dHGaP4+9u8cn348kcbIFr0JKXWWsnjfYh764yEq3BWAWjb0yEmPMCBxQLOdf4ToSPJseTy5+kk+3flpVbLVIUlDmDtkLnf+dCcnpJ/A7IGzueWHW9hSuAUAvUbPhX0v5KpBV5FgSSAxojr3V81grtlgDvnflaxGK1Zj/QMDHp+HLYVbmPf9vKpzYIQ+gltG3sL0rtOJMcVg0pn4es/XPLri0arvMemR6Twy4RH6xfeT80YtoWagGPVaSh3u1hqSEEK0Ga22SH3Xrl2sWbOG+fPn06tXL0aOHMnNN9/M559/HrTtl19+iclk4rbbbqNHjx7cfffdREZG8vXXX7fCyDueFTkr+Pcf/w6ohnOg7AC3/3Q71w+9HoBDFYe46purOFRxqNnHc7DiIHMWzakKnoCarfHYysdYnbu62T//aDk9Tl7e8DIfbP8goJzyuvx13LDkBgrthXy681Ne2fhKVfAEVAnlqxddTXZFdmsMWzSxQxWHuOKbK6qCJ6AqQzy95ml+PPBjg/Zz7bfXVt04gDoeHl7xMOvz1wdtn1WRxZxFc6qCJwDl7nLu+vkuthVtC96+PIvrF18fkJeg1FXKLT/cwp7SPfUeZ1PZXLiZe3+9typ4ApBdkc1Vi67iUHnzn3+EONY5PA5eWPcCH+/4OKBSzdq8tTy64lGuH3o9x2ccz01Lb6oKngB4/B7e2PwGH2z/AI+35crdZldkc+U3VwacA20eG/9a9q+qc+D6/PX8a9m/Ar7HZFVkcdU3V8k1NQSHx4sG0Gurlywb9dqq6jxCCNGRtVoAJSkpiRdffJHExMDqJOXl5UHbrl27lhEjRlRN79RoNAwfPpw1a9a0xFA7tAJ7AU+ufjJkX4W7gq1FW+kbr7LjO7wOluxd0uxj+uHAD9g8tpB9/137X7LKs0L2tRX5jnze2/peyL5dJbsodBby4voXQ/bn2HLYVbKrOYcnWsj6vPWUOEtC9j295mlybbn12s+SfUvClvp+bu1zZJdX3xz4/D4+3fkpLl/o8p7PrHmGUmdp1Wu31807W97B4w99M/T8+ucDAhnNrcRRwlOrnwrZ5/Q6+WrPVy02FiGOVfn2fBZuXxiyb3vxdtIiVY6jcA9MXt3wKnn2vGYbX21L9y0New58ctWTZFdk8+Sq0N9j7B47S/ctbc7htUsOtw+jXhuQ802q8AghhNJqAZTo6GjGjasuN+vz+XjzzTcZMyZ4bWVeXh7JyYHr2xMSEsjOlqcGzc3tc9f5lHl3ye6qL1OgnlD5fL6w2zeFzQWbw/btKdkTMGujLbK5bTi9zrD9do+dUldp2P6dxTubY1iihW0q2BS2L7siG7f3yFOlfT5fncfD7pLdAcESl9fFxvyNYbffVbwLh8dR9drusQc8Ya5tR9GOsDcuzcHhdbC7ZHfY/vX569v88S9EW2dz23D7wp9/KtwVdT6oKHOX4fA6wvY3Jb/fz9q8tWH7d5fsxuV11XneWJu3llZMB9gmOT1eTPrAWwSTXovT3bzf74QQoj1oM3UmH374YTZt2sRf/vKXoD673Y7RaAxoMxqNuFyhn6KKpqPX6smMygzbnxmVGbAUYEDCALTa5v2zql2CtabO0Z3b/Fpmi96CQWuosz/KED5hbbfobs0xLNHC+sT3CduXHJGMQRf+b6SSVqulV1yvsP1dorsE/K0ZdcaqGWPhtq+ZwNZisNAztmfY7bvHdMeiC52otjmY9KaQlbcqSS4DIY5ehCGizuMowhAR8OCktkhDJGZdcG6T5qDRaBiQMCBsf2Z0Jgatgczo8N9jBiYObHB1vWNd5QyUmgx6bVVuFCGE6MjaRADl4Ycf5rXXXuPhhx+md+/gm2OTyRQULHG5XJjNLXOB7sgSLYncMPSGkH0WvYUBiQOqnqQbtUZO7npys49pYubEsF/O5gyeQ7o1vdnHcDQSLYnM7DUzZF9mVCZxpjguH3B5yP4EcwI94no05/BECxmaPBSrIXSixOsGX0eSpX6JWU/ucjImXeiqPdcMuiagpLBWo+XMnmei14S+Obp+6PXEmGKqXhu0Bi7qdxFaTehLxTWDrwlZvaq5xJpiuXHYjSH7DFoDM7rPaLGxCHGsSrAkcEaPM0L2dYvuRq4tF71WH/YcdUm/S0i0JIbsaw5TukwJew68ceiNpFnTuHFo6POGSWdicubk5hxeu+R0ezHqAs/7Rp0Wh0cCKEII0eoBlH/+85+88sorPPzww0ybNi3kNikpKeTn5we05efnBy3rEc1jdNpobhp6U8CT7CRLEvPHzef5dc8D6sb++ZOfJz2y+YMX6ZHpPDfluYAvbwatgesGX8eolFHN/vlHy6w3c+3gazml6yloqH7q1TuuN89NeY4ESwLn9D6H83qfF3DjmhmVyUvTXqrzyZ9oP1IjU3l52ssB/3/qNXquHHglk7tMrvcT0fTIdJ6d/CwJ5uoKU0atkRuH3siwlGFB22dYM3h2yrPEmaqr/Jh1Zv425m/0i+8XtH0nayeemPgE0cboqrYIfQT3n3g/3WO612uMTWlQ4iBuH3V7wA1TgjmB/035nxwbQjQBi97CDUNv4OQugQ9E+sT14Y7Rd/Dc2uf4bv93PDP5mYAZkVqNlnN6ncMFfS+o1wy6ppIemc7zU58POgfeMuIWhiWrc+Cw5GHcMuIWjNrq2cwJ5gSen9oy31vaG6fHh0EXegmPLHcSQnR0Gn8rngmffvppnnvuOR599FGmT58edruFCxfywgsv8PXXX6PRaPD7/Zx88slcd911nHPOOfX6rPLyckaMGMHKlSuxWutfHk8oDo+DfHs+BfYCjDpj1c1Xji0Hg85AgjmBGGMMBY4CNBoNqRGpR72Ux+/3U+QowoePWFMseq2eQnshPnzEGGLItmVT6CzE5XWRZEki3hIfcJPXGspd5dg9dix6yxHLMJY5yyh0FFLoLMRqsBJvjg8os1zuKlf9jkIsegvx5vgWLRfbUjr6sVlgL6DEWYLH7yHKEEWMKYYIQ93l2Q+WHcTr9xJniiPKFIXH5yHflk+ZqwwvXqIN0apktjH0UjCvz0uePY8CewEev4ckSxIJloSwT3E9Pk/V9j6/j0RLIomWRIw6Y8jtm5vT4yTfkU++PR+DVp1/kiKSws6UEQ3X0Y9LAWWuMgrsBRQ5i4gyRGHWmbF77Zh1ZrQaLU6vE71Wj81jw+FxEG+Ox6K3oEFDlDEqYDlgk4zHWYbT68RisBBpCJz55vP7yLPlUeAowO11k2hJJMGSgFlfPVvV4XFQYC9Q5w1d+z1vtMSxeccH61i5t4h/nDmwqu2n7Xk8+/1Otv5rOia9rlk+Vwgh2oNWWyy+c+dOnn32WebMmcOIESPIy6vO2J6UlEReXh5RUVGYzWamT5/Oo48+yv33388FF1zAggULsNvtnHLKKa01/A7HrDfTKaoTnaI6BbSnWlMB2Fuyl9c3vc53+7/DqDMys+dMJmVOCtq+vnJsOXy37zsWbF2Ay+tiWpdpTOs2jcdXPs7esr1MzZzKeX3OY0jSkKP+3ZpCuaucXSW7eG7tc+wq3kW3mG5cO+RaesX2ChtIiTJFEWWKogtdQvZbjVasRmuda7dF+5Zvz2d59nJe2/Aapa5Sjk8/nssGXEYnXSd02uAvqAfKDvBL1i+8t/U9bG4bJ6SfwMX9LybKEMWvh37lrc1vYfPYmNx5Mhf0vQCrwRpyJotOqyM1MpXUyNR6jVOv1ZMWmdZmZniY9CYyrBlkWDNaeyhCHLOijCoIm+hKZFfJLh5d+Si7infRNaYrF/S5gHV569hZslMtFYxMY0XOCl7b+BplrjJOSD+BywZcRoY1I+S5rCFKnaVsLdrK/9b+jwPlB+gV14u5Q+bSNbprVbBZq9GSEplCSmRK2P2Y9WYyojLIiJLzxpE43N6gGSiVS3ocLp8EUIQQHVqrzUB5/vnnefTRR0P2bd26lT59+jB//nxmzlS5ItatW8e9997Lzp076dOnD/fddx/9+/ev9+fJ07Tms7dkL7O/mU2+PXCZ1YCEATwy/pEGB1Fybbn86bs/sSF/Q0B7kiWJf5zwD25ccmPV0/e3ZrxVZ1LJluDxeVi0ZxG3/3R7UN+/TvgXp3Q7pdWe1LcHHfXYLLIX8a/f/8WivYsC2i16C2/PeDsoeeuBsgPc99t9LDu0LKA92hjNk5OeZO7iuQEVcWJNsbx16lsSgBON0lGPSxGoruvbX0f+lV+yfmHZoWU8OO5BXtnwCpsLq6uCRegjeHvG2/SIbXzeLofHwYfbP2T+8vkB7Ro0PDHpCcZ3Gt/uZpAcrZY4Nue+uZKsYjt3nFK9rHP1viIe+mYrv981mZRoyUEohOi4Wu2qM2fOHLZu3RryB1QQpTJ4AjB48GA++ugj1q1bx/vvv9+g4IloPna3nbe3vB0UPAHYWLCRjQXhS6aGsz5/fVDwBCDPnsf3+79nfKfxABQ5i3h94+s4PeFLAreEPFse/1r2r5B9D/z+QMh/GyGyKrKCgiegSgc/tuIxylxlAe37y/YHBU8ASl2lvL35bWZ0C0ygWuws5qX1L7X68SGEaL/qur49s+YZzu19Lj6/j0dXPMqFfS8M6Ld5bDy+8nHKXeWN/vx8ez6Prgh+2ObHz32/3keeLS/Eu8TRCjkD5XBVHqnEI4To6DpW2F40uXxHPov3LQ7b//muz7G77WH7a3N6nHy4/cOw/d/v/56RqSOrXn+15yuKXcX13n9zKHQUUuYuC9ln89gosBe08IhEe/Dd/u/C9v188OegAMrXe76uc1+jUoMTKH+z9xuKncWNHqMQomMrchbVeX2rlGPLCblc9YcDPwSdyxriUMUhXD5XyL4Ch8rPIppeqDLGVUt43L7WGJIQQrQZEkARR0WDJmxJVFBVRRoyvVar1QZU+6nNoDXg81dfvPUafUAlm9ZwpN+vo00vFvVTsxpEbTqNLujvuq7t9Vo9Xn/wU0G9ttXSXAkhjgFHur7W7A91rdNpdRzNJVqnqTvXhlxfm4fDIzNQhBAiHLnyiKOSEpHCjO4zwvbP7DWzQZn4DVoD5/c5P2z/yV1P5scDP1a9PrvX2cSb4uu9/+YQb44PKJ9YU6wpNqCyjhCVJmROCNs3tctUYkwxAW2ndA+fNHta12kBx0Wls3qcRby5dY8PIUT7daTrm8urZod0ie5Cri03aJtTup5CrCm20Z+fGplKhD50VbIMa0ZAOXbRdJzu4DLGlTNQ7BJAEUJ0cBJAEUfFoDMws9dMusV0C+qb0GlCo5LH9YrrxaTOk4Lau8d0Z2jyUJZnLwcgMyqT8/qch17Xuk/ZkyKSeHDcg0EzcXQaHQ+Oe5Aky7FXelgcvZSIFK4YcEVQe4I5gZuG3xRUyjglIoWzepwVtH1aZBrn9jo3aCldJ2snLup3EQZd+BldQghRl7qub38d9Vfe3PwmJp2JO4+7k7c2vxX4XksSc4fOxaK3NP7zLUncf+L9IWfkzR83n6QIub42B4fbG7yER2agCCEE0IpVeFqaVBRoXvtL9/N79u98vftrjDojs3rPok98H9Kt6Y3aX749ny2FW3h789u4vC7O6HEG/RP6886Wd1S514zjGZs2tt5lWJub0+skqzyL97a+x5bCLfSO6835fc4nw5rRoBk4HVFHPjaLHcXsLt3Nm5vepNBRyOTMyUzKnBT2uDlYdpDdpbt5b+t7lLvLmdh5Iid1OoloQzTbirfx1ua3KHeXc1r30xibPrbNlB0W7U9HPi5FoNrXt56xPTm1+6msyllFqauUM3qcQbwpnt2lu3lj0xsUO4uZ2mUqEzpPaPR3gJrsHjsHyg6wYMsCdpXsYnDiYGb2nkl6ZHqHDBC3xLF5woNLGdU1jvNHVVdxK3O4mfPGSv57yQimD2wb372EEKI1yAJ50SQ6R3emc3RnpmZORavVovG4KXAW8vX2j9FrDfRO6I9Wq2dT4WY0aOgd3xudRsfmgs348dMnrg96rZ7NhZvx+Dz0ie9D9+juXDPoGjw+DxnWDDx+DydknIDdY6dfQj+8Pi8/7P+BCncFfRP6kmhOJNoUDajSi7m2XHYV76LYVUzvuN4kW5KJNcc2+nfMqcjhQPkBDpUfIjM6kwRzAgWOAvaW7iUzKpN0azrzRs7D6XFi0psk/4Q4IqvBSmpEKlcOvBKHx0FyRHLQzJOakiKS0Gq1zBk0B6fXSWpkKlajFYveQmZUJtcMuga3z01yRDKR+kjKXGUU2AvYWrgVm8fGwMSBxJvi0aChxF3C5oLNOL1OBiYOJMoQRYwphnxHPlsLt+L2uemf0J8EcwI6n5d8RwFbCzbh9XnpmziARFMckRGyPE2IY0l22UHyHYVsLdpKUkQy6dZ0dhfvJtIQyeX9LyfaGE2pu5T9ZftJsiRxXOpxxJhiiLPEEWeJY0DCADx+DxH6CDQaDcWOYgqdhWzK34QPHwMSBuDyujhYfpA+8X1INCfi8DrIs+WxrWgb8eZ4usZ0JTkimSJHEVkVWewr3UcnayeuH3o9Zp0Zs96MTqvD4/OQVZ5VdZ3vE9eHJEvSUV3nhVJXDhSnR2agCCE6NrnDE00qxhxDcXk2b2x+kxc2vY4fNcFJr9Fz07CbOFB+gPe3vY9Oo+PawddS6irlzc1votVouWLAFWg0Gl5c/yIaNFzU7yJiTbHsKN7BqNRR/Hv5v3H73FWfdWaPMxmQOIAHfn8AgLN6nsWfh/+ZaGM0a/LWcOOSGwOqBEzqPIm/jflbo6b87i7ZzTWLriHHllPV1jO2J/NGzmP+7/Mpc5fRNborz015jk5RnRr7zyc6ELfXzarcVdy09CbsnupKVVMyp3D36LtJjEgM2N7hcbA8ezm3fH8LTm91aeK/jvwraZFp3PHTHQHVKs7pdQ7n9j6Xy766LOC4+eD0D1ifv55//f4vPD5PVfuFfS/kvN7nMeuzWXj8ql2DhisHXsm49OO56ts5VYlqNWiYO/BKLup7ITGRKU37DyOEaBUHyw5w769/5/fs36vaogxR/OOEf/DUmqfAD/839v+4cemNAflO+sT14alJT5FmTcOkN2FCzbrMs+Xx+a7PeWLVE1XnDq1Gy9WDrmZQ4iDO+vgs3jz1TZ5e/TQ/HqzO4ZQemc6zU57lL9//hd0luwPa/zf1f3SN6Yrb627y67yo5gqRA8WgkyU8QggBkgNFNIMNBRt5ftNrVcETAI/fw39W/YdxGeOw6C14/V6eXfssw5KHEWWIwuf38dKGl+gV24t4czx+/Ly1+S3SItOY2XMm9y+7P+AmEOCTnZ/g8XnoFdsLgI93fMySfUsotBdy3bfXBXypAli6fynvb3s/4KaxPnJtuVy/5PqA4AnAjuIdvLzhZc7vq5Le7indw+0/3k6RQ8oqiiPLseUwd/HcgOAJwOJ9i/lwx4d4fd6g7W9eenNA8ESn0dE9pju3/nhrUKnPD7Z/wB/Zf9AztmdVW6o5FbfPzd9/+3vQcfDOlnfYXLiZkSnVZcL9+Hlpw0vsKdtPSkRKQPuzG15iU8Hmxv8DCCHaDJuznFc2vBIQPAEoc5dx9893c/Wgq5nVZxY3f3dzULLYrUVb+ceyf1DqKg1o31e2j8dWPhZQIczn9/H8uufRaXTM6j2LD7d/GBA8AZUc/t5f7w0IngBkVWRx83c3k2/PJ8eW06TXeRHI6QkuY6zVaDDoNFLGWAjR4UkARTSp0opc/rfx1bD93+z5hgmdJ1S9/mL3F0zpMqXq9Sc7P2F61+lVr7cVbePngz8HBGNqWrhtIaf1OK3q9UvrXyLblh10M1npzU1vkm/Pr+dvo+Tb8zlQdiBk3x/ZfzA4aXDV63X56ySAIupl2aFlQUHBSq9tfC3o73Tx3sVBpYpHpIzg10O/BpT2rmnhtoWc3uP0qtcPjn+QhdsWhh3TG5ve4LIBlwW1f7TjI07tfmpQ+wubXqPM1rDjSQjR9uQ58vhk56ch+2weGwX2AmKMMWRXZIfc5peDvwRc+8pcZbyx6Y2wn/fGpjc4p/c5fBriM/vG92Vt3tqQ79tdsptCeyErsleEvc6/tfmtBl/nRTWfz4/L60OvC64/bdRrZQaKEKLDkwCKaFIujzNkKcNKObacgJKGubbcoNc1y7f6/D4OVhwMu79Q7w93MwnqaVpDn0yVOEvq7Hd7A2+Caz8REyKU/aX7w/aVukqD/k73lOwJ2i7OFEduRfjjrfbxZDVaybaFvgGq3D7SEBmyPVS50Fx7Hs5aM2iEEO2P2+vG4XWE7S92FFPmKgvb78ePw1P9fofHETRrs6YcWw5+vz/k9bKyNHI4Za4yDpaH/14Q6vwp6s/lVd+hjLrgWwSTTiczUIQQHZ4EUESTijBFMSRhQNj+/gn9A24E+8X3Y09p+NdGrZGhSUPD7q9fQr+A/fVP6I9Zbw67fWZUJmZd+P5Q6qr0Y9Qa0Wl1Va/1Gn3ADasQ4QxPGR62r1t0t6C/4zHpY4K22126m/4J/cPup/bxsaNwR53HU/+E/hyqOBRyP7Wn0wMMiR9ApFH+3oVo70w6E8kRyWH7M6IySLCETxpt1pmxGqsrwkQbohmcODjs9pXJZNMjg6v0GHSGoLLJNSVYEhiSNCRsf5foLg2+zotqzsMBktpLeCrbHJJEVgjRwUkARTSpCHMs1wy6JuSXnwh9BMenH8+yQ8sA9YVrcuZkfjyg1j8btAZmdJ/B4r2LARWMGJU6ip6xPQNmmVTSoOGSfpfwyc5PqtpuGXkLiZZEOllDJ3KdN3JeUHLOI4k3xzOx08SQfTN7zawaL8A5vc8hwSyVScSR9Y3vG7bM8LyR84JuVoYnDyfREvi3u61oG91iuxFvjg+5n8v7X85HOz6qen3HL3dwcteTiTJEBW2r1WiZM3gOT6x8IqBdp9Exq9csvtz9ZUC7XqvnioGzsZijw/+SQoh2IcPaibmDrwvZ1z2mO06vk40FGxmTFhzIBbhswGUkWaoTt5oMJs7rc17IQIZBa+DS/pfyyIpHuGLgFUH93+37jjN7nhnyc6Z3nU6CJYFecb3CXudvGXFLg6/zolpllZ3aSWQBDHqNLOERQnR4EkARTa5zVCdemPwsXaO7VrX1j+/PoxMe5cnVT+LHT++43jw24TGeW/scXr+XHrE9eHT8o7y04SXcPjfdorvx8PiHeXPzmzy84mEeOumhgCfnGdYMHhz3IF/u/pJCRyGpkak8OfFJ+sb3JSkiiRdOfoFxGePQoNbwJpgTmH/i/IAEmfUVY4rhb2P/xrm9zsWgNQAqGHTlwCvpG9+XL3Z9gUVv4cqBV3LdkOvqLEMrRKWUyBRemvYSJ6SfUPV3mmhJ5N/j/s2w5GFB26dZ03hl2iuMSh1VvY+IFMw6My9Pe5kRKSOqt41M45nJz9AtphsZ1oyq9k7WTnh9Xl6c9iIDEwdWtXeO6szTk54mzhRHnLl6qU6X6C68MPUF0ixJZEZnVrV3i+nGS5P/S2ZUdZsQov3S6nSMSz+Bu467q2q5nlaj5aROJ/HXkX/lqdVPcaDsAP839v84u+fZ6LXqIUmkIZIbht7AxX0vxqgzBuyzk7UTL5z8Ar3jele1dY/pznNTnuPznZ9j99oZnTqaf57wz6oHDxpU6eNrBl3D1QOvxqK3AGq254V9LuSvo/5KlDGKlMiUJr3Oi2pOT/glPEadVpbwCCE6PI3f7w+dnfMYU15ezogRI1i5ciVWq/XIb2gH8mx5uH1u9Fo9SZYkNJrghF+tKb/sIKWuMrQaLTHGaNCbKHIUodFoiDHFoEVLkbMI/BBtikav1VPkKMLn9xFjisHv91PkLMLr8xJjisGit1DiLMHr92I1WrHoLRQ6CvH4PEQZo4KmH5c5SihyFODyurAaIkmOykCraXzM0OFxkG/Px+FxEGGIINYUS5GjCLvHToQhgkRLYtAXSHFkx+Kx2RAljhIKHAW4fW6sBivp1vQ6j+USZwklzhLcPnfA332Js4RiZ3HQ8ZBTkUOZS+X+sRqtVWW2D5QdwOa24fV7iTREVgVIihxFlDhL8Pl9RJuiq2a9FJUdosRdis/vJ8YYRUJURojRiWNFRz8uj1UV7gpKnapaTrQpOijnkdvj4lBFFhUeGyadGaPWSIW7AqPOSII+kmi3A7vBRIHfXXUtTLIkYdAZwn7mofJDVRV6Ig2RaNHi8rmIMcUQZ47D5/eRZ8ujzF2GSWsizhyH1WjF5XWRb8/H5rZhMVhINCdi0psC9l3mKqPIUYTL5yLKEEVSRNJRXefbg+Y+NnfkljHlsR+574wB9E4JnK34j8830i81msfOH9rknyuEEO1F+EWmos0qdhTz26HfeHLVkxwoP0CiJZE5g+dwcpeT61yj3NISozKoPYm25tNtgFhzbMDr2vlDak/Drb19lDF4KQIApVlE/fYsUStfAVc5pA+H6Q9C6kAwBifJrA+z3lx181lJZpuIo5FTkcPrm17n/W3vY/fYGZg4kNtH3U6fuD5YDJaQ74kxxYTMsxOuPSUyhZTIlMDGor10+v5B2PA++DzQfRKc/E9I7EOcOS7oOAWIi0ojjtBLjoQQbZvf72dv6V6eWPUE3+3/DoCJnSfyp+F/okt0l6qgrUFvJDOma+CbK/Jh+yL47n4oOYAlOoNO42+HvjMg8shLZdKsaaTVce7QarTqPEXgecqoM5JuDc6RUlOUMSr89wDRKJUzTEIu4dFJDhQhhDi2w/THILfXzWe7PuO2H2/jQLkqrZtvz+eB3x/g+XXPU+4qb+URtgFlObDgEvjtKRU8AchaBa9Mg0PrWndsQhyWZ8vj5u9u5vVNr2M/XMlmQ/4GLv/6crYWbW2+Dy45AK+eCmvfBq8b/H7YuQRenAxFu5rvc4UQreZg+UEu/vJiFu9T5dC9fi+L9y3m4i8vrrOiDW4HrHgZPp6rzh0ApQfhs5th2XPgqmiZX0C0mOocKCHKGOu02F0SQBFCdGwSQGln8ux5PL366ZB9C7YuoNBR2MIjaoMKd0LWyuB2vx++vl09TROile0p3cOmgk1B7T6/jweXP0iRo6h5Pnjn0uoboZrcdvjpP+CWMtxCHEs8Pg+f7PikahlNTaWuUj7e8XH4sr/lOfDTI6H7fn0CKvKacKSiLXDWMQPFqNdilxwoQogOTgIo7UyJswSbJ/QNjs/vC1mCtMPZ+X34vkNr5YmZaBN+OfhL2L6NBRvDHudHxe2AzZ+G79+5GOwlTf+5QohWU+4q5/sD34ft/+HAD5S5ykJ32grA4wzd53VDuQRQjjVVSWRDlTHWaaUKjxCiw5MASjtzpCSlEXrJyVHnmmyDBbS6lhuLEGHUla/Ioreg0zTD36lODxF15Ekyx8rxIcQxRq/VE20MX2482hhdVWEu+M2m0O1V/cFlikX7VhkgCTcDRQIoQoiOTgIo7UycKS6gJGBNCeaEoEo0HVLPyRCuismQiyEyqWXHI0QINctv1nZOr3OIN8c3/Ydq9TDqmvD9Y28Eq5xDhDiWWI1WZg+YHbZ/9oDZWI1hqrlEJEJ899B9sZn1SiIr2pc6yxjrtdglgCKE6OAaHUDZtWsXX331FR9//HHQj2g+8ZZ4Hj7p4aCbK4vewlOTniIpQoIDRKXC2S8EB1GSB8C4W478RE2IFpAcmcy/TvxXUBClb3xfZg+Y3XwlsRN6wEm3Bbf3nga9pzfPZwohWtWAxAHM7DkzqH1mz5kMSBwQ/o1RKXDeG2CpVZnLFA3nvwXRUpnrWFOZRFYfKomsXluVI0UIITqqRpUxfvXVV3nwwQeJjo4OqkGv0Wg466yzmmJsIozusd1ZMGMB6/LXsT5/PT1jezIqdRSpEaloNTKpCGMk9D0VblwJ276GsmzoOQWS+qjgihBtQIQ+gimZUxh81mB+OPAD+fZ8xmWMo1tMt+YNhFriYOwNMPAclRPI64bUARDdCawSgBXiWBRvjucvI//ChX0vZPG+xQBMyZxCqjWVWFNs3W9OGQDX/gj7l0PWGkgbBF1PAmtK3e8T7ZLT40Ov06ANMZNXcqAIIUQjAygvvPACd9xxB7Nnz27i4Yj6SrOmkWZNY1rXaa09lPopOQDF+2DDR6DVwoCZENMJYjJCb28rVKUSN3yoqoP0PwMSetZ/eYExUj1pH3tDkwzf4/OQXZHNzwd/ZkfRDoYkD2FEygjSItPQhFsuJMQRRBgi6BrTla4xXev3BkepOi42fgT2Iug7A5L6NjgwWKLVcEgP33izcbgdTNX1p4tOSx3ZUUKrKIDivbDxQ/D5YOBMiDv8uxQdbkej2mO7QGSDP0EI0URiPR5inTb6ug/PwnTawOwB1yHI3QJbvoSIeBhwNkSng/lw3hSNRi3Xic2EfmdC6QHY8pl6T+YYyBwLsZ0bPa5cWy5bCrfw4/4fSbWmMiVzCskRyUQYJKdba3C4vSGX78DhHCgeCaAIITq2RgVQHA4HkydPbuqxiGNV8T74+k7Y8nl12+//hUHnweR7IbZT4Pa2Qvj5Mfj1qRrbPwc9JsFZz7X4LBKvz8v6/PVcs+ganF5VjeDdbe8SY4rh1emv0jO2Z4uOR3RQjhJY9QYsuru6bfnzkD4MLnhb3fDUQ7GjmJc3vMwrG1+pantzy5uMTRvL/SfeX//ZL+V58O3/wdq3q9uWPQMXvAMbFsKGD6rbf3sKhlwEJ/9DchAJ0RrKc+Gbv8H6dwPbB58HPSbDR9dWt/3wIJzyEAy5sDqIAuD1wIHl8ObZ1ZV5VrykElNf8ZWa5dlAWeVZzPl2DntL91a1PbnqSR4Y9wCTO0/GYrA0eJ/i6DjdvpAVeKAyiawPv98vD4+EEB1Wo9Z7nHnmmbz99ttH3lAIgH3LAoMnlda/B9lrg9sLdgQGTyrtXApbv2r68R1Bnj2Pm5feXBU8qVTiLOH2H2+n0F7Y4mMSHVDpwcDgSaWs1bDiFXVzUw97S/cGBE8q/XboN5buX1r/8RxaExg8ATX7pDw7MHhSae3bcHB1/fcvhGg6B1cFB08A1r0HHoeaXVLTV7dBaVZgW3k2LLgouKyxrQA+nAMV+Q0akt1j55k1zwQETwD8+Ln757vJs0uJ5Nbg9PjCz0A53F6ZaFYIITqies9AufTSS6uizW63m9WrV/PVV1/RqVMntNrAE+3rr7/etKMU7VdZNvzxQvj+P15U038jDifF9XpgeR3bL3tWLVtowUohObYcip3FIfu2FW2jyFlEvKUZKqYIUdO698L3/fECjLziiLNQPD4PC7YuCNv/1qa3mJI5pc4SywA4y+C3p4Pb+51e9zh/exq6HA+mMBU/hBBNz1GqZoGFs/596Huaur7WtPEjSL6z+nXxPnAUh97HoTVq9mgDqvIUOYr4cveXIft8fh/Ls5eTGZ0Zsl80H4fbGzKBLFA1M8Xp9mE2SMl7IUTHVO8AyujRowNen3DCCU0+GHEM8rrVzVY4jhLwuqpf+zxQ14wOZyn4W3b9rd1tr7PfVXP8QjQXW0H4Pmcp+P1H3IXX56XEWRK2v8xdhrc+x5fXrT6zNoOl7uPdWareK4RoOb4jXYdLIVS+kdrnHFdF3Z/TwGuh1+fF4ws/cy7cgwvRvOqagWI6HECxu73EYGjJYQkhRJtR7wDKjTfeWPXfH3/8MaeeeipGY2CZTZvNxsKFC5tudKL9i0xS66tzN4fu7zUNauZcMJhVArsdi0Nv3/NkMMc2+TDrkm5NR6vR4vMHT1m1GqxHrmAgRFPodwasCjO7r/vEes3qMOlNTOs6jZ8O/hSyf1zGOKKN0SH7AphjoO/pallATQdXQbdxkLMh9Pv6nh6YU0EI0fxMsdBnhqq6FUq3kyBrVXB731MDX8d3VwllQwVrLXFgiW3QsCINkfSO6822om0h+0enjg7ZLpqX0+MNnwPlcGBFKvEIITqyeudAKSwsJCsri6ysLO688062b99e9bryZ9myZTzyyCPNOV7R3hjMMGK2+nJVmzUZBp0LulrTQLtPCF6PDaqyzol/Uk+5W1C8OZ5L+l0Ssu8vI/5CkkWSYooWkDIQkgcEt+sMMOU+FdSoh+PSjiPDGlz9yqK3cOXAKzHrzUfeiVYHA88NTgi7cwn0Orl6SV5NkYkweJZ6rxCi5eh0MOQCley1togE6DERdn0X2J46GJL7BbZFJsHIq0N/xtR/gjWtQcOKt8Rz53F3oiF4uchxqceRbq1fYmzRtJweH4Y6qvCAmoEihBAdVb0DKMuXL2fSpElV1XfOPfdcJk+eXPUzadIkrr/+eqZPn95sgxXtVHwPuPJr6H8WaPWgM8KgWTD7C1VquLaYTqpv5FWgN6sbrr4z4JrvIK5biw/farRy1cCr+PvYv5MaqSoAdYvpxpMTn2Ra12nodY0qZiVEw0SnwcXvw9ibwGhVT4K7T1THRWLveu8mLTKNl6e9zHm9z8OsM6PVaJnUeRILZiygU1SnI++gUlwmXLUIBl+gjmmdAQacq473qxbDwFmqTWdQ21y1OHRgVAjR/OK6wFXfwqDzq4/LQeertugM6DpOnVNMUXDCn+GidyGqVkDEHA3jb4fT/qPeA6qM+kXvqvxHtR+G1MOAhAG8ccobDEkaAkCMKYbrh1zP/HHzj5yLSTSLunOg6Kq2EUKIjkrj99dj4fxhWVlZ+Hw+pkyZwvvvv098fPVTRo1Gg8ViIS4uxEyDI3C5XMycOZN77rknKNdKpblz57J0aWCFiP/+979MnDixXp9RXl7OiBEjWLlyJVarJDAM4vVC+SGVk0RvgojEwOm4Pp9KCOsoVl+8IhJCP2WuqSwb7EWg0UJkCvmeMord5WiAWGM0CVG1noKX56n8J34fRCZR6HNR7CrB5/MSbYwm2RQHZYdUnpSIeDUOW6HKqWCOVeWNayY0thepNdwep3o6H5UW+PTbUQoVeaoCgSlavV9X95rePFseHr8Ho9YoX+6aSHs9Nsts+RQ5i3F47EQZo0iKTEOvNzV8RwF/p7GH/47ruBHxuMCWr44To7XqOC0qO0SxuxSP1020KZpkayc0Wq2qjGErVMeNJVYdBxoNzpKDFPkcAFi1RqwxndX+i/er49znVdvHdVXtNY9PS1x1OXGXTf0OoLY3Rh5urzjcrlHbG0PkWBBtVns9Ljs0e4k6N1Rd09KgdoC/aB94Duf1MkSo4KfHBX6PylGkM6qZJpGJ4KxQ11xnKY6IBPK1YPe5sBqsuL0OHG47kYZIkqxpGHXG4PE0QLGjGIfXgRYtCZYEdDJTLazmPjZnv7ycCpeHW6YGl6XOKXXw53fX8PY1ozm+R/0TBgshxLGkQY/O09PVdMotW7Y02QCcTifz5s1j+/btdW63c+dOHn74YcaOHVvVFhNTvynr4gjsRbDpU1h8b/WNULeT4PQnIb6bCjTsXKLKGpbnqv5Oo+DMZyEpxJNvtx32L4dPb4LivbhO/Avr+53M//1+P/vK9qndx3TjX2PupX/8ADWDI2c9fDwXcjfjHTSL7eNu4m/L/snWoq2Aemp+76jbGX5gI5ZVr8Gpj8DSf8HBFeozrSlwykPQY5J6Sla4W33+nsO5HiLi1TKHvqdDRJy6SfxyHmxfpNZzmw4/WRtyQZ1VBJIiZLmOgKySvdy/fD4/Zf2KHz9RhijmDryK07rPIM6aWv8dFe6CT26CvT+r1xEJaip83xnh8wnojQHVdvw+H7uKtnH3b39nY8FGAJIsSdw96jZGR/fEuvAqVSED1PvOfh6MkZg+u5nU7PWqPaYznPWcuqH69EbI3aTaY7vAqQ+r3AfvXgx56ngkrhuc8ZQ6DxgjQgdHjJHVwRQhRPMq2guf/0Vdq0EFYyfepWZ7RsSrIG3ORrVNwQ61TUJPOPclyN6orv8Vh8sGdx6trv/bv4EfHyHvzCd4YffHfL5/MfefcD9f7PqCxfsW4/V7segtXNLvEi7ud/FRPVSIbeHcZiI8Rz2W8DjdUsZYCNFxNaqM8ZHUt4zxjh07mDdvHkeaBONyuThw4ACDBg0iKUluYJvczu/gs5sD23b/CK+fAVd8AwXb4f3Zgf0H/oBXT4FrvofYzoF9BTvhzbPVE2xzLPuHnMvVX12Kx1+dbX93yW6u+HYOH5z2Ll39WnjlFBV4AbIm/JXZ31xOhbs64/+hikPM/f4vLJj2Kv1TBsIHVwVWCCjPgfcvh8s/U0sIXjsdSvZX99sKVUDFFKWmKr89KzCxrbMUFt2tbk5HXiV5GkRYeaUHmPvdzewq2VXVVuYu46HVj2PUGZnV90K09VnWVXIQXj0NSg9Wt9kK4JPrwfwW9DutXuM5VLaPy7+9OqC6Tp49jz//+FdePfEhRpTnVG9cmqWeTi+4MLAqR+kB8DrhnfMDK20U74V3LoArF6lAaqWi3fDGmXDtz5DSv17jFEI0k9JD6ppbsLO6zVGsHnoYImDYJWomyZvnBFbK8fsgZ7M659S0/3d4/XSY8RgVQy/kidzf+GTv19w07CZe3/Q6K3JWVG1q99h5Yf0LeP1erh9yPabGzMITbYrT4yXGHHo2rklyoAghRP1zoIwePZrjjjuO4447jl69erFq1Sri4+MZP348U6ZMISMjg7Vr1zJw4MB6f/jy5csZPXo07777bp3b7dq1C41GQ+fOnevcTjRCWTYs/nvovuJ9ambIL0+E7q/Ihz0/B7Y5K+DHh1XwBHBMuptXN78ZEDyp5PK5eHfLAtxFe6uCJ/7jruXrvd8GBE8q+fHzzPrnKa98mhbKL09B9rrA4ElNi++DitzwVYG+f1B90RQijP1lBwKCJzU9u+FFcssPhuwLcmhtYPCkpm/vgbKc0H21/Hrw57CliR/f8hYlIy6rbuhyPOz9JbikabcJsGNJ6DKlfh/8/BhM/r/Adp8Xfv6PWsIjhGg9hTsDgyc1Lf0nVBTCsv8Glxkefjn89lTo95XnQskBCvqfxmf7FqHVaOkd1zsgeFLTW5vfIs+edxS/hGgrVA6Uuqvw2F0SQBFCdFyNKmM8e/Zs7rrrLi666KKAbUaNGnXEYEhNtd8fzq5du7Bardx2220sX76c1NRUbrrpJsaPH1/vzxJhuO3qKXM4B1aAu44bpD0/wdALq1+7ygLKIdoSurNu/Rdh376mcCO21BOpXIzlTBvMivzQJVYBNhZuwabTEHbVr8cG+/8IP96i3eCyh++3FcgNoajTlsJNYfsKHYU4vI767Wj/7+H7CnepmSJH4Pf5WJa7Jmz/5qIt2LucUXV8Ed9DBRhrS+gBlct5QsleB2OuD24/uEId85LfRIjWk7UmfF95jsptdijENnFd1bKecHI2UJrWF5/fR7Qxmnx7fthNnV4n5e7y+o5YtGFOty9sGWOdVoNWIzNQhBAdW71noNS0Zs2agFwklYYMGcLWrVuPelC17dq1C4fDwYknnsiLL77I+PHjmTt3LuvX1/GFX9SPzqjWSocT311VzgmndvUPvRmiqyt5mOzFpEeGzwmREZGKyVe9hMtQeogukeFLF6ZGpmL01bHkS6ODhO7h+y1xKkluOHqTKr0sRBgZ1vCVasw6M0ZtPZMpJvQM31eZJPkINFot3euonJMamYq+osZNjy0/4PisUpEPMcGljatEZwQu4akU0xn0LVtWXAhRS13V6QyHcxSFOu7tRcGVdmqKTseiUdd/u8dOjCl83jkNGixyLjgmODzeqpkmtWk0Gkx6ncxAEUJ0aI0KoPTv35/nn38ep9NZ1VZeXs6TTz7J0KFDm2psVa6//np+/PFHZs6cSd++fbnppps46aSTeO+995r8szocawqMmRu6zxChpvwPOjd0v1avShfWZImF8X+tehn5w0Nc3e/SsB9/eb9LMVtTql7rfnmcWT3PRkPofDvX9b+MWK8nfFBn4Lkqx4khzBe5MderJLGWMNWihl0GkclhxytEr/jeRBujQ/bN7H46iREpIfuCdDtJBRxDGXuzOjbr4dRuM9BpQufsubbnOSSufru6YccSlaC2dj6r7d+oMuPhHH8T/PKf4PaTblVJm4UQrSdtsEqEHsrIq1Ti9LE3BPetfQdGXhH6fToDZIwkfv8KBiUOwu1zU+osJcMaOtA6vtN44s1HqMwn2gWH24chTBljAJNBK2WMhRAdWqMCKP/85z9Zvnw5J5xwAueccw4zZ87kpJNOYufOndx///1NPUa0Wm1QxZ3u3buTk1O/HAGiDjo9jLgCBswMbDfHwqUfqyfPfWbAyCsD+42RcNF7EBPiqVbaUJh0jypfnLeVXuVF/HXoTQE3eXqtnv8bdTtdozurJLRnPqtmw7jKydj9Cw8d/w9MuuqZIlqNlmv7X84QbSR8Px/OfDq4wsfIq6DPKWrMl34cPLNm4Dlqzbc1BS77RJVqrKnnFDhpnsxAEXVKtXbihcnPBt0snJg2lqsGXYWxvstZotLhkg9Vie2aBs6CYRfXO5FxWmQKT5z0cMDTXw0aLup9Hickj6yuuAHgc6vZJmc/Hxi88ThVCdSzngucoaXRwonz1NKfQ2ur27U6mPx3SB1Uv99VCNF8otPVNS2iVgCj9ylw/I3qmI7NhKn/CHz4cHClyn809JLA9xmtcOF7sGMxcT8/wUMD5tAjtgf/W/c//jbmb6TXmiU6KHEQd425iyhjVLP8eqJluTzhl/CASiQrS3iEEB2Zxn+kEjhhuFwufv31V3buVInLevXqxfHHH49e36DKyFX69OnD66+/zujRo4P67rjjDjQaDfPnz69qu/LKK+nduzd33HFHvfZfXl7OiBEjWLlyJVZr2AwaxzavB1zlh5ep1JqhYStSyVXztqrZGfFd1Q1e5U2cveRw/xYwRqmcCdZU0IdZZuAsVyURczeDzoAtuR8Ffhc7i7ahQUuPuF4kWhLxeOzg92M1xUJ5ttq/z4szbTD5fje7S3bh8jrpGdeHeJ0Ja+42lZMldZAqP1y0W/1OSf3AmqzG6/Wo2TPl2arfVghJfVW/wQwel/qCWJ6j8r9U5KvlFNYUNdXZ41T99amkIo5aezw2fV4PueUHOVh+kEJ7AV1je5BoiiOurunwoXg96u+0cBfYiyGpj/o7PTxDyu624/a5sRqtaDU1vtC6KsDnUU+dNRrcbjt5thz2lO7F5rbRM64XCaZYdUNTngP521Run5QBKnDo84GjSB0bfo/629eZVFCy8jzgdasKO5YEdVyU50LeZpU8Nrm/2o+pffz/JRquPR6XxzyvWx37BkvwUlSfD8qyVDljWwEk9lLHdWVQxVYIHru6NleWKU8frq6jXpcKluZsUDPKEnqq67zHARU5ULib/JR+ZPscFLrULJRSZyl59jwyozJJikhqUAnjMlcZWo2WSIOUOW+M5j42e971JZeO6cLJA0Ivv77tg7VM6ZfCvacPaPLPFkKI9qDRd4hGo5EJEyYwYcKEJhxOtby8PKKiojCbzUyaNIlbbrmF0aNHM2zYMD777DNWrlzJP/7xj2b57GOOz6sq6qx+Q5UnjkpXT6USe6slN6Cm+EbEqRu4UCwx6iexV/0+02RVP/FqbXbE4Z/OsSo/SW7JPr7bu5j3dn0KwDndZnBc6nEk956m3g5kABmxtdZ2117HHd9V/W9Fvnqa9tsz4CxRs2Z6T4PNn6sgyqhrVUBn2XPqBrHnFBhyAWSOVcsZ7CXqSf1vT6sKPl1OgOGXQWwXCaSIIFqdntSYLqTGdDm6Hen0ahZXrZlchY5CthZu5Y1Nb1DqKmVy5mRO7noyGRqzSgb52zMqeWv/s6Df6Rj0ZtJztpG+6jV1k9VzkjoG/EDOJnXse93Q62ToM13dbGWthpWvqvLF/c9Wx4tOr4Kea99R542+M6DHZBVkyVoF694D/NDvDOg+QQIoQrQEr0sFRv54CQ7+oWaEjb1B/W/lMajVhjyXULRPJXuuOtbPgn5nAn7YvgjWLVDB02GXqOWtBiusfA12/6Aekoy9AbqNJzEinsSj/DWyK7L5NetXPtnxCXqtngv7XsiQpCEkRSQd+c2iRXh9fjw+P4YjzUCRHChCiA6s3neG/fr14+effyYhIYG+ffuiqb2GvobNm8OUiG2AE088kfnz5zNz5kxOPvlk7r33Xp577jmysrLo1asXL774Ip06hU+eKGrI3QQvT1czNSpt/gSm/kutf27hm6Dc0n3c8tMdrC2oTgK8ImcF/eP68eT4R0iJyWzYDm2FsPRfsPKV6rb9y2HZM3DWf2H7t7BrsQqeVDrwh3p91SL1hXPdu/DVXwP7lz8PV3wF6UMb94sK0QjFjmKeWv0UC7ctrGpbm7eW1za+xhvjH6PzuxdXlf1m/3K19G3fr7Dhw+qdbP8Gfn0KznkJ3r1YzVapbE8fCt89ADuXVG+/bxn88Txc8A68d5kqXQyw7WsVaD31EXh/dvX2W7+C5AFwyftqyZwQovkcXA2vnVZdhvjACnXNOuu/MODs8MtOi/bB538OPNb3/64elHwxT818q7T7BxVg7TsDfnqkun3LZzDhLhhzXfBywwbIrshmzrdz2F2yu6ptefZyxqaN5f4T75cgShvh9KjASLgksoBKIitLeIQQHVi9AyivvfZaVR6S119/vckHUrt6T+3Xs2bNYtasWU3+ucc8WwF89ufA4Emlxf8H/Wa0eADlj0PLA4InlTYVbebngz9yTswlId5Vh5L9gcGTSuW5sOZtGHUVvHJKcL+jGL66HU5/Ar4JsRTMbYNPb1T5VCKP9tmbEPWTVZEVEDypVOAo4Lktb3HPwHOxrH5DNVri1BT9msGTSiUH1N9/3xmw6RPVljYEyrIDb6iqPmAnrF0Ax98Mvzxe3Z6/Td1cdTkB9v5S3Z67ETZ/AcddE5yUVgjRNMqy4aNrq4MnNX3+Z5XoPS7MTLjcTcHHevdJsGNxYPCk0vZF0P9MiEpVn1vp+wdg4MxGB1B8fh9f7PoiIHhS6bdDv7G5cLMEUNoIh1sFzw11BFCMOpmBIoTo2OqdRPa4446rym+ycOFCcnNz6dWrF8cdd1zQj2hD7MVq+m4ofp+aadGCSsuyeffwsp1Q3tv1GcWlBxu2040fhe8r2A4HV4Xv3/WdCqT4wnwZyF4P9sKGjUeIo7Boz6KwfV/tX0pJn6nVDV2OVzc94Wz+FHrW2H745Wp5TjgbFgZuX2nTJ9ArRPuqV1WQVgjRPGyFahlqKB4HFO0J3eeyq6V7tfWaApvCX4PZ+pVanlfb7p+ONNKwCh2FfLg9RJD3sAVbFuD0OMP2i5ZTNQNFHz4obtRrsUkARQjRgTWqCk9aWhqvvvoq48aN49xzz+WJJ55g1apV+Hy+ph6fOFpHyhEcLnDQbPz4/OH/Tnx+H34a+Hd0pN+hjs9T/Uf4N2pcnmUhGsXrD//37Pf78dcs8a3R1v337fMGzg7RaKGO/QdtX/XBPghVKtnnleNDiGZ1pOtTuOPZH/rccKRzht+rtglq99Q9jrr4wVfHdV1d9+U80hZUzkCpawmPUarwCCE6uEYFUP7yl7+wcOFCfvnlF+bMmUNxcTF33HEHY8aM4c9//nMTD1EcFUts3aVGO41qsaEAREelMbNriOU0h53ddTqxtUokHlH/s8L3xXWBjBHh+zOPV+WOwy1BSOxdVRFFiJYwtUuImR6HTc4YR8zOH6ob9v2mEiKH0/dU2PV99et1C2DQeeG3738W7AnxpLnPqWq2Vm1DLoKI+lffEEI0kCU+ODFsJZ1BJZINxRgBg88Pbt/1PfQJfw2m9/TQs026nnTEoYYTZ47j9O6nh+0/t/e5mPVh8riIFuVwV85AqTsHis11FAE1IYRo5xoVQKnk9XrRaDSYTCZiYmIoLy9ny5YtTTU20RQiE+G0J4JLHgKceIsqmdrCTsg4kZ4xwV/6ukZ3ZVLmVDS6EE+66xLXRVURqc0cA8Nnw86lMPTi4H5DBJz6kPo3mnBXcL/OAGc83Sr/RqLj6hTViZO7nBzUHm2M5qZ+lxGxdkF1Y0W+SijbY3LwjiIT1ZKdyvwnoJLFxneDTiGWWkanq8pTPz4c2B7TWSWXrB1AiesGg85R1T+EEM0jOk1dh7Qhrosn36/KiYeTPiz4WN/2DfQ7XR3vtXUeA1qDyitW0+jrVF6URtJpdZzd82zSIoPLvA9KHMTgpMGN3rdoWpUBlLpyoJgNsoRHCNGxNao+65133smqVas4ePAgffr0Yfjw4Vx99dWMHDmShAR5GtnmpA6C636GX5+Bfb+o0oQn3qKqcRxFVv3GSonpwnMTn2DpviV8sPsLAM7qMp2pXaeR2tAKPKBuFE99CAacBb89BY4S6DUdhl4APz+hyr6e/C+VTPPXp8CWD13Hw9i5ENtVlW4ddTV0Hg0/PQplWdBpNJxws7pJFKIFxZvjuXP0nUzrOo3XNr5GmbuMCZ0mMKvPLDppLHD6k/D7c+CyqdLD3Scefmr8I/z+PxVQ6XsqDLsUDIe3X/W6mprfYxJEJME5L6pEkqteV3kU+p2uZpOYomDGY/DHi+BzqyfYA89VwcRTH1XJmn1eGHKhSioZ7sm4EKLpZI6Ba3+Cnx9X5cRju8JJt0JyfzXTJJy4LtXH+uq3VBnjPqeo69qV36iy5OvfB70Zhl6kZlzqjDDiCtj7swrOnPBnNYvTEntUv0KaNY1Xp7/KV7u/4vNdn2PQGji/z/mM6zSO5Ah5SNFWOD2Hl/BIGWMhhAhL4/c3fAH7ySefzP79+zn++OMZN24cw4cPZ8CAAegaOnOgBZWXlzNixAhWrlyJ1dqyVWfaDLcDnGVqNoo5uu5tKwpUoKHkIBgjISpN3WiVHFA3ZTGd1I1a6UG1v8hk9aTaEGKmSygeF35HCcWuUsBPrCkOjascynPUDVp0ugpslGaB1w1R6eomruyQqkYQna4+s/LLo88HtlywlYDPBeY4tfTG51bvN0ercdpL1PsrX9fmKFW/pylK/Z6i2R1zx2bhHqjIA2cJRHdSS1ysYZ4S+/3qb7o8B1wV1X/XhytjlThL8Pg8RBujMegM6u+87JD6cdshJkNtrzVA6QH1uW6HarfEgt6itq3IA49TlRw2xUBkgjq+bYUqsBKRoI6Xyr/5igLAp5YP1HzyXVEA+A+3y8yTY9kxd1y2ZS4bVOSq653OqGZ7WFPVNbAmtw2cNnBXqOTn9hKITgXn4dfWZECr/jsyEexFat/R6eo6aC9U/11ZBt0UDc5SdSxHJKpzhE6vjm9HqRqLpWkfsnh9XkqcJWg0GuLMsjy2MZrz2Px+ay6zX/mDpy8cRoI19Pe5z9Zm8dm6LNb/fVqTfrYQQrQXjZqBsmjRInJzc1mxYgV//PEHH3zwAVlZWQwaNIiRI0dy4403NvU4RVMwmNXPkZQcgF+egBUvqWDG1H+qWRnLXwCfBy75AFa9pkqdet3qPZY4mPmCmsVxpOCMsxy2fYPms5uIc1XAgLNV1v9Ff1MBHlBPxCbcoW7+fv+f+iI3bp764vfL4yqYMuEuGDFbfQk8tBoWXKRKF4O66RtzA5zwp8Cb1yN9GTRHA0cYvxCh+HyQvRbevbR6CrxGA4POh0l/g9jOtbb3wqG1sODC6pKhGi0cNwfG3QrWJGJMNf5ePW7IWgnvXqyW7gBo9XDqIxDXFT64UgVEKtvHzYM+M+CNM9WNFKjjZtyt6ph76WR1owXq+Jry98M5TeJUgCWUcO1CiMaxFcLK1+D7+wOvp+e+oqps1Qz0GyKg9BB8eI0Ktpz5DLx7CeRtrd6m51SY+g94/Uz1gAPU9XDEFZDQA96cCeNvh5QB8N5l1eWRzbFqtkrXceozwwV9j5JOqyPeEt8s+xZHr6qMcV0zUAwyA0UI0bE1+hFicnIyp556KvPmzWPevHmccsoprFy5khdeeKEpxydams8Hmz+H5c+rG7yUgeqJ1LLnVPCkx0RVGvnHh6u/7IG6QVtwYfUXtroU7lQ3e64K9UVtyIXw+Z+rgyegZoEs/rtakx2ZqL7kfT8fkvuqp+heNyy5D/YvU0/vXzujOngCauy/PglbvmiifxghjqBoN7xxdmD+AL9fJW5d+Sq4a5XpLDkAr51eHTwBVR3j9/+q0ty1JweWHlA3RZXBE1CzR2I6wdvnVQdPQB2rP/xblTCvmSPB61bHUe7mwOTSXhd8cxdkrW70ry+EaIT9y2HJ34Ovp2/PguJauUiK98HH18HBleoBw5e3BgZPAHZ8Cz8/Gphc2uc9vCzPqwInS/+pPqNmfi9HMbxzPpTsa+rfULQjVWWM68iBYtLr8Pj8uDxSeVMI0TE1KoDyww8/8NBDD3HuuecyZswYHn74YSIiInj66af5/fffm3qMoiWV7INfn6h+PexiNfOk0vE3w8//Cf1erxvWL6x7/247/Pp09evep4S+Way06jUYNKv69YqXYcgF1a+/mw/Fe9TU5lB++HfgDaoQzSV7XfVMj9r+eEEFQGratwxc5aG3/+mR4L/bbV+rwGJNnUfD3l+qnyKH+txQCZR//o+anVXb9w8EBmKEEM2nokAFNEPxumHdu4FtjmIVcNGb1SyVwl2h37vxY+gVoprX8uerzwe1r6WgAiyr3lAPUkSHVJ8qPObDfTILRQjRUTVqCc9tt93G2LFjOf/88xk3bhypqY3Pzi7aGJ9HTQ2uFJUGRXuqX5tjAl/Xlr9NLTXQG0L3u+1QsL3G/lPVMoZwivaoxJc1Xw88t8br3eAJc/MIakZMzSd7QjSXvG3h+xwlwUGO3E3hty/PCd4+e0PwdrWPz9oKd0NUSnB70e7QCaSL9qg8CEKI5ud11n385mxQ1y/d4eupo1T9rzlGnSPC8XnUbLbaivdVzzop2gPWEGWOczepc49Wygp3RA63D4NOg1ajCbuNyaDyYtncHmII811PCCGOYY2agbJs2TIef/xxZs2aVWfwZPjw4ezfvz9sv2iDtIbAyjNFeyGpb/XrinxI6hP+/WlDwwdPQCWkTR1S/bp4X+D+a0vqo7apet231ut+dSd7je+u8jsI0dxqLompLTIxOGlx+vDw28dmBm/fOUTp4eK9dR+Pyf0Cj5dKSX0DlwLV3N5QR1UPIUTT0Zvrvv51Oq46eAJq1gmomW5RwSWBq/drUvmUakvsVb3EsPa1tOozR4VOsC46BIfbW+fsE6iegVLhlBkoQoiOqVEBFE0dkemaGlHgR7S2uC4qwVyl1a/DmLnVr398GMbfFvq9xkhVDrUuehOMua66ssf2RdDvtMAviZU0Ghh+uSqzWGnU1SqnRKXJ/wcxmdVfLGubfG/oJ/BCNLXkfio/TyjH/wliugS2ZQxX1W9CmXSPmp1VU/cJwbNGDq5SJUZNUaH3M3quKl9a20m3wQ8PBrdP/FuTV90QQoQREQ+T7wndZ4iAAWcFtpljVG4Tr0vNrgwXtB1yEWz6JLh9zA2qdDmoa+nadwL79WYYfJ669ooOye72YjpCRc2qGSguT0sMSQgh2hypQymCdRuvKnIYI6FgJxTsUK9NUXDgDzWNeMZjgTdz8d3h0o8gtku4vVaL6wYXf6BuEH0elRNl5osqGWalyEQ4/UnY+KFa/mCJgxn/UQGXinxVMeCs/0LqYIhOg9lfBj7JM1ph+oPQ7aQm+kcR4gjiu8ElH6pZWJX0ZjjxFhg4E2p/KY3trP5uk/tXtxkjVdWrnpOD9x9zePvEXtVtpihVwvTSj9UxWMkcA6c9rhJG1nwSbY5Vx1VMZ5UMupIlDs55OXAsQojmlzoIzn5eHZuV4rrB5Z+r47SmmE6q6lbfGfD9g+oBQddx1f1aPQy7RFXyyl5f3W60wsS7VeLq8lx1DjBEqOtvpdgucPln6oGE6LAcbl+9Z6DYJAeKEKKD0vibcZrIsGHD+PTTT+ncufORN25m5eXljBgxgpUrV2K1Wlt7OG2fywYVeSo5q0YL5nhwlYCtAHQmiEwBT4VKOKk1gCVWra0uz1VPr6LSQV/H0hm/H8rzwHE46WZEoloPbitUa7cjEtT7y3JUpZGIBNCZoSJHfemLSABrqqoQVKk8V43P41RP9qypdY9BtAnH3LFZckBNsXfbVWAiKjX8DBFQx4Etv8bfbYqaqeX1qKfMfq+6uYo4XPqzLAcqctVT6IhEiE5XM7iK9qigiNetto1KB6MFCnap5JM+jxpPdAYYI9Tn2g8njDVFq2o9ukalxRLHoGPuuGzLvF4oP6SuX1q9ur7VnoEG1ecVNKqKnc+rrnFuu0pIbY4FrVYFVU1Wdf12O9T5QKtT5xhDxOFk1H7Q6MFVppa5muMAn7reRyar/Yg2qTmPzb9/upElW3J46JwhYbcprHBxw9ureOnykUzuJzN8hRAdj3xbFsE8brU2+vv5sOs79TR79Fz1FD2hp8rQX7gLfnoUtn2lcpCMmK2ehH14LfhcMPhC1RbfNfRnlOyH3/+nqgz4fWra8Oi5kDowcLuaJVgBrInhx21NDizLKERriOkUOJvqSKxJ6qem4n2qotXKV9QMrG4nqaV1EclqCdsfz4OzHHpOVUvqzNGw4UNVqtRVAb2nqWU68d0goXvwZ5YcVBWuVr2mbqr6ngHj/qyefMv0fSFalk5X93nDUaYSyi65T50L4rurcucFO9SMtIn3qFxIO76FX55QszQzx6ilgNHpdR/rXg8U7oRv7oSdS1Wwd/S1MOjcuvOsiGOSw+2ts4QxgNlwOAeKzEARQnRQEkARwQq2wQsTq6txOErUl6utX8G5L4GzFF6YAM4y1W8vgu8eUFORJ94JH8+FX/4D276Ei96DuK6B+y85AK+cov630rLnVDnjq75VCTSF6KiK9sFHc2Dfb9Vtmz+D7d/CFV/Byperj50N78PWL+DCd1VpYufhKh3r3oUtX8Cc7wOX/ICa1fLm2ZC3tbpt9Wuw5VO45jsVdBFCtA0+H+xcAu9frpbuaLTw0bXV/QdXwcE/VLB186fV7dsXqfed9wasXVBdFn31a7D5E3VuiO+mquI9P6G6RLqjGBb97fD1/hXJIdbB1CuJbGUOFKfkQBFCdEzNOkezvslmRRtiL4Zv7g5dynTPj+rJ1g8PVwdPasper5YPVK7bztsK+5YFbuP3w6ZPA4MnlcqyYd37alqyEB1V4c7A4EkljwOW/hOm3BfY7rbBsmdgSK2SpK5y+P7fajp/TXt/CwyeVLIXwW/PSBljIdqSskPw5a3qv4deBL88HtivN0HKwMDgSSWfV80kHXVVYLujWOUesxXDt/9XHTypae8vKrgiOhR7PQIoWo0Gs0ErM1CEEB1WswZQpApPO+QsU8t2wqnIU8t2wtn1nSqDWGnjh2pJQSV7MWxYGP79Gz9UN3JCdFRbvgjft+u7wGSxlXYshs5jgtu3falulip5nGp2StjP/kzlIRJCtA32InXdBRUQcdsD+xN6waE14d+fvT54FijA1s9VDqQdi8O/d1OIoIw4pjncviNW4QE1C6VCZqAIITqoei/hycrKqvdO09PTAViyZAmxsbENHpRoRRqNqhwS6olUZb/Bopb1hGKwqCo9Va8jVJLZSlq9agvHYFHbCNFRGSPD9+nNQIjAtCFCJZUNarcEVuHRaFVFjnAMEZI8Uoi2pOb1UBvixtbrqvuaqtEGngMqGSJUu96sZrGFUlfya3FMsrk8GPVHDqBYJIAihOjA6n2nOmnSpCMuyfH7/Wg0GjZv3gxAfHz80Y1OtLyIRBh8Aax6NXR/TGcYPht+eDB0f+/p8MkN1a+Hzw6shGOOgtHXwZ6fQr9/9HWqoo8QHdWAs4On6VcaOAv2/BzcPujc0DNXRlwRmIhZZ4BRV6uZXqGMulpV4BBCtA0RCZDcD3I3qxmildXuKuVvO1yuXKOWyNbWc3Loc8bIqyA6TZU9Xv586M8eOLNpfgfRbjjcPqLMhiNuZzboqHBJAEUI0THVO4CyZMmS5hyHaCsMZjjpVtj9AxTtDuyb+DdVBnXE5bDlc1UVoKZhl0DOxur8KEMuUFV7aus0CnqfErwUqMdk6Hpi0/0uQrRH1lQ48Rb4+bHA9vjucMLN8L+TAtsTe8HQS+DlqYHtyf1VAKV2aeKkPjDsUlj9RmB7xkgYMFOq8AjRlliTYOYLKvH6b8/AKQ+pJLI1cxWtXwinPgJfzAt8b1Sqqsb15jmB7ekjYOA5Kn/K8TerZLMFOwO3Oel2VfJcdCj1SSILagZKuUMCKEKIjqneAZSMjCNfSF0uF5s3b67XtqINi+0Ms7+A/b+rJ9WRSSpoEttFzQ6xxMLF70PWapXd3xyjgidaPfz6lJrBMuwSleE/VFnGqBQ440mVyHLla4APhl8OSX0l478Q0alw3BzocwqsegMcRdBnhipLao5Tx+bKV1VuhEHnQqeRoI+AK7+tLns8+HzIGK5KmNYWmQhT/q6CKCtfBXcFDL0Y0gZL2VIh2qLkAXDdz7DlSzi0Xp0DdixR+U0yRsCAs8ASD5lj1TmjZL86f3Qbr5YEXrww/LEe2xku+wwOLIcNH6hZqCNmV1/vRYdid3sx1SOAYjZoKZclPEKIDqpRySZWrVrFfffdx44dO/D5fAF9Op2ODRs2hHmnaDFl2eqJUtYq9UUofShEpQc/jQ5HZ1QBjaGXqDwKxii1zzVvgzkWuhwP3SepJTsabfVT63NeUq+PlEfBmqx+upygXkveBXEs8zhVNY39y6E8R93oxGaq/APlObD3V5UosssJKugY21lNr88YCX6vWnpTKWI4pA8Dvy8wJ0LECBU0qd0eSmSi+ul8nJr2L8efEI1TckDNvMzfpgIdSX0gpokeIpXlqJmgB/5QAY8+p0BZliptPOJKNSNUX+PcYImFUx4Enycwd0rm6LqP9ZgMiDkb+p0ReD0XHY7d7cWoq98MlDKZgSKE6KAaFUD517/+RUZGBrfeeit/+tOfeOihh8jJyeHpp5/mnnvuaeoxioYq3qem7OZvq24zWuHSj9UN1pFursqy4cNrYff31W1avZoivPcXlWtBq4Oz/gd9TwlMSlnfAE3VfuXGTRzjPE7Y/SMsuCgw0evYG6HzaPjgSlX+u1Lm8TDzfyrAotUSsliaRgOaEMdxuPZwNBq5WRKisXI3waunga2gui06Ay7/NPTy1YYoOQBvXwA566vbDBY481n4/b9qBufln0Lq4OBjOFQi9voc60f6biCOeQ6XF1M9ksiaDTqyS8MUGxBCiGNco+5et2/fzrx58xg3bhwDBgzAYDBw8cUXc++99/LSSy819RhFQzhK4cvbAoMnAK5yeOtcKD1CNSWvB1a8HBg8AfVE64tbVE4FjUaVU/zoGiipf3UmITqk0ixYcGFwlZzuE2Dh7MDgCcC+X+H3/4FbvpwK0WaVZcM7FwYGTwBKD8L7V0BFfuP37aqAJf8MDJ6AKmH8yQ0qF5KjGN6apWakCNEE/H4/DrevfjlQjDIDRQjRcTUqgGKxWNAdrhPfvXt3tm7dCsDgwYPZvXt3XW8Vzc2WD9u/Dt3nKIbCnaH7KlXkqpu3UPw+lRclfdjh1/7w1TyEEMqen4ODJGlD4OBKFYgMZdVrcmMkRFtWngtFe0L3Za87ugBKRR5sWBi6z21TS3ui09XyP3mIIZqIy+vD6/djNhz51iDCqKfc4T7idkIIcSxqVABlzJgxPProo+Tk5DBs2DC+/PJLiouLWbp0KdHR0U09RtEQHmfoUoaVjvSlzudVgZa63m+KqX5dvL9BwxOiwyk9GNxmilY3SeE4y1SeAyFE2+Qqr7vfY2/8vr1uNeszHFu+OoeASjItRBNwuNQ1pz4zUCKMOsqdYR4ACCHEMa5RAZS7776bkpISFi1axIwZM7BarYwZM4b58+dzww03NPUYRUOYoiAiPnx/cr+632+wQNrQ8P0ZwyF/a/Xr3tMaNDwhOpxQpbnzt1XP5AolZaAqMSqEaJusqeFziuhNKsFrYxkjQ1fQqpTUT1XaAYjr2vjPEaIGm1sF7eqTA8Vi0OHy+nB6JIgihOh4GhVASUlJ4fXXX+fSSy/FYDDwxhtv8Nlnn7F06VImT57c1GMUDRGVBpP+L3RfzylgPUKZ4MhEmPZA6L6EHqpqSGUeldhMVUJRCBFeQk9VnaOm8hxV7SKxV+j3TPm7qsQjhGibIhNh+OWh+8bedORrbV2i0mDqv0L3dRqpZrW5KmDATIhMavznCFGD3aWCIfWdgQJIHhQhRIfUqABKv379KCwsrHqt0Wjo1asXHo9HAiitTauD/mfCWf9VX8IADBEw5gY482n1pe9I0oaoij2VN3daPQw8F057HL658/BnnA2Xf9505RqFOFZFpcLF76mS4JXliOO7qxusC99Tx1Zle0JPuHABpA9vvfEKIY7MHA0T74aJd4H58LLWiHj1AGLMdWo2Z2NpNNBzMsx6FWIOB1L1ZnUOGTcPfv4PnHgLTJ9/dDNdhKjBdjiAYqpPAMWkKj2V2iUPihCi46l3zdmPP/6YDz9UCUP9fj833HADBoMhYJvc3FySkhr+NMTlcjFz5kzuueceRo8eHXKbTZs2ce+997Jt2zZ69uzJfffdx8CBAxv8WccMn1dVAfDYQWcCa7J6KuV2gN4I/c+C7uNVwrnK/vouCTBZocdEuPgD9ZRLZ4CIRPC54cpFKqASkQgeGxTsVAGViETwuMBZrJ6sW+LVF8yabIXgKFH/bYkDS2wT/oMIcZQ8LjUzxOtUQceotLrLfrodKumy16Wm3FcGLF12sOUdbreqAEpMJzj5n3DCn6q3j++mtp/xKEy4Q+U9MEZCXJfD+6lQOYd8HrU0z5qs2p3lqvJH7XYhRMuyJsOJ82DIxeB1gN6ijvfa5YBthdXHrNFaPbus9JC6Jmo0YI6FqMOzVspywVWmAqlXf6vOKTo96Iwq98rVi0F7+L/LclTuM5+rfuctIcKwu1UAxVyPJTyRh2eglMoMFCFEB1TvAMrUqVM5cOAAAMuXL2fo0KFERkYGbBMREcHUqVMbNACn08m8efPYvn172G1sNhtz5szh9NNP58EHH+Sdd97h2muv5dtvvyUiIqJBn3dMqMiHDR/Ajw+p/77sM9j6Jfz0iKoMYLSqqcVjrlNPtBvKWQ4H/oCv/gr521XAZMBMmHyPWsbjtsOhdaqscc4GFTDpPR3GXA8fz4XSA9Bzqno6ltBTlUbO2wJfzIP9y9RndD0RTn0EEvuAtlEToYRoOqWH4NcnYeWrKugYlQaT71U5fkLlFCrNgh8ehrVvqZuX2EyYNh/SBsOPj8Dad1SgJK4rnHw/pAyA7+erqlVet5qBMuU+yByjbsJqBxOL98Hiv8OmT9RNV2JvOOVh9b5v74Etn6kgalJfdRxlDFfBFyFEy9LpIbZT+P78HbD4Xtj2lTpmk/vB9AchMhk+/xPsX66263ICnPYfKDmorr0FO2pce/+vOuhSngur34Bl/4VTH1JVvta+owKu1hSY9DfoOwMiEpr/dxfHlKoZKPWowhMpM1CEEB1YvQMokZGR3HjjjQBkZGRw6qmnYjIdXZLDHTt2MG/ePPx1VY0BvvzyS0wmE7fddhsajYa7776bH3/8ka+//pqZM2ce1RjaHbcDVrwE3x3OUzL+Djj4Byz5R/U2rnJY9owqsTjjUYhOa9hnHFoLb5xV/drngfXvQdZKtWynIh9ePaW6BKvfpwI4Wavh1Ifh3Utg+yLIWgXXfKduGF+aqm5MK+35GV46Ga79sfpJvBCtoaIAPr0Rdiyubis7BB9fB6c9AcMvDXyiXJ4L710OB5ZXtxXvU7NR3r0UDq2pbi/aA+9eDGc+o4KNleWMC3fBe5fCBW+rm52aSrPg9TPVNpXyt8GbZ8GsN+DgiupjL28LvH46XPUtdBrVBP8YQogmU7hLXUtLalSry92s2s57M7AMcskByNkIC6+obqt97TVFw48Pw/Ln1ay1NW/B9m+rty/PgU9vApcNRl2tgjtC1JPdVZlEtv45UEokgCKE6IAa9ej/7LPPJjc3l3//+99cf/315ObmsnDhQlauXNmg/SxfvpzRo0fz7rvv1rnd2rVrGTFiBJrD01I1Gg3Dhw9nzZo1jRl++1aeo9Y/V+p7auDrmrZ+oaYNN0RFPnxzV+i+gp2QvQF+e6r6Bq6mskPqC2FlpZ+KfNj2DWz5PDB4UslZCqvfUjNUhGgt5dmBwZOalt6n/q5rKtkfGDwBlQPBHBMYPKnpx0dgxBXB7YvvVcGXmg6tCwyeVPL74efHghNX+v2w6B6wSTlTIdqU/X8EBk8q+f3qIcewS6vbRswOfy0v2Am5m9T1fMVLKqCbPiwweFLT9w8En7eEOILqHCj1q8Kj1UgARQjRMTUqgPLHH39wxhlncPDgQX766SecTie7du3i8ssvZ9GiRfXez0UXXcRdd92FxVJ3srW8vDySkwPX+SckJJCdnd2Y4bdvjmK1hKaS2w7OsvDbF4RfGhWS2x7+JhBg51Jw1PF5B/6A5P7Vr7d/A47S8NvvWqLWegvRWnI2he+zFQYfXwdXBW8X100FF8Mp2h06V0n+9sDjGWDnkvD7yVqllvPUtv/30EFKIUTr2bk0fN/+5WppX6WEHpC9ro59fa9moPq8anlO7cBrTY4S9YBCiAawubxoNWDQHTmHjkajwWrSSwBFCNEhNSqA8vDDDzNv3jyefPJJ9Ho1RfS2227j1ltv5cknn2zSAQLY7XaMRmNAm9FoxOVyNflntXl6c92va2voOmitTiWzCyemk1qXHU5kUnWiWIDoDJUjJez2KSoxnhCtpa4yoBpNcPLlUOVJnaUQWcexpjeppW61GSJAG5iMm5g68ilY4sBdEdwemVT3cSaEaHlRdSyfrX2tdNurq/mEEpNRvZTQVXHk6jtH+m4gRC12lxeTXlc12/tIJIAihOioGvWNe9u2bYwfPz6offLkyezbV8dTkUYymUxBwRKXy4XZ3AG/IEQkQsaI6tdlh1RC1lAik+q+GQv5nmQYfW3oPo0W+pwCPSaFf3+vqbD7x+rXI6+EzLHhtz/+Jkl+KVpXYs/wQcPep0BErQBL2hAV+KipcBfE9whf6WrATNjyRXD70IuCAzJ9TwsfDBl2CaxfGNw+9sbQgR0hROsZPCt8RZxhF8P696tfb/hAnQ9C0eqg18mq6lZCDxVAQRP+AUn3SZJEVjSYzeXFYjzy8p1KkSY9RRUd8EGmEKLDa1QAJSMjg/Xr1we1f//992RkZBz1oGpLSUkhPz8/oC0/Pz9oWU+HEJkAM1+AmMMZ+b++o7o6R03mGLjwHYjt2rD96/Qq6NFtQmC7Vg/nvQ7R6dBvBvQ/M7Bfo4Wp/4BNn6rqIxoNnPKQqkKSNgTG3hD8WSfdVp0vRYjWEpUGFy9U1atqSuwNp/wbzFG1tk+Hi98HQ62lh1u+hAveCQ6ipI9Q5Yu3fhXY3mkUHH8zmGoFEKPS4NxXgmd6dZ8Igy8IDFCCqhQ0+HypZiVEWxOVCqc/GVzWuNc0dTzv/bW6bcdiFWjtVuvhlFYPs15T196oFDj/bbUc8KdH4YynVGLZmhJ6wOmPB1f2EuIIbC4P5npU4KlkNekplhkoQogOqFEp2v/85z9zxx13sH79ejweDx9//DH79+/nyy+/5KGHHmrqMTJkyBBeeOEF/H4/Go0Gv9/PqlWruO6665r8s9qFhB5w1SJVmSN7vcrTcPEH6in4oTUqmJI2WAVPGnNTFZUK57yoyhHv+VUFbTLHqCfcBov6mfEfOOmvqpqOMQoyR6v36kxw+mg1K8aaAqbDN6Un3aaSX+7+UQVbup2kZrtY6piyLERLqEzIeP1vqgJV0V71OqF76Cn4egN0Gg3X/65ykpRkQacRKg9KRBzc8AccWAFl2dD5OIjromaszPlelfEuy4Eux6sgaGVp0pqMESoocuMKtb2tUJU4jckAQ6Rq3/cb2Iuh6wlqmVxkYnP/KwkhGioiAfqdAZ3HwJ6f1JKdbiepa6xWD9f9AruWqmti90nqOD7nJZV4du9vNa69qWA4POM2ua+qbpe7GSry4MqvVZLZ4r2QNhQSeja88p4QQIXLU68EspWsZj2FMgNFCNEBNSqAMnXqVDp37szLL79MWloa3377LT179uStt95iyJAhTTKwvLw8oqKiMJvNTJ8+nUcffZT777+fCy64gAULFmC32znllFOa5LPapeh09dN9QnVbQnfoNaVp9m9NUj/pw0L3Ryaon9RBge2JvUJvb4lVP0l9mmZ8QjQlnR5iM9VPfegNKjAS1yW4L1y7qVf446M2g0WV9w5V4jtcuxCi7am69oVI/hyVCqkDg9utSZAxPPw+YzoFLs+tmYxWiEayOb0NmoESZTZwoMh+5A2FEOIY06g53z6fj6+//pqff/6Zffv2sW3bNlauXMnvv//eZAM78cQT+fLLLwGwWq3873//Y+XKlcycOZO1a9fy/PPPExERcYS9CCGEEEIIIerS0BkoUTIDRQjRQTVqBsr8+fNZtGgRt956KwMHDsTn87F+/XqefPJJXC4XN954Y4P3uXXr1jpfDx48mI8++qgxwxVCCCGEEEKEUe70YNLX/7lqjNlAid2Nx+tDr5McXAF8XrAXqWV89axqJIRoPxoVQPnkk094+umnOe6446ra+vbtS0ZGBrfeemujAihCCCGEEEKIllfh9BJrMdR7++jD2xbaXCRHdcCqmOFs/gw+/4vKURSbCdPmQ7/TWntUQogm1KiQsdlsxmAIPslGR0fXu368EEIIIYQQovVVOD2YDfVfwhNjUc9g88tkGU+VHUvgvctUMufxd6g8R+9eDL8+1dojE0I0oUbNQLntttu46667uO222xg2bBh6vZ4tW7Zw//33c/nll5OVlVW1bXp6epMNVgghhBBCCNG0yhscQDECkF/ubK4htS/Ocvj4ekgbBhPuVNW1upwAq1+HRX8DSzwMu7i1RymEaAKNCqDceuutAMydO7dqxonf7wdg8+bN/Oc//6kqObx58+YmGqoQQgghhBCiqdlcXiwNqMITG6FmoueWSQAFgN+fA3shTHtABU9A5T8ZdpkqYf75n1UZ8owRrTpMIcTRa1QAZcmSJU09DiGEEEIIIUQL8/v9DV7CY9BpiTLryS1zNOPI2gm3A357FnpOBWtyYJ9GA6PnQvE+eO9ymPsLmGNaZ5xCiCbRqABKRkZGU49DCCGEEEII0cKcHh8enx+Lsf4BFIC4CCM5JRJAYdMnavZJvzNC9+sMMO5W+Oxm+PoOOOu5lh2fEKJJSd0xIYQQQgghOqgKpwcASwNmoADERRg4JAEUWP0mpA6GmDoeMEelwqirYc3bsP3blhubEKLJSQBFCCGEEEKIDqq8MoDSwBko8ZEmsortzTGk9qP0EOz5CbpPOPK2PadC+jBV5thla/ahCSGahwRQhBBCCCGE6KDKHI2bgZJoNUoAZfNnoNVC5vFH3rYyH0pZNvzyeLMPTQjRPCSAIoQQQgghRAdV3sglPElRJgptbmwuT3MMq33Y8jmkDgGTtX7bR6dD/zPhlyfU7BUhRLsjARQhhBBCCCE6qKoZKA1cwpMcZQZgf2EHnYXiKIG9v0Dn0Q1736BZoDPCjw83z7iEEM1KAihCCCGEEEJ0UGUONwARxoYV50yJNgGwp6CiycfULuxcCj4PdBrVsPcZI2HAWbD6DZmFIkQ7JAEUIYQQQgghOqgyhwe9ToNR37DbghiLAYtBx+78DhpA2b4YYruCNbnh7+1zmipv/Pt/m3xYQojmJQEUIYQQQgghOqhyp4fIBs4+AdBoNGTEmtmRW94Mo2rj/H7YsVhV1WkMYwT0mgYrXpGKPEK0MxJAEUIIIYQQooMqdbiJaGD+k0oZcRFsOVTaxCNqB3I3Q3k2ZAxv/D76nArOUtj4YdONSwjR7CSAIoQQQgghRAdVavcQaWpcAKVrQgRbc8pwe31NPKo2btd3KhFscv/G7yMqVc1gWfV6041LCNHsJIAihBBCCCFEB1VqdxNhaPgSHoDuSVbcXj+bO9oslJ3fqeCJ3nR0++kxGfb/DgU7m2ZcQohmJwEUIYQQQgghOqgSu7vBJYwrdUuMxKjT8vuuwiYeVRvmcanyxWlDj35fmaPBYIENHxz9voQQLUICKEIIIYQQQnRQJXZ3g0sYVzLotPRLi2LJltwmHlUbdnAFuG2QNuTo96U3Q+fRsPGjo9+XEKJFSABFCCGEEEKIDqrE7m50DhSA0d0T+H1XAXsLOkg5410/gNEK8d2bZn9dToDcTZC/o2n2J4RoVhJAEUIIIYQQooMqsbuxmho3AwXg+B4JxEUa+fOCNXy3JReH29uEo2uDdn0PqYNA2/igU4D0YSqXytYvmmZ/QohmJQEUIYQQQgghOiCfz0+Zw03kUQRQTHodf57ci6wSO1e8+genP/UzpQ53E46yDXGWqSU8TZH/pJLerPa39aum26cQotk0/mwp2pT8cic5pQ72FthIiTaTEWshNcbc2sMSQogqFU4P+eVOtuWUodNo6JkSRVKUCYuhiZ7iiWNKqd1FfrmLbTnlRJp0dEuMJDnKhFEvfy9CNJVylwefHyIbmQOlUq+UKP5z3lD2FNj45+ebePa7ndxxSt8mGmUbsucX8HkgfWjT7rfTKFj2LNiLwBLXtPsWQjQpCaAcA7KK7Vz/1krW7C+pakuPMfP6VcfRMzmqFUcmhBBKsc3FguX7eHjRNrw+PwAGnYZ/njWQGYPSiDIbWnmEoi3JL3fy+LfbePP3fVVtEUYdz108nDHdEzBJ0E2IJlFiUzNFosxHf0ug0WjolhjJhD5JvLdiP3+d1gedVnPU+21Tdn0H1hSISm/a/WaMBL9PlUceOLNp9y2EaFKyhKedK3O4ue+zjQHBE4CsEgezX/mDnBJHK41MCCGqbT5UyoNfb60KngC4vX7u+GA9e/JtrTgy0RYt3pQTEDwBsLm8XPXaCrLkuiZEkymyuQCOaglPbWO6J1BY4WLN/uIm22ebsWOJWm6jaeLAUGQixHZV+xdCtGkSQGnnCspdLNqUE7LvQJGdQ6X2Fh6REEIEKnO4eea78NUFXvx5F07PMZ50UNRbbqmDp8P8vXh8fr7ekN3CIxLi2FXUhDNQKvVIsmIx6Fi2q6DJ9tkmFO+Dgu2QMbx59p8+BHYuAb//yNs2gsvrIrsim3JXebPsX4iOQpbwtHM2l7fO82xemavlBiOEECE43T4OFoefNbC/0I7T7cMkuS0E4PX5OVTHLJMduWUtOBohjm3Fh2egHE0Vntp0Wg09k62s3lfUZPtsE7Z/Cxpd0yaQrSltKGz6BAp2QGKvJtvthvwNPLvmWX479BsenweAzKhMpnWdxnl9ziM1MrXJPkuIjkACKO1clFmP2aDF4faF7M+Mt7TwiIQQIlCkWceQzjHszq8I2T+qaxwRRgmeCMVk0NE/LZr1B0tC9o/tkdjCIxLi2FVU4cKg02DSN+2k9G6JkSzfXdik+2x1276GlAFgjGye/acMVKWRd33fJAEUv9/P65te57GVj5Eemc6s3rNIiUihwl3B1sKtvLn5TV7Z+Arn9jqXuUPnEm+OP/rfQYgOQJbwtHPJ0SauOrFbyL6x3eNJijK18IiEECKQxaBn7vie6EMkEzTptVxwXGf0OrkcCSU+0shdp4au3hEfaWRMd/mSL0RTKbS5iTYb0DRxTo8uCRFklzqqZri0e64K2P0DdBrZfJ9hsEBiH9j9Y5Ps7uUNL/PIikeY1nUa9469l6ldpjI4aTBj08cye+BsHhn/CGf2OJNPd37KaR+exjtb3sHrk+W0QhyJfGNt50x6HbOP78ZNk3pWlQLVaTWcOSSd/5w/lPhICaAIIVpfl4QI3rx6NF0SIqraeiVbee/asXSOi6jjnaIjGpgRw7MXDw94CDAsM5b3rh1LJ/l7EaLJFFW4sDZh/pNKlef17bnHSL6NnUvB44TOY5r3c1IHw56fwBd6Znl9/XjgRx5f9Tindz+dWb1nodMGz/K06C3M6D6DB8Y9wLDkYTzw+wNc/OXFbC7YfFSfLcSxrlWX8DidTu677z4WLVqE2Wzmyiuv5Morrwy57dy5c1m6dGlA23//+18mTpzYEkNt05KiTNw0qSfnj+pMucODxagj0WrC4faSVWxHp9WQZDWhPdZKyQkhWp3N5akqgxljMRARZh292aBjTPcE3r92LMV2NxogLsJIosySEyFEmQ2cMjCVYZmxlNjdGHXaqmVe2SUOkqxGdDJrSYijVljhatIEspVSY8xoNbAjt5xRXY+BWWMbP4a4bhDdxOWLa0sdBOsWQN5mtVyoEQodhfzt578xJGkIZ/Y884jbRxujmT1wNidmnMgbm9/ggi8u4KK+F3H90OuJMkY1agxCHMtaNYDy0EMPsWHDBl577TWysrK4/fbbSU9PZ/r06UHb7ty5k4cffpixY8dWtcXExLTkcNs0o15X9VSu1OFm9b4i7v9yM5sPlZEUZeK68d05Y0iGLOkRQjSZvQUVPL54O5+vy8Lvh1MHpXLL1D50SYgIOx08OdpMcrS5hUcq2iONRkNajIUYi4Eth8q4deFaVu0tJsZi4IoTunLhcZmkyN+SEEclv9xJtNnQ5Ps16LQkR5nZlXcMzEBxVcDWL2HAzOb/rKS+oDXAnp8bHUB5dMWjuH1urhhwBVpN/QPNPeN6cs+Ye1i8dzHvb3ufL3Z9wU3Db+Lsnmej10raTCEqtdrjG5vNxvvvv8/dd9/NgAEDmDp1KldffTVvvfVW0LYul4sDBw4waNAgkpKSqn6MRmMrjLxt8/v9/LQtn0teWs7mQ6pSQV6Zk39+vpkHvtx07KxFFUK0qgOFNs557lc+Wn0Qt9ePx+fn07WHOOvZXzhQJOXTRdPZcLCEc/77K6v2FgNQYnfz+OLt/HnBavLLnK07OCHaucIKV7MEUEDNQgmXPLxd2fw5uG3QfULzf5beBEm9Ye8vjXr7+rz1fLrzU2b2mkm0KbrhH6/VM73bdB448QH6xvflH7/9g7M+PovPdn6G2+du1JiEONa0WgBly5YteDwehg0bVtU2YsQI1q5di6/Wur9du3ah0Wjo3LlzSw+z3ckpdXLfZxtD9n20Oov8cvmyKYQ4Ol6fn0/XZpFfHhyQLba5eX/Ffjzeo1u/LQRAQbmTez/diN8f3PfbrkL2F9laflBCHEMKmmkJD0BKtJk9+cfAMbryVZWbJKqFyv0mD1AzUEKd+I7g8VWP08naiZM6nXRUQ4gzx3HN4Gu4d+y9xJpjuevnu5i+cDrPrnmWfaX7jmrfQrR3rRZAycvLIy4uLmAWSWJiIk6nk+Li4oBtd+3ahdVq5bbbbuPEE0/k3HPP5YcffmjhEbcPpQ43uXU8kauclSKEEI1V5nDzzcbssP2LNuVQYpcnVeLolTs9dV63fttZ0IKjEeLY4vX5Kba5iIlonhkoKdEm9hfZ8DciENBmHFoH+36FPqe03GemDARbAeRva9Db/sj+g+XZyzmr51kNWrpTly7RXfjT8D9x3/H30TehL69seIUZH83grI/P4t/L/83ivYvJteU2yWcJ0V602oI2u90etASn8rXLFfhUc9euXTgcDk488UTmzJnDt99+y9y5c3n33XcZNGhQi425PTAcIaledDM9ZRBCdBx6nabOqg1RZv0Rz0VC1IdOq8Gg0+D2hr4Bi4uQpbxCNFaxzYXPDzHNtIQnOcqM0+Mjt8zZfvMV/fwYWFMhc+yRt20qyX1Bo4O9v0JSn3q/7fl1z5MZlcmw5GFH3riBOkd1ZvaA2VzY90LW561nbd5avt79NW9uflMNOSKZ4cnDGZM2hgmdJ5BgSWjyMQjRVrTa3bTJZAoKlFS+NpsDT7LXX389l156aVXS2L59+7Jx40bee+89CaDUEhdhYEz3eJbtKgzqsxh09Ei2tsKohBDHEqvJwDXjuvPLjtBP/68Z151oS/N8IRcdS4LVyBlD0vlg1cGgPq0GxvaQL+lCNFblMszmOl8nHy5csK/Q1j4DKAdWwsaPYOxN0JJJVA0RkNBD5UEZeUW93rK5YDPLDi3j2sHXhk3i3hRMOhMjU0cyMnUkAEWOInaV7GJn8U62F21n0Z5F/HPZP5mUOYlrB19Ln/j6B4CEaC9a7RFhSkoKRUVFeDyeqra8vDzMZjPR0YFJj7RabVDFne7du5OTk9MiY21PYiOMzJ85uOqiVcmg0/C/S0cEtQshRGMMzIjh3OEZQe2nD05jeJe4VhiROBZZDHpumdqbbomRAe0aDTx63lCSo+WaJkRj5R1e8h3TTAGUysqP+wvbYR4Utx0+vRHie0DPKS3/+cn9G5RI9vVNr5NoSWRkyshmHFSwOHMcI1JGcF6f87h7zN38Z+J/uKDPBazNW8usz2Yx//f5ODyOFh2TEM2t1Wag9OvXD71ez5o1axg5Uh3sK1euZNCgQWi1gXGdO+64A41Gw/z586vatmzZQu/evVt0zO1Ft8RIPr7hBLYcKmVvYQVxESaGdo4lPdaMUa9r7eEJIY4BiVYTd83oz2XHd+XzdYfw+f2cNjiNznERJFjlplY0nYy4CBZeN5Z1B4r5bmseqdFmpg9MJTXaTIRRlqUK0ViVhQWaK4BiNuiIsRjaX2U2jws+uBoKd8Kpj4K2Fb47pwyETR9D0V6I61Lnpvn2fL7e8zXn9DoHXWuMtYYoYxSTu0xmfOfxLN23lIXbFrIyZyVPT36a1MgWSsIrRDNrtW8eFouFs846i7///e888MAD5Obm8vLLL1cFSfLy8oiKisJsNjNp0iRuueUWRo8ezbBhw/jss89YuXIl//jHP1pr+G1OVrGddQeKWbm3iEEZMQzqFIPD42VfoR3Q4PH58frCJ/HaW1DBjtxyft6eT2KUian9UoiPNJAYFXrKZX6Zkz0FFSzZnIvVpOPkAamkxJibrRSeEKLtiY80Eh9pZHCn2ID2Q8V2sksdfH040ewph292U2MsDdp/frmT/YU2vt2Ug9mgY9qAVFJjTLg9fvYW2li8KYfIw+ef1GgzZQ43ewttLNmcg9VkYNqAFJKiTCSFOY81lexSB9uyy/hpex5pMRYm9U0mJcaMxSAB63BK7W6ySx0s2phNhdPLlP4pdImPwO72cKjEybebsrEYdEzql0xWsZ3d+TYm9EliSr8USu1uNBoNWg0cKLKxel8x6w4U0zc1muO6xZMea0Gnbb4p7EIcK/LKnFgMOszNeK5KijJysD0FULLXw2d/UsljJ9wBcV1bZxwpA9T/7vvtiAGU97e+j06jY1zGuBYYWP3otXpO7noy/RL68eSqJ7nsq8t4ZforZFiDZ64K0d5o/K2YGttut/P3v/+dRYsWYbVaueqqq5g9ezYAffr0Yf78+cycOROA999/nxdffJGsrCx69erFnXfeyahRo+r9WeXl5YwYMYKVK1ditR5beUB25ZVz/vPLyCtzEmMx8NSFw7jjg3VklVRPmTPqtLxw2QiO6xqPxRQYN9tbUME1r69gW055VZtGAw+fO5gJvZOCgig5pQ7+8u4afq1V/eCO6X25aHSm5D4QDXIsH5sdUVaRjQe/3sKnaw8FtJ8zPIN5J/cmPTaiXvvJLXNw5wfrWbIlMLv/wuvG8sSS7fy0PT+g/S9TehNl1vOPzzcFtM87uTcXjOrcbEGUg8V2Lnvpd3bmVVS1aTXw7MXDmdAnuVlvTJpTcx6XJXY3b/y2h0cWBVaY+PLmE3lk0VaWbskLaL9kdCbxViNPLtnBX6b0IrvUwU/b8njm4hHMfmU5Rbbqik+RRh3vzBnDoIyYZs0DIERracpj8/4vNvHFukM8et7QphlcCI8v3oZWo+GdOWOa7TOaRP52WPpP2PQJxHSGE/7coASuzeLTm6DriXDm02E3cfvcTFs4jf4J/bl8wOUtOLj6K7QX8tCKhzDpTLx56pvEm+Nbe0hCHJVWLZNgsVj497//zerVq/npp5+qgicAW7durQqeAMyaNYtvvvmG9evX8+GHHzYoeHIsK6pwMe/9tVXrWC86LpPnftgZEDwBcHl9XP/WKrJLA9tLbC6e+W5HQPAEVOn52xauC/hiCuDz+flsbVZQ8ATgwa+3tL9pmkKIJrXmQHFQ8ATgg1UH2ZhVWu/9LN2SGxQ8GZ4Zyy878oOCJwD/WbyNjDhL0KyPRxdtI6u4edZf290eHlu0NSB4AuDzww1vryanVNZ9h7K/0BYUPJnWP4XV+4uDgicAb/6+j17JUURb9Pxn8XYm90vhqnHdmff+2qBrVIXLyzWvryCn1Nmsv4MQx4K8MmezlTCulBRl4mBxG/9u+Pv/4NmxsG+ZShh7xlOtHzwBlQdlz891bvLD/h/Is+cxsfPEFhpUw8Vb4pk3Yh4lzhL+/N2fcfvcR36TEG2Y1Jls5worXKzeV1z1elhmLL+FCG6A+mK5Iy8wUFJQ4eKTNVkht/f54fttgV9m88udvPLLnrDjefePffUbuBDimJNf5uC1X/eG7X/t170UVRz5xja/3MmLP+0Oaj91UFrIaiyVvt2Uw0m9E4PaF67cf8TPbIyCchefrg19/vT6/PyxO7gaWkfn9/t5+/fgv5ELR2fy5rLwfztfrj/E5L4pAPy0PZ+eyVZ25JaH3Dan1FmV20EIEV5OqbPZ8p9USrKayCq217mMvFX9+Ah8dRv0ORXOeg56T2vZijt1SR0ERbuhNPR1BuDdre/SM7YnmdGZLTiwhkuKSOLGoTeyLm8dj698vLWHI8RRkQBKO+fy+gJee45wgSqu9bTO6/Pj9PjCbA2Ftb6Eev1+SuzhI8d55U58bfUiKYRoVi6vr87zQ4ndXef5ppLXF/o8E2HUU+qoe/8WQ/AX38IKNz7fkT+3oTxeP25v+PNdQYWryT+zvfP6/SH/XUx6LaV2T4h3KCV2N5FGNbuoxObGU8e/O4DNFX5fQgglp9RBXISxWT8jMcqEx+cnt6wNzsjbtkgt2xlyERx3Deia99+iwVIGqv/d+2vI7n2l+1h2aBnjO41vwUE1Xs+4nszqPYvXN73OrwdD/05CtAcSQGnnYiyGgKcHNpeHpDoqYPRPDywRbTbo6J8WHWZrOLFXUsDrKLOeE3oGP+GtdOqgNLSSvE+IDikh0sSJdZwfTuqdSHw9vqxHW/Sc1Ct4PxsOljC6W/i102O6x7MhqySofUr/lKDqbk3BatLTIyl8DoLR3WWdd216rZZTB6YFtW/NLmNsHf9eY7onsP6g+v/2uG5x+Pz+sEl6dVoNKdHNmzhYiGNBbpmT2GYOoFR+J21zS7ydZSrHSMZIGHJha48mNEssxHaB3T+G7F64fSGRhkhGpbaftAZTu0xlQMIA7vnlHspcZa09HCEaRQIo7VxKlIk7T+lb9frt3/dz/cQeIbedPiCVhMjAC2Xn+AjuOrUvoXLtDekUQ+e4wKoZVpOBW6b2xqgL/tPJjI9gRGZcI34LIcSxwGTQHU4kHTwLJC7CwDnDO2GsR1JVi0HPDRN7YjYEnmc+WXOQS8d2xaQPPv90irOQHmMJWtbRJSGC4ZmxDftF6ikxysQ/zhwQsm90t3g61TNhbkczqls8nWpdWx7+ZhtXjetOhDH47yM5ykS/tGjWHiihR1IkFqOe91bsZ85J3ULu/8oTupEopbSFqFOF00O500N8ZDMHUKLUsdjmKvH88iTYC2HM9YT8EtxWpAwMGUBxe918vP1jxqaNxdjWZs7UQaPRMHvAbEpdpbKUR7RbEkBp53Q6LdMHpvLfS4bTLTGSVfuKyC118MxFw6qejMZFGPjzlF7cc1q/kGVE+6Raeeuq0QzuFAOop6pXntCVpy4aTmZCZND23RIj+PiGEzi+RwKgpl5fdFwmb18zmrTYhpUpFUIcW7omRPD+tWOZ2j8ZrUbNBpg+IIV3rx1L9zpma9SWGR/BJzecyPjeSWg0qpLYKYPS6Jagzj/jDs9QMem1XDCqM29fM5rO8RbGHJ7FYNJrOW9kJ1674ji6hDiPNZWhnWNZMGcMAw7P7osy6blhYg+euGAYiVFyEx9KeqyFBXPGcMGozlXBsGGZsVgMWt6/bmzV/+cGnYbTB6fxyKwhzP9yE+eN7MTfZvTnsUVb6ZFk5byRnXn8/KFVwZiUaBP3nzWQ68Z3J9LURnIYCNFGVSa5jm/mJLJmg45os579hbZm/ZwGsRfBsmeh72lgTW7t0dQtbbDKg1JyIKB5yb4lFDmLGN+5fSzfqSnBksDMXjN5b9t7rM1b29rDEaLBWrWMcUtqa6VSbS4P+eUuHG4vEUYdcREGCivc2A+/To4yYdRXP4lzeXzkljmwubxYDDqSokwB5THdXi8HixzYXB7MBh0pViN5FW48Ph86rYaESCPRlroj1PsLbbi8PnQaDUlRRiJNdV9UDxbZKHV40Gs1xEUa5YmfaJS2dmwerTKHm8IKF06PD6tJT0q0GV0bXNZWWOGi2ObC54dos57kJl7ykFNip8LlBVRp2ZTDwdvK84YGiLYYSD9C0LXU7qbM4Uaj0RAXaajKcXKgsAKHx4cGDVazjpRotZ/cUgcVLg8aNCRYjUSZW6asekGFE7vLi06jITHKhCHELL32pCWOy0MldkrtbjSo2Ut2txf8/9/efYdHVaUPHP9Oy8ykkt4TIIHQQoSEKqg0URRRF2yIBRX1t67L7qoosgKWRcWyK+iiootYAFFEFAvYUKSX0FsSCElI78kk039/RAaGJCRAkkl5P8/jo3PvzZ035p577rxzznnB3U2FnZqqbzo3JXYboFCgwE6xwYybWkWAp5tj6kFeWTUmqw21Skmwl1bKF4t2rana5ubUQm5/dwuvTUpo9i+/Zq3eR1K0Hy9N7Nus79Nov70Gv8yDP70H+lY+crq6DFZMhglvQr/Jjs33fHcP5aZynhz4pAuDu3g2u43ntzyPTq1j+XXLUSkbHp0qRGshX9G4QE5pNa+uO8Lq5CzMVjueWjX3Xt6ZIC8t//zyAO5uKu4f1oUpQ6IJ9NKRX25k8W9pfLD5BNVmG1q1ktsHRvHwVTEEe+sorDCybNtJFm1Io8Jo+eNbuzDG9Q3lkU92YbHaGds7mBnX9iDKr/5vYiP9Gjfc3GC0sO1EEbNW73fMaU2M9uWlP/UlNqjtfwAW4mJlFhuY+9UBfjiUh90Ofh5uPHFNHNf0CqFTMw+Tbiybzc7RvHKe+GwvezNr1pSI9ndn3k3x9Iv2rXddicYyWa0cyCrjic/2cuyP6TRxwV68NbkfeeUmZq3eT+of1cB6hXrzwk196BXqhbaOxV+hJsnifdY6T8WVRnadLGH2mgOO+0+/yE68cFMfeoR4NXkiqLH8PbTQfANd2hWbzcbhnAqe/mIfCoWCh6/qymvrj3Iou2Y+fGyQJ/+4ujsfbk6nvNrCizfHk1Vi4KlV+ymsNKFQwIi4IObe0JtIP3eX/c2FaMtyymrun36ezd83BXhqOdlaRqDYrLB9MXS5svUnTwB03uAfA2k/OxIoaSVp7MzdybS+01wc3MVTKpRM7jmZF7a+wKqUVUzqPsnVIQnRaG37K7I2qKjSyOOf7WHlzkxH9YYKo4UFP6WQXmTg2j4hGExW3vgphbd/TaPEYOL19Ud5+9c0qs01VSSMFhtLNp1g3jeHKDEYWbo5nVfWHaXCWFN1wGy1s2p3Fu9tPM4jI7phsdlZuy+H6cuTySq59DmoR3LLuXfJdqcFwXamFzNp0SYyi1tJBylEC8srq+bu97ex/mBN8gRqRnk8+fm+WuXAXSmrpIpbFm12JE8A0gsN3PneVtLqKQt7ITIKq7j17S2O5AlAbnkVBpOVu97f6kieABzMLuOOd7eScQFz49MKKrl/6Q6n+8/ujBJuf3cr6a3lAV2cV3qRgTsWb2FvVinTR3fjL8t2O5InACl5Ffx1WTIPXtGVo7nl3PrOFtzUKooMNdV77Hb46XAeU97bSm5pK6zsIUQbkF1ajYdWhVbd/N/8B3lpyWgtz4cpP0BZVk3Z4rYi9DJI/Rn+qCa3/MhyfNx8SAxOdG1clyimUwxDQoewYNcCWVBWtCmSQGlh+eUmfjtWUOe+j7ecZHxCmOP10k3pFFaYWLEjo87jv9xzivxyE+/8mlbn/s2phfQM9XJMH9h1soT8SywjV2ow8dJ3h6lr4lexwcyvR+v+3YRo79IKKknNr6xz30vfHSanFXzQs9vtfLMvm7Lq2iVebXZ4/YejlJ+nTHBDTBYb7288Xqu8+j/GxLH4t+N1lvytMltZtu0kRrO1wfPnl1fz2vqjdd5/SqvMrD+Ye9Gxi5bzw8E8SgxmRsQFsu5AjuPLgbOZrDa+2H2Ka/qEUGG0sCm1kMFd/Z2OOVFoICX/0pN+QnRE2SXVBHi0zNTrIG8d2SXVmK1NX07+gu3+EPy6gn+sqyNpvLD+YCiA3H1UmCr4MuVLhkcMR6NsmSmqzelP3f9EpbmSxfsWuzoUIRpNEigt7HxDGKvMVqcPBiarjWKDCaut7mVq7Paab7irLfV/8MgprcZbd2Zo/NHcS3vYNJit7MusXSb0tN+O5WOrJ14h2rM9GSX17ssura5Z38HFjBYbm1ML692/J6MUg/Hi46wwWtiRXlxre7S/B3uz6r9v7D5ZSmkjEjcGk5X9WWX17t9+ophqc+3kkGg9jGYr208UARAT6Mn+U/X/PfefKnUshr4/q7TOktHJJ0uaJU4h2rvs0qpmr8BzWpCXFqvdzqkmGAV9SaqK4ej30HVk6668c66gnqDRw7H1rE5ZjdFqZETkCFdH1ST8dH6M7TyWjw5+RHZFtqvDEaJRJIHSwgLOM9dUoQA3tfMNva6SjmdrqNJAJ3c3DKYzH4iCL3GuuEapJMSn/nN0CfBA2QoXzBSiuZ1b8vtseo2qztLfLU2jUhLpV3+cQd5aNHWUCG4srVpJWKfa94eyajMh57n3hPpocW/E2itqpZJg7/q/MQ3vpEdXz1oqonXQalSOhYOLDKbz/j2DvbUU/zFtJ9hbR3GlqdYx57uehRD1O1VS3WIJlNPPnumFLp7Gc3AN2CzQ5QrXxnGhVBoIvQz70e/56NBHJAUn4atrA+u3NNI1Xa5Bp9axYPcCV4ciRKO4/om+gwn10RNaTwLiyu6BbEkrcrwe0tUPXw83R3nhc8UFe+Hv4caIuLpLsIX66DCYLBgtNUMmAzzdiG7kQrH1CfDS8n9X1T3sUamAm/tHXNL5hWir+kZ2qjfhOXlwFIFerl9EVqVUMHlwdL37HxkZe0kP1B5aNQ9dGVNr+1s/pzB1WJd6f+7ey7vg2YhqOeG+eh4Y3rXOfQoF3JIk95+24JakCBQK+H5/DhMuC6/3uImJkXy9p+YbyXHxIfx42HmKlk6jpF9U+/kQIURLyiqparFS6wGeWtRKBScK657m2mL2fw4hfcHdz7VxXIyIAZC1ncrSk4ztPNbV0TQpvVrPhJgJfJ32NUeKjrg6HCEaJAmUFhbio2PJvQMJOqfT6h3mzT1DO7N820kAugV5Mn9SAqE+ehbe0Z8uAc7lHSL99CyakkhoJz3P3diH3mHeTvuDvLTMuzmehT+nAODv4cb79wwgqgm+rbsqLpDJg6KctmnVShbe0Z/wOr59FqIjCPHW8dF9g5ymzAFc2S2QB4Z3dSpL7kqRvu68fksCGtWZkWIKBTwwvAsDu1z6Q2VciBczronj7IFoR3IrCOuk488jYpy2q5QKZl3Xk87+jS9fc3msP3cMdL7/uKmUvDIxocGSyKJ1COuk59WJCVSbbWw/UcTfRndzKvWtVMCDV3QlNb+CkioTL94cz4lCg9NaKV5aNR9OHVTvFxJCiPpVGi2UVpnxb6ERKCqlgmBvHWn1rBPWIiry4cRv0HmY62K4BPaIJOx2O3co/ejs09nV4TS54RHDCXYP5vWdr7s6FCEapLDb61qOr/2pqKggMTGRnTt34unpmlK7ldVmDGYrPnoNhRUmThYZOFVaRUygJ77ubtjtNipNNjy1anQaJV46DZVGC55aNSVVZjKLDZwoqCTK34MoX3f83DWUmyzo3VRUVFspNZgoqDThrdPg4aZCrVJQWmVGp1ahVioI6aSjwmhBp1Hh7qbGZrNjMFtwU6lwUyux2WyUVJnRqpV4aDWO124qZa1vh8uqzORXGNmfVYqHVk1csFfNHFebHaUSGUYvGq01tM2mYrXZySmrJi2/gsJKE3HBXgR7a/FroYX66lNttmC1nZnyV222kldu5NCpUqrNNvpG+BDgqcXrj3LBxQYjNqsdfy/nD6eFFdVY7RB0zvaqP6YJ6v8YgVNptGC12jCYrSioGSmgUamoMlspMZjYl1WGWqmgV5g3fh5udHKveYgvqTShVIG3zvmhvsRgQqk8sz2/vJpKo5Xs0io0KiUBXlr8PdzwamAUS4XRjFqpRNeI6UJ2ux2DyYJapWyRKhWtTVO0S7PVhtFiRa9WoTprClul0UyV0UqF2UpBuRGtWomvuwaDyYod8PXQYDbX9CU+eg3lRgsqhQKL1crJ4mrc3VT4ebgR5KVDrVJisdqotljRqlVoWsFUOSGaU1O0zaO55Vz9+q/MHt+LHiHeDf9AE3hl3RE83FQsvW9Qi7xfLTv+B2v/Drd8CLq6R3a3Zsn5ybivn4s+II6cCf92dTjNYkfODt7a8xbvXf0eA0MHujocIeoln3JbQE6JgewyIx9sSie7tIp+UZ2YmBjJZZGdGNTVn4KKanJLjXyw+QTphQZ6h3lz64AoVu/O4odDeYzrE8Kgrv58ty+H7NJq+keb8dZpeHdjGvsyS5nYP5zLonxZsT2DfVmlRPm5c9eQaFLyKli+PYNQHz13D40mp7yaV9cdpW+4N7cMiGL9wVw2HM0n2FvHXUOiKa0y8+5vaSRG+/Kn/hGsP5jLz0fy8NZpuGtINDGBnoT+8Q2vt16Dt17jWNQvu7SKr/dm8/muTLQaJfcM6UyvMB8CW2h4qBCtgUqpILyTnvBWMhKioNzIoewylmw+gcFk5eZ+4QyLDcBstXEop5xv9udgs9mpNFkYGhNAaZWJvVllfLo9A7PNxg0JYVze1R8rsC+rlJU7MrHYbNx0WTgDu/ih1ahIzijh4y3p2Oxwx6AoEqN9MZqt7Egv5ovdWQBMSowgIbITCmD3yRJ+PVYA1OTu4yN8qKi2sCm1gC/3nEKjVHLrgEgSIn2wWO38nlrAV3uycVMruX1gFH3CvFEqFGw/UcSq3VnoNSruGdoZTzc1XvUMRjhVUsVPh/NYuzcbT52Key/vUjMF0rPu+1NWsYHvD+ay7kAOvu5u3Ht5Z7oFeeHbQt/WtnWVRgsZRQaWbDrB8YJK+kf5cuuASLRqJan5FazYns5fR8VxvNDAmuQsHr4qhl0nS/lsZwY2O9zULwxfdzc+3Z7B+MvCUCoUfJmcxa0Dougc4M4bPx1lyqAu6DUqig1mPtl2kn2ZpXQP9mLKkGgiffXo3eTxRoj6ZP1RBj6wnntgcwjz0bHzZO1FxlvMwS8hJL5NJk9s2Fl1bBVDfYK5Ovcw+cYKrNq2/YVTXRKDE+nq05XXdr7GsuuWoWhLC/2KDkWeMJpZYYWRdYfyeObLA45tW48XsXRzOp/cP4huQZ5sSi3ir8t3OyrwbD1exEdbTvL6rZfVfDvr4cb1CzZisdnpFuTJtfGhjF+wEZPVxtAYf6L8PRi/cKNjePPW40V8tiuT2eN7o9eoWJ2cxerkLJ69oTdjegbTLdiTiYs2U1p1purFmj2nePjKGHqEeHFDQji3vbOFvHKjY/+6g7ncOTiKv4zoRvA5Q6azS6q4871tpJ5VTvLnw/mM7R3MCzfGt9gcWyHEGQUVRuZ+fYCv9pxZ1X5zaiFfPDyUhT+n8OPhPMf2r/ZmExvkyXMTevN/H+9ybP89pZAf/3ElT3+xz2l9pt9TCll0Z3/e33iCbSfObN+YUkC/SB8eGdmNv3+6x7H9t2MFDOzsx33Du/DYZ3sd29fsyWZwVz9mXdeTJz7f59j+y9F8lj8wmFlf7icl78x95Zcj+YzpFczVvYJ5/Kzz/HQ4j/F9Q5k9vnet+01msYFb395C1lnVH9YfzOO2AZE8cU2PWmu+pBdWMnHRZvLPuv99uz+HacO78n8jYhyjZUTdTBYrPx3O49Fz+jSFombk0/u/n+Dbvw7n1fVH+XZ/Dl/++XLmrDnAthNnPlhtTCmgb4QPDwzvyp8/2c3wbgFc3SuEe5ds5+Z+4fzfVd34y7LdPHFNHA9+uNNRHnvr8SI+3prOO1OSuCouELWMRhGiTpnFBtRKBb4teD8L93Xnq73ZVBotDRZAaHKGoprpOwMeaNn3bSJbTm0mozwTj243oNj8Hp2O/05hj/a1DgqAQqFgUvdJvLT9Jb4/8T3XdLnG1SEJUSd5umhmxQYzz351sNZ2g8nK06v3k1du5KnP93LuRCqT1ca8bw/x0JUxPP/1ISx/lAa+9/Iu/OubQ5isNcmS6aO78dSqfU5zw6GmxPG8bw4xefCZtQKeW3uQkT2DePvXNKfkyWn/3ZDKzf0jeOvnFKfkyWkfbTlJbnm10zar1cbKnZlOyZPTvj+Qy9Hc8nr+zwghmlNqfoVT8gSgR6gXBZUmp+TJaSl5FfxyJJ+hMf6ObRMSQtmfVeqUPIGa8rPZpdVOyZPTdmeUkpJXQc9QL6ft204UcaqkqlYp2i1pRRzLq2Rw1zPrrwyN8efnI3lOyZPT1h/MRalQ1Brd9tXebFILnI83WWy8vSHVKXly2vLtGWSeU1beYLTw2vqjTsmT0975LY2c0upa24WzvDIjj3+2x6lP06prFnt9//cTJET4kF9u5Nv9OQzvFsCxvHKn5MlpezNLySyuGZH527EC3NRKQrx1rNqdRbHBzPTR3Zi5ar8jeXKazQ5//zSZ3Dr+hkKIGhnFVQR4alu0auLpSnUueS488i3YrBA1pOXf+xJVW418dvQz4ny7ExjQA0NADAFH17s6rGYT5xdHQmAC/971b0zW2pXXhGgNJIHSzA5llzmSH+c6mltObpmRyrPKDJ8ts7gKq81OfsWZB0E/DzenDwMalZK0groX5TJabJRV1ayhAmC22qk0WtiUWlhvvMkZJRzLq79zW7vP+QNZYaWJT3dk1Hv8R1vSMVtt9e4XQjQ9m83Osq0na22fPDCKz3Zm1vtza/dlM7LHmapedwyKZuWO2sdfFRfIt/tz6j3PN/uy66wOtnZvNiN6BNbavnJHBrcNiHS8HtEjiG/2Z9c67rR1B2s+fJ/rk60nsZ11vy2qNLJqV1a951m123lfSZWZtXvP874HcuvdJ2pkFBtqJfT7RviwJa2m33l0ZKzjGpyUFNHg9Tjij+vx+wM5XBlXc+18uTuLpGhfcsrqTmiVVVvqTIIJIWqkF1bWKmbQ3CJ83VEq4HCOCxIoh9ZAUM82WX3ni5QvqDBXMCJqBAClEYl4n0rGraz+vqqtm9h9ItkV2Sw/vNzVoQhRJ0mgNLPzJQ8UKLDWk1w5zXbO0BQ757xuYAlgs82G8qy/cgNvh9ly/mTHufvtnP93NFlt0CGWKRai9bBjd4xSO5tKqcBiq7+9Wqx252ooSuo8XqVUYDlPu7fYnM/jtL2OOc0Wm93pm9CaBUPrv3GYrXWfx2SxOd0j7X+cuz4mi3Py2m63Yz3PTdUoyeAG1fV3q7nuarYrlQpHn6FUKGqNIDn3XOo/rguL1eb4m5uttgbnxlvPc50L0dGdKDQQ5N2yCRQ3tZJwXz37s0pb9H2pLoPUnyBqaMu+bxM4VnKMH9LXc3n4MHzcatZuKQ/ti1WtI/DQNy6OrvmEe4YzPGI4b+99m1JjC18vQjSCJFCaWZ9wH+p7zgv31RPSSYdWXfefIcDTDZ1Ghbf+zFzRKpOVAM8zc1aVypqFueqiVioI8tJRVmWpOVYBXjo1l0V2qjfexGhfwju517v/2j6hTq993TXckBBW7/G3DohCU8/vJ4RoHiqlkluSImttX52cdd72OrpnkGOkAMD3+3MZ37f28ZtTCxnZI7je84zqGcTmOka6je4ZzOa02ttvSAjj231nRrRsSStkVM/znL9HEFuP154+dOuASFRnZYx9dBqu6RNS73km9At3eu2t13BV99ojZE4b27v+mESNaH93pxLZAPsySxn0R4nsj7akM+Gymv/v6w7kML5vaK1znDaqZ7DjOhrZM9hxbY5PCONwTim+7nVXXdJplAR7S3ljIepit9s5WWhwSRvp4u/BnoySln3To9+D1QTRbSuBUmGqYNGetwnzCGdAyADHdrtaS2lkEoGH1qKwtN+RdjfG3ojZZuat5LdcHYoQtcgn22bmo1Mz7YqutbarlArm3tCbAA8Nj42Nq7VfoYDHxsaxfFs6j119Zv+Hm9N5bGycIymz+NfjzJ3Qm7qmsT54ZQxfJp8Zoj7tiq7syyzlzyNi60za3NQvnN9TCpg+pptj2s/ZRvUIItzXucN1U6u4a0jnOqvtXBbZib4RbW+1cyHag16h3gzo7Ou0bdvxYroGetbZLgO9tFzXN5QfDp1ZH2XxxuMMifGne7DzuiX7skrpGepFTKBHrfNE+bmTGO3HjnTndS26BnjQK8yLvZnO3yZ1C/IkMdrXaUrQj4fzuD4+tM4h5n0jfPDSqTl5zvolA6J96RXqXI7TXatm+ujuTkno067sHkjXAOffy0unYea4nni41S5bfF18CBG+raO6UmsW4KXlibE9nLZVmqycLDQwtncIPx7OJzbIg/5RvqzZk82grv7EBtWuJhHpp6dfVCe2Hi+id5g3PnoNaQWVDI3xJ9xXz+vrU3j6up51xjD7+t4tWl1EiLYkv9xIldlKiAsSKLFBXhzOKcdgsrTcmx78AgJ7gGftaaWtlcVm4c3kt6i2VDM+5nqUOD/kF3cZhtpYTsCRdS6KsPn5aH24rst1LD+ynJTiFFeHI4QThd3e0CSQ9qGiooLExER27tyJp2fLlv7KKjZw4FQZ7/yaRk5ZNX3Dffi/EbGE++rwddeSXVJFSn4Fb/2SSkaRgR4hXjx8VQybUgpZsSODKYOj6R/ly5u/pJCSV8GtSZEMjfVn0S9pHM4pY/robsQGefHmzykczC4jopOeh66KoaDcyL9/PEaIt45pV3QlwNONvy5PZni3AO4YFM2STSfYklZIgKeWB4Z3RatWMverA1zfN4Sb+kfyv9+P89uxAnz0NWWML48NIMK37tEpGUUGlm/P4Ou9p9Cqldw1pDOjewYTUs/oGCFOc2XbbO9yy6r58VAeH2w6QZXZynXxodw5KAqr3c73B3NZuSMDo8XG2F4h3D4oEjeVkq/2ZvPZzkwsVhvX9AlhyuAoLDb4em82q3ZlYbPbGRcfwi1JNcev2XOKT3dkYLfDxMQIbuwXjtVqZ+WuTL7ecwqFAiZcFsaEy8JRAJ/uzGDt3hyUCgU39w/n+r6hqBTwybYMvt2XjUqlZFJiBOMTwjBZbHyy7STfH8jBTVVT3nhs7xAUwMdbT7J2XzZ6jYq7h3ZmVM+gOr9RtdvtZBQZ+GDzCdYdzMVTq+a+y7twRfdAguo43mqzc7LIwPsb0/j5SD6d3DVMGx7DkBg/Auurk9wOXUq7LDGYOJhdxhs/HiOzuIo+YT78ZVQsPnoNm1IL+WbvKWbf0Iefj+Sx8Wg+T47ryfcHcli9OwubHa7vG8qgLn688VMKI+MC6RbsxVu/pHBTv3CGxwYy9+t9TEqMpn90J3JKjbzx4zGO5JbT2d+dv47uTlywF976ukenCNHWXWqfuTm1kNvf3cIrExMIb+GkcEaRgSc+38uH9w1keLf6R/s1mepSmB8L/aZA75ua//2agNVuZdGet9mdv5tbu99CpFft0aQAYTs/QluWxb7bl2JXtc/7ndlmZvbvs4nyjmLx1YulrLFoNSSB0kzyy6spqDBhMFnw99AS6OlGmdFCtcmKt16Dfx3fjuWUVlFlsuKpVRPoraOgwojhj3JvGqWC0moL1WYrOo0StUpBWZWFYoMZb50aP3c3lAoFFSYLOrWSMF93CiuMlFWZ0bmp8NaqySkzUlBpxNNNTZC3Fk+tmgqjBbVKia+7G+XVZooNJtxUSkJ89BiMFgoqjWiUCkLPM63nNIvVRrHBjFJBnb+fEHWRBErzK6wwYrNDJ3cNGpUSs8VGcaWRcqMFm71mpJy7Vo1Oo6KsykSxwYINO756Dd56DW5qFRaLhYySarBDsJcb7rqaqYQ2m52iShN27Ph5aB1rn1SZrOSUVQEKwry0aP8Y1VZtspBTZkShgDBvHRqNCpPFSm6ZkZyy6j+mHmoJ9tahVikxmq3klRtRKiDUR4fyjyk6ZquNkgu435gsVkqrLKiU4OdRc7zBZKGgwkRBuRE3tZIATzeCvXUoFAqMFiulVWbUSoXj+I6kKdplWZWZarMVO3ZKDGYqjBYiOumxWO1YsRPsrSWnxFhzrblrKKgwA3b83d0oMphQKBT4uaspqbKAQkG4t47iajMapRLfs8pPVxjNGIxW9G4qvHTt84OEEKddatv8eGs6/1y9nw/uHdjipb7tdjt//mQXk5IimTmu7hFkTSr5E1j9MEz8H3i0QMLmElVbjby9ZxH7CvYxIfZGunWKrfdYt/Icumx4lYwhD5Pb9+YWjLJl7cvfx+u7Xuel4S8xrus4V4cjBAAtXIi9Y0jNq2DahzsdpX0VCpjUP4LHromjS2D9nV2Ij/M3AQGeWvCsGaHy18/2sjGlAK1aycI7+vHRlpNsOJrvOPayyE68futldD3r/P6eWvw9teSVVzP3q4Os3JXpWHQ2JtCTd+5KdCop6qXTOD18umvVRNUxlac+apWyzqk8QgjXOjvBUFFtZvuJYv6xcg9FlTUlAnUaJY+PjeOK2EAmvbOZEkNNmXO9RsXsG3oxrk8o3noNXQJq37+USgUBdbR7vZuqzuN1bmo6B5y5r5RVmfnuQA6zvzxAlblmUddO7hr+fetlDO7qj06jItKvdgJXc4H3Gze1ikCvM1NziipNLPn9BP/dkOJYyDTEW8c7UxLpHe6DVq0iyKv2VB7ReN56DXnlRh78cAep+TXV4pQKuCUpkn9cHYdWrcbH3cbGYwXM/GIfZdU1w/o93FQ8fk0PDpwqZf3BXOZP7MuQrv5oNCqCNLX/Jp5aDZ5aSZwI0RjHcisI9dG3ePIEQKFQcFlkJ74/kMNT1/Zo/hEFe1dASHybSJ7kVObw5p63yKvM46ZuNxPjU3v6/9lMXiGURg4kbMcHFMaOwOLue97j26r4wHiSgpN4cfuLXB5+OT5aWRpAuJ6sgdLEskurmLx4qyN5AjWVcj7dmcmS30/UqvrQkBKDiadW7WNjSgEAkwdFsXJHplPyBGrKD/9l2S6yiquctpssVv73+wk+3ZnpVLEnNb+Cye9uJbvU+XghRPuWVVLFA0t3OJInANVmG899fYiTxQYiz5qmV2W28uTn+zjSjGUnj+SW88Rnex3JE4ASg5n7PthBRrHhPD95aX4+nMcbPx1zqgKTU1bNbe9u4VSJ3BebQnZJFZMXb3EkT6CmEtzy7Rl8sOkEZquVjCIDf1m+25E8gZo1U+asOcDonsHYbHYe+mgXGcXyNxGiKRzOKSe8k+vWcxrUxZ/0QgN7Mpu5ukppFqRtgK4jmvd9LpENOz+e/JHZm+ZgMBu4s9fkBpMnp+X3GAcoiP7tjYbLcrZht/e4HaPFyPzt810dihCAJFCa3ImCSnLKquvct2TTCfLLL2zF7KJKE7+clSwZGhvA+kO5dR67P6uMIoPJaVteuZEPNp2o8/icsmrSC5rvA4oQonWxWm18uiOj3tK+//0llb+MrD1k+D8/HqW82tzk8ZRXm/nPD0fr3Ge12fl4y8nzlku+WHll1bxez/saTFY2pRY0+Xt2RGkFleSW1d3n/e/34xRWmHjv9xP1Pvev3JHB9X3DsNrsfLL1JGbzhX0BIYRwZrfbOZJTRqSf6xIo8eE+BHppeX9jWvO+0Z5PQK2F6GHN+z6XIL0snRe2vMBHhz6mV0Av7u51F4H6xo+WsWo9yI2/Cb/jvxF4aG0zRupavjpfbo27lS9Tv+SXjF9cHY4QkkBpasfPk5AwmKxUmS/sw0B5tfNK5SaL7bxJ5nMTNNVmKwZT/Q+dxwsq690nhGhfDGYrKXn1t/kThZX4urvV2p6WX0nVee4jF6vKZD3vPfNwThnVFzhqrzEsNjuZ5xnRsD+rmb8Z7SDSzhqJea5KU03fdPw8xxwvMDgWIk/Jr6BSEihCXJKcsmqKDWai/WtXUGspSqWC8X3D+GpPNjvTa5ejbxI2K+xcUpM8cWt4Db+WVmGqYOnBpTy75VnKTWXc0fMOxkZfjZuqdv/bkPKwBIqjhxC1cSFeWclNH2wrMSx8GAmBCTzz+zMUVMmXHMK1JIHSxOoq63map1aNXnNh/8vPLb+pUSnrLFl8WvA5awLoNKo6SxKf1vU88Qoh2hd3jYoeIV717o8J9KSwovaIgW7BXujrKO17qfRuKroF178uVJ9wH3Tqpn9ftUpBtH/9D9UJke1zLnlLq6s88WleWjUebiq6Bdd/PcYGeZD1x3SqHsFeeNSx/okQovH2/TFtpkuAa5/9RvUIonuwF9M+3MmmlAKavJ7FkW+hNBN6tK5FR612Gz+d/JknNz7J5lObuSpiBHf3vptIz4hLOm9unwkY/LvS7bt/4pF7qImibV0UCgX39L4HGzae2PAEFlsLlsIW4hySQGli0f4eRNRTFu7+4V3qLJt5Pv4eWq7uFex4/duxfK7tE1rnsf2jOjlVJgAI9tZy37AudR4f4aunswu/hRBCtCyVSsnExAi06rpv/X8eEcu/fzhWa/v00d2apbqJl07DX0d1q3OfRqXgjoFRzbLQYZCXjseujqtzn7dOzeCufk3+nh1Rl4D6+8NpV3TFz1PLvZd3dlRuOptCARMTI1m7NxuNSsFtA6PQSAJFiEuyO6MEX3cN/h4XPtKhKSmVCv4+pjsBnlruWLyVvnPXcfXrG/j7imR2nyy+9DfY9AYE9YKA7pd+riaSVprGs1ue5cNDH9LVJ4b74x9gQEgSKkUT3NeUarKS7sboFULcV4/jnbHj0s/ZCvlofXiw74PszN3Jf3b9x9XhiA5MEihNLMRHx0f3DaJ3mLdjm1qp4N6hnblzUBSaC/ww4K3X8OyE3oztHYJCAcu3ZXB9Qijj+tS8Pm1IjD+v33oZYecsDKZRqZgyOIp7h3ZGfdZDap9wbz66bxDBPheW0BFCtG0Rvnr+d88AQs5K5nrr1Lx4czxhnXRO6yh569X857bL6HaekQSXqluQJwtu7+c02i7IS8sHUwfW++G7KQyLDWDmtT3QnTUqsLO/O8unDXHpAovtSYiPvlZ/qFEpuG9Yl5qEiEpJpK87i+7sT4DnmQ90vu4a/nVTPF/tOYWHVsV7dw8g0lf6KiEu1fbjRXQL9mr+6jeN4K3X8Mz1vXh6XE/GxYcS7e/B1uNF3PzWJhZtSL34Ex//FTK2Qp8/NV2wl6DSYuDDgx/y/JYXMFqqmdLzTsZ1uRYPTdNOLbKrtWQMup8qvy50/2YmQfu+aJcLy/bw68Etcbew5MASPj3yqavDER2Uwt7k4+Yaz2g0MnfuXNatW4dOp2Pq1KlMnTq1zmMPHjzI7NmzOXr0KLGxscydO5c+ffo0+r0qKipITExk586deHo234eB0worjBRWmqgyWenkriHQU4v7BZQEPldZlZmCCiPl1Ra8dDVDn0urLZRWmfHSqfF11xDsXf9Dv8FoIb/CSInBjN5Nhb+Hm1NpUyFcpaXbpgCbzUZGcRXFBhMWq50ATy3B3jp0GiW5ZUYKK41YbTXbg7y0zV7u0mK1kVtupKjCiFKpwN/DjWBvXbM/5BvNVvLLa+7VWrUSP083grzkgzo0bbs8uz/0ddcQ4KXF3e1Mf2ix2MgqrXJUhuqk11BltmKy2PDzcCPCV49SKd/3CAEX3zYrjRYS5q5jyuBoru4d0owRXjybzc5nuzL5YncWz03ozZQhnS/0BLB4JJgqYdyr4MJEkR07m09tZvmRFZisJoaFD6N/UD+Uima+l9msBB1ai1/arxTGXEX6FdOxatvXs5XdbueTw5/wc8bP/GvYv7iu63WuDkl0MBf/ib4JvPzyy+zfv58PPviAU6dOMWPGDMLCwrjmmmucjjMYDEybNo3x48fz4osvsmzZMh588EHWr1+Pu3vrWxwKwN9T26QJCm+9Bm+98xD64Asohe6uVROtVRPt32QhCSHaKKVSSbS/R50LCYb46BwLd7YUtUpJeCd9i4/80GpURPi5E+HXOvuR9qKh/lCtrv96FEI0jd+OFWCx2ekb0cnVodRLqVRwS1IkVWYrc9YcpGeoN0mdL2BK5a4lcGo3XPOiS5MnJ8tP8vGhjzlafIw43zhGRY3Cy62FkhhKFXm9b6DKN5qQPSvxXDmN4yNnUB6W0DLv3wIUCgW397idaks1MzfOpMpSxcTuE10dluhAXPaVjsFgYOXKlTz99NP07t2bMWPGcP/99/Pxxx/XOvabb75Bq9XyxBNPEBMTw9NPP42HhwffffedCyIXQgghhBCi7fh67ymi/PQtniC/GJMHRREb7Mkjn+x2jExrUMExWDcLul0NwY0fod6U8qsKWLxvMXM2zaWoqohb427hxtgJLZc8OUt5WAInrvw7Vq0nPdb8g6jf3kBlrL/qWVujVCi5t8+9XBlxJXM3z+XFbS9isjbyWhHiErksgXL48GEsFgv9+vVzbEtMTGTPnj3YbM6lfvfs2UNiYqJjOLdCoaB///4kJye3ZMhCCCGEEEK0KXll1Xx/IIfh3QJdHUqjqJVK/jIilkqThUeX7cZitZ3/B8pz4ONJoPeDAfe3TJBnyao4xfv7/8dTG58iOT+Z0dGjuKfPPXT27tzisZzN7O7HySEPkdt7AgGHvyd++T0EHPqmpsxzO6BUKLmz551M7jGZFYdXcOvXt5Kcl+zqsEQH4LIpPPn5+fj6+uLmdmbhuICAAIxGIyUlJfj5+TkdGxsb6/Tz/v7+HDtWu1qEEEIIIYQQosZr64/iplYyIi7I1aE0mr+nlkdHduPF7w7z+Gd7mT+xb93rcWXuhJV3g7mqZupOEy/OWp9SUym783az+dRmjhYfw1PjyfDw4fQP7IdG1fRV6y6aQklx1+GUh8YTeGgtXTa8Ruju5eQkTKKw2yhsbm17CqtCoWBU9ChifWP54MAHTPl2CldGXMmUXlMYEDKg+decER2SyxIoVVVVTskTwPHaZDI16thzjxNCCCGEEEKA2WrjnV/TWL49g/uGdcHjEooZuEKfcB/+fFUMb/6SSkaRgVnX9yIhwgeFqRJOboHkj+DAagjoBqPngmfTJ4js2Ck3VZBXlUd2xSlOlKZzrOQoGeWZKFEQ7R3NDTHj6e7bvWlKEjcTi74T2f0nUxRzFQHHfiB64xtEbl5EaeRAyiITqQjqSbVvJHaVa0tcX6xo72hmDZ7FluwtfHv8W+5fdz9B+iCGRwynf3B/4nzjiPKOQq+WKnvi0rnsTqrVamslQE6/1ul0jTr23OPO53SxoYqK9jP/T4jWzsPDo8FKKtI2hWh5DbVNaZdCuEZTts2pH+5hW3oJAEeySziSXdokMba0AA8NO9KLufHN3x3b/qd5mRGqZAAsHqGw68OLOndRdRGHS440+vjoP/5RoMBT44m6KgNyM7DxDQ1MNGoVzEAF4OXeic6Vxfgd/w2/47/Ve7xJoeLlPiM56XEBi/m6WKRHJBarhdyqXD4/9jmfH/u83mOfHfgsYyLHNHjOxjzPio7DZQmU4OBgiouLsVgsqNU1YeTn56PT6fD29q51bEFBgdO2goICgoIan2murKwE4Morr7zEyIUQjdWYMovSNoVoeQ21TWmXQrhGU7ZNc89rISoJRXUpvxedaKoQXUKhUGL3jXK8LrDo2FOswQ5QsOniz+sOnXwb/mBstwMWOzVv+IfqkjaRNKlLKbBHUTPVyN1upxuWOo9zs1tJPbSbbcrWv/hwfRRaBYqAuv/GM2fP5Mk9TzZ4jgstGy7aN5clUHr27IlarSY5OZmkpCSg5uKMj49HqXSer5aQkMC7776L3W5HoVBgt9vZtWsXDz30UKPfLygoiA0bNkgGUYgW5OHRcFlSaZtCtLyG2qa0SyFcQ9pmY0lytymdbzzTghaLwgX+1LjDGvM8KzoOhf30WEAXeOaZZ9i1axf/+te/yMvLY8aMGcybN4+rr76a/Px8vLy80Ol0VFRUMGbMGK677jpuu+02li9fznfffce6detwd2/bix8JIYQQQgghhBCi9XNpAqWqqoo5c+awbt06PD09ue+++7jnnnsAiIuLY968edx8880A7N27l9mzZ5OamkpcXBxz586lV69ergpdCCGEEEIIIYQQHYhLEyhCCCGEEEIIIYQQbYEUxxZCCCGEEEIIIYRogCRQhBBCCCGEEEIIIRogCRQhhBBCCCGEEEKIBkgCRQghhBBCCCGEEKIBkkARQgghhBBCCCGEaIAkUC7CtGnTePLJJ10dRptjMpmYO3cuAwYMYOjQobz22mtIEajGy87O5sEHH6R///6MHDmSJUuWuDqkdiU3N5dHH32UgQMHMnz4cObNm4fRaHR1WM0mPT2d++67j379+nHVVVexePFiV4fUIjrC/Xv9+vXExcU5/fPoo4+6Oqxm19HaMLTv67mjPDM0d99uNBqZOXMmSUlJDBs2jPfff79Jz9+WmUwmrr/+erZu3erqUFyqI947G9JRn5FE46hdHUBbs3btWjZs2MBNN93k6lDanOeff56tW7fy3nvvUVlZyd/+9jfCwsK47bbbXB1amzB9+nTCwsJYtWoVKSkpPPbYY4SHhzNmzBhXh9bm2e12Hn30Uby9vfn4448pLS1l5syZKJVKZsyY4erwmpzNZmPatGnEx8fzxRdfkJ6ezt///neCg4MZP368q8NrNh3l/p2SksKIESN47rnnHNu0Wq0LI2p+Ha0NQ/u/njvKM0Nz9+0vv/wy+/fv54MPPuDUqVPMmDGDsLAwrrnmmiY5f1tlNBr5xz/+wbFjx1wdikt1xHtnQzrqM5JoPBmBcgFKSkp4+eWXiY+Pd3UobU5JSQmff/45zz33HH379mXIkCFMnTqVPXv2uDq0NqG0tJTk5GQefvhhOnfuzOjRoxk+fDibN292dWjtQlpaGsnJycybN49u3bqRlJTEo48+ytdff+3q0JpFQUEBPXv2ZM6cOXTu3Jkrr7ySIUOGsHPnTleH1mw60v07NTWV7t27ExgY6PjH29vb1WE1q47Whtv79dxRnhmau283GAysXLmSp59+mt69ezNmzBjuv/9+Pv744yY5f1uVkpLCLbfcwsmTJ10dist1tHtnY3TEZyRxYSSBcgFeeuklJkyYQGxsrKtDaXN27tyJp6cnAwcOdGybNm0a8+bNc2FUbYdOp0Ov17Nq1SrMZjNpaWns2rWLnj17ujq0diEwMJDFixcTEBDgtL2iosJFETWvoKAg/v3vf+Pp6Yndbmfnzp1s377dqX22Nx3p/p2amkrnzp1dHUaL6mhtuL1fzx3lmaG5+/bDhw9jsVjo16+fY1tiYiJ79uzBZrM1yXu0Rdu2bWPQoEGsWLHC1aG4XEe7dzZGR3xGEhdGEiiNtHnzZnbs2MH//d//uTqUNikjI4Pw8HBWr17NNddcw6hRo3jzzTc7dAd+IbRaLc888wwrVqwgISGBa6+9liuuuIJJkya5OrR2wdvbm+HDhzte22w2PvroIwYPHuzCqFrGyJEjueOOO+jXrx9jx451dTjNoiPdv+12O8ePH2fjxo2MHTuW0aNH88orr2AymVwdWrPqSG24I1zPHeWZobn79vz8fHx9fXFzc3NsCwgIwGg0UlJS0iTv0RbdcccdzJw5E71e7+pQXK4j3TsvRkd4RhIXThIojWA0Gpk9ezbPPPMMOp3O1eG0SQaDgfT0dJYvX868efOYMWMGH374oSyEegFSU1MZMWIEK1asYN68eXz33XesWbPG1WG1S/Pnz+fgwYP87W9/c3Uoze6NN95g0aJFHDp0qN19uwsd7/596tQpqqqqcHNz49///jczZszgq6++4uWXX3Z1aC2qvbbhjnI9d6Rnhubs20/fC852+nV7T6qKi9Ne750Xq70/I4mLI4vINsLChQvp06ePU4ZWXBi1Wk1FRQWvvvoq4eHhQM2D/rJly5g6daqLo2v9Nm/ezGeffcaGDRvQ6XTEx8eTm5vLf//7X2644QZXh9euzJ8/nw8++IDXX3+d7t27uzqcZnd6DQWj0chjjz3GE088UeuBuy3raPfv8PBwtm7dio+PDwqFgp49e2Kz2Xj88cd56qmnUKlUrg6x2bXnNtxRrueO8szQ3H27VqutlSg5/bo9J+DExWnP986L1d6fkcTFkQRKI6xdu5aCggLHHNLTnc/333/P7t27XRlamxEYGIhWq3U8CAF06dKF7OxsF0bVduzfv5/o6GinB55evXqxaNEiF0bV/jz33HMsW7aM+fPnt+uhmgUFBSQnJzN69GjHttjYWMxmMxUVFfj5+bkwuqbVEe/fnTp1cnodExOD0WiktLS0Xf1t69Le23BHuZ47yjNDc/ftwcHBFBcXY7FYUKtrHvnz8/PR6XTtfmFpcWHa+73zQnSkZyRxcSSB0ggffvghFovF8fqVV14B4LHHHnNVSG1OQkICRqOR48eP06VLF6Bm5e+zH45E/YKCgkhPT8dkMjky32lpaURERLg4svZj4cKFLF++nNdee63dl3fMzMzkkUceYcOGDQQHBwM1D/J+fn7t7sGgo92/f/vtNx577DF++eUXx/z+Q4cO0alTp3b3tz1XR2jDHeV67ijPDM3dt/fs2RO1Wk1ycjJJSUlAzQK98fHxKJUyi1/U6Aj3zgvRkZ6RxMWRu2cjhIeHEx0d7fjHw8MDDw8PoqOjXR1am9G1a1euuuoqnnrqKQ4fPsxvv/3GO++8w+233+7q0NqEkSNHotFomDVrFsePH+enn35i0aJFTJkyxdWhtQupqam89dZbPPDAAyQmJpKfn+/4pz2Kj4+nd+/ezJw5k5SUFDZs2MD8+fN56KGHXB1ak+to9+9+/fqh1WqZNWsWaWlpbNiwgZdffpn777/f1aE1q47ShjvK9dxRnhmau2/X6/XceOONzJkzh7179/LDDz/w/vvvc9dddzXJ+UXb11HunReiIz0jiYujsNvtdlcH0dY8+eSTALz44osujqRtKS8v57nnnmP9+vXo9XruuOMO/vznP6NQKFwdWpuQkpLCCy+8wN69e/Hz82Py5Mncfffd8v+vCbzzzju8+uqrde47cuRIC0fTMnJzc3nuuefYvHkzer2eO++8kwcffLDdX08d4f597Ngx/vWvf5GcnIyHhwe33XZbu7/XdsQ2DO37eu4ozwzN3bdXVVUxZ84c1q1bh6enJ/fddx/33HNPk5y7PYiLi2Pp0qUMGjTI1aG4REe9dzakoz4jicaRBIoQQgghhBBCCCFEA2QKjxBCCCGEEEIIIUQDJIEihBBCCCGEEEII0QBJoAghhBBCCCGEEEI0QBIoQgghhBBCCCGEEA2QBIoQQgghhBBCCCFEAySBIoQQQgghhBBCCNEASaAIIYQQQgghhBBCNEASKEIIIYQQQgghhBANkASKcJnMzEzi4uLIzMxs8NitW7cSFxfXAlFBYWEh3377reN1XFwcW7dubZH3FqK1uZB22lgNtecFCxYwZcoUx+tvv/2WwsLCOvcJ0ZZVVFSwevXqRh0rfaYQLa+52mhjSX8pROsjCRQhzvHKK6+wYcMGV4chRLvVr18/Nm7c2Khjs7KymD59OlVVVc0clRAtb8mSJXz++eeuDuOSSJ8p2jNXt1HpL4VofSSBIsQ57Ha7q0MQol1zc3MjMDCwUcdKexTtWXu4vtvD7yBEfVx9fUt/KUTrIwkU4bB06VJGjBhBfHw8N998Mzt27ADg6NGjTJkyhb59+zJ27Fg+/vhjx88sWLCAv/3tbzz11FMkJCQwduxYfvzxR8f+3NxcHn30UQYMGECfPn246aab2Llz5yXHmp2dzUMPPURCQgIjR45k4cKFWK1WAFatWsWUKVN44403GDRoEElJScybN8+pY1myZAnDhw+nf//+PP/880yZMoVVq1axYMECvvjiC7744gtGjhzpOH7Hjh2MHz+e+Ph47rzzTrKysi75dxDiYrTWdmqz2Rg4cCA///yzY9vVV1/NjBkzHK9fe+01HnvssVpDklNSUrj99ttJSEjgrrvuori42LFv1KhRjn+vWrUKALPZzNy5c+nfvz9Dhw7lf//73wXFKkRTOj1s/6uvvmL48OEkJSXx/PPPY7FYAFi/fj3jxo0jISGBiRMnsm3bNqCmr1q4cCHbtm1ztAfpM4Voeq2tjUp/KUTbJgkUAcDBgwd5+eWXmT17Nt9++y1JSUlMnz4dg8HAAw88QGJiImvWrGHGjBm89dZbTvNB169fj91uZ9WqVfzpT3/i0UcfJSUlBYDHHnsMq9XK8uXLWb16NcHBwcyZM+eSYrXb7TzyyCP4+/vzxRdfMG/ePL766isWLVrkOGb37t0cP36cZcuW8c9//pOlS5eyadMmANasWcMbb7zBzJkzWbFiBZmZmWzfvh2AqVOncu2113Lttdfy2WefOc63cuVKZs2axWeffUZpaSmvvPLKJf0OQlyM1txOlUolQ4YMcTx45ubmcvLkSXbt2uU45vfff2f48OFOP2cymZg2bRqRkZGsWrWKsWPHsmLFCsf+lStXOv49btw4oKZ9azQaVq9ezbRp03jxxRdJTU29oHiFaGoLFy7k9ddfZ+HChaxbt44FCxZw+PBhZsyYwcMPP8yaNWu44YYbeOCBB0hPT2fcuHFMnTrVaYi+9JlCNJ/W0kalvxSibZMEigBq5k0qFArCwsKIiIhg+vTpzJ8/nzVr1uDv78/06dPp3LkzI0eO5KGHHmLp0qWOn/Xx8eHZZ58lJiaGadOm0a9fPz7//HPsdjujR4/mn//8JzExMcTGxjJ58mTHh7aLtWXLFk6dOsVzzz1H165dGTRoEDNmzHCKyWq1OvZPmDCBHj16sG/fPgA++eQT7r77bq699lq6devGSy+9hE6nA8DDwwOdTodOp8PPz89xvocffphBgwYRFxfHxIkTOXz48CX9DkJcjNbeTocNG+ZYPHLHjh1cfvnlnDp1ioKCAkpLSzl8+HCtB8JNmzZRUlLCnDlziImJYfLkyYwePdqx/3Q79PPzc7TT4OBgnnrqKaKiorjnnnvw9vbmyJEjFxyvEE3p8ccfJykpicGDB/PXv/6VTz/9lPfee49bbrmF8ePHEx0dzV133cUVV1zBsmXL0Ol0uLu7o9FoCAwMlD5TiGbWmtqo9JdCtF1qVwcgWodhw4bRvXt3xo8fT69evRg1ahSTJk3i119/5fDhw/Tr189xrNVqRaVSOV736dMHNzc3p9epqakoFApuv/12vvnmG3bt2sXx48fZv38/NpvtkmJNTU2lpKSExMRExzabzUZ1dbVjKKO/vz+enp6O/Z6eno6hmkeOHGHatGmOfT4+PnTp0uW87xkVFeX4by8vL4xG4yX9DkJcjNbeTocNG8bs2bMpLy9n+/btXH755RQXFzuGN8fFxTl9yIKa4cidO3fG3d3dsS0+Pv68i1JGRESgUCgcr6VNitagf//+jv/u06cPRUVF7N69m5ycHKdvic1mM8OGDav189JnCtG8WlMblf5SiLZLEigCAL1ez8qVK9m2bRs///wzq1atYtmyZYwYMYIhQ4bwzDPP1PuzarXzZWS1WlEqldhsNqZOnUpZWRnjxo1j5MiRmM1mHnnkkUuK1WKx0LVrV956661a+7y8vACcPiiedno+t0qlqrXQVkMLbymVMlhLuF5rb6ehoaFER0ezY8cOduzYwU033cSpU6fYtWsXRqOx1rdpp53b/jQazXnf5+zEUH3nEKKlnX3dnv5ApdfreeCBB7jxxhudjj397fDZpM8Uonm1pjYq/aUQbZf0cAKomSP59ttvM3jwYJ566im+++47jEYjISEhHD9+nIiICKKjo4mOjiY5OZkPP/zQ8bNHjhxxyr7v37+fuLg4UlJS2L59O0uWLOGhhx7iqquuIi8vD7i0m3eXLl04deoUfn5+jpgyMzN54403nLLs9YmNjeXAgQOO1xUVFaSnpzteN+YcQrhCW2inw4YN44cffiArK4tevXqRlJTEzp072bhxY50PhN26dePEiROUl5c7th06dMjx39IeRVtx9nW7f/9+goKCiImJITMz09Euo6OjWbFiBb/++ivgfH1LnylE82ptbVT6SyHaJkmgCKAm0/7mm2+ycuVKMjMzWbt2LQaDgTFjxlBdXc0zzzxDamoqGzZs4IUXXsDf39/xsxkZGcyfP5+0tDT++9//cuDAASZOnIi3tzdKpZK1a9eSlZXFd999x4IFC4CahbAu1rBhwwgPD+fxxx/nyJEj7Nixg3/+85/o9fo6M+3nmjJlCkuXLmXdunWkpqYyc+ZMDAaDo+PR6/VkZWWRm5t70TEK0RzaQjsdNmwYX375JfHx8Wg0GpKSkjhw4AAlJSVcdtlltY4fOnQooaGhPP3006SmprJq1Sq++eYbx369Xg/A4cOHqaysvOB4hGgpL7zwAvv27WPTpk385z//YfLkydxzzz188803LF26lJMnT7JkyRKWLFlC586dgZrrOy8vj8zMTOkzhWhmra2NSn8pRNskCRQBQM+ePXnhhRdYvHgx1157LYsWLWL+/PnExcXx7rvvcuLECW688UZmzZrF5MmTefDBBx0/m5CQQFFRETfeeCPffvst77zzDpGRkYSEhDBnzhzeffddrr/+et555x1mzZqFWq3m4MGDFx2rSqXiv//9LzabjVtuuYW//OUvXHnllcyaNatRP3/dddcxdepUZs+ezaRJkwgPDyc8PNwxDHLChAkcP36cG264QYY5ilalLbTTgQMHolAoHOstBAQEEBUVxdChQ2tNI4Ka4cdvv/02paWl3HTTTSxbtozJkyc79vv5+XHDDTcwffp0R4UBIVqjcePG8eCDD/L3v/+dSZMmMW3aNC677DJefvllPvnkE8aNG8enn37Kq6++yoABAwAYM2YMNpuN6667Do1GI32mEM2otbVR6S+FaJsUduntxCVYsGAB27Ztc5oq0Npt27aNyMhIQkNDgZr54YMHD+bNN99k0KBBLo5OiKbXFtupEG1FZmYmo0aN4scffyQiIsLV4TQ56TNFW9fe26gQomXJIrKiw/nhhx/YvXs3c+fOxcPDg6VLl+Lp6VnncEkhhBCiI5M+UwghhDhDEijC5QoLC53q2Ndl9+7dTfZ+jz76KM8++yz33nsvRqORfv36sXjxYrRabZO9hxDtTUu3UyFE3aTPFKJ1k/5SiPZNpvAIl7NarWRmZp73mOjo6BaKRghRF2mnQrQO0haFaN2kjQrRvkkCRQghhBBCCCGEEKIBUoVHCCGEEEIIIYQQogGSQBFCCCGEEEIIIYRogCRQhBBCCCGEEEIIIRogCRQhhBBCCCGEEEKIBkgCRQghhBBCCCGEEKIBkkARQgghhBBCCCGEaIAkUIQQQgghhBBCCCEa8P/Ts944GXU3dwAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(iris, hue='species')" ] }, { "cell_type": "markdown", "metadata": { "id": "8p9RyGNDxTKw" }, "source": [ "Seaborn also lets us to specify what to put in the diagonal. When `hue` is used, it defaults to KDE plot. We can change it back to histogram. See: https://seaborn.pydata.org/generated/seaborn.pairplot.html\n", "\n", "**Q: draw a pairplot with hue and histogram on the diagonal**" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 743 }, "executionInfo": { "elapsed": 10462, "status": "ok", "timestamp": 1666745599224, "user": { "displayName": "Devin Wright", "userId": "04589681907982391901" }, "user_tz": 240 }, "id": "hai-1zZoxTKw", "outputId": "57f8588d-3c08-493a-bf30-afa676a32f2b" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "Et8A1UgBxTKx" }, "source": [ "We can use altair to create an interactive scatterplot matrix. Can you create a scatterplot matrix of iris dataset by consulting https://altair-viz.github.io/gallery/scatter_matrix.html?\n", "\n", "**Q: Draw an interactive scatterplot matrix for iris dataset in altair**" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "a5GvAIZXxTKx", "outputId": "a0bb13e5-bb5e-4b53-ab8d-a49f678b4f3f" }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "
