diff --git "a/pneumonia_prediction.ipynb" "b/pneumonia_prediction.ipynb"
new file mode 100644--- /dev/null
+++ "b/pneumonia_prediction.ipynb"
@@ -0,0 +1,1176 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Setup Environment"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#|export\n",
+    "from fastai.vision.all import *\n",
+    "import gradio as gr"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#|export\n",
+    "learn = load_learner('model.pkl')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Tests"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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",
+      "image/png": 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QufpYwVw6GFP1HTna1mjhO2lG9RCK5wq++kskhVwsolw1OuQsMLZcYkkhvJDsDbBfPee1AgNY45mSMQarvLqg3H6M5yYYowgnmAVUPkdYANhyBC4TnctKlpVLb+wITcSWpDDSA8NfjeMBcIeIx9dDrICigCnW6rTa8sIouI/Ca5F4AEgKjJCrsYJZioLEpvGY2/LaVufCKSTmxdqKdXU82Yx6ZAFLsSJpNdi+xiEnwawAhMLoxrh2zUGU4tlrobW8YMAsOMUqgF6WKhTlLBgrafWYLRekcC52CqHYppTImhiO1qwIbz/GoyDFF0lPHqKOf7JgLFkKsEAWQle6BiApAPgpogJAwrCTUWWBZEznUpypsUTlW4Jr4UjIrjJvtMCYMQg0DiSi4GNg5AUmFMKyMhht8WQ/UYdF2TB1sap4QxYVj3Wc8iqg4dKBQwLQIW2ddBdLwW6Pm5ErnlJYuzQa99apGIQqATYBAk9KYYVvDllioFd8rwDbTmf18IrCvxZg6MJJhDASWYkaiOwuKKPjOIYuYGJLwuEiwlh6HE/nMQUSXboVgzoSMBYDSkaODU9bOjAkpTUGtLFBCodh1wnduInp+8DqZRO42SEBrlqNCfdxRmKopJgRSloZLHTkFFmEswO3shSylUIqWKAszcoKbCt1VdUdnhQhMG2tMvZhRCcwZXfAavYN2qovVNmLhdzhnXG3d2o9slRbhFcAO+a81irEjNa2adzptmomi6Iz1iYGuvWt70DlY0q4lUUXQIrMhTEwRrkJS0Y92/Ladvxth2dEYttYwWxjOIo9y+WdReq2zoYXv4fSb9vM0R3y9bmBmk6xAlOsPt0dp0fcQ9wVQcVOwBQgO4WkVFIYVTUgLhZ6ZVjBCEJi20x2kwJkxywX/SosAj0JFORJQ3Bv/Lmpgq9RSPKe53Bc8QoWWOp4CmHklc6q5raqZSkRmChUlEbKTh/neBYSITbCaC2cgur+ApXAOgXOIXlcCpNvdaMj5YavXDAWW66D5Xwx0HlRtbXmhSSO35bQkR8xp9S5qDEz41dM4s80TMELye9RCqy844RPUTkBgHeNJGKGib+ktkR4BVhtVUKRiw7cyijcynK9MbzuRMUXCCC8QEoCJovVFdFUfdnyCvcrRN+m6dklOiHHIWWcHW1GdrqMMVcAGCUBwwNmW6IrUgudaZhW4St7ivCS8tZ4K+P9BapW/cidAAkrUj5GlgQ4URZhBCBKSa/umgFAS3LZsj8Q3KZWxqjWeSRlRE4ByEt3M1wLgX6ZERtXIRReF+gs6vjrFrbeYQEqRl+2RCy21bMscjFa8cjSHKyBrQQ/S7XVFGRUvOOk8FYtPF1eSOT+oo8LxHh8qzg/3dh9WMcTCbstDGGhk1wp2DR4mm8Pw/XJlIXLSqSmV6o1Y1RW/NXMntG2FO7NvuFxkeMC+YPJH/uxH6uxP/zDP/yN3/gNw6q3qsHYGTSj2FtLb8VVPrGeMDqGSV4j6ObGU92MlNikkyseOjAGhREKe7Njdw8YK4/LJ4KPM/ZirQlaMy0pXXgnJJZemwq41iBQtTHrq1MEcP+42PEAVHDIq6VwFrHAV6Q6S6Qe3gTGn3N590Cyw5iecOlYCH3DV/O1gADxlNdqMkIINgAZhZAGWAgeIhDeKCjsW8OzxAPDYmu9VhLJ8ecAP/ETP/GRj3zk13/91+X+pV/6pd/93d/92Z/9WYPGCKQCwSLFryuWhFFldGlIKUXBsxNtpPMC9xxThOAnvPIWy3gtmrG88MpwFTp4/Gh9JAEjFIXBMfgzpiqJJB2JKCuRDpVwepPFw0hXqih2UQSMsANTCrQOkAVSlNVWFop66E1AOEtyDuP2DJQIjLj6fpHIUiX16GHQOMGDsBrwgAmhKIOusMhtyVHxecbwYGaigHr3GACwwweLDQk5o4/GU7JgCD+krQtgVRgSdtUerwTQ3//93//pn/5pkf6SzW//9m//+I//+K/92q+poIIAwHRiJVWwOihLXG6rHKI0QKcQ+cRCMvLaMl5LLzYkncA0Aqu6jZWiKkPhxWbrYLDZ+nIN74NMPbaYuazpXEQLLFIwIpxiS7hqik6BN3c6xRd2q3QwFMwAGI6wMxAVqZKQ7BQihPDCq5nlxB7DcXv6LaJAmOM8Xrzoz8tYSCngPS0AvQ4pSHKNP2NlWyXSLDazEqtgSLooXkLBRsBqoYKtBFtF0ktB6QLEwIjkSHHAzwDJVOwjzLB6uM9Eby3Qgq2ZUBQo2RQ6klJaO+OUegh8pDwPSZXxWJEzZpECkth2XazYNGxFpVohLg2AKEar3/2wq982OyMYiZY3ZnZSCkZewgVpzcVynOF5OxdFkZ3AWG3J+E/P7Uurgs0qFyq5WChaEOKndK9MF4gOlle47/v+WrukLFIU6Dg8NraBrQQgcnZC38qFisUc6DK2ZTFkwkjgAeSSZYQwXLaU5Eh23sheP8JtrbyU2wWSwM+QGH/xF3/RQ/xbv/VbYwGqMjGSSUm0xJ6L9yjn4RqBydS/vUDndUK8wFa1skiHJForgQRgb9uhKpGFUMR6QI+Upxi6ubC7NFwUDOH7G65nmcd0wNkJWHexLbtc6sEvndUWHk9RlPTK7ix7/8EDYwCIx1pryOlkUQWWVAsY5HKBzFAigoqFmJvh4yw2u1w1LjClEIQACb3sAh9sx5USSyjVYy3WcCi2ixJIIMk46Rkh1SZKba0wjADHIByGf8fqN3/zNz3Qvvr8zM/8zCc+8QnU3IG2