\n", "" ], "text/plain": [ "alt.RepeatChart(...)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "OlVHTLklxTKx" }, "source": [ "## Parallel coordinates\n", "\n", "Another useful visualization you can create with not-so-high-dimensional datasets is parallel coordinate visualization. Actually pandas supports parallel coordinate plots as well as \"Andrews curve\" (you can think of it as a smooth version of parallel coordinate. \n", "\n", "- https://pandas.pydata.org/pandas-docs/stable/user_guide/visualization.html#parallel-coordinates\n", "- https://pandas.pydata.org/pandas-docs/stable/user_guide/visualization.html#andrews-curves\n", "\n", "\n", "**Q: Can you draw a parallel coordinate plot and a andrews curve plot of iris dataset?** (I'm using `viridis` and `winter` colormap btw)\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "id": "CGjM7UaixTKy", "outputId": "e7109b24-9ffe-497e-e5cb-7d12b5970851" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR SOLUTION HERE" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "id": "YEdMswjSxTKy", "outputId": "8e47014c-133a-471a-8588-aa8665605c55" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "Q531_PAYxTKy" }, "source": [ "We can also use altair. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "id": "KsBgHHrQxTKz", "outputId": "702769a8-dc55-43e7-b4ba-ffbbe9a2c0cc" }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "
\n", "" ], "text/plain": [ "alt.Chart(...)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris_transformed = iris.reset_index().melt(['species', 'index'])\n", "alt.Chart(iris_transformed).mark_line().encode(\n", " x='variable:N',\n", " y='value:Q',\n", " color='species:N',\n", " detail='index:N',\n", " opacity=alt.value(0.5),\n", ").properties(width=500)" ] }, { "cell_type": "markdown", "metadata": { "id": "yYiA-Ub0xTKz" }, "source": [ "**Q: can you explain how `iris_transformed` is different from the original `iris` dataset and why do we need to transform in this way?**" ] }, { "cell_type": "markdown", "metadata": { "id": "l_eqs1LyxTKz" }, "source": [ "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "EQLd19L5xTKz" }, "source": [ "## PCA \n", "\n", "The [principal component analysis (PCA)](http://setosa.io/ev/principal-component-analysis/) is the most basic dimensionality reduction method. For example, in the Iris dataset we have four variables (`sepal_length`, `sepal_width`, `petal_length`, `petal_width`). If we can reduce the number of variables to two, then we can easily visualize them in two dimensions. \n", "\n", "PCA is already implemented in the [scikit-learn](http://scikit-learn.org/stable/) package, a machine learning library in Python, which should have been included in Anaconda. If you don't have it, install it with:\n", "\n", " conda install scikit-learn\n", "\n", "or\n", "\n", " pip install scikit-learn" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "id": "cmwy0QkPxTK0", "outputId": "0d3a7b91-87cc-43ec-99a6-6804bcfa7892" }, "outputs": [ { "data": { "text/html": [ "
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sepal_lengthsepal_widthpetal_lengthpetal_widthspecies
05.13.51.40.2setosa
14.93.01.40.2setosa
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" ], "text/plain": [ " sepal_length sepal_width petal_length petal_width species\n", "0 5.1 3.5 1.4 0.2 setosa\n", "1 4.9 3.0 1.4 0.2 setosa" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris.head(2)" ] }, { "cell_type": "markdown", "metadata": { "id": "E6FSctnBxTK0" }, "source": [ "This is a four dimensional data. To run the PCA we want to isolate only the numerical columns. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "nNBmnMGuxTK0", "outputId": "ab58ddcd-523a-4bb0-ff32-79f11a3e6457" }, "outputs": [ { "data": { "text/html": [ "
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sepal_lengthsepal_widthpetal_lengthpetal_width
05.13.51.40.2
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45.03.61.40.2
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" ], "text/plain": [ " sepal_length sepal_width petal_length petal_width\n", "0 5.1 3.5 1.4 0.2\n", "1 4.9 3.0 1.4 0.2\n", "2 4.7 3.2 1.3 0.2\n", "3 4.6 3.1 1.5 0.2\n", "4 5.0 3.6 1.4 0.2" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "features = ['sepal_length', 'sepal_width', 'petal_length', 'petal_width']\n", "iris_only_features = iris[features]\n", "iris_only_features.head()" ] }, { "cell_type": "markdown", "metadata": { "id": "HjyMpw_FxTK0" }, "source": [ "We should first create a PCA object and specify the number of components to obtain. Note that you can obtain more than two principal components. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "id": "0cFNZGxKxTK0" }, "outputs": [], "source": [ "from sklearn.decomposition import PCA\n", "pca = PCA(n_components=2) # set the number of components to 2" ] }, { "cell_type": "markdown", "metadata": { "id": "4P2G2akrxTK1" }, "source": [ "Now you can run `fit()` method to identify principal components. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "id": "JT5aBDytxTK1" }, "outputs": [], "source": [ "pca_iris_fitted = pca.fit(iris_only_features)" ] }, { "cell_type": "markdown", "metadata": { "id": "Ki7FlKXCxTK1" }, "source": [ "An important set of numbers that you want to look at is the *explained variance ratio*. " ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "id": "hEjHyKYixTK1", "outputId": "6d2bf045-94fe-47fd-ffee-0f0b6cf5e942" }, "outputs": [ { "data": { "text/plain": [ "array([0.92461872, 0.05306648])" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca_iris_fitted.explained_variance_ratio_" ] }, { "cell_type": "markdown", "metadata": { "id": "mYIBKSWgxTK1" }, "source": [ "It tells you how much of the variance in the original dataset is explained by the principal components that you obtained. It seems like the first two components capture more than 95% of the variance in original dataset. This means that the PCA is very effective on this dataset and just using two principal components is a very good approximation to use all dimensions. Now you can use the result to transform the original dataset. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "id": "GiDPJpxdxTK1", "outputId": "bc2a6388-d1f8-4756-dd22-fe3ca0e226ac" }, "outputs": [ { "data": { "text/plain": [ "array([[-2.68412563, 0.31939725],\n", " [-2.71414169, -0.17700123],\n", " [-2.88899057, -0.14494943],\n", " [-2.74534286, -0.31829898],\n", " [-2.72871654, 0.32675451]])" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris_pca = pca_iris_fitted.transform(iris_only_features)\n", "iris_pca[:5]" ] }, { "cell_type": "markdown", "metadata": { "id": "g7v4EhkDxTK1" }, "source": [ "A convenient way to do both fitting and transforming is " ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "id": "RqxpEKxsxTK1", "outputId": "0952b79c-e07c-4f3a-ce92-6ef29a433633" }, "outputs": [ { "data": { "text/plain": [ "array([[-2.68412563, 0.31939725],\n", " [-2.71414169, -0.17700123],\n", " [-2.88899057, -0.14494943],\n", " [-2.74534286, -0.31829898],\n", " [-2.72871654, 0.32675451]])" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris_pca = pca.fit_transform(iris_only_features)\n", "iris_pca[:5]" ] }, { "cell_type": "markdown", "metadata": { "id": "8ZfnFlt9xTK2" }, "source": [ "You can see that this transformed matrix has two columns. Each column corresponds to the \"loading\" for one of the principal components. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "id": "0J18SF3RxTK2", "outputId": "aae6fb46-4740-4454-991e-b72132bac112" }, "outputs": [ { "data": { "text/html": [ "
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PC1PC2
0-2.6841260.319397
1-2.714142-0.177001
2-2.888991-0.144949
3-2.745343-0.318299
4-2.7287170.326755
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" ], "text/plain": [ " PC1 PC2\n", "0 -2.684126 0.319397\n", "1 -2.714142 -0.177001\n", "2 -2.888991 -0.144949\n", "3 -2.745343 -0.318299\n", "4 -2.728717 0.326755" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris_pca_df = pd.DataFrame(data=iris_pca, columns=['PC1', 'PC2'])\n", "iris_pca_df.head()" ] }, { "cell_type": "markdown", "metadata": { "id": "S1tN6FQRxTK2" }, "source": [ "Let's add the species information to the dataframe. \n", "\n", "**Q: add species column to `iris_pca_df`.**" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "id": "rG9SBhZrxTK2", "outputId": "16c29588-4bae-44ef-ebc0-f759bca25a88" }, "outputs": [ { "data": { "text/html": [ "
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PC1PC2species
0-2.6841260.319397setosa
1-2.714142-0.177001setosa
2-2.888991-0.144949setosa
3-2.745343-0.318299setosa
4-2.7287170.326755setosa
\n", "
" ], "text/plain": [ " PC1 PC2 species\n", "0 -2.684126 0.319397 setosa\n", "1 -2.714142 -0.177001 setosa\n", "2 -2.888991 -0.144949 setosa\n", "3 -2.745343 -0.318299 setosa\n", "4 -2.728717 0.326755 setosa" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "MUxVhKDQxTK2" }, "source": [ "Now we can produce a scatterplot based on the two principal components. Well, let's just draw a pairplot. " ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "id": "n2_k5TlAxTK2", "outputId": "25f8c095-aee6-4d1a-d972-919ddf3f657f" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "DpguNwSjxTK2" }, "source": [ "The PC1 seems to capture inter-species variation while PC2 seems to capture intra-species variation. 🧐 Interesting!" ] }, { "cell_type": "markdown", "metadata": { "id": "YqMO-Wp1xTK3" }, "source": [ "### PCA with faces\n", "\n", "Let's play with PCA with some faces. 🙄😬🤓" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "id": "fAoe_vLzxTK3" }, "outputs": [], "source": [ "from sklearn.datasets import fetch_olivetti_faces\n", "\n", "dataset = fetch_olivetti_faces(shuffle=True)\n", "faces = dataset.data" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "id": "-c44J2N-xTK3", "outputId": "d2c7f973-f6e2-47f4-cc41-72e2f6af8d66" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "400\n", "4096\n" ] } ], "source": [ "n_samples, n_features = faces.shape\n", "print(n_samples)\n", "print(n_features)" ] }, { "cell_type": "markdown", "metadata": { "id": "YSHuEGKkxTK3" }, "source": [ "So, this dataset contains 400 faces, and each of them has 4096 features (=pixels). Let's look at the first face:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "id": "i7morW8DxTK3", "outputId": "410a2305-d352-49e8-fdb0-45c68900d90b" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(4096,)\n" ] }, { "data": { "text/plain": [ "array([0.6694215 , 0.6363636 , 0.6487603 , ..., 0.08677686, 0.08264463,\n", " 0.07438017], dtype=float32)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(faces[0].shape)\n", "faces[0]" ] }, { "cell_type": "markdown", "metadata": { "id": "o3AEjh0UxTK3" }, "source": [ "It's an one-dimensional array with 4096 numbers. But a face should be a two-dimensional picture, right? Use `numpy`'s [**`reshape()`**](http://docs.scipy.org/doc/numpy/reference/generated/numpy.reshape.html) function as well as `matplotlib`'s [**`imshow()`**](http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.imshow) function, transform this one-dimensional array into an appropriate 2-D matrix and draw it to show the face. You probably want to use `plt.cm.gray` as colormap. \n", "\n", "Be sure to play with different shapes (e.g. 2 x 2048, 1024 x 4, 128 x 32, and so on) and think about why they look like what they look like. What is the right shape of the array?\n", "\n", "**Q: reshape the one-dimensional array into an appropriate two dimensional array and show the face**" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "id": "4pFWyBUixTK3", "outputId": "815753d6-7e6e-43e6-b642-3074c15a54f3" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# TODO: draw faces[0] with various shapes. Find the correct dimension. \n", "\n", "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "RTZNB9GKxTK4" }, "source": [ "Let's perform PCA on this dataset." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "id": "7CnUyssgxTK4" }, "outputs": [], "source": [ "from sklearn.decomposition import PCA" ] }, { "cell_type": "markdown", "metadata": { "id": "LHo5Al8xxTK4" }, "source": [ "Set the number of components to 6:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "id": "pre99QeNxTK4" }, "outputs": [], "source": [ "n_components=6\n", "pca = PCA(n_components=n_components)" ] }, { "cell_type": "markdown", "metadata": { "id": "466C9C2LxTK4" }, "source": [ "Fit the faces data:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "id": "CI_uJkasxTK4", "outputId": "ece677b9-d4fb-4185-b0bc-1f115689bebc" }, "outputs": [ { "data": { "text/html": [ "
PCA(n_components=6)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "PCA(n_components=6)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca.fit(faces)" ] }, { "cell_type": "markdown", "metadata": { "id": "745Mli28xTK4" }, "source": [ "PCA has an attribute called `components_`. It is a $\\text{n-components} \\times \\text{n-features}$ matrix, in our case $6 \\times 4096$. Each row is a component." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "id": "O2dF9WD4xTK4", "outputId": "3be84b52-0a13-471d-9d26-6a41a5872d8a" }, "outputs": [ { "data": { "text/plain": [ "array([[-0.00419107, -0.00710952, -0.00933612, ..., 0.00018516,\n", " 0.00337966, 0.00318826],\n", " [-0.02859138, -0.0332884 , -0.0378465 , ..., 0.02962781,\n", " 0.02721297, 0.02488898],\n", " [ 0.00135541, -0.00032571, -0.00019764, ..., -0.01541361,\n", " -0.01370974, -0.01188338],\n", " [ 0.00112266, -0.00179025, -0.0116818 , ..., 0.0294299 ,\n", " 0.02781908, 0.02521841],\n", " [-0.02384432, -0.02359157, -0.02216079, ..., -0.04243968,\n", " -0.0400749 , -0.04110371],\n", " [ 0.02910405, 0.03130735, 0.02877786, ..., -0.01635574,\n", " -0.01637066, -0.01490556]], dtype=float32)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca.components_" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "id": "M4w86w1VxTK5", "outputId": "a15632ed-8812-49ae-dcdf-6f49797e611a" }, "outputs": [ { "data": { "text/plain": [ "(6, 4096)" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca.components_.shape" ] }, { "cell_type": "markdown", "metadata": { "id": "WtkGxJYJxTK5" }, "source": [ "We can display the 6 components as images:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "id": "JWGz-7zzxTK5", "outputId": "d3d91e9e-fad6-487f-be7d-11d3482d81f7" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i, comp in enumerate(pca.components_, 1):\n", " plt.subplot(2, 3, i)\n", " plt.imshow(comp.reshape(image_shape), cmap=plt.cm.gray, interpolation='gaussian')\n", " plt.xticks(())\n", " plt.yticks(())" ] }, { "cell_type": "markdown", "metadata": { "id": "XMZbhmv5xTK5" }, "source": [ "😱 Looks a bit scary... \n", "\n", "They are the \"principal faces\", which means that, by adding up these images with some appropriate weights, we can get a close approximation of the 400 images in the dataset!" ] }, { "cell_type": "markdown", "metadata": { "id": "DoZxvP_VxTK5" }, "source": [ "We can get the coordinates of the 6 components to understand how each face is composed with the components." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "id": "ZIeNyPDixTK5" }, "outputs": [], "source": [ "faces_pca_transformed = pca.transform(faces)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "id": "4JzDWH7pxTK5", "outputId": "60781075-e4ae-4e98-cf14-5f2e4f343836" }, "outputs": [ { "data": { "text/plain": [ "(400, 6)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "faces_pca_transformed.shape" ] }, { "cell_type": "markdown", "metadata": { "id": "DNExrzOFxTK5" }, "source": [ "`faces_r` is a $400 \\times 6$ matrix. Each row corresponds to one face, containing the coordinates of the 6 components. For instance, the coordinates for the first face is" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "id": "IINXD4srxTK5", "outputId": "8882ddc7-d9be-4df9-e16d-0889b6f53ff1" }, "outputs": [ { "data": { "text/plain": [ "array([ 0.81579584, -4.1440325 , 2.4832654 , -0.9030838 , 0.8313617 ,\n", " 0.88611025], dtype=float32)" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "faces_pca_transformed[0]" ] }, { "cell_type": "markdown", "metadata": { "id": "53t3OjEJxTK6" }, "source": [ "It seems that the second component (with coordinate 4.14403343) contributes the most to the first face. Let's display them together and see how similar they are:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "id": "5xqDqfgYxTK6", "outputId": "a8e47bdc-3808-4b80-af33-25c6b514ed18" }, "outputs": [ { "data": { "text/plain": [ "([], [])" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# display the first face image \n", "plt.subplot(1, 2, 1)\n", "plt.imshow(faces[0].reshape(image_shape), cmap=plt.cm.gray, interpolation='gaussian')\n", "plt.xticks(())\n", "plt.yticks(())\n", "\n", "# display the second component\n", "plt.subplot(1, 2, 2)\n", "plt.imshow(pca.components_[1].reshape(image_shape), cmap=plt.cm.gray, interpolation='gaussian')\n", "plt.xticks(())\n", "plt.yticks(())" ] }, { "cell_type": "markdown", "metadata": { "id": "UbIoNtgKxTK6" }, "source": [ "We can display the composition of faces in an \"equation\" style:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "id": "rG-1B6_RxTK6", "outputId": "d0b77d9f-ae59-4722-ab51-36d1d151aefc" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import gridspec\n", "\n", "def display_image(ax, image):\n", " ax.imshow(image, cmap=plt.cm.gray, interpolation='nearest')\n", " ax.set_xticks(())\n", " ax.set_yticks(())\n", "\n", "def display_text(ax, text):\n", " ax.text(.5, .5, text, size=12)\n", " ax.axis('off')\n", "\n", "face_idx = 0\n", "\n", "plt.figure(figsize=(16,4))\n", "gs = gridspec.GridSpec(2, 10, width_ratios=[5,1,1,5,1,1,5,1,1,5])\n", "\n", "# display the face\n", "ax = plt.subplot(gs[0])\n", "display_image(ax, faces[face_idx].reshape(image_shape))\n", "\n", "# display the equal sign\n", "ax = plt.subplot(gs[1])\n", "display_text(ax, r'$=$')\n", "\n", "# display the 6 coordinates\n", "for coord_i, gs_i in enumerate( [2,5,8,12,15,18] ):\n", " ax = plt.subplot(gs[gs_i])\n", " display_text( ax, r'$%.3f \\times $' % faces_pca_transformed[face_idx][coord_i] )\n", "\n", "# display the 6 components\n", "for comp_i, gs_i in enumerate( [3,6,9,13,16,19] ):\n", " ax = plt.subplot(gs[gs_i])\n", " display_image( ax, pca.components_[comp_i].reshape(image_shape) )\n", "\n", "# display the plus sign\n", "for gs_i in [4,7,11,14,17]:\n", " ax = plt.subplot(gs[gs_i])\n", " display_text(ax, r'$+$')" ] }, { "cell_type": "markdown", "metadata": { "id": "mgnoe1ZIxTK6" }, "source": [ "We can directly see the results of this addition. " ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "id": "sV1NCcAxxTK6", "outputId": "e679c5b6-16ed-4382-9cda-70ca40a7f661" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, axes = plt.subplots(1, 6, figsize=(16,4))\n", "\n", "faceid = 0\n", "\n", "constructed_faces = []\n", "for i in range(2, 10):\n", " constructed_faces.append(np.dot(faces_pca_transformed[faceid][:i], pca.components_[:i]))\n", "\n", "# the face that we want to construct. \n", "display_image(axes[0], faces[0].reshape(image_shape))\n", "\n", "for idx, ax in enumerate(axes[1:]):\n", " display_image(ax, constructed_faces[idx].reshape(image_shape))" ] }, { "cell_type": "markdown", "metadata": { "id": "E531vTswxTK6" }, "source": [ "It becomes more and more real, although quite far with only several components. " ] }, { "cell_type": "markdown", "metadata": { "id": "oE2SBRo3xTK6" }, "source": [ "## NMF\n", "\n", "There is another pretty cool dimensionality reduction method called NMF (Non-negative matrix factorization). It is widely used in many domains, such as identifying topics in documents, identifying key components in images, and so on. The key idea is by forcing every element in the decomposed matrices positive, NMF breaks something into **parts** that we can add together. " ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "id": "wwO4gt4lxTK7", "outputId": "60e013dd-1af2-489b-826b-154396ba6819" }, "outputs": [ { "data": { "image/png": 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kzG5ubsrr/PhwL8ATWwU5E4DxcgHb4eFhmQMAHWv58vIyzs/PYzKZlLklxUowk9Ni6BMg8fDwsAEWJpNJcbA4fw4ymk6nMRgMSm4fp8tcblL29vYKIEHPXN/FuKL/tm2m8qHNI5pbJPf39xv2iSLaiCUAhm533QPXc3rT4hw913bq7Clh3rlXjY3j+qyl6XQaBwcHDRZ8XXv2RY7fhSosgvl8Xk6JQ/lBoSi/UwBGUnt7ezEYDAp1yWQcHh5Gr9eLfr8f3W63VC56ME0/MRiTySQuLi7i8vKyoOTRaBTj8fgRymegDUZQOsTUNwss55ZqdMw2xf3HOMF4sFAcnbsQzHUXOT8JyjSFmBcgn7Mz9cIiL8XnsoEyo4Ou1NI/+bcBRo5ofa8MFv2ZnwuoZcEg2Sk4Wuv3+3F0dFTy4/SbefM6YMwx1OiG58Hig7Vcf8D97NhtWGEhcCwuKoxYzpGBKEbL98a41oD0NsQAlYCFqJ8fM4c11jFiaSecFsBREPzc3t42ctdE4vv7+yW/DtMYEeWkw/Pz8/j06VNcXV2VdeegZNW4MbfdbjcGg0H0er3odrslqmaOKV4mMKIN/X4/2u12I6rcRlU//oI2EVDmtYxuGxzzXXxVpuRhnDJL6UJH1hY1McxHZsv8Y2Ds4HLdAMb65P7xmte+17W3aW9sOx+DifJzzCaU/8XFRaHC+AwTUjPkLLrBYBDHx8dxdHRUnBKHR+BIXOnoNjjSpx0//fRTXF1dlYifSHiVUzbVMp1OCwixUQL9Z0dDP7iOJ25bAhghr+9UhyMaHIpprvv7++h2u8WIGCAQAZnudL6+VmjkAjMXm3juncpxkRoK7qJPj7UBgemzDALdFusJ7c0R8rYlRwydTqc4+G63W2h+O1ccRk5zER0iGD0fLc0acQ7QDA3GHINixwQY8X3MxhEpuuaAtUN+ejKZNI6Lhi2gkAud3OZ8+KAenB86Y6MNKCNat17hIGEXzQpgkFlTrJnb29tyXaI2DDYnsBHdkaK8vr6O0WgUl5eXDeC0ijmiBqTX68XZ2Vm8e/cuzs7OGvQ+84pDMSjH0cH8YEO2EfFjVwjixuNxRMSjoBF7h133mnDdi+2B//bJkOgrY+MUFkCQ72Wg7dy/mbXMlDo4dD8tNb+Sr2Efk53/xrbz2ciigHd3dzEej+Py8jIuLy/Lwl53ETtKpiglIkplM8YhR2mgc29V4xzwDx8+xNXV1dr5D6NDEBsKYbry5uamtNnRT0aB25ZcrMcPjIwdPwudnKKdopEziwvghHFgfOyEstSYENO5ft85NhyJxz1XrGf24Klxxzi4Etc086bZmdwmj4fBMEYHJ+rtri7wi1hSik6v5P3odvyTyaQRSTBmdtJmanCIMEL9fr84ee7P+xHLw6MODg7KufY4c5jA8XhcIs39/f0SOdPnbrdbDmzJkfSmBDYFUGUWyTsPsg7bAZHiHI1GxUHDfGIXR6NRo84GXfR1zbqgN5kirgVNFoO14XAYb9++jXfv3sXp6WmcnZ3F+/fvH6Uash2LiJIqBfAbEDm63pRMp9MYjUbR6XSKvWV9RETDPpt9ZV1jtxwZ8zr2xDanVkODPpgpy3Vn2W85XQCDwDzbvpFqcA3ZU0wXNpc1a5tHf1xsuo580cl9LAYaDCqjiA/D85SCZOV1RTFOxZQajol9t2YUoPJBxZ8+fYrz8/OSgnhKPCkYAaIuDNp0Om1QP3YWngBHlNsWFyGRe/TOhlV5XS946E0bv4hmfsng66nUhpE3TiLvJ/bY80OuMWJp/IhGTZ+ZSfAc2CAjjiYXi0WDtdn2fGFgcDJ+5oWLmsx4uN9OnZDfZJ3hnAeDQaMwbDAYxNXVVVxdXcVoNCrrlDmGZTNQa7VacXx8XB5Wg1Nm/l1/YIeUt+62Wq1ymBCpKMBMv9+P6XRaHNVwOCx5a4qXNikGTpmBIvKOWJ4iR/W7C/WIGmE7YRlJM45Go/j48WMJQhgzbBPUu69PURsOiu1aHKLDejBDR5tPTk7i/fv38e2338a3334bZ2dncXJyEsfHx/H27dsSzbpa306r3W6X5xVcX18Xlghnin3epLA3HUc/GAwKaIz4nP5AF2k3Y8F8wZrBevI5V+8bWLvIkTl2nUqNPbR9wsa2Wq2ynry7wo4f4EWN3Gg0etJXObjEdiG+P+OyjrzI8Tu6YGCghYjOebADNBbIKzt6UI87y+dxFCwqHAiKx+KIiPIAGgwplMc6hQ6mKw8PD0u1K9cHzbtNbKvi+pl2+bkEowoIurm5aTgM1ydELPcGUxjEuI3H42JwcES5ry5i4X8vrFqOGmfnbZ0WHAVOjzayMBeLRVnEfN7jbsdokOE2OrrOUcI2pBbt24Gg0/P5vJFm8i4ShHWIQSbijohSD3B4eFii/aOjo7i/v4/xeByz2awR7fJ5IhXm6eTkJN68eVO2drlWBCqWtUD+Gkfh3QhmdzCWRCY4u16vF2/fvi0swEsKlb5GrBe0BVYCUOhtcAQE3l3RbrdjNBrFYDCIy8vLcob6hw8fImK5zdLOArtCHRM1TDgF1idpAesqusBnXQv17bffxh/+8If4/e9/X+h9V/ETUDlAcBF0xDJiZRwI8nAym54X/Em73Y7j4+NGSoJ5ilgGOw5Y2u3PxYzD4TA6nU6p7bLtMGtjBtOn3w2HwwZocGrHu7lYm7T38PCwARbMiBo0uM4DPayxlq49c59zOooT/Dbi+GkghhWnz0B4jyQNAoXlKA9HQAfcYAaQfJSf/uedARHRqL6Fjs5bMNYR5/KsFKa3TIl7gp6ivLclLGSKK3PFPAyJUT4Ln9e9FbDVahV6EuDglAHz79xgxDI6Mt2FUUMABUiOZjPI2NvbK+0EGWddMz388LDcDpXf5/4YwG2LGQvGEMNFe9Bt9jFn0OZtP4Bd6i86nU5MJpMCJnAyrjgHLNMOKrk9Z51Op1HVfX9/36gep8rd1OlwOIzb29uGQ7Ijs07asVPPc3p6WvK661RCv4bkSMyOH33CyQNQiAphZyKWNgDHg2762k6rYbP29vbKNjpvdzZVjcNDNwCupFYGg0EBaX/1V38Vf/u3fxu///3vS7TvIk3Twzc3N3F9fV10gbTQdDptpI4iohQpbkPMRLmglftjYwCIBwcHDfs2m81iNBqViN9FpYBq5gE7RwTOHBG1TyaTxlrD8WZ/ZjtjFgxdx9fBtrFdMoO6PA61YNtAmrnxmf3ryIscf85FObfgz9ho56KdnNNlQPist5b4EZknJyclf9jv90uE48HGGPHs6Kf64XYCYPgbFO8FUiuUQ9ZJJ2xaWMSurzBSZa74m/FyztGRJRGH6UkWDspYU3wracSSrQGxEv048gU4gpojms9xQEdMteEkTeGjYzh5G7oMDgAs26T6nbfFgLtAzKDKxicDK7NPAAPmhmgUwEXdC7lnDJuNJGvJqRbmzHUj7Ip5eHgo1wV4UAAW8ZlxwE7kk+gMepzmg3GjWNhV3JsUpymcM0Z/GQ8/ShibBPtngIwdoz8GO7AtdupOIzAH7Xa7wcJ5hxTjBQNxenpaHsn9/fffx/fffx9v3rwpQRJ6jo0moGq1WuUzLlwmgIAVQkzzbzri94FD+Qja7CjxL+12uwQt6Cl5dINIO0nYY2h5+oY/gg1z0Sbfa7WWhy3hbGtjk1lHM2f2QfSNz0Y0T7/lWjyBL6ebWZOLxWKtAr8XOX7TgXTSncD4OrJ0LtDRMgNkx0Hn6LAPKiHfOBwOyxYTUB3XpwIWYOHrci8MGkgdxbq5uYmrq6uYTCaNNATKk7ev/dLk/Py8FBSB3l2J7wfy2OgDetj+5wNCPK+8ZlbEkT3O2cVJpoExaBhHRxMYJj5rJgFxNEx7VkWFAAjua8ReYwA2KRn0cV+cogGW87UR0civMu5ITqcxFldXV2U8j46OSvrH6TiuQ1sclRBFmu2qMQY4EpyUWRiDlpubmwao53e/3y+6SoTpimoDpE2JWUNX4rPOsRM4SCJRgBlO5vz8PH766aeYTCZFt3JRLfaEcbPjd60A9hN75AODIqJR/Hp8fFzsIYxoq9WKi4uLsjOp2+0W/RgMBvH999/Hu3fvCith4EHqhzQO4pqAbaRfyOWjw4wXQtoPZ+wggN/oZG2NG0wBdm2jsPmkDG5vb+Pi4qLxpExAtotYJ5NJw845zY3+kBJzcSL3pJ/2U6z9iChrDCaPazA/2PdXd/wUTNBQOw8GGSMxn8/LooFaYcCNrHPuz1QvFA33/uabb0plKoj07u6u0FVMOgaO+zIRVm7QNYtoMpnE+fl5I7Ikb1TLvbxEtkGRXV5eNorgAEGXl5el4MhOH4W7u7uLi4uLuLi4KHOD8zVF5eiMPjkvjzH0+DFu0FuZ1WGBGYhk+j1f05HZqjkx/extZbX9x9sGcgbG+/v7haVySixiCV6cBjO1jG4C7OgvTM5kMikV3ADXiCj3dK7SDgA6++HhIUajUaNolLXkFM7Dw0OJZCeTSXz69KnB1LHOFotF9Pv9cl6H89rexcNvItyTk5ONzQUsGTuBiOZhIE5OTuLs7KwEGhj3Dx8+lHG/vLyMH3/8Mf7t3/4tptNpccAGY9g4HxwDRe19494CSJQJCGCdwUienp7G27dvo9frFad1f38ff/nLX8o44gA+ffoU19fXMRwO449//GP8/ve/j5OTk8KqUmvAll6vNxycAfemGczj4+NSVA2zgp4ASrBx9/f3ZasldSyfPn2KH374oUTAiG0b9oB6DAoCYXtJw6DvZkxZwz6szmxZxPJwKN8bO4mvMUPpQBibxfyZpXSRLc/HiYgGYFlHXhzxQ4FENKkNIkcoFh8Y0ev1GjnBvBd8sVieOAdS29/fL4fvYCTPzs7im2++iW63Wz57dXVVCnG8b5ZBIkp1IR8G7vT0NL7//vvo9Xrx4cOH+Od//ucS+TIBWXleKjlS25TQZ2hVKC2qRh2N4HjIcxMREmE5Qs40FPPt6DkiCi3HgsjbWGgbxp+qae/OoH3oR0Q0kLlpbRsf58tpI0DTW9BcYAWg2bSsYiQAx3nrK3p3cnJStlUZ5WOEOXWN+aM63udZTCaTePv2bYkSXSvAemGeSB+YjmT+uAcGjjFnHJ3Oo84mIgrwp7/UE5h14Lvoak7JbFJsb66urhrtbrfbJZKmYGs0GsU//dM/xb/9279FRJT0xp/+9Kf413/915hOp3FyclKKFCeTSal9cJ2LUxmsQRyaTwk0WHdg0+/3y9589AJdwY4yxovFIn744Yf48OFDDIfDwm4AGn/zm98UG8j6ZG3AIJIGpcZj0/PC+Pt/iirtTMnzU98wGAzi7u7zExfNTuEDqKdgjLDNZjQiooDeiM/rkTQXjLDrokgVtFqt4u9wvpnWZx2yXTGnKyOaxXxmpm23GBuzcnxmI47fez9ZoJ4gHIGL49rtdgyHw4JIfaCFaViKK3Ihk6llV5qTo/KhIv4uORi+i+MAuLx79y5+85vfxO9+97uCun/66acyeDZ8LxkfR8umg7YhOQcOzUtlas3xG2laQLvZQaLMRNHcC+dkGti0FVEUUQY0NMg7OyT0B0PosWV+LV4QEc3HOrs4yCmEl87va4nZh3zGBNX03377bYnUiMxJQ3U6y/3NOFUABNHmeDwuBvPdu3eNfD9zzpzl4imvU0AEW1ppO2kZMzDoAQFCxJImtkPnMxgycqVcdxt0csQy4sfpPzx83lHw5s2bUksEQJlOp3F+fh7//M//HP/n//yf6Ha78d133xWaGOdOWgBnQaQ3HA6LvWq324W+9/bKnLs2LYzs7++XPfrHx8clOGGHzng8LoAXm9ntdsv9scMfP36MP//5z/Hhw4eYzWbx/fffF/bTW0npB8fnkjLcpLguxNtcAe4wtaRIAFvD4bBs53YO3SwVZ5c4Us51GjDNMDI+EyUf+U5A6a2e+A6nMH0gnIvjc2CAnXSw5N09EfEo9ZyDonXkiw7wKV/+/41/xLISk8aAaFF2ELMVh0HAoUcsD+2xgXABhmsBjIJNCdvBU63MtSM+7ws9OzsrykIkcnR0VPI0EfUnaD0lKIAdMIq7abGz94lt9JnxgsJCeJ25c0FdRP1JU54HAxxONfOCQ0xhgWTRHaIQR+wu6PNrmbrDGaE3ua3WCecAty3OxTE+NQeHo2CP+8HBQTFEOAkMB0bMVHxtCyDgE90gp46+AvIwtoznzc1NfPr0KS4uLhpRIlXNOD3nVNkhAKgAmDhdxHcjltXi1Cs45bFpADCdTuPi4qLYlogogAy2wgXErplB105OTqLdbsfZ2VnpH2cRoLNcm3nF5v3www+FQsZe5ZoZnK1tl8/V534G4swFhX/kqQENvV4vPn78WE45vbq6irOzs9JXAiio8MvLyzg5OSn/Azo3Jewo8YFQeacWffdYRXzWJwCQ6ytyOhlxHQs/AOzj4+Not9uNCN/fd1o5BxG+JnPksTVbbnsESOHazC26gf9kvaNjBthrjfFLJgSEQ95xMBiUAWFfKZHJ/f19QS+gXHLORqOu3Oz3+43CGufjWZwYctPCGCOiJxcQsW2CAUdpKDy6vLwsRggaCJro4eGhMAqgs1X5fgwnuWsio1pl6ibERVrOL5o6Mp1kx41TsNN29FHrr3OXALSDg4NCoWGInM7J44fxxMDhBLJzN/NQYyiccuD7ri/w9h0vuG1Q/U53MAc42tq4zmazuLy8jJ9++qlB8bKubm5u4ujoKM7OzhoFjHzXBsbP6MbwAQ6z0yY952IqcpHn5+eFMkVPYAqyUY2IhlPCCGfmCCCY0030GVCzSaEYknz7+/fvy1i3Wp8PYhkMBmUtvHnzJv76r/+66OFwOIyzs7M4Pj4uDncymZS5i2g+1RA9NevGD7Q1Y0Jk6dM3uR42CnbVNDKRP++zhx89gCGgv6enpyXHbf0AcPADQwNNvUlxvQm2P2JZIM4c+Rj2Xq8X79+/L4V4LojELlI3gB/zunF67OLiouwwIYXidWs9xvEzry4YZa1EfAaZMEscjFRz0swB/od5QT+cHuC3gejaY/ySD9tgYySI1ogYUa5Wq1Vy8hiBiCg0mAuVIpa5Y4zU4eFhvHnzpigmkX/EspCBfeg4fRQDYOH9ybe3tw2G4vb2Ni4vL0vRH1uSer1eKaBhElAwEJyL/lyB6YNqcGIUsm1aUGTagpJS/4BiGgQQCQOwjFLtoLODch6e/nFPxPl056Lclogla+R8s9GzHYrbkhdNDZDxXW/D8fe3kUd2/zMAygxGRBRm7N/+7d8KkHbajIgwYnlqHuuCcSUfz9PYzMKh71TQu4gWWjgiClMAODCgoJ2u5h8MBiX9xvonVw1t6qI9WCkOnOLJc1x/WykyA1PWBQ7ArKUL8w4PD8uOItYQTp88+2KxaDz3nnVpoOMnm8JOYj8drACeSN1dXl7GxcVFSS+gQ3b+5ObPz89jPp+XE0+xk9RewQgQnOS6DRilT58+RbvdLgzBJsV1Qeg9Y806mkwm8fHjx8KsdDqdOD8/j4godTH+vscV/aQoEBsEq8bx0mx/RYfzNjrrD+3i+hncM48ZOGRxjZRTlQB5fJQLDSOW9nBde/Ziqh8Eyx7HxWJRCoeYEIzG6elpqR6NWOYvbm5uioN3g/MpZqenp/Hdd9+V06ey4/ehDEa05BhBuzg2InkmiQgJoXqXAgwclQsP/X3u7XyUTxQkhUCfNyne0+1tUzh+KxuO1s7SdH/OO2fBMfseXqxeCDVFNDPhiNbOPNeOPCeuJcC4cs1af0w7b0sMpJ5b/Dc3N4W9cmQNq0SUgROPiIbDwmhzLWpoMEo+HtiMFu9zXarv0X3ed6W1t4YBurNusUYMxh4eHuLq6qo4MuYp1/1sSgwuXb8AYBmNRqU4kXbDtgCYcN6cDsczQ7AjjCF2CKaRKH46nZb32fEQsdwmeX//+VhXGBAHIzc3N4/WHjsTALs8zY/59k4nBwEU8LEu8/qjiBrwuGmxPc+MFcGmT/iLiEZR9tu3bxsspm0D4+vKeRgB5topKsZ2la3AFwACvXPJzCt6RqBkO2hbadvgOjhANtcmBeExW1de5PiZCB8z6SKFxWJREC9ODwVG6DALjY4BJECiR0dHZe8+C8JRJQjNxV7O+5Oj63a7cXJyUowN0Y0pIyaGogoUHJRHv1EKK6G3t9Sqy+nLph0/ipUjf/LutD0jQy9iFBYAkYtPXCiDIQHs5AK6iCVA8+u5+DEvSGRd4+ICQpC8o+Rt5Iq/RJ4DVp6rXCxr1sApDihLb5l1bpSInug2Fw8xJwBliu6IIrkPhofPsWacVopYsnfUFHiPPmsRp89Rt6wnGLdNOn5HX9gT2Iibm5s4Pz9vMCreOmkAY7sC64mj7/V6jaPAcVzUO+XtaN1utwAQF7bByLGWaSvz5WiWdUzfoMMpkmW98B5gnd/OQaMTZgHzWt2EsJ4BNjBMTsUavKDDEcsnXeL4XW/k1JtTTd4NRUDoLX2rap4ilvQ8oMj3dwEe1zF7lIMk2sl7rJuI5kPFcg3VU3VDNXnxyX0MtB9qYONydHRUUHDEcrHk/JaRGIp/fHxcIntoehw+CpuLl6AbnSqIiGKcoLNoC/kvjgVlkE1xeUKdJ84OJiIaCwQBJZIy2BZlaUGx2dKIUuS9pf6uKb4ahcRcGVRhrAB03Nu0vwGDCyfRgZwmeKmYFjSt7vuvwxr8UsSgLBcm2gDy/mKxKFEkzgCjCeMEowblzpoxcDUY88Nj0CPXR6ALnn+vU/S/2+0WipN5xrhySM3l5WV5yFZEFDC5acC2t7d8elrE0lYR9V9cXJT8P+sHBsVG3WkY1g+0ux9X3G63Sw6erWEwJtg56mRwxA60KOxykSGOHwfGezh+p5gczWOzSUtg4/jbgY8L5yKiYSM3IUT5/DjKh1Ux0+raKoT3HfA4NZujf/QVkERw6EBzlaAXAD+nP23nnMY0oMiAyraKdRaxPD3V52/w/cygPzvGL5kQ50r4jfEn4kR5/ZAYlCg7EQwMTv/4+LhxPr+PQ4xYKh6H9oCyc74jYon6WHzsuUWBQNxG746gGHBQF5MC1eJJwlgwMV4YGY1uSrKzY0G4qM8HTthBOheffzxXPgAJY0REw7YXG0BXckc0c3dmSXwe90uNvecOyUwF1/3P4vztlGGcXPeAAafOwgVZjB8H0HC8NdfMOwCoI7BhJKoHhDtCMdB1sZXn1gVngAZHNO6bjxT2mQXP5UJfQ5x6sZ3yIToYVWwejpH+0D/6RR9hROgHOyEmk0lcXl7G+fl5jEaj+Pbbb0stAM7A8x+xrHfodDpxfX1d0gyXl5fFvmE37TCxixHNo9S9rh3h03YcrXPN6CVzvUkxAxWxrJDH8Tvg81w6JUAfa6Df0bLnDFAG6LLd8PWyOHJnXZEudi0M98nX8NrhehFLf4sOMVeeV4Tv59dXjvFan0o38JYscoGgEpwDuUby/eSrIpoPWWBf9/Hx8aNnRdsYudCEg3tMr9nxOWLluxz7i/EbDAaNpzaB8OzgzUg4LZHPDuBgiRqdT182LWY9mCMMAMiX9xgjsy82ghg0xiDPd36WArskbFCea6cXE3pAzrMmmZ1YJXYuBjD/GYU+eIsbYsrSqZyIz3MM00WNB4YTXY9Y7gd2NGhjykExPGvejt97mynWNQvoJ1zmQic7Nhf8sa2NtbauEftSyTR/tjHoopkpUpdmTfgM80If2FKG86Si/tOnT3F1dRWtVqsU6LnozA4Gatg5egrFLi4uyjo9PT1tUMK55saSGR6fu4F98JY+PuP2bVLMYJh9cJDntKuDN6Je+ux5stP1fLVarbKNj91puT7KtvWpAIUUhI9KRq9oH76yBqTMjvp17Jh3tuXU80uCmxdv54tYntLmQjyUDooDygqH6oaST+fHxS+mOZmsiOUefJC4c2QeAE8s96RIYzgcFsqSohsX2jj379SEAYjpPAyqaRbyUZ7IbeSY3V7aSbEe40cUjiHGqeccU2YOXBHL/EIjE62AbulzblvNCTuHjdPAANckI+aaI0SYe9//P6O43bXIxQAHAeSy3TYiGtGSdcIGww4ZwHt8fBxnZ2fl+fIwdxgzGx7ENHOeF0dHdrI4ffTMDmlTYiBCXwxIzFo6T2v6HPBccy5OyRDsXF1dFcdPsOP9+xHNSM8pu36/XyJ9Ao2Li4tyLwA4YiYvOwWvR9psCty7lzxWEes/Ae5Lxeyf67gy0LJ/MOvHnLifts/Y7ogluwCQbbVaxR/lHVGr7IiZBdiJwWAQp6enjXF3Wrrm1D0XNTuZ16iBg9nqdeTFVL8XZ624C0QDMDAao9EuQDFrQNRopOQOt9vtsq+S7S04ikwje/GB5nD8LDTa6P37OSeWFd/UC1QrCgoT4AWTK+o3LVYGG1FTgLmoi8/DZmTH7/w+6RdAG2yIwRfzYPozojmGvm+n02mAsFWRXr62r+vo14v9P6vDd+RHX5DMZuW0Bk+zhOmBxibih9Z19IBgVIjuKI49OTkp25tMQ3su0BFHKwbkNt6OhNFP9Iloj8r0TUm2L9ZVUiJ26qwL2wg7kWyYiUxhYO7v78uBSA8PDwWceXeFgTapEsZ1MBiU7WU4GI5+fXh4KCm3XJBmh2h9od1mBvkugMUg23q3STFlT4qE+7qNFs+DAY/fJyhzmnGxWJTar/l83ghmPJ/2YTWbgtMHMALUYJkRA8w8tpntsR2LaDKAObX9kmg/4oWOPxteaD2UzbldokNH+o4q+WwutHB0bQfB+zZgjl6Mkq04ziVOJpPG1hlymaDlvNUvF8d4kphAcrAsTi8KrrfpyIV2MX4eQ8bDYwMY8DkKGFtHCLyOMgLwIpanFEY0D9bgO9wrAyfrEOyP0z7sn/ViMa3ta5s+5r6m/FYBj1+KrDKmjLnHKRuDPE9cg0NnXB3earUax63yei1faCDAGueIWBgxgK6ZJTNBjkDsgFhXpizNAHpXBo53k2dgGKygK9gOHKvrI1jvGN6cTsLWOf9M37BBHz9+LEfg8mQ9apCYbwdEHIPtB7ZQGJjncjKZFHtcK5i1I/NrBvy56M/1GrYJ2xICxYhlPRDnx5CyqkXiNQeabSOvU+tFXYsPK4JVdkDK9TNwJG3FOuAQopyayMDEa92g2TrkfqBjHqOXyovP6qcBjgBRypxbZnF4kdeckRvvqLCWZ+daXmCZpjL1bkN1fX3dKITBmeWcndG638sLHOH+BiukAXxs4ybFizxvxcNA+/hRU5VZvFDs+M34sI0rR3+0g985OsCQ4NAAiHd3d+VRrRTvQH2ZAs0/+R6mzPz+SxHxJsX6Ql2J0T7trtF+nhtHLxGfKdI3b96Uo0YxDovFojzC1KkUWC7XyRD9MMcAxLOzs5ICgLLGMUYsAQMRrg0tdsO1OLSd+eecjdlsVh4Gw5a2TQmOBHtAG8krt9vtYie87l30ZhvD+6wpAqLZ7PNpjB8+fIhPnz7FbDYrZ5Owzc+nOmKX+CFlx1yfnZ01DhOLWAZEMLBmEZBVa4BgDYbB9RWuaWKb9jZOInWqKGJZ4GhQaKbRtsqOkrmwvcMP0Ue2VBLpRyyfrmfWJ69DC/rBk2L39/fLCYCdzueHH0VEKbrM56jkwMZtzQxNTfCD67IxX3RWv5GPFcFG1zQlqLlGZ/i6/GYQ7LBYQNl4ZMrRxtLvY1BGo1GJLMmBulaA65oazwUVBjEYNaJoDDmgZBuUJf2nPaaDTP3niNlGGXFEgBHKKR4femFUncfb40QbEDs/rssWqOPj43Jalj+bHWRNl3IEnCnPbTv/2kLMKRePRS1yiXhcCJRrM9gSa4rfp+3BePkYUZ6Ixw+RDjrMmmMNczof88TRowAVH5GaGb0s3Mc0tME/7d+k4PhPT0/j+Pi4OH87FhwiztBHhJsFMJjGBmJTOK718vIyIqIc9eti5qzDGaAjBwefH/jz6dOnBgDZ29srRX+sUbZiWv9r6wNmFseKE3VwhzPaxi4l7ApsVWaSDHh8qBp9cv+4Hr89nswT0TnBJWvGPmEdQReg+judTlxcXDRsc8Ry/eeiwZzCyLaTILUWEOTPPycvnkHn5vidnbujdpTLnTQ95kZnRoAJ8f5SR+JG3XmBeE8rFankx0ajUcmHodQsaBck2Wm4jVYgjDYFTc7DmF7dND2Gsc7RMErMfDAnHmcv9IhmsUh2zr4uBofPMj+eJ0ewzEseOxY2480WM0ceXhhPgUcj6HUXwbbF9Q8RUXWQq+jLmoHAePk8BZ6XgVNy1bKv12oti5lcVAco8amB0NAAgE6nE+PxuNFG9O0psMVaNnBhDMwSbtrx0x8e6+qaGOwAO4cilsV66Pcq2+NUAVuHefDLcDgsRX0+LIux63Q6jwAZR/baRh4eHjZy/dglxnE8Hpf+sG4zw4Qe2dFRw8P5LBFRgKSZiU2KHRhji47PZrOSxtrb22scAe1aC/ySA8Qa8+xzVrBnmS3N7PRTMp/Pi+MH1LltrH0DGQdX2d/YDzF/pGtrKeSNOX46B5XNYRFGJjb2GW3W6GWjF5yoj+8FOPieoD4U37SMnQV0JnQZlP/l5WWjqBCFhqrMzrOG+jyJLFg7fT8sY9OO38gRR1qLtGoOkfliMZnNseKb1mUbI9ci58a84HAy5Y9jQXm5jwuZyIu2Wstjmd32VU4/o3n/OLrcptTumcFjRJMFMFuGuMgrj102FjgcnwXvaJXPYVANhGkbQAInb/2FXUA38tibvaj92FmaSWLbr9f0JoUxPTw8LOkRXjdlbPDk1IhBtedqPp+XIuTLy8uYTCaxt7cX33//fZycnJSz/3ESrntot9tlrz/nxvNoXKdR7Lgjotg+OxTmwoWCEUu7RVAV0aztoPjZDBD3JhLfpKATTp+g47xHwEYNRKfTKSyMI3zPCeCGQNXFpOiaz2jhGt5quY4QYHKWBvT+w8NDw47aNpr1q7F/rdZyV4J905fKF+3jj1g6f4oZIpbnvfvAGxsYnIuRjSMf0y4+opdFwULJJ1ixn5hTnaCIFovPTzXiaVQ4f54wBXUCcMkpBRTO9Jcjofl8Xn672A8naFp10+JcltkSH25kFOvveC5y8QoL38COeXKBnaM0isAyYuVaMDBEIj7XATraqNiLINNZ2cFY7Gh+DqdP+7Kgnx4TojbG1UDAAJN59eukk/LhM1R8sxYZe4/V4eFhAQnoPhHlZDJpFO1BCZP3x/A6z41Oef4N1AygXaFdq43ZtIMxcEUHM+uI/fG24RxFZloYp8/uo/l8Hu/fvy/FfLCDV1dXJS9PauD+/vPZ/BTwYe/YSsl6wTb5iajYHCJDPuNzOAwEHh4eGkWFEc36LRe5eQvzU7nm1xDvEmOXj++JbhGx4yj39/cb9UERTX0zY+JgA/vA2KDbgDoDj6fEa5qTH/Ppmd7pYbuI7QVg2M9a57jPKlnXzr3I8TuXwk0ohKEDOcIzjYeDtTHOtIydLA4f4eEZOHeMBIiYxQadZYqIIkTuy7OouYf3qOOUcvVkBiuOWiKaz3a2s2VCNyl5DDHKzlvm0xOZQy+STF8yfxi1vBXTaJmxyVRiTjtwLa49n89Lpa6fPEU7bbxyQaj1KAMVaDtX1eYFtW2pjbsBCrob0WRCiM4Mkhg7xp9xhZLGeTp65Z4ukoWO5nP9fr84MOhfbxUz/Z0BjAGoIxSve9+bzwJK/P+mxQ/FwQbQJ8bVhcLMCULgQ/0Eu42wUegcxYt2KJypEBGluHCxWJRHl+PIcea+Jttf/dQ/qF+Podc1+/69DRt7zTVdO4UO0c+Ix9vLNiUcCe4aFdtW+piDxhoL6L+xI2aqeGor9p+DyWCLsUW2nTUxc8V3eEQwfWL+J5NJAYQGmbVdbrSdn7xr5Evli4v7+DtiSd+Cukwz8duonw7U0LLzF3QeBMfxni5qmc2WT89DKTwoUJk4f29zokoVhXCUSS7FES2ODwSYjbfzSPzeRnWy5yKiCVBQJv7HGdIeV37n3LOjNBaWGQ9f17lnGCAccK4PwJDOZrNGUY0pX4qViGCJOn0tO0zayQ9GLOebbcR/DrHRMbhxhMkacMU7aS/+5zGrgG/XqlCl7Gpw9BpnFNE8OIl7cQQzdLTz+hFRtlvWDrxC7w1ivD4MwnLOlflEpwz4NyWLxXK7GkFExPIAGbN9MIUEGj43fjweV08BjViymDhaGMrz8/P48OFDtNvt8hTTvb29+PTpU3z8+LFREPzw8FDGHB2eTCZxcnJSzkpBf2iz2TvmoFZs6+8wHwbk2MKaXdiUzGazxvMaXAVvm+TUr1ONrgEzWHBaxmPBA+K8tgCBMA5POVvbLAAUY0mtBevJ420wYRua2T7T+2bRvka+aB9/xHLbCwPoxW560QV+me4l5+gtEyAyO1+MJBPoqJQqSg70yblTBtPV/GzZMMLyYDs6sjPx4rBjoS8YQ4MQK9ympaYQVhqoXLMypoxzbUO+ph1U/kwGUFCDBnPeoRGxLMCkXS6sjFgCShZITg/k9pmC9fU8f9t2/DlVEdEEwtD7ACB+iBD9aFw/qQ3Hj/FjTkajUbmvi2Nhu1qtVgEGZ2dn8e7duzg7OysFbm/fvo3379/H27dv4/j4OIbDYZycnMTp6Wl0Op/PiqdYDZ03HVkruPX4Z8ee00b0yXTtpsSG10Vv3NssXaZczTT6Ed45D8tBLtQvEAX++OOPcXl5Ga1Wq9iLdrsdnz59ik+fPpX/MfY+s4T24mRgHuiDg6/MnDiiz+vd7B52zQ5/VUrttQXweHR0VPoJEMqMlUF9BmnYDhdj8jn6jLP3QUr2C2bLamsZwSY5FYPO0A7bTn/GrKX7aIaFNuddDF8qX1zcZwcHRe7FHxHlNTsjjL23FznqhHpy5zLaQtExQhcXF6X61Q8q4XrQcdfX1w005xyjIxYiVhdE+Vnn+QfqBgBCRJDzTZsW51OtSLyGYTMj4PcMEFaJI2oWnvNmZg4Q/s9MgVkeA0B+zOCweJgvRzlGxRn82BBHPD71btNioEx7Ipa6t1gsGvu1+Zs9xX6mOw+u4jOO4DkkhjXDo3QZMwwND1Pq9Xrx3Xffxbfffhtv376Ns7OzODs7i9PT0/I3Oenj4+M4OTlp1N5QA4CjZmxZQ16DzJ9TGdTW+OhuWB7nXDcpTn95vRi4GORar5yqiHj8FDXmlS2WOP7xeBzn5+dxdXVV7jsej4uOjkajRp0SPxmsQlPzOv3wLii31ZLTYziVWmqOzwAAnM7ZlMCYdDqdxtNfvb7zwVOMiVNfrsFwipH+4KgNulmTfAaWmMci52CX+zqgQhfQcfuXiOa5KqyfHKBllpyxrz2g6Evkixw/9Do/juJ8mhIdNRMAYHCRHgvMNNbR0VFMp9NCTXtgp9NpnJ+fx48//hh/+ctf4qeffioHijC5Ls5gICeTScll5kXtvJYrOInmOU4WcIFjh/KjxsCHotA3O8FNCYYqYnmCnSkq58q92FG4VYpk1IlBw0Dn6m0jaiRHFY7+IqIovhkTF2u6GI2iQK6FobVjfyrPl//fNGXJPXwf/nZ1rx2go3poeNP8rsS2QUMP5/N5yVHCpEQsT2YcDAZxe3sbw+Ewvv/++/jtb38bb9++jdPT0+j3++VUS3LIsAs+UKbb7T7KOdpJMc4GiaZdiWDdJ7N8AJlN18U4EiTPnQ2t16+jfjsProGe40R4tDjb97A53W433r59WxwY9pQ21SI+dCc7dK9DO0aAuNNgmQV16uypFBr3JRDaNGBmDNrtdqPI20Ga25D/d+Tv+h6nnhy8YHNms1mjgJbtl3ym1Vpu78wMAq+ht4xlr9d7FIwZVJCOQwxIPPb0x/r3NfKilWWFsIHGaZNvgtbAwTofT+SWzw3HCKJsRCZGRThTCvP+8pe/xA8//BCfPn0qT8LKCNVIludfZyBheshIC8NphsKO3yDGkX6m+LfhYFzQyD2tMBmlGs3byDFPLk60I7ezQsH5zirnH9F8bKQNOk7Ac0s1dGZL0B+DlxwNZYPgvhlw8P6m58aUNnqJfpFLhto3pU90jWM0UGCcnebiUa8RUZ6aSAGgnTFnh/d6vfjmm2/iu+++K7T+YDAoxigiGvq9t7fXOAsA/XaaxxXjEcuIi9QCzB7rzJENQkrHKblNSU5PODJG9x0BOs+fmS10jDHgQUmkSzi5bTAYxJs3b0pfeWBPLcqPWG7Hw4mb1XGEiJ1kvh0Aec27f05ZOpI3aMvpF9eIbEoMGNERdAG77r5kJsZ0egZt7v/Dw+eDrS4uLkrAx8mujDsgl2N9zWhlgMY1Sa3t7X1+7HxmHsxCmikyc5rZLgd1r2GzXuT4aTjFd9DcEc293TlHTtTpogvnX6BbGDiQF1WoDBKGjn2uLBoOK8lOgmshvr6je2i5LM75cd9M9wNgrq+vG0/5M925DYH6do2D0WGm9lj4dohZse3QUUo7HRaZldjAIVNxLlwzBe5nbONcagbGbQLoRDwuTLTh8P+O2LY1NwYoEdFA8o66Mp3vPH+t2heWhFQX9DGvAyxy7QpRdq/Xizdv3pSf4XBY8pyAqcViUYAyEWl+RKrpS/SA+XW0zG8X7dr52AHhcDd9NKyZsRpYpY0Rj3ek8L/XOnPK6ZOkSIbDYQyHw5KrZgxarc8PQer1enF1dRXX19fFXjKWpqBtS53iwmH5uNnJZPIoB24xC5t/fIIdY7TNNROxPFfA9gV2hXGJWDJZzIdtjPtZAwqz2aykqx4eHsoYGqzW2JSI1dvmDORhyLzDxoAyr2m+X3Pu+L+czv1SeZHjZ6GjUN7uwcDbUdvBWLGMHnPuE4dye3tbrmEjwNYjDreANagNQjauKA8DjtMh94nBszGjDSwmVzTj+IlSTfEbFW5jwaAUNp529HaGdoiem8wAZHRr9sQFLyw0PwuAOXUUQRtxZixaH4P6VFThlAIGwG0mOst9NdORacFtSaZsbcxyrjs/8dIRgJ2Oa0+IxDF+LgDkGtyLyn1T+uQye71eY8+2c8w4yezsbIhonx1XRDS2xtVYJgIJbIyN96bEuddVji2vHfQTkOo6HtYCII4H8Pg8/na7Xbbx7e3txfHxcfnbe8qh8PkObc2FyfwNaJvP58Xpey1lts9rP9uAiHj0+zXo5XWl5thcJ0SQyGcBqK7ZyunVvOayHmY2wLsqnL61b/B3nLf3ThzvAmNOaC/5f6+hzPbQHoO415AXR/xQrRFR6CmMAIsboVO5KMLRpSNyHIGLuugwxolIHeScC1d8LYqQnCsld+qqSijmiGZUyXVoF/cl6s/1CtmBRWzP0fhENkclOQLPwMtpCc+J/3YUFtE8qCnXDuS++roYR0e91onnQFJmHDC0Now1et/fZYx+TjEAYCxrO0z8OSSny7LD9Gc4eAVQ6+jNQMQRkZ1NRHNPPZ/j/oBB2ujUHtfC0LLmI5oAjh/WEdXpLn7clFhXiPCyQ7EesV68nc+Bh6lb12m46I9xBtwAxLgvn0G/DX481ugN4+vTAGFobm5uGuONYFNdP5VTfTlKzqmATUqtXsEBBlsjEQLO/MM6Yl6ZHwq86adBNmNgXRyPx3FxcVGY5YgozAAg19thna6jTgGQbnvq+iezoLleKQdyfu9L5+JFjt8LhAGPWBbJsDfcEwdFkaM/K5IL8YhkoM49MOTJbOSY3KzcHDnKJPM/ORzulcGDEWB2QvP5vGGgHPFnx4+j3BZSRiFpp7dVOdeK0Xa+kv9NZWYDgKPwnHlR8TnQNAvDY0LhJ0bUaQgjcnQnI2qnB5x6yAjfToXr25H93GJddV/NkDkyIK1htgMHxDoBjDJOBngAAObGh8L4EBjWLw4LwEAKxywDe8oxxhgi5tZRixmiDMzoE23CKdFe6/VrS2a1arrhdWCQ5fWO/cB5uBIc0HNzc9MAPBHNc+ApBry5uWmc+eFKcet43tpq4AvY89boLLZvnhNsAMADcF+jzDclq6J1Ax7rTq4pYT79SF2uaZBEajTn1Q0G2YUxGo2KfaP+xsyjD//xnn3m5fDwsOhOTjnaRjkNZjthe8aY2G++VF5c3GfkziBT+MBeYRf74PhraMV/O+qcTCZxdXUVFxcXjcG+vb0tJ1w5B+UIBdQG4kNhXCWNQzZtmakuhMmNWCpEjep3pJ/poG04fhvbbFityLTRfaDNjsxt8LKY/jTFiZHOkbjnm+8AjqA1bYTymNUWpoGI851cI6cpkDwXr0mfrSM1RsJAy0yXKXP6aqd9dXUVHz58iI8fP5b8MAzb3t5eWY/Meb/fL+un0+nEzc1NXF9fF+ZlOp2WGgNOk7MO3d/fx2g0KsfHOtLB+LImiWhtYGsMk18zK2Sgt435YJdBZlls8/jxiXpsH7YDzge1YCcASgAhzy9jZ33NrA/rya877WMnwfdtA637OcDJa8Z2j7QoTnKb4NnO0M6fKJ/UhxkaR/KczGhQxqNyDbqxR2an8ENXV1ePUtJOzxHoEFiS1rENzMynf5wyY74MRm0jcsCQ53VdefEBPogpPww+RisraHaotapLHIAjafLvXOv29rY8RYzJzVsfcPzOJRv50m4o8Zyzc0QbsTw73AUk9NnIP2/x4Lt53DYldvwsgKxc7qfHelWO3woJ+od6xDCs0zcvUAOjnGuspX8iluyCqV/m0SCvVjTmdFENUGzDuSBuezaurIeI5fqgEh4jgnNmW+r5+Xlx+o6MoXjn83nZQz4ej2MymcRgMCiPhGXN8aCY6XRa7sVOAlOZRFF+yh/UKdEtfYEJAABERANw5lPW0D/m7EsjmZcK65ugIu+CyJ+tRcfYPMYjIkpAhC47r4/AxLAmYTIBs+gB6yKi6fy8pu2YcrtM6Vsy0+S/WdusOUe3mw5ksMG2Pbbruf7DDpDxIN0SEaX2iGifswGcwgL8Rix9US5g5T0AulMK+CEccn7NfsV1HrUAJ9sqzynMwNf6lC86stfKzw8OHuUwveeBc4GGkauNdXYCDDSTYWrH+UtHhQwiA4ejMDVnZ00bMo1slO/v85rzq6uiy204fsYPcOOomPczcMnHHFvRjCyZMx+0wtig0HbKHkdHth4Lv+c5z+Ap5/lq1Dg/uRgm35v3kG07/ohoOAk7OLbAQutHLOtUXAjp7XuXl5ePnH7EslqZ/lPbgp4eHByUbX0GUNS55DGGXm21WkVvAHDkMGETAHgu9Nzf3y/AwhGzI33mHUDBg2w2KWYhbm5uypMIGQOLwXx2lBkgM08EJtnJ2InilM0W4igc7ea1VgPMfM62clXwkVnXvB5d4Ml1DQA2KbYVjsKdtjA17vVkoAzDawaEYlb0sRZoWEdrfeW7fliWwYl/WMOcrQHzwHbliMdHntP3GoObGaIvlRdT/QyUkR+Ky4BENKtOTWcwiSBrjBo5JT7PgJjKwKCZ/qItrlo2areDRpltxOzo/R0vUBCgT+MzkNhWdPKU1BYGkmnBGs2anaPRJ5Stx5Y5N6XpHyNUgBvjatCYv5fBU5YcAdTanR3/qusZHG5LaKMZJQNpAICjPqIb6kv85LdVzpH58alwRBrsTvEz4fOYcQ2DatrruYyIEsVTve58s9MEdvb5x054sVie7bBJYAZQZgeR78d7gLEMhFc5UiL9iGVED1jmffczg9MM1hlv7Bzv0SYDAubcW4ozkEYysK6lAQAYeb1i4zclDkRsiwyCIpppAKeWqFcx68x1qO9ycTg/malF0AGEeQGkcn3WLXMWsUzXABK8U4cDt3IxL99jfrmnbV9mL18qX1TcV6u4ZeE65+X9p6YoTAm6mtJoh5yJ8x2OKBEGn2sRYdhYsdB4ItLR0dEjCi1T+xnxzWbL3L7zsL8Epx+xusgxorm4c77IDjd/PucXLXb6RqCZrvWP71UDALW22ymiJ14EpjBtNPncU6jYfdyWuO1mRiKax75GRIMqjIjG1r3JZPIs4scRMPY2oByC1Wq1GpXnGUhlMGVHjbiQdLFYbjnj+46guL6ZPOfL0cu7u89Pk6OgdxMCIIn4rAsEFY76s6P3a4Ay1zzh9GEmOZmNXLABkVOEdvxmBwwUMPiMW2aOmG8XStbqlpCnnEdm/1i36OAmARl1JC7C8/3sJ+xXTLOzh97AngJv8vmMjRlk9J2teNzLNRT2Lfgz78yxTfFrpAYQDrzL7A5iJ+/Xsh59ibyY6mcREz1HNA/qIRrASHubV40SYbA9qBxogjPPZ7gzOaZA7URA09A9DCjbQGoOguvQPx8K5MXGwvpaxPXaQiROpJKpPPfXzrLm/LKjx7CgcDY6KKyNF99xEZejEqcb/P6qMfV1zQJl5+95XUe8gLcptSiKefP2O9P+i8Wi1L3YgT4lOFAAb0SULbE4VkAA6xQA6T3GFq8Dv9Zufz6EC90wsGm1Wg16H3uBo+RsDN7jmtT0bErsbBeLRVxfXz8CX96pRJGb//dnZ7NZofhx/BRYRizTH3yfQAm95X/bOK7L57yNz2yba5X42w4iS3YgeVxsAwwqOL10k/Nyfn4el5eXcXx8XII/FynmlF6myB1QOsj0syYAbQaceU3d3t6Wsy6ur68bPsz+hZ1iAA0fnAXb4zZjM3u9XmGNec/MG/UfZt1yevRL5UWOP9MPNkqZus2UlSMHBpVJyZPDhIF2MIKwCXkB+H4YO0eINu5MeEa0LDzTZBgi7m9K6CX5lW1ElSjkU3nRWuSOEuZ5s2ONaG4RjIjGGEZEMTg2KE6XZMefWYDnxADNUVi+36p0x6rx+LkcvwsjPT5moIgEAFvWTcS5QT7nfrNeiUQNLLi3o/1Op1O2JfkUQejOo6OjxkmLpmLtSBwImP40rZ9zqdYDHP8mBUPKmh6NRqUAjHWSK+sR1hIRHXbGBV+1de/ghQeHMYcPDw9xfX3dYGhw7C7syoVkvJ9TZzlafEqcDqIfZglJIZDu3KTjH41G5RjjwWAQs9mskWY0k+Q228/kCNoRN+9RAAh4sF3f2/t8RPXl5WX0+/0Yj8cNn8Ya9NZN1oHT3HnLpQVdgDXKNsx9cfueS4euIy9y/AcHByXawEAZfWQ6PlPKfB60FBGlGCMfYFCjmV2h7wNkWLy5shvjent726iQrW19iVhSdc79sNhMrdTyYqtkm1HlKgRvBTJl6QViB8+1ap/h2tlpg1wZL66FUXKktw4NXxN/x23LtNc682Lae9vCmNAOO1DWBv3idz4sC8GoUDuTQbejHtJdUPG0g2Kn2WxWCvEwlD51jvXc6/UahaEA8ez4zZQZBNrZe29zHiOzCpsQxgWnOZlMGuca8JkcZdrZ+D1Hld5JZFaMNA1OnvoCQAiMATpcW9PYNQPcmjN4ah34mtk2GLA4feCD0zYpbFdF552msgNk3gyi3WeYF0AQwIh5y0da+/uwVxzu40OWXOcCePChQh4/B5h+j3XpdIV9FsDDBxHxOTMyTwV6T8mLHD/UAwbGNCuIJSssSuzfROMsNigRR604C84IYPBAan4mgBcgTIDvl/PRNo52XqagTZd5QWRn85QwuZs+czxiSc/lOajR+DkayZ/LjtSoM38mK2JGpI4anso3risGD7WIZt3rZ8CzTfFYsOXNNKINf6b/arSsx9xMiKM35P7+vpGj9Vy7TYBx79GP+DxuVO+7cNbpi8zueL87zs07Ylxki9DnTQprgTZT3Z+fgJjHKmJZjzGfzxvV3eSROS8BJ8lYsRsD9sYgbRVoz/JSwFyTWnRsvYlobnX0PG66rmmxWDROuqOdzpGz9jPlbVt9d3cXV1dXBVxxjDV0v8/7t/3i+14LbK21I/dBbbTbbYiIhp/iM26z9QYw4l1itA3H77X8NWvkxfv4rZzOz2M47FSZnBzlYcTscEwdZzrHiu5BBUAwALU88Xy+PMGJamaDDC8A09k5X21qD2PwlPN3JObJ2pQY9a6igkzhoUwGNzlCiWgyIiii823cp91ul8gRI+6qYFPZnrMvAQLoRS3aX1eY/20VZ2aGyMxFZjIy4FoslgVzubDOEVm+H8YCg+I2oOvkonPqzGvm/Py8YSxrD+KyoXJO03U3OHjv5bcz+VpQ+FJx/pR20qZc48AatmNwPYSLvfx57AVj7RSHawy+RJ5LaT113bzeHRBwXTv92kmFmxJYsMwGOa3lLY339/eNoA/wTB3L+fl5id7Jx5uVsY0yIw0op7aGoBe2hpMyYXkAg2avuYd3VzDW7JTiOz73wrVy+EbWl9u9LvOc5cUeyXS8o5BMFUcsnUY2zBhuS40+cnSeP2tK1CkFG1EkU85sceIe7lOmuk0F5whx1aBn9mEbET80Lc68FnnXHDvOwU7CTp3+GqxlI2gWx+1hcUYsgR3XtE6sy6BYvjYiNDuxSbHTreXfDZKzIWceDCDJr7vdtXEzU4DRw1gwL97nzVoyS8DP1dVV4+RLP4AEXTDDZzbQeX0zAKaO8yEp25JsOBeLRWkXJ7NlO5V1xnl+r/uIpdH3euHcdkBAzkPXiswsNvyADQOvmv1bdR2DFQNQ1rnBmkHANoRtp9YNImPn83HwOFDaTr/wNaRYRqNR4yAyJFPxpv99LgJjRLqG+wECqaFZxYS2Wq1yeiAPxCJFRPuzz3F6w8zM16RcXryP3xFJNlz+nJ3Gute2eDAjlodWYLj84+gUB8MiyrRpVlw7Ot8ro99sIJ5zVNCkLvTYpLA4slN9SnLf7ZQtNeCGYMyJOBlj53a9SA0GV11/02KQumnHz6Jm8dcMp3XbhsS0sqMdokjnOWtiIMw8k15jfrhHjjwiHm8nzHlgF0thFPN97ZQAAkSPPvXy53D8NSdJETHFx0RrjKFrlrKNI4pj3TtNQn0UwcDh4WGpPaItpoHzGvO4uyod3cm7JfgxEMuA3j/cx/VasB+kQIh4N10Xgw25ubkpaSF8T06xUKNCgGX7kgvtfEjSKhtusM3Yeq1xbY+3x9OMqAG82zQcDstuEdYz64/rkZ62o7dfygDhpfIix58XSY7Iaw7jSwUKJU+26USjISgh0yKm1yKiiqY9+XkCV0WknvCaULMABbgNx29qyMao1taspBHNVAHfs8LWcsI25tC1jjoyiHgpJWmj9NrgwNHpJiWne3C6bocdf0Q06Ef+t8HnVDvGPe+jR2zEcsTvQtmI+nPEh8Nh+Z/cNX+j3448cj4coR9E+37I1c9F89PGGjvoI3wdsfF+ZquyMFemgNm6NRgMYjgcxmAwKBX9dtYuSPO97QDQA4AajpLPsu0un43gfjuCdHTq+7sQk+PTtyEws6RmWTOmyJkH66LTVRFRnjnR6/UaqSWu95Td8a6yXL/2NcKumYjm0da0H/BlsA2Ly/efCqjXDba/+OQ+nIEjTCtQxPpFKBl5YgwdMfsZ7hFNis1Vlnb8Lj5CoVHq2kSyEGyYczHFOn3BgELxvoT5+FK5ubkpY8Y9neIwpWvHH9HM45s5MAXtgkD0IEcRjuj53NeIQdNTke1LhfY+Bd5eS1y84wIh53dzOxhH5+UxBhQpRSx3xNQOnHKufTAYNE6P4zWcOjlPnmYJnX98fFz2J3O2BoABp4Mjr62prPsG40TVP1e0/5QQ9QOGbeecC2aN4XSd3nKND2uS7/npbUTYPscg07rMHfYO54Z+INgq2IrJZFIKsvOx4nb6Ec3UmZkHnwS4LXAGQByNRuUwH8Alukc/OJcC5x+x3JbKXDKHgAlT55nlzGmPddjddYVr26bi9Aly8zz4exHNZz18TdDyRSf3YYRcAJNzWes2KtNjzhe7EM2GJ+dTFotFWTheoJwyyKJEaUDXUFeWWkTLoGe6f1V//NSmbQkKzVjZQEU0c1iOQB8eHh4V+WVlzyDAi4XrMg8Rj4+8/BLxIqilH75GXpIOeQ3BgJA3BtVH1B0/UQav533drm3JKQAEXXfU6Sjx9PS0OHacPsYTxz8YDBpn8Lt63Xnm+XzeKMSy03KfvKZywdsvSdA7irdMxzNvthv8nXP7sCN813aE39gpgwwO+lksmueVmD1iPGuO/+joqNg4z4ePwnVf3Rf0zRX9uaZk04JNur29jU+fPsVoNCo59YglqGUd81RJHr7DNTwfto2TyaTxsCmPJ1v3GFd2ofB0RctL7Afz2uv1Cug2U8H6zNukDU4y87Q1xw8SY/8iyg31aLpoHXrEaMdGxdGKHZgNBIrp3KXzbzXnDgjIhRtZ8U1Ve7+131slZieeogNfWyhI8mErtYjWqNM0EmNt5YtYLkJH+3ZcjL8fluScWHZUuT25qM0Gzcr9WogbqRnOTYir3TmGerFYpqb4TO4f+sz3XUSbARqRmR0T4+5rGyznaMN5Yz+Xgb+tW57/vHaIenkPh5drCnB4X7qzY9MCmCEYsZ2xnhKk5KjRVDGMY6vVKs6UE/BwKpmS9xj7UDNvNWRezIQSzRokeGcF84V9dZogonnMMu3aNjDDv1CPMh6Pi/M/OTmJiGgU6N3d3ZVH4vr4XQIg+hURJeVCpb5rOWCaOc9/sViUYnCnB7iW2Srrh/UemwiY7na7Jd3DOnTwzLqwbbIdsN59DWP5IscP5eMbMgFeFKb6n2oYxilX57NI+J88IhQOSopjgEL1UboMoOmzVZFslhoQcHvW6ZNRvQu1NiUUrnCIjitQ3Rfa5OgDZ28aKo+LozWAnd/LimgH5etmB+b3MDi1ufpayU5/W0J/0G9AsvuaCzNpI8A1OxzeN/rPjphrA8KoUGfuPN7dbjdub28bJ5mhFz6zPEchEdGggn1QT2ac8jbZ/P4vTXIkjq4yzg50DF4N+HMAwvq8vb0tD1myA8prinHmSFfns71TCEfv75shYE78xEMzRLX6Hs/ntoUUFswHjteHB9kP0FZ+0ydYDnzH3t5evHv3Lubz5kmE2R5yciPjAOjweRVcwywE93Va1YCtVi/j3TQZxK9izGos4UvlRY6fU6XoIBExjQcxRTQrUVeJnQPfcZTuWoKIzwPJnk0+jzFl0Cx2VnZO3KdmcBF/hzb4/6f6w/d5zcUZmxL65JMHI5psQ45ybbQwWERsqxxzjnYMssy6cD+nBPL33bbs9F4zEqf9NfZg0xG/9Q0DDVA1DWtHbqdM+z1u6zhN3sfw4dgB6n5Cn/P6g8GgcV/vUefe9IX1Px6Pyyl0RGoAFoNFU83bKKz8GmH8AUERyyN+YbVIJXqtuK7IAQ1rEyfvnQ38rHKyvO6TG60LRLc4d7OjZvbQO5yiK8Rz3/Natmx6zcC0UFzpcbNTBPxwfoidPAAAe9hut0s1fXb81kOnlCOWp136eRJ5xwRi0OvCPf+wlnxqoCN7rptrpRxYPTU368qLi/ssUP900HkI/71KebJjMYAgp5IjUt/L+Q8rsBebneAqpLQqh2zkvmoM/H364qjqtfPTq8SGivHPldvuu/P6Loi0kWd+cvvpZ2YAasY8j7cZAf+NcE/a97URB/2z02denPLZtNhhEwU4MjBQ9rrxgjeIeonTxFCQGqMoz1EokT60JA6mRtH7EJfZbBZXV1eNRwTTXqIyp474zs9Vyf8Ssc6Y9XMkz7wZ9O/v78d4PC5BEXPmIkwfXrRugSPXiFhS2S60dMoNvclBAI7G4N6MEv19KqJ0LckmBPDkVJh3g0Qs13Wr1SrFrowPwSFBoc+fODo6KjpMuoW5JHD1Nkwc9OHhYakJyNsl3W4DLuYmP7mvlj71WQGsV69BPufXa/5l3TX1VTNIgz0ZdDgbuGyoUEI6Y0ce0SxeQBHoKAaFFMDd3V0jasJw5hPNXMWaI9GnxBMUEQ3nmF/H8c9ms+qjTjclFKF4DFw7kRGigZn/r209zE4aw4E4as3MQETT2dq55WKlTJHxXV/rJZJpWF+j3V5W2m9DWCt+zKiBVQZc/G39XJWGeUkbaAfXA0hTAOiaG+sOhsZGir+915q1GPEY0GGMV20//KWKddpMiilyzw3b6Xy2BcDcLAx27SVsIE7Lp9XxY71iTUYs6WeDXds/gzDWYT5sCoE52KSgR0TYtNFHP0csxxyws7e3V1gUxgo2oNVqFXrd9tl1JjhVvp8j8FrEb6dsG+mCQQewDjT4G2CDL2NdGFxybQA8OvOl6+eroRsTAvVC0Z9zS6AcO0AbZBsBVzWuQjIutrGh4XOZlveizMh2nYGzgbbhNaDJ6QoUa1sRP+dRe1wZRxfs2bFkB+JCPwTjYAPHdz0WGbBlsJOBQ/4+UnN6Lxk/X89AZpUR4yCNTYujd4MaAy6zKLxfG7ev1afadXOhX3YOEc2n2WGU8jY0H4Nrw+acqR+S9UsWU/y2MZluj3hsw1iPiB2saekvYT6sS1zLuWLEO5pMP2cnnxnNmv31mGya6o/4PMaupqdd2dk68ndRKu3H0Ts1YPAGkwB4dT2GnxoJk+A22Kd5HbGFE3bBrCORv4Mkn4Ni5tTMB3rlNn3NGvpqx29FdjTuqN91AY5eashznUggL7gsNRrZ9CmTsU4kvspR+bt2pLXFRN58kwL4QulMR61DZzM+3gqY38sRXE2eMmQZyNWiDX5/aUToOTJgq93bxmDTYoOa58PgFOdYE0fdL5Gsu0RJbDv1w0t8HC9rNLMmnrt8EhonjjmnD8OQQaGjoG2wYqvEgCrbJ2999fjnOWAMsCt+pLBtD7ptR/KlkgGAAYrnmnabDagFP7z3VJu25fhxts7Bo3c+C8OgOWLJxqKX3W63wYCglz5L4vr6utSo8Bqgg+v4gUGeRzPbUPs4fIS6Fz8UyCyQH3TFmvK5HNhIAILb8aXyaskalNkHTJA3tCFjwlzNz/cztfmlko18njAr0jqCsqNkduwYbffFeRkvyk0KqZCI5SMlTe/xO+eW3MeI5cKBHfHrGWTZseY8+ioD4nmwoXQUzJi91Cg6BWF2ZlU7MpjZpLBwXRDmHKbnxjrr73+pw4cSdi0N24oGg0EcHx9Hv98ve/qpPnZBkuclGy3mCmPNunexU2ahAKkudKy1f5NiZsJrwmuFw3MM2mrtcpRsWxYRDd2G/fzSaL8m1o0ao0d/9vf3G5Emc+jXnor26cu21ozp9cxwOL9uu0s/CX6Gw2Fj1xeAy0WvFKeye4C/zQLk3WwG4KRVAdL4BIKwp/rng6xw/Dc3N2UXA6/zWZ/q+DXyYsdfM6b8jRIdHh6WSmHn7yOW6JcCCu8ltdJ9KaXpCN+LL+IxIFhH+ByGoLY1bz6fN/Y4g0qpJp3NZhunlAFdpFigG3EqPm8hgxDabafvvCNzYfYmgzSiZ0eJ3l6J+O+cJuF903nriqNHroPeZSfqPn1t8eA67XLNibcp5bRTxGc94wCWVXnWdYQ5wBD6LH4OKen1ejEcDstvjpK147dDzJGIt9C6YM8soCNRpwz4zc/PUeyXayZ8jgFtZk83Osn58Dl1idEm749zilge6GOd3ITktYZu+4mK2fHD1Pr7q9rn4GcbAnPiXRCm5rFrtXMjsLedTqdsVx2NRo26CwcXBKiAgNFoFOPxuJHGWiXYHJy9P+s6GoA9ugKzQH5/Pp+X/tUKCZ86dfal8kVP5+PHBQY0iMgTpOzOOtqxYQEcZHq3ZrBr4vyWqa2aEn8pmMi5Z0fSma3AcfohHJsWELCdLqddGQzkAz/oX0bNmSExEFsVzduQ2uEhdrQeL8/Tc1RjTWyQAHzIcymDTVPMedzov2nV2ri9hjPMFCSAHFqfQ096vV71FDEcA3PkiMnn7DvfCfNjipaI2XQ4r3vtGoRtg1KmGpz+sb+62+02nosQsSwwNlWci/JMQ7ugjsAgpwdrabWvlWybzHzRV9aIo32D+1VBV2Y2Ny3YC3QOsAkQ8BbGXHuEzvf7/bLldLH4fCaCa1gcrVv3VxUFZ2GsHexm1szXdLqLvnlN+TkLvOaCwtcCx18U8ed99BHxyLiB9ok2FovlY3RdBMiCd5UkzgcHus7AZwNiGsaOJTvwp8TRo42WiwYjls4FI04bxuNxw3hsUoj4YRlsnFkgRJPermLnbOoewRjbga6K4m3QGYecTzQgy9fKLMK64vyl2/EUbZkj7U1JHqush3ns8xjmCO2l4ojDdCQ64By2xQ7faxpDBEWKw/c2Jkf6Pj89MzkOIrLjf42o5jmBlnWu1seq+ox9isxYZ6vofp/P4CLkWiQI9W778SXideu1aAfuzzjq5L2I53fQ5GtuQxhznKKr/akdiVgey8t3iPphOaH7DczQU+yU9RMAlc9F4foARQAGIBqn3+v1ot/vN9YZ1+U+Tjc41+9ttq4FeU2A+CLH75whg+z9lojzMD7al++4eAjx4R4u0MgRdRYbDqNchEkyxZYj2uf67PuaHrKxzgaNaGlb6Hg6nZYxBtlCjxE9emslSNlSc56rxt1jZ/CXqVPGz0AsR3aei9dgZNzuVYvl53D8GPna9imPEcDXJ61hLNZtr/vv8TGrkItraZsfUOM22zhBU9Jug16n/MwkeS5yIdrPQffb8bOb5fDwMPr9fvmhP9S4MD7YQOsyzpQ5d40NglMyO4njea5a22DDf2P7avOd1zS2CX1y6nYd57INQJbvZ7rbAQ0BJe32k/kiPusYqRoAaQbSsNMAB/Lyh4eHJc+PM85jQPqMgj4Xx/qBV06z5FoFgxj3k7W2qYdYvdjxe98viJV9/Egu7IFy9Fa/fJIRTh4D0Gq1GlGsF0ZujxcSr5l2z47BFNhTSpwj1Br1Y9YiX5OJttJsSgAZKLirUjFejsZYEK7epj8R0VDUVZRrzWH7s464/XeO+LnWl8iXOP2fU1jsmVJlnmoRv8HCukbAxj3Ti5mpY+1RWZxPnZvP5428vk+co605EPBWSevAYrE8R97r9imKeVPCcxPoF0WP0LREbswN48cje80EMJaZ4fJv/83cOq0Cw2nblVkC1qm/45Qj85qpb9YatiB/LqIJzmpz8XOtKUfJdpikT7BpridhXHG6XMeHmsEK3N7elhMsu91uHB8fl9P6bEezHWQ+XM3v5ycYGEQs2VPWE8V7OPmIps/Y5JMrX+T4Pajk8CeTSfWzbrwrLbkGyIr8zHQ6La/jpLLjd3Un8lQuMC8yG9Z1FTjTrAYBKI/vZSSZo91NCoYLA4BC2dBj5Py/j6fMeX9AGkDMfc1jniOBTGHmn9eKHGq5y3Ud/7ajF+7pucoR92w2e0Rbujgs4vlnYOR7sbbsOCKa68KG0+k5640jEYxWq9UqR6vmKNffz4xDbbugmTjav0kh4nebXKC6t7cX/X4/IqIYb5xOjtxqzj7Pr+cl2xFAgNlD2w+u510WEU3Q5dRaZnkilgdt+TMEWjniN4OQZVssZkRzN4z1bzweFxDDdjmetEdKkzmCiieVgzMmqqegbjgcxvHxcSmu42S/zIA5yGHO7BdtT70OCA5pKxQ/wD4iGsBmk4XHL3L8OSe3il6PWKIaBgHlxIhBZfZ6vQYyw+FHLJ0uEwsirhUBEmU4p58X4VOOqyY5ovWCpV8ZiNj4bcuAuR2rjEx2iDYo+emIiBGt+7Dq+vzvduSo8zWdbaZLTVmuc4+fK4LxuohYjjO64/qXiKa+YuxW7fXPAlPm0zW55mw2K4aKUwVZi7B5fM7MA6ASZxURxXDBCHIPgAVz5Pfdd/7eprC7wiykI2poWihcWEhHZx4LpKZ7juD941qY56RmczOjme9hZod5zEGQP2e75TVVu+amxTqHHUGX7+7uyrNjcOYGcIvFIvr9fgG9OH8HrwcHB8XxU7MyHA5jOp2WLX0+WCeiuR01Ih7NRS5+xA/C+rpWhn55nRkIbNJvvMjxu0Ix4unTxDA4GDKEQfdDCjIdYmXN37XDtnPhf/LYRmU2UI6a1pEMIGyEa0U5P5fjzw649j6/2XFAXxwB1Gh//nZxUDYwuQ0ZZLy206dNq4DZuo5/k6h6laAfmY61IfZ84DQjloYmp71WCfpoqtJrE4YBet9ni2ejz/cwSjm3zPrDAPoHuhwGKVOytHWbAqthViti6fQdnER8niefVMie63w0L2KdZM5dGLxqvdQKyZgL2mlwRdCTGQbriH9brzJ4YD6dOkXftmnPspjqf3h4iMlkUubAEXPE8lkCPKaXPhDg0E9YZ2qhyM9Pp9NSnW8HzfjZPznYzMGRWWrGD+BSy+m74HDT4OqLHD8djVhNtVuRrVwuorCyOidiBc/FKdkQOdLNDsntypOzrvLmz3nRrooYX9vBrSP5nk8xGovFcpuWo2TGj2pmJEcl2VH5uryfjZrffy3J93Bh1TqSDcY2pdZOG+QcRUQ0qcPaGQmrxGwZ987Gyyyc2R+vLTM4rmzPEaPTBT7vHydPdO2tpduMJBHbMo4RNivBHnBOfyPix2jjLGzIa/bCwMtOlffc/1UFftme+vUcZOBEXGPl9IGLDRmHDHycB9/f32+cUbAt2+ZABJtlKtzj5RoZ9JwaE7c37yizruKTqMHhb1f1W08zy8xrzKsL3z0vBgOu4vfPpmUtx0+nvNgxAo4ELZlStIKywGxMSoP+f9oxR0C1imY7GtoUsXTypl7srLwIvoRedLHIKuBTk00smDwGBjzP9W8+Xx4talBmen9VJXnN+T9FP0ZshsqtRcrr3of+8fdriudlVXtq4DTnBGvUOCzausxGvidGyCxCxPJZ8kTBEfUtu/7bTuy5gCA7LoBA1teaTr+m+Hpeyz79MrMyAKR+vx/D4TBGo1EBNgCDVe30eOfxdLRuO/mUTcGp2K5lcGYgZlvtCNhj4ZM3cfbMKSAIsFkbx9eQvGbs+O0ofe49h12Rv2csidTJ13M6pXPwuQbKUgs6PUdm4bK+8hpO3tsR85n8FGL7895t8VJZd82s5fjH43FERLx58+bRe4PBYO1GsQ3jpcK2DCi3/6xCDum1rxkR8fvf//5Vrvcc4jQ12+12X+WevwR57blhXv74xz++2jWRo6OjODs7e/XrEvl+yRr9Gjk+Po7j4+OV729qbj58+FB9/+PHj2tf6+DgoGoXfw2yzTVzfn4e5+fn8b/+1/96tfv9EoStg68tz81Na7EGbJvP5/Hjjz9Gv9//IhTya5fFYhHj8Ti++eabV496d3PzdbKpudnNy9fLbm5+mbKbl1+urDs3azn+nexkJzvZyU528v+GbHf/zE52spOd7GQnO/lZZef4d7KTnexkJzv5FcnO8e9kJzvZyU528iuSnePfyU52spOd7ORXJDvHv5Od7GQnO9nJr0h2jn8nO9nJTnayk1+R7Bz/Tnayk53sZCe/Itk5/p3sZCc72clOfkWyc/w72clOdrKTnfyKZOf4d7KTnexkJzv5FcnO8e9kJzvZyU528iuSnePfyU52spOd7ORXJGs9lnf31KSvk93T+X65snvS2C9XdnPzy5TdvPxyZd25Wcvx//jjj/F3f/d3r9a4X6v8/d//fXz33Xeves3d3LyOvPbc7Obl9WQ3N79M2c3LL1eem5u1HH+/34+IiJ9++inu7u7i7u4uZrNZ4zOtViva7XYcHBzEwcFB7O3tRbvdjvl8Xn78BGAQXavVisVi0fg/fwZZLBblGq1W69F3eI3r0aZ2u13+98/e3l75DO3tdDrlZ29vL46OjmJ/fz/29/dL3w4PD8vvfr8f/X4/Tk5O4uzsLN69exfffvttvH37NjqdTtzc3MR//Md/xH//7/+9jONrCtf8p3/6p+j3+3F2dhYnJyfx9u3bePfuXZycnMTBwUEZI+ZkNpuVeZzNZmVseY/fDw8PcX9/X157eHgo38nCuPs6vmf+XKfTKXOD+N60K/9Gl+jD3d1d3N/fl/7wPvc5PDyMvb29mM/ncX9/X/QRnfnjH//46nPjebHeZmm327G/v1/0zfrK3+4LKD7PG9fyWPpae3t7RY95rdPpNF7jO3t7e9W2uA1eR51Op8yrx5/f/v5sNovb29uYTCZxdXUVk8kkbm5u4ubmJm5vbx/ZiE3Ozb/8y7/Ew8PDWt+hn4yLbU3ts/z2+/xt+1SzU9glz7fHnfefEkd7Xi8WdIe5enh4iIeHh7KeHh4eGuvW7fibv/mbjc3Lb37zm9Im+tLtdmM4HEa/34+jo6MyF/SDz/Gzv7//SI/z3/YhtTGxzfE42X54fGv+zWI/yDrhB7vKHDD2rPP7+/tih6fTadzc3MT19XVMJpO4vb0tenxwcBCDweDZuVnL8dMJNywrfDYA7ugq58/3suPPzp//awa05tD9GU9y/vxsNmsYwb29vUfg4uHhoSiLjRrXroGJg4OD6PV60e/3YzAYxP39fWMcX1Ps0A1EhsNhDIfD6PV6sb+/33DKKDPOkH4zRzVjFBFF2b0o6XPu33w+bxifvb29opyeCxYj32FeuP/Dw0PjNX7zfevVYrEo38HIWb86nU6Z07u7u0YbX3turLM1vY9YOn2AWR7vbCB8XQyD9RUgxTWsx24XBhEwwPcYDzv/2tqz0TOos17wOdrotcX19/f34/DwsLSXefH6yu1/DbE+Z8dW+2xeD+i7ZRWw8zwYPOVr+sdOnjHgezWnn+e5RvHm9tXs6KrvPdW31xTrdsTSHlgfsdPoLePL2PE+nzXQZewM3txPA1bbQuxl7nMNXPEZ3rOueH3kAAa/6mAL8HV3d1fugf2z/riNto1PyVqOH1nl9N1ZG3F+5wHl9dy4mhP363wvI6vaJOZIAwWpsQE4CyJ92pkjzNwWDHeepPv7+2LsQKublm63G71eL7rdbgwGg+j1enFwcNAw6iiIf4wqI5YOxUgUpEkf+Yn47Gw81o5SI5aKvyr6t/Bep9NpXJ+5eXh4iL29vca1MAp5fgxmeB1j4X5uQ56K9mGPrJteK3yXObJxzEYAncvRejYU6AS/maNV68gRySogbiOWDWJENObIY4KO4vhhZbYh60TNdjzYBzvj/NtzaDuRgxLPh+cr39djnYMi39OgLbNrNX3y+1k/CAgc9ebvbFLs6BjziMfzZSduIOu5wvF7nLM/yU7e/awFrmYBrOseRzPHTwGqvL7Mutzd3cXt7W2ZU8bFeub78v115EWOfxXFayV1lBLx2PFnetJiRc/RTx48Awf/7QGlbRgsAw8jMqNFKwzO5vDwsEyMr88E7+/vl4li0pgAlHHTcnBwUKJ96DCj3Wx0DW4McFBC/23wkx0/r0VEQ9Fr9FdElGsaHOQFF9FEyoALvs99+ZyduxeB9cLMD/d/7YjlpdJut4vjs3FhAZthyoA763jE57FB17IhdxSEIc3OP4MzfkijEI17nZNe4X+zNawPALJft3PsdDrR7/cLyGQMNi1Pzb8BJONkdgSxPfCc1By8v5MZBOt7dk6rIkuulW1sDr7cTjNh2ETuYT0woF7FWG1KptNpY24ODg4eOViYMuaE/53ScsrWjt9zZUod280YZedsHc/BJbpiAHJ4eFjSjPQns2j8dqRPO25vb+P6+jpGo1HD9tYAoO3eOvIix/9chJSVJA9apjpq369FHfnzeYGtomzy4svUXl58ppFms1lRnHy/POkHBwdxe3sb0+k0ptNpcfz0ZxuOH5r/+Pg4Tk9Po9/vV1Mcud+1hW2QlgFCRDQcv8fTrAnvGRWvQ61mMSPjftiAZVZn1fyzOIkwtyGr7mNaMqN+fkznPzVuZgX8WUdKmY2zIXW6he/DWpGTv729jZubm0f1HnyuBrhJe9HPnCNfLBbR6XQKSJ3NZnFzc1OtIdqEuA4pix2y5ypH/E/ZpWwnLLWI3+uTNvh/XztTxoBc7Fytbflzqz5r5oD2rRtJvobc3d01dNJMFQ4VdvPo6Kg4WIAAtVg59cXvGqP58PBQAMdisYj7+/vGOCEZtKLnBiL7+/txdHQU3W43ut1uYSEcfNTmhTbg+G9ubmI0GsXR0dEjO3F3d/coMDaQe05e5PifQn00wNG+X38JcvSiyNFqptFy+2ppBaQ2KJ682WxWfs9ms5IbX/V9U/0uMLu7u4vpdFoWWS0n+NpCxH9ychLHx8cNZaOfOGErSaaHMqWf80+kNVy3wLUcuZppMcBYNSeORvw6v3OxS401yLqFQcvFUhiFbVDKRLq5/46onE7Juu4xeE4YQxt099fzniMo/vccT6fTuL+/L8V44/G4URyZ13qt745CSdV43rrdbrTb7Tg6OoqIKAVL25BVjj87Cs+fc6n0oWanIppsZ82G1Zx9xDKYqY1tru3IgCsDOP524JWdWQ1I0KZVdniTwhhnZurg4CCOjo6KnaOG6ejoKI6OjorDp/Daxdvuc46wCdYmk0kDGOTUVmZv+B9HT3qVtGu/3y+vmYHIDI7tMMEjBXyDwSC63W4JQAHlNzc3VUCyrryK48/OPdNHjtCeQvKZmnRklsFEXkxuX21BPNcv09sZrXuy/bvd/pyjdaQF/YnRpHhp07K/v1+K+rrd7qN8lin2iCgKdHt7W4w54wBjkf92/2A0ADY4fqNsxslzaDCAE3ebsoNnfnIVrA2YjVquW8jgC0d4cHBQnO0mZTgclvHDwFhP7fAz7Wua3brJd/P4IswDhrLX6z0qMkIc1bTb7aILGB5H++PxeC3wnu/vXQN813bCzMBoNIqrq6u4ubn54jFfVxjrXLxlvcoMDLptcLCqeJj+2qbUonnuUwMh/g7rs6azGSzUWLuIx3Y0A48aK+r1ug3hPmaucKiDwSDOzs7i7du3cXJyEv1+vxHxe9dVrdaF6xrgAmxZIwAC60FEM33DvBPh4+xd1E3a9fDwsJF+qBX80RZ8B2uv2+2W4l/bZKr6a0zNOvJqjj/TH63WMv+NQmP0alFNRDS2F2GsbQQ9ATnf7nv72k8ZKUcfOR2RDW2ONu/v76PT6ZRczHA4fETZMHEvQWJfKlY4wIYpOxSd9o7H47i6uoqrq6uyHYS2Z6fv8aD/NjLMUaZybRDt6EGvzlszpyBw2sT7mcb2HAI2FotFocrs+LkOetXpdKLX6xVqeZPy/v37uL+/j+vr64iIBjVOGw8PD0vUAmXo/kwmk2IQnE9fLBaN4jjGCoPU7Xbj5OQker1eubcNu0Gax9bRRwYmWbzeiX5OTk5KpHJ4eFj0Yjablfl5eHiI29vbssYxjuPxOM7Pz7eyZpziM/uTo/tVfXZO1687QvZ1sFG+r1kp7p0jdK7t9ZkjWYMDA2UDF18zO7HcZq9f1kxt/W1C0DnaZQB7fHwcb968ibOzszg+Pm7oWN52bVvkQMR2+u7urjAL6GcOOP3DGGc9MDjxziqi9VxvkFka+ptTy9yP9WJgcH193WDPuNY68iLHX5McpfAaNDhoBWVi4GtoDOQPRZgpERQ+L6hcyJURWp4o/q4hJOeSQI/sG/XkRUSZjMlkEpPJJIbDYXGuNzc3MZlMtnYKFQuDvBJGnTba0RO9jUajuL6+LgpleteUYm0snbNiPPOCNRg0te0oFUOW0yS3t7ePDO8qI8ycEbHWqpCZE/a5RkQjZbEpOTk5KQAKKhEHORgM4u3bt/H27ds4Pj4utCVGy/qV91XDopHSiYgyZqyvTqdTIpH5fF7mmTlw7poxIt2VK/9JJXnNsGaJao6OjkqNyXA4LAAGWxARcXNzE1dXV6VoCefPeLx58ybOz8/j6upqK6mYvDbXYQkdDOTcd46g87rhPUeLjHku/MqOH2CMrfM85vbbwft7uY+5vbyPjrpYd1tiFhCH2uv1YjAYxHA4LGuF1OLt7W3DAeezKSx26J5HbAGvM7e2SzXWOSIK65sBxWQyKXObGSCfOQLD5jkyyOPeh4eHDWCBnWfMcgrvKfkqx8+CtoI4inC0DsULouGzucqY65m6Ms3mwbNjcdW9c4+rFrKRsdFzTlPQflexR0SJYDBcLubo9/vFeU2n061Q/YPBoESMLgaZTqdxfX0dHz58iE+fPhXHT+TPASrQ0K7Sfk4M2AykMkoHOBlhO8o0pW/m5bl2ZGBBRJ8LAbmW7398fFwW3CYFAwVljh6fnp7GN998E7/73e/i/fv3DUoQx0+kRqSP4DQcmc3n8zKXNiCAaUDEaDRqgDMcTjYarAWzAxTikbt0FIb+n56exmAwKI7eBgkwMxqN4uPHj3F+fh4XFxdlDQHIPn36VHR1k2Iq/EvkOZCQWVC+k9lF1xNlB5wZMbeXNZ6deH7NdjOzoDVgwv8uUF4nxfNawr06nU4BlI7i7+/v4/LyMi4vLx/NYQ5EPf72T9l2mQkdjUYxGo3K4TgGBRFLu8JrjuQjPgcU4/G4gHLGPDOu2GGnbwAv9MVCOwBlpDS8Vjfi+E0roRB5m5CpRxeG2THbSfAdU0r8b8fM/ZFcVY4RzLSMZdVCNSPh6BSFd24P48ei7XQ6JYrBaPf7/aI00+l0K1X9PrDn8PAwIqKADxR5PB43kCt9JdrLDqYmzJFzat6qFRGNBWsGgvoAFpzpewq/+Jwd36o2sIi5z8HBQUHvBhMYMbNC3W43Hh4eYjwev9oc1IQ2npycFGr+8PAw3r9/H3/4wx/id7/7XZydnTWiY0CTozxHhUQ1NuKAUJw/IAOdns1mMR6PCxiMaBrJ7FS4JsYEvT49PY03b97E27dv4+zsLM7OzuL09LQYZ6qY3R4qkInCptNpnJycFMc/Go3i7u6u2I6zs7Po9XoxGo02Ojdf6vjtSLM9ydQ7r9kB5Ghzlb3KYIG21u6bQUMG4uhATmM+BV5yIeO2HD/tB+CazcOG+cc+xmDYAWK73S61AA44Dw8Pi/3HKdvp13xXxHLtECiRGptMJo1UAd+FngdYwHrRftYYOxXcb9YoAJ79/Dk4fQk4e7HjZ0ARI9ecz3LxmHPFGAEbZ4w5HfJWJN6zYkNju4rZFPJLJCs192QgM8ABuWHEF4vlYT0Ag+Pj44LqtrFgTk5O4vT0NE5OTmJ/f78oLZHmbDYrChXxGT1S0MLfEY/3EEc0C4KgdofDYcP5m85yjpntNuiN6VscGoqc2YPaXLZareKEcDZHR0cxGAzi4OAgIqKR5/e2NOfRoPzJvW9KOLyJhXt/fx+9Xi++//77+MMf/hDffvttHB0dNfpL9Ntut4sxur+/L/PnnCKg5uHhoYCtq6uraLVaMZ1OS+SDcQK0GlCxlpxzNCXK74ODgxgOh3F6eloKrN6+fRvD4bCwTKwZqM7r6+t4eHgoOkJ9RUSU643H41I4eHR0FGdnZzEYDOLDhw8bnZtVTvQ58XbVXBiYi2pNQdeMNPYFpjPi8dZlz5Wddf6hDQ5e/JPz/bbZq5zGNil+hDFzSpU0Gc6SY559ZDfrJGLJhviMEQIE7BbslWuO7u7u4vr6urCgHhfXC5hlvL6+bqTpGDfYVrMIpFfH43Gjjmlvb6+xEyCnl6H5Wf+5n8whuvmcvMjxu/DABVQsbHLEzivRMSuVi06I9OiEqzJrNQBIplZw1K+RF8QZseC8IEFv0+m0HOwTsVTWi4uLODo6itPT0zg+Po6Tk5MvAiMvFe51dnZWxgmnhrN25TAnQlFYgoOkv6aMXJSJghJho5A4eABaq9V69Jrnh4jQJ2sxxjAANaPD/d+9e1ccphmIiKUjc86NeSJfCCvS7XY3mks+OztrUIl3d3dxfHwc3377bbx586ZEuawp1gyU/HQ6jaurqxiNRiXHSV97vV6hHE0jnp+fl4rf4XDYYFcAqh4Ts3j8jQG8v7+Pvb296Ha7xdDipC8uLuL//t//2zjvYjqdFifPOsfBv3nzpqwTnD8sAsZwf3+/sAn//u//vrF5iYiG036pZHCUAwf02bl8g2O+l1MpdsgR9WI/2m3amjb5h3ugVz5R1LUh3o78czj6mmAvptNpIx2E3YDVygen5RoIxgrfQhEtDrbf7xd9jYiyVQ7mzEwkYMQ+ySwdx6NHRHH65+fn8enTp7i4uGgwrhl0tlqtBmtM2o+gF9BCe0mdIk+Bt5q8yPEz8LnRzqFacZ9C06ZfoZsjlnl+EE+m2I2cTaFTLW5wEPF8ZT+f8QLyJHuyI5ag5eHhoRSXOH98c3MTl5eXcX5+Hm/evCl5qE0LRVVnZ2exWCxKYQnjwq4DF6oAbLrdbnFCLqwBAJnlYSx81j27CQaDQWP8zdowpt1ut4zXfD5v7PqADptMJo0I1OKFgp7d3t7G1dVVAzyw4H16IQd/kB/rdDoxGAzi/Px8Y/NycnIS7Xa7AK2Dg4NSaT+fz0sVO8VuLrgEKPH60dFR2b+MocFZEPFAI97d3cXR0VF8//338ebNmxKREzXkeg4/5Oju7i4uLy/j4uKi1KiQGpnNZvGnP/2pkZvMAIvDpAAox8fH8dvf/jZ+85vfFIbAu08imqezUbW9aWH9vjR/XaPLkZw6yBXizjXn/GyOxP16rsx3Oxzt2a7SvpzGYT16e5nz56vW3rYEoMKaubm5KT7CxdPWQWyKKXl0kv+pxer3+3Fzc1N+E6CQDsEG8RApcup+OFAO5jqdTmEPACdXV1dlHQEiVvkCz6npfHRmf3+/bBeEESBtloH7OvLi7XxWwIgm8s2IlPcduTvqq1FanlwGGINFZMdi4po4YaNq7xp4Lpe3t7dXIkDyLblo0fk57mEmwp+5u7srk351dbUVx0+V5+HhYTECjBftNrIHMbdarXLIxMHBQTH+Pjo1KxSLkmItlJ4nATLuHi9T/kSy8/m8OGwcPxXsq8QUGguRMffBSeiWGQl0xumm4XC4UcfPdk5o7IeHh1KYd319HdPpND59+hQfPnwoAABDEfF5XXifMZEKjsPMDEVPPOWOYjkcMYCh1Wo1alCI7nEanBh2dXVVDMt4PC5tw7DlnDE/7CbgZzgclvXw3Xffxffffx/fffddAWEYNiKdk5OTePfuXbx582Zj8xIRjadWYmgjmrVEDhz47RRllgwEXCCXqX/010FTrlOy0895edaX88m0gc8adNgOGWDkp0PiAPnMtoV8OcKa9WE7thF5nPgO/bGeRizPb/DYYMfQbZ9dQQDBZ+zTcOYw3q5lGo/HjYPcHOA6HZOZI/sa2u49/re3t8Vm591X68qLH9KTHWitCtG5q7x30UqeqXx32Hlfbylxvp8Oe0FkVMt9cy7MwmKkb16gtdyZB9oAx3kpEN+mK5MRDoxAGYhwh8NhdDqdxvMDWCCtVqsAKhdL2olSmGXWg0Ix8sjUD1DkBS2Fwjo/FbE0shQGck9y808JdPLFxUXjVCsWuPe6s6B9bCxAhKLA4+PjTU1JRDRrVMiv7+3txXQ6jdFoFBcXF/HDDz/ETz/9VM5UyIV5gDDWH5EQ82adhelhbcHMMD+Ar263G5PJpLSDvCb5VHKQXoeTyaSkIJ6iyb1VyWJg54JQ5oX7dLvd+Pbbb+N3v/vdRvP8AKccwdMO/85BCu8Z5ObP+LqIbctstqzmx2Hl+gGPZR7vXPhqtg0HwvhGRCOSt2NhPWTH72jasunUJbrvexEFe0sqgZ7XBn7FwVxmAwAQXBu7wbVYgz7HJGLJeLP2uC7tw7YQiPCefWRE8/wI72rL6RbvTMBGGgwQ9WeAt4682PH7wgyAc/+I6SSctCeGqMsoaJWwWCxMNhEgP85Vo7AsgKzAvBex3CrhPDjUJRQtfeH+TDD5fvcZZaLKc9NCRNfr9QpKhQ7e29srxTARUSJwtgA+PDzE9fV1cSpEnCx65+q9yOjj3d1dDIfD+Pbbb8uhGuRzXXQ2m82KYyLScIEabctOJadroOMwmF4A3ht9f39f5s774w1OcmrotYUcuR0/1cnn5+fx8ePH+OGHH+Li4qI4WQAbfWXMof8ZE6hZAyn6SIEg8w9DwFzCeBC5DwaDAgQuLi4KxYmBY32vu/2x1VoWYXKWBVX6pJ6wG9TK8HN0dBTv37+P3//+9xt3/BHLo4Vz6oJ+ZDAQsTTeRMvZvkFXZ0PsAAR7xfUMUIl6Hdg8JWYe/RrXjHj85E1Hl07l8bvdbhd76vHYtOO33ca5ej89wIDx9lij+z4Ii7lxOosAwSmFiHhk31xsnAuf+T6vYZMMquwz7fBpm/+mwBo/5ODTAAPQQvCCDr6kZuWrPJIjdcQKZPTq14l46DRoLtMhLtwCvfkefIbz8nMk4oXo110M40IkmASctwvfiKooanNUDPhxeoBI1qmNbYhzPeTuIqI4YNqOU2BLG7SzgZQLYigkwxiZhZnNZnF9fR1XV1cxHA7j5OQkIqLkpQANPtjI+1G5D9QvYAJwiCH0vIPMeW1/f7+AFXJgtNO7EFqtVpyensbp6WmjXmRTgiODmru9vS3FPj/99FNcXFyUXLpziaenpyWlgXPOwPbo6KhECYDr/AAT+odTJRKyYWcdtFqtUicwnU7LjgToxXUls2s4INpBtf/19XUxWBHLaOXw8DCOj483nud34ILTYDwzo4czoV8EAh5fbASFWRHLwtgsGHPWKg7ap89xbarVn2IrzUyYfXTdE/rFGscJAtD5ru1vBt3bEOwtACofnkPbHFmvYl4zA+CtvqbqawwN9st1Zh5PQHzEEqR4jZolNrDw/Jru5zUCG87jNxsesQwGWq1WCdywy+tuHf9ix89CMM3lQeM1N5yOonw46pwPJhKIiMYBDhHLJ8AZWBwdHRUqhAgyR4xMNEqBwuPs2S5Fu2z4GGyuj1ElDwQIgP4muvO9Ny1E0xjwXq/3qBo/olmYxB7q8/PzomTQ7c7NU1DCfW5ubhqUkwvoTL9FROP0RtdoGK13Op3yYCHyYtnwkkPLeUr6xqIGVDAHPkSInCpGlmLGTYqZIowQET/FQxgLdJHPU2Q3Ho8b0QNjkiM3nHjEMi86mUwaEYdPLoQx8MFBdlo4ui8FrrT//v6+1H9gC9Ad9AC2giLEiNi448cORCyL8Ij4LE5ZYtRrOyLoC87bwLQmOYrGNvb7/YiIRuV9bpf1ibablvdOJNPc9IOcNevdIMFMQJZV6dLXFEfu2X6u8jP5+wQvtjmACfse+utIn8+ZIUOc7nUNmf0GLLGvndNa1AVw9ghzif9CJ/LR5fTZgaznc11/80WOH5SJUjoHRScjlobGOWX2d+NIGTxoEhSZ+7iK0p3KtFY+ttEI0I6Ja/noUj5HhISho/rZe5CpCHfhHwsSKikbhW04fxyyH09pUGbHQREYuV3YFgAZyBZHQHRtupno1Y6XucVJMwZecIwzkR80G6ALJ2fHj2PAuPG66ykilttBGXNYBFeYk/cm5bBpNsbUuufKuXyMktNOMDBOa2QxaGGOc3TEmFNw9+7du3j37l0xJqPRqOj0cDiMs7OzUiDIWlg3b4gYULPOTEm68BajRX0KVeWz2Wzjjh8Ayvg4xeexxdbZ4Oao2CnNmsN6SrAtmW3ketg2C86Bv/lth5hTqU4b2NnwHjaa+zp4y45n02Lbz9g7wFwlBpOk2RaLRWH7TKuznZggjb7hl3gdHYloPtHRc2Q7Yt8Ei+oHBxEwsl5rgSlzUwNgzBW7oAwmNkr1g16MkFEaBId7eHhYOolSsY3K6NmddaFJRk2l4cql+/QmPmcE7aMNmTScCM4DJbOhxnDhSHEkFKqByKlwd/uM1jdNJ0csqVycsSv4PTYRy+rvy8vLMgZOUUBvAQSsqLPZrDH27Xa7OH2iahZWu/15G1s+3Q+94RkHLiysIficPmIxQO9Dh/OIV6c5ACKm58hTb2PbEtuH0KVM/WKIcPJElY7cVkVfBpU2Hs4l+gFAg8GgVMuPRqOGU2BNvnv3rhT2AcKI/DOgMGVqJ5RpTtYKT1fjiF8iHo79xfFzf1JGmxLOWKd9jIePaLXORkTDTlkf2TUCIH2qnijPpfPHpuX9ek34jK/DGprNZgW4wwYRiXouYb/4HnYXUGyAwT23xWLmPq7j2AzIcOIIKWNsgFkQB5yuQ2LcWEu260TYOF0DSO7N/dnyjN2E7bPtJQUHe+0T+rI+ETgRXL90G+YXU/2OIhlA0xlEjKaqaLDzu7xmR+80AmJ6JyuCC4NwIo4mKCzzIspUmO8BNeRIs9PplAdF4Bhr1a61rTHbEOoN9vb2YjKZlK2EzIvHlHnyFjfa2ev1GkqLIbTzBeyQP/e57VSac3gQlLujXnLGPl42okmper4BHzgRR0eAPgy1QQYAJRdfuRp307K3txfD4TBarVZ8+vSptLPX68X79+8LIBuPx4/0kLE3I5DBZQbbbOkkin7//n0cHx83ng0+n8/LuQE+mvTg4CBOT0/L3BApRSz1Cz3wYV0uIINm9TbPb775Jt6/fx/ffPNNvHnzptRYkELiNEDocfTBFOum5sYsXsTn6I60EXYKvQS8eC1gH0xNt9vtGI/HDVYUfTTNjBgkYTdMaa8CfflgIPTFDg0w7LSq7+20pJkBb7l24OUU66aE+7PmXWznwj9/HmFO0HMHpK6gJ1XLTgGCQ/uxiCjfpxiYYlnaxVzxN847F+g5cCRYccBK+pj+ZOBVY11IbTI+Dhieky+aQRBJHniUxEgVms8ONheq5FwXr0GbGQDglFB853XzdXw904u5LzgUGwIWKVS3T30C0LjimoVGhOXzBrYhGOZWa7ntivaz2KHxB4NBfPPNN2VhtVqtUuTHQ15gDgBOLhYCZaLoJycn8e2338b79+8LwwOaBdQxvrAQTg+5wjXiswPz44KZU5QdpO1HcjIHzlV6weXcmlM8m54XdB3m5OjoKL755ps4PT0ttL8P+GAdAa4wYBhxBB0E+LDWGMd+vx9v374thyv1+/1C73NOPmuHset2u/H27dsS7ZM6WCwW5TXGjWiH/3GCPP/g6Ogo3r17F3/1V38V3377bXz33Xfx9u3bQvtzxDRPXDs8PIzz8/Nqam8TQtuh/A0CMOQ4bJibvAsF/TIzg36zw8V6SYErBZsRSyeOc8EB4FT8eRyBi55dcIaOQ2vz41w0Z6RgG/z9iOVhaHZAjJMj3k1JLajERpupdWqGPnNmBYGI9ZX+ejug2UHWDWPLuHFdbD9jS1tpA8GUo37GkeAFnXHNFAAN0ODTbw34n6L8a6z7U/JVEf+q12kQE8RAMojuCB2DVnZ+yTQmk+yiMHLFrkh1RJsdfaYqjaZZAEw+bWMR4jwMTIzovHhREhRrG9El9yHvQ56KsQEUEPX1er3G6X4Audvb28a59xg1AyKABI6Vs+eHw2EBEGxjxIgyVo4guAZOHKT85s2bkgbwFh4X30QsEbzzlBgEaFy+54WD8YK23aSw2wEmBud8fHxcUiE8sINCP9pGmgLngW7aAWDIXS9weHgYZ2dn8f3338f79+/jzZs3MRwOC1D2qX2O5Ew7ojcXFxdlrRCRG8xlY0ldDOzD8fFxvH//vpy/D3jGePpBTj7Jzs51UwKIdF48ohnJu+YFUGB610CTueF1F0o6MoQNtd0izWjHj352u92SnuLaOHTrcjb6rkI3PU3bzajxedpqJtBR8LZYTNtv98/MBf3B8eGgvVMop1fyeSEOLOknDh7b4nEg6LRtMdPsnL0DYg7J8kl7ee5si3MQwBrNDBBAM7Phz8mrcjZWDpw/jTEipqNWPL+2qhPt9nJfKUrN4mEwGFRHp0T1WTyINji03crn3DL35PO0BSqIxcvC3YbjBy0i9MfFUhicVqtV9m37RCjmiEfWElk42jdw43Vo64ODg/j06VN52pr3pTvK95YplBkHB4BxtOEDNbx9h4VOuxhn6wNphbxYrAOblMvLy5IC4RwF9rbv7++XqnsKDjMbRhU+a8mo3ltOGZd2ux3D4TC+//77+Ou//uv45ptv4uzsrIytQV5mt3DmMAt29qZfbThtHB0pcR366XujPy6wrRlL9jVvSnJdkGseHEHbMPvBR6xtUgK85p0CFj7n4mXWAI4K+h7h2QcUSdMenJPTd1wzouk4aRN9sI01E1izk5l58drapHg8AFEwMzkIoM22zxHL9WFmgBSVAR+2kn4S6dvGAzCc0rL+8ONCXNte9D0DCa6Vj89ela+nXbznYlP87Dryao7fETPKYtqJzzh/YqXywnHkb0rYChwRj1CR0VEGIRGPEW1Ec+CcV6lRYCiOv8N9iKKhVGE4mMhNC1RRRJStHThKtnk5ClksPh/pyudwkCcnJ408EYsGMVCKWOaw2XfOMZd2RH4qIIyAnQ/pBR/LbODGAmPvcW17ErllR78sWGhS0D2oO1dvb0I487vT6cRkMmnQuHaWuSgI4+XcpueB0xCdm8YpQK//1V/9VePJeVQ5U2kMEPShKDANOP+jo6Oyrx/mCL3KJ42hS+iaDRvvsScd50WRlcE09OimHT9SyxvjoG1L0EPsl5mCmsO17ciAgu9jz2xvakGKGSrmKe/3R3Jq1O3MelSL4P0/7XKAtWmwHNF0/KRacPzokNkrn2VhptlMiEFDtmlmh/151pQdMfaGz5rBBsxiX2oO3DqV/87pFbcRkGhfl+dyq47fxXxWOiNkd8yRvgs3HIEDGlx5D2J1UZPRlpXaDopF6AXpKNG0v4syTJUZ4VmZbLjJK7nAyhHAJsXKA6XrxcFnUBjay2ugTFPAjCkLzdSwc2o8nIdiPYCEo3scBI+7xNEwBxQikorw3nKKKRnLDPhw7tYvAxaci1M526ItHx4eykNGOCvh8PCwUSgH9e8dGDYC5PKhx0kl+Wlg6NjBwUG8f/8+vv322zg5OSlnUWBIGCsf3uI1i96Tzx4MBnF1dVWKDxlL1gMHjfA6Ywub4CjWc5J1AT1l7haLxYsODfoSycGGHX2uCXKUn+lWg2AHHPTTTgKGhtdd2Mz1Hfk5reP1a/uWGVRfy5+l3QQqORDyeABwan3ZFtXvmivbXEfuPoiI93iwlO2317oZl4hltX+rtXzSJWPNmvO24FarVc7L90FujF0eoxpjkp12Zrxq4ny/I//s69aRr3b8TA4RS0a03pKQc+50PiNIHI4pXa4Rsdx6h4KyOHxdhHyvr8Ni4f1cZZsjFQMQOxYjcMYCqtMR3DYQMlEbC8TonugRh1JLpziKAOEasTJGZjnYItbv90uRpQ25v0dbvFBJpxCNXl1dlbMIDKJgDAxsDMTcNhtJ+mxwSH+o+l13oXypkG6hLQZCjkowVJzGh9T0C6DJXJlyttNmnrh/ZkW83RP9dlRLTv74+LiwNMyvQZejLgOUGhB2ysz2AGDo/m6aUiaC9LZi0/N2qtaTp/KpOX/u/kQ0dcBrINcXrdJp67XXO+Nq+tvt5DM1wJL74ojZARu2bNPFfbl9Od1gEOA5yjbegR4/OQjEP3Q6nYb++trYdOxSxOd55nkXGSRGNMFvDlJzkPuS9El28vYvzP868uLH8tIBxAOZ0UjEsoLfEWnO6VmpXM1pB2tHzf1YGDkdENF81rYrK7mnFQNlzmwECIv75TSCF6MjSPc/L/xNidtbQ5jOEeNofVqcQRTGMJ8FwJhC0/J41U6n06jCt3L7Wp5fV7u7YIqqZ/LfNedPf7l2TgPYqJpO5R7eyrnpNAzjaoeQgSARMexJzvPTZxynCxoZA5+hb2bGND79d1Eb4+N1Y/CF0aOQFief2TmvQVPXzkN7Hc/n8wIGWIMAVH9/k5Kj2VyAameSqWGvsfxejdo1hWtmB3o2U7Q28A58XEQIeHRahbHM82P7xXVtwzIg8E8tsty0OCh03whOCOZMu7v9Ecsi3gyuvYZ4jTWEDrB+DBCyvfd6hJXjc7STz9Xslu1TBno1yWySwRzjtG492YtWFsqZqatVgwOqtzP16xFNx4RzyfkU59qZKEfqq+hfMwbkqQwWuJ7pNw9irb3ZsdvZ0x8b022iY/pVo29dxMT7eacCTtMnEGZGhfH3+fcUpvmJVmYZ/OQr5+UM7KjCZ0Gwxe3m5qY4/rxF0vNca3NO/bAwEVJRmxT6b0fisbTxYctYppKtYwbNrl+IiEdGEsfvebehyewI7eP4aeaGaMdj7TWaaU23MQNiG0Acv9uVI7VNSs1hM4bWeTtXR9EZHGS74jE1SDXVnxlC2mLxmrWjs/N3EJP7k52+20f/DBJs3/PcZtuyKTFgRl/xBQ7ozI4hdr6sLebQaSfmZj6fN+qCGC8DhRxMmYVzobnXNGvHBynxfeuC07LWDa9