CgYmiDQMQFaxZOl9Ue1oVxaSmsFMFkWPhAKTS9TsvLYJBjXQGYH9XQg8TiJwSKvaYFwXY3LPVEvYwRJegVaA2HjhBbJY4SlWWQJL3RFSgmHANioMLPAlYodnsaWXVwrVFm6MhXBl8Ysr1TYlgYQLXjiAbVQBJKp4dnVWRoQhrZDsjKRGStQ0slthCIB01c8YSVu3hzQTlvGDHRdIGv/Owy/8wi98+MMf/rmf+zm3h5GUQEAivtuHS/NKuT7Q4dVRQT5H6G4kcq6jwAdXehOh5w3WIGJgnwCrwVbGNW/L6BuDttmtAllai0VLVKvyjRsASVEFAtsWYpXOVm21SSeQpIIxhAGWEVt52RPpKMBgCnCTxNIJOzBC3hQuPB6GfnBhz2UVCCnEKgtpC8/7mCojOwCk1Cz0Yilc5lC1VsdkhUnSg0Em8D2ERUECpAMcD5NMjsHHFvmO7/iOX/3VX/3Jn/xJzRR/pVNHdwij3rBEFAYPJWHHSe9djWqJBdJZmjLlHOzxhDVfWQCa1JWTMYntYfcuF1qgYTXfCoAhLFYWh4Sq2RWoQlsugI6Qwlg4MKOnnwXedq5oGSExVK1eAOgkAO/13mAQwhU/sIKV3dZBGmntx8wOU1SpMTPyEharClPYz8y3PzywVY9YhAAlLaqWuQB83/KEACcAkIkohFaumClRAaRYj6lyoOspof/yL/8yol/5lV/pPO7obCWWVbfWWgojdoKasLuFxE9P4VVfG7ySEh0qQi7CZbVlnDdOiZYFbALpawGwLMgLFAJvWw1WOmF3ouGFyFUWrhopy7rIaCu1NfC8jDFbdYeERQFdGl14cnyIu4K1BhYhHjBCAaY0n3pf+/VY1/QpCrAtnAKflHdebDoVxWItaV6raq8vvDBWMGClFlheJ57Ugi4ChDlejLj8G2XiiWZ+/ud//kd+5Ed+6qd+KtxWCpHbvBK8V7oYkVASYIRhFKfVY3Ln2+Kh8eP2FFK59MZKqe2obAkqMJIrwvSKgYEHkIXdVs2tihFOx2+4AY5qHr5eqETISX+8XUhU8Ysqb2sAOlowhAAYiKvjJxK/D8Qs++oHbkupfS5lW5eXkpSlgukwMmZEC2MrF91qS0nYlZSXXQhdeHOQzsPmw8Gaa+swLMSWeLs7ay8LgWhn50LLfrDXOcasLJqX29krjle3VsLuaw3xbFn9FOpnUbMDS87Ux6JcK6MRAPs9vbFiYKxbivRgMCySEkY1sCjX1kTmOv23tygdbGwwweSiCOelI7FWSeHB6JXBBQDMXi4WwgJjXo0M2FabCLuytqXQAqWTA0uwIRHLRWFkaQ1pVSSSTgVmCiOJ3CpKXmtVpVgJ/joFIwBEO+wULvOh2GaxyqJgd8Inpi0SgNaRsMNAEhfA93rvF7+hdee6Sda8kKKONgSQs/Lb4jKlxTt2yqpEpBRcajUReN5F3YjOSwBggq1hFC3EYWiYvkA6qasxsABkZzwQDy+YFFQUldRSJRXCLvX4qxNJZ5wCD5Cl7optFcK4QEYyTooutCZRLmBK97Ls1ik1BWB62YXb4t8p2OaiwKMqe0YZKbJQeGFILisjsNVHZ+MtnNFw6Jr11adBMRaCp7JRUcCs6nHPrEKsQhgnZ9qjvOMCvUbCbS0+Lry93zwi2VWjJmCEVjq7l5Y3UAwsXGB60yTptcfLSPKK4rK2ZS+8rZXXmVEQdngq0SQYY2uAk/UWLiovI/KSxrYtYzpwPGWhO3L6CFNkUUPVwhD2ynMM9IytbdmVKoshGB1O0kAophqzNQbIFIkYKw+yCuNcXnY6l9cPJeZCpHB1vEikAEjCL6MQYCKjo9ntseWy5qUTseTNF0gMdGsKoriU4i3X98SD8hTV4K0xitujVngF6YEw2lY0HTNAUQhYyJ0CEyBvZ9bK4kJ3JDBKSjraqOKX2ljTx19fqFi48u4tjSo7Zq4ea2D1S8rCyxVbsQi5qgEslzLUE4CLHYlirF30snjYIHmtaHlTeK9UXISxFaYskTC6l2jNhIuiJMK+i2sb+QJPyO2g6Q7LEDRi7eGsAC4hhIL84PdVxsVs83gFnTH9iD77YceCXTIVS6ZEsrbpzswKZjU4t82viQsHM0GCgTfhCozcuKNiYWcJQ2EntiXN0k/CLFq1CtcaTOdhaxbH/T3FWDGgJVxWJJCc7NoxayJc9uyMDri8wKKqx9rW2rjhJ2DsBExV3R5GusbZPWCSUtQA447C8NKlLtBKAlRtU6rsvK1hTNVWqVY8FIWh1YLDap7shVtJbVa2xsGsohL1BLDiLIRiwseXXNqrJKiwJBhdFJeVLpNZqJKuPStX1VNs1Vq5IX2bxhPAkQAQlnJZw6OicLHQAWyt3QDGagDQHubmzmgLZnWl8EdbrHGAYUPSixPSZeIty1HKWQyjWGwA4RUcLAsjabLsoiIvHBslfMyQpmQtEFuXVZTiFcMCWT0xW20z8iomC+MqoTDKBVYZysYsV5UwCjQKjbtY8YTEU6CVNDowYBcIg1XBBPkksFgi5PjvA7V51Sry6rKV3ooouwSmUHGMXLXURIBt6cB06SDNy1atWvVYqHUpwjs/lkpnyUuB55KCK4ZiudAqQ0vVwMsFWS5KJJXtzCjYGMXiVGSxtnTCVdlh2EnhFEY1VAZj02esNttFZVQbgcRJMCjYNiql2qqnFLLTzWdlI2Esu3BbKYrNZeU1zL5xto2tb82iEJY6Owx+UUktOCAfFOaj2ixWgCqxJmIJ8Bu+AwHF/hB4OwZbvLxWujkqrmOovQ5gHSJhZwRWmZcQvVPUM1clwpMYssDLkrH5ymjLa+gx2GIThaqhVxujXMKdDQyFMFqFE2B6rq5sLiuROgFIyV66wq1cDQGzLQyq2CAJgDJ4e92ygAVQALvKMXju1em6s9SjrcHWS6krQzhMOjauce6Ni5Owuz0NAUyUtUDrOKXAKZd5mio8YYFhTKFflWKtb75A13zLuvhyl747pGjC0mjoiujshdc5pFbpTco0q5gFHnmJ0hmN0jjY0RJR+kQCZgtQCMUBOIkTdfQvylPCTspebey2eASyKGB5KVzsuWyJcNsY0k//rR6WYPLGbKs8q947EviyAPcrMRYFgFnjhKT3RFVD94wRVRZrWbgolUTBYEpW/XYLARASxmIVUxcrHvNVgHv9xCyKN30WSuGtz7hA6IhOlp6yxvBKpsTKLY0ehIAxWg2XQlwXY+KFh6Rom8IVf2uH0e3Bg9+qST+LQvJmwYxHCIbS0V3Z8iLHQCjDlGgFQ4rlDYOE2IJlp5AI2QMUZa0vCvvWvO4HYYdpOPEwylWgFGG4KI7Qb2gVrDwklUQvMFohxZaRriot90pmtIUxVQphiQ2JLVd1shOF8YqVWgFceTudbUUR+Cytt++PV9Nj/cxyLJUCEEsWW/aiJKjVCr3igfVpHIW7B33dUyWj+9R88wrE0IwiOYv/gg77RJdFeHl1XiWFeL6BuZoFXa7KE4KTzpilauliSYS5slQ2nZIdpq3VmQVgLCkjHS2wwroZkkIOwBuGnUSo/TXibwX5wxAvkursDu1oC6me8rK4cDLCH4znZTUrW/VIR+hC4Ftn6ZYgNyU6b0hrLpYZU5qDFdvxnzFwT2d6qXIyvLXANEGmmpeMxB4uu04aaCGtjLyK04PRmJpt/bPAVwMXoUfLpU5Nxi8d3angKRedgNl6w3VyJZIRnitwVbHgl86WQJLSTWevfrHyBrDSIYvCMwuwrewOT3mU7gRwnDLqtI8wYPVUEi82tKIo8P4AARVk/WbUFKRAAAJg5dK4VS7bhiZ1zIVXcPgC6aS+rGLDZ4Gf9wQeh5vRiiFxeZ76U9gZfixFNo7WGZcJhrGh1LCeCR0mHUbFuiWKtjUCCkATMRQ6OyOkI2lA8bB3PH0UCpHR9BcC4KgY8VdJVLYYGhalQDAilhcMHqBR0imEghA+nvBWFi6x2Hz9UiTxmqwYAHgSAC1xD/qig1CbvN2M2GoBp5a5/FRVeLdE+FKzl5qiQvYwTabCVgCFwAMTSnMQeBZ1PIcAjGHoIbce8W83eqTf/B1o8Y+VVcNVeoocRmCtlLuCjhLONuANWul6plMcHhHLIorCrj0nQRqQ2HI1HQBb0+8ARAFYefVmjrxibR0VMGafYv66rbVzirCyrWXPqCQM6QoTa0WyELRCErp3hnuDQTFao0Cyl6iVRXk1JVBtKvGaATubuP1QZksAFCCjOyS1KDp7zZaXhYvOiFybFZC3GmDaWmUnWXgpbdHip1OQoLq6wrCwjyrleRdovCPKErU1hZFUbmlytbLk7fZ0dbg0YBakcinG55m2apWIgqEAaxJMLGGsZwpwty28XBSrE4XPKNzWNWI5Cn0YFhhL5Zmj93PkdLfHKjCw2mJGGCdCL4zwdDBUsYliz1J4sby2XXQvJFspiFzEtmZ1BOYOceFhl52CBHNrW1FC5ppXyCqHiSeL4sPjSeSiWOuLfnT4IHlv0PMfT7pAwkUmBXfMdMUl2ZVF0uHT71ZbLpyUMSMMn6JPk/VAe7B0aC5kqSmMIymk28Zes1UlShY6DLstmAnSGffpELg6C5ECjMhCAFjSKbVQDfDs6iwvfhcojJXwtsJHKIQCz15hLp9nwNvItlxclJjL68YbS68fMCSkS0NB2KzKJRZGYANp1I0igOxcE7FIGK2MUWWxpaTXC4bJky5QkxWTYr0T5Sbswcqkqyy8hVAAeNXKYmWpT098eKtyXaAe5bP445DYG0rkMRSrYSdnRQ5GIY7EVv8F4pGRkUVSACEsGKoBeeGYGUkp8nKlsNO5EKbQCV3B3n8BJC0vF0vpYCaFLAsAvTvUZGJgVLAoj5MfzRRpW9mMvMqADHbUcX6Ts4VJ6Iz08IVI12BbM4LZ4k8GYI/EuvpTjvvOfWe92xZWBatDIGkLPzslPUBULG0plWLLRU8GyKi9SCqd3ulqKbvwmnRgxIOIZ14kdFdQFCQSYACrcON2jbYtY/bIucpL4c1ISbalIGx6dScpZsXYypILCSRjdkYwRhIhBY+QFAxejdZgUXF1O90wFi78aD0DC8RGx5/wktUMX/uMAXCSAKsEAwC7NbYTdVuuYDrA8VOlA7hzvHS7ZMJUU6ZWePmSYoHDUDp7duBIrATeqplI6MVucIblJuFh6QGFhC+qgSoeD2N3zloWxs2rRE3QxLUsVlUsJHw1WFdnUdkrzMporYYAtkisiuyK0EnZIeUq6sx2IBVg5RICpmZbTTUoFdL17pUMI1YgFx2y2DKyVB47vQFSCMJVXvYsuU7IsQhRA1diS+itD+a3nvNZUhTztv9C2Z37pVvVqMyk6mEY9oRFerovhtVBFwK/4ijpgfUAwKIlSuMQJaTAbglYPTsSEj6YY2ChE7px+9EGuXB69thEtaUQGLTDzLUuMDDaJvSi2uKsZiTsxmKbHtIKwwLvZtALr6/wVsXn4uUyASEa0QUGnFZFwjBar0a0AERsK690JaInLCnZWxmlw8lFJxSuvClbA1xX5/Kk70DXmDIh3WQra5i2VtcTjNIKUCmaFEtnoVjDaIPOG5KLTsyrH1J8JPmhrOsVOGazJo6hpJQ4GXuawTzQ7EoSiNNhEHgiEaFUUrFtrdctfVJqgCsPZlRcag4Zp62ygasNLH7FwHvTKMwdqrXdD80C+O7MWwjwCqDYNofqlKt0wLylCFZUFhiAE/u2l83wwLx3nMNHtfUZFyjGVvEUreqBQmKkVJyeDYt+7bnSA1eidSTnNTheRQXG0xo58BT6REj3A5Ubg6cUY+j+dVoKuyaCJBgI8taV3eUoqVXG8HSKbYpVIDBml0AitwEJOZ7R86b6T2DxeqOE7FpUSXcLoZtEJ5hFaQePXy8BE4EVUCWt1WCVK28KbwoSWSo7gHWyduDppaAvCnKEdK47edIFQn0NaxtderlhJNM5lzNTBIuaeAljElUWmNN5A/Qmz1XbwM7DTJ2EFdseR7nCmLt0HQYjkm5MZyCESIRHAYykwoDZreySYqawVCdCIcDCYQJUm7UuuICPBGeb/pSX9JkCUHfVZouk+y2Ecvx1vlPijMTDQ4GUmthWj2JgIas2sE7Zq9ZaSdZZwNJz0Vd5Fmxz5V37VbVwSsi79UkXqOBRoFZZpVilRMqbsd4cKlf1UUjhLFdYeoBcJuKXIgbXaBj7BV11Q6Y4bAPtMpmjWZeXsWKKEk6wQZYLrYLBKIwCx8xObKuWzgtWeTGsTQpBjlaI1RX3P26CrxIrgEtfitkLwQmv8r4sq7Ck8NgqGNLlo1dtDwYv2pIeFTy8BQvnTcRWdoCMdIGNiJdx4eltxVIUbCVXVzzX9XhPgl5NL9XLx1VZlMZEke9qlxLGuMs9GEw1USRdZQHWD0wwq7c3e+ObMYuxCoyEBWEwT7avDr4t9bry5leeI4TkqllI5XlV9L8yaV7Y2K3YtnauCs5CISVFFS2LkMpjdC2QM/LaAsePHCxCqdnpVr/dcdd9tPWjuxB46VwsPMWWVArkopqtBhESGKsQCgEOj5ydznXajspJVVEYj/hTFpIyY4SBW6NqRXX8EY/KrtbHOjrBVi6KgkTaUiJdiSkH7/kmaGpVAxk4NsgIrWAdBoCKjcZMkVBchc6DS4hqKxi+cDDC6wF1dXzVEAvjFYiK3UOMxxaVAxCFh8Lr/9vqX4zEz9ikuLoKDaEUdT1MLviQUmTpEsgunZJUWJEAXC4EO5FaqbVf5aggVa4S/9KBjzZ2nPhZIEVVg0DGoijnMI4vmquhSmwT2x0Biy1w5G2jpdfpjLZZAlhfKgp40o/xd7y26ihB6yqQhkvR2g5mW24KC7tt47OFNCOKcQBYHbMzMFD2zt7UAI5aT4HxLjn6O188XMBFcSFnN3FjYif9KRLL8AHUgMffvHG0EgmUqOFWM1hKNafXy3WdHQ9RtjLcV4VxiaWrQf2K9L7RhHRcpHSi6Crk6jXJUnb1M4rF1hyEqBmtS8nIqxiXsiJZksJVAkCHefAcf+CKJLZrIwCQrdjobRd7BafL+6TvQIusiLYlsNrqfxi5DYidEV7z9dbW2tS49BbSmGzNznytMMKNW6Dp8wphpDDmFSvE1twppXDzlOG0umRmJBySsDQ1SFtrlYvlQqJOsbat89ZX2+lgBIlYxrwOxvuskrCpE0ZSNWgqWDfVB2uBYbgoYMAq6R2mCxYuFvZqFuXMSP36kw2BXNJpthSKSaIVsq166MAECcBV8raCUea1nX6nPPUCrYiUGoj3mgk7Y9eCHUzzLGGyFMXecyZEkz59SLfBUFiAHYZXOqTpcGWEt/U1opFJYRwwFIQwFKN3nJ5UVPAApkxvC5Ox2tQzBnZbDLITOmEUmNLKEmZGW0YnqjAfRm6Mgll8HvV4WBWMk1Fe5Yk1KIVps+OsPFQURVoB2sIIFOUZY2fsGrmL7OoPTz8Lvy22geUidbTsLACn56aEzwIcJwWJlfexPPUCiYwCe8Na4pFmv9bHYgugAmJLbMU67LZG48uytUGHpJudufT8McqOitKLymOKhNEBwHSZWBwYWoM2WS95PLYCUVU/Bt6eWgpx23hZqmdtUhCu8crOshUzsSWY1eyvM/sPEojFKbszIJplkcJKVCsvQrElVTYGdwJYO5C8niht6gKYHSFAdWIOIFxGOkzGs5bbhSgdL6PArqmkqAbDAIAfmLF2Cmns6daXylMvEPbiKXjpktW8lc7CTleoIuiMDWJtxMDe7aGou6+90TZxMACxjHruMcVs7q6aVWCpGwoSW/fAlouwEBaHUbXVZsp5KX0vgRFbO9VwEhxLLTRQroq30nkXMjweSV0Fx+OWK1uskqzArVwy9mosryyirOx9tFVzl4nLK6f/HGflWVEBm4MoDx5Ol0wKxp4rOsEfealZKAjZ1aZsCoGpnTPo6I6RhUJmnJ5l6/F3oruYM71KOQkPxrganG39V5C1wQVWsWpgVGktxEwlZeHtzcyOhMB0XcLXuVtlRualTisYzh5KOioiqvdQtGCo2AWqhItEjpOXvTIENq9qK5wOXHYKIxJG68DsyYxhFOa8PRW8Ah2/ayGd1wkGJanEx5wjd4OxiWK0wusURmEwXSA1cCGpZa4V4xkDMwFeDMKBJeo0q7ZVCAWD8IasSHrpSh2ATqmvKbbsJPt1lff2r+BfrY/1BZ88bxHZltiay6o4nSjaei3CVg+keWlV/wQeuKSFaCywbhF6mr14IB08u84dBrsJOgPhZReFvPlSgNkB4JHzCml8vLKXkV6RvCxWDLwp1glv4OEpk8VK4SVk67+pY5Xd/43QNzn1aKGvbjrignTYrlf/Z/i6UyeYRD6YemDqyI2UC4+OBBKFuf2iiIHgEWu2tlUlBUU4abC2mAWqilDCWKcXaysqey76Y5HruNGPHY8tWCa8R1GXl0pZrQrtRKu1ewBpKyqA0um6lR6nWbDrXG9mx14U3QvZECnwjHiEmBqw20NhcRhCKASD1TRFEVsTh9y4OzkFdIEwVJUCBErEXqliKcrLZUsvioUIFJJu5bVN8L///e//oz/6I5i+hymJC8yq2hRPBYC1LzpuBhLSfCBVXrj6RXG5lFrQlHpYhJs2xVjoFWNQgVmEWJMVWWutXEVRZIRvW2CWW/zL/gHw1O9AwpFObGVSq24JJTFiLZVLiYxCpAm/Whk12bmCuRBczk8sNi7Hb+hezjBi2cG4rGaKkJg7JAu922a4FOQZBXriMdtShLMAe1gZKV1H5LIQRgBgQrHNogtbgnkKly2hFI7QNoAz9v/w9r9jdi0A9IKTt5q1oBh4omBlSEGBMQr1sHdZhbjlpkEhAP204aUFUF54rtVvaw6STrAJnGQHo9QUAIYqzwicq22ul67PuEC4VoT+ia3OdZIdIHutcrFUWXVUlnmp3tkbWZOqf3jb6oYBqGIw4V7pTsWYnMGGJcRA3TP4viiwqAE/JVrg/iU9WweJs0OtGOH4HRIYC0ylUq7zsiW5Zs8okMLIi6EW6P6rftZeM3pRD2S9KMBF6borVTiAsrXml+M+ATVrqsIJwtpRKobmRvFNyyuKlwWhAqpHIlEVmZK9Cq+wMFmOTGf9tjiJqOtqO/xVeeoFMhqVWUnJWm2zI2Whk5KlaJWL5Qw9Fg2TRmnLlVe5wM7YA+dCMBqi2XlerXRGGLSirMC+GfgfA8DbEnZIZcgoBbCrQwwam+PhclecXF88GSHxVIBVVRK1rbbYQm5lnMhCgFERdmux3hPIHbza0LoingG6swdjUTnRF1eXGN5vAbwv3SH/Gw3toEoEqpzYyuiqYfM2rfGlxgxQGVaibEJhB5Yi5XQe1VKshJ20LcrK3npC7pcnXaC4FipBFtWUbFkNBUx7FMZjtA9fFIYRYgoO2HTi4aKYo9vjCDHEbKyE3m0A8+AidCRuQy8PE3Q/qs3cnYfUZiQQ2BESnE5FXsYSuZQwqwFAFoG8qGqKUmGzrFoWOliA8FtlUWTVgn3+85/XKf7Ced0V4He/+90yqlkZilG5u47ZcOpRza4ITO0zxmNQ8Ai93lD1YkbIW2FSV4ytqPLSM9oyCrelt1JEoQ0cxirq9fJiP3O+Hsc7arpkVnWk22YxHQW1tRYCk30Ftd1dMaAuxLrtOMHEgmnMHDGbnV+iNHHzrYBqEJIYqKtTUgzNutG7bezKqADGUjCiwo+Btxas7HfCGGC9XMG5WCrM1uVWjAeDUdnqd+Q4bdmJjG4zl5eiVZtCGBWGxLco2yy9orh8YAFjYHfbjA6DXPCrn2KL0ClQVlgDUQAAF5KKCUYPPEVgwvJYXJ4XjuGx47Hlgef2QrMtN2S6CogjyU7nUo1VrYwJ+84sgEfQJ5Fbwm58NUaHr3+ceABMjVDaWsn4XQ4vG4EYXBouivkGYJEap6HDdFTOj5doIQVm1WapbACE9MEoOAtkr19GlgSewm7K7k1G2SX1srHViN6tolwOrx+pbb1Zebvx6k98ol1n63+til8XVrdTYHcIVW3WSEkrm05pBavNwG1zzbJmebmsj8XlOa75Y8ed5RoPnzQ+el751OQGbIuEzp5kB2BnUahYzfssNyMWYzU7j5erwAWGEEwi7+rGygJMB+ByFeD7cwCHVAhAT3x3pQqBFSCFAhA6jLx0qblImKqtyK1cgzEmQihcWysbsuMptUSOXwuSQqrTO6Mv12JDsmNze5TnKvCC1X52U6L0iQbMhc0FEiILQqNwNek4kaTUi9VWVNvKxkDoXINVRkZ2QifsLxWAJ30HEnyy3f6MU754t8aubsKoB+JsRKmSl1EUry1jXveXcDF2kB5ELuNjcY0YAZy6OyEKg5ERdlQGbWRWQzRBExey7JIKNFZID7dYFoHCK6PCrDCiCIxt5dmq5DQf4+OiU9Kt4WesvGBWcmIPGOlDR