nzz+CX8Ou1oKKVfLiiJ8JMVVXizKN2o0YrWCZQspOn3tmasdUWI5Ks8Kzxc6FHvSBReQJ8YDbYOa2WvJCtONbVazz2pJReAYqEcs95bzGfl6+m8fT9KsVnGess82M57eT4yfPTztAwxFRKsPZt24E7gXJQiTKJAoFxdvQGTDweS8e022OlMkRblLMKOTtau5Dq7Xc3uN2oscZKDttYbRPlM12TO5vHc8UssG0HR+nVkKHMs5Q5LkfNk5eL7Q9O34XfXrNZoC0SfE93Q4bYGxYjvIdACBed4j10kxLq9UqjAjXhH30uq2xiWZv7OiyLV7V1hoocNBUAx92apsWr2uc23w+L2uI+pGcpo1o1izkXUnegoqeU7+C42YsWEs52LA/4B4UVEcsbT5z4polg3bWsHUDMOAi5gymbZMpzvU8rSMvcvw2EplSQFFqdFINTdrJ5ijE9/OAo3BGzTm/aIPhiWm1llu/aLsLMmpGJg9iBil2Ji44ubu7K0+zwwBvQ9wmFkPN4dn5uN8oowv8IpaHlLAQyNnO559PnPv48WN8/PixHArDAS5cE4dEDtkHBXlR4AioHcD5ez+/F68dJyDFRYoYNo5Y9oLn/U0XkFnHrc/O8xMBmELMaTVYG5yItyU5AoKiR+fb7WWO3zlO05J21oxPjvQAZxirfB1HOd66i4HKEf9isWgcrOSCtrxlcJNzw7g4ksyRvw2tDbDn04Am3wOQaZp/sVg0ah4Qj1FmeLienTbsGI7KgYYdNJ/P7cvMoPvsICjb5U2LWRJ8Tj48B2ebgz33nzExAMgsDHPisYCBw+7ZdtjxRyx3IJiZ8H1gVx18OtCdzWblXAfWl4PZPCaMf40lWjc99iLHz019cUcOdvSOpN0wGwQ+Z4rD4msRoYNIjZxM61ugQj04OH9/18rtv3MU0Gq1iqFztIVDMw1oRLgNup972jHYSGCQ6Q/K5884ikRhyeejtFCTDw8PMRqN4sOHD/GnP/0p/vznP5en/THmptb4oQiQp/BxtCx7vqkZYOGhG3YQEcsHZ2Qqn/fpq/PInrNW63MFL3vrNyW5Xab47u7uys4PL3IbFqct8lZGM0zQxuyKYH5toIjcbUwYU/THNRJ2yLSJyN95fq8T/85sgqlVG1PmEJDHEwlrNO5rih0ExZ65HsN9875wR8oGTe4Pts0MmmuXcPwGZIxLZhy5HvNvsMY85Cr2zMbWaOCaYwf8W1cjlgBwW1S/QSbsk4tWsS+5vsTgx4fkuADSgWPNd1BE64jfTHFEU38AIfaD2Cf8TD7hEbuc9Y5ACf03E+Oj1COi4TdZa+vIix2/6SSMT0T9udBWtAwC+K4NmY1URLO639/LA8uk1+Th4aEcqjCbzcpxjhFRHLbpTw+k0TwKkxF6jZbMC2wbCDliWXwJSsbRYqRwgjk1YYfKmHqXBgqF0rLn//LyMn744Yf493//9/jLX/5SnL7pKefWAAzextVuf95Xzxa3iCgpBPqAE3cFsxe39ckLDQNr/bGOUd2+ScEYYESpAiY6Z/F7cVPcR1/s3A1UzXDk+beBwoEA3Byd23Ew/0SSpIIwuLTT32Nc7WisS7TBANjA08W/0K6cZLjpiJ+UhXUlR71mRbI9y2kC+mwHbQfq4MA0v9NdZlZ87VrbzEKY9bLjNzNWs5E52IlY2gXrnaPmVbb2tQT/4p+IxyA1p0QYWwPNDIQyKDOwZlxzsJLTxJkJtWNnTA0AYBZpB/l+By9mnBh/tkTzv4MxPuu0O3O0jrzI8dco8Yy0HEnWxBSanb4V07890V6MruxfdS+uAUIySGAPOwPOxOfFyW9TSLzuSN7XcLRg47dJyblc2odzgUp2VXBGnC6gQaxQONHJZFKOov3xxx/jhx9+iI8fPxZFtbAAjM596MtsNis1AbTHkYUXnR2WDVrEklL36Vg2XG7HfL58kMymnYvZisXicz0EIIojWl31a+fIbzt6v55pSvo8nU7LEbiMS3YGZueIJBy9E52aZTBbZgBsPfcaMfDLkbKv7QiSc+lxmJsUU/xmuvLYGxzlz2ThO/QvR/umfokqc3V4ZlA8dnb+tMPgys6RuUL/apE6+uHr2TYbNDrQ2rSYdXS7WU8AW+ubg0L0M6dnuLadvVljbI+PXc+nI0ZEo5aGFCRj7HZ7zGA485HhtJP5dloib5Olb4yPAcFL2Jgv2i/jqMCUO87ZkXmOiGuKZkWvLShHOjY2GPp1FDHnSiKWRzra+RnR0XZPisEDDIAdvtvvqGrTcnNzU+oKoBdpQ37qlB2gFZN5MXiJWBZYzmazuL6+jh9//LFE958+fYrz8/NHx+IizKnHtyYAgKurq/KgjeyoIh4XGWWWyEbb946IBsizDm5SqGPwIsYh4OAw/DgDFrAj4QxGcVbUQbAe2+3PNQ2mDTNY4DrogYv1mH9A3MPDQ3mEM4/TZYeFi5UM1jK974iNNeJDnAwqYYyIkjYpptgBTdaJ7Ohpq22a6Wj6xhx7i2muxchnG5i9csRtm2cgBZg3WOd1PmvAWKP+mRMHYLYF2WZku7BJwSHnoJI2O1J2dM28Os/Od+iTa2VYh7DC5PVN9ZNesB6wPrvdboPNYf0YdNjGEpgY7GcwmYNG+y7bPNaPbfpGIn47MjqeJyY7QDqXX/cAelJqYkTuRbIqt58lD4rPpSf6ch8NSrLyZyfuCTZVZ8O9Lgr7Grm+vi65eIyODZMdAVKLYDy3/hz0/sePH+Pf//3fi9G5vr5e6fSzPPcZcu7T6bQwMiwm03bZmblvGEv3OY8/TsYM0qbEbTU1HtFkjBBHXf4fVN9qLfPw0+m0PN4TdqfVasVwOCwOyLnMiM/r0McnZ7oTQ8iT+Gaz5cmNp6enZRsnZzhwHDDXtKG1/hm8mNXAcOPoAUPbKO5zNJhBJGs92yZH9BmAMr55p1Gu/8Hm2CY9PDyUo6R9ncw0eH3ivMyo+XPc2wyP+1ybnwxoHBU73bNJwY/c3d0VxpIxyfbJ6zevZTMjthHs5hmPx6UYmf5xWmU+eIrrWQ8ilo8xrwWGOQ1BkPrw8NA4jTCnWS01f0p/7Hexjxtx/EiO4h2V0SgroKN6X4MBXBXpc23TJ+QoTas811YKxTwoRq5GjJ4sG4JMlbrSPf+do51tRPw4ZopM+Mm5OvfXc+D8uKN//317e9vI43uuX0vs4Bh/ok9HLl7g2WC5TxH16mjnxjYpHk+ibcAZDsK1Fx5zjAWpECJxnudNPhyqcTAYRLvdLp8h4sSBsH44hx8jyBZMKurH43HZcTCbzeLi4iIuLy/jp59+Kt/v9/vlkbqOkFhnNmxeawbI/J8jL57uuOnivkz/Wpetf8yL02G2GdYtO8wMeOhvRJS5904JHsPsfDJzaCCUxzSDRT5Ta2+tENEpzgw07GQ8HpsUM1AwYjhLgkD6TQ0Tc+AqfsbATh89Q88BzrAwJycncXp62jg7hLWZx4Z0Xa/XK2mB0WjUaKMBpG0ya8BzkdN8tgHewWNQzT2cUltrjF8yIauMvCmo/DlHK2YJsqGuiY28He66DseRPrkVo79cOMh3Mq0c0aSPmLR8Frn3mNdydZuUyWQSw+HwEa1kw+GcqQ2XFcl0pxeN0x48fte0LY5jnb7WxoXxpMKfSBJlzxXGXiTZANpAWXe4t3Vg047fRtUP30FHIqJEu+iSozkAHXNIbQVnJpjqHwwGsb+/X1I+rdayEJPI0DoLa4CjpX6DXRmDwSDu7u7i6uoqPnz4UOpEyIFiJH26Ik+oJHrKVCyRKeCYa7Lb4+bmpuz62PRDehxdO9XBGqil8NCvmuO3Q15FixsAcm/rAcWUUMEAv5ubmxLx1mxmLXhypOw+O3CzHX7KHvtzm3b8NSAFEDUoYLzs+GgrfTZrAbBFx/2wql6vF8PhMI6Pj4sOezsf7chRP+/BtnFvQCv+IAdUrlHgxykj2o7dAPhnJtZ935jjZ+KNICOWyuS9jpneJHowakKRa0qb0wpGcXbSLpzK1/Cg5MIH3z/fN4MAL3BfzxR/jvSz8m5acPAGNyBcnIYfsEJfc9Sfz0PA6Tui6/f75do8KAbKLO8tz3QX+S0MGONHJDkcDlc+XIbFTN8QGywbuYgloPBnsyHcJDBzdS7j74IdHJ5Pb8M4GLhxOuLV1VV5Wl7Og3LEMacpmj5H18lb7u3tNZw+dD4G8ejoqDAMFxcXcX19HaPRqFHl3e/3482bNzEYDIrj52EmrgVwoWaNHYPupK2TySRGo1HjPIhNiLcTGjAyL7VUQ9YdG++Ixyd38rkcxbmOwd/d29srToe6EBw/a5HPPidm8vwav1+q9zlI2qRkNgYQ7GJZ2w/EwCQX7rGGYMPm83nRx8FgUJ5k6R1NzsU7fcv/Tn2wfmazWUwmkwaoc+CbgUsuznQ/aDvgJY+NfdwqUFiTFx/gk51iRryZwvd3aViO0mpUuK9jWt8TzqlinuBVzt9OjskyJWNQkCc499V9zmjLjt8TvWlhYTgP5/yc+5sNmheKK+4ZE5z+8fFxHB8fl35B/X/69Ck+fvwYV1dXcX5+HldXV+WeMCEYd+gxFJXz6e38vd2FcTU7g+GMeJx388I3+5LRMHPU6XQ2Wj2OEVgsFiVCh+pnzlzZbyNnis9OMW+ZtAH68OFDtFqt+PDhQ4n27fT7/X70+/1YLBYxGo3i4uKiRPsYrvv7+xgMBqUtXIO+YDQvLy/j6uqqPMbXzt+/iWABjvSX9+i3Uw3boPopqKRGBVBqXXtODPJr9o75YfwMAHiiZETzhEtvYcXorwIiFjOquR05mv8S512zlZuQzNqZKjcbhg+wbet0Oo8+R7qTNQQ72W63Czjt9Xoleuc92w8ArwNSdNY+iodseTdMTouaGXJgZF3gf/tUj48/72tQq/CcvLi4jxs7z27E64ZmRcvO/ympRaY+QIN7eYsYdHamQ9wWjD2DVWMa3G47iFy8ZzbCfXf7MrW3KcFJoMQ5CnHO0fl+v2+HirOEOj49PY2zs7M4OzuL4+Pj6HQ6MZ1Oi+P/4Ycf4uLiIk5PTx8VzJD/giUhb7a/v18cveeEhWpg5SKpzEbUkG7Oe9nxW596vV5cXFxsbF5oOwZnMpkUCh4DkaP92tPzfCokOs5Yenxvb2/jp59+atD2EVGimuPj4+LILy8v4/z8vNDIGEZACjQotQE15uj+/j4uLy8Lte9tihzIBACAQoUhYC5xeLAfOP1NA+acdqAt2JQcLSN57fM//fHrLkh9yj5hH21bkOeiOAc3jgyzDdhGpP4a4vWdUybMEQIAsO2IWPoPM54+EdLMNdd9eHgoB0fxUKrpdFoAgccZgBGxZCB94A7Pu6AvORWR05Nea1wzp5vM+EQ0jybm9XUB64sdPw3NEbAb4Mg6MwAoJ3/Xon0ERTUCzw+W8aBBjeUFS34TehFkz0TQHjs99zOj8lzFj7FYlWfZBtVv4GMlNTplvHJkzOv0HSRN0Rb0Lb/fvn0b/X6/OLDRaBTv3r2LP//5z/Hhw4e4vLwsVJfP18fBQQO7PoI+QPOCuhn3w8PDcsoefbPuMGdeIJlaNip+yZ7XrxEf8IHTtEECHDlNBjNAOgCjUss3813A03w+j9FoVJ6fcHd3F61WK3q9Xhkn7kvEPx6PG7RiRBQgYEfd6/UeFa2ZVconNvb7/cISoTuZKneUDaPhKGqT4hQi4MPtB3CtiuRtzN0fQKULuKyv+ZqMAXNYS5k+1YdaMXGmkbneU2P6kjTCJiWDe+aFdQ0rkvvmVI0L6Vh3ZiyY88ViUWpnyLvzGRf3MUcOYByIcC8KBvkN2+aturTX68fnADjd51SFHT++2ODOgdtz8sXPvaxR3/l9Gmgx3eFF9JxSOjpgX2XE4+JBR4eZBs4LFodDwUimYJAao2Gj4QMX/NpzwOY1hXzsdDotxV0GJLWUB5LTNzhklNVgBuUigiRXfHR0VBbHyclJY78q92NcWFC+7v39fVxfXzecN4CNtjn6j1gW+Lk/LHwDM4+B2Sjy7psU2uGxw5ED0hgL9M9POWQccmGP59e5ciL98XhcwIPXBNE6Wycd5Xv9mVkgHQOFiNNn77PHnWvng2tyUSM0u6MmKvoBOetGL18q6IMBcl7b9CnTqqvyqp4Xp92sdzgKpxdgbjJ7kFM61nXu5epwpxidAsIprgITZiq3kZp8SmrpO7fJwUx+3zpotqwW/DmtRmTvwBQdzbtWchrGoJm1523ONUbSbAZgxnVjBhP2Z7XAOvvCdeSLt/OZXlmVi2Byak4002U5Is3igTBd78XL94yaTKHZ8fk1qJmIZnEI9zUg8Hs2AHau+bSnbTh/FJ0f2vDw8NDY0QA1ZkfueXJhix3zdDotx806V0shF9QWLADXyk45RyhG5tDh3s+N5Lw96NxG0VF/RDQcv40mfXWUuinB4HiRGuk7p0g/vf8+O3yk1Wo18uX0zUWBOA3rI86Ue3CtiGYqj/89ts7HY+xW7eQAwDjyxJCa7TA9Sn4f0LItx29dzfrkdGB+n36ib7yXCxedA7YN8ppzEVmmeZmLWjDBNfM64z1HytjW7Nhtx3/uaB/JgDKnLPK4mnmyTTH764OyWq1WsZX5xFGPT2Y/WW8wBXmuvPbyWNoX1OaXmiYz0TnFmVkdruuxWUdeXNxXc/p2cLXI2AplJ+0o3M61llsjInDxi88Q90QZXfue2bA56uczzqfkgcwUuQ2EI4J8Gtc2HD+oFYdJ1E50Tu7LVDFKV6tpWCwWje/wGyVEKYn25/N5OcwCcJEPvnCFqh2Hq9Vt+P2MbLfNxXEYTtOqGANXk9u52/mxDXJTMh6Pi6GhjTkXSHsdvTy3gPf29hpb53I9jAExRXeOJFyshEOPWDoy9NpP+otYnjrnRxo/tY3TtQPdbrexvgx+MMQUjMIYbVJypLy3t3xMtyn/WlTPXOWUoGlkG2QzIa6xcQEaQC1H5jCdnlO+i9DuDFy4HnPvKJm+bJOZXEfoh+2UfURENPSXPmSK3w4zBwmMoxmnGuM8m81KMGIQTbouz5N/Z+E7/E17mR8cP+3Ma4Sx4R65vS9Jj3011e/BzJS//3aD7PgdXWaHkgUj4oeH5Gd6r6L2/bdzot4KYkrUVLMdT+5L7ntWLHI3mxa2/RwcHMR0Oo1+v1/un88wQDjdL2JZ52AjRe2E81M+4/76+jp++umnQvnP5/NG1b6BFEYKx0MBGzl9ttnQD5y/nwIHoOI6FAAyd66zAOgxBggOmAU9Ho836vjZi25K1/v5GQ9kHcS+t7dXcu88cMr0JAf5QDX6aNiIKOOKoWFuPX58tt1uN7Y45TWEgV3VbubJYIbv215wHRdged42IQbo/sFReO3mQMBONDMCBgV81/RzjrgNBLCJ2cnn6zlyr7GQDkQYY4ObDFgsP3fkj91w7ZUdvx2k/ZDrT2zPbItd84O92tvbe/ZpkFzLKbC1o+tO8zRX5ts/tNfAswYuI1YH1ejYWm1a61NpAEBaboTRbh4QlBnJ6JS/PVlP3d/OhFOQMqLLPzgC03BmCnJfnkNv/rzvYYXkXttw/NBMVEWfnJw82j8NW5K/lyN7b+vC8PPQF4z8/f19XFxclMr8Xq9XfnD8zk97UdLO0WgUV1dXcXl5WbbY8AAgFqLz25ywZWrPxtELnH4bPTM3BhibfiwvbSaqxvC4kO6lRpYonpw79KLrS9ielCPn/Dc/RPIAaRe78T5tNWDn96p1W2Nrct2FUwdmHLYR8XuNmkWirXb8/GRqldfskJ2+ycCgNkbZUdlh+xoR0bB/Ec2dSE558j/tpw2MbS60zDR6TbbBDKBTEfHIITo4zIxzRDPN4XkkeHFhcbvdLmeftFqtYnOe8z8vWa8OMg3IamDZftFBmoPY7M/8WYPDZ9u1dg+ieVRkbmT+XKaUEC+GWkOt0E8Ji8WLzM6XiXWEYsPjvnBfKxUOpzFYioJqwMJOH1rINOwmhSiaYjsiJpyhaUuUpt1uNwromDMOdqEiHIPsA15YmFx3MBjE6elpHB8fNyLR7PhhCkajUXn4y6dPnwqt//Dw0HhCmxEv77v9mckhxeHUDnOGXgI8yMVtUvwQHpgG/q6lk156baJkAIaj5FXO004cfUBfcfx2JvyNc/RJYgbuBvj+rlMxdrYG3zgzWAu+u0nBThwcHDSKq9wP2lLTk2z7sGl8NkfeZjazYc+/HcUhtp2mf7OdzXSwgQXvG1gYkOTfblcOlDYlNTBpHbOjow9mquwoHeXDEPtUSewktsP1JV+6Lj2+Lgg0iPZWXebGviNfL9s6gx375I04flAiym3FN0qLaObDPRG8ZudqCsu017qS8+44eQbbEQYDZnrVVEvePkFfTL+sYhVsaG3ktrFgSIO0Wq2iVOSWMXARy0d0Miam++k3RXZEw4wNtHV2HCykt2/fxsnJSdn6x9hybT9Y5urqqvxcXl42tqsBMkg3OKJn4ZumzZW3LlC0fsFUkFbY1vkKjDXjnx3/SxftbDZrHGdrkJoBUWalYKLyzhhXRddSWvP5vLBAHNHMeQAIa85gkVSCn3bmY4OZIx8cZQC9SWEsWKMGTnYwNVqf79PGTLvW7uWAhD5n55aBhAsw85yuctJOq5kdy2mEVY7ftDLXMbO26TQA9/KaoN28nj+bC6pZ/y7o82/WJPaCE0mvr6/j/Py8PK/iJX11UAUQgQH1a8y9n95oPxnx+HyHvK7ta/BfG3P85MBtZHLjkIx+/d5ThS7PNT7TZ3khZpRnR2AkaYfgIgsXnyEgS6hy7pFrB/Kk1yi7TYkfAGOnaSdjloOiP9oJCvWZ7aPRqBHpm0a0QeK+nz59Kge2cG1YB1ftX19fl5TE9fV13NzcNLarOE1ABGjE7Lk1qjaSp1/OFxKx+sjOTYsfMpJZJwPLdU5mQ2azz09FdB9ssK3/GEQXqS0WizJWBuERUebZKSD+Zo+989UOBmxY+Rz7+UkHkU5gSyfXN+Dzjo1NiqOsiMeFkRnQm3JGzBCgb+ifUxkWxpffNvy5fXZ8/p2v7aDK7TRYzq/X+txqtRpgLqKZQquxuK8ttXm346ONpvGdOrKdcN2Kgz9H3/YZ/N9qtRr6vk6bs78hDepzOpg/dlsBpu28VzGBOeKPePyY+3XXzBdVz2SnjiOFNsbA+DUrDNEfjr/mxHNn6ZD3YELboswu+ONEOI5/zbQYlDaDZ0qa943ijcqtMG6bAcE2DJeFLXScse6qVyPFbARoq7dW4VBd0erFkaMK5vjTp0+NHDGLMiIalLSLuBhzrpWNFWOOY8d5eEcHC9yHBbE4aF/EsgDSKYRNi/UcQANLEdHM66Gn6LLXTQ2MOh9pHTw4OCgOttPpxJs3b8rZDjAdnEvO3BCl43g5uY/6AQ4F8vrwWrJRYq4iPh9gxPMXBoNBOTLYBw4ZSBAJMYeblEyxouM50uZ3ZiFyoGOnz9kMCHNrkOXrrxNd5kAiO4ns5GuCXbOTyH2spRBYT9sAy6vEdswOG8eP+DMOAtDxXMBt/xURxYHj9Nd1/BlAOECprW2+R2CQdz3lueS7fN9On+9szPGjDFkJavk+D5pfx8k8pew5kubenkiU11GPDzQh2oyob9fwQEM1m6HwvY3oV1Gpfq9mKDYpNzc3JWflfdJEgLV2MJ4uNmu3240Ke3ZYeHHk9AzjyslVHgMrqSObVQsqGy0K2Y6Pj0sKAcfv/esgbNdzeO4jluDDtPKmhWh+Op022CqcAwfsuAaA6MFAbTabFWow54b5u9VqlWcq8PCcw8PD8jeOn611GKSIKAVu7LS4vr4uRZYGbHnO7PCy0wOIu/bDjzA1gwgblFNsmxYzgbQ/My95LRssuF4oBwJ8139nxtFOPBv5Whv4bAaC1pXnJOtNvk9mD2wLtzEnOT3n39m+et74HPNCYZ3H0oWB+ewWB6sv7afZFI8XusSYGoQQxGID8B+58NfgOuthZozWZZdf/FjenE/nhu4kDXNuyQO0zuBiyDHiRrWZBeC6jtJpL22yQXH7iMj8zHcUx23JEX9e0J5w003bcvyj0ag8GAVa3QjT9JBBGKiU8YP+bbfb5fnUOEvGysUvnsMczXyNAEh4Yt+7d+9iOByWpwHiOLIRtOO3ntK+56p2NyE4bbMQtHU+nzdOkIQZIC+ILBaLknp5atsR1fmDwSDOzs7KcxZ4EBJzmAE0BpLoniiEKL9We5OBNuyLi6iOjo7K/XlyoIEZzJsfMfzSmocvFaJ7tlhCv+c+5h/rlR0/7xNI5PVv0Av4fMphZ9thXXdqLNuidcYtM2s1sGJn6+Bh0/PiOhPfyzYWydS325sDQDNaZgEzw2EGuBYgmHWpjb3B+nw+L2ysGSXXIfFZ1zJht+1znde3H635tufkRY7fOQiLaX8PgBWUxq6iovIA5sI4FpeRVUZAnjS+x28X0/CaaRIAilFTVjquV3P8OR+YlXHTcn19HfP5PPr9fjHuODkXL+U0BopImzmJ7/T0tIAHjtO9uLiI8/Pz8mAXH4uZ5xixAc9GKn/WC7vb7cbp6Wmcnp7GyclJnJ2dxXA4fHRGt9uAXuZ8tg1uRHMON23EuIcPAMlA0bUh9K/b7TYAjCnxpwpgM21uehkw5UOvshNCJzBItSJcGzHODOA1mBg/kIcfVzczLwBJ79/HKG96x4XbQtqJeXAQY+ecmU6vd1OuLn62XYpYpsfs+FfNp5k1O5Ostzk4yd9Hngqc7GwzvfwSRuFrhQg422Pa479zMMN8ADwdCPj61PnAZtbSugZXjAv38q4xz5/nHqDB/zBg8/n80eN/uY4DR9YcepWBAnbeAetGHP9TFFHN8TtSyHSFheg+U6G1+zBALAAKkIzGGTDn263omT4yBWdFz5+poTy3i+9lRdvGYiGK8xnpGGwULmIZldtY8T4R53A4LJ/hKWrX19dl+93Hjx/j4uKicbQufXQKh0iX//MxpiwMxhRqjvMAeCIgND9RMEaU+7MAMaQI0Vc2rHl+NimALcag1+s19MuGw9QlBXA4IecbF4vPOyyys1gsPj/g5/LyMubzeYzH4zg5OYnr6+tC7bsAstVaFl2yPlhXzGu73S61EwZWRPOHh4ePXqf9w+EwhsNhmTs/hZE+e5eAwSR9XecRo18qNr6ADtJeDgRykMGc5YjZPwZPBmI1YLxKfG2nBLJgj2oso6NW9CsHTL5Xto3oI/fO7MAmJDN1tMe1QLSNfhmMopteezhijh6nZqUWKedghB0w6AX3cQBpfXZdG/4PncBGWa8zeOG7/u1gx7sCHHSZjXpOXrydLyMjbubCAi/sHE1n50tOMOehjXRyhMT7HhwmgHuBhJx/pE3ZqTt3ZTqlxizUUDF9XhXpbzpyoT0Ur6GgpoGooHb/+NvVqCjxwcFB9Pv9ODk5ib29veIgOFJ3PB4/emY8uwIw4ORtoaZdnc+4eMueHf/R0VFx+BQbRizPsoeCZlHnyNnXJ40DoNx00Zgl1zUAdKyLOBIMCnORC+C8Beny8rI8USwDcmotiKZ5XLOPurbjn06nZS87beK+PKDn7u4urq+vIyJKGwATGBteowiTQj7SMzaUNsL8oCu0ebFYxJs3bzY2N97tQIrMRV+O3gCWq5ylnTM65j5zoqbtkgOkzIpl+2K7Z+O+KoLn75wvtw3zvey8XCjmor5V1PcmxA7ZAV5trFcxFO6/59QMcQY6WTyPBEoeb9/bqW/7Itrlexrs813PmefJ/gqbngvjeX8jjj879pyLyTc29eXG+Xp2zLyWnbl/Z+SbB9/IcD6fNxy+ae5MXZlicT/dpvx6Fuf4bexfK+/9nOBsMS4uoPMeV3JHCMpt2rLf75eIG8dLROgKfRwHzwkAFHAcLg7aCzZHJLAzpqL9KF3Pn7f4RTT1CeYIY+5CTUdiL6HEvlasY1DbEc08HjrMPNBm96nV+ly4x7ycnp6W/cYuvHNxHeMLI8P2O4CeAXLEEqQwF+jDYDCIxWJRdgEQ0fO4Xm8dBWCcnJyUmgwDe8ad9BEFhJPJpDh8CgpbrdZGHT+pB+oZHJGjZ87/WrItyQ7YxY0AKR5mFRENAMz1s520k8jpyeywcvvs0O2MeK8GMJzK5Z5mWDP1vUnJY+/UCeMObV7zPU6P8ZsAxazsOkFZDmqx7wYVjItrnzILbpsMkLcOrUrh2N9GRENXa+O2jnwV1Q/tQccyhcVPTez0ayyCf6yM/qEdjvyt5Bh/2mknX6OJMlVWo05qFH5GdR4DjOs2BGRMoZLbhFOBzjedWSuWcY0FJ7qRv53P5yU6I/pmPz653fF4HL1erxFtZwBkfcHZe69tzlV77q1fBhVEtCxq6GL6k7dhrrtQXkugAVnogDBASd7ak50+DnQ2m5W0y9XVVUwmk3Jyo2s6MojiPhhN7u1UD5/B0UdEeRATc9Xv9+P4+DiOjo4a5yJgkGFruK5rGyKWD0gajUbl4UwwAFxv0+kYtv2yVkhLMfY1h5Jfw4lEPLYlEcszQLyWGCPmgc/m4lhvNcvAOzsY1yR4TdhR19iBHEDZ+fgz3NPR9qYk9yHi8WmFXu9mz/isbbN3kXnXDEDMACOzKQDmnGbIPsm+yt93e8wEUHOD7bXjX2WTPA9fyyJ/1VMwcn6EAcjRZk28GLxIrHhOEfCaUbkV1DQJbeE+nOef0ZqBh50BvxloXy+jMv9vZ+TodFuOnzZQ2Ae4QshVQTlz8pqVjoWEYYbmN108n8/LATI8Tc2nXWHA/XhK9MFK60ip2+0Wmpi59LZEz81stnxYk6k3HAwGlkXvM+iz4/+5xAaAYlQXAbleBDADdU5fbm9v48OHD/Hhw4c4Pz9vGChSJkQVrq9g1wC6gtF0ZEVhlIEErw8Gg7I9r91ux9XVVXn+OHnywWBQnBpzjPP3NlGe12CafxsnKkZE2f1An2EavKYNwiIeFyjjjLzODKiINDMgcAEywMGMIdfxvQ0ynEKy8/EaczBVC6joD/IUyDFNvg3Hn9kIxsPCmmH8PR+sA68xF/dSL2TK3KyG2+H5eIpp8fzWglDWk8d+Pl/u6rG/cbEokoO6r5EvyvFn+rWmTDXaAjHyzANhuqm2ZYzPrStGjjb0RDW8l4tezGT4WqZ4rCxu8/39fZnM2Wy28QfBWLjfZDJp0Ej0kygOYwSKd//m83k5tWoymTSKe7gHEf54PI6rq6v4+PFjKZhhLzhGlPubjnZagSpw8vk5somIRgoAMAITgEOieM2Oqt/vR0SU4jEiyZ/T8TMvBpfOq5qdYnue0y/Hx8fR7XYjIuLdu3dxcXER19fXjYOJGBO2anrbJjrs+gwckbfnPTw8NIryqOKnQh/jBLAaj8cxm80enYAWsVxHpInQH8AderPNMxbY/sr9er1eAcOwLQZgTpusirYjmmlJs55OXfE/LJe3D3s3h20LQAFg7SDIa9P3t+T/cyRas6s5TZDBwSZkFe2dhQDG++Azs+gdMC72dgCUA8wMisyGOGjx/PA5GDyvadfnuJ4KUI0vYg26Dab0AcuvkTp+8ZG9dCwrQ8QyF/LchNXoMDsG52Zeg4o1FYRjdyTjCYh4fC60J8IFczmKdUU9E0R0ui2ZzWbF6aI0BjTu897eXjF0mYqCzqe/Nsw23Gzzu7y8jNFo1NiaxWNhI5ppE8bbxWZE/DAKdoSkGigU89P/FovlIUR8v7arApDyS4j6bTzMUKFDEUuK+OjoqIwBBxmdnZ2VaPv4+DjevXtXxtt0LPl+dAAdx+H7fAYidXLy7Xa70JHoDJX6bDWEzWKsKQikP8hisSgGjWc15EcxA5hrVOmmhIgfxzocDssa9mmVuTrcwuu2fQ6GmNfsUAzyakDYNUisB64JeHoq12+2z/c28DDDageGOLjbpjxFd1tYLy4aZhdMZl9JC+B0+b5rOVaxH5mFcQCYtzOzpgEG6IzPFWCu85Z11pTbUwOZrzEfL3b8LIJavtbKv2rirOCOenCi+XuO1DN1tY7U2IWsBD6AhL5ELIsDURxe47epODt8P5AFp7ktAWiQ13KuH2MA5WrltIEh1+n8PYaa6Iy8LFRtfpSu85BZbOCIePyAHacHKBjrdruN6BTmwmfRAxDM3uBw/IAYg75N08puA1FGDYgiZrn29/cbVeD5saIAAs5uoGrcoIdCP7NaMB/5DATGD/DlNu7t7ZWtec5LOxI2OHZdBu2njegK1LrPG8hU8yYFpoJ7Hx8fF/3GkaCjRGNsmaV99NHUOuNmm+G1kO1XZhrtaHwfPmvWcdVYZZvp7yKen5qDx57/Uh0/gIVdKThdg0+cMMC13+83Cl+9iyMzOF43Bgvcl/Wc8/Mwes7fu4jX84EADiLiEXChXe7b18qLHD9501U564xUslixQTsolhFXziM5v+t0wHPsglMTrieg2jYXPjGBiCfA1/MEe3sFOUoM/d7eXtzd3cV4PH7JMH+VuE0YdsR5pogoxtiFcCg+rAHO/fLysgAKKq9Ho1F54A6RvunHHB056ohY7vqAMnaO2m2hrYyxjTJz6V0Bnnd0Fsefc9abFu8+QNdrBsLpDV73KYlus9kx+gvYdJRJtJH3DLs6m7XhlIz1Ju+7p97CjAnAjb5hH3IREpGqn/6I7rxGwdJLBQA1n38++ArQDNAFnFIjVCtGdiAQUQcrT1HpvM97zNvXigOxiGbe3ONsx5/b95Qd36S8BPARuJC6tO/IPmV/f7+co5EDN7NvOWCpsSpmcjxO2Vf4um6TUwD89m6rzCy8JgMe8ULHTx7CHczyHCIx3Zzzf5mSNs2e6RZ/rzYgGFS+56jeNLMrvS1MVl4UuTiHqJ5IwZE0VDr7n7clOIZ8vjpgxGfzuyLZY24jnffhOy/Jti6odFgGF9SY+rTxNAAz4xIRZTEvFosGSDTw4/uZQvNTB/mZTCaNx2O6CGfTkussTOfRbvpn6pFxZBxwyuR3qSXxMwtcuMmTFnM7qL1ATCUDqjCG3g1xd3dXivZcLAh4w0lGNJ/k2W63G3v2YRwAlhQGbmMuLF77gCPYLEAB4ApKmZ9cZFyL5Owo8mubFus+685Bi9vzkkgyM1SbknVSxgiAjba5sDdiWRQJS+Yg0g4am4IdshM2O2AWJPumPO4Ry7MGcmrGzt/f5Z7+Oxf6fa282PF/7cQz6EagEc3DgWrRmKkzrmNHUaO67PjzVq68dSwiHkVUrVarUfyBuPoaWhRjS/9QEgzwNgUHwf76XIBEvwECtBkD4Nw3jrff7zecJvdwlMe9cgrEhsV1IpkSdVQJbW007IM0WMhmcgAm+cloEdF4JCyOcpuOJhftuL/O7SE4TWh0ABjnIhApWMfn8+YRuE6/MJ7odh53HLRzoC5GolKfvfv56Yg2SsyvqX9SRpztQNrGRZrbFm9TZfzH43Hpp59TwHn+BkO5sCsiHs0xYrtZo+EzePD3nqL0V0lOHZjedhu/hD7eNkBbJR5zCvzMImOnswM3ywFQ9jzaPuT55G8D9pwmWZUWdlvQK66Bz6iBg0z7v4a8+ACf/POShmQklGmYiMeROp8zYPDnahQ94mu4qC1HMpkCBwm6fY6cjNZM0WEYMguwTaqf9pl6J2/vojI7SueQoP4tOAQqvHHAjJtzvl50Ecuz9DEwRq8+mpXx8iFEfmwvIIF5oj1egH7PhWYR8ajifxWN+dri9BRzY3HElRG9gRCRMdQ9EaqBGKkQnq53cXFRtsoRVTPmriJ3W33cKcWUbCOkTXd3d4+O7M1pDBspIntH+/m40Z/DmfjxxYyzny1AW30+AmmVnHN1AOP6pRpLiS1zsMM1anbMY5OdQNZj26wc/Dx1nefEjnDTc5UDgdr76LydK/NkHTTLgY3h2q4lyv3Cp6wCcbkdgHDEbXPBrcc8s26r5gPdXCfiXzcof/E+fistjXoJCrWDyK87B2/63VFoXjTPFU7kSbLzdwTJezZaXty8F7FUGkdlzs1xLXKZ0+n0pcP8VTKfz4uhxZlC+zsH5YrliCb1yXUiojh3Ku/9AAwK76ioz6DB9Q+ZvqZdjlLJ/XpnAOAhAxanb9ALolRoWhaLGZ6I1YcuvbZQR2GDY2FROxrwewDKyWQSV1dXERHl+QlOfxA9M5bQ6myxpBYDfbCB9PrDoVM8CRjwzhXEjstpGK8Nb98z+MiPGP45hAN86B9pq9PT06KDFCA6MkP/vMOHccw2ymPDZ1xn4pqBmg5EPN4T7hSaf/isQcgqUJEDl+fkSwK9LxXabXDjdpg1jFimZdFPxtnMWK12ogZSPU41G5H9CZ/znJtBw3c53Vn7fm0uPec/a47fYgO6LmJcxRjY8DjnlqN5opTs8DOtW6PLnG/xj7dUoCyZvsvihW66krGw48fQblPm83mJ+jhIx8YiYnmSn6vvDQa4Dp813Q4IgG73I1dZtN7u5epxaDmcFOf6TyaTxm6DHClFRMM5efuOI34XbXIv+pDBKt/fpBgk1oQ1kA0+38ORc15CxJKe5Qx8f4drMiaHh4elFoDnNWSDUstRMtc+yrm2Hoi0uL9BiFkvH/LDewCRn4s69oOQ5vN5HBwclC19gKeLi4vGOLjCn10X2AI7/1pEH1E/GdPBR00Y06dYtMwC+LuZHXgpbZzX5DbAMo7SbBn3ZtzMovEDbU/qMiIaNtrXygGO2dscoLKe+EyuE8KOZOYTO+N1bgDJ/WpjmgHfc/P1knl5keM38siDtq4YWRkFRyyNTs7H2xjVEFNeXLUBygvSi4/Iic/l9jpyzOieoh8fTUt7iGpe48CFl8psNiuR3vX1dZydnTUcA302YLGDdxrF484iMlBiDCKWCwLjYqdPhOFIibY6SvGCQnK0z0LDubEH3ekI5oLxf84Jb0KysbFYp2u5VpgRtsBBMTNn6K53NywWn8/Up+/s/4e6hgkwq8VYtlqtcqgNT9Yzw5NZNubZeVOu6Ry+K+V9UhoV/duu5kfQFcafMQOwXl5els/c3t427AUGnJSLc+dPsZo5FRDRPGfEQNSOD13BKdnRGHBlUJfFjn8dcTCwCpi8tri4LjMNBiFmGFdVvpsJcw2AC+5q7LVZZhce207lugkDQNeAGKTUbGpm3phL+0jkOdZlI1S/KTw77OckR3C1DmVUk/NT/M7oOaPCWrs8gZmG828vBq6ZUbSjs3a7XfL6boONx6oFuGlZLD4fWnN+fh7n5+fx7t27R8gdZ8H/pnExakTMoGlHdOx3pgraKRMWlvfJ8n1HKyxKP+nPh7o4mjF4Q/b29oqzonDPz5v3YkJ/XZ276ehlFZ3qeci6hzA+4/G4YWTm83mJ4G0Eif69+4KnzjGuk8kkxuPxozXIOFHMx5gCqnzOQt5a6MgTvfcTGwEvPs3RrICN3mvSmc8J/XQAwYFJk8mkPGgI1sx9or+ALSLMbNMQG3kDJesAjonPmf7HseWAyXbVTtD2NOv4S4I17KafkLnp+bGzz8FULRDMUbHbZ3bRQaWdtCN9iwGP75drywy0Vtn6mn/JIMxznV9n/btIm8/nMVtHXuz43bk8yE9Jjb41PQbyWoVyULqMvCwMVqal/LcBRM6xuH92EI5q6Dsozg4NxfJ1DRS2KYvF5wrli4uLuLi4iMlk0ogWGEccP8g0ommEKFR05NpqtRrnsDsn5+/nKNBV5TmPxfXJCftcao+vIyYf/IMR51GxpuXQr7xVDoOy6Xmw1HJ7T+kIlHhE8/njpDMyC0K6BGfv/KbrKbKx5Dq0z6cq5poKz7mvj77j0L2tkJy5CwytT4wTNC8M1CbFhX04XNYDj6Q+OTkpJ1JSl+IHHGGkbdtqrGEOampG2gY+fy6DNF+b+/qHAC3f56VO2/oF07FpxgzbUYv0nRoxQ5zpfQR99NZg5s/ryZ/P8/fUvR1U0AYXrdImgxLWDcI8tVqtBmvjNWFw4uu4jS8JYl7s+G2wX5on4iczBu4IDhUnZQedDWbE0lB4sO2AVrUD8bXID5me9g99po2+1mw2KznzGj21bVksPlf2X11dNc7Qt/IbwDlnlal+xtfGzpEJ80UklBE745O3RmYHwvW8b91gDqdG+xydUmDoyNTRVWYPagBzGwKgYjwcsdRkPp+X4lDXuHg7HfNp50+knsdxPp83IlbWTc4x51oYg0G3NzM4tNltt+P3w5uc26Sd3o61aVAGQ8R5Fn6eQbfbjeFwGKenp8XxA5wApF4H6HE+/IW+1SKzrIcZiPqztjW11GYtePEY1iLc58TOjvF5Kqp9LcHR+Zx6bIUZp4goqSoDxgyiZ7NZsX28x9+Zdqffjuzz2NeACWIbiXit5DWCcH3XXLktDqzydfm7BlpWyYtz/EzAU9sLvJjdsExF5dyKjXptC4TFCMhG3QvHKNDblzLzYOfkxe1qeN8DA2X0m8cExXR0vW0h4mJnAXu69/Y+V+PjYBnnXPtgA+Px4EE3LE7Gy0WEiKNrH+hiui6ncWzoeD87ffZge095r9drPP89RzzWo0yzbUPc/pdEYYvFZ/r8+vq6fNbnF2AQbahsDD3ejirsIGpg1ewEQu7SzBiOP0eoLu7D6aOD3D87MADbNvb2w5igT4BJ9u33er04OzsrwBldd1BgFs3Gm/7YKdvmWf9qIDQb8TyHeb3wU8tzIzW7/JTk/L4j302K/UJ+HR03oxexDABrOuMo2eNtAOHxzXYQ35HZ49r4+3/XhWU2xsy1bZIjftbfqvmq2ZCNOP5s0FeJnYmjb1ODtYGysfEkGPHUlMJGzAvQho/PcWiCEZQNFZSeD6CxEWJCs6JBH+UK/ozOtym01RQv+fOIKIcPRXxWGBcxZaPP2JAnjoiS52fLkx+j67l1NGj6CqXOFc4sbBx6t9t9tBiJcH3AjIGA2+75z/TyttMwOOU8Hs/JfD4vB8oYgOfUF9Sno7Wc3sk0tb/rMXHRa0TzKFO+jw5ELB2pGTNXyHN4j8c893+ba8VGnBy2GRS29w2Hw0bUn+lY0/vZ2Rv4+rOOTldF4X7N96jRus8xWKu+68gyfz8DcT7nnSSbkFXRqwEP9ol2M3er0hCZ6ZrP54/qYmp1BEgtaOXeTq24Bg7bx7pZBcoA9lnMuD4F6L5EXuT4My31nGR6i9dqRs+UMoPs7xC129BlqsXKy9+ZVvNkmi7CyeP0aUsuQOJ6dmY2qJn+W3esNiU4foAM0Reo0wUruUKc6niMtYvE8v5sIjsfzJJ/ckRpY+JteETzEUtnAqVvep//obYpSPO45znmfj+H049osmY1+u4pwUBQ7Ef+3c7F9wEY+fsIbTDgzsVSud3ovNkfnDkAg3WTzxMYj8dl58tTAgvgoGFTkvPp9NOOBN3q9XoxGAwaD75iDqGRF4tFqRGosYS2PwYC64rB9DqSgw7PN312MOfoMtu6PF6bFNroAlLaZCBrHfZ6X1VQ64jaAagDRfSOdeBCYNrAZ70dz4Gi68HMDGVW2uzYfD5vAPUcsBpAvIZ8cVX/c1JroBeBB9PSarUauR2u5UgjTwKfMbtQo1Dy/Vwpacra1L+PpbXBXgWC+Gyuev65BMfPmBI5Xl9fR7fbjVar1UDwOF+cKAfquLBrPp+XQi3/sC/7qSimJnY2bg8LwY4eMGKg4GpzFyt6gVtvzQZsE5TV9CWD13WugcP141ttxBaLz1Q5hWswO9Z/s281VsqREeuHMfQuDCr1vbUKEMgRvezff24d0A/6sOno3+DLNsWpD9gnHklsh571iLGEhrZRN/0f8bKDz760b7ZVBlOe78zIGoh4TEyzb4OVwcnX6qk8NxFL5pLxJ71bE68VAymCHuYrM4Y1lgWWgLnEuTuFhm9xwLsKYKM7tAkAaQBSG6cv0aONOX5LDdlmBGxn6wid9xzJW/kygubvGhWWqStHKNCTFFyRs3f0GtGkqN3uLCgO1/i5hP65YI594RFRtuEhFMd1u91C4/KAG65Te154RrUvFRuXXKnvc/ah9fPjfNmPbXAWEY28LLpVK9rZljg6x7C99AS7+fxz0dxoNCogyVXcs9nnffRs5cuPKmYd2VhyGA3v5/k0XcnWNm/Rs03wSYEU9mUwv0p8nW1EmDXblGsPYKR6vV7pt9e/QaavQS2H18k2GEDT4Nnx02ezbf5dY1G5jlOAm7ZpdvwGYrSfz/izOE77klUCg8l6ceFirbYl4nGxeO2UUzt+Bx0GWP6d2SWnqjND8Zp6s5bjr6HU2sA8d40cMSOZ8vDruRgmHyRhB54VwvfOecU8uLlYB4Uwa1ADKr4m93HlK7Snx/E1xX1epayLxaKxner6+rqwGX4+NdGk80ksAm/pyoUvfAZ0/lKpOXuOAPapaV4U3IexpvjNxXM+OAYH5foGEL7H8bUk05N+DUMGiPmSMYN1mUwmJa9OpEIaxoDJB5fYKaHHLmCirXn7o/P3gEL0yidU5gfy1JiWdcZt03PDgUIAL8aGvpnFymANQ80BSaaO7ajy7pfMRL62YAey4/d7/J2BIOJ0FNdwSjCP42tJ9gm2KW5LZi329paPF/fjqddpo3ek1BiwvI4NpEiXZmCXUzxm42g/94lYRvq1FLf1xQGnxykDtXX6vZbj5yEzv/3tb9f5+FalRqXXOv2U0cHxfI2Mx+NnH8YzHo9jOBx+1X1q14yI+OMf/7jyM4vFIv7hH/4h/uEf/uFV741QTf9agkOJiPjzn//8ate15Da/9tysMy/Iu3fvvvp+i8UiLi8v4/Ly8quv9dry7t27r+rjpubmv/7X//pq10QABdSo/L8kAD5kU/Py5s2bF3/XD5L6zyzZnxEMnZ2dveg6z81Na7EGbJvP5/Hjjz9Gv9/fOjX6/4IsFp8P0/nmm29ezJQ8J7u5+TrZ1Nzs5uXrZTc3v0zZzcsvV9adm7Uc/052spOd7GQnO/l/Q7bz1IWd7GQnO9nJTnbyi5Cd49/JTnayk53s5FckO8e/k53sZCc72cmvSHaOfyc72clOdrKTX5HsHP9OdrKTnexkJ78i2Tn+nexkJzvZyU5+RbJz/DvZyU52spOd/Ipk5/h3spOd7GQnO/kVyc7x72QnO9nJTnbyK5Kd49/JTnayk53s5FckO8e/k53sZCc72cmvSHaOfyc72clOdrKTX5Gs9Vje3VOTvk52T+f75cruSWO/XNnNzS9TdvPyy5V152Ytx//jjz/G3/3d371a436t8vd///fx3Xffveo1d3PzOvLac7Obl9eT3dz8MmU3L79ceW5u1nL8/X4/IiL+23/7b/Ff/st/id///vcxGAyi3W7H9fV1fPr0KT5+/BgfP36Mi4uLGI1GMZlMYjKZxP39fdzd3cVsNovFYhGz2Szm83ksFototVrRbrej3W5XEV6r1SqvLxaLWCwWMZ/PG//zt6+F8D/X57d/2u127O3tRafTKb/92U6n03hvf38/9vb24vDwMA4ODuLg4CCOjo7i4OAg+v1+dDqdeHh4iNFoFP/xH/8R//Iv/xL/+3//74JkX1u45r/+67/G/f19fM1Tlum3xWPqufD/Hk/miDnJr/n6eS48p74PMp/Py3X82awj60i73Y5erxfdbjdOTk5efW643j/+4z9+1ZxsQrzWvDYQj2On02mso/zjNcNnWS/WD+bu4eGh3GM2m8XDw0NMp9OYTCZxe3tb7ATf++Mf//izzg1rnHVv8RjYVvl/xtfjERHx8PAQi8UiHh4eik7PZrOIiLJesHX8PZ/Py5jd39+X9y2vqWuHh4dxeHgYERGz2Sym02lp4ybn5U9/+lPpX21No2u9Xi+Ojo7i8PCw6F5ENMaTMfPv7Du4ZkQ0fET+jO1gfp/rew5t93yd/Lfv77n/krlcd82s5fhp1MnJSbx79y7evn0b/X4/7u/v4/7+viwKBn9vby/29vZif3+/4axns1lZLDgGFlONlshggO/b8PPjRcZ3PYk1A2fHX/tsBgj8BgAcHBw0AAA/Dw8P8fDwEN1ut4CCWn9eQ6yw7XY77u/v1/6u++nx8P+MTURUFTg7/1ULivd8j1UAwtfIi6W2aLluRDwyhhmsuO8sVn/utSQv5C/5LvJaxjxfN+t5/hzzjw5kh5/f528bYcTO8OHhoYABr0GDRNpXa/drjcNzc5N1dpXjrwUWdvSMR9ZFxoF71UCxAXQeh+wcvD4cIPn9VWNR+wzO08CNOat992uF6+GgDX7y57JTtbC283jy2845673nwePv9/Nc5M9kQLDKjvn/3P6IaHz3JQGN+7tK1nL8SL/fj8FgEIeHh9Futwv6BLXWJsyReG0ysvNZ1UEWE4PpCDE7Iv53G/JredETjdJG2mWkzcJvtVpxf38fnU6n8X5WRIxgp/OiYf4i6XQ6ZZE+pSQ1p14zOPxtI15zyNkIPOX4uRcRog1JzQDxmVXKvwo1WwCK+fNEWy8BSq8leY5qgMuGnzH4miigZrRytFoDgXbo2Ul7PvNnrVPMM6/t7e0V4+s2/hLF/aoB5ezoMzCKiLL+sR/MIesVu2bwgz2JaEb87XY79vf3S3RpfbCeZHaM+65iyyxee3b025LngHJeLxHx6H8+58+vCijydVfZjHy9vEb39vYejflTc+Dr5/fzXH7N+q/Jix1/v98vimennx2/Ox2xNDJE7RHxyNiscuDZENoRZQMCILFYeT2QdvQ2gGYhbNRwrvTTEQ99495cc39/fyuO38r4nON3hGKDxvteQLy/atF47hzFrYpWGEffKxtTxGOdKbQaal5loGi/9RGju7+/v87wvppYv1gnMGY5AkfPGYP7+/uqwV91n4im4+L1/F7+8f39U6P9c8QPWOR+tN12IiKKo4Pyfi2D9tqS10vNwWQ6P6c6DAoiPs87QQN995jbifD5TP9mfa7Z4Pz9/Fk7WAdSCPZ1Vb83JasoftppnVsFXPwbMRitBQ2ew6cAkttQ8yurfrjvU0DMc2NGjPlmvXytvMgjDYfD6Ha7ZcHygzEignL0WwMGNtIoelZC02p2Uhn18H1/tkb3GjWRC68ZuGx4TdO12+1C5/d6vQZKb7fb8fDwEPv7+49oz204/nVlVZSX6Uok5y8jmoDOQMNjyv98xkCAdmTknO+PPmVldzRkWcUAuE0GhT+Hs+l0OnFwcNAASYeHh1Xnb0fhsXh4eIi7u7tHxjwiGnqco3XEBtCfyQbVa4M8N47NtS/+jkFAxBK83d3dlXof2h5R169fimSbEPE0wPR7Wbc95r5+BmTZnkVEI39c01mD4+z4V0X/+f8cMGAr3a9tzlHN8dfshSPu/P3a3w6OavNlBjSDVF6zXc+OvzZ3GfBm8Ob5qelaBh1bd/wUU6CcOHsWNSCABX57exu3t7cFDAACMrryADm6MGVow4J4YDyJphIzWnJhjCcpL1Irlhdnp9OJw8PD6Pf7cXd3V+67t7cX9/f3xajTB0c/P7dYuREvfDMAiOeotiCyEjNmzGVNcXMbsrNCv7iOdYP71Awk1/ff2UD8nNJut+Pw8LCsocVi0ShSgh3KumjdtePPoDpHZ9Zlz5UZM3QXPQWAOHLd39+P/f396PV6RaepcbHTr0WGtO3u7q4U8V1fX0en04nb29vSt7u7u6pz/LnEY5cjLRtmmEP3PwMj1lXNQWX2K+IxMHt4eKiyebZ7tq12KDkFuQpA1NYG/XMdjNm/n0OyY4S54z0kR9D5/Zodss5nv+Tgrd1ul7Xqz2XGl3FnvM3S5CJWrpH757bT3tdgyF7k+LvdbqFGHeXb+eP0WeA3NzfFSFk5c9WvO46xOTw8LH/XHBNKniPAPCiuHp5Opw2Q4knhmnkB+jXa0+/34+zsrCheq9UqBpL/t+n4n0LkBjD82IHWaNscqeQxQExVMQ/t9jLdkg1VjiSz0YxoLhrYpdwOFlqNLsugzW2vAb5tCPrQ7Xaj2+0WB9/r9WI4HMZgMIhut9uoUHa7XUeD/hpQs+4Myhz9mVK344+IhsNHh3Hs/HS73ej1eo92s6wCGoy123d7exuj0Siurq7i4uIixuNx0cW7u7vY39//RVH/mXFB3+xcDaasczA72QbkKC6zMZacIqjVRnjtoRu2b5khzbT/U5LXTQ18bEKemv/sxK1jec1kwItkkGbJjp/2OAWQg7ocuef2ZnBu58/13Zf8swnG5UWOHxo7L+jpdBq3t7dxc3MT19fXcXl5Wbb1OeJ35EaHM/WPgdzf34+jo6Po9/txeHhYBt/594zKrZR5cT48PMTt7W3ZNuToPy/qPMAZKXY6nTg6OorLy8uYTqflPdOquRJ602Jg5DZbyT1+AJbs8HMqwBRXds7cww6fOWZB5OjC98gLLwM6R6TZCK1aILUx8f/OnebodJNCtN/tdouTZyvh27dv4+TkJAaDQXGuOR3jiMFMm53qZDJpUOq3t7dlbaLvrCMbfxyV28jP0dFR9Hq9Utjb7/cbu1WIemr6YsBNMDAajeLi4iKOjo7i4uKiOLPpdPqoUHjTss7c26j7ezbmpoJ5v9PpxN3dXbFlriXJdmGV889phazfTrWiC6RSDKC+RseZ123Mh+UpBsIMbt5uXQskrJ/8j+1hx5U/t8rxI3b8vl4e78y8cH0Kig3IDeht03Ja9bXs1Ysdv6MtG5zRaBSfPn2KH3/8MX788ceC6F01jQHL17DRZlChRO/u7mI4HBa6xYbGjq62MK2sAJSbm5u4ubkphgZDmQHIc7K3txeXl5cxmUwegYbFYhFHR0elzduI+DHmgDNesyNHMgjLYCxidSU41zXzQqTmufbiNP1l5oGF6uiU++MAuJ+RuB2fkTP3dfphFZjYFiBDOp1ODAaDOD4+jpOTkzg9PY23b9/GN998E9988028efMmhsNhI6rOINdRB44dCn08Hsf19XWMx+PCto1Go7i+vo7r6+sGAI+IxvoguscQHh8fx/HxcQwGgxgOh+WHdgPGPScGu2YDcfj8XF9fx+npaQwGg/jpp5+K4c0pDFO4P6d4nKB40R+zWxlELhaLRkoRA29GwNfw/9mm5YjSADinWjknAafEGvD6dqDzVPTOvVij/nuT8tz17fyxGbZbNQYz17rgS+z4Edu7GnhaZTu8Blinmenmmp47bJ91/yng8xryIsdPFEeDMTYXFxfx448/xj//8z/Hf/zHf8SnT5/i5uZmZQdshHNnbDBub28bDrXb7TYMAgPMeQG+NgPL4ssRlO/FYolYv+BrPp/HaDRqbMlxDsbU07Ycf8Ryq6EXbUQ0qD+nRmyM+D6LKSt3jepz9OL+5ry025mpNt6nTV7QHttOp9MABk9RbFzn7u7uUdQMgt9W0eX+/n4MBoPiON+/fx/fffddfP/99/Hb3/42vvnmm+JQKZ7N+WHT8YvFokTRzptDo49Go7i8vCyR+dHRUdzc3BSgYAbODBZFq6enp/HmzZs4PT2N09PTGP5/7b3pciNZkp7tIMAVALfMyqrq0Tdjo7kQXbsuZGQajbq7KpOZJLEQXLB8P6jn4AlngAQyGaiSGm5GI4kl4mzu/vrrfk70+9HtdgsAyOkI5pU1hN75ffpBBJzBDUHEeDwu16szyu8pbwELA3qv7XzYF+21bbG+mSHwunawE1F11m6D66OwN3XUcWbuuJbtgO2iWQGD7pwu4n36+WdIw2TxeBr82L/kgCgHkhH1ztXgwnNp+5hZa4+Tx4/3ed0+qi4105RsHPGDZO/u7mIwGMTXr1/jt99+i//4j/+I//k//2dcX1+XE7i+V1hwOdebc/yIHVdGWxHPykPqwJPowXZ7DRBe68dsNou7u7v47bffSmW2KSBOvdqG4/d+e/epTrnz4n4LSXqsIp7HGBrTP+6/U0EoYB2Nlu+B2JFwz4goNDb1GmYGVrV9FXpeBRjeW8jtn56exsXFRfz888/xl7/8Jf7yl7/Ep0+fotfrlUjSYMlOH+o4Yglo7BS4D/l4XrfzqhOiWE5pg9YnBdHv90vhIe2zccIe2Ni55iBHo7w2m83i4OAg+v1+mUsAzMPDQ+zt7cXR0VGj85IdosUAERZtb2+vcpKfUx3ZaeadF9lpQFMvFotiL5yjzpQ2Y5jHPqI+xegAyNeczWbl88zDa3UVZtTqmI0/SkzxGxAzPmZZDLYy4EJnmF++l8W1BRlUrZL5fF6YZte55aDFDOy2QNVGjp+F+/j4WI7q/f333+M///M/4z//8z/j6uoqHh4e3rXxjuRRupzH5m+nAExLsc3u8PCwQiM6CjECzgVLq5iLiGdlGI1G8fe//718xycYRsRWIktHDXmrpdue2ZKMUt1WG6qckolYRmX+8Rz4fr6+jZDn18bL38Uo4ehgg37kiGKDmCbF/eZYZ6j0o6Ojsn5Go1GZExvYnFZxARfr1K9RvEraJTuDHFXYIALcXAQaEWV3zng8flHjg8NGb5gnO3/Psx3J4+NjTCaTiIhS+3ByclIcJsC5ybl5jboGFOW0S6aand6gf/Sd8XV0HrGMIu30XfPiceJvOwfbLvoSsSxOs0Pnfm4j7UbHuc9rsu08f51gXwm0XF3vscc2GAiYBaVomD7j/BE79QwObdPQB4S/sVMwbRx3bP3LQctr6/Gt4GxT2cgjMbAPDw8xGAziy5cv8b/+1/+K//zP/4zPnz+/u9PnnjnX68WdFy0LwPlGO3KUiwV0cHBQyf3zeRvLiKgoYZbZbBbfvn2roEyubeVuUnIRSEaQdvQ5749zoKrc0aJrMegboMKOn6KwiCUN7yjFbbCyuDDQ9Jsdlbet0TcrrcXAz8azbrxoa9NigIqxIlV0e3tbiYgNTHM1eEQ1PXV0dFSiRkcSCMwcDAlGyOPpYkd0zSkEInaAliP3h4eHUkcA0LDzZ914DZrB8Bp5fHyMdrtdiglns9lWHL8dn4W2+vwCxghbwXr1SXroC8wG18IWcd+9vefjtY+Pj4vTwaFFRInMGZdMsee6l4goOsmagUkxUHOtge3AOlG89fiPEMApdgrGJY8B9janRZ6enioAzsWx7FLBr2SG0r4gAwIzOhHLcafg3RG/U9VmUZ02Mhjnf9tkv5drB9aVjT3S4+NjDIfDuL6+jr/+9a/x17/+NX7//fcYj8cVx5MbsykgwPBBL1JEiJOB3jH9mfPH/O3v393dFWOPspny8kRA8eHAMbCZNkIhRqNR/PWvf43pdFoMxsnJyVaofqKkXLBIP2mPC18iolDKOO7T09OyaF0f0W63i5Gm364fMK2FocygzYqUjQiUXd4mM5vNiiLjLB4eHgqzkRGzt1AtFs+PqFxFoW2DWsv5vMXiuTDv+vo6Pn/+HMPhMIbDYcVALBaLiiGKWBoxO1V0AaeC4XehGPrBVrrRaFTmnHXhSJPxPD4+Ls5pMBjE7e1t5WwO7+Ih5YI4QqWtEUtnRUoBkEmExnec1mtSVqV7sD3sbMj5WpgOdIFdR46oXUjJ2ra4ehvQne/PPPGa7Wp2vugfaZfpdFrWFXNTt9azrXwrsrSj2aag2xSWUvyNrtOu2WxWAjivSeYFn8L6WiwWJSKfTCaVcyzM2OYUR04bINgntrK7rmZVWhJmKadO0UlsOtfD9rZarVLDtM7cWTZy/PP5PO7v72MwGMTV1VV8/vy5FPLRGOfAWq1WobxMFVupDRb4H8eKkby/v4/RaBTtdrs88e/8/LyCzoy+cHB8fzwex+3tbYxGo3JQCHloIhsAAWwBEbsjFO7nKBLEaErv5uYmvnz5EhcXF5sM7w/JeDyuRHLZ6fthQWY9Mh2Yq/D5jql5gBSfwcEwx3bepiQdwTJfLHpSMSienVbEMjLP1LWpMf6nnoPPcVAMht7pm22wMaxpjMK3b99iNpvF7e1tfP36taxp5oIiO5w6jsbI3+vUkQgFgqzv0WhUvuN1zphT98IY+9Ctr1+/xmQyievr67i5uSlMH5/xnEcsHZzZCsYaqhPHztkFEVHYA3RrW7nkrMsIxZjUNzi6Mk3LnCFmpQgccgoNB+1cP2vRKRbrpIEZEa1TBBlg5ddeq2PxnABOAJ+rpOl5qbs+NsxOEV/jIj7XK/jvHMGbWWRO+I7FacfcLubN0X6dv6sTB2DtdruAGQCAD/OCPUJnrUsRy50b+Nt1ZCOr9/DwEK1WqxT2QVPi6PMjEmezWYkMMEQutLCDyswAqNlR7HQ6rdB/R0dHFWrd1ZpMDNErVc84Jpw425/sAJ0DI8dHgVPO6RDlmoY2y9BE+mPV3NQZMTMgFhYsUQLnG5CvRQFy3hd2AKdEX8lTYwz5PJEMIMOUnI2YQQFjSr4aBeKeLohxf7guwAEw4Xy3lX0bc8NawvmytW4ymcTNzU2MRqNXQRrrlzWac8n0i7XKfKInk8mkUPYACOcqDRZN4/PUTYD+7e1tYQ3G43FMJpPKfmRoetPajDcG21tpsQO02amEiChPuWy6sj8L7fVhZRHL9RpRfbhORJWatQ3ya153Bt0GscwjY+p0m9NgjnKdMqP9Tj8Q0b6Wn7e9o61mNnPh3LaFNtQFEmb3HBzgk9xHJI8l81BXDMtnnU6oG3cCEPsN/+25zOPt9eE1c3h4+ILB5n+At1mHTQDZRo6fGxE9EDmcnp7G4eFhqU52BOhI0fkWGuworG5RmQqMiMrRptCRDHoeJEcwLrDAAUHvZJRksBGxpKlBl0x0xJLa8WLBoNmYNi2rFDLnk3LOC3qZKGs8HhdFilimPHyaG+MP4gaRYvC5D3NhI8R9PC4YQpSJ4lGnLGwsfUBJHgOu6Vwn14Zmht4eDAaluKxJQWHJiUdEJfo2cCbSZ12ZXjd9Pp/PS3qN6x8cHBRWjuiBPf7eMsQ41RUmmaYmvYOjZj37dDj01hXWXgcYNJx/xBKQj8fjCk1O5OUc+Da29Fl3Xa0fEWXcGAfGySkJhPXu4CM7LTsl1h5jbibNNpS5Yiz5HbFkHCOiUvTmvtXVQmVZVTdDnYPt3Ladf2Z/XJtA21lTPgQngyjabvuGoEPMrcfaZ6P4sxmARywP+wFQ8PnMwnjLtZk8xjtimRqjz9jRw8PD0ifr8CbzspHjx6CjBJxZH/H85D6Kcsh/0RA65YNynL+kQjni5ZGqdAiw0W63SxQynU7LOecYHfYtmy7OVC+/MbzO10CbLBaLEtk4R+ZI1/UGTBSLh0lykU+T8hraY/zcz6enp5hMJhUUP5/PS56L+fBCpR6Cfuf8sGldp37sUDCsjmQySCRHRiFaq9UqlCsRMPcz2EKYdxtm5jxiCWaImpoWDD86wLqIiHI6JWzZ4eFhAT4cyGNgRj+gx72eXQyGEwBk8Tk7WAwcNKLHCWMGdQlQM2OHQbax4xp2NvP5vJwpwFqcTCYFkADqMHhOPTQ9L3b8jEfOrfLDNkMzVA5YSA0aCJleRphnovG7u7vK2jQwxjk4149ecW232wVqgHOCkE6ns5IZjKi3vbA2jMc2on5fn3Vh1iFH2w5imDPeM1BlLBl/AhezVNRKYR8cAJnWN7jlfswHc4fuGKw7qMzBIt+ngJHiT7cDnXOBrAHQurJxghMnvre3Vxw9eUnT+T6vnzwjBsGRAY1mEjAK2VkuFosXe4JxLqaATJViWJxzoR11ToAJIV0xHo9jNpuVIhlYDZR2f3+/HLVKVOOJX8UoNCFmOZAMBlg8gCEbAC9AgwTn0EGXTgPwunNmq4CEoxM7ZSuw822OUIk4GNtMqWaHxfVoi3NnBnlNC2dfuF2mD4+Pj6Pb7RaAdH19HVdXV3F9fV2KlCKWzgIHhSFzUQ86YlDlveYYRxw18+xUkOl/gzAoepgzU8H+HtsSPTc4IjMTXoMUltqGbGtuHHGZbWDtmi0BgPZ6vQpIyYVjFJ8yr06JmdWKiGIfCH6Oj4/LmDKPdr5OV/E/tod7OeBh7cAmecu1f1ZJptBzyrBpwVHb1thv+CCriOVOlru7u0pkntcrfUNP0Csf+GWQ4wDCuvz09FTAOeku6soIOCPiheOvi9KZC9Zi9kcRUQGE1lv7tHVkY8ePg6Uyl0bSuaenpxgOh/H169cYDodlC8Xp6WksFosYDAblKV8RUUE4l5eXsbe3Fzc3N/H777+/QKYYf6NWBrPValUOIiGytCIAWDgLfTabFTTpCIprs9WPxXdwcBCDwaAYToAKxUCOZu/u7iIiKsVPTQoGM79mWp4IN1N60PhEIIw1v31dWBozJqa1soBsQae0wY+m9b3ssHjddCuRLXQXhpDrUyjHZ02bETXk9FOTAhDt9XrlQBr6DHCFtr+9vY0vX77EYDAo0aXzyKRTmEMenBMRlXSAUwKZ8rRxwCACUhHmgKO4h8NhOZqaa3jO+I6vw5pg7XgXidsXES+oVO/oaFIcKeUcO/VJRGzYgJ9++inOzs4KkOKkQYILXvfjuxkzb9VjjD1PrntBJ3ktU93om9kyp3u4JnaI11utVqV+geBkldMA/EVU9XNbkpklM17Ursxms7KDqtvtlpQlwVlmKajhYPzNOjHOON37+/vKfJie53N3d3cxmUyK7acCn/XANQFso9Go8r+DXHTetgwW27UC2C8XZRLkriMbOX5TcqD0nAOj8I8o+ejoKH755Zc4Pz+Pu7u7eHh4KEafxcsTyj59+lQcFccBu4DJp4c5gjAKJBI0KiTS3NvbK0ePQsWTe6QAkGIjO5T9/f1yrOqXL1/ib3/7WylGQtH39/cLZctkAA62QfXXUXAAKhY6aRKUhwUP+MH4ZCbA7AzgKSIKKrWRz23IjgKjZFqsru3cj9wWhg3Q4qIaABcO1PR3xPJQExSde9Vts3pv4XQ670LxGGO4xuNxfPv2Lb5+/VrAkvfpY1Bs/DgGOCLKrhdvCczUaER1q1q32y0purxjBVreW+1eY66cW42Isv4joqTL6ItPXTRlahYionmqnzGiHbYbOGco1aOjo7i4uIhffvmlADhAsgsTuSZOv9vtFvbA8+Coj3WYq7pdv5SdHvdizOsKEvOuJ+aGZ0JERCnmdXSax2gbgcsqMZNnnXfwd3R0VJ4tERGFOWMOc5DD0dPz+bxyTLTrOnDosCk4/IiXTCqA1ykA7mtfwG98pUGB23dyclIcP3P9+PgYx8fHZTzoEwFpRJTAYB3ZyPGTM4Q2soFBoXHuLP7z8/P453/+57i4uCjbglyYsre3Vx4AcnZ2Vpzw+fl5iXIYQCh25xVzoQcT49cx/IeHh+U+OBNyYFRCQ9WQEzs8PIx+vx//8i//Ep8+fYqPHz/Gw8NDXF1dlQU5nT4fpkI/uE7EEt03Lfk+LKDT09M4OTmJXq9XDBkLB4PGwplMJhVjgXPOKQzuwyK308gO3BW4NmSML5Gi85mms+mLnRhg01vHOp1OiXxyFIoxz4qGsW1SAF+9Xi9arVY5+MV5bEAnxgAH6TxepggPDw/j9PS06AnUOlX8FDp5PmC7jo6O4uzsrKwNDBsAlTZ4R0vE0gmwLjzvBgVEx9T/EBGhtxgy1iEREkbR0VTTYubBuVOPAbT95eVlcS6Mt20fc+PtpN4i57EiZRIRZaxOTk5eUNqOdtETg0eAr8ECukWU6J0xsJO9Xq+8Rmp1G3ZqE3Gq0XQ9fWy322VesOkA5G63G+PxuAIQSKWwlZTrsR0dneNeBEZ2+tZd25W6drNGsLHM7cnJSWVLJ4Jv7ff7EfGsbxQ5O8J3kEsxMG1cdw43dvydzvNTxi4uLopjPDo6Kk/n8wlurVarPOwDx/Pp06cyGQwECMyD3O12SzSNcwEUoFD5saAsEBYFqPvs7KwUpfEwFCuWqeVWq1WUgIn46aef4sOHD3F6ehqdTif++Z//ORaL5+I/nCZPNfv48WOcnJwUNgS6pmlxhNtuP++Tvry8LEfDnpycFOqSSAyjcXx8XNBvLngCQGHkXKyIQ7bTtqBoPg+B9EhmQbiulS/T+N5+l3OUBgq0n/6ZmjOdi7FsUgx80B8iBNZ1xPP6IR0AZcd4MR6ANmoD+v1+0TUDYvoJWECIWgEi7FVnTsbjcaUCnRSF8/VEFdCPUK4u3MUgoS+dTqds9XSdAe1GTwBvzoU2KWaAYCQAujaiMJyz2fMZHYylmSTmyiwk47K/v19SiQA9wBBpUFKFEcsi6pxTN82LXSTim06nZccIAmChSJbPR0Rpm+tIVonp9m2BA9aci3BzuuP4+DjOz8/j4uKijEHEkmVjzM3wdbvdcj2nocyMRFQfjhSxZA3rQHgObPAdTtMh6C7bp62vTlPTD9e85HVB4OKgZ93U5UaOH7r45OQkPn78WBadbw79jfLwZLCIZ3R9fn5eHJBz7ijV09NT5aAdP6gDwwaK8mCbHmRS2Gp4fn5enIIVCaPjiAkKyHk4DBztOzk5iV9++aVEb6QOKP7r9/slQm632yXPtg0hFeO0Q8Sy1oC+ofjkCF3hjrMy/ci17ZS5Fs7CUTXt4Ie54W9HIS7gM7LHkDoiM8Jm3rND4TNEXo7kUCQUGXqvKfHja/OpiIvFooAuV+h6JwqRgo09142IQiHnoj7u6UjBh6AgddELzoxnW7iWgjbwOU5Sc0qAqKXb7Zb112q1SvW62xWxLCDjVEHa1HT9hdeyGS5Hz6QeZrNZScNELI0y69aGd7F4rmWi0BGwhz0wQ+IKc9a/HTHfR7ifg5Ncm8D3+Zyd2O3tbdze3lYA82uspMFnq9V6cUpjU2JWyQFIRBSdINKl8NS2gRo0mBiCO9Kdtn/MsR003yGwpV4sorr90uuVei/aHrGsFQF04bPQLcbS7fNOAANK3s/zwn0yg/CabGT1iMKJok3DTCaT6Ha7BTm7WMjbgbzVAqcNGiWnAUKlg6a6yGW5QJDP8VkXGRHtEvGSA7VhtLF0xSwLwcgdZ/LLL79ExBKpQdOxQCnqsbPblqDkOA/y+BgAjDgFYThZK5dTJXlHBEaPcTIg4F4sZEfstMnXcj4VQ2QFzpG9q/hdnBOxPEgGx0VbcsRCnQl9bVKIjImyGXf65pSQaWMXY1kHGCePJ7oFYHL6hDVMTp+ohe86YkUYR6ItHBeMA/NHASLji/PyMcJOvUQs86huI5Lp5qaLyHLO1mA2O3/T8zbWzuuaJbONycVprHfWhIs+3W8DU6etnO7KTt8pHt+LOatLx9UJttlpC6cbmhb6m6l09JvAijSFWbyIZb7bLAxOn3WG32GNM0f4KNdcMJ4OPpgH7yqw03dfzFxHLM96cU0aqS4+69QGfSZAMwvngGld2fixvC6mYu8xRgLasdvtFlTrqmFHbghK5c+bqrcTBnScnp4WI8bCZ/IYSBY3r1NkY0PpwiIGn/64gMKFS+TOUQbuR4GUo10muunIhfHhNyjTFDGLgj50u93yWTtK+o6waA3EsjFwTp1aChapIz4XvjhHaaefKTKcuo2VUzs2Ds6tcR2zQdyXtYjiNCnQ5RTSRUT5PZ/PK3vtWYuMHYqfIwh0BiCNIWMcs4FnvqkzYBy85z+f3cD/jJEpca8H5sMG2WAsonrqneck24W3KOf3Fo+ZI3eietarC/dYL8xDBqjZIHtNM444bGpvGPds6xzM2Jm7wNWBC991DYBB9ToO36yHbYIDgm2IqW3ua132WNBu/2berDuwA8wL48Y8Y0NgCRgHghPPf7YrjPP9/X0lvYgtzWvbQQ7X8lyZuXHfs675WpukYb6b57RhJ7KCXo5YOnSOJ7VRZrD4DMpGR8nNs6eVgdjb2yv75k3zG2FhWLgHr7loz9W3jpBot5kE+gh1DMChgtaRpStxO51OZU/oNgXq17STaUGAEM7Fi68uSmC8cPrQk3ZG3leeQVhElGg9orpXPCuIDaepNOfCECu7Hb0VJSsfa8AFgk0KIAmwCGvF2qNOgijRfTMIA8RFVLcD1kXVEUvqcDablV0Fx8fHhX2LWOqo6VCDEDueiOo+YxfnRSzrJQDr1uccvTBXnEtAbQefXcdBvYdkepR+ucKd91mr6JSNNGOT1yFiZ2FGgX3++fs5l+uUQxbmxDS4HVTd2nhtfGEwHcRY97Zpy6y7+f6ZCYxY2vsMfl7TF8CY+4mvyXl9399gzmwOa5ngM7fRfWOe6lI2tDnbM34MyL6n7mIjx0+U7EVKIzhhyEoEpckk2OmiZCB+jCBFThcXF6WK34pHEQzX4Pq5AhMFo62OUumLDZ9zzvTT9BFO31vbGAO/x2LI+altC/0zXZnzZXbetJHIwlEjjjyf2OdF6j320OimKa04BhZWEud2faiSmaBVTs6KYwXlXgAJKMAcITQl9In14ZPUuL+jZ5yDAa0V2/3JEQAGCIDGHP7888/lHA3ABXOCbjrq3NvbK/rklI2jrLqCTrfJRjZH/GYZPP843W05fjtu/sce0B+PtWnWiCrLlhkpftNPDDQ2kW22zDeSc/xcg/s4yoyorn2cgff/mzo20FkVIWLP3McMcJoW66/trBlW3jNj6O+scr5uv0GazzKh/+yKMAvi9Y5dtOT1ZDu3qq98z/2iPwZ/r43DpqBs44f0sIgd1TFgFE5FLKkNU5LZ4DLAfJfjS9lukfNbEcujE11FDK1IZG9Ux31ms+VhPc6nsKfYB3AgGD0f7+h+uy9mQPI1toGSfQ8b27p0Q86jmqoySqb/zvWavo+oUs8okJkg38uLGyDh88+ZLz7H2nJ9Qq4PyMqxyvH778w+NSmMJ/f0GrSTZw1lJsrj7HXNDzrCHDPmLtq8vLyMdrtdzjiIeEmdAtpoh89ogC2LqD4QiHvkXLOdZQZ0RFLMK07JgON7IpjvkXyfPLbZARlgZYCTQYRtAnbRlfgnJycVp8X9navl9cxgGYDt7e2VQk87gohqkW4di8fadPRrG+ZUCHO3LVDm8bfNzrVF/HYgGLE8c4Y0J/22UyX4oYCP9dfr9aLdbpc6shzUMQae3wzCmS/bnlVjVxfM1DlzO37Pk++77g6yjRw/VexGOkZNXjAYJUc6pi2pZnZ040I8FMOKxXX90BCoMZQr0ztMrgtAWq1WKbo6PDwszt8FifTNRwBnp8Yi9EQbhWY6tEnJdQl25jlKMV3FeKAUzKGjdvcV4OVoDqeQ0z+vgR7GKtP5/m2H6HvbeRkxZ4rTaJu/7aC2MS8usjPNHbEEx3aMmVa1c8jRg42OiyojohQxkTLzoS+IxwoxA2Tg7KccOqrkurkPOWLJjhAQ7TVTxyA0KXXXN+i1Pcvfew3cG+BgJwFSjGddfYkBqee5blz4DCfLmWGjTZkZ8nuZ6TPQBjyabWUMtlHYZ8ecf+pSKW5fjvxzqsC6Q1CXjwQmICXgM0vFPcyE4t9gVXP+HfBhxjLrSNaVbAsc6Vvv69iPdWQjx39/f18pajPCqqM46Fin0ynoiW0MWez8+YmIihP3FsAsfAZDa0PiLVGuyM2RbKbUUF5Xd+YfIy5PoIsWtxHBmNqlD3XO306fdrvAD6Hvdlb+fERUDL+dPcpgdO1x5zOtVqvygAvnP+lDRDWCcfvswB0Rm2LjNRt0G9amc/y0Ia8FgKEde6ZVbQw8fhHLZw94PNFNHDR55IhqgWqOwGkPUb8BFmPm6mac13w+L/qcC8k8P/y24WILL+3cJhhDbGi5ryND1n2dDmfK2DbD1HvEUk/m8/mLdKGNNTpoYMtv5gYWxrUGPBuAz64CTLnNdpCZzWM9ZpuyDcfvNpphtpMzi+l1mh19ZgUcMeftxvZZBmi0xak3O2IfBGZ7yefRFQP3zFqascxrkv46pcx4eO3Yzr4lG0f8VAZnKsiG1obO9KYpJ0+KqQ7nxLwAckTKImAAcfR+jf+pQcgG1srJIvMislHNaNOK64nj/o6wtmHMiMAydZhzenU5KSuUgYENj6k+fqiNYOx8gpgdqucrG/jcbtqZlTb/z1x4Lg0eck7TTqYuimtKSEVRfe8oPx+Y5DZnajCvMV6LWDJTHMNKNIKBI5VldoX0nMeG6wOUvceZOTb9TD/QGzNuSF5bjvDZDvja2DUtObrKEa7Xfc6953WZUwE4Sh9PDK1sJ2tgxLUzKKINnj9SJfP5vDyUBkDg79iZu6+Zsqbtdk7eAZWBeFOSAYnHldcdqNSBZo+VxzWnLPE1+CwHObxnn2M7Y4fs0y0NLvIaycxdZmD9ed7nejnVTJvz59eRjSN+FoEjg5wryjfPSM2Ta2Pvz3ogTJXy3fl8mfd3h7PT9+LmwQxMsJ2YgYbFjj5HxaagTQtSUGPU3LSAYCOWD8YxyMpoP6JKi0VUIyB/1kY+YrlfGKbAqNcoGcfMIjWQMgXmdYOTdKohK/iqv5l3R7aOQnN6pmkD5j5xJK/XEIoLSHKfQPM2BP4u88QcQEuyk8T1MT4wKxfaeQysA44++fFDrxDsgRmlbMgiqlGa01KsB66T12OTYrtj8XrKW+fcrxylOSBw7QvX8BZoOzSL5xqgbiaNMTHDw7onBerP20mQDs2O0npmO+oD2bz+XgNr7yF2vA4omJsckGV773nKTIzHk8840vcZJd6pVQf0+L7P8s+APYMIf3eVozYryP2w7xlUMq+Mwbpzs3HEf3d394LWiKjuU8wRNcbPiNOT5QVoR9LpdCpOrNVqVU5bYpDrjLlz0fzPZ6DdDEJMpdoYWJk9aTh4I+vMCEQst0w1LfSXezradT/WVVyDgJxDI4IxZUYFrJ0Y18BoZvaEPexEL34wE6c9Ul9Rh2pNlTE3OfI0qsZBMh52gk0JBnQymcRgMCiFQzjRfHx1Hv/8Wo4euJa/z1qfTp8POMmO3wV00PV8j+syP6apTfuzLnAqq7ab5TahI1DWptIdsXGfJsVG35IjMYOUDGDqwJiBQ0RUDDfO27s7zHZh+xwVesyxWcwl68TAKzN8Hsvs9N9iyxy5bmI/fkRy7Ue27RlkmYLn+wBiszHMQ7bxvO90roFHXZBgHbGNhWXILFpElXHgvcw2ce3MmuUALINTP19mrTFe61P/R+7v72MwGJT8XI5Q6qKsbKhzM6tvAAAAp6lJREFU9OvvO+/irXw4DY47xZjZePBdTx6DnfP6rVarFPLlhZxZCxc0ZSOBw0IpXHjhvdLbeDofUUVmVYiAHb2h6F54VoQ6YMZvX4+ogwIyK5V3YWQAwhhxjv/R0VGMRqPyWc51t4EySqeNq9rsNYiwPogQGKum2RgcLc/odv+Pjo6K43fFsZ1OHSOWqVDTxjgXtspyJjgV+Lxu48faBcwiLm4aj8eVqBxH4p0wgEHa7fY7IqF/3nbGONkeNP0AJc4RqEutZLBr3XKRr1M1fC+impqBieM70P37+/uV7XaIr4seMV44NYAttsX6YdCbgT9tpM05emWOzOiil3WsZ1Nix07/s/P2e4wbUkefR0TFMTI2+ARv+TYbxVr3+vUatq3xes5rwWKWGMksbR6PHHgiBoHrguWNHP/j42OMRqMSjeXHf9JoI5A6g2xFcaSM02drhXO/s9nzo0tx+j5jH0UiOvTZ10aDjlhQDgY0MwSeXDsIRy3+3xPjNm8r4vf+bJTT0YCNL2KjlakiG746AwjFxbMJeI4Dc2zAZCDImAHSOAwJ4EAawc8Zn8/nlWczRFSrx93eHDm6r9lI5/FoQrwGeAodO1wocvMxxhmc5XHPzhqdcUTI+I1GoxgMBqUWw87f1KZZkogliPRzwE17c39HzKwdswCeg+wYmUeuiwPM/WtSAO2maW2kM+DNTtJO0HOT37eDMt3fai2LW21LbU8Wi+XZC1wPB8WYQ/e6fiWzNIhtAu2kfUTJvO5iTjve15id95AMujLQ9e4Vt9/rrY6l5TOZCebHvsegAN3KjJtZH3Qx34s1xbivAvL5M9nRZ2Yn34exWXduNnL88/kyj5SrpY0y8zYfR5VZOegw0TP5LzpE9MKjS10gheHkSWOcpsfBNJkCy9GMDU1GknlijIJRPhch2uEtFotKpLWNiJ+HVNAXclNZMTwHZgJM++WI3w7WEY+f8sYRyhgd5wYd1TAfnU6nHHPsh1dMp89PiXNhEe3L5zB4nuoYJiQj5cxKNSkZAObaDwyGna/1hvbbITF+PAnTecn5fB6DwSBub2/j6uoqbm9vK88ycHrDBbMRy2dqcF8AGWdjsJ49roA1R5QGz56f7MjRF6fuuC52pEnxGiL9gO5kkEgfzHpFVGuSsn1jbPkMax7AwZMNAX6MCd8DDALcAMDcFweYmRK33XpBm/ipA74ZOGewzzWaFMbXtUJ20GY+LLk/gCL/b9uWUwl1aQX002uX7wOEc5rLjtvMqgEWa86p4df03WDUzJtrHOqYhVWykeOnEAmESmSB4mNU6qj+PAA5n+9I3ciVa3M9PhvxrEhEnCgU12SBYJyg1bhmp7N80lh2FrzmCfDk2PlBx3E8MdfigUOMUdNiqn9Vu20cIuqLm2yoTWEZBBAJnpyclDPgeayyDRXfs8JFLGl3P/WLNcXT3njqHD+kdgBcdXSYARr3NuvDWtpWYZ/HkXvzGq9HLLf7WCc8l5mSBdzCdLk/o9Eorq+v4/Pnz/H169cYDodlDLLx8pwYoFhHOp3nLYHc02MMuMwACkNohi+vRac3cq6c9jStN9zfgN8MZB3jUMfwMQbZObrfsDK2n+PxOAaDQaUdgGfGkXQNQRcA2xR/u92uHHvuGoSIKihG3F4Hcl6bZkVdI9C0OPiyDXI61+OOZOfrNEnEEpACmnPhYJ3thNV0ND+fz4v9ur+/L+vZxebYPc+F11qdU8/AyuuLe0QsgZD7sypFsEo2zvEz6KYlcsUrA2kUb4Wx4cApe28ig8v39vefH4xDMR2fw/Bx5nW+LpPI09Ey7cqZ3B7ouoiRduSiHlfCYgRpO8iMuoRtiMfMCD8b1kwr0W8rv50O85udt+srTDX6mo78UQYvZBgCfvx5S6bnzcR43shHehysXLzOOKyLkL9XciSGbmSK3G2yw8mUJuubaN8njt3d3cV4PI6rq6u4vr6O4XBYjBHr0QBwOp2WszkiojgZdAOZTqelEBM2jdSLUxbMgY+INYg2QHEKLEdM2VA3JTkwIaXh9ZwpV9pXV9hn/c/6h25QGEu91Hg8jojlY2SpD0IvmNPFYlGKq3kYWkR194W33uG0sqNBMvPltmagaYZqG4DZKYUMKg3saTPtdZDIe/4c14VhxPdgJ+yLWA+9Xi/Ozs6KnjEODw8PMZlMyqOXcztdzJ7z+WYT7Nx5z8DDNg49XzVfmaF6TTbO8eN8swNkUdjouroyU+VWLhcnsYBd8EIuuDS606lEPZkCZuIiltE7CA3D5Eej5sHPE5EZC9Mz/pyfH899HP1uS+ygDbRy+7PAXjAeTl84v4uxoH93d3fFKdD/bDhyROHnhI/H45LK8TPZvYi5htkDKwjXdsRsBakDE3bETUmmWeuixbrPZsYJA0IekjQLlfej0Shubm5iOByWZ8GbKq8DtKbaW61WmU/yzXYcZgFcV8Bcux5jb29Z6Ms81jmSuvZ5njIb9d6CvQLoohd+Bns21ojTK15vZk4srHmc/ng8jtvb2zL2R0dHpQ18djKZlB9Hd667MPOCUwCMGaTbXtWlLHxv5tN6w1itYkLeUxxgZTvFOmHcnVZinPNaot927FzbAI8HzfmwuV6vF+fn52V+0AMcP0yz9eLu7q48LjiDENvgzBBlG+f0mH0Ogp5ltnod2fghPc7TsvBQED+oxYqfHbyjdjsl50xMkXuic9SY6R6jKJwTjisjPW/F8Hd9/ewwvJgYfH57wrh3jp62IYxhLjaxMmWH53GwQ/A2sIgotOLd3V1ELKNGDncy/RsRJd3BfDo6mc+fDx4hD53rOOocVe5PdihZsvM0IMBoNimm+iOqRtjr1ykVg01HjET5x8fH0e/3o9vtxt7eXgFfbBskLWID43Xp8QJk2+hjbPL6zQYrR7iO7rN+8H0zAo4kmTu3t+mI33YCG2NwBROC2Gh7BxFg1xXdrlPCFhIhUqRMOitimYbi+g8PD+Vzrp9qtVoxmUyK44cR9YmqBiTefUD/MjgxQ2fmzPbWY9A0S+b1lRkXU9o5EPFPDk7t8B2BA6RIWZ6dncXZ2VkJKLvdbpyenpYnajK/OP7xeBynp6dxenoaw+Ewbm5u4vb2tqRxSNMwxvjDOkBpPeI9Pu/PYDv9+Zw+fEs23sdP9badHGjJRszGzrlLG2IMjCkdvmsqHkdE0ZerMPOz30HrEVGuwQlpREpE/h74HL3byJmepe3+vmkW992V1NsWU625bzbKjLsXtLd9ZWoJg8HujsFgULbznZ2dlcf98j07I7NBEc+OBUXx9qTXjL6LSb2d02soF4oZIDiVsQ3H71xpbhN/WzJdh7E+Pj4uz7Dodrsl775YLIqjBzjTr/l8Xh5tzdzmKHqxWFQAdo6IiD6hPnEMBhHW5dfAF+874jcA4B5EMtug+k1340Tpk5lI+sDYkCPGFgCeoOpxyowvTvz6+ro8LMljRVEra/n+/j7u7u4qTBttJpBBaDOPRccW83dOSfi3gXCdzvhz1rMmJYMNxtL/024Xw3o9OrjMgWdmoPv9fnz69Ck+fvwYnz59isvLy8KqkIKhwNUBEWnc8XhcnP7Xr1/j27dvcXNzE0dHR3F1dVV8gIMnz4H75NQ4bDljYjvNumD9OihfRzZy/MPhMM7OzirUX94/7nxJzu/bAHgB0mGic0d/d3d35cenn0HzEwGhiKBxDOJ4PC6o6/j4OE5PT6Pf71cUBIV3ioDJ8MLzhGValr/dB0e72xC3izF1JOH3UORc9+C2ey8q/XSu2MWLd3d3pfgIRwN1jGOKWEa88/lzwd7t7W0l8vGYrhJHiewdt8PMi7+OtWG8mqYtDWRzASYUcV27HX2a3sfps8aJPABWALCIKE/ny5GAIyHmkTnNuwVcMEueHzDAGuKa6BIPLLFDRbwueZ/+29maZWpybugzLFOmwM1IMgZmLj2mmWYmYqZq3yfB5fXNWuYAq7p0V/48QIQ22UnV1ToB3JHMau7t7ZV5NdjPYG0bjt+BldcHOmNhTbo/9i+eK+acn6Ojozg7O4uPHz/GP/3TP8Wvv/5aHD/MMPpnBtm2Dd/EzjJ8S8SzDg6Hw7KmXOSb22/bZ0BsRsZ22UH2pvqykePH8eZToHL0nHNDdZSNqXEMI4UvdOz+/j6+ffsWX79+jaurqxgMBpUtN71eL05PT0uu0xE6xmk0GsXt7W3M5/M4OTmJi4uLuLy8LPQMBq7VWh7XiGTH7jbnCIa/WRzei76NiD9HihFLWggDlEGBHb93ZGSD7HuYhs5FnNPpNAaDQbmv5xSFA2DZaX1PZGflsDJ7LZrlqOtHRLxQwvcW2uSxdSFo3WezQd/f3y+5RwwS4zccDmM4HMbDw0OJ2Hu9XkREpY4lovp464ioODJHtDh+F7c5fZXBow0uusf45zx+Xlt5nTln3bTj98mbOR3i1EyOHHOKku86fcMPdgywcHJyEre3t6UGo9VankbKuGW2w9f174ODg+Jo2H2B83HU6wjZTj2Lo0rbuIjqro+sT+8tq2hwv5bXUF06Ijt8jy+A1QDLNDrXcfrE69psjm3+fL48fRFGmsDG6ZX5fHkEdg4+cr9cP+efvF4zO/SabOT4b29vS1WpF5RRSR580/o58qSTdhI2fCjFYDAoW5OYlHa7XY547ff7lTOVASbT6bTQ0UyqUxRG8q6O9GLx71ULvo56cm1B05Ql4+FxjVjS4iycrEh28s6zGmHbGdkoO5cIcIOapP+mpNxO5xlz23If3hKDMmQV6PR13YdtSDYqZo8cHUYsT4QEJPEAHiI5rjUejwuj5UNefLiLAZ+LNJ3bPDk5qQAhona3mfZiAJk/jFeOZM1q8Hlv8bQjMojAuXKvJgV63mkK2mUnl+2XQYBrHgBprjOazWYlPXN+fh739/eFFoaJNGPGWPuAMq7rXTRQ+fzAdLrYzE7SKTKfqbHKZvg12sGYNA2WzeDloCq3K+JlHYnfR6dYew5acMLX19eVwuT7+/uSNmHu+KwZUuqTCEy/fv1aajeGw2GMRqOSanZAa0Bbd+iPgZlBiFm0vFb5acTxUy3ME/oykrSx9W/nVUAuNJIGM5gYHQbcxyXmBeqtR1ZADvKJiHLKH4uDieUwkrqFbprICIv+1dFgpgjt9JqmxRCnVhAviuz4MxK2GPxELBWfaBDDQrSII5lMJqXvOQ+J1OVuvT68mOvG2W3M9H0d02TnbirXzrVpRgZnmoFQnWMzRes6Fh9sRUHlcDgsOyK8fYgaFwwZ+X12xzhaJErMYMysDUWZs9msUvDG9c2smHkBjFLvkYFzdjyu1eH7TQp6wfy4XRmoWVxs6eIxp0a4TkR1ey1MDYcs+URH5nMymVQeggVI48Q/nHzekub/YdXsFEin0h4f/EPbckSJOJXRtLgw0gzlqiDGbE0WbHhE1dYxVk5VXl9fx++//15qlWCUKfhjTJkzdtJ8/vw5fvvtt/jy5Uvl1Mybm5uin1D0tMPtA6TlPniszcpmYOBambXHeO1PRpStQv1+vyD5uqIl/7gTeSFZGYzeUKrz8/P4+PFj3N7exs3NTTFwviYOxhHLdDotUQyDnRGzFxcD6YWW6xJ4PVNB9MVjAaL+ngn5UcmKnIssHVnXFZngmDw3OFA7fpwmv3u9XtnGwt7ju7u7N/uPE3LNBQWBpj9tjHIknx1KXRRGX5x22Fa0T/t8LG2mhP3DOnXETySZHTLpJNakq83b7XY5VIo59GE8zCX3iVg+Upooxdv7APF+fjnFtnbe6JTXlSMu65ydiSNo36cpqWO2DIixLTlPbueKLji3C0jymFh3Ip7PTPj27VuJ8h8fH2M4HJbzF1j/jAsgzcXMXvtmYD12Pvqa+TSArIvg65iAVcxuU5LBEmO0im2wncPuuQ91KaVOp1PqwK6vr4sd6na70e/3o9/vx+npaZyfn8f5+Xl57PVsNis7aXD8nz9/ji9fvsR4PC4pTI62d1E74qBoPq9W7mcdoT91efw6kLaObJzjHwwGcXp6Wsl72BHaoeeosS5HwnsYJg/OwcFBnJ+fx88//1xOSPr69euLE73yBJPzdCGITx0jh2k2wZE/qDKielBRVgaMm0GBC/qoit8G1b9q4o2SjX5zHi2zN/7bkVi+lx0VbI3pTsBaHRrHiB4eHhajFhGVlI/zjW6/72lKkzZl1infl/41nUfmfhHL7XGeDyJG+sIYmq3w1iojf1/PFCaOk7VMjpGcPsWtHhsfpsOPa1SI7utqQFj7iGsDWD8G7GZevM4MyOqYqPcWOz3Wtqn/uuJDnKqfMeEiYx+/bLaNosuLi4tyJslwOCwAi11L3759K5X/gFR0xE/AxO6YRXIOGebB1D4sKSkGBzF+1ke2ETkg2hYTY5bBaZds69yXnMLERtsv5bSf7T5r/eTkJPr9fuVZJGbGyOkT2VOLlrcjt9vtAgpz8TjtJli1/8t22CyyGdkcWK2rMxs5fg6dIKcObYjRwbhkx2GDbEqXgc7bE3y2e6fTKbkxIujb29tXK+W5Lu3xyYC58tWUl4tmMMKr0JT7zD1B1Pf398XxU3Hd9JPGVjl+lGYVeDGbYUTvaNrOx31FCfy5xWJRnoOAsSef5kIaUgdsUyMCzWiXAkQ7GdqNg7MSRLysVs7j43WWad73Fu5FlECxYwa77ktde7gGDpk15ojfABMnCniAGvbDrCKWx8JmJ851Paa5HYA+PpNz4jkVZj2H+rSuc/+I7Z2q6PVoh+f+mu1w0ZbHMh9qxHfNbFDc9/Hjx3ISKfMIy8VWMOh+HJe3oqGPLor2LiK+Q5ucTo1Y6i+HP/n1bCOyvm1jXmxzWcduB8LrdvLYmNyXbNOynqFTUPNmaUix4DMYK8af/fyknjNwcn94zeAJoOO0WUR1ffpv3uO3Wel1A5mNHD/UBhGD0THKTiOdw8cBOMJxXt9Ghvec04l4fi775eVloR156lid5IIYPzrWT8ZyfsSPR/W+zYhqJJkdpRef6Vcobw7saNrxR1Sr7hEWTF3OzgvTBs6Vy/TbUbQNuQ2Kr2uKneu7psK1HK4sj6ieqJejv9xmO36Md470V7E1tL1JSjlHZgDd3Cf6UMc4uW6CSANAaSrXdCfzg1Ojj1DF/oxZCI+N14MNFe+7doa28l7ut9MTuT92/IxL09E+kilVrxP6UMfO5GJlxtJj6AeK5XXPeRfYHhwPJ8XZiTjVRbuwkzgpn3liR+5gKyIqQZC3+zlIy1R/Zmm3QfV7fpx+zEDE6yUzSJmZzGk0by0mxUggSIrMbKfHkWvn9C7idJVPeawD9uiu7Vd+v46FiahuT8x9fk2+i+qnwM85q0wD89t5TXc8F8FBsWDwGXgmYT6flz2XdPb29rZCx2HkoI4ZcPJjPoYTp+XCLxf98X0ksxUovSN+on0X67BPfRtS5/jrPmMa3AbWDtsOwkbLfSZqzk6Ba3mnRKvVKicloshWvoxWzTTYGZotQlnMOrmPES9TGBm8NS3O+eYdH3UFmYwhY8b3cCQ4fp7q5kOWcsTDtdwOr3c7/aenp0JF2sE4dZC395kq5zPMCXNph49++KmV3peMXmYGpylxFGunl8GHQbKFNWvnTPs9L4w5+gID6OJlM5OHh4fF8bNGzRahi66tyg7btLX12GDOP7yfWQrrjO/VpNhGeV7q6pVyv7PTd8rMBZH4LmwgrCQgzIFgduiWbEMMEp0Syrs96r6fx9WsE5/19zOL0JjjJ4ol2iDixkCBkGzcvaWNRRQRFaefK1gxcs6Z+wEupBgODw9jPB5X6M5Op1N5sILpOZSMaxt9MWAYpYeHh1LM4SprPp8rMU2/YpjZr7uNA3xQ2joxvZWjlUx9AZzyfvG6qJs5nk6nlaN67cQz1cb3+Ux22nmx43ycW2SdAQbqHHtWBqcO7MyazlfCLtEWOzwb5GwUDJgilvUB6Azbv9CNHO0xdh5Hr3XT7l4HHmO3287Cr5sdcNtxUGYosB8GAXb82It1AOx7iCvizVYwjnVMkfudHbudLcEKQNXV3u12u5yCylGwfBYQYcBrxswMj+0i40vkuer8EPrnqDc/IC1Hlfn/pufFqSJH8YxFq9UqNQz4Gkte0z6bAnDldBfjYbBwe3tb5jCv7VXCvVz4zMFbue6F6+baMo8B96tjoTJ7+1bbsmz8WF7oa5TW6IwBzFEBimTaC0Pm7UJEHNDmoGNHNCiaaXs7fvJoPEox0ytc2/s43f69vb0SlXBGM9EQqI1BRlGn02n5DuPCGQM+la5JwfjW3QuDbsdvh+8x6HSenxkOSKrbe+0Ihzllq4sROO0yYLAC48BR4Ijlwyj4m+u6vRkBrxpfGyruhUKaxmvSkBkgsvZ4tkHEskDUzEdWdpxMzufTfxstnJDTJWbbbHhcbzCbzQrLA3uFABIcNdkx5zaboQC8kwfFOeX+OEo1M9GkcPy4AWBdhEn7bOucRnGkD3ghmImIQu+PRqP49u1bcUCcNmqm0ucnMHbT6bQ4dh9y5tMgXVRslgXxevCuF/StzvEjdamGJsVty7UfnpfXQDv2gnoMfIJ3V2TgjQ8CFLC90jUwr90vb8H1bx+D7bWeWZYsGfAgDqgad/ym3nHIHnyjmoyg3VEXJnEdDDKK5Fwgi5sBZkK5Z45I8wEWjmj9WsSS8kR5WAQ4bAoZTXe7rgHkzZigfBw33PQecWRdit9oGofLdzFQALBcQe4CPb9vpsdG0luMWOzZqeXozpE47ciABSrZylLXdysK14DJoIrWlGkT4jY6AmaXivtstsMg2T+MMZ93us1ALqL6QCBHUIgdBZ/H2Hr7necZPaVtplb9HUedrklwFTv2IBv1TC83JUS7ZptoOyANyj5HfaaA2UFEnyn0ykdVEwEyL54ftsTy4CWcvx/j6y1+jhYZO7OV3NupO0e8Brw5gsz6GREv7tWkeA2QDnPEi9imIU6T0XdT7t4dYcfvCJ0aL36Gw+GLrclc3/fKwVXWP7fV4DHbMvenji3n+/z+HiZmY1idaSV3JKMSR2YouyNh51LIu3hCIqrVjyiEK4ado+Jeq3IiGeW61sAVtnt7e4WKbbfbJTcN24CzIC2BkvN9lJS+NY2Q15FM6fvvTCU5+gEYMUaZuckpHl+L8Tc1uo6YevOc0b6IZdGfnY/7mVMINoB+r2nHnyk8M11OOWDQPV4Gy6Q1TMdnx+GqY7MBXvN2YnZsgFrfn+vkKIt7mJHjx0DBAN41CWYAs8PBhmSD3oQ4gjfVntmZOoBCex35Y99ubm7i+vq6MKN2Rk7pcG/ywewbN83LvXlaHwcxmeXh2p4L0j9+hLOFPrDGnG4xSGc92DmtWzn+vUJ7KPp12iU7T5xuBtiseVPveVskOjGfPx+f+/j4WBy/d27wXR8vjl+wk2dOACw5hULbcjBkm5qdu4OAOn1wxL+JbOz4yVNRrW50nukyT5QX7/X1dTEEFLBguEBbbO+yIY+IivPAwNiZuYiKBYDRNKXjympObkJxuN9oNKpsh7HjB3CQbwUM8aSm8Xi8tWifMV/3fc8Vi9Xzlb9nB++UiZ1nBhF+L0cUb4mpVqcJMhWZWaWcvrCA5n2YD4agyXlyygtAibNlrZluj3iek1wJD+D16XCsQXQHdsrGxcCn1WpVHL3PC/AYeN7spDwnOHmYMtpI5BlRPRMAIGx68y2GqumIn3Xv4MJpmYgojIVTLLQfcIBeYBuvr6/jy5cvMRgMSoCzClwy1mxt7Xa7lVQcAov48PBQoanNkGXnTR9hhp6enuL4+LgCzhyk0E7bT+yDWddNdPl7xGwQffN6znVKHkvEPsn2CdudzxsxozmbzQpg8lMxqSfDdvjAJgejdv5mwM2EeY05je2gzAyfwWDW7cy0riPfFfETtd/c3MRisSgL0Q11Dnd/f78o/2AwiJubm7KIiZz57OPjY8l7MYGmQBkQ08/Z4FvRoHRzNbWNEoufCWm32+XpgDh++gOyw5BPp9MCgnhgys3NTQyHw0YjyTp5SyGdC3K0Y0dqhGpEbIq/7r5ejFzb7AiO2Z95CxAAygxMMuviVI0V0P2NqDp+1lzeptaU4CBoH5GkH9aTldcVxjhS54N9UAzr0KyBgYPHzLts6LtrbRBTlDZgAHioexxb1if6jY46dfeWXnj9NClOUxkAe93krYd2/Lkvtn2ZKXtLN2FPbm9vK2DA0Sb0PeMbsVzjzE8+VtuHxzCeOB2OfSYt6WJRH+gDCNyWoPcPDw+lkNv9tOP3ONgH5PY6ukaHXLRNITc2iQLt0WhUHuwGQEJHc3Eo+sGa4P/Mgnnd1AE1p1TMFrl99DVfb117trFmgfCHw2HZixqxjChoBA3x+cbQ4S5UYRLoENEE3/di5X0bGCsqvx8eHiqLwGjM1NAqJWbw9vf3YzKZVJAlzsK5Lzv9wWBQzhhoOhdmec2J2nHmyJ/FYzrYNBROwmyKF2P+ceTveWFMAUwYWq+VOnGKgOgZoJlpYov702q1Sr4O0Idjadrxu44A0GlHmaMWR5NEm+iJWRYMFnqFAffRvjwONo8f/3uXC+DEc+HCL4wtjp+CPR+sZedo54cDxJCtkhyh5Tl+b2EPPGNpgOr1mVMiUN30BTqZuQVkmtmxrIrM6litHLn6vhbXfZj98Rn/1hsHPKRePZ9OZ+SUTNOC44XhiqgvOEQAvv4+No81iE9ot9uFNXFw6bQZwSyMICkY6y1rnPXjlEhOi6DH/F8XqfN5B1uZFXNg4GvQHuzCOvJdkBpnNxqNCh3vpxt5sXMam1G/88UsZjprypAoiQm0o2BAs9CGHMli9HJU6/xxxDJvl6MmRzxcy2PBeEDzbzvaf03oE2NYF51HVLfpYeApLjJAAihkxsDgIoM5FrCRq3+/JjirTO/lflicg8MY+iANF6k1KTYKGDOfle9CSwOuzJ55vz3zwqFQfJZ5hNWgIMmAzUbSxXwRy22uHk9HVwcHB5XI3vSwnbzb5J+3xGsKY9xkGsb0rqvp7WCdbuGzAKYMKu3Qj46OotfrVdJ+tmM5Om21lieGMk9mpQB4uejZNo178mAZ1jhrjujUdQAEY9QPmNKnbX+EALhcQL6qXauAEPNHgJjTFfP5vDzJEtvgoA7gATNgfwDA9Tw6IOL6BgewcxnA1TFN2W5mep/v1wVj68h3OX6iCXLaOEQiDYwTRszGy4s2IiqLO2J5hKi3xHjSrDybLkoGBsPLfU3fO/dvdEd7bdjoH04fyt8Hb/wZxDRX3QLhf+bPWymZi4goDpMFmaNV7uM8nIEG9+Kz/O/P+T2LKdSscPxtJ0olL0bPZ2WD5Jveyue+wHrBIJHTPTo6WktZ5/N5TCaTovzD4TAODw9fAGNvVeVMdu5tHXUajvbl9eH0CWPq0xfrAIqN2SZjW8ccNe34bZ/oq/vkNhgAuGiL0ydPTk5ib+/5yaD9fr9yjCtnFwDccACwoYAt5sKsmIsyfaaJK/dpB+fK9/v9ODk5qZx/kdlSwKOLkrPT/6OFdASgirbV5bRzDhxxn729FP/lCn7YMnTEtsZ+wMwW98x+itdN79cBYAdLOf2Z+5ydvqN9f38d+S7HT4cmk0mhTEDCUCk+QpLOeeBZ/BRaGAV5C5D3+f6o4BS8zcORV6ZjaAt1Ap40v2cQRL//bLIq2oioVjczP6RiAHDeNpbpeUeqXvgYUv7ODIzvzzXNEuR59+tmHbgGRtKFop5jnCRU3rby+4w5gLnVej6ECmNgeg5DjaLTR76b02BmFAAHvtdbzEoGYvl1G1acYJ7795AMDteNXN5D0GUcMWsRJ4A+8OQ2O1t+WGu2Y5kJ4T44E5+V4ZwvDCPrYm9vr3JAGHbUWzENQGiT28LZIr6GbdafzelHPOuOU62AMxxerph3itH0fURUHP5oNCp5fc4syY4/pzgceOR6j/y/AZt13+Cjbqwd2GYQUOf0YWXdzkYdPzen0pSGEEmZDvSJe6YbM81sZI/x9ilVSJ1BWGW0eI8oz/lDR6V2fI4+UVTSD1wvMxu5yOnP6PgjXj7xKStNRPWxrAAvwBlRhBcnQlSZKTDuxT3qCvCgn41eVyHrDAicumGOifZ5PgNPTYtYFnTRjqZTMhSH4vDzumF8vQ4BJuiY16yjCupIHLkzNjmSqHPwNqhZx3KuEefxXiC8TjLD0HRx32u2BMMP84VzuL+/L2AL8Eg1PuvMtsbpFDtqpzR834ioXfPk4MnD2zGRajU4tx1itwE2isdme1v2n83pR1TPjfETCQ2oDI4Q1jvA2OPggnDvkHHxI/f2+EYsx5R1YRbAKWD8F21222hfbi+/zQBZbK9N8bsuZxPd/G7NIoI3uvGeSzeMCaJhPkACStIGKjsFU5Ps9ef1XDVrheT63NO5m3x2Mteva7/RNxOAIfTefSbhz6pEdpqOmlmwBjo+Vc35RkcSduSObOpoLebXTgpx8ZvzzBHVw2zszPjh/qbvOamr2+2WE7uYP9YKSuZK9ibk5OQkWq3nPdYHBwcFoZtm9Z5ixoO1i94cHBxU0mQAIxtCdIr1h4PKkVFE1blzL9i5OrEBNJAzsPtRcYSUz+doQjKblEF7dv7j8bgUNJOzpa0AY2pJsC28FxGV1CUAGyBgG0rQY4dC3QZMqSPbdrtdqdw3OwRbSXvQcW/j+7MFKjmgoI2MO4CANW3nbraR/3OEzPWwAcwT45NtjH2EA6f8t69XF2CaUfB80F63NV+D92BHbWft+9adyx9y/EQrUORE+zQEx4lSIRhqR3m58CGi/vx5D6TzHAweaMtbBLmnF4UBiyfIE4DS4+hhLXgfmt9njv+RTh/QtGryGWfGOhcyoRhmLgBSeZtfjmo856a9sqC8BnSuoTAgQVlyjiw7fu9n54SyXq8XvV6vOH4K4RxNMQ5NSr/fj4go0QVRM8b37u6uwlS4kMlOwzUaTqlkg5AdMaDKBow1z4+j3EwZ5vXsz7sW4HvXvdk/g/FtUv1Ind4A8EkFjsfjkj7y+o2o2qY8F6x52w6eXcC8oldOIzoQcZTp8bItox05Onbtgrdj/hmj/bpoNzPCLvTFtuf0YXbUjDs2IM9d/s6PiG2fgRupcXQ2onr0OHOUU22MQ0RUnD6yaZs3cvx5QuwY8+eMTIyEIqLiLLwo3QkXDeX7cQ2jdBsjlMUMgg2MHYULdYiwUFwjc5yRwYwR5J+B4nf0XicsfBy+HSzRrw9ZsfMxQMjRRt3YYqBy+zJ74s9ZQSOW2yoNADNz4aiKfctE+t1ut/JDrtRUYWYf3lsODw9LtM8WL5+/jiPxA1PQE0CPc46MG9uTvM6dBshiZ+otSKYXMw3tH+sXbfDr3yumwx0tRzR/Qtw6wpiiG+T6j4+PK5EX84rtcDRfx1KyjW44HBYK3oGKA4+I6rM4WBM+6MzAgfuYtczHpP9Zo/2I+hQM88A6dyFvnZ3x2vS4OXDgs8h7Of0s6C4gPPtDf8Y6iI454ifgdj3UKpD+mvwwl+YFxs0z4mSy7ICdm2FCTX+0Wq1SG+AOQUF7wBDnW+xknJPzscD50YxWGBeb0U8rEQPuGoA/A3J+LVKivc4bO6IAxOTKYxtjIqB8nwyuPMeWfE/a422edvRchznHSTkn7rkm2j85OSlHbrLFiYOkADmz2fOOjCbFwOT4+LhyOtrd3V0cHR2V1ArtZaz9zASMG+O3v79fnH9Oj9WtQxsIs2R+n+vbGecoKEcmP2oo0XWcGADotbTDtiWvVRy1t8RRhEbqiGDANsjpJhx/zrXbBjIG+QwEmC7WCz8GT61Wq+izdx356ap/tt1HbwljQcARsawHMxOFLedvf5/vOCCMqObX12FuN3G2vpcZZkf89jsG8nzGLJ/Z2LoxWkc2cvwMkhvnDrlBjvptVKA6TMl7Eh1RkBOFjtp0sKFPcQg+xMUFHZ50FpAPromICupHYeoYhz9SWEAAmDohOmm1qmcvEKU4ZcEYZSXK0bdpTMYyMzimPXORTN2hL44oM7ijDV5nADmq+bvdbjGCVGMfHx+X63Cv4XD4jjPwUqD5iOoBnfTTdQ2m5OlTRFTyyYAWmARAJ/chqnBEUCerXneemfbn+eT737vubTPoL6wGYxQRW3mc9TrCOKIjdp4U/I3H45jP5+U8d+fuDaAiolLjAd1P8Z2Nvhm6DNRY7z6Zz+fLU6/k01Jvb29jOBxWwP3/TcIcYHdpvx+5jj2KqBbRGYBlx29dM3PrfDv357fZ6jrKPesx6zrXlvme6BO/XWhuQLLKD9rGviUbU/0uqKBTdgxe8EQrOBfniPkNGKgrZJjNZqXQhQ5lh+Lv8L8du7fc+BAXP7DFtDHRZKfTqRwmhNL7BC+3I9M2f4SwWIg86tqB0bGT9usGPKaETcdHLBcrUbQ/w+e8EG3IvMjtpEzH4ej4rmsCMu2M0zP16dPK/FhOnA1r0WCgCbFR8TrzOEVU2SrrVMQyquFzjiCdo3UkVBeV23CuEqcLHDllxiCn4dYdC+u5bYnrHFz/03SB37pioMpxrj7eFpCCHkBHu79cx4CPvD3rwoDNeuKtp5l5wbZC3bM18enp+eFIg8GgEvHnLWD/twmOEPF5BdYbO3dsfnbKGWQzprY3Fvunurqu7PhpH+ubHz6bbV+el2wX30s2dvyO1qEijYhssCOi0PWmWYx6nGcH4dgpHB4eVmoArBhMkO+fqd98fYCGIwsrTzZKOCoiflfuu5+uCv0jc5N7e8+n1EXEC4CCsGhZgKRVDLDMiNShW/fVY2Xn4Lnkb6PWjFzrFrnzYYw3c+u0kc8n9959QB/OP1djN13c54Iu5+bor4EU7EeOCJw28Vp2MRivmaLPjt90oe9vQGL2y8xebu9rbMJrY5GfLBexfGStDTftbdLxv5YWy5IdKoWZx8fHlZNK7bwpzMRxuwgNR8XaJRVZV8TqNljqWFPmlzY5leA8/5892l+VskLcfk6xtAPPAUKuf8h1ALYtOUB1O+z4HZVbd/K85VooM+eWDDTeK51WJxtplZEM9DkLHWdnahAD4gH29inn3jllzY4zR40R1cjRW7MyLWzFyhGFt9vUOR3fFyRPRJwNN32GtfijtvR54RrZrqrazc4/Rx6OvuwIDHowzCiTjVZ28IynKWvaa6lTHEeKEcuz0T2/OBRTakT+pkDZecK9mwZpZorMIGWAxFzd399X+ooY0OatXxHLxw4bFDGe/LaeGpiZaeA9p3Pq5uR7xG3GkWJLAOOuDdqGc3rLwSC0iTXMQTCcF0GfHBxxfZw+QMBj7gptg2t+m021/fVWWwc/ueDQx/w6lbdO9FiXJ9+GrAvImBP6lUEi73NNzsawbjnQqFsHdvIWg+Xs0DNArrNxub/WMY97U2O/kePH6KO8LGTT+hiwVWjFJ/ER8fOb3KdzMDn6IYdJkY3zgHkC7RgoHHJk4XyxnTWUHovKilknGC+AC87WBSdNC/d2e6inWHXsKeDJ0WHEMgJz9b1z7y7YxGFYgWzM8pzULXpHldzP72cmBgdOOw0CzOYAKDlYxWfko2xNHgkbEYUWnkwmtbSg2S3O8s954UwHminz/zn9ZkaH+3EtOxjWuovPAAjW4/cQO0IbZQCr10/Tjt8BwzrCemm324VGv729LTbs6OiorFNYN7OO5N5937fSXmZgvF6cp/ec8lmnEvjZZMsxc5SdT9bVJuSt6+dU2XQ6LQ9cMjtG280AR7ys5M/bj/O85IDQoD2n1zKLgA/IzI3HtM42vga0rc/fKxtH/Nm5cHOcDFHxKlTJAuXJYREv86wMpgEBA8hiNLXp+3myHe27qjYbXDs0R7bOu7yFvGgnDAdjtC0x8gR0mAquM6KLxaLyICSu4zSOHYTHhbHzwrfxcrHaa/JWJGlaFOeAE8fpEym6eIYIy6equWocxzOZTH5g1N8WtmxBs+a+k0LCGFF4GbGsgcHYekeLgR3/M2fZ0LlWI6918ujeKoVk57OpZANlvcvV+wQUXjdNp2Eym/iWAOpZj867T6fTOD4+rhz/GrEsaDbo5H8HNqscP+0zSCPC5QwRH7nr7xK4kJZgNw5r/7VAhvnJhYWObJuS1wCZ72/HzFMR69J3ubDP/oV1n3+bobS+2KlHLM+Hoc1mX/w7M2d8BxuAntGviNWOfeuO3zelk5lusnKsWlhGp3t7e3F3d1fyrxHx4np1VAkLOB9VakrUk+D7EqVmJQEps9jz1rLXxsT71wEnnuCmBXrf+7Nxhq1WqzzgJUtGn1YSL1g780xzAQCysrxHlMjYYohcpOm/AQIGPFQ+4/idDiCf2vQT+m5vb+P29rY8/YxxYmxx5jzFksLLiKiAGuhdjE8GdmZE7Pz5nI8PJaq2Ltvpvwe96Jw2dSBeI3Z2rCvWHQCfQ5eaknXWZ3ZAOF8HI9g82CUOjPIT++j//v7y4Uwwkda1OmcfERWHD4vEeo6ICoDlOqb7Xe/zVtTe6XQq20pzFGvA04S8ZTsyMPA6gsG0Q0YABgYHLsDMVH2O8HOQYlDutq0CRnWO3/Yy6+EqeStYWke+q7gvonqoiiMyTvOr24OfZT5/zqEPh8PodDqVJ0oZUDj/yD28DcyFaaaOTT1ng5snDCPsJ1WtkwuzY8LY5dzYNhw/xsMFVETse3t7hYnJkufHc2kmoM6pG5g5rfEeC5O2mCp1NOVIyoWbubaDLU82sHaETTuXwWBQIn6crdcnxtmGlsiMcQQQuwrca4v1ZsbHzJcjCf7O6ZM8f573TeeSNYgTn8/nL/QCvSVIIKrkaOK6Ooc/QkzXsu5xMOgHzhinv1gsKrUlgG8YGmwGa5N993YkDlIAFkT3jti9zTgiKq+zA8Hpygwu6vq6v79fnjaYP4duNSnrsoBez2bPrDMRS5vmwNBMi3XA88A4Ox1oH5MZOe5lAJF/Z8r/e+rB3sO2fldxHwaLKlc6z9Y7fr8W9SOz2SxGo1FEPKNakDDK4YlikljQuYLVSsV3cRxQmjYmjowBIVTAeq/+a9JqtcrT/XI9wjbFY4XBabfbpZiSyHAdhbJzMuDKQIlrrWJlfkRYT6ZG8w4Nn7ro8XeU6zPM6RPMQdNV4xFR9mf7AKI6wGldwojxOZwin8tFYVyH3/6udTaiWszk1xy51m1XfUts+Jg3GDDGmM+Q6sMhOd+fgcof7fwz8IqoniKHDXLAEFHdfRGxnEMzTvv7y/P3zXYCmFjHrq2yjamj9nFUftwuBcdmNnPe3ukhAAmpS6cwXaT4R0hmtRw9k9pwYFIHoiKWef5VAQP2EmBnwJ2BQqbos7g9EauBwHsFTOvIdz+W11WnNr6cR46zjXi5bSHLbPZ8kMrT01M5cS2nFEyfm5KPiBc0liMOflux7NRshH2GNZNsxasTokaDnD/C+aOoUKT56FNYGPeD/juX68gsYqkg5GOZ+4hqLuq9CrGYG8CL8/g2OKbzjbDddue9+U4+RKNpx89Z7Ja8lrwdjOiX/9ExnI0jOtICGEDAat5Cy1gxT45e/ZuIiblcJ81Fm812kcumr5lCzeuI9zKQ+TPs4zcbkhnPiCU7gnN0tX3Esi7g8PCw8pAeB0/oqsEs3+X7ODU/rtx5fk7p40RA15asOhUzYgmw7dQByxwFzP5/74pqUl5zfvgbs0irnLwZsDoG1xG7g0unnObzeUkL5hx/ZkRcZ5b74vUASOE6P8qUYuc3scE/pFVGPxFRQbvsv+dxpG91aD5fPj88bwXL98jozQPmyAPDT/TrCN+ABcHh+9qmzOuMINfhMyy4bUuv16scTsSJYjnlkQ98yXSXxyk7zJy6yAv/e3PDmWkgIseBGInXUdU5x8b7/jz9cB0An2tS3qqiNoj25ww8+VxE9aAfrzeAp6lJ5toGztF+Zm18bdaz2+Sx5nU7A9pKtO/IODMNvjdjgDPjvaa3Wr4mOELWXTaqr/XBVeJUnB8dHcV4PC6O+u7uLvr9fqXoFCfM38wJUawfqct2Qhw8p/9xPC+/Xa+UC25hB1kf5PbNsh0dHcXp6Wmx9T7/pCl5y1fYKZu1sk1gPkzZ55RHpuw9j/Qxgwbrqdc1emZgx7UyOHG6wPf83mg/2+t15IccvwfNDTedhfF5i2aOWO4t97WyQ8+Dv0pyDsxbnHD4TlPYABtowDS4jRZTcxkVblNOT08r29YwyEQMjK0VwrSq59K0uZ2xaTKcvueDRb1J/7lfptucH3VRXkbQES/pbKd8MqJ3RLWpsnyPbDIW1LI4p5yjDNPxdg44XRcAQk17rq2LWcfyXGann9M+OAI7fiImA0oD57r1we6K8XhcaeP3AskfFa+XzBauSoEwnqbVsQmTySROTk7i5OSknJ3f7/fj7OysMJzZAedIFYaHI379t8/8z+fy56DF9Dh6hq4zlwA3bEiv1yt23AWFTclbOoNuexdEpt/po+0EukMa2nYHW5HTJ3zPoIn3DbYN/PxZp4McyHqdv0cx9KZp5h92/B5ov1aXK1lH8jaTddiCVeJI1wjekVQ2Ul4QdXROpsmM4tbdwtaE9Pv96Ha7JUKOiJLjv7u7i9lsFsfHx2XxO9VhY48iGBR4rEC2ACIbdOcZI16CNovRNgCM62KQYDBsELPjz07fRs4sAcbCJ8fR5z9abBSgtzHY2YiY+uW7gFXWYN4elFmzVc4rt8liNog5Ia3kOapLj73GmEU8sxtEshFRaPNtSh3Q8RqlXREvn52eZTZbPvzp8fExxuNx9Hq96Ha7BQQQpdvxOxDhHo5U89Y8n/V/d3dX/h+PxzEejys7jExlI+gZ+u6Dr3h9sVjE8fFxpaDxj8zxRyzTR8wP/TQ7tmpduz6GNetaIXQmMzwO6mxveA3di6gCE7c5s9TYy2wnN/EfZrE3SYut9cns1DM1G7F8trkHnUFlwfwIlfEeYgfliNXRfaaTed+sgNtlBc0O9EcmdF3hmt4nTJ7YFfGPj4/lSXAY5xxdZoRMv10Byw8GJTt8o9m6/tugGiA6x8m6cWTB32YouC9tJc/pSmY/idA0Jd9jG9R7z03WmdfEThsnacFYuc82fhkE5Xvm9Wd9Wke3iAYNzMzK+Bq5r3m+V4mdJcxOTnO8l9TZM4OVOsCEMee3o/FV4gf2sAVvNBqVx0Rz5K9rWXIKazZbPkODomYOg4I98JY91wA4ykev0FHG2fl9z2/OeVN0XTeOTc3La2Iba+dtO2S9QFw3wWcAMvZnZjwtXiO2g2a7mTfbU943a1AXxBgYrCNZJ9f1NWs5fhTy3/7t316850NJMFiOBk5PT9fqwJ9FfuShLW99F4rvPYW5+fd///c3P3t4eBg//fTTd91nb69atLUtWcfAvoe899y8pjNviQ3CNoqpmhDafXJyEufn5z90rT/L3FxeXv7wvdk1dHV19cPXqpMf1dHFYlFSBW/Jn2VeNhXqLLYt7Xa7nPXQtLw1N63FGtBiPp/H58+fo9vt/imo0f/bZLFYxHg8jk+fPr17Mdlubn5Mmpqb3bz8uOzm5s8pu3n588q6c7OW49/JTnayk53sZCf/b8gffzTWTnayk53sZCc72ZrsHP9OdrKTnexkJ/9AsnP8O9nJTnayk538A8nO8e9kJzvZyU528g8kO8e/k53sZCc72ck/kOwc/052spOd7GQn/0Cyc/w72clOdrKTnfwDyc7x72QnO9nJTnbyDyQ7x7+TnexkJzvZyT+Q7Bz/Tnayk53sZCf/QLJz/DvZyU52spOd/APJzvHvZCc72clOdvIPJGs9lnf31KQfk93T+f68snvS2J9XdnPz55TdvPx5Zd25Wcvxf/78Of7bf/tv79a4f1T57//9v8cvv/zyrtfczc37yHvPzW5e3k92c/PnlN28/HnlrblZy/F3u92IiPgf/+N/RLvdjlarFU9PT7FYLGJvby9OTk7i7Owsfvrpp7i4uIjj4+M4PDyM/f392N/fj06nE61WKxaLRUyn04h4Rib+/Zrs7e1Fu90uv3mt1WqV3xFR+X82m1W+P5/PI+IZVXLP6XQai8UiZrNZTKfTmE6ntX8/PT3FbDaLp6eneHp6isfHx7i/vy+v8XnGhDbu7+/H8fFxHB0dxXQ6LeP4nuK5OTs7i19++SV+/vnnODw8jLu7u7i6uoqvX7/GZDKJh4eHMi6MFX/7hzHj/cViUcZtsVhUPsf7HmO+m6+bX9vb2ytzka+Zr8/9Pde+Btfx/3z28fExJpNJ3N/fl/XnMfjXf/3Xd58brvfv//7vcXBwEGdnZ/Hhw4c4PDyMp6eneHh4KD+0aW9vr+gKwlju7++X/1utVtHDdrtddMPidc2aZRx9nYgo1/I1ZrNZzGazyrjnOeLerVYrOp1Opb2dTic6nU7s7e3FwcFB7O/vx+HhYRwdHRX9uL+/j4eHh7i5uYnffvst/v73v7+Yn3/7t39rbG6Gw2Hc3d2VddFqteLo6CjOz8/j119/jf/yX/5L/PLLL3F2dhbdbjdOTk6KPh8fH8fBwUGlv4wF4+Exq7NztmfYRsadOcj6xt+Hh4dxeHgYBwcHZaxta/mx3rImsGfT6TTu7+9jNBrFeDyO8Xgco9EohsNhXF1dxV//+tf48uVL3N7exu3tbXz58iWGw2FMp9NG5+Wf/umfYn9/P+bzeZmf8Xhc0RWvTY8l88FcMGaI9WI+n8d8Pn8xP5ltYD5Zz1kHuf98Pi9zyBj7x3Ph9ni+7GfyZ3ObuGdu+zpzs5bjp3MszuxYMSb5c/7bjcyLke8zgNlhoFTtdrsMfp7UOueVB43B535WNDt8Xp/P55Xf9BWF5HPch2vb8XA9t/U9xX1ttVpF+T1OVoa68WXcDQQYa2SV02A8bGT4vh2JnYTbgPj+WVBWK4LbYgWuG+O8JrLieRzfS3y/drsdR0dHBQwDTmazWTw+PlacRx4b3sPJRESZG/TCxohrY9geHx/LZ/L45fvygwHz2s2yCgxwXYypfwxicFQHBwcxn89jNBrF/v5+MXj0vcm5AcADirBr/O02Wq94jTlB71bZJGQV6PZ6yAHRbDZ7oRd7e3vFQdgJZcDL65b5fB7tdrvord+fz+fx9PQU9/f3laAN3UV/m9YZxpZ1+Pj4+EKfctBgZ++1zHjxN9fEZtjx2w9Z2u12GQtfy2DXga19CH7FfsZ+zz6R9vn91xx/nU1bV2fWcvzIqsHxIn16eioOLxt+PlOHQj2JjmIY9KOjo8q1mGADEDpuYOJBJPoh0q+bIEfunhx+MBZcxxNJXxijp6en0o+Dg4NNhvq7xQvczrHdbsfBwUFFMXKEbWDgKIa543pGuoxZ7jvfd7sckfCajRSK5fXAfXFAeT7q7msBqHocVjmzJsTRAtEZhpf14c94PHL0zDwQmWbDTB8d2fnedUau0+nE4eFhccwRUTG4Hqs89h5rXxOjZJ2nz/zgPDudTsxms+j3+9Hr9SrRTtPy+Pj4wtl6LTFWOWrDaU6n00qUz9jbqRoA5QgeAMc4PTw8xOPjY8UJMBZZT5jb+/v7ODg4qET/vraBtu0ZYntr555BzCqn2ITQjjobkB1cjvBz8OLgEcHxez4i4oUvQdCffM9Vjt9rpY5BZg7y3/55zenTP+77PfqykeN/TTAU4/G4RDFIXjRMYHaspVH/x1gdHh6W377W/v5+BeG60wYWViCiq4eHh0LtZXTm/1HUiCp4MBXD+0xAXkyLxaIo6TYcvxGgKUOcPm21svi7Blx2VJl+zuNtWstOwSmeiGckb6o3Mz12/H6PMWV86VedsuSxwNm5vxlYNCmmYAE/9OX+/r5icD1eNmbMgccJx5lpdRt4U+zWuez4vTYWi0XRX+5t4+T5BNybdTFjwDx4/uxU0e/5fB6np6dxdnYWT09PMRqN4vHxsfG5Abxb6sB+HVVrx06gg01yfyOW69xrF/G6J6iw/cI2+bP7+/vl/uj209NTBQia4asD70idQzeQqaOqmxY70bqAikCqDiQjtnN22BFRsXvZ7/j7XJsxdsATES/Sb9h99NyO306f//f29ip2y2DhrXE28PC6XFd+2PEzQQ8PDzEej2M6nVYMWHbsnkQj7Rydkg88ODgog+TJWEV12Pn4XijV3d1dASf8OHq30vq6dUAlU4I2kBFVeruJ/H7dXOCI3Q5oO9prJ+NcMUaD37lGIwMLfmfwhKE6PDwsjgA69OjoqBj7p6en0nbuhTJEVKN3xtvXn81m8fDwUObPc2kGKUeg2xRH63a2BliOOmizhblkPFin0PiMDeMXsUwHQJ/ntZ1BoanuLI5I0CWuidOKWNZ6zGazAs6ROsNE+yIi7u7u4vT0NB4eHirAoklZFcV6jKzrdbbAepEdve+TgSu6YqZtPp/HZDJ54fCYE4M0g1k+w5jn9I/XX26vmVB0J7MaBEoOdpoWs7NuV51Dz1F9TpflefC8MtaMZ2Y1c92A17o/Z8Du6yBmSP1+1ol1HLgZ2fl8Xn5vMjfv4vifnp5iMplERBRjZMfvyNn58dx5oyVTtJ1O5wX9YWrNC9lImddw+hSvDAaDeHh4iMlkUujMTNnXTUDda0T6Vnr36+Hh4d1zYauEcc2OnzQJ/5u6wjE5asTpOxq1IWHO6wwZ9CkRp5030aede8QSweO4UPDsqM0u0Ab6wN98zmvPc7YqRdSU1PUjMyYRS+fKWskpiWzwHh4eKsVl5EUzgGMeczqLdeu1aeBGAaKdArpixsuGj7GFeo6ojndmZuz4u91u9Pv9mEwmpa3j8biBGamfB4+z2Tv3lzGIWM6XnUHWczuJ7GTRFZwF4BonmwONunY5fRKxdCoGEm7fbDarOCnriQtgAXasAQqD0fmmhT4Z1NNW17fYHiF1zJcDFAcPBlZmRfx/Llr1tfl+TpvaJqInBszWMacd1gVWABKYn6zH68i7UP3QljQ+U8hGynTUBpzP0SEWMPSVnbudlOmUVWg7Il7Q/A8PD3F3dxd3d3fFUX2vuE8opt+j5qFp4d5UiuNcTXNlhsL5YTteO/qMdp1Dzqg3ogp8aFddvpDvYvRcuEmKhHVkwGVF5ppuI2vDdRpG+NxzW7SlgY8NDfncHI3biOT2OZKBFbODp3iQ/L+peI9lprIZJ5wRBtf6QlvRl2xwPP4ebzt5O3/mmNTPZDKJXq8Xw+GwOJ2mHX+dODLDTrAmGR8Xe5nVc3rG+WbGPSIqkTWOlGCn3W5X7KKZUDtwB1PofV4rjL1pcxg21n9OqZm5xdnj+O/u7irRcZNiJwn4dDDgcXaaqe46rLc6djciKs7bIDkiKnrFWKFzvp/ZB7cZtgQ/gF5l/ahjH7LU2QLG4nuYsXfL8TsCA1nm4pVsDOryxnTCDpnrEEkcHx8XathRp52sHVTOBRnNWTnqBtwImXY6ordDqhNH3k2KUy42VjmNwjjmfJUBGAuTsXLU4eiBCJDr27A7zZAXKG2yk7Nx9fsRy90Xdko51eA2wirQFxxtvuc2xFGfx2wymRTjmtmszIg5T841XWmOTpBmm06nJX8esUy5eD04wiBHbSOJs6edFJ1lJ1PHimG4uVbEkmXy/VutZZHi8fFxdLvdkuKj/qFJqQN+BCX39/dxe3sbERGj0ajCqGQK3YDTrFkWghivXTt+BznWR7Nu2FlHmhnMuQA5Ox2u76jfkSzBAwwpwG8ymbwoNGxKrB8uMM1RNUGi1yTgxkDt/v6+XA+wVTf31M2gJwRE6BPi3HpEldW7v78vY8bfBh51986MpOebObGN89pxwLSJvJvjd6Nx0EdHRyWnG7F0gkxoptl9DZAVzorrHR8fV84JsPG34copBeeYu91uWdSmV0DyEcvtSigzCsVC8j7styLHbUSWdvwu5mOhmAKzQTZyxqEYEXsh2sDZcRjYGGXj6BzVOwcNuqbdzKWrVBl3HNHd3V1Jn7j2wIaX/pM/v7u7K+OT0XrTYgrRwMfrK6JKDxKdrXKwfO7+/j5arVY5G2A6ncbR0VEFnGGUvPUM58b6zYbF0b2NfV2qy23y3LtgDcdE+wgQer1e9Hq9opfoN2mM4+PjRuYEqXNgT09PBThPp9O4ubkptob1lBlCnDdrb7FY1lt4vbP33ykO3gO8AYRs+8y02V467eaaJfa+Q9vzOwcgtrlmkxiXwWBQ6qG2xZBFRAEpjtBzKtU1BxmMGNh6HHLaLwtjxBwuFoti6wHWsNAW+4jxeBzD4bD4F6dT3ho/7AFF0IBNdJYzFpwe9LxtIu/m+Pf39+Ps7CzOz8/j7OwsTk9P4/z8vOL4HfU4d2QQwCRDAx4fH8fJyUnZB21AkSMIU3EoCFQQlfUo2eHhYWX/brvdLtd08YXpHxbBeDyOu7u7GA6HMRwOSx/qUgbbjC6hlli4jqYd2aFULBpTfxHxQqGcUzo4OIhut/sCdHEtHCuRO2OQUzQ2io4yRqNRZdcFc+f8soGaUxdeHz5ghXsMBoNK/nQbUpfeMEvhSI73nOde1c5MNT4+Ppbx5aCmnJ901TL3cu7aLJANVl2kXyeMqyOmdrtdKtUnk0kcHx8XvWfuzs7Oypx6v/y2tsDmPjw+PsZgMIjJZFLZQQHgZXzdVztPUjaOwojqbb+4Lrbn8vIyzs/Pi71z5bqdPvbSwQ31S/wMh8OiS/mQqIjqWR25aM0pV5zXNsGymTAHdbTbKbOsR7mWhGus036zMZ5X1j/6YrtCQNlut+Ph4aGMPzq8rnh9eGsm66XT6USv14vj4+MYjUYv7Oumzv+HHX+r1Sonk/3lL3+Jn3/+OS4uLuLi4qIsYlNkOBnnjvybAhMmk2gANAwKYoBMX0L1t1qtghZNQ4OQDEaIho6OjqLf70e32y2OE8EY0DaU6vr6Og4ODmIwGMRoNCrRUx6fbTl/jBKL0mkWR+EYeiv9dDot0bQXFeI0AaxLXTGT8/Q5xwuYI1LHUILMb25u4tu3byWfaIV7TXlREBtg5tSUd8RzFLONrWKIo13G24yKU08AM9fKOGXh71kw1HzfbAIG06ybgYDTCM5d23l5x4rnIKe/mCPmi/cWi0VZlzgldgBRyxMRL9izph3/a6AK58o4OQf/PXVBrlHChvkgoH6/X8B5Tkna+aArbHlkbd3e3sb19XXc3NwUewS17VoCV6vjaMyO2cFyPzvCbcjd3d0LWhvAj+46Tw7DErHcDfAjQCWvcQeVzCN21WkZUgo+IXUdYY3Zz5np6XQ6JQDu9Xpxe3sb4/G4BLZeN+vKRo4/XxyjcHp6Gr/++mv8f//f/xefPn2K09PTsi8XOg96HiqSnQA+JtILFuNv6h8l8Q8Tj7FzlSSLA2WBxjk6OiqomgHt9/txeXkZZ2dncXh4WAwiij6ZTGI0GsXd3V1RrkzTYjCsIKvyfU0IfWURYcQjoqQ1EB8m46iCRZRz4bzHOEIzu7rU/XVFbERU/ncBFK89Pj6WdTCZTCrz+pY4xQQo5B4YN9OwNzc3Gxvu75Vce2JQZcaCNff4+Bj7+/txcnJSFJ4teQCzDIRsMDBQOHKMFdGqxwswlinGiKiABqcO7Bj8OvpMGz1/ZvrQedYjbNrJyUnFWdH+P0qyDjgNQuqQz60bTUYsi/vu7u7KPY6Pj2M2m5U6B44GdloBm/b4+BjD4TBub28rBdXX19fx9evXuL6+juFwWIrKzNohnvusq9i9iOW8GlBvI8fPPVlDTvfZHrjQzzYo12VtIraFfs2prnxddHqV7czX45ouiCVIIaiq2+HEcdLn5+fFVxIMNEr1gwpzVHV2dhb9fr/S4IhlXqvf75cUQL/fLweKQJeDVEEygAFHfs7nenJc6EA+yFHTZDKJ6+vrUqiDgTw6OoqLi4s4OzsrPx8/fizPGiBKcZR/dHQUg8Gg3It6Aacs6qKyTQsvvkdsiFhIHutcZMV4Mo4wLEQizCXzbYrdRUDOv6Gw3D8DCuhn56aJpAApRHnk+dbpt3Okpklx+hHP28XM3Ewmk61EMDhKrwunPfjfVeK8ju70er3odDrlDAocLPpxcHBQ+g04Y+xms1lZs4AJR/CIacaI5dGuBgcY4E6nU5wTuc37+/u4vr6Oq6urYpAIDOgP561HLIHe7e1tyetjzJwbbVJWOWzXKZm9ms1mlTMPiMhcMGa6+DXhs05FOYI100Ak7mh/MBiU67hwLeLlsedO07leITMAdm6MDSDSTN427JnFbBLi9CxpvRyo5WLEVc6RuTILZoeaiyszM8M9ut1uHB8fl10qjJVraBAz2ScnJ8UOEgQ45Ywe8X63242zs7MSKEUs2YZ1AcBGjp/HJbqq1fkv07bkGnHaRjMYYaIc8lCgfF/f+R4Kkkx/mUpFKfib6Pzm5iYeHh7KgB4fH5eHCp2fn0e/3y+O/5dffomTk5OSkxyPxzEYDMoEPz4+FuBgJVqFMLdJkUVEhdHo9XolipzPn7ei9Hq94gDMhmDMu91u5fsY7dFoVAwLiwtQxLyYMo6onqvAd4h+QegU3qAojCljB+tjo4TglHJezPlKHBCfp19EXk0LlHFEFLr75OSkGJTZbHlcLY4mgwKcrAu32O7GuFEVvr+/X+olAKLUpADWmQ+MKesaRoTUT0T17AWAdQaWEVGpLYE1wOFg2FzxbCPl3UBm5k5OTraqO/SXQOXk5KTYEQ7WscHGaEcsi1pJAY7H40pdxGv9cB2LwaF1AXCBzT06Oirgm/cA2z4oK4NggLUpbAOOXBjsepEMFpuSDIpyLpux6Xa70ev1KueU4CcODg7i/v4+IpYFtqzHXDfhVAjBLTl7GLMcxdMO3kNPSSW7lsiOf7FYFLuTt+BmgGabx1iY0TVbCgu9rmzk+HEYEdUnRzEQXhigFKKRXq9XnIorFekk1zbiiqieG47yYWSMbHFgVHBThHd7exsPDw+xv78fvV6vFB3CQGSDS3vpA4OPclIJzXaXnEfeZhFMFhbh4eFh9Pv9ODg4KG0lwnYB42w2K1EkII33XUDJYouo0oSOBHH2GGwKO10sE1E9ahKnaKPqHBoonrnOW98cUVopnQ+NqO4h5/9tRS25IhlHydrCgOFocJQ4Eeea7Ugcrdk4kOKxk3eVvalptn4y/+PxuDBiEVFJh3kOM+uHfgAGGG/ep9iX8YAdGA6HxRZ45wFgDTZtW9Jut6PX68X5+XlpL2wGxVqdTif6/X4BB4Br5ufu7i56vV6pU4J1JH3l3LnTg8PhMNrtdpyensaHDx9KVImzxgGhizgmgCDtB3yhkzhHPy0V0EegZLYAYOGTNE03byP9YkePTaYtrjOiJov1xjhEVHfJYA9YV9aFbMNgw5zDB6CjY/Y9zsMDGvxcGTNA2KDBYFDZ8kfRKzaXuXQ7zcq48Jc1hZ56DF6TjR0/kRqKYEoKx8LiRTHI77uIbLFYlEjEUeDx8XHJgc1ms4phZ6AYQCJEim78nICnp6dSYUnKgdPBTk9PCyVDtOMIB0NpNG2kybV6vV5x/hQw/lFih4DziIhKtILRNf18c3NTonmAWsTS4HmbENd3jpjPugjl4uIiPn36VJgTBOWjrY74MXKuC+BvaC4OXHINh50Z16dvEfGCjcpAZBvi/tqQgfSpgzEw5vGn3pLF/0QiGI3FYlGcPE7aNHHdXuK9vb2YTCZxe3tb8vI4EwpyMaqARO/75wlugACcm9NsLug8PT0tESnsG/PUarWKbRkMBjEYDIruNymZFiXfzjbCyWRSChFJUfCdDHwZUxczM07X19dxfX1dWE1slel9bKBrMtAnGCrGgwCHbbAwAR575tMpOnTx8PCw6BBtpKAOINbtdouu0DbSf9bRJgQH7foDggCCEvTFqZBMp9NnxgBw6boW7hfx8gmiAFd8Ab6lDgC5/sOMHak4Ag300GvKDBv3jaiCsPwAJhgi6mVgHNZlMTeawV6vV5wqUffBwUFByR8+fIgPHz6UXDk0zHQ6Lc++tkPBcN3d3VUoJhc+gMJQxtvb21IABqLlwA8iJIpgUI7T09PKTgDQo3Nz9/f38be//S2+fv0aFxcXBUW6Kh7DxoLodruVQ0e4rnP823YwGGK2UZFHdWEQbYIGxvii5Dh5xs+RsnP33goWsdzS+eHDh8I4zOfzsni5J+uHeeS7EdV9ulC+rAXmDqNFVMXnUSS+CwXOdzNa3rbgGHxYDUDSRm42mxWFZs1FPAMH8nqAYGhyH3rjojEMHACQ7xweHhbWCmPpCJS0D0D78fGxFJQBEG5vb4t+om8wOLPZrIB+g0L6OJlMypkREUuARmBBHy8vLxubD+hrMxnoAAwIx3szf0R1GHDAGI6ZgODi4iK63W5Mp9P49u1bnJycxM3NTaXy27tL0Fm+e3l5WX56vV5Mp9OSpgNoUXeEQyD69/NN0JH7+/uSHnBRH2CDFCnj7610OBOzt03qD2sjIkpwxvi4Ah4A43UMQ+EgwymnDx8+VIK+XETuCJ85J7jAH+TaKBy3mVHen06nlW3GgJjFYhGDwaBSyEqNAGll/CQF8QQKEVE5gn44HBbQRsD3lmzk+KFuHx8fyzGG3W43Li8v45dffolffvmlVPWzver6+jp+++23YrwfHh7i6uqqRPQoXq/Xi48fP0a3263QLjh8UA9sAO+Rh6aim21hROvOc7mYAhaCAb67u4tv377F58+fK9EyRYumSPlNJNPtdisHpFhMOTctjDHGiH6NRqNSsxCxpGpNmWMkQM3QixybaoUjEjSNCcXP61dXV8WZu3rVR16yUwIDCSCgIM0V7kbSLpjBcQAk+/1+odUilpW/0NYYvU2rYN9DGKOzs7MyVhgU8v/z+fMhIDc3N2Xb6M3NTTw+Pka/34/hcBhXV1dFR1zRi/M3FU/hU8SyAIj75YKpiGURIlXmXMt1A6xz5uv8/LwwMkTrGC/y5Kwx5s26D5CLWOa2qVxv0vHjCF0IOZlMSv9Yiy6Qc/0Jc9putwtDgzM6PDyMX3/9NQ4ODuL8/Lz0fzQaFcftuiDWBoVbP/30U/zLv/xL/Prrr3F0dBSj0agUPrdarfj8+XNJp9k5t1qt6PV6ZSwBGzh+toEBzCOishPDNg5QwP/j8biwck3atPF4XJwh1fwwws7tt9vtUucCS4swrzhdImKKtwnQ5vN5JRiCMcEOuqjPzCFgEPCIHrM2YEnMaAGEWfMwe06TXVxcxN7eXknBObWN7aR/2E8XEq77MLiNHL/Pbna0b4TKhDA4v//+e/zv//2/Yz6fR7/fj6Ojo/jtt99KNSKFZDh/UI8jH3LVrVarOPC9vb0SyduQOAf/8PBQDD15odPT07i4uIjT09MCRPguCgI7cXt7W5QWg5qN9t7e8gSyk5OTMlmWbUWXjCWLwntKXalrabVacXp6Gp1OJ75+/VoppsMQ4OgfHh5KagBqNiJKJM6hSJ8/f477+/tCe0Ysj5ll7ii8fHh4iH6/X1JA5BvJVYHSf/vtt4ryIYA0mCOK1KAkmVvo9aOjowJo8jw1IU7BOIpxvs61K4AeV78TaUcst2Xi1InQHZ0BdD1WjlAjogKM8i4UIhXoyFx4hoPqdDpl6xgME8Dgw4cPcXZ2Fp1Op0S8EVGpO0Ewthg/WKWm62Uw6u43tCmpSXLsXu9u3+npaaFYsQXn5+fR7XYrxcMAiK9fv5Y+A1Yx/GdnZ6XIy5T26elpCXxIhwC2YCKJHh009fv9iHguzD08PIyLi4viwDudTvzlL38p1eHU+yA4M9KksLUG200JvoOAgbw5eXAofnyR60AAQugSzKyLnFnfMGBOg0Us00+sDeaO+ggHFgigFj2EaSOVjG50Op2yc4V5Yms4vwFuvibrxayD2Wr0DmD0lmzk+FFy6AfT/DhEOgpd97e//S3+4z/+o9DgOAkoKyaSReatEz7Fi0jl5OSk7IFlMjH49/f3lVSA0TTKSw7Px4HCHPT7/WLkiHRwSFdXV3F/f18OJ/JWNF+Dg3zywmhaQLREvBT+vIXMKXpst9txc3NT+gvqbbfbcX5+HoeHh+WaKBuRtIs++cxsNqsUuWDEcU6ME2uB+QO5khMmbcT2TlIHGKTT09PY29srldSAUgwX0aqLl4j+faJZ04IhydXU6BPGiLaynqARAQDeOXF+fl5yuwABg1znFrPzxkG4GMxC1ML3MMROUfB91gqR/uHhYfz000/xyy+/xHw+jy9fvsTf//73Av5hipgj2tPtdstcXl1dNV7YZ5o/YllQhcNFN9h1EVF9lkin04mPHz9GRBT6lhoiWEDWd7/fj59++qkAUSLFm5ubAnrQMYIW1xgRwNBOmE7SP4A0sxQcDEQKBR0dj8clNfHP//zP8fj4GL1er9g4mFKcTKfTKQBlG0EMYJY+kMoCfMGY3NzcxPX1dWFPYHEjojh0bIYLUHHe2AuCDdai6yyc6895ejtmdDuienaLCz+xb9++fSu21mnzm5ubcg/8mpkh15k51YftjHjW83VYso0cP4sLRNPr9SpGhqpWBgeqkoV9cnJSDDpKD5Ilr4hRhx7B8UP7ADg4mY8B8kMRGBAPmLeqEQ0xSUw4BU/QYjiViCgR7/X1daGQUGxyg+RrybVx723QygAbDCsAjL/rhPF3pT4LFKdPlEw0tlgsYjgcxtevX8v2QKJ4dlBMp9NCbZFbd5U5xTY4Eg4tsQDSiKhOT0/LWLo62c6RteacLY4tF5xRgLUtx0+qBINAgRdULM51Op1WdorgZNm3T658f3+/MF6OUCeTSWXnBjURrIXcHgyWK87JW/I5fshh+4AkG1LmmV065+fn0Wq1yvni2AZSDTAx1MecnJzE4eFhKb5t+oTFrJuOmLBTh4eHcXl5Gd1ut1JQFfG8Rj9+/Fg+43oL1jOOm90NGGjANulJHK1P3iNNh720rYM9wgnB3AAsvK3N6w7nQQR5cnIS//qv/xpHR0fx+fPn+Pr1a3FK3sp2c3NTWTdNUv2ATvTYRZ7o8d3dXVxfX5djuFmDRLs4ZHxQxLJGCZtEHQ32jjXvreWuM+MeTg+xhlhHsAy8x7i7IP7+/r5U9rtGAAfuo5cBBbB12FZofgranWZYRzZy/BhsFhXFE956REegIHq9Xvz666/R7Xbj4uIifv7550rBBAvr7u6ucmoROQ2M2GKxKIiI63t7lysxTccwYGz/IGfPdekXjg2U5RSAHyTioiscEG0gtwcic2FJ04IRoRqXKBL0b/o+Lw4iC9qKMXYhE2AIJ93r9UpEgOP/7bffYjwel3ylH7QEUCIid94NY3JxcVGMXEQURgf2wCDCVbzk937++ecKpe3qWyJjO3+j9Kal0+mU7aPsab+5uYnffvutOAfmkb5HPBu9y8vLkg4gmoxYPtHQfeD6EUuWBWeBcza4pm1EV0Qg1MwYGHvvMMYW8IFDJB0TEWXe/vKXvxSw5TQOYJn0Hvlx1iFRdlNCnRLjn2lU6jE+fPhQ6ptwEPv7+4XSPz8/LwadKm6CIUA1rBbbNklDwmDaKXibK0EMgBxAgDiw+fTpU6nz4PPYLar1+Q5rhMOdKCAEoFPsFxElunVVfdN1SzhX7I8r2kkTuvAVMeuEfXAgAHNG+pbxda1MLvYEEODbsB0EdxFRsa/YJANht5OAkXQeAkjnGTCwQZ1OpwB37PDj4/PzJKgt2VS+a1+GHQgPJkBhyMdgNKDGQbyuXORafAdKCqNDDt4IlmpYaEgcHmgX5cT47+3tFVSEI8bYeD87g+mCNd8DgzkYDOLbt28FjZluiYjKAvKCaFp8D54kxaLEwLTb7QJqXJBye3tbFA2aCoRLlMEuCAqYWPxmYygcArwxHxg/fhvwmQHAabgqHwrZSsj3WAtEwTA03p6EghkQcp1tzs3x8XFcXl7G4eFhTCaT+Pr1a3z58qVyDCn5PUfKvPZf/st/KXN7eHhYnIHHh/nwbojhcBhfvnwpTtl99nfRPeaIdrvSOSLKZwGFEUtDxjozsGZrLymB6+vr4mTNNOCY2H1DdNak+JAU2BQHG9gJmEjmCjr//Py82CvAALaEFBj2hUr4/f39Sm755OQkhsNheUZFPrIV+wabw/zAnsEmXFxcxP7+fqlPIggDmDO+s9ny4U0U4dJG2AqcDbp5fX1d1oO3/DYtRP5s7QTI+0FeCOuayJcgI9PvsAC2LQ4mfU3mFFuIHjCWrplB/+wHuCd6yni2Wq0SHObdA3zGtVkAIP5m/LGt+DnW8jqykePn5i44INfiqBtDbOeAcaDhzoNELAtm+E5ElEI76C/vqyWXxWSChjnzH8PfarViMBjE7e1tDAaD6Pf7JcfL/SKW+T0bQSLmTqdTImmQcqvVqjh/JhzniGQg0JSwKMibs1gwII6kvThwsAA5mBozN8whxoAxoc5hsVjE169fCy2F8+F/HJGL7IjaHbHTPkeVpsBd+c37jui5BiibCAWFANC4onwbAo3NiZVsFXPE4JoFiuIwHvv7+6Uwy4YBgITe2TABpNEX15w4gsmginFk7Bk36F1ewxhGLPPdOE2KdNFlamVcgBkRxQ7Qjru7u7LTxrt0mhKfjEeNBMEJrBb/Ey3SNnYz+YQ8mBjXJmGDsCmsv8ViEefn5yXAIFVDWgHww9zASPb7/VLZH7HUZWxsr9er0ML0DafoXDC6j1PDzmH3yINzrDIphW3YM4vtEzrA2GamjPQEuhMRFb9E37zu+W4Olgg+sVGMI74LHc0MgdNe1jU7euubUwqkJgFY3m2BTXWKDIDP/RrZx2+nz0DhcJ0PNnIHJWIUUPTSgM7yCXG+PnkczvCnYC87dpyAt68R4bMgxuNx2Z9vNP34+Fgp2vD2JkdGGF+KF/lcpgmZYPfP7zUtOQ0DssQI5ZypgVwGAxFRDJXTLgA6FwyNRqP49u1bPD4+FjYH9oBFybiwFjqdTqGgnd4xQ0A7KHpDcVjkEcvnR9AfnB8/MAwGKzgq09hNCn1m7dvhIhgT2uqcIevc4M4UZcSShcMgMHawCnzGxoUxjFiuUxeBYWz4LvfHuPB9HzLCLhucE+AvIkq7M8gGHAKEMNpNO37WBuPLNjFYCwAMKQjAdKvVKrUp5NDzIV45SALkMm6uD8K2RERJnXi8OfDIjAqOhAgSXWPrMT9uA0WDPkfAtop1EbG0JRwE5BPlciFok2J2kLXrMx8MbpziwvbxN7qFDqJfZgENBMwGOyDJfsFRNr8dROXPOegwi8H88hqBDqCZ+7vwHWbXdnbdgtjvovoZCEcf5Ky8CN0ZCsT8Gj8YYaI7cujs5aVAYzAYlLP3WfCACcRoLiIKgPj27VtcXV1VDm+gMM0o1ovf9A6D7ip0lIjCPyRTyNuILLOSO9fqefEBOJk6d19xVtC2UJcAO4DF09NTAWMYUDs4jJwdtJ2Lj6s0Qgdc2IGb4jOLgJGyo3ddBciaPkUs89XbcPyufs8pEhsH2BZACuPI53PEnwsZPadE7N++fSu6wvo1dcn33E4bPd63oWT8fT9T0OznR+edCjB9SvRsdo0+ASKaFNc2kFJxNT6OnPXk9CApSwoTHSGyHqm1wT7mCBzwi54tFovCeDDHFHGhp4xdjmZpo1kbAxGcOLbVz3zAZhowUGPA/6Q67AibFtYs/UZnACHoA+3xusU2OJDjO2Y5zABY1wAV3uHlyBr7Wmc/HBC6D47O6QvXs47A8Dj1CVBAhyigpaYkono8+FuykeNHuY2EjAwxqlQn+lG8NgL+wQGgIFQz4uz5ub29jd9//73kwvb29soZAuS/5vN5OQXQOUQKqa6urkrkhXKhzEZxXlRGbghKiIIxiUx6RtzbEKNJDLxp8IgohoA8Hgud7zuHR+SIs/cDPlhg5PW/fPlScps43Ix4aYPvNZ8vD6FgfRDt4fy8o6Df79c+79pghaiefsE8mEnAsbhNTQl9xxnTBow9gNHpD+i9iKVh93yic47a+Z9UAtQ6zoaoAp20QQLE4fQxQq4WNjDGGBH9YwdwFpPJ5MXR1gDunDf1E/6gwff2lkffNik+zZF0E+NstsPjxzjBfvmYaYMXnyfi7WKmnLFPXNN1U67oBxT7OQ8GF0SptjnenuaaHUeH2E1/NmJZZBZRjV7p3zZ3wmCzXPTK36wnR+TY/jqmhbH2NbKNBzAtFtUaANqDfcThAtQtZjgNGvAVvj/iaD4iynxZr81+4FfdN4DcOrKR5TNVaDREQRyD5ggzU69MDIaCfBQLnapVogYi/aurq/j8+XOpNiUHR0EXee3BYBAnJyeVBUqu6vr6ujYCcZ6HKIzICsX1j9GyFwzXQbm4zrbEtDDPEQAI1C02+utojrGxE+V7pBAcdd/c3MTXr1+L4caQGq06j48zyYwMW24ionwWx09bYFtcl5DTRqDpzDqghKyVbeUpz87OKmNIvQWHvuDs7IgNxpgXpyX4HAaH72OwoHTRT8YGR4xhZwy5p6N2DJF3p9AGR084fwNcg0fmJANBU5zYBI4RJuo1k9eEmE2yPYtYHiLjHQjQx+iIadiI6iOYfQaCddD6gR45iubvDB5w+q5rwj5Ry+K0JcDcjmCxWJQAyzuwnJ6wPtnR83nvymhavHb9v1936sEOOiIqKTL6ZiDgNKd1oNWqnv1h3XDtRl2q0HrM9dkVYUbSqUb7SHSFPuOPHERiQ0jpGQiuu4NsI8dfV0jx8PBQECnnB1tATj4IxAbBRQveV8n/FPfxNC8GkZwcOS3oEWoLOIOZdrNvmr2PVNaiLGYyMnJ3CoIaAj9giIUDomQRca1tOBkjVFIg7FRwkRuL0lRTRLxY+Mwz84PTJyIlZ3h7e1sWnNG2DRyLE6WzQyYP7L22praenp4qdRmm8W0wbcA83nakdqAGAU3K2dlZhaqkTaS/oBRNt9N+R4R1Ttc5SV4HUOctgq6zcQ6xDnQQiaOfGH3nODNY8Dp3cZv13IAP44c4Z8l5G02zZQY0OEWzYKxxj4tTLpkVcKCR16UdP4CBomDXDuBk+bH9cdQdsSwYI3hC773GM5XN/TwX2C5HyrmPOEGA+jYq+z2OdtI5RVW3Tury7YxD/gzrOTNqpv7xK/guv2f9dUqGde8gxTl5BOdeVwtmfeN/dpsABrkP7VyHkdnI8bO4GFAoKYwJaHB//3mfMg02OmXgXECUEa4dLXsaye/SQUfuEcuqbq7vqAlj6H2wPorUORcvEN7nxydq8X07W/pTF402LV7cULZQ3nYqNsgs9ux0vEgzcPNWO+8pJk/LeKAcLmbhN9/HIFLlDpLF+MEQACwMVmzYaLOZC+bC/XchGVFY03R/v98vBpkxYr2xJYt98KYVPV70JaeQ3F+cho08gmOHyfF36lggBCoRVg/d9nfyNWykaLfnnZ+8a4Z0EnUQrVar8b3itMNj7sLWiOfgxjUJOQXI/3nuIpYAzwyNawBw/HyfNjlIgmVkrQBQHE1yEl+u0fD4u10R9Q6Fz5gmdzoHm8/a3YYYnGZdZV2aBs/fNVXueckUvCN0gzYAM0WVrvsgiPXuCGwMNtY2mTbn+8BwIjk4MTsAc0cwZFsG48dx+K/Jxgf4uPE4fgYEw4NDBB0yCTYcoB4vSr5nR+s99SglkYtPEGPRo8i+PiiLFAInEHIfBt8MBD8ooffrZ3ouIirf9VaZbYnvxWIBHLGdyxEbYnTPvLKYTPXln4jlwT8sUhfCuC11gMJgg/yU1wMGhzFn65VBo6k9fzejaSuG6dk6Y/HeQg4bR8I6y/3odDolEstRl9ta1+ZsTGzkEEfotIPXswFlDdjAs8PGKbLMECHOO7KG6COGHJ3k+4B4qtvJPzcpOHX3gTnAiLpQC7GT5HcdTe6Un9f/bDYrjCPBBI47Fzhz7oONfH78Mf+bWXBg5XYbqHmduE++tsEJNm2b+/g9ZjmF6Nf4fP6dmQ3T6RHLYMj9i4gXRXR+hgzjRUoZ+5JZMAMKxt26Yn11bZivxfVs+4j2YT/RZYLed3f8jiZYNDhmDqggemfPZ7vdLme3gxatbPxko+WTq1zMxX5ZjoMFVRmdgdBZsAws1DRHbbJ1homMiIrD528rowtq+J5zLD5fe5tilO6jjX0Kl/PJfCdiqSj0zSjZtLHzubAoRKIUpKEsZhaMfgFbpsaI7qhJ8F5n+jOdLh9vabTONfixU/LceA+1KdamC5VMD6IDjBPOxUaBNtlAZQPt+cu5RtOWZgycLkCcjoKhY7cDeWVo/06nU3bamK1hrm203KacgnHKgwdvmbKEPWSsmhQ/bIz1iTO2gXdQYgrcLEyeH/ptQAroHA6HcX19XR54xal9PnYZnTk8PCxbI2GrfIiZbY6Bhs9IiKg+sjsiKnbcbCvOHkABO4ot3AZYtmDXWFecA5NTGBl8uY2O7Jln1igpSIMl25Ls+B1MEt0T9JqJW+XEI6opoQzwEZy9a2Vcd4Xfsg0wu/mWbEz150gWB81+bNPkrVarGF3QtU/lc97SC3Q6nVacvpFmv9+P8/PziuMnmj04OCiT5KevOYKlAPD6+rocb4ohwzHZ4WOAcr7NTjJi+RCUbTiTOmF8vdWLCIpiRCIr56dsHDxWLsB0bh/H76g90/csTpwIP2YMfE8X4PjEKhTWFCwKbfTu1wCVpvVhhuiXWZx8tsF7i4Eo80T9iYELKSw7kGzU7GQYP9c75Dy9z7Lw9jTGHAbPgMTXdIRycPB88iZrCUPHPm/v5fdWXT8bA8OEDrXb7VIZ76ff0U8AQVOC7bI9m06n5ZRDb/0FFNB+n05oQMW6czEnaVCc/tXVVVxdXcX19XUZT+bBbBDRvh80g40xC4lemp3rdruVFIyjZ6cwcfQEO1yLnVTUQ2HPc6qnaaHPTpU5PcK4oEOZxsf54jh5n/HA3mS7wefRX+pObI+m0+XxzOhSZulM1+d+5fQOOuxCZhc3Y9+oH8DeOuU9GAzWGteNE5wZmaAIPBzEeSY6kgeF1220HcVgHDnlCyPD85Tt+I2qyWvj/O0s7KSenp7i5uamPJN6sViUSmenKYysaUd28GYE+My2o33GDSUm/QIY6vf7Bdmi8KYEbbhQJtN9HgvmgkXIfe2wMFpEMEbTAACiJdroCJU14vvkHCTXhb63ovN3HdIGzG0rHeNiKxwd/XfaxKDIEX6mJhkD1j1zz1gyNtDrUKNZ3xCPCQAANsLOF+DNMxqcZ3Y+2Ic4wWB4XnAa7Xa7FKCydc9rCGPbpJjK93j4mPD5fPlEN8bb/WeccfCZVnZu/Pb2Nr58+RK///57XF1dlQfMoFMR1ecHEGAA4JwiwBnDpgIC0EXo5zoqP9sup9S4NqelukgaINc0IMvi9e1aIsaE980sOWrHxrgGgzECJOA7HFnbNrE9lfszZoAD2y6ceGYkDQTcBus+n/XW29wXA3LYNmqlGtnO59wp4gjdxUt0LmIZQTjicsTvHC0LnqNGqWbtdDol2ucRwHSaAYRN6Ha7L/YwE/EyYBQOchgEVcRMGk4UharL+xsk8LMu1dKEYBjG43EpRsGAQt9i1DBaUFZ2InZMpgFxSlRgE1W6zyxC75NnkaNAEVEACErn9jjPDRvkiJFr8n+m9SKWa9V0v4Ed12matsRp0CZOfzRLkoGV200EkCl6AxrTffxNFM6Ye8dFRPVAF4pmI5ZPk8OAuGq/3W6Xp9SxPiKWDtT5cKIhHwLlQ5N8RkQ+kAbD2/TcMA+sBRdh4RSxK95VYrDLWLu+yDlmbAXnkHz+/Dm+fPlSjrh2pJq3WRpYuTaCc0lgIFjPgBEcg+1xZosykMzXt+1jHTgi3qawNqhbiojKOnNfsD+OnFlL1g+EQITI3ls16StA2KCHtDUBVU7n0C77TO7PNb3+rJvoPbpRxyZxDf6GqVqXbd74AJ9MDbO4KcTBiN3d3ZUzrxlMN9qdwEG4qO/29rY88Y9I6fT0tJy1721YOafCgS9MiAfZkwClZaPjXLYdkBWD9+2ksjL9EYIzGY1GlVQIOSGiTX78oAs7BKNQsx04YPJdjBFzwULPYI5xg77a398vbA6GKq+piGVVLgY4014oH/+bnotYsg+uFeCazs82KS5AhV73eoNqdgEVY2HdiFgaBEeYGGE7bj57fHxcADI6wH3YKkvkyJiblXMb0NfDw8NSz0PRqNc9jJ1rM1gPrqfx2Qx2nK6gb3q/ODptvXfO1+tyOp2Wk/1MOyM53QT7QqT/97//vTj+6+vrGI1GpZ7FbKdtlqN0rs16nkwmMRgMXtTKmH1FHCBlG+X5dqrA6dEMrP8Ix4+uOsJ1H/xZ1popdrMz2ByAGvPOa6yHDL59mmRmSPk869mgi/doq9OUpKk9N9aXzBqY2jeAgAlaVzZy/AcHB8URWFAa0I6rVcn9+4AJBtGRpvMm+fGTfB5E7Mp6fxcDZloEutEDjwNjwHHizqNERKFesmPKimq01rQjeUsYH8YfJWGhOCUAPWSEauBDCsPFip3O83nhNnRWrojq/nqDAgCcC9gcOSJQXXzPFGfOvzGPGFsibCtFRLV2wWxN02DNawpWiTTI8fFx5WwIP7XNxp4xtvHLaxUjwwOzIqKcN+8cMzrjHG/dGMzn83Iaph01BX8Yp3zmO59BZ2kD6Tf+5ocTGUm7OQhomj0zCKPPrI+IaooworqGvNWxzhGhO6PRKD5//hz/8R//UZ47Aj2f0zlEbZwKGFEtysOZsBbm83lha0jt0Q7mhevndJlBNWvOdS8G/AAhrtG0jcvXzzaLdlg3/F2nZRzYEG2jewQhMBsOVqir2NvbKylsA2jGMSIqawb/A5jFv7h9rk3IbB1iJsgRvoOpnMLEr60jG1P9dXS/32fSWDB2Ah4wOu7XzB4AHpjY6XRaFIYCBjt66FwO1xkMBkUpcG4YTAbUEQcT6up8qFDnup3zzpSY+/pHCv0AAebF4Hw4nzct6fMUjGYPDw+j3++XR0piKAzAWOw4b4MmFjFOB2fnCJd5BCR0Op2SdzabYJaH1xz5OxfmHQI42rqjNpsQHqgCUgfJQ4PnbauTyaRC+TN/Pk3P+foMQm9vb8tYe8wMzpkr/64TdAdWgGvh3NEpnBTv+YwN74HG8XOEb7fbjdPT0/I/aZ+IqIDNpgQHTdTP+NjG4WzoO1Ei8+CUlHO/s9nz0wavr6/jt99+iy9fvhSWy9Xj9Ne6BK1sgEqahVQLqQL03HUCABE7BF5HzOhxDw44I+hiLRqE/hGBDWPpFJIjcQeP9NN58IglIOXwm36/X9at2VoYH8aF9cze+VZreaqfbeBoNCppUKe4suBn0EmnILPjpwCWdWL7xlpzqgH9W0e+6/QSFjniXIvpESbAuZKcnzTq8bY5R2RMIKcCgnowjq5qnEwmJU1gyorPMni0h4nyNZ27N+p1bj9Xxm4jetxEzJ6w3YRFgUHnpET3x/UMoEqfu07xEeDMhiFiibhxbi6+YY7H43GJfswe2Zg69+uFz3qJiMr7Fs83QAKARrtRtKYNWa/XKwDMNQ7senB6i/H0uJresx45cgCoYuRt9B4fH4tzAfyYyn9LmDMe2OKCMTMPfs1n2MN08IMBJQ3IZ5lLdp1kG9OEeMsxYxOxBKAI9UE4D29JzFFbxDIC5CFj5OM9Ztg1am9wHq7oPjk5ifF4XAp0sVVnZ2dxeXlZ2monbxCMXtuhuJ7Buk7ak2PS87bbiCrd3OTccH23mzqy2Wy57dGRcG6jmUCPJwwU9SbeDcG64/kh5P57vV6FcTbDzNHynGDKGun1eiUCN1MHI0PazRE8zIDTbjA8uVYDyWBn3TTMxo/lpQOObk15oxB2+hiHHKXx3RxBQ1EzwJzcZ3Rtw4BCRETZa0xRYESUiM8DmYEI/UOJ+WzOe2WUTL/rimj+SLEhs4ODUuR8fLaz5L5ghFnEZ2dn5VS9q6ur8ujj3E/PK4ubBQ1gGAwGBXQQqTgSdXoiYnmcKwVqOUfPWmQuTXuBiIlcfS6EjXVTQjEfNQ5mQcycEBlDaXq/PwDVBT0RUT7LmnTNBvNs4whF6sg/i9ewKUgejAXVH1HN/6MrrtvJepZzplkH+Y7z7k0KTpG1agbRDgXGEWeIg+U1G1ycPvrlw3XoX0T1LH0/lGxvb684p16vV8AATos5Ojo6Ks5lPp+XSN26jH46N+4o02k9V/XXPYUvM2vrVo9/j1Dsm+efXScRUbumnGPHfgEwXZ9BOpC6BkAadoW5I4XCw7Tyjgt8zbdv3+L29rZE4AcHB4Xd4SFwAA0CGnwmNteFsfY9rD8CBT9nxuwn62tdv7NxxM+gOi/MRJi6z8qD1NGT0K/eOnJ0dFQiH/ayOqJhoufzeYkWvJDzouGz0NGZ5kYh/LedC+L3PXF+/4+QuqgXcJJpfT8FEWOXo3Zo/fPz8zg/Py9bq3j8bi7qsjw9PW+XxED4IBYM3mKxqDw/IB8Ew+FKKALbalgfZnJMtfrzrAEMrFMYtL/p+To5OSl9JvpFVwAARu02sDheGJQMVOkr0SJVvZnxMF3JugX0ZZBKWoGxznnFrNMYUuYkA2Cun6MYA2zaic3g9Vz70YS4tsVzQVtx8G4Tdgin70gfh8AR49R0AKJxOkSKnCnC4VV7e3vF7rFeR6NRoZh5subt7W0Bh9wXfcaeYgddI+U+83feTWM6mvnDUUZEqRlpSjiPZJXY0dvx42D5ATzh/H3uAvNIITqHKWEzmTvYnuPj45hMJiWw4JwDtj1iFyOWRbuPj48llUXROakGA486f2IWPafPcmTvFMC6gcx3VfV78LOjzxOC0mcja7SFEmBonMMxTVvnzIl2kDpjvre3VwqrGHAUBKPmp1+5+II+gsAyYKiLeKGXHWU3LZ4bqHwXgNiAYxhWRexHR0dxenoaFxcX8eHDhzg/Py/KzrbNVX0iV+jxs2GBWuM+7BDgMCUkP3ObSAmGwHQ9Bpr7OCo2FZ5rF7Yh5PhRTOsI6ySiCogNak0TAowYB/eLaM30Io7ae+UxXBHxYssWutfv98v4e92TGwXQuQYH8MYcuCjNTp01SD9tI8zg5DqHJuTg4KD03/en32b8iIipSaHPXpfoB8wSO14AbjnKvL+/L1uWvR5zVI4jYkzu7u5KhAkF7tdgluyovTfd0TR9JGCKiBfjgBigNimv6SaBgs/MZ+1B5+P4/UhoAgvWH4ER258ZP+rIaINZtOFwWGF/ANs+WTYiCmDADj89PcXR0VGcnZ1V6nUMrOqYZQAn/bVf5D5+PyIq7XhNNnL8HHlqxfWEZOqFhphCwxhBf6JMpiURd9DRALQlhXqO9LPg9Dl4BKTO0+Cc03e7cFA2zLTP9KmBAUbMFO22xEYWit1pEdrDYncqxAK65JHH5MNYhG9FyaZMI6prJGK5HiKWtRkoqWst7BRRWK8ri9uGofRcMJ8+4Wxb4urviGoqg7Vj3ckRJuJ0lB1jjlJxMlwbJ0C0kdkCix2wD9XhOlRC7+3tlYJLnKCpZMBedh62DdaPuipnWKcmheJKgJDH2ONpKpYH4tQVWhlQk/b0iXAURMIIZJaT+wEWnNbib2qYSA1wDdYE68PspYFjru7nM+iHGaNtgeMsr9VLOfVl8AWd7zMj2EkCvW42yRT/t2/fSjF4DoaYc3L4MGEAbiL7LLAwgD+A4CqGMwdHdakaFyxHLAGS9aoRx0+RWC6CcWTr3IvzzI7EQMl2AnWdcrTD3wwyRUSOEDCGdk7e6oXje3p6iuFwWBYAg+4IxDQywqQ518X7TBCGj/95r2kBeOAwaX+d41+1hQujg+LgiG3U6iKUOiGfz/1BpYwJc0YBIIUu2cGZCmYt2GDR7uxcM/3v2oxtpmNIOXB/M2TkzD13dob0hX66AtiFV4wLUbrz5bk+wHQ16wODYccbEZVteV4PtJuImWtkipi20Y/MApiVeXp6qoChg4ODOD09bXRueHy30xAGRgjjbQPtaBM7BqDGBvgx4USjVKcTab7GPplVoY3eakdtgI/8tf7QXgKBunqrnMJwHVMdwwrIaVJcM2U7ajtG0V4uhnQRKWwijp8xZQxJkVEMXmcbzIgwd6QInJ+vE/sQB5gwoS5O9jzAqPG6/aB9q5kX6/A6srHjx6Aa0ebI1v/b+WckbWRnp8+g8boLgRwR2Fhi7FAkF6mRLrAi2FHY8bjy0nQbbcI4uIiJvvEDsvR3tiXuW460GL9ViyNTylBWbO2h6KUuRbBKnOOlHZwHQVvZtuLtVC4SjaiuBxSftQjzQ841YnnuOX+bStum4yenXxeh08983ruL25wecR+8K4FrRCwL0YgqfAiIDZjpbcbPIIk5Jg2TtybxXAycnfXNUaVTUB73uqh/Op0WtqJuK9R7iw9XymDStoF1CUAxAxVRfZSu7SIMycnJSdkNABjAgdaxLjglCimh9+14XWiY61X4HxBlVjQXVGZg7N91jh9buu62se8R1iL9NVBx2312B3Q+f/vBOgBY600u0M5BnvvsFIlrAxCzkNkhu6Az26Dsb2DP3F/aZPtAuxgf1+Osm4bZmOpnMaAA+SAeGulI28pPJ+siMF/HSIfFTp6DRenHdnphZKWNiIKc3U4QO+3xgGeDQJvsyOkng52VxYZkG2Ilr8uzZkq5zgEanXImAoaI+cqUe10foWp9EInBnSPdDMxgB0ynRlTPI3CEy+sccJJZHBfMbJu+hDLHWJulMO3P+NB3OwbmM0cYBqLeAcHcQ/MbUPhsirw2GDsf0YzhsxhU9Pv9yimbddE/ADmnAjM7yOfN0DUpRI1OK9VFfDhXsxKu1TBNC7DtdrvlaHEfSb2391y1z7hlMAqrOR6PC9vmcWBcqBFgjXBt2wA7zYgo6y8HTKb2nTKweB1OJpPo9/uNzYsDu4gqeLSdd7W7txwT+Rt0cd2IJZu2v78fZ2dncXFxUcCV/U6r1SrM09nZWbRazztiOA/An2MdZPp9f38/Tk9Py6FnAAfy/g4ezTh5PUQsg2nmqC7wRXfWkY2L+4gOPCF1RX1GxUYhOHobMTtSogVYAuefZrNZOW2JhejcCd/zwkc8qAwoDs7VrrTDaMyTYMUx3YfCoXz0kYXUtNRRxKa+aZsXZpZMa1EHADKOiBKNuaiJGo3M6NRFnXWRkgGV6SoQMPeFQrXzIIc+n88rD9Awbekc8jaj/YioPNSGwq8c9Tsnjg5k8JZTbO6PnTOV+hHL43tZtz4vgDnNDg/HPx6PS00AkTht8xn7FJGZ4UJ3eI1UA+K1kI0ngJE2Nyku+HorN0ofHRiYGcsMpdNlEVFhfObzefR6vfjw4UPl5DjWNylEis4Q35MzKYg8nWq0g3NBm1OhdVF/xMszWixcYzabNer4vaYBNLbD7iOUOfVCpvg58MgFeRHLk0HPz88LI9Dv9+PLly8xGo2K3aL2qN/vl11NZk8MiNFXH5trfeGoedfZ0H4XljM/rDcX+to+Ov2RWZx1ZCPHb9qBfG1WXhtmJsyKT4dYjHXFXkyw8zEojR2Ji/C82FcZjDpKJTMVDP5rCmBwY2rdxjkb5qbFbanL9Wzi8Ewjcz3uEbF8shrREs4kR5HsXTWIcq7KhSwuWGPxG8Axd6YrTcF5HpzrZD28lotrUmAloAd9GiLjUEdnWtFNEaJLjsrMdPl1/09Bkg8I8txaiH4Y2/v7+0q+OqLq4KCwXcdgg7VKl7L9AEiY4m5aCFrWyVtn9s8BBz8RSzAX8fIMEdPLe3t7hREwsHCEW8cIEHn6MdmII0PWGEAxs0Vuc44w6/puVqNJsQ2pa1tOY+JjfEAPRX3dbrcwJNQUOXCJiBLR//TTT+UsBdhsFwi6LYvFooA6p8fYBujgxNsM0RWOsQdgRCyBuoNLrymvUfpN8eCm9m0jx++cFMjTES4LydWWdMx77Z1XcV7X1azz+fzFU+GMiECAruy3g8jO38UUUDgUfpDr8ySapoyobpPwonR05YnKjEPTYmr1tftmRc+CcbJBcV0HUQROnfQLxou2eB3U3TODLoMn6H4zTGYtAJ5cByV2da1BAHOaFcOGrynp9XoRsSzU4qAQGweDQ4O3VfnH/Hn32ddgPHESRImmphkHC2uA9BgAzc8b4B44Zxy3r2vDndkWRyysFZw+c7subfkjYrZyE31lbTnY4XXrDZ/jPQIZg2lT2p6LxWJROWDL82X2wLYuO3476mwT6xiw18aA+5u9aVIM3gHHeS054qeyv+6wHgJF7JdZhcfHx7i4uCiHipm1wn85rcN9M33P4Ue03QEwaxtfYwDAY30jquuKteD6Aq7tdctrXmtvyUaOHzST94Rmo0x+H+fqJ/TRAegtI6SIJXXMIKIkTDxKYNrazsHRkFEhbXJBCEcxOiplgXAN065G76Yrs0K9Rqc3JQZer33Gko2dHa/Hjv+pOMXR2mD57PZ8lC4Lkt+sG4CEKWj2zXot8RQ+My2up8gRlvORLuKpA29Nz9H5+XmhSKHPub+dH+PkducjoXGEZmNs+AFEjkAYEx+ExWvoC/rjCNvzw+tm3kxtZqoSEPzaeQ/uP1ERR0KzPpqOLLk36+B7gHpmLSKqZ5TwvyN5P2QmYnk2BZGo0yasa6eGMmh2nj8b/vdkuraVtrReuK4M8Vg4MsfXcNoejtb2gZofByboCrpmBtoPjopY6k2n8/yYeNgizmQwELaDJrp3Ea5rTMxyZrtUlw5z7RzjYcb5LdnI8VO8k7chWFjY3ksJssHxOw9C/hCD4XOr2RqTUQ1gAEOUK+v9WTthgxLn4QApPlUN0AHFAvvganQb6lU1C9uK+k3drcpZ1i2qLK8ZCfrG+E+n08KYUMC0v79fTqbKz0BAwVA2wJ2dfi4s8kLn+ii0HRfilAtKDGtkyfUbTQlO0cwIhgexDs1mszIOACKKWA206yI1xgnHzNhnGnrV+Obo0c6fdpKOYf5JA0A7mlUw04cB9H1pj+cU3axLV7230LfvvQ/2hDE0aLONi4jiQNiCHLFMOTKe0L9mq/ywI6fJbI8AdAZlTYkBS1PCmjFLzL3dBpw+9oe/WUdmkFqt5wOoqFtyNO6UMjUMAG3XaZjFJd1J2iWfKwMIx+/hYxylAzatq/gcj3Fm0x2kOqDaBORtnOPPzt6RL9GgjRwKzyA69+0IASPi8/pdjOHohg76xKRcYMegutYg02CeIIMUOyYWgyPKTLPV1SKsQ7u/p1DBblRYd2+zFd8jviZAgMrXvb29ODs7i9PT0zLnXpCeO84V97GxdUaL+7mGgx8zOXlHiJ2/97wjrMsmjWTEMmpxWsn59br0F2DIj+vFwOR1mEGA16PHwFX6eQ4B2B4LUm287geUmEE5PDwswMRsHvpAlbWNlW0Ac4iBtWFsOsfvNCKOYN31wPr28w+waXb80MU49W63W3FoAFhAbUT1GF3sKcVkBCfeZTMajeLm5qYcJpNPPdyUBl4l3sHUpBjkuJDVgQ2AH4eKg/fuEQqRYZwjqnl0bLX39eO82d5tAJFTDS7uzlT93t7z7o3T09MKk8VncnCSGQL+ziwlfXbdhtm6ddMwG2/ny52zorrRpnkZHDqeaTEe+wnF77Ou6Zgn3k6XznN9px7sNFBMjOd8Pi/Ghnw1+SGiMk7Fmkwmpc8+6YsJpKqdBcS9c/62SXE65DXJOcdNpdPplCpVovuLi4u4vLyM/f39uLi4iLOzs6KE3pHB3Eynz4+PPTk5idvb2/IEMpySi5nc7oilwgLOXCxlpbRS5KjOtGvTjn80GpXnDkBDGtTSpxx1cMALPwa01gP3p91uV47wJSI0m8LnPa6rHGweN/QG48k8cB2n48hbAnpcE2Pw4fw+czKdTsvBKk2Kwc6mIJ30lh037IptIobaNtBMiCN8V58TceLUsHHoCWf2T6fTstOJhwIx72YeYWNeA1NvjYHXWZOSC4IjXrK5Tjf7JxeXs/7ymQ2MM7tsDIodqHAt2Eu/z3rnc94aCjAweHBg4vQnNoq+OVDNKTHfJzOHzM9aY7zJhEDnkvf14q5zOHa+SC5KAFlBr/vs5DoHYIqd6zFQRCUGCxHVA1z47Hy+fPKSERpnxvOac9tuOxNOxOQoiDEyYGla7NA3yfOvEtOY7vvR0VFcXFyUrTAnJyflXH8c//n5eVE0586MikejUVxeXpbjR79+/Rrdbrc8qtfKZefkKNFK4TqM/FPXZwPTJuXq6qq0lfXmXKDRP+3FWaMLnMHuNW3dc2EcTsMPefGDiTalanH0zifSTgNi2kVfT05OCkh0qoC2m+5Ed9Hr+/v7uLm5ia9fv77PJLzSt7po3zUXdWKwQkV2xLKgy4fGcB0oXM6rWCwWpSDW45fXa97e7PFmHL2rgu/kWp1sn9yX7DzqwLADuqaLLn3McUS8oNpxxLZLDkLt+HM/nd7DceIbrH8+6MfjSjsA4qxbAzsCUO7FNV3TYR116pTrYn89V2YEvG4jXqbl3pKNHD/oloWRi+xsbBksF3LxeT9QgEk22ocKrYv6vDcZGswI0AOYjaXRVavVKsawLrfJ9TFkRpxeWBhuV+rymW3R/AjI0znv7xFykew7pVqWAzHOzs7i7OysGDgorU6nE6enp3F6elop5PQPCsgBQff39+UpVzzpCkcFkzKfzytPBXRxDmyN889Ou9SBR6cWmp6j33//vTygAwPN43g9LhZAzOPjY3l4CA7coHaxWFSqhXu93guj4r3b7vsm/WZs7RRs0LIjwSB7V451Y1XxEm0fjUZxfX0d19fX3zXmm4iL5dBrs5F1YmdLzr7T6RQghFMCxEDlHhw8P67VO2JsxInmHTQQpNgmus6IObi7u6tE9K5CX8VqGdxbH+rSubQVwNOkkM6g/Q4U7XB9FLVBqR173mLn9YsN8pMMnVaGfWMN52JV7yzid2bAqSGwDqIPvnZEtRBzFcBivvA5XgPYvXVk4wN8vJjsRE2h+IQrBjg/yIBrGMVAuzMwPhPezht05QeP2BlbYetOocpRInT0cDiMiOVRnjlPnPMopmLqDOm2HT/iGofv+W6v14uPHz/G5eVlnJ+fx4cPH+Knn34qj+cFCJAqcZ6dqJYFz1ihgMyPFRQAdn9/Xx6WgVKS4/727Vt5dKYPDPKZDlzLP9nxmw57zSi+l/z222+VHJ8fGOI1hSNgjACmpL9IOeWIjUeFQj07ejX4MThfV5zTdOSTKcu67/G+dcdRSl26gTEZDocxGAyKPjYl8/m8rF3un+3ZqugXW8U+cRhKb9cjVWlgYUcFzU87ut1uJQXVarWKfXNUSP0AkSn6lA8zM1OArTMAZM1k58S9/VnoZQKBJuX4+LjCtAJQ6IfryfKuDNacj5Km+A6AhD7kgjjWJP7HLOJ0Oq08Ic++A33m+5mlyQCfe/pQp4il3eZ/Xxc9BAxgHxaLRQEQTue9JRuHhtlwmmLmfQw+qBfqksFm8HHudIg9wigjn/MPi49iKcAFRoXve8B8qIipUVDsfD6P8Xgc7XY77u/vC00JYqdoxsYLYLDKuTbtUF4TIpCc8ljnezyS9/z8PH766ae4vLyMjx8/xq+//hqfPn2Ki4uLQu9D0cIEZZYEZYmIsigxrhgdbw2kXoInnN3e3hY24MuXL/H58+fi/P2wIJTH6SIXbmVhzrcxR3/9619L7QisCIDJj8RlLL125/N5ha5fVftgI2Sn5R9kk7qG/F3T0W99z0Ys11lgIG2wHe0z59++fVurnd8rORVXl4KoY0dwPDh/O0ozngDUTKdzjXy8Mg7Pzg5WDUqY58dzj5wCsNh5534AwFz0HBGV6/mz2GSA/bqR5fcI9QsRUQFBDu7y/64FsJ5gR6bTaQGUfiQ5Osd822E7SPHuCtt+Mzd1Y2oQbh3wfBgIOr1K2yKWbK4LprFj2DzW2zqycVW/qSHnwhwNGzE5D44SmKYwtY9DdsdzdTInNFHQgnHJeZr5fF6p3HaRBZNIjo2F8Pj4GN1ut4AAkDDH1xqd0W/Trn8mqdvi+Ja4zqHf71cOw/AeWbZBsliJAIxcaQNRjXNyvEf0a4TMftj7+/sX+2hZI36oDfSqo8tcU2B5jaFpQv72t7/F2dlZnJ+fv1iL7fbyxDhvkbURQ4fWaW/ub50j63SWD7IyWI5YUpWk5wwgXDvzljgK85znNAVippDc/tevXxt3/NiMbJQjqrRtBtAYeGwUO1Pod87drhKnIr1/nOv6BEOfdUFB2vemqnIOnHlyetSfNcWP7W2y8NKnwuI43V7+j1iyL4Alp5UZo4eHhxgMBmVNmTV0YWldoTpj4W3fAAJ8DD7RbbWP9Bpw8OniTZgXgwD8lFkAA4qIKDbT596sIxs5fgxApl9QZDtd0ygMCEY5R2SOWuiUjZDpQQpqvFXQFZg2llYMDyoLhAFzMcVoNCqTjDLkKlkvrj+b06dtLnRZ19G128vtL37YBfQSyDJiGa1RUAmVZiV1rQegb5VDwfhDazvK5ZrkVDl605Fxzmu/5aAMXJuUv//972XXAwwHdCyGxSjda5816bl8bR5d9W3wTF9Z0zBY1hk+T/rMOVFTyZmBs9Be9lEb7GWjbBABs3Z3dxfX19fx9evXuLq6ajzHj6PL5zzYHlgys+miMkf/2Lq3xNfLRcG0w5Grazbq5LX1YRCYc9FIzpHzWeaRLc/Hx8eNOn7ahu3Hh9SlXwwu7QxZXzj9q6ur+O233+LLly8xHA5LcIFeGKy6DbzGdkwHKfYnES+r9bPDh9X20cIEWAYZjDl6ZHuZU1Gw6ayNRhx/LtDxAzoc3dv5o1wRzwh3MBiU3K2PRzT6jFjmhLmujQ0TinLyunMnptxyrh6FNmDAKHpPqBG3jSPt8+vbjCJfE4xOpsPeomdZbCxGFiRUPSe+PT4+xvHxcZkblML7002TGrEyzjkKxcAxzyzkvKUtPw8gAwhvHXxNHLk1PWe///57XF5exsXFRQFTrB3mCEaMcQFY+1hpP4nS4ujz+Pg4Pn78WCIKjIyj71arVZysHQiGCeBHu4hEoa5hZIbDYXmaWQYOPovcbE1EtSjw4eGhVP0T7edCz6YFwMg6MttiAOU+MO7+G8DliG5vb6+sx3VqKzxGtoOMz2vpqVw3Yd2gH97qlT/rSnYLoAZgQ3TatNj2usiN9eP0hO2JfU9ElMPghsNhDIfDcubBcDh8cWqsr4UY2JmddDorBzH4Ghe+olv9fj/Oz8/j7OwsLi8vy3s8BMgsqreCOqXJfGI3/JCnxhy/IxSQlh0/2xbIX/nZzVQoQ7fk41mNnHJekMHFYJhC9GczanXU72pKX7PVapWqZX6czzK9Ql8AEdA924ge1xXGINNfdWLKjKK9s7Oz6Pf7hX6aTCYxGAyi3W5XmADu5UjFeS7eZz6J2l3gBK1sg8McUXHLODs6M53nv9dx5E5ZNZ3nv76+jt9//z0uLi7iw4cPERGVdIQjOht2HLHpxSyA736/H6enp3F5eRm//PJLObAkn0rpp97hxGHwcHDoFYwYc8C4c7YFURNnkzP3fJ97Ok+eQZ4LPnH8XBdj3aQ4SEHMFDrl4a1ZTnFicE3f8ihq71Dg8dZ1ufb8G5rfO2NgHwEB3N/X4bt+dobz3dzbbXgrjYMjMgtatxbfW/AhdXbVdHouzsM/MX85nRERhek10FolDh65BmvYttXjl8c44nktUJ+BrcLhZ7tJ0agZddYln2PtYR83refamOrHUUfEC8fLokQ5HFmTSwfR4/QdfVmh/LuuDTjcVXnDrFD+fr5u3WtmCby9JFdqsggBQH+GqB+py/na8EYsIwVQpk+5Yn6gGV3skiv0I6Ji3COegSHRIve4v7+vHOO6t7dXceAGkN6LHhGV12ib5x8DnGsxLF5v25DxeBzX19fx5cuXsqd/sVhU9tZnRotT2lzjgFNhrEnLnJ+fl50XHz9+jJ9//jn6/X6J9tFRF7NSPe/aGsbEUf7d3V0BH0QVGZD4SX8R1SO7abejzojqyYp8l0O7YBOIznCiTQgA0pKdJM6Etc2P05f02Qec8ZmHh4c4Pz+P4XBYUizWl2zzsJswCMyHae4MctG3fIKdgSSV7q6t4v5mTLNgM7ATmVloSmwfzMwadLxWO5JZWIqJ0QHmb1PBliEOel8TM12MtefPKQYHnJlNp08E1cypaxrWkY0cP532Vr1M8Tuv7/wi6JftWTlPlakTozrEVAuLoO5gEy8QO5TXHEIWHF6m+LlHrlJmXF4DIduW3D4rLvNGtHd4eFieaMWCY2xxvqa9bMj57Sje+WkMClEMjt8RN1G+ty0REbp6P+/PZ70x5tz7tXl225sWDqO5urqK33//vThjO3765X7iPFz051wmkf6HDx/i4uKi/JydnRUARwEs45/ZHzMvjB/jnvcYe469mwMD5PHG4bO28lh7LklhjEajYh/Yunh/f9+o438tX444uEFPPFYRUZgx+hux3IoFvUvV9arT80wXc19T8DnKdo2F622gpLFFZm9arVaMx+NKTY1BWA5abEftWJoObgwiTW2z9rwzKGL5fAs7dffBTAynjlJr9loKhrRNZjoMCl2zsgo85baQwvNBT95t5nSK66RcbOqtvj4CvJGI31ssWOAYCufUySN6AngkKVtRLCiNH/ZhkIGQ77QRyoVcOW2QDatzZXVOOotzgBHVPJzvZ6eaJ+CPcvwZIVuBiIxtoI6PjyuLi4XM4uK7RDY+1INr4thZ4BHL2pA6p5+35JnOJ89/d3dXoSRN7RvYrROReEy2wc6QssD5n52dRbfbLQ4TgOk8nZXd/bHh6Ha75VoUuwKw7VDZIpv39JupgXXBGfioXxu1HKk4ArVxyhGtI6+IZR2K545Ka2o51nHKPyqrdn4gdWuF4kzbBVgNR/BmAfb29uLk5KSSR7etQJg72yU7Execkd+dTpfP6KB9BorORzO39Af9WZUmc4Dn3VVNz4t13fbZjt9MhFkqPuP58vkwp6en5QFw2LY6O0CAg8/xtj+nLs1Ccq1Vawo72+v1Sp4fds5FfzA2OVVgEOYiaJ9Zsu7cfNfT+fz8elO5LCJTegwQp5Cxbx8heiFSgaLKC3pvb6886ag0/v9sTbJDc74Ng+cT3fxTd9RuFhaei0ZsiK3syFv/b0tcg8EY+W9vqQN9Riz7zLgNh8OiVETl/X6/8h3+hm704UoYFTuxzCiMRqPKsxGYF5wi88O1QL0+pY/r1s2jWZmIeGFUmhIc6HA4jKurqzg9PS3tsWOFBmb8M/2KLhFp+yAgUgfj8TgiomxH9YOyGC/0DyfDvODEnK4zLR1RrTL3HGSDg4NxFbR1wHU2sIJQ/dT+OMXTlLzF/nnNmJ1y382OEXXjJIjAcVZmQLFRedwIjAxqM5h1msH57ZzvdqrV2964JimfVWL7wXhl+92EON2HPjtNmdMPjBPbve2gHWFPp9OSP8cX2XYgzCNFqk6fIGZ8sCP8uHaH61FDxUPM2OJ7enpaCqpPT09LqtXssRkQ7DIBEVE//eBpmW/Jd1X15+jWjp9F64iBQr9sSCKeFxeD0Ov1KlSt6UIXOZm+ASA4ysfYeKuDI34jNJATBqeO7jKl7MjGrEJeoDn98EcI42SHmfNg3kfqz9ohcX5+RJRjR8fjcQWpsuf/6OioOIP7+/sKYxMRFSVlAQ8Gg3KwBgVlsEt2RPkadpyenzrDZErbitn03Jhtur29jc+fPxegRdQGs5Hzh3aoNnY4kogouXgckc+g8FrEUbDGaRNr1swZY4PDwHC5FmA+n5f58tqn3XZagAvXhvj8AnL8t7e3ZS0YCDUlrzkwdJ6+29Fk8ArQcT6ZiBt75jQBc2jnbPqa6zrSd6EfYnAIkPTOGvqRI2b3/bUUqNlTH1zzPbnxTYSDvtDlnI5iTNyPiOV4AIjpAw9dm0wmpXiu3++XoJTAhjVM0R1HlvtgHe6ZfaEZTz7D6wCPfr8fl5eX8enTpzg/Py+7pzgCnWDKrGjuP+DLp5p6my01aW/JRo7fKNSR8qo8PwPgiKMu2qcimU47n+MqVdAcA5wViYHB2FH84Oe+O+LH8XuycuqAa2LsrDB2JI6kjU7/SMFo2Zi4D7znSm4+RxQ5GAzi+vq6RDQee2/dYu8/r1ErYMMXERVH7cfPEvHDDHldmfaOeFkoY1bmNfrWedRsQJoSU7bsU2frDsAZihvDnwFldsC8h/MEQJnmNYDwHl/o4bznF0bntR9fn/WBw6PNpv7z/mgDGfrGumMMSAdmW7ENcUoCWxDx8kx7+pkDHT7L7glfN58JQN8N0LxzAMcXsYy8cfCsX++YyOlO+uB2ci2vj3VYL5yhU0lNCo+hhv0lZYitjYhKVOygIPfHNtlpzqOjo4rzzmdbRFRZSdrCPbJ9gkH0WoH98Z79i4uLEuWTRuA5KD4CPds6syA+whs2lHlp5Mhe38Cv0TgjfRYtCkzDLaAvnAZRJ8aNSkwGxNtKMgPgyJwFwnWM0p3zdmTjYqbcTiucv4vz554Y50xNbcuAeRzs2GBGaKc/Q59MFRKV4ag48tJAAuoQtoBFDDWGoWA+7fgZP1gBCp9wJJxFnqMRX8s5QK5H++vG2wqdx6xpYazZU3x7e1uigIgoimzHT04WsfONWNbbmOGgL4A5DLXBL5Gkn4MRES/ubQCOU7Lzj3j5WFsbTOYBoO6aEQwkABOQ7uK+P8LxW19Zn6a6zeRlvcZGOOVEXrbO0fLjVILHHTFbksGGx9lgIKL6lD0+C9hot9tlHbxWEOY2Ik7jNCXeAu62ZwBMv82MRERhmhADNtP4ZkKYIwIcMwDZlnvu64CX7ePx8XF0u91C5ePkqamyw3dhJm31unGwii4zjwYg68jGjt/7173g7PAzMqJhL27eWT7a0kjUTjpHL6Y5HWnULd63qDzfx3uYM0ipU3SDDJS+bgFs0/HDiDjqtfOlPRgFO1bmjqKXxWJRitJGo9ELRiOiWr0NaPN51r4v9yayBGiAYFfl63Fsvlc2Coz7a84iU55W3G0IgMponSgOqp+cMQ6ANtv5Yhgyq+b5hl7EgGXH77Vr8TVMszJ/tAudy5Esr5uWxEgbXEc8R2zMNwYN5ocaj6bFQNlsilkknL93VwCCTZ3zPTOiBgwGv5lxciRKuyKq6QYbdjt+xH3w+Ns2ez4i3n5Ildvp4rKmdebu7q44QqeocPyutDczwLjh+LPzZ/1mKtz6AMhyPQzfz2PFNRHGnjb6QU6kDvjbr/m8DR/Y4znEfmA7XFDvlNO6aZiN9/Gb8mUieC/TqBGvP8GLwWHifMAFk4hiumOORnySkpGe6U0MLj/OuzpdgYK/pRAejwxyQN2m7rbhXPb29gqC9KmHEUuwZOSa0za+Dk6HXD4ntEVUn2zI/3bsdvhOzXge85w5bcTYExFa2aHocGoGlqDfdWjLbTMxjsyoYRiNRgVk2vHRd8CwC7G8V9ypNSN9DJ6f4Obin9fWtcGQKUMbWzuwiJc5zoglnUx/0SmfHcD/1kvylplybUpsdyKWgMX39ZrE7uH4DSQRHLS3lznfbOBsO5FTOV4zq8bBld+sJXTNu5dy8EU7Vtlm94XP4PjXdSw/It750Ol0KgW/2ADnwkldTafTMuYR1WepwB73+/3CVLr4EbDXarVqH/6VmdSIaq2b589n8NvBO/rnZFTqCJzCjoiKY8df5dR19m+b7ITZ+Ol85CQRD3TEMsp9a1ERJRrVERk47+Wz9H2CmR2OFS8iyvdMaxJZ4Bx4L2+xqbveOsxBZgUyJdq0sMWLqnGORq6jGE2PsaharWWVOYvYj7Wso5AyQENMj9moRTyvn4xq7bBzOx3x+kEWXIufXJtRJ3ZSpmybFIMbjjX2djt2prCzgRTVZDIp/Y1YsjlZbNRxSPwY2P1IURZRpx/7axYCYMD/h4eHlXsTrfmcBoA3BouCJR+53LTjp9I7U7iZ2TPz4poZ+sh4Y7wBEjk1ZjtpI4/Y8dMGA2HsIusAHWm324Utsr7TFrM3jmDXGV+vpVXb/t5bMmCBiXx8fD5ufTQaVeooDg4OKgwLNtx2q9N5PtIa4IBumTmznSIAMottm5H9D9Q+6evs5Pmbp3RC/Xe73crjfiOqTLmDVOpgGAtqYgaDQW3h/GvyXQ/pyaiH35kKYtHWLRTTUnbACIvYqJr/Wci5OMaL2aeiEb0wgaYybYy4pnP16wh98P8Ywk0m40dkf//5qYXn5+cvikMYAxf3YUxYWHzeOxtMEb5Goft3lpwewNHzt1mTuutGVI0fjpE5dJpiHWnamdSJq23n8+VjNDHGGc2zfgDGdUYaB+GdGKZ/nXrCaXwP0PH82fGZajXLY/ocA+aHy6B30+m07KTBsK3znIX3FB7/atYkr3U73MxwOl3iNJQNd3YYXJPxcsTooMZgwumuOjbCY+b0mHWTgMrfWQcImsmxnV6ncvxHBNYkF+/O5/OSCkDYo2/wb/ttUMZRxt6SDigYj8cFkLn+JKduPDb2Pzh+8vfO61O9z/59qvh7vV5Fz7Memynz8eXz+bIuxtudc9C6SjZ2/NlwsNAcLdOI1wxNHlQmKFNc2TF4QRih2WH7/h5EU13Onfjzjmi+xwjZQOb7Nynkrnq9Xuzv71dy5jj+uq1uGGMXjcEARPw4W1G3Bt4CC6uuw1phrpkfr5nXJDulbYnpQubCp4axnnndqTT6S/TBGsdAmVXK9K2jFxeprdN3Ox5H986vmvrHsGIPHh4eot1ul/WVGRl2OXir7TadfkSUnSfexZIjYufMM7PEa+xgqGMKs+P3WBLl+bWI5bMkvM8/A2g+xxpxUOQiSr7L5/nMKhYvtx/A4e81XX8BOGb87Bcilg/eiXi2+91ut7Tr8fHxxbMtGDe2jkZEoddhEjklkkcPkyqjPT5jg2v6HgAkAHum9HH6/OD4ObvGga3nBX9nXclMyLpBj2Vjqj8LC6KOYnzNaZgGxChhzE2t+B50+O7urhKlmobDYWcGAsPryBPJCrUuDYbkfvoe6yLrHxV2R2DMKCzZ21sezpLFc4VRcPRsavA95Xuv6fY5T5mjnlWCId/GfFiyUhPVO9XB+vb5BU6BcaKX6x0i6k9gM/p3TYNrTuqAeY7uMZYuouJ/F/tFLHdc0B9Tzzh2PhcRlbztuvP33sJ2YBwCemLw75w785RtHbnn1yJ4xHUvLuby580UwMAxB3XsWWbAeM/Rb0R1K+06FeAGLbTrte2y7yWAK6eRMnsSsUxncAwv9SS5FsW0vOuLGH+eNjqZTOLk5KSytY9+OziMWDp6/89rnANgOv/i4qI4fNP+BwcHFSbd88bawvETyPHzI+m7H3b8vjE5mHXyQFCA3rqBgSIyrcvhUmNgw+JI3nm0nM91fpjFkHOWr9HPq6SOBfFC3YZRI1fE/TEs9OXw8PBF8ZsXW46Y3yuXl/OOPxJtW4G59rpGjM/jnDZJ5byXmGUiMgPR54dWuU8GK86lA3BNLxMhOVo3MM5GBv2yDuQo1BS/mTUDhIhlkRRsE/fGYAESZrPZC4ryjxCnKuworP+0Oa8x2xofYsR1GTenIP3wIsC5H8JE6o37OP2YAYnbBzjw3PI7FwsCytbRF1/HacGm58vgHmdtwIHvYAyHw2F5LgV2z+koAyAfxjOfz0s+3luJYUdtvxkL2uUCc4Q5ZnvzyclJcfxE/BzRy2fa7XZZPwaIjvQzM8b8fU+kj/yw47ewmNY17kygUa+pDjt9n7PvvYvcL2K5F53XXIhjx8+CMp3NJJpx+N4xIHJYN9/yHkLObTKZFMPgSLOOxfAc2fnz/cy8vCWZGjW4ykwQP5s4YBSLPF1u/6rvZIqV6GhbwlhC4WZa1s/UthgE8JAVzyPzAqVuB+KIhLXteg7TqF4nrJtcuJSvzdh6bqnSpz9E+65QbrfbxYDl3Pe25bViNcbC6RU+6xojUjDeGYAdckRIURm7UqCYM4PC+FgPsWE4OrcdHYtY2kv3y8DYzmuTYASAGbFcy02LgWxdihLmjGJSn3HPWEKje51SfOctwScnJ4Uyd82H25KBlfXDNtJHlnNwj6N/2oROeU4M0h4eHsoTKmkbO19yvdb3yLs6/ojNIkVHPkT+zlni5KE1fBhQxEtjn/MjNm78nxG+r+FtIT8ijtS2ZdTIVbrtRsir2mFFNkgyhRxRrYjne3Y8tMG5TlOfjgptfExr2QkYbPjeNkBWxCyZEs3XyP1pUtxf0+12lm9FYdPptBQEss5dQArtiSOqS12hb3Zi/M4AMTNgjCOSxw5dxekDQKm4xhkBQLadbqkTQPoqAGAwbICTGUnvjEEX+A1YZW4ZN59Gh1jXPC+8lteuAbR3LZlNcs6/Lu//mrhY0YzrNs5YQF4DhrC/g8GgOP6caiHdaQCLc0YXT05OKuyy78l41wUZ+BH7JHL8RP6c0MfTMv3UPYP/x8fHMicU8nGaKVG+t7z+aE3Muzv+TRydESmLCseRnYMdzbr3YALtiIgYc9S0WCwqW/t+VGwwtiEZ2TuCi4iVDs65/UwZmylBmUDQjh5Ne3nfvtG20zLZIOGUDASykXLU5YjlNcdvSjR/xlFt05IBip2ID+95bd2xPn0tTv5Dfxhvp7ccOZq2zAbVzh0gmFMEjnK4r/9mTXAKoyMi143YCUa8X1ppU8nOsU5Yl66VyGPFumX9o3ucDseWTZyyi8wMdBlvnCvXdtsye4PD97NH8i4K69q6Yw1gcarDYPHPIOjEeDyOwWBQyd/z/nw+L9v4XJzq00V9vYiqs8/pQX/erDGSi19x9ozl/v7+i8eMu7gVkIXTB0RzpspwOCxnq9QxIevKWo7fA/KeEVId/RuxfGJXjlRBbpsUzKGMXJe8mhewgcUqWvxH+xnRzIlXXuSmjRxh45xXMRCOXuw0mG/vN3ZUD5tiBXK1uSMUOwEbTz5DBTOLOStkBg4YWrfLYnrPVDY/NgQex/cS9y+3J28JM7X7lgAW6lJj1pm8LjwWOLLX1rgBmR2WI1qvazNzGDbulVMLZhQyGLE0pTfZ2WaqfpW8BqKdkvRajljqhKvNfT+YG8AbTJALH51mYV588BPOwHlq5gWn75TLW+vNOlunWx7H95Lv9TNPT88PqqJY03S9gwRShLzuPjq4cCSPbcqsISkYXjPryffZpmc9XSwWhb5nvQyHwwLYmCdH/KPRKAaDQXH6PJwnA2jGzmO5StZy/Dzu89/+7d/Wnoz3ECKa/1dkPB5Hv99/92tGxKuPMe10OnFxcREXFxfveu/vEQOxP5O899wwL//1v/7X2vdRzNPT03Lo0v+N4kieHPbl5eW73qOpuaG9TcnT01NcX1/H9fV1Y/dYR/b29sre8oiIDx8+bHwNUhOe26bm5Uf8DM/9uLq6eq9m/Wnl8vJypa69NTetxRqwbT6fx+fPn6Pb7W6Nuv5/SRaL53PvP3369O455d3c/Jg0NTe7eflx2c3Nn1N28/LnlXXnZi3Hv5Od7GQnO9nJTv7fkO3tN9vJTnayk53sZCd/uOwc/052spOd7GQn/0Cyc/w72clOdrKTnfwDyc7x72QnO9nJTnbyDyQ7x7+TnexkJzvZyT+Q7Bz/Tnayk53sZCf/QLJz/DvZyU52spOd/APJ/w9x+a0CdXDKTwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.decomposition import NMF\n", "n_components=20\n", "nmf = NMF(n_components=n_components, max_iter=10000)\n", "\n", "# TODO: fit the faces data with NMF, set the number of iterations higher than default\n", "\n", "nmf_fitted = nmf.fit(faces)\n", "\n", "for i, comp in enumerate(nmf_fitted.components_, 1):\n", " plt.subplot(4, 5, i)\n", " plt.imshow(comp.reshape(image_shape), cmap=plt.cm.gray, interpolation='gaussian')\n", " plt.xticks(())\n", " plt.yticks(())" ] }, { "cell_type": "markdown", "metadata": { "id": "3DyBQ-e6xTK7" }, "source": [ "As you can see here, each 'component' of NMF picks up a certain part of the face (light area), such as eyes, chin, nose, and so on. Very cool. " ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "id": "bspBevAIxTK7" }, "outputs": [], "source": [ "faces_nmf_tranformed = nmf_fitted.transform(faces)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "id": "9W8u9bzDxTK7", "outputId": "dad25349-b411-4cf1-e954-23c10849b140" }, "outputs": [ { "data": { "text/plain": [ "array([0.02014057, 0.05864513, 0. , 0.01035297, 0.02585798,\n", " 0. , 0. , 0.02643858, 0.00444739, 0.042526 ,\n", " 0.00729397, 0.00313454, 0.00931448, 0.0348911 , 0.05976168,\n", " 0.30774716, 0.076766 , 0.23523134, 0.00292734, 0.18440267],\n", " dtype=float32)" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "faces_nmf_tranformed[0]" ] }, { "cell_type": "markdown", "metadata": { "id": "7N6y_yHWxTK7" }, "source": [ "Can you show the reconstructed faces using the first n components, as we did for the PCA? " ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "id": "DUOB2g_0xTK7", "outputId": "fe3a1379-3d2e-472f-a08f-2af10a593636" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, axes = plt.subplots(1, 8, figsize=(20,4))\n", "faceid = 0\n", "constructed_faces = []\n", "\n", "\n", "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "VYbHYcjLxTK7" }, "source": [ "Unlike PCA that keeps superposing positive and negative images, NMF tends to gradually add multiple parts to the image. This is why it is widely used for many decomposing tasks such as detecting topics from documents. " ] }, { "cell_type": "markdown", "metadata": { "id": "ifWNK7NAxTK7" }, "source": [ "## t-SNE, Isomap, and MDS\n", "\n", "Isomap, t-SNE, and MDS are nonlinear dimensionality reduction methods. Isomap preserves only the local relationships, MDS tries to preserve everything, and t-SNE is more flexible. t-SNE is very popular especially in machine learning. \n", "\n", "Let's try t-SNE out with the iris data. \n", "\n", "**Q: Fit-transform the iris data with t-SNE and create a scatterplot of it.**" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "id": "5n0G3MVmxTK7", "outputId": "56a3173a-02d1-4046-a591-2506056af950" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.manifold import TSNE\n", "from sklearn.manifold import Isomap\n", "from sklearn.manifold import MDS\n", "from sklearn.datasets import load_iris\n", "\n", "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "pTVpHlcUxTK8" }, "source": [ "The hyperparameter `perplexity` determines how to balance attention between local and global aspects of your data. Changing this parameter (default is 30) may cause drastic changes in the output. Play with multiple values of perplexity. " ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "id": "l9m4QwIpxTK8", "outputId": "13698bc6-fbcf-4938-a7d5-d75e2ad65498" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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OxMy44KivLU2npERERIIqcmQWjMxq0jlm3dk5dds9HtwrV5J31tlWouLzUTlvHt59+4i/6cajjtUwDJL+9lfKBg/GvXw59tRU4m66EbvWZQsJJSUiIhJy9i5diDj2WKqzs63pw4YBpkn0mWdS9uxzVkJSJ3Ep/fNfiLvxhqD0lhgREcTfeMNRX0eOnmbfiIhIyBmGQfLLLxE15RSMjok4evUi6YXniByZha+0zEpK6jCrqgJrn0iboJ4SEREJC/akJJKff65ee9RJE6n69NM6B9pxHn88hqP2I8xXXIzr84WY1dVEjT8Re+fOLRCxBJuSEhERCWuxV1yOd+9eyp5+BrxenKNGkfTk3/z7Pbt2kXfW2fhycgAw4mJJ+febOIcNC1XIcoT0+kZERMKaYRh0mPlbumzZRJdNG0j9z7+xp6T49+9/8CF8+bVVWM1KF0V33BmKUOUoKSkREZGwYnq9lPz5L+ScMpW86WdTOX8+AIbDgREdXe94z+YtgeNLvF6827a3VLgSREpKREQkrJQ89DClj/0Rz5o1uJf9QOEvrsX16WcHPT5i4ICwXltHGk9JSR0+nw/TNEMdhohIu2WaJmWvvAI134tNEwyDspf+QeEtv2LvcaPInXoqrkWL/Od0uPce7Mcc49+2JSbS8U+PAVbpes/WrZiVlS36HHJkNNAVKC0t5dNPPyUvLw+n08mYMWMYMGBAqMMSEWmfvIHTfzFN3CtWYJaWgteLb98+Cn52Banvz8U5bBj2tDTSPlmA+9vvMD0eIkcdhy0xkfJ/v0Xxb34LbjdGTAwdn3qS6FMmh+aZpFHafVLi8/n48MMPKSkpAcDtdvPll18SFxdHWloaixYtYseOHTgcDkaMGMHQRpZMFhGRpjMMg+jpZ1H5zrsBtUnM4uLag3wm2KHi3ff8M2xs0dFETTrJf0j16jUU3/Zrf4+LWVlJ4bW/pNPXX2HvounC4ardJyVlZWXs378/oM0wDHbs2MGqVavYuXMnpmni9Xr57rvviI6Opl+/fge5GhQVFbF69Wo8Hg/HHHMMvXv3bu5HEBFpUzr+4RGMqGhcH36IER1NzKWXUjp7dpOu4V62LLDBNMHtxv3jSqKVlIStdp+UOBwN/xE4HA527NhRr33r1q0HTUoKCwt599138R3I7jds2MCYMWMO2buyd+9e1q9fj2ma9O3bl+7dux/BU4iItB1GdDQdH30EHn0EsMaZVH3zDe5vv7Vm2dis4ZAx55170GvYOnasHZdStz0pqXmClqBo9wNdY2Ji6Nu3r3/bMAwcDgcZGRnYbIF/PIZhYK87wvsnsrOz/YNlawbMLl269KCDZ3fu3Mn777/Pxo0b2bRpE/Pnz2fTpk1BeCoRkdbH9Hgwq6vrtRuGQfLzzxJzwfnYu3cnYuhQkl97FeeQIQe9VtTUKUSMGG4lMA4HGAZRp0zGmdW0hQKlZbX7nhKAiRMn0rFjR/bt20dUVBQjRowgMTGRwYMHs3LlyoBjMzMzD3qdqqqqegmIx+PBNM0GF4364YcfAALOWbZsWUCSJCLS1pnV1RTf+zsqXv8X+HxETZtGxz//CVtMjP8YW3w8Hf/4WKOvaTidpL71b8r+8TLe7dtx9O9P7M8uw7C1zM/inq1b2f/7B/Bs3UbE4Ew63H8f9tTUFrl3a6akBLDZbIwYMaJee58+fcjLy6OkpIT4+HhGjhxJp06dDnqdrl27BrzyMQyDtLS0ej0uNaqqquq1ud3uI3gCEZHWq/TxP1Px6mv+1y2u+fPZHxtLx8f/GHCce+VKqr76GltcHNHTz8LWocMhr2tERxN//XX+bbO6+qA/JAaTNz/fKnu/fz94vXi2bqX6x1WkffwRRlRUs967tWv3r28OZs+ePbz33nvs27ePiooKcnJyDlvDZPDgwQwaNMi/bbPZ6N69+0HP69atW8C2YRgaUyIi7U7lgo8Dx3/4fLjqLsAHVLz3HnnTzqDkkT9QfNfd5E45FW+d0vKH4s3LI++CC9nTqw97+2VQ+uRTzVqTyvXpp/gKC2urzHq9eDZvpmrJ0ma7Z1uhpOQgvv/+e//YkJqv77///pDnGIZBx44d/dter5elS5eyatWqgOMKCgp44403WLVqVUDGfswxxzB27NjgPoiISJizxcfBT3ovjNjaVzemz0fxnb+1EhefD0wT7969lD7xZKOuX3jNL3F//z2YJmali5JZj1D57nvBfIRAHm/D7V5P892zjVBSchCVDVT/a6jtp9asWVOvbfXq1f7fV1dX8+GHH1JaWgrUjic588wzmTp1KhEREUcasohIqxR/443Wb2w2f3IS/6tb/PvN8nLM8vLAk0wf3j17D3ttX3k57iVLAtfGsdnq9cQEU+RJJ2HExtaWvrfbsXXqhHPkyGa7Z0O8+fmU//styv/9Ft68vBa995HSmJKD6Ny5M5s2bfInDYZh0KVLl8Oe5/P5DtlWUFBQL7kxDIN9+/bRubPmzotI++Jevpyqb78l+qyz8JWUYMTEEHPOdKJPO81/jBEXh71rV7x799YWVDPBmTnoIFetZUREWMlB3aTEMDDqDKINNkfXLqS89SbFv52JZ8dOIgb0p+Njc7DFxTXbPX+qetMm8s8+F19REQBGYgdS33mbiP79WyyGI6Gk5CDGjh1LWVkZe/damXh6ejonnHACABUVFWRnZ1NRUUFaWhqZmZn+wawZGRksWbIk4Fr96/wjaKgnxDRN9ZCISLtT+cmnFF79c6uHxDTBbif17f/gPDZw4oFhGCQ993fyL7nMX9k18qSJxF33y8Pew3A6ibv2GsqefsbqhbHZwG4j9sorg/9AdTh69iRxzmzsXbpgD0FtlP33/A7fgUrlAGZpGcV33UPq22+1eCxNoaTkIJxOJ2eccQbl5eWYpklcXByGYVBZWck777zj7+3YvHkzubm5nHzyyQAMHz4cn8/H2rVrASshqTuzJykpie7du7Nz507gQEnl6GhNAxaRdqfkgQetZMRzYKyFaVLyh0dJ+fcb9Y51DhtGp2+/pnrNGoy4eCIGDWz09N6Eu2Zi79IF1xeLsCXEE/fLa3EOPnh5h6NV+f48Cm++BdxusNvp8MDvibvyima7X0M8W7YE9g4dmAUU7pSUHIJhGMT9pLttw4YNVFZWBozc3rx5M8cddxwJCQkYhkFWVhZZBynQYxgGU6ZMITs7m/z8fGJiYjj22GOJ0jQxEWlnvIWF9WbdHGpGjS0hgcgxY5p8H8NmI+7qq4i7+qojCbNJPLt2UXjjTbWJltfL/nvuxTliuH+dnpYQMXAg3n37ahMTu52IgeG/0KwGujbRweqINKW+iN1u59hjj2XKlCmMGzeOmJiYBseiiIi0ZZGjjqsdDApgsxF5/PGhCygIqlevrk1I6nCvyG7RODrMegh7nbpatrQ0Eh+Z1aIxHAn1lDRR165dWb58uX/bMAyioqJITEw8outt27aNL7/8EpfLRWJiIpMnTyZJazOISDuQOGc2BZdfSXW29YEdeeKJJNz12xa7v1ldDQ5HUIup2VPTGriR2eLVXB1du5K28DPc31mlLJyjR7XoQNsjpZ6SJurSpQsnnniifw2c2NhYpk2bdtCF/Q6loKCATz75BJfLBcD+/fv54IMPVNVVRNoFe0oKqfP+S/o3X5G++DuSX/snttjYZr+vZ8tWck6Zyp6evdk7MJOKt/4TtGtHjBhO9PSzDmxEgGHgPP54oqacErR7NJYtNpaokycRdfKkVpGQgHpKjsjAgQPp378/brebyMjII86yd+3aFbBtmiaVlZUUFBRoerCItAuGzYajR48Wu5/pdpN/yaV49+yxtktLKbr1Nuzdux3ReJWfMgyDjk/8jciJE/Fs2IC9e3diL74I4wh+cG2P2vWfksfj4bvvvmPLli3Y7XaGDRtGZmZmo5IMm8121INTHQ5Hg6WONT1YRKR5eLZuxXtg9qOf3Y5r4RdBSUrASrRiZ1wQlGs1hVldjXvxEkyXi4gRI7AndTz8SWGmXScl33zzDevWrQvYjoiICKgr0pz69OnD8uXL/bN5DMOgc+fOJCcnt8j9RUTamwaLppkmRnR0ywcTRL6SEvIvvJjqAyvbG4kdSHnjXziHDAlxZE3TrseUbNq0qV7bjz/+2KjF94IhKiqKc845h/79+9OtWzeGDRvGqaee2uwrWIqItFf2bt2IOn1a7Vo7djtGfDyxM2aENrCjVPLHP1kzfw4wS8souuHGEEZ0ZNp1T0lDH/6FhYXMnTuXnj17MnnyZH+l1uYSGxvL+PHjm/UeIiJiMQyDpCf+RulTT+P+4QfsqanE33wT9i6texyfZ936+sXStmzF9Hox6k67DnPtOinJzMxkxYoVDe7btm0b69atY9Cgw6+t0BZVVFSwb98+7HY7Xbt2PaLZRSIi4chwOkmos+BfW2Dv0QO+/bY2MbEZ2NI7taqEBNp5UjJy5EgiIiLYsGED+/fvD9hns9koLCwMUWShlZuby4cffuifmpyYmMhZZ52lqrMiImEq4fbbqPpyEd6dB2Z1Rjjp+Kc/hjaoI9CukxKbzcaIESPIzMzklVdeCaiq6vP5SEhICGF0obNw4UKqq6v92/v372fp0qWMGzcuhFGJiLQtvvJy3EuXgmHDedxIbE0YbFu9eQvVq1ZhT0/DOXo09rQ00j75GNeCjzErK4kcNxZHr17NGH3zaNdJSQ2n08m4ceP48ssv/W2pqant8tWNaZqUlJQEDPQ1TbPd9hqJiDQHz86d5J93Ad7duwHr9Uvqf95q1NiW8n+/RfHtt4PX+kE66ozTSXr6KWzx8cScf16zxt3clJQcMGDAAFJSUsjJySEqKoqePXv6q7a2J4ZhEB8fT2lpqT8xMQzjiMvoi4hIfcW/nWktmHeAd9cuiu+9l+QXnj/ked7CQorvuNOfkAC45n1A5SnvtvqEBNr5lOCfSklJITMzkz59+rTLhKTGxIkTA54/Pj6e4447rt5xpmmyc+dO1q1bR0FBQUuGKCLSqlWvXlNvtkz16jWHPc+7Y0f9Bf8cDqo3bgxyhKGhnpIQMk2Tffv24XK5SE1NJS7IaxNs3ryZZcuW4Xa76d69OyeccEKjqsV26tSJGTNmsHfvXux2O927d693ns/n4+OPP2bHjh3+trFjx5KZmRnUZxARaYscPXrgLiysTUzsdhw9ex72PHu3btbKynUTGo8H15dfEjVhApEntO5VltVTEiI+n48FCxbw/vvv88knn/DGG2+wbdu2w55XWFjI8uXLWbFiBWVlZQc9bufOnXz22WcUFxdTUVHBhg0bWLhwYaPji4uLo1+/fvTu3bvBRGbTpk0BCQlYFXErKioafQ8RkfYqcdbDAdVljfh4Ojxw/2HPs6ekkPjQg7XF3w7wrFpN/owLqfrq6yBH2rKaLSlxu92cccYZfP/99/62nTt3cuWVVzJ8+HCmTZvGV1991Vy3D3tr164N+FD3+Xx8/vnneH7aLVfH7t27eeedd1i6dClLlizhrbfeOugA1E2bNgUUhzNNk23bth3y+k2xf//+eoXlTNOktLQ0KNcXEWlrTK8X88Asz4jMQaR/8TmJsx8l8bE5pH/xOREZGY26TuzlPyNtwUdQd7bOgeuWPvdc0ONuSc2SlFRVVXHbbbexsc47LtM0ueGGG0hJSeHtt99m+vTp3Hjjjew5sFJje1NUVFTvQ93j8Ryy9+Orr77C5/NhmiamaeLxeFi8eHFzh9qgxMTEgCnUYA2ILSkp4bXXXuP555/nvffeo6SkJCTxiYiEC19lJYU33MieXn3Y07svxXffi+nxYO/UidhLLyH24ouwp6Y26ZoRmYMCX+EAmCbmIXqrqzdtxvXll3j37D2Sx2gRQU9KNm3axIwZM+p17X/33Xfs3LmTBx54gD59+vDLX/6S4cOH8/bbbwc7hFYhISGh3oe6zWYjNjb2oOf89NWIaZqUlZVRXV1NSUkJ3jr/QPv3719v/Z6+ffsGrTJr37596d27t3/bMAyOPfZYvvjiC8rLy/H5fOTl5TFv3ryg9c6IiLRG+++9j8r/vm8lEdXVlL/8MqV/+Wujzzc9HspefInCW25l/yN/wHughzxqyinW+JI6ok89teEYHvkDuRMmUnDxpewbczwV/wnPz96gD3RdvHgxo0eP5tZbb2X48OH+9uzsbAYNGkRMnXdoWVlZBy3z3tYNGjSIrVu3kpOTA1gf6uPHjz/kQNTU1FT27t0bMFXX6XTy8ssv4/P5cDqdTJ48mW7dutGlSxemTp3KDz/8gNvt5phjjmlwBs2RMgyDk08+mczMTCoqKkhOTmbLli0Bx9QkTUVFRaQ28acAEZG2wrVggf/1CgCmSeX8j0j49W2HPdc0TYpu+RWVc/8LB3rXK+fOJW3BR3R8bA5FXh+ujz+GiAjir72G2KuurH//RYsoe+LJ2gavl6Lbfk3kCSeE3Zo/QU9KLrnkkgbb8/LySEtLC2hLTk5mX5152u2Jw+HgzDPPZPv27bhcLtLT00lKSjrkORMnTuSDDz7wl8RPTEwM+PNzu918/PHHXHzxxURHR9OjRw+6d+/O6tWrKSwsZOXKlQwePBin0xmUZzAMg86da/9BH2wadXueXi0iYsTEQN3xf4aB7RC94nV5Nm+h8r251saB3nDvrt1UvP0OcVdfRfLzz1rjVAzjoCvMV69ZayU0dRMjr5fqTRvbflJyMJWVlfU+DJ1Op399lfbIZrPRqwllgOPi4jj//PMpLCzEZrOxa9cuFi9eHPCaxuPxUFBQQLdu3TBN0z9tt+Yf65YtWzj77LObZYG9vn37snz5cqqrqzFNE8Mw6NSpEx07dgz6vUREwonpclE57wO8BQVEjhyJM+tY/774m2+i+M7fWDNmDANMk7gb/q9x121oXJ7Nhq/Oem3GYVazt3fpEpiQ1G0PMy2WlERGRlJcXBzQ5na7tchbE9ntdv+rkIKCgnrjRgD/n2lubq5/bE/NcYWFhWzdupV+/foFPbbY2FjOOeccli5dSllZGWlpaYwcOfKg2buISFvgq6wk/5xzqf5xlb9HosPDDxF35RUAxF56CUZ8vNXjYbcRe+klRE2c2KhrO/pnYHRMxNxfUptYeL1NqkcSffo0KiZOoOqLRWC3gddH3A3/R0Tfvk191GbXYklJeno6mzZtCmjLz8+v90pHGq93796sXLmSoqIiDMPA5/PRq1cvkpOTAWsWVEMO1h4MHTp04OSTT8bn8+H1ehtVrE1EpDUrf/nl2mqsBxKH/b+7j5hzz8F2YGHXmLPOJOasM5t8bVtsLCn/fIWCn/8CX04uOJ0kPvB7IkePbvQ1DIeD5Fdetnpy9uwhYtBAoiZMaHIsLaHFkpJhw4bx7LPP4nK5/D/JL1u2jKysrJYKoc1xOBxMnz6dVatWUVZWRnJyMgMGDPD3TKSkpOBwOAJmv9S8UmkupmmyZMkSsrOzMU2T9PR0TjnllIABziIibYl3125rFsxPxmzsf2gWtqSOxJxzNhH9+x/x9Z0jRtBp6RJ8+fnYEhMxjmBcoGG3EzP9rIPu95WWUr12Lba4eBwDB4Ssh7vFKrqOGjWKzp07M3PmTDZu3Mizzz7LypUrOf/881sqhDbH4/Gwfv16qqqq6NSpEwMHDgyofRITE8OUKVP8Y3nsdjsTJkwgJSWl2WJau3YtK1as8L8uys3N5dNPP222+4mIhFpEZiZUV9drr3jjDcqeeprcqadRtXTZUd3DsNmwp6UdUUIC4N23j4LLr2TvsOHknnoaVUuW+Pe5s7PJOX4s+eecR+4pUyi86mrMEI33bLGeErvdzlNPPcXdd9/NueeeS48ePXjyySfpEoYDbVoDr9fLvHnzyM3NxWaz4fP52L17NxMmTAjIcLt168bll19ORUUFUVFRzTLAta5du3YFbNes7+P1ejULR0TapJgLZ1D11Ve1s2RqvgfX1I4yTUoenkXqu7W1QUzTpPLtd3B98QVGbBxxP7+q0RVdm8p0u8m/8GI8W7eC14uvsIj8Cy8m7ZOPcfTuReEvrg0YOOv69DPKnn2O+BtvaJZ4DqVZP6HWr18fsN2jRw9effXV5rxlu7FlyxZyc3MB/EXYNmzYwNChQ+tNLbbZbEFf7O9gnE4nhmEEDMC12Wz1qteKiLQVhs1Gxyf+Rtz11+MrLKDoxpvwFdSZAuzz4c3LDTin9M9/ofSxP1oDYw2Dyv/8h9QP5x3Va56DqV6zBk/dMZ0+H1RX4/roI2IvuxTvTyurG4Y1aDcE9EnRSlVUVDT4zi/UC+INGTIE4yfz5Y899ljNwBGRNsezfTtVX3+Dd+9eq5jl4Eyixo/HOWZMYKVVu53I0WP8m6bHU1vR1ecDrxezupqy555vnkAP9kOhzYYRF4dRdw0dsOqodG6+sYeHoqSklUpPT683Hdhutx+2AFtzS05O5pxzziEjI4PevXszceJERowYEdKYRESCrfQvfyXnhHHkz7iQfaOPp/yNN/z7Ev/wCBFDhvi3nceNpMN99/q3zerq+mNQfD7M0oOvfXY0IgYNssa91CRKdjtGdDTRZ5yOYbeT+OgfrFdOdjsYBvZOnULy6gZacEyJBFenTp0YM2YM3333HWAlJJMnT27SLBfTNNm6dSuFhYUkJCTQt2/foLxmSU5OZkKYTjcTETlaVUuWUDJ7Tm2D10vxHb8hcswYHD17Yk9KIvX9uXi3bQebgb1Hj4DeYlt0NBHHjqA6e2XAuJPI8ScGPVbf/v0U3X4H1Rs3gs2GrUMHHAMH0uF39+Lo3h2AmPPOxdGnN1VffY0RF0fM2dOxJSYGPZbGUFLSig0dOpR+/fpRUVFBfHz8YcvHe71e1q1bR0lJCR06dCAnJ4eNGzf6x4Bs3ryZqVOnavyHiMghVK9e7a/M6ufzUb1hA46ePQFrnImjdy/cPyyn4PIr8GzbjqNXTzr++XGcI0aQ/OzfKfj5L6zExGYj7v+uJ+aSi4Mea9HNt+Ba+IU/+fEVFhJ78YU4B2cGHOccPhxnnfXqQkVJSSsXHR1N9E/fBzbA5/Mxf/589uzZ45+tU6PmNdDOnTvZuXMnPXr0aLZ4RURaO3uXLoEJSU1758B1ZLz79pF/0cWYlZXg8+HZspX8iy4h/X+LsHfuTNqHH+Ddvx88HmxJSUEfe2e63bg++zwwVsOg8sP5xJxzTlDvFSz6kbid2LFjB3sOjLD2NbAGQo3y8vJ6bSUlJaxevZp169bhcrmoqKjg008/5c033+Sjjz7yLxAoItIeRE2eTNQpp1gbB8ZpxFz+M5x1xpEAVH37LWZ5eW1RNZ8Ps6yMqm+t1+7uZT+QO2ky+4YOZ+/ATCo/+DC4gdrtgQNuwVq4LzIyuPcJIvWUtBOVlZWNOu6nhdX27NnD/Pnz8R7o+lu8eDERERGUlZVhmiYlJSXk5uZywQUXNKrHRkSktTNsNpJeeI7KefPw7tiJo39/ok6ZXP+4yIbXdjOiIvEVFZF/2c8wy6zBrWZZGYXX/x9pC+YTMXBgcOK024m96krKa2b1HJh+HHvF5UG5fnNQUtJOHGyNobo1RcaMGVPvuC+//NKfkAC4XC5cLpd/2zRNXC4X27dvZ8CAAc0QuYhI+LHKtk8/5DGREydg79kT786d1pgOux1Hjx5Ejh+Pe/HiwBWATRN8Pqq++TZoSQlAh3vvwZ6ejuuTTzDi4oi//joijzsuaNcPNiUl7URycjLjx4/nq6++wufzYbfbmThxIp07d6akpIS4uLgGC6w19DqnIQ2tViwi0p7ZYmJInfsuJY/OxrNxI46MDBJ+cye26GhscfH1TzBNjLjYoMZg2O3EX38d8ddfF9TrNhclJe3IgAED6NWrF+Xl5cTFxfln6xxqGnHHjh0pKCgISDocDgderxfTNDEMA4fDQfcDU8tERKSWPSWFjnNm12uPGD4M59ixuL/91uolsdmwd+tK9LRpIYgyfCgpaWciIyOJbMIgp5NOOol58+b5x6TU9Lh89913/vomJ554YouVsRcRaQsMu52UV/5B6dPPUL1mLY5uXYm76SZs8Q30oBwBX2kp7sVLwG7DOWoUtlayUrthtpJ+97KyMrKysli2bJk+AFuY2+0mNzcXu91OWlqaFtYTEQljnq1byTvvAnw5OQDYe/Qg9Z3/YO8UmtLxTfn81pRgOSyn00m3bt3o3LmzEhIRkTBXdMed+PLz/dveXbso/t39oQuoCfT6RprVjh07WLFiBdXV1fTs2ZMRI0aoYqyISDPyrN9QW74ewOuleu2a0AXUBEpKpNns2rWLjz76yL9dUFCAy+Vi7NixIYxKRKRts/fogW///trExG7H0atXaINqJP3IKs1m3bp19drWrl17yIqyIiJydBL/8AhGnYGttsREEu+/P3QBNYF6Stqgbdu2+T/8+/btS0ZGRtDXVDickpISKioq6rW3knHVIiKtlnNwJulffI7riy/AZifq5EnYk5NDHVajKClpY7Zs2cKnn37q3969ezfV1dUMHjy4Re5vmibffPMNq1evrrfPMAx69+6tMSUiIs3M3qkTsRddFOowmkyfDm3MypUr67VlZ2e32P03b97cYELidDrp168f48ePb7FYRESkdVFPSRvj8XjqtdVdu6a55eXlYbPZ6o0bOeuss0hKSmqxOEREpPVRT0kb06dPn3ptvXv3brH7x8TENDhu5FCl7EVEREBJSZszbNgwhg0bhsPhwG63079/f8aMGdNi9x84cCCJiYkA/sG1xx13HFFRDS/hLSIiUkOvb9oYm83G6NGjGT16dEju73Q6Ofvss9mwYQOVlZWkp6drsT4REWkUJSXtRFlZGRUVFSQmJvpXB24uERERZGZmNus9RESk7VFS0g4sWbKE5cuXA+BwODjllFPUeyEiImFHY0rauO3bt/sTErBm53zyySdUVVWFMCoREZH6lJS0cXl5efWquXo8HoqLi0MTkIiIyEEoKWnjDjZF94svvmDVqlUq+y4iImFDSUkbl5GRQfKBNQ/q9pjs37+fb775hh9//DFUoYmIiATQQNc2zuFwMH36dNavX8+yZctwuVwB+9esWcPQoUMPeY2ysjK+/vprioqKSExM5Pjjj2f//v2UlpbSsWNHunTp0pyPICIi7YSSknbA4XCQmZnJ6tWr6yUlPy0H/1Nut5u5c+dSUVGBaZqUlJSwa9eugPOGDx/OqFGjmiV2ERFpP/T6ph3JyMio19a/f/9DnrNnzx7Ky8sDxp78NJFZsWIFBQUFwQlSRETaLfWUtCPDhg3DNE3WrFkDwIABAxgxYsQhz2nsQNjS0lL/2BUREZEjoaSkHTEMgxEjRhw2EamrS5cuREdH43K5Dpmg1Kx3IyIicqSUlEiDTNNk8+bNlJSUMHz4cLZt2+Yf6JqQkMCGDRv8x55wwglKSkRE5KgpKZF6TNPk008/ZevWrRiGgWma9OvXjzPOOMM/rXjIkCGUlpaSmJiohERERIJCA12lnt27d7N161agdkzJxo0bycnJ8R+TnJxMz549lZCIiEjQqKekjcvPz2fhwoXs37+fhIQEJk6cSFpa2iHPKSsra7C9vLy8OUIUEREB1FPSplVWVjJv3jyKi4vx+Xzs37+fDz744LDJRUpKSoPtml0jIiLNSUlJG7Z3717cbrf/FYxpmlRXV7Nnz55DnpeSksLxxx/v3zYMg3HjxulVjYiINCu9vmnD7HZ7k9rrGjJkCL169aKkpIQOHToQGxsb7PBEREQCKClpw7p27UqHDh0oKSnBNE0MwyA2NpZu3bo16vy4uDji4uLqtbtcLlavXk1lZSWdOnWiT58+AYv9iYiIHAklJW2Yw+HgrLPOYvHixf4aI6NGjcLpdB7xNV0uF2+//TYVFRUYhsGaNWvIz89nzJgxQYxcRETaIyUlbVx0dDQTJkwI2vXWrFnjX5yvZqzKypUrGTZsGNHR0UG7j4iItD8a6CpN4nK5GnxVU1VVFYJoRESkLWnxpKSqqoq77rqLkSNHMm7cOF588cWWDkGOQqdOnQJWCTYMg+joaOLj40MYlYiItAUt/vpm9uzZrFq1ipdffpk9e/bwm9/8hi5dunDqqae2dChyBHr16sWxxx7LDz/8AEBUVBSnnnpqo2b0iIiIHEqLJiUVFRW89dZbPPfcc2RmZpKZmcnGjRt57bXXlJS0EoZhMHLkSIYMGUJVVRVxcXHYbHoLKCIiR69FP03WrVuHx+NhxIgR/rasrCyys7MDXglI+IuMjCQhIUEJiYiIBE2LfqLk5eXRsWPHgCmpKSkpVFVVUVxc3JKhiIiISJhp0aSksrKyXo2Mmm23292SoYiIiEiYadGkJDIysl7yUbMdFRXVkqGIiIhImGnRpCQ9PZ2ioiI8Ho+/LS8vj6ioKBISEloyFBEREQkzLZqUDBw4EIfDwYoVK/xty5YtY8iQIRowKSIi0s61aCYQHR3N2Wefzf3338/KlSv59NNPefHFF7n88stbMgwREREJQy1ePG3mzJncf//9XHHFFcTFxXHTTTcxZcqUlg5DREREwkyLJyXR0dE8+uijPProoy19axEREQljGsghIiIiYUFJiYiIiIQFJSUiIiISFpSUiIiISFhQUiIiIiJhQUmJiIiIhAUlJRI0pmni8/lCHYaIiLRSLV6nRNoen8/Ht99+y9q1azFNk169ejFhwgQiIiJCHZqIiLQi6imRo7Z8+XJWr16Nz+fDNE22bt3K119/HeqwRESklVFSIkdt27ZtAdumabJ9+/bQBCMiIq2WkhI5ag29pnE49GZQRESaRkmJHLXhw4fXaxsxYkTLByIiIq2afpyVo3bMMccwbdo01q5di8/no2/fvvTp0yfUYYmISCujpESColu3bnTr1i3UYYiISCumpESkhms/5PwIUYmQlgmGEeqIRETaFSUl0n5VlcKC22DzJ+CIgtLd4C6z9g06H877F9j1X0REpKXoO660X29dBJsXgOmtv2/N29D9CTj+Vy0elohIe6WkRNqn8nzY9OHB9xs22PtDy8UjIiJKSqT18ng8bNmyBZfLRadOnUhLSwvuDRI0cFdEpCUpKZFWqbq6mrlz51JYWIhhGJimyfjx4xkwYEDjLhCbAn1Pg80fB76+MWxgmpDYA064vXmCFxGRBikpkVZp1apVFBUVAVZZe4CvvvqKPn36NH4hwAverB3oGpMMQy4Fb5U1+2bIJRDVoZmiFxGRhigpkVaptLS0XpvP56OysrLxSUlkPJz1XJAjExGRI6Uy89IqJScn+3tIajidTmJjY0MUkYiIHC0lJdIqDRw4kF69evm3HQ4HkydPxm63hzCqECnPg7XvwaYF4KkKdTQiIkdMr2+kVbLZbEyePJmCggJcLhfJyclER0eHOqyWt3sJ/HMKuIqt7fShcOUXEN0xlFGJiBwR9ZRI67Dre3jtDHhuDHx+L3jcGIZBSkoK3bp1a58JCcDbl1qVaWvkroaF94UuHhGRo6CeEgl/+7LhpfHg84Dpg92LoWgrnPdqqCMLLZ8PCjcBdcbWmF7IWx2ykEREjoZ6SiT8/fCClYyYvgMNJvz4GlQWhTSskLPZoMMxVm2VGoYdkvqFLiYRkaOgpETCn9d9kPbqlo0jHJ39D7BH1m4n9oCTHghZOCIiR0OvbyQseL1e8vPzsdlsJCcnY7PVyZcHngvL/l67bdih62iITW35QMNN2mC4bD4UbARnHGScbtVfERFphZSUSMiVlZXxwQcfsH//fgBSUlKYNm0aUVFR1gF9p8A5r8CnM8FVBD1PgrNfAsMIYdQh5vPBR7+CxX+ztjv0gEs/VEIiIq2aXt9IyC1atIiSkhL/dkFBAd9++23gQcN+Br/eBXeXw6XzAnpJfD4fZWVleL1e2o3lL9QmJAAlu+BfZ1nr9oiItFLqKZGQy8/PD6jOapomeXl5jTp3586dfPbZZ7jdbux2OxMmTKBv377NFWpo5G+Aos2QnAFJfay2HV9Zr7FqFhM0vdYx5XkQF+TVkkVEWoiSEgm52NhY3G63PzExDIO4uLjDnldeXs7HH3/s7yHxer0sXLiQpKQkkpKSmjXmFrPoIVh474ENA059HMbcAjEp1uuruh0jNgdEJoQiShGRoNDrGwm5sWPHYrPZMA6MEXE4HIwZM+aw5+Xl5dV7ZWOaJvv27WuWOFvcru/rJCQAJnx0q1UgbcytENXR6i2xHViAcNJDEBEVklBFRIJBPSUScp07d+a8885j+/btGIZB7969G9VTEhkZ2WC7f4Bsa5fzYwONppWUDJ4B162wZiVVFkHvk2HA9JaOUEQkqJSUSGiYJvz4L9j9PcR1JvG460kcNqxRp1ZVVbFhwwZcLhcpKSnk5+f7e1mSkpI45phjmjPylpPY49DtCV3gpN83fEzxDmswrLsc+k2D3pOaJ0YRkSBSUiKhMf8Wa/aILcKq1LriJbhmCUQdekyEy+XinXfeoaysDMMwME2Tnj174nQ6SUhIYMiQITgcbeSfde/JMORSq3qtYbP+nEZeD91GH/q8gk3w3HHWmjiGAd/+Ec56AY69umXiFhE5Qm3ku7e0KsU7aqez+g5UZS3cBMtfhON/dchTf/zxR8rLywH8A2N37NjBlVde2XaSkRqGAef+EwZfaP35pAyEvlPBVWIlGsXbrOJpo28Bh7P2vP/NshIS01s7EHbBrTDiqvZd20VEwl4b+y4urUJFA9N9DTtU5B/+1IqKem0+nw+Xy9WocSitjmFA/zNrt90V8OJYyFt7YPaND7Z8Dpd+YK2FA1CeWztVuEZViVWWv27yIiISZjT7Rlpecn+ISiTgn5+vGrqfcNhTU1NTA2qaGIZBdHQ0MTExwY8zHK17F3JXWUlHzarJmz+yxubUOGYsUKdHxOaATiOUkIhI2FNSIi0vMg4ufh+iE61twwaTHoaMaYc9deDAgWRkZPi3nU4nU6dODVwrpy2rLCIg4QhoP+CE261XPjU69IAZbzV7aCIiR0uvbyQ0eoyD23Zb4yJi0yCmccXODMNg4sSJHHvsseTm5uLxePD5fJim6Z+B06b1OPHAa5sDvUWGDRzR0CWr9hh7BJz/LzhlDlSXQ8c+YNd/dREJf/pOJaETEQWpA47o1K1bt/L997WvLAYOHMi4cePafmLSaRic+yrM/Tl4Kq3XYBe8BXHp9Y/t0K3FwxMRORpKSqTVKS4uDkhIANauXUvPnj3p3r17iKJqQUMuhkHnWwODY9PAZg91RCIiQdFOXsRLW1J3ReG6iouLWzaQULJHQHxnJSQi0qY0S1JimiZXX30177zzTkB7UVERN910EyNGjGDSpEnMnTu3OW4vbVxCQsMF1jp06NDCkYSZDR/AZ/fAd3+FqrJQRyMi0mRBT0p8Ph8PPfQQX3/9db19M2fOpLS0lDfffJPrr7+ee+65h5UrVwY7BGnjEhMTOe644wLaMjIy2u6rG48b9mVD/vraAa4/9cXv4fUz4OvZVqG050crMRGRVieoY0pycnK4/fbb2bVrV72fZnfs2MHChQv57LPP6NatGxkZGaxYsYLXX3+doUOHBjMMaQdGjBhBt27dKCwsJD4+ns6dO7fNQa6FW+CfU6Bos7Xdewpc/B5ERNceU5ZrJSVQWyE3f521WN8Jv27RcEVEjkZQe0pWr15N586defvtt4mPjw/Yl52dTefOnenWrXZGQFZWFsuXLw9mCBJGKioqyM3NxeVyNcv1U1NT6d+/P126dGmbCQnAO5fC/u2121s/hS/uDzymPIfaevIHGHbYvxOKt1s9LSIirUBQe0omTZrEpEkNr0aal5dHWlpaQFtycjI5OTnBDEHCxIoVK1i8eDEANpuNSZMm0bt37xBH1QrtWWZVbq1h+mDnN4HHdOwDkR3AXWrtB6vHZPET8P1faqcN95ncYmGLiByJJiUlLpfroElEamrqIUt9V1ZW4nQGlrl2Op243foprq3Zu3evPyEBa5zR559/Tnp6OrGxsUd9fa/Xy+rVq9m/fz+JiYkMGjQIu72NzkKJTYXSvfh7Qgw7JPyk/ogzBi56D96Ybq1xU6Nm/RvXfmvfLVshLvAHAxGRcNKkpCQ7O5vLL7+8wX1PPvkkkycf/CexyMjIegmI2+0mKiqqKSFIGKqqqsLn8xEVFYVhGOTl5WEYRsAaNT6fj8LCwqNOSnw+Hx9++CF79+7FZrPh8/nYvn0706ZNa5ul5k/7G7x1gZWMmCY442DUTbD+fev3x4yzpgf3mgi37bIGw26YB18+WNtrggnVFbBvubXKsIhImGpSUjJ69GjWr19/RDdKT08nPz9wFdj8/HxSU1OP6HoSeh6Phy+++IItW7YA0KlTJ6ZMmUJMTExAQlJj5cqVpKamHlUiumvXLvbu3QtYCQrAnj172LNnT8B4pTZj0Lnwi++sRMMRBSkD4LXTantEuh0Pl38CzliIjIeuIyF/bZ2EpI7o5JaNXUSkiVrsR8vhw4eze/du9u3b529btmwZw4cPb6kQJMiWLVvmT0jAmn315Zdf0rt3bzp16lTv+D179rBgwYIGE5Ya27Zt45tvvmHp0qVUVFTU23+wQbPNNZg2LHQ9Dk76PZw4E+bfDO46U313L4b/zQo8ftD5kD7U6l2xOQADBpwduD6OiEgYarEy8927d2fcuHHccccd3H333fz444/MmzePV199taVCkCDbtWtXwLZpmuzZswebzcbpp5/uf81Sd39OTg6VlZUNjj+qGRxbM5Nm7dq1nHvuuQGvfNLS0uq9GgLqjVdqk9wVUBL4Z47pg9xVgW0R0XD1V/DdX2D/DkgfAiOvtxbyExEJYy36En727NnExsYyY8YMnnnmGWbNmqUaJa1YzRiSumqSA7vdTnJycoNTdRtq83g8LFmyBLCSF9M0cblc/PjjjwHHJSYmMmnSpHrjRxYsWMCGDRuO6nlaVHk+vHcVPDUU3jgHCjYd/pyIaIhOAer8+Rk2a/bNT0XGw4R74KxnYfRNWiVYRFqFZvtO9fnnn9drS05O5plnnmmuW0oLy8rKqtcTMmrUKP92RkYGa9as8e8zDINjjjmG6Ojoetdyu90NvtZp6LVMnz59KCsrC1iUzzRNvvzyS3r27Bn+vSYeN7x8EuSttWbI5K2B7f+DG1Y3vNpvDcOAc16GN88B74FB40l9YPzdLRO3iEgz049PcsQ6derE2Wefzfr16/H5fPTu3ZuuXbv696ekpHDGGWewdOlSXC4XXbt2rVcevkZ0dDTx8fGUlZX5kxPTNBscmwJQVlbmn31Tw+fzUVFRET5JiWu/Vegs50dI6muNC4lLh13fBb5yMb1QWQjr3oORvzz0NTOmwfU/wrYvrN6QjDMhMq4ZH0JEpOUoKZGjkpKSQkpKin/bNE3Wrl1LXl4e0dHRDB06lDPOOOOw1zEMg6lTpzJ//nzKy8sByMzMpH///g0en5iYGJCQgPXKKDYqEkp2WzNNIkI43dzjhpcnWWvWmF4ridj8MVy3IrAYWl0Ha/+plAzrS0SkjVFSIk2Sm5vLvn37cDqd9OnTh4iIiID9X375JevXr/ePG9m0aRPnnntuo6YBJyUlcfHFF1NaWorT6WzwNU+NgQMHsmPHDnbu3AlYSc1JgzsT8dceUJEHdidMexKyfnEUT3sUdvwP9v5Qu216oXgrbHgf+k+3CqCV7rXaDRvYI6HvaaGJVUQkTCgpkUZbv349ixYt8s9+WblyJWeffbb/dUlpaam/jk3NK5jy8nI2bNjQ6AHNNpuNDh06NOq4U089lb179+JyuUiJiyDhhcG102W9bnj/WkgbDN3HHMHTHqXqyoO0V1ivW674HOZeDTkroUMPOONpSFIZfhFp35SUSKN4PB7+97//AbUJx/79+1m5ciUjR44ErMquDTlY+9EyDIMuXbpYG9sWBZZYB6sHYvui5k1KXCVWpdSIWOh8LNTMCuo2xlpzpqq0Tm+IE3qdbO1P7gdX/6/54hIRaYXaYF1uaQ4ul6veGA6wBpzWSExMrDdN2DRNOnfu3PwBRnWs32b6Gm4Pln3Z8Ne+8I+J8Nxx8Mrk2h6S2BT42SfW7BgMiO8Kl8wLfm+IaUJZjpX8iIi0ckpKpFFiYmKIjIwMaDNNk+Tk2tLlDoeD0047zT8WxDAMjj/++JYp/54+xKpkimFVMTXsVm/EkIub755vzbBmzdTYvgi+fLh2u+tIuGk9/K4abtsBvU8O7v2Ld8Azw+GxTvBIB/jwZmggcRQRaS30+kYaxWazccopp7BgwQKqq6sB6NmzJ5mZmQHHpaamcskll1BRUUFUVBQORwv9EzMMOO9f0ONp2LscOnSHMbda02abg8cNBT8p1mb6rFc5P2VrphWM/30e5K6uuTks/hskZ8DoG5vnfiIizUxJiTRaly5duPjiiykoKCAyMvKgFVttNhtxcSGonWF3WNVLW+ReEda048pC4EDRN5sDErq3zP2rK2HP0p80GrBtoZISEWm19PpGmiQqKoquXbuSkpLSYELSbhgGnPW81Qti2AADYtNhwu9a5v72SGvV4LpsdmtwrYhIK6WeEpEjNfBsuHYpbP4EnLGQeSHEJLXMvW02mPQQfHz7gZWAsRKVE25vmfuLiDQDJSUiR6PTMOsrFE74NST2hI3zrbEzI69XpVcRadWUlIi0Zr1OttbV6XAMRDfj9GcRkRagpESktVr5Osy9yqpea3PAGc/AsT8PdVQiIkdMA11FWqOCTfDeFVZCAtZifv+9xlqRWESklVJSItIa7V3WwKrCJuxeEpJwRESCQUmJSGsUm95we9xB2kVEWgElJSKtUY/x0H86Vln9COvX3qdA31NDHZmIyBHTQFeR1shmgwvfhhX/gLy11jo/I65uvpL2IiItQEmJSLgo3Az7VkBcZ+h+vFU19lBsds22EZE2RUmJSDhY8QrMvRpMr7U95BI4559Wj4iISDuh73gioeRxQ1ku/PcXtQkJwI+vw+o3QxeXiEgIqKdEJBTKcuE/F8K2RVbhM1914H5bBOSuDk1sIiIhoqREJBTeugB2fgOY9RMSsGqQJPVt8bBEREJJSYlIS6uuhO1f/qTRAMzazb5TIaE7/H0klOfAMeNg2pMttwqxiEgIKCkRaWm2iAOvbOpUZDVs0G8aZJwB8Z0hvhs8P9oaZ2L6YPVbULwNrv5ag19FpM1SUiLSklb9G1a8ZPWCFG8FDCshsdnhpN9D5xHWcZ/dDZhWQgJWcrLrOyjabNUkERFpg5SUiLSUFa9Yi+hRp/5Ip+GQNhjG/Ko2IYHAYwIcpnaJiEgrpn5gkZby9ZwDvzHxjx/xuODcV6DLsYHHDr7Q6kExDvwXNezQ/QTo2LulohURaXFKSkRaiqeygTZXw8emD4HLP4Uux0GHnjDkYrhknsaTiEibptc3Ii0l8wL46lH8vSSGDTJnHPz4HifCNd+1SGgiIuFASYlISznpAXCXwfIXwTStBfQmPRjqqEREwoaSEpGWYo+AaX+zvkREpB69oBYREZGwoKREREREwoKSEhEREQkLSkpEREQkLCgpERERkbCgpERERETCgpISERERCQtKSkRERCQsKCkRERGRsKCkRERERMKCkhIREREJC0pKREREJCwoKRGRlrFpATx/AjyZCQtuB0+V1V66F/bvtFZOFpF2LairBJeUlPDoo4+ycOFCfD4fEydO5K677iIhIQGAoqIifve73/HVV1/RsWNHbrnlFqZPnx7MEEQkHG3/H7w27UDiYUL+OijZBZ5KWP9f65iuo+GS9yE2NaShikjoBLWn5L777mPdunU8++yzvPDCC2zevJl77rnHv3/mzJmUlpby5ptvcv3113PPPfewcuXKYIYgIuFo+UuAARzoDTF9sPpN2DCv9pg9S+G/vwhFdCISJoLWU1JRUcGCBQv417/+xeDBgwG46667uPTSS6mqqiInJ4eFCxfy2Wef0a1bNzIyMlixYgWvv/46Q4cODVYYIhKOTN/h200vbFvUMvGISFgKWk+JzWbjmWeeYeDAgQHtXq+X8vJysrOz6dy5M926dfPvy8rKYvny5cEKQUSawueD//0BHu8Bf+oOC+8Hn7d57jXkYivpqGHYISYVjLrfggyISW6e+4tIqxC0pCQqKorx48fjdDr9ba+88gr9+/cnKSmJvLw80tLSAs5JTk4mJycnWCGISFN8+yf4bCbs32GN71j0ACx6sHnu1XcqnPcvSOoHsWkw9FI4/w2wOWq/AE6Z0zz3F5FWoUmvb1wu10GTiNTUVGJiYvzbr776KvPnz+f5558HoLKyMiBhAXA6nbjd7qbGLCLBsOKlnzSYVttJ9zfP/YZcZH3Vde1SWPEy+Dww6HzoMa557i0irUKTkpLs7Gwuv/zyBvc9+eSTTJ48GYDXXnuNhx56iJkzZzJunPVNJjIysl4C4na7iYqKOpK4ReRoGfbGtR0tnxc8LnDG1t+XPgSmPhb8e4pIq9SkpGT06NGsX7/+kMe88MILzJ49mzvvvJMrrrjC356enk5+fn7Asfn5+aSmavqfSEgcdz188H/124Lpmz/BZ3eBtwo6DYcL34GOvYJ7DxFpM4I6Jfjdd99l9uzZzJw5k5///OcB+4YPH87u3bvZt2+fv23ZsmUMHz48mCGISGONvA5OfxrSh0HaEJj6OJxwe/Cuv/Y9+PjXVkICkLsKXjvdGmArItKAoE0JLi4u5oEHHuCcc87h9NNPJy8vz78vKSmJ7t27M27cOO644w7uvvtufvzxR+bNm8err74arBBEpCkMA467zvo6nH0rYcun4IyDzBkQnXj4czZ9ZA1g9XmsbZ8H8tdC2V5I6HpUoYtI2xS0pOTrr7+moqKCd999l3fffTdgX01tktmzZ3P33XczY8YMUlNTmTVrlmqUiIS7te/Cvy8ATKuuyP8ehmsWQ1z6oc+LjG+4PaKBsSUiIoBhmq1jwYmysjKysrJYtmwZcXFxoQ5HpH0wTXg0GVzF+Kux2hzWq59pfzv0uYVb4JnhVil502d9Hfd/cPqTzRy0iISTpnx+B3XtGxFpYzwucBUFtvk8Vm2Tw0nqbU35/faPUFEAPSdaSclR2LRpE9u3b8fhcDBo0CANlBdpY5SUiMjBRURDYi8rCampyGrYoEMP+Go2+KphwNmQltnw+SkZcObfgxLKypUr+e677zAMA4CNGzdy1lln1SvKKCKtV1Bn34hIG1NVClMeg6gOtW2ds6wia5/NhIX3wTMjYMvnzRqGaZosW7bM//uar+zs7Ga9r4i0LCUlItKwH160xpP8+zyodsFJD1kDXGOSobpmnIjX+pp/U+Ov6/VA4WYoy21SOB6PJ2DbNE1VhBZpY5SUiEh9e5fDf39hvZ4Ba7Dq/x6C+C7WOjl1F9czfVC6p3HXLdgETwyAv/aFx9Jh7i8atQigYRh07drV/+qmRvfu3Rv7RCLSCigpEZH6dn77kwbTGvS69wfoNiawHL3hgC7HNe66b54Lxdtqt5e/CN8fZhbPAZMmTaJTp07WLQ2DwYMHM2TIkMbdV0RaBQ10FZH6YlLwTwEOaE+1VvLNXQW7vrPaknrD9BcOf82qMsj9sX77jq/g+F8d9vSoqCjOPPNMqqursdls2O3NsE6PiISUkhKRtso0YeVrsGepVUF15PUQ2cgaPwPOhq6jYc8Sq1fE54EB06HbaKsS7NVfWYmJz2OVqHc4D3tJImLAEWX1uNSw2Q8kQI0XERHRpONFpPVQUiLSVs27Hpb9HWwR1hiQFS/DNd83vFrvTzmccOVCWPwkFG+FtMFw7DVWQgJWMtFpWMPn7t8JX/0ByvZZic3xt4I9Amw2q5dl/k0HYvKBMx7G3hm8ZxaRVk1JiUhbVLDRSkigdrBq3hrI/mfj1roBq0bJ2AYW6Nu9BBY9BBX50PtkGH9PbU9J6T54diRUFloDWNe+C3uWwQVvWAnN6BshqQ9sWmCVoT/2Gkg85uifV0TaBCUlIm1ReV79NpsdKhpob4qcH+HFE61Ex/TBrm+tnpRz/2ntz37Zqt5ad3bOmn9D0SPW2BOAfqdZXyIiP6HZNyJtUeoga0Vf6kyh9Xmg+wlHd90fnj9Qm8R3oMGEla9CZbG1WVVa+4qnLnfp0d1XRNoFJSUibVF0Ilw0FyITrG3DBqfMtl63HA1PVcPt3gPtfaYE1h0x7BDfFZL7H919RaRd0Osbkbaq9yS4fa9VFyQ2HWKSjv6aA8+tHasCVtLRdRTEHlh/pud4a3rwhzdBdTkk9YUL34aIqKO/t4i0eUpKRNqyiGhIHRi86/WdAmf/Az6dCa5ia+Xfs/8R+MpmxFUw7AqrCmxjZvqIiBygpEREmmb4FdbXodhsSkhEpMk0pkRERETCgpISERERCQtKSkRERCQsKCkRkYYV74Bdi8G1P9SRiEg7oYGuIhLINK3ZNV8/am1HxFrTevtObdk4SvZYi/cl9rQGzopIm6f/6SISaN3c2oQEoLoC3jyv5XpMPFXw7wvgT13hr33gmWGwf1fL3FtEQkpJiYgE2rPUWsXXz7QKoRVsaJn7f/kwrH2ndjt/HbxzacvcW0RCSq9vRCRQfOfABfVqxHW2eks+u8tKXBJ7wsmzrFV/g2n7ojpr62Ct2bPz2+DeQ0TCknpKRCTQ8KsgfShg1PaYnHgXxHWCf06BpX+H3Ythzdvw3Ggo3Rfc+8emW+Xr64oOQol8EQl76ikRkUDOGLj6a1jxDyjba61t0/9MaybO7sW1x5leqCyENf+B0Tc2/T4Fm6A8B1IGBq7LM+Fe2PgBeN3Wts8LU/94VI8kIq2DkhIRqc8ZA6P+L7DN28AKwYZRmzw0lmnC/Jth8RPWdkQMXPhO7eye9CFw3QpY/pI1+6b/WdBrYhMfQERaIyUlInJ4JXvgy4ew3vgeGO9h2MDmgH7Tmnat1W/VJiQA1ZXw7/Ph13sgMt5qS+4Hk2cFI3IRaUU0pkREDs3jhldOhq2f409IAOK7wqUfQuqApl1v77L6s3vcZVC4ORjRikgrpp4SETm03FXWtNy6DDuMvA56n9z068V3bWB2j2HN+hGRdk09JSJyaDZ7w+3GEX77OPYXdWb3HPi5aPzdUJEPrpIju6aItAnqKRFpj0wTNn0EOT9CYg8YdP7Bk4+0wdDlONj7g9XDYdjBEQWDLzyyeztj4OffQPY/rdk37nL4erY1ZsXuhLNegGGXHfmziUirpaREpD1a8Gv47nErwTC90O8MuPi9hhMTmx1+tsA6Z9e3kNAdTpkNHXsd+h67l9QmPb0mWTN1akREw8hrIX89PJlZ+zrH64b3roQuI5s+VkVEWj0lJSLtTc4qKyGB2mRg4zxrzZtB5zZ8TnRHOPvFxt/jf49YlV9rDL0MznklMDEBqzLsT8eXmF6rXUmJSLujMSUi7c3+HfXbDFvD7Ucif0NgQgKw8lXYMK/+sTGpDV8j9iDtItKmKSkRaW/SMuuXcTd90Gl4cK5f1MDUXsMGBRvrt/c+GfpMpbakvQF9pkDvycGJRURaFb2+EWlvEnvAWc/D+9dYi90BjL83eFVTkzMAAzBr20wfpDTwOsZmh0vehx+et1YhTs6wZuccbNCtiLRpSkpE2qMRV1q9FPnrocMxkJIRvGsn9YGpf4IFt+FPTLJ+Cf1Og13fw9JnrPLxA8+FzAvAHgHHXR+8+4tIq6WkRKS96tDd+moOx//KegWTt9pKerqNgZ3fwD8mWtORMWHVG1D2Vxh9U/PEICKtjsaUiEjzSB9s1TLpfrw16+br2dZrHNNr/Qrwxe9DG6OIhBUlJSLSMlzFtclIjerykIQiIuFJSYmIHJ6rxKrAuuQZa8rvkeg3DWsA7AGG3ZppIyJygMaUiMihlefB82OgaAtgWANTL5oL/U5t2nWGXQ5bPoMtnwKmVeV1+kvNEbGItFLqKRGRQ1v0ABTXFFYzwVttlYJviry18NRg2PKJdY3oZJj2N4hJCnKwItKaKSkRkUMr3Aymp06DaS2k53E3/hof3ACu/bXbrmL48MZgRSgibURQk5KCggJuvvlmsrKyGDt2LHPmzMHjqf1mVlRUxE033cSIESOYNGkSc+fODebtRaQ5pA8NrABr2KFjb3A4a9uqymD+LfDscfCvcyB3deA1CjYErnFjehuu8Coi7VpQx5TcfvvtGIbBm2++SXFxMbfffjvx8fFcd911AMycOROXy8Wbb75JdnY299xzD7169WLo0KHBDENEgmn8PbB9Eez6ztqOTIDz36jd7/PBv86E7f+zkg1jOWz9DP7vwArBAGmDrd6VmgqyNodV7l5EpI6gJSVut5vk5GRuuukmevSwvhFNnTqVZcuWAbBjxw4WLlzIZ599Rrdu3cjIyGDFihW8/vrrSkpEwllkHFz1pVX8zF0OXUdBbErt/oL1sO2L2m3TC9UVsPI1GH9gYb7Tn4KXxkPpbms7rhNMe7LFHkFEWoegJSVOp5PHHnvMv71x40Y+//xzZsyYAUB2djadO3emW7du/mOysrL4+9//HqwQRKS52COg54SG93kbGFtiGIHtSb3hhjVWjwtAz4kQGR/0MEWkdWuWKcGXXXYZS5YsITMzk0svvRSAvLw80tLSAo5LTk4mJyenOUIQkZaSOshaSK9w84FxIwdqkQyYHnhcVAL0P7PFwxOR1qNJA11dLhfbt29v8KuiosJ/3D333MMrr7xCdXU1t912GwCVlZU4nc6A6zmdTtzuJozgF5HwY4+An30CPU6EiBjo2Asueg86jwh1ZCLSyjSppyQ7O5vLL7+8wX1PPvkkkydPBmDAAGuJ8lmzZnH++eeza9cuIiMj6yUgbrebqKioI4lbRMJJ4jFw5cJQRyEirVyTkpLRo0ezfv36BveVlZXx4Ycfcuqpp2KzWR0wffv2BaypwOnp6eTn5weck5+fT2pq6pHELSIiIm1M0OqUVFZWcuutt5Kdne1vW716NXa7nV69ejF8+HB2797Nvn37/PuXLVvG8OHDgxWCiLR1Pi/k/Ag5q6zfi0ibErSkJDU1lSlTpvDggw+yZs0ali5dyt13381ll11GXFwc3bt3Z9y4cdxxxx2sW7eOt956i3nz5vkHwoqIHFJ5Hjw3Cp4eCk8PgedGQ3n+4c8TkVYjqBVdZ82aRf/+/bnqqqu44YYbmDhxIrfffrt//+zZs4mNjWXGjBk888wzzJo1SzVKRKRxPrgR9tX2xLJvBcy/KWThiEjwBXVKcHx8PI888shB9ycnJ/PMM88E85Yi0l7s+rZ+qfqd34YuHhEJumapUyIiclT2ZcO7V0D+WkjsBdNfgPjOVkVY02cdY9ggvkto4xSRoNIqwSISXioK4eWTIXeVVRW2cCP8cwqMvRNsEdaCgIYd7E6Y+sdQRysiQaSeEhEJLzu/hsqC2m3TZ62l49oP162ANW9Z7ZkzIKV/SEIUkeahpEREwos9suF2j8vqHTnxLrDZWzYmEWkRSkpEJLz0GA+pmZC/zhrMatjBEQkf3mDtT86Ayz6yytmLSJuiMSUiEh5ME7YuhB9fgymPwYiroeto6DTcen1To3Az/Pv8kIUpIs1HSYmIhJ5pwn9/AS9Psn597TRrZs0130FC158c64W9P4CnKjSxikizUVIiIqG3+WNY/mJg26LfW+XkY1KsVzh1RcRa40tEpE1RUiIioVe4CTDqtxdthnG/BWcs2BzWlGCwXu8YDRwvIq2aBrqKSOilDADM+u3JGZDcD67Lhh+eA3cZ9D0N+p3a4iGKSPNTUiIioddrEoy+Gb7/a23bKbMhdaD1+4494eSHQxKaiLQcJSUiEnqGAaf9BYZcCsVbIXUQpA8JdVQi0sKUlIhI+Og2yvoSkXZJA11FREQkLCgpERERkbCgpERERETCgpISERERCQtKSkRERCQsKCkRERGRsKCkRERERMKCkhIREREJC0pKREREJCwoKREREZGwoKREREREwkKrWfvGNK1lzcvKykIciYiIiDRWzed2zef4obSapKS8vByACRMmhDgSERERaary8nLi4+MPeYxhNiZ1CQM+n4/c3FxiY2MxDCPU4YiIiEgjmKZJeXk5aWlp2GyHHjXSapISERERads00FVERETCgpISERERCQtKSkRERCQsKCkRERGRsKCkRERERMKCkhIREREJC0pKREREJCwoKQmigoICbr75ZrKyshg7dixz5szB4/H49xcVFXHTTTcxYsQIJk2axNy5c0MYbXCVlJRw9913c8IJJzBmzBh++9vfUlJS4t/flp+9LtM0ufrqq3nnnXcC2tv681dVVXHXXXcxcuRIxo0bx4svvhjqkFqE2+3mjDPO4Pvvv/e37dy5kyuvvJLhw4czbdo0vvrqqxBGGHw5OTncfPPNjBo1ihNPPJFHHnmEqqoqoO0/O8D27dv5+c9/zogRI5g4cSLPP/+8f197eP4a1157Lb/97W/922vWrOGCCy5g2LBhnHfeeaxateqIrqukJIhuv/12ysrKePPNN/nLX/7CBx98EPAPdubMmZSWlvLmm29y/fXXc88997By5coQRhw89913H+vWrePZZ5/lhRdeYPPmzdxzzz3+/W352Wv4fD4eeughvv7663r72vrzz549m1WrVvHyyy9z33338cQTT/DRRx+FOqxmVVVVxW233cbGjRv9baZpcsMNN5CSksLbb7/N9OnTufHGG9mzZ08IIw0e0zS5+eabqays5LXXXuPxxx9n4cKF/PnPf27zzw7W//Frr72Wjh078u677/L73/+ep59+mvfff79dPH+NDz74gEWLFvm3KyoquPbaaxk5ciTvvPMOI0aM4Je//CUVFRVNv7gpQVFVVWX++te/Nrdt2+ZvmzVrlvmLX/zCNE3T3L59u5mRkWHu3LnTv/+uu+4yf/Ob37R4rMFWXl5uDhw40FyxYoW/7YcffjAHDhxoulyuNv3sNfbt22dedtll5sSJE82RI0eab7/9tn9fW3/+8vJyc8iQIeZ3333nb3vyySfNyy67LIRRNa+NGzeaZ511lnnmmWeaGRkZ/mf/5ptvzOHDh5vl5eX+Y6+44grzr3/9a6hCDapNmzaZGRkZZl5enr/t/fffN8eNG9fmn900TTMnJ8e85ZZbzNLSUn/bDTfcYN53333t4vlN0zSLiorM8ePHm+edd57/e9hbb71lTpo0yfT5fKZpmqbP5zNPOeWUgO+DjaWekiBxOp089thj9OjRA4CNGzfy+eefM2rUKACys7Pp3Lkz3bp185+TlZXF8uXLQxJvMNlsNp555hkGDhwY0O71eikvL2/Tz15j9erVdO7cmbfffrveglNt/fnXrVuHx+NhxIgR/rasrCyys7Px+XwhjKz5LF68mNGjR/Pmm28GtGdnZzNo0CBiYmL8bVlZWaxYsaKFI2weqampPP/886SkpAS0l5WVtflnB0hLS+PPf/4zcXFxmKbJsmXLWLJkCaNGjWoXzw/w6KOPMn36dPr27etvy87OJisry78unWEYHHvssUf07K1mleDW5LLLLmPJkiVkZmZy6aWXApCXl0daWlrAccnJyeTk5IQixKCKiopi/PjxAW2vvPIK/fv3JykpqU0/e41JkyYxadKkBve19efPy8ujY8eOOJ1Of1tKSgpVVVUUFxeTlJQUwuiaxyWXXNJg+8H+rvft29cSYTW7hIQETjzxRP+2z+fj1VdfZcyYMW3+2X9q0qRJ7Nmzh5NOOompU6cya9asNv/83377LUuXLuX999/n/vvv97fn5eUFJClgPXvdV5uNpaSkCVwu10E/SFJTU/0Z8j333MP+/ft56KGHuO2223jmmWeorKwM+KYNVu+K2+1u9riDobHPDvDqq68yf/58/3ia1v7s0LTn/6m28PyHcrDnA9rMMzZWW/+7/qk5c+awZs0a/vOf//CPf/yjXT37X//6V/Lz87n//vt55JFH2vzffVVVFffddx+/+93viIqKCtgXzGdXUtIE2dnZXH755Q3ue/LJJ5k8eTIAAwYMAGDWrFmcf/757Nq1i8jIyHp/QW63u95fbrhq7LO/9tprPPTQQ8ycOZNx48YBtPpnh8Y/f0PawvMfysGeD2gzz9hYkZGRFBcXB7S1pb/ruubMmcPLL7/M448/TkZGRrt6doAhQ4YA1of17bffznnnnUdlZWXAMW3p+Z944gkGDx4c0FNWI5jf45SUNMHo0aNZv359g/vKysr48MMPOfXUU7HZrKE6Nd1ZRUVFpKenk5+fH3BOfn4+qampzRt0kBzq2Wu88MILzJ49mzvvvJMrrrjC397anx0a9/wH0xae/1DS09MpKirC4/HgcFjfUvLy8oiKiiIhISHE0bWs9PR0Nm3aFNCWn59fr1u/tXvwwQf517/+xZw5c5g6dSrQPp49Pz+fFStWBPwQ0rdvX6qrq0lNTWXLli31jm8rz//BBx+Qn5/vHztWk4QsWLCAM844o8HvcUfy7BroGiSVlZXceuutZGdn+9tWr16N3W6nV69eDB8+nN27dwe8X1y2bBnDhw8PQbTB9+677zJ79mxmzpzJz3/+84B9bf3ZD6etP//AgQNxOBwBg9qWLVvGkCFD/Al6ezFs2DBWr16Ny+Xyty1btoxhw4aFMKrgeuKJJ3jjjTf405/+xOmnn+5vbw/PvmvXLm688caAV7mrVq0iKSmJrKysNv38//znP3n//fd57733eO+99/zj6N577z2GDRvG8uXLMU0TsKaO//DDD0f07O3rO0YzSk1NZcqUKTz44IOsWbOGpUuXcvfdd3PZZZcRFxdH9+7dGTduHHfccQfr1q3jrbfeYt68ef6BsK1ZcXExDzzwAOeccw6nn346eXl5/i+v19umn70x2vrzR0dHc/bZZ3P//fezcuVKPv30U1588cWDvu5qy0aNGkXnzp2ZOXMmGzdu5Nlnn2XlypWcf/75oQ4tKDZv3sxTTz3FNddcQ1ZWVsD/9bb+7GC9ssnMzOSuu+5i06ZNLFq0iDlz5nDddde1+efv2rUrPXr08H/FxsYSGxtLjx49OPXUUykpKeHhhx9m06ZNPPzww1RWVnLaaac1/UbBm70sJSUl5m9/+1tz1KhR5qhRo8xZs2aZVVVV/v35+fnmL3/5S3PIkCHmpEmTzPfffz+E0QbPvHnzzIyMjAa/ampztNVnb8hJJ51Ub35+W3/+iooK88477zSHDx9ujhs3znzppZdCHVKLqVunxDRNc9u2beall15qDh482Dz99NPNr7/+OoTRBdff//73g/5fN822/ew19u3bZ95www3msccea44dO9Z8+umn/fU52sPz1/jNb34TUGspOzvbPPvss80hQ4aY559/vrl69eojuq5hmgf6W0RERERCSK9vREREJCwoKREREZGwoKREREREwoKSEhEREQkLSkpEREQkLCgpERERkbCgpERERETCgpISERERCQtKSkRERCQsKCkRERGRsKCkRERERMKCkhIREREJC/8PQEOPTvOQy9cAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "YqDhoB8XxTK8" }, "source": [ "If you want to learn more about t-SNE, play with https://distill.pub/2016/misread-tsne/ and https://experiments.withgoogle.com/visualizing-high-dimensional-space" ] }, { "cell_type": "markdown", "metadata": { "id": "Sqeai8E-xTK8" }, "source": [ "### Visualizing the Digits dataset" ] }, { "cell_type": "markdown", "metadata": { "id": "O05n-A4TxTK8" }, "source": [ "This is a classic dataset of images of handwritten digits. It contains 1797 images with \\(8*8=64\\) pixels each.\n", "\n" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "id": "wPW7Q-2lxTK8", "outputId": "46a59068-631d-4f4a-d7ef-fe1370d497d6" }, "outputs": [ { "data": { "text/plain": [ "(1797, 64)" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.datasets import load_digits\n", "\n", "digits = load_digits()\n", "digits.data.shape" ] }, { "cell_type": "markdown", "metadata": { "id": "He8zr__6xTK8" }, "source": [ "digits.data stores the images:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "id": "1zMUDOenxTK8", "outputId": "84c8da92-c666-4eb5-f6c9-4af6f50e2045", "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "array([ 0., 0., 5., 13., 9., 1., 0., 0., 0., 0., 13., 15., 10.,\n", " 15., 5., 0., 0., 3., 15., 2., 0., 11., 8., 0., 0., 4.,\n", " 12., 0., 0., 8., 8., 0., 0., 5., 8., 0., 0., 9., 8.,\n", " 0., 0., 4., 11., 0., 1., 12., 7., 0., 0., 2., 14., 5.,\n", " 10., 12., 0., 0., 0., 0., 6., 13., 10., 0., 0., 0.])" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "digits.data[0]" ] }, { "cell_type": "markdown", "metadata": { "id": "2vM5ABqixTK8" }, "source": [ "and digits.target is the classes (or labels) that the images belong to. There are 10 classes in total." ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "id": "XO_4obZFxTK9", "outputId": "b83ad6a3-ce60-4746-b7d5-ef0e8ad732c7" }, "outputs": [ { "data": { "text/plain": [ "array([0, 1, 2, ..., 8, 9, 8])" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "digits.target" ] }, { "cell_type": "markdown", "metadata": { "id": "I6vZjRI_xTK9" }, "source": [ "**Q: use `imshow` to display the first image.**" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "id": "r08E3QK1xTK9", "outputId": "c1943ad2-5b05-4aed-cf85-014f779b8773" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "SyfaSOmTxTK9" }, "source": [ "Let's first reorder the data points according to the handwritten numbers. We can use [np.vstack](https://docs.scipy.org/doc/numpy/reference/generated/numpy.vstack.html) and [np.hstack](https://docs.scipy.org/doc/numpy/reference/generated/numpy.hstack.html)." ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "id": "awjJYuSwxTK9" }, "outputs": [], "source": [ "X = np.vstack([digits.data[digits.target==i]\n", " for i in range(10)])\n", "y = np.hstack([digits.target[digits.target==i]\n", " for i in range(10)])" ] }, { "cell_type": "markdown", "metadata": { "id": "Yz0ZFq63xTK9" }, "source": [ "Then initialize a tsne model. For the meaning of the parameters see [here](http://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html)." ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "id": "UFUZbsxNxTK9" }, "outputs": [], "source": [ "tsne = TSNE(n_components=2, init='pca', random_state=0)" ] }, { "cell_type": "markdown", "metadata": { "id": "u_pu6wbYxTK9" }, "source": [ "Fit the model on the data." ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "id": "7mVhF2EqxTK9" }, "outputs": [], "source": [ "digits_proj = tsne.fit_transform(X)" ] }, { "cell_type": "markdown", "metadata": { "id": "9Xkb6HRmxTK9" }, "source": [ "Plot the results. Seaborn's [hls](http://seaborn.pydata.org/generated/seaborn.hls_palette.html#seaborn.hls_palette) palatte provides evenly spaced colors in HLS hue space, we can divide it into 10 colors." ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "id": "xU1HpSoSxTK-" }, "outputs": [], "source": [ "palette = np.array(sns.color_palette(\"hls\", 10))" ] }, { "cell_type": "markdown", "metadata": { "id": "cJ3bBo7JxTK-" }, "source": [ "Make a scatter plot of the first component against the second component, with color based on the numbers." ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "id": "XtpaWcQFxTK-", "outputId": "9dfa5547-6cd4-4c22-c92b-4a0ffff90317" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize = (6,6))\n", "plt.scatter(digits_proj[:,0], digits_proj[:,1],c=palette[y])" ] }, { "cell_type": "markdown", "metadata": { "id": "yPuKdWqGxTK-" }, "source": [ "We can add some text for each cluster. The place of the text can be the center of the cluster. We can use `np.median` to find the centers. To simplify things, we can make the code into a function." ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "id": "aaYQay9DxTK-" }, "outputs": [], "source": [ "def plot_scatter(projection):\n", " plt.figure(figsize = (6,6))\n", " plt.scatter(projection[:,0], projection[:,1],c=palette[y])\n", " for i in range(10):\n", " # Position of each label.\n", " xtext, ytext = np.median(projection[y == i, :], axis=0)\n", " txt = plt.text(xtext, ytext, str(i), fontsize=24)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "id": "raIFrMhFxTK-", "outputId": "27ccd287-30bb-4f00-d61b-6d1ae3c2ca21" }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_scatter(digits_proj)" ] }, { "cell_type": "markdown", "metadata": { "id": "8tqYZF_uxTK-" }, "source": [ "### Comparison with Isomap and MDS\n", "\n", "We talked about MDS and Isomap in class as two other manifold learning methods. Sklearn also has implementations for this two algorithms: [MDS](http://scikit-learn.org/stable/modules/generated/sklearn.manifold.MDS.html) and [Isomap](http://scikit-learn.org/stable/modules/generated/sklearn.manifold.Isomap.html), so the usage is very similar. Examples for using this methods can be found [here](http://scikit-learn.org/stable/auto_examples/manifold/plot_lle_digits.html).\n", "\n", "**Q: Can you make another two plots with these two methods? You only need to change the models and call the `plot_scatter` function.**" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "id": "zBeper0zxTK-", "outputId": "6f980ee2-cfdf-4641-b791-dafbf684810b" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/yyahn/git/dataviz-solutions/.venv/lib/python3.11/site-packages/sklearn/manifold/_isomap.py:383: UserWarning: The number of connected components of the neighbors graph is 2 > 1. Completing the graph to fit Isomap might be slow. Increase the number of neighbors to avoid this issue.\n", " self._fit_transform(X)\n", "/Users/yyahn/git/dataviz-solutions/.venv/lib/python3.11/site-packages/scipy/sparse/_index.py:100: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n", " self._set_intXint(row, col, x.flat[0])\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ISOMAP\n", "\n", "# YOUR SOLUTION HERE" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "id": "ecnYfk2yxTK_", "outputId": "3f841337-b5af-4296-e69b-fc533fbde149" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/yyahn/git/dataviz-solutions/.venv/lib/python3.11/site-packages/sklearn/manifold/_mds.py:298: FutureWarning: The default value of `normalized_stress` will change to `'auto'` in version 1.4. To suppress this warning, manually set the value of `normalized_stress`.\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# MDS\n", "\n", "# YOUR SOLUTION HERE" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "colab": { "collapsed_sections": [], "provenance": [] }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.6" }, "nteract": { "version": "0.24.0" } }, "nbformat": 4, "nbformat_minor": 0 }