4V0pVqRk6Io3S21HejzomDYVzo9AqhT/RRFwojVCJj2iaHRXVZ5u1vAZ5LjICrYVqyVBZhuDUPBea35bpvr8frUC4RujEpHJCWFsdyUDkZxdVjdkAXydj9YHK3fiTXKAFw9QB0wsL8e6vbEZpXLNeI1HT8hWwVKZHaMFCEpqGT0loIXaO4s/XYYoLsYRuUCCTxByEIopO7Sr154xmt3Qk6C2ygE5k3h0qnUOqL7Dqd9x+Za2CrP9ULoesWjcilcBW2OQcEweFj0olnbwoHF6gu/L+YmA2OYMlK6H/T6EpJirXE8MNbsFFGtFHh6K+WxPPUCFYmxs8Q4naUEmlREAs9Ip2RpXoo2Pq1ai2LhMhFXgV7nfjhv6GLxp+P3fUK3jOZOEaIM02lAHtlPfepT7IYoygcZ3UlQ/H9JnRMeg5YLFTueagBLqU06/ulTwEgdZWzEeGxXSUaW8IpEKJ3idW3LxeLUXSZ1qqcPYjdDSM8GABFldaWIKIkIfu9aLrG2QsxNX5gR6vREHSMylmqwBs6FQVKJCo/5THhcF+BaYKlU66vkqRdojGpSSmsJUEup3Lql60dlQugl5qJXoq/MwtkBujFWlvrZd+oCe2GINTJ3C5IduenjpCuG3vdrhHgcAzAXQuEAwq1RiYWBDGzlNc0VTGERrlqKLX1ybTkj5own5W2pU5tGgZ/uO76vMj5rFMaibH8p29xcaxdL4wh9y8kLD1AlOiXuB1h2T6DvVTplVIAiATQIQHoIPSS1XBeVZAVWFUUiinB5w3Dhry8KAbNtzX63Hqfe7b5zPN5iuSMqq5Uol0hpIuoISeGyqhUhl3LNjhGSUfajzPOVy+VzzdsCEpVjNh0dwsDzElRI2pq7LObe13Dj5jJWr3EhYm1hTNN9khStjGKrpKNFiJaXgk0llMoDs2Vkobe2ZYdJD8ySMBJ4kq4MLxir4/RtTMF6dMwC1SA1EcvrbilG72ouxBCQQLJYcbLEbFYOrkdFbUTXPUsUmMgxc4klqK66vDC54EmVH4M+vzPMcjpfskj0pL8TXWjjiFQdGSvI6mPoaqlWFq5VSe9cu/u2YLymYxYmwsuiekYYQ8dgsuyUtmZEemqDmXizE/Jt3/ZtYI5HlOG6TALNyLCsps+Ln26ywmuKRTHVA5NyGo4Fw1UKsTJaA3dOWTJmt5adC8a18BO4D2h3SHZerVm1rzAz9FLRmkcC0htLC9hqH49OwbxuTQCbHnl9MloJgEky8oIB6NpW6soYzJbeKTzuIhh7gudBvf+nOd/+TP/e82iPlE1ikjPdqm6laBiGHkzWXIvidU6Ey6R4pbfVqk9uwk5voAZBjNKgWfDHZusT0NoxOwOCTaB3j7MxYq93Tzk24mIRNWCTSxQjDDaKkigYuFKspGatxFa4vuj1MuOJPXgoAUYFSRgJIwxFXqvzfu973/vHf/zH9RVtnA5bI9oR4gcIt8r3aB9q+IEbDiq9WLslLhPOMLqguzRcJtbTwgJcMRSJyFndUR6YLPW4dnghk4ELuVt5n/odqBzij/znq97KqAjikFaE5kuTa2XZ6lDU+qfYevG4E1wGJNAjSGHvIdOhgdq6Ye5TP5c1O4QltXU2po9HLEJbwm6+Btrtse2iIGSBFK7aCjYv2eloq7/KrbKzUMJkD7NVFBjAGGwZ64U9vTbf9773qdZF99SpUFOdOrAiHbxLpnGXxulazYRQuPAQbyZUBiKdFb+Hh06pWkp1AivSui6uW3nXAkAYsYxRsbQd7E556gWKOrrpSlSZInSLdxUHmEUFPUB6rkkuR2gcrgWwbwYNjrFRhncvuwRe6V5XdCkwdCpS2yJxV6yOgeK1TxxM98PcwRQgtfAecVsFAyiDt3VNrewUdlnoAerxauGaYANr4pVnm8BQGDWohe/+7u/+i7/4C3ddGd4feXUN04iCeZW6Q9o3Ij9eaZAXWAqKNnUkxHBcR3eowq5FhhfCKLtAEkCgCTMSOomZEuy03excL5WnXiDBJUihy0pXisPQ7QAsvJXImHT27FWmK8PynZGlcG8FhIyulNUWJ91cPKPdEvPqEtjiB4Mxfc+rWPdGLucBxt5dtJWRvRkJZ6ETCrsCrFVbbbZZUiAp1pBz2WYRG0B4YFuuQpSacbC8KvQjGKP7QVcYpOuiWX1ZRfGyR9UL2Fc6baqcixgjGAaprTBGkZEFoJKqhL7iz+jb1yBsNRKATpmeS+Cr5PhFrYpf5b6zo7syqkN6jwUFsp4pMPQpvLZq8hpg1KEnphevLVEDgBGwd5OM0tPJojY3DINRcnkQDRpDnLK7LtIJpOOhc4nyOHq8KJ7ReOhqkKjXD9jqpFdJxsYHCcBuzTIMBTIwHZJQroF0omXhMtLD2xJbIc5bVcoTq34Fs7No33xsdeRJQKILGN++rb4YnQmPkWI2DWDkeOjvec978AtpGvCE5Sj34Zh6Am3hHZ/7mn5UdgpmstiUx6sUz3sDIa+acaFQhG0TnJ1y1HtWDKNKc9EVi6/AzpuCTZVGwK55226DMfkrEDCY0ZosjCjgbkxv8tjMgkKqjWIc3UKxGCQSyK4kXx28sRwJHZ6LgFlhKOmtEbYCpKyvLFuzCwQb8qA7nxwwlauBwmIUyibKU5I3h+w+bQ3KlXJXuvoaQatxdoGEYjIs/u/sXUpskRggQqnNDVUN8lZY23Q87A0E3sx9+jMedT9IeFUx0F8jx089r3HfuR74D9JK74zpVbB1BQFoNbwheq/45CrKMZuUttXA5Vy5fN57nkwKhsuLRxtuTH98AQYMwMtu1rZylc6WsPehJtzWQA1LhThllAW48WFjJ5WnO65aZpzeEG0n17EyDiC1cCsjhrYsTlcusJANhF0ZStKa70M+rP0gqUjFF6h3nTpdLbDr1JsJD7ZPfOITfmEhVo94GF0abJSmx4XElAjAKo9ZGSzsFCHGK6otQEW2Mr5GjoN7jfvqGh0lXQWK01ilXFeBMJ2B4rgSj5oR6NO5slOMhku39M985jO8GhDosTA+LjDjxhaYvaRKB2DkAnAtbD2ahusdg9BWFg8xIx0MxrBk7GiNnohFyFKzMtKTLAIZ56XPQu888tLVYyVhrG0BStc2ADCj7D6X3QZ/COMO+aasyPriwuBmUHQhil1t8jrvj370o36ac9uQsBuUp1HLvPq1xSPEGo9AW16iHswT4HQAQm+dUoMvXZ96gUq5laKOilNfNR2lPcyXAuN6EXXAmI77wUi6B72ijc9D5m6ZQj1Xt/M2uzrhwiDQ/dCtUydIZOFidy1cKePzHdOXUy5jFSuKmJ2ZWtOzyyWR2FJ0MLaEzlUL6dnrjs7LnpGe4MllW6z1StUWpoy21QyvKbfBZ7dGvIZ15zYYnSG4Osr2SSdKswgblAY//elPW33pAcCGx8RYiCghLNIhZ6na1ipBRViMYtOwlYgUe416qf6MCyQeaUJXhLolVgQ9S0pIq9KVAqMfc9G5cKdr7U0A4O3t9nhngAm3MlqBnbrO6VI0TRkFev5ysQM4BleTLtCngOnLRY/BClO4vOdwjumwY7YVaFv966IJclHumgJmyU4n65eSLCQlNsWPjQLpllhrQRe2RuExgLS6Dcr2jtGsllUL7HddkHrEDOYrgUvmN5PLyCWW8Bo1cAPU72oDrmwWPRKJAGas4G0LfOn61AuE605KrBRCjx2GnlEDSleWrQM2JpY+m71I9An5yU9+0mgoAGD+GrkXEiptW10CjdW/LSrvKhPsfYOQBdKqYcMycSTIGVVCsRUol7z0kIZbkTCMVx2YEYzCbo3BGtgaZhYwePY7KbaToKt2bE1GVVpz/Op0RRj1xfjZz362mTAiDyO8O2dEYH3t1a8ReZG7Rv2hDYzChMD0FGFQmCwYKLzJimkrRAEA115gWKyvkeMHHIW+BnF1oauNSinrXUHwZeWlK0tID4Q2HK3ePGqMvgmanQ71xkKAFYMQA50LgzskxIyM1T3DwC6cYiXwvvcQL206BrQeZbr5AngtuUBGw9Iqlt7IAChELsbWWqhNlm2ztAUmFRDGtpoDcE0B6GwAzrjbOwBAkbJbzYfiihhXn+ladktMxmoISMxKL2uHxZx7/Hx/sm0+FENwt7zABKKVlLHU01kSVcEo2LayW6v/AXX/z+MZKObe87I9rqQQ+TrI1XRVEGgMHszgZKI4Wv2bhQH55NrF9cWliUBq2yjhy2XraTMI4ibJyItEDQRGFi8tQzd9W+NL8fx5J1VkZ6A8DAoD6xSb2qZJCQ8ToDHAZ6FcwYxth1dSJBTGAtMx23Z9YSjVbyVtJSVG4XXir9N7wET1y0Nrj59YXbBbzcHlECvKHZIRjLEsBmV6Hh4hxKDYYYitVT3123qibnYlBaiFI+ZlAnb8naOXuV5uQyfGWkGrQwMLyMt1NTpLP5+LNR1PlR+43CH9eGc4fkitWkVpxuoeuDE+rYTQIfXvVnGZVClwSspC+uCDh4R3NXlN0JQ9grJQ8Fu71kXRS2pFhbZt3jqiL0t62a2FpHBlT8GcV/2Lkj0912gFEkgWL5tqACYeM7/4MQp9+eGAFwwYTwMxE/PkFWvCevcsOVMkXE0PEgBbT6xYAkA6fYTG3uSFTNjRvkaEP/U7EJaaVAqpBxVIRm+78wBWYitXFXScjt+zpRPtZaHjaeIeMls/jPiRrRevs9eYa6d/PLy28Ee75yvNTN2eJotTbQIl9ZtoITAuEKXajkLPl1YT3Fq1XNpJr+atc1EArLko01UlO/uVIV0Z2ZXhjIVIFDiXLcBJdjArWFPmA+8CYe6L0bd/+7drRyASMAp+7xh3iAj/3Oc+58n0SwE6r4FQKqxEtgLJFAwJWPZcA5zwVy7PuEBxKEu3qunIpXEN9SM93Uog1cSuAUiKEK8E32MMwgGz+1gBY4e3YnN7fPD7Wu3TxwQZAeguBy+YQNOh82JoxBJhlgXS9ULSu8dYwSoMj7IJCzyq1pQmKx0jZLLxTWFPD2ZtW/1zZbeN/I52KSQFiNN81AbJmOiRxQXyH2lg8UQJ9JL+2Mc+xuLndm26McIjNCLD8dThNGRbz09jr53WwGojWaqBXUaJGLlUMhnyynPVn3GBkB6ZzwT1iUhuolYrI8xcDlsnLLzq8+5xxip2wN4o8FxOlIXw/tmf/ZnzNrguhPAK7WlzOYh748uy8clSXhYhXOYrC2bvcIHqFAjWYQDLJWOurSkKABBy3dLbpmyFDGwNcBqOcOmsJHsKr7xh2CnsMqqcPV2RZ3/Hf7goZCNl9HtqDbouQiieQKuf2w3BpYnBrESx+HWJFC6cORDIUpcXhpJurTxK7fNSGIWQA3fBtH28PuMCRacmOUyqbflmkbj+eVVDjADY2ncXp2tYDhus0xXrQ82LGjOjCQJ4+PSPBMY9MGv2cybHb+hZCJcQzGZtlGK91RglFchu6G4wqTwru5BorULkgq+YpkbPlVJUlvQBapaRMOK5MjAGKLYVhl3xtkfYWZJYZWvQqvGeHHoAH+KivJtFaVP9dC7XpT+ZN9gI+7B2h+Q1Un9ehsRwrgWsjHWBHIydYiXCk8rL+Kr12X8nOtJSrohatWahAOhQt0ph7MnoyywLu54dnmH5dWqfPnXCRUwKg1eRzykKcYfwcAnpupi4rlhKYQvDYqCM+0SrGF7ieLrQUmNrZccPthmti1koAGRTZrnqIeV1YNYYFFZTI5SIXrqONlrhw1BceiTxYNBvlSueUSCjNv0s4pYANxCB/YmhL90G7rPMiwqzMmTskpWoiSGpI2ulGkj12NbR61ep3/x/bb6jkIBFbjnoii4lYy4Ko4YVrWG6NwFxnxg1zyix14k3rQ91F6JycZqOPimuzlHcKfXJDmZtrNjY3RhsOCsDlZ9ETFO4+bK7f3QiduTVqbyMYq9Sd2HYr01xTbjSiwXDRjJSWMjOO5gtI4ziNdc2MAuMlVflYLaKdL/BvLN1R69l8wRg+YM/+APfrH3jMRkWgT7ikbhAfv3hFaV3rh6t8mIrEVgFWGFKZ1UPS1XVzqvW42vDq3wvta95aZYjo5XIykXprihRky6Kzh05L9quBaNHhF3PYITXvDpydjoSVGYhlxF4gYmF1K17Q0HO2weiEIrXu6/PFRCnVRS2VjBeZaiTi4Kczmu1ZaSskZDWpNh0MFsSvu64srfaDkOHka5w9hTIYFbZVcgCBmCrcR1xuTR+yNKI3rsTBgLmPWSGvlwjp1jdG7GGI8TdWgFcpFyMYvEkMtZ44LLTgV8vz75AMulBHWXCTtkI2Om9HjSjeRfFGfcLLmBVCveNxyeXQM+HN41WGX2DEcuoeooT9S4RYmumhsWl29qGp/ucgjEmWxjPHJjsMcgupBcSL8FZhQBCeEkzVVgiYxbKS6UiucRatw0sNruV6woLkCVXumLMiq6kLBQPDzu2etGUH85dHfMMr5eihPj5SzqvIoG8dO8hz5JwD5XBUmQsME66ASKkYEhMgIJ2LTx4XvnPZ18gJUojhzoSFVBkWFbNs1SxBrxUXBEhTlS426Nhx9ltYASwCgFDIhyb3sJLx+izSSIfTAhdO5+AFO8whJhdUDDf0F1HFpfGxAF8G/DVstNCIqMsaGWvPImaGnIW3tLVDguht7W2nfH03BaxpM0VgPBuK1fplBretpFWDLwK6Qqm87ouyvZ4gJlS3/C4NMVrGv0hq/+uXjcPcz++eXp7MiW63jmBLK3VYK3UGlkv875Ued4FQqEyddetHDXATme3qrJCdaJVbSvLS4JO8Vh4hgCAbR0zWINARTcyx88ikdH4qZUFTEYXwq2K3H3qyzKLqHgAgCVaJVxICHKCpPdQGZe34gE0wvh4Uq8yCuFqDtqRKGT2CK1cONsC2BZipbOoin5WensaGckq4a14GE152Xh4TJWuX8+JjzkD8ZeK3CFg4rE0HAMhDVMWI6qMmJeiEMUQOkyyAl6lHF8pBLzK/dju/Bg1s1ORiQUJKvpRwvntpMNTdBeC4ur4FHfYwErXoca0R68GgSzeIjo3FLeH3XtFrC2e3km8ZidQMT1eFKPxEaYSNTDyiqKLgveMIlcSJEVGQiFZIOWSvRaujQe+WtLZi7LFU2Ct1Q47TCsLQIEyUgwwo1iwzrhASDVbSdl5FW8yGunJ8WbtheQsOg60fnrH9sEPfrC88MZCegLrtIOrEqsU6We221Gu/sFeqhzTc3O9/V7qfmxUVpOSoLbrsEHQFdcZ0AEw1B6jg/RbZveA0Tc7L1hshYsCMyDS5XDV3AA3jN1dQcVeV1a6oZgOXQhCT2Hfh3AaKzEyt40gF+4yQSqjpiiQpC5sN9ayVDw9QFGtolIUT+5cqBhFtQIjIRQWa4qzLKm8GIoKZksBNgGSzojTNxu9u0C9ZT0n7hMqXwkATBjGHQLzihJraw4UbBJ1gegEPoW9FBTTZq+kMLavEZfnxdNvD6L6VxalrWTbltK2ymB2e8D82bLPY7VqSSdGQDG4qNwGRh9M3szCjQbSsLpA7oEbg7lWTYrSnRCIHI/bJoqxNxZydrOTtDIKQb4uym5bwTqCqR2WBhd+el1fjYUHSK/O0QKzkGYFqR5bCguRtEoY6fCtjFlsjUsvmnVj3A8TqAZUTlGuHjnfDkV1w3p4PDa1DyOXIQskpaAwnobDAmlVWJaaes3q8jzvO5AiqmPpS2Zl0a3E6dogirN1qD6MfL7AaP64tucF4uUSYihcH//4x90SUX3tpRPfmWDqXGpzJBJ5gfniDFzPDdp8xfbkyctoiG6SQFuJjuof3h+8bVt5Wa7FsxDe7OmBwcjpP/oFoGth3oUsKm/gvMDqj4dOMRawXhi2AViIRjxOni7ts5uJxr10tUx4DcRxSuftC++d5Kc2cwNDK1ZS22U8WW+XNZi8KZWEivJGed4FWud6IIqwylFlUhIWazeDrnp9ej4YXR2iW3aduB8YNNyLRwOiPDFW98akfN6BESSMshAPGYy/PIXQXKzdEoCYGcFEyYJfeZ5XuVxT4GqmsMcMRuiMpB55GbNY6Sy5tg1jJRnByni1cNnGcF0Z9WWtpFxakKWnwkBURWdBomutmZXfgOjFBNjFapYi3I0RQmH0EjI9s2IRazjZy8JCwJLpwI2u+q1vlHdygWRVBznLeFsdLCrg6rytDs8XZ99jPCh+wcViKBhMykRU/Kd/+qceHbqoBqF5540HWyPm9SIxPoEYrAC27EYpKk6zRkgAeKXQv+vLS3zA2cqCuQI6LeHXMQEQqWcEDpPROsCUmG0XlVKIcEp6K04AdiGt4dm1HF7NnqI64mVvht7lvujowhcdFgpxVwr07NkahatmOMLpFImQ41TAGfG2rz6FNDrZK+Yp6/MuUANq3SA2lwatFFXCUJyQ29Cb1hPTgTULtXohm4W1GbkNRoDNCGCiZfHS4nJjDIIdrTvkRnYXXRTp+qINIEoWhJjpzVExfTnoTx/ZOyEKtuqBYSS2CS+FvcOmkIzskHSS0SoXAWa8MkBmDMwVQEjMWdKBlcRF6UIAo+1o6br2LOnRS907xg/t/qIZu3AYIeasdyEmb5LAXAShRJhLV4hcXMC27LZ0mGAsb5Tn/RivCJlK1irBabjNmq4IJ3rWfDxkDp7u+4pLQFEZjCvlPaxh76fhKePnAnPq5sUOxuKueODwEI8ml5WRiyCHZDQCPDBmpxKrcEbvOS8hGDVghiENSK50rtN8tLnZsWSXYngKozUkFyV9RttoeRMulg5MbZEsKszBcmZv1TKYO6EL/fqZwNNC4UXly6Uy3KESWW09cuH9hUb/FQeWZnLwnmIIcqUjX17DhKwv9jeKdMfvN1X2RugdQKSsjLeKzoZZlluJngbdQvp+5xUKSRfi9vz5n/+5Iwd2vawCAVRiNPRug6sgxLar4Nu3UQYz+vLCewq7Q1HJy4uzNSoMyI3GW90Pa3j2cNdXZVuJIsvLZRvAWsYZba/eYCx39mGy22bRV4RtJaWwLB1Aeh2pmZdRsxTdEVG2frNvVr3g9UhsPTY+5mC8h/xgIXApystCkNtaU3KtxxXzKsVUb3/e9CrE1X60/jDQqy43mNyBnQ0dwOquyOH50AaLHrwGfOlhdLQeowJ1q2e3rZYwuChuTJeGNwAG00ECINzs+n1PeSugQbDAGJ9nw8WSjtjid4HcJ4BasNLZ0RJbPEkuOnuWErWGnCUAHgpjKwzLMLZZeCnWvBRS9itDGOFcajYuc6Dr2pNDN42eEHPm9Zc3wEyA3XAA9O7HMR/cUZkJl1xVWC7r5Fr5yn6NYrzP+w5UAtWkKEVuuvWYwVmZo6p6F4K4CgRAMm8Lv2t3VzS2ENseFKNxY3zYWX3W9J6QS9vWbgakdOnwtrwEG+FiJPAhzRq4FGZHN2LbSrUW1VYgBlKDrVyEnoRPZw9/Qm5fp2bkyg4cp63wYudNYVdbSDC6+m3pGdXmQoC5KF0IH1Iar82eE1P1lcj8dQoJ5uXkaxC7YbLAYy6XtXoUQGytLMlpe9LyvAuEXT/lplPStzobokkVuz3as1W0C6Erv+nxxFA0rLoOrBeJN7BPbr8DhDQCWZpgGPzw+peUkpcxb0hZ2sJQmiyd0K0CFSOWAFhZCAUzJQzauU7/sXAxtg45JXwAuZrGEfZ2CVYWnhRr3fGazIzagamRSoofxuvcY+BfhfZAehV1ewQSE/Y3pkURW3fIGwjeeBHGgI1cC4C0zZhSqfQ3yvMuUBUgPYq9CIv0jqET4umWuAr0vF6z3gcukIarj+6p8hdZfMa5N4Ziy5V0qNruSEwkO0KKtXtGySV13cIHUFIuGPUA4IwWhvAKaYVJWCgYpKZUPGV4Fl5rEobOWDprRisZVYmqSj0U3geaY4CQVhbeBfYhpXj9epd7LHkZ1ePj2MT8OGak8N407orVF2de9YsyWO+qyCu7pCyEXpt0eas8wAp7vfKMCyQ96gRp6a9GpWjSqg7vFchOC9i3V+9S/fNqXkswfvH1Xd/1XT6wzmO9LWg7KswmBUaxciOkk2oAmwVAFmvh7BTjI+y23TbbQqzCc5WCpW08bbMUkl4B9KStXLb0rZQYkMdfupC8jGGu5Lx1x9sNgzExdvMsJB5e7x7t2PoZxavIV2Z3y30yZ59c/Wwv3EMLjMQAKfD0UpdLAVVlpRPep8vxL9O4v08MWIKSFVUdWapPYxquLG1rzO8SwTwc7J4JP0X7JZiXbd9IYBIYJy3LYiPnxUx/XCdjwhXMyhKhSlAZ3APqYFgXgzHSW4ekPEbmjaQiFzWSa1QkXOph14XV1nFyNaXw2asWDCa7562njovd/eh3Wr4n9LiC+ei3NWcYLZu2n7ycbFvPrckbNR5JMUfOm9JaugqumAP3WpHi+FOS12LeckZqVQdpqwhK0pk5LT0I6+L7MtS/h2oQmoTXre96vvGI6rDNpVhK5NmteOq5mWap81wh80JGVdGBWRpKK6Nwkp3xsQhfIsjVGXIlhSkXl21zoGcUS2FspXCFsSrAocJo2XBylc7KK4orgGMyT1H+RoNEnj1vbk++kbocFBYh3kOGz+LXbB/60Idwuql9c6ATsSyiKgM5od/VafsUUdUz/t14jMtKWeIpKy6klaX/egtdk6J89fO3VTwTgdkT2zix6VOTLOm1HeCYwYMIZOweUMioKNgAp9Cr05EEsxUi3ArcgcVd1FZGAMJSlnTbXCnWUvBmL0Vg6yTYoqTmsu1NOQWMXka6ARK/B4F3S7zIvQDcFZ9ftq6gZ9I7qT+Wt3pQ/UjLQjDHpn1bIZhZuqD0CqDc6VletWJ4xnegWMokMaksw8rVGSCleJ26BD6n/euCYB41dfvS45PLAwG/w+v8YBiRi0KYcFEC0zG37XrdQOdTlQ6ZAkknCOnWRM2MyguAx7aMACOkF2ud8FYqS8hCAtC1QEoBkH1TirPKuWzVQKLKEmGduhC8SiUwdMN0LShcXjBujyvi4wynNwojMVskflcixOqDzK1CHgMF0kFQ8JS01XYlUQj7U+R5FwjvMin3THRL5h91Lque2+pB24pm9LHlN13ePXm1TToSU4aHsSXN1MqYnlHg6T/eNI11SJYyjqc6Y84IM7xw2wQmWl4Wq23zbVsZGXljC5zLCr8u2oothJ3X3WKhF0gnIa21E97KEsBnRBmF+8nD68eW7sVDKO6QL9FC/LhuS9wY6fwRh5/IfGHyAzxj/aJ1asaOhIARiehWOmRdrIDKeM36jAuENDnzHotkqBlb1UFXq36I96Q/KFWT149PLr+T8Lh42VauNiCRaMnKKKRC65ae0ZoCMD0lTAUsvEOqNsbIqxAz8JCF52LHCWCNsBTDB2CELyRA+mm7LWsnKoEs+UzDttqywPAy7nGCYaxZuoviGnUbPI0NxxiFuB8eThiz9e7xAcdo68d7IQKlYAzMhZbXFklJASTiolhnrLanrM+4QOUojUxENdalUR/dqxVGWd632jMXX3p8culK3R1e18gcG2XDao0NVRIVEvYH2+2fIRVgT4dM0ktEp7BTwCjLQi8wC51CIAcOUCBjITDxWBltA9geQ3n49WbG3UiKZhcSuHAPmO2R+xTNIvFcGS9doHvj9yBeP26DDyDfflyOZgvji7MH1dvdhH1zMFvixSMQzJvJ92v8sqNfAbayKJLU2lH6wwdZMPY3yjP+1WZceIk00pN9irHwWlVT/54AXTFqrB8ZjIlXFEUnXb5GBnb08TIxBZg8YFckXTGtAFPS57U9q74dNh0hb5LXSkoUOEv8D9ijSPrVeKdHEqZp0NF2RXoM7rLHadWptexiKU3YJH3uW32E9WdeXjzABuii4C+R9z0jcbFcMpeJ14XzOyHfhDDQ+/aJWQ2rXPgKlnFbxjeKH7Gf8Yep6NZemfRAKY3mbTUQRqt69vHsN1pesFrKZYgAmuy0FrstnoTlmMf5ZaWG2cXmrRirbStX4CwBwg9MSUYFgJyRYjW+VbJY9goIGYO1RGAht50rSwccCUsTKMQaM2WpYTJqxyUwOluf/r5EujqukW+W3kYmb8IAFALM2E+4PaIIXSOPsbPwseBpxwMG3FWWiCgMkqiBq0oYnyIu5e1Pl56ChsFeApna6mFZXSAlsqsGtVvvRepfwKComIuomCuFju1o4hSBs+vzQJ949glLusAUoek3loeXxDjBwgQbODvXVeENcCVniS0l12Ca5VUw6RgWSwE7+7iVPX1UAaxix4ywThlJR+5F4hXiJ3NfKH0l8mrxC0M/jjmC0fo3F37wB3+wN1ZGLwkff35pRJHFQWDjqiOrpOklWg0pr18Pwtcj7rz1KVPvHqVQNOCCMw7c1zet+hlBz7s96nZ7kMQDb+iMBa4leHbGLOHTQ7Lkbds4rpYrOMxWrrvwAtmHmaLB9NVQm+NflBoImOLHDxyA66oAjCGwLGFsCW8rO6UpUXqR23rHeK/7Y8QPfOADftPmGvkI875h95tGf0DU55etL0z+9hVX//I8Bt+oVg/ONajZumO8nmaAV63PvkCxd3XoLlBf91SmaGkU5xPKQ+CJUX23wUSyq6zqmyC9EGsW06Fcy91WOjIku60VScqQYTLSKWEo5AoLaSW5eMkJvH/JwXC1phxhp7HYiqfP2B3KW+NnxFtLucK/ZT2LEWW8jO6BgdtakchiwlwUj653vE8u18hHlbPwcnJj3CFIIgTGV2m/hMPgjBgpZZSdwKgToZXkvRbzGv0dXqAuTcmkt7W6Q4qwqslntl9InOXdJr6eNdCgKbVhzZhd1OwrXa7sWdJFDTzlCrjqpRvhhriRYVhJdHZbsJiHvyYKY0VbLBglTF46Y5j0vCOspG1LymiY3u6UxoJBYJww5snLYuBeMH5ScUtcHR9Y3kZ+D+SV432PxGPsbjH6IMPmDpXLmiBxfNiQP9huDw/86+WdXCA5ZJKSqC+F0YNiS5HSrdcYhVe3bhhpssZBSSqO7kWljcR2RddPdsZcD8D7e5a9AoBtW6fYRpg9JM5OBSx+dsp04KuUxSpqIQD6YqGMFgM9TJcgL1j2gSlgjCQdJlgW4TGAGanVhPG7RlZ3ggC4Kz7OfIpZzT8MF8W3b1+exF4/ZOUiUsjFVcYj8eULSZhXrc/7MR5L7JK5EN2eLIrQAHt3iN4BaJWlJ4mlKeBhJ0Xt9lRlIwtTJ4EXZRsyBb5cV2MhQxYb86LmrarWMNYpo1XMQq6AkGrghclltSWlTpne0NrGvzW2cWY3WPxkMAyuiNE5CGC6+t0VFt87/T9Z/+RP/sRfDPJdQmofCI4AjCARi4fOZbXt9cNIZ1mW1yvHj/F94X097uqVgHSBlN6NsapeYsKoLG2AMSrXb7cw6I39KsAAYUqRd+kwDM949YrdNNltrQVmb82VHSaStle9cCuZfbQZV8xd+PJmByNCFMC1IlmGXIWM4YsFILPQIcP0WJohCxm+6XkPdcO8aU6Od/lW5CD8jtEP/zA4fT64JbxiccZAIZ1jeW0ped+4ujzP+wgrd5l6/VhtraqUW32+5Pc0HKWd3/u4yF4zdYgqY+OosVUskB4yVzo7pbVirtMMU2BU8YRMt04RK2QMGrnLEskyUqKyXvVtnWLkBVrj3PaOit0QrGdRb7UcXmxHa/VtpqfUbImaj5lefnEAw2jILpm74luR79H+JNtXn36Ad7fcMy8ktALLSHd27NZyycK4gt+ovJMLJHeJZZWPsNSMAbnmapW4g1GWlmxheDNS4K9XKjz7qoe0rYE7xTbL2MBmXC4KNnkjmRIgbzqeyrONc2XMjv/KAFkNrVzzVsnWuSgZh0RCrvdgGFN1roZJUYwxmrZwRhW6B01PeDcAIB0bmM8sVL5H+/rsPjE6FGy+JMGL5U26mrKwS5QcZT1N3skFkkM+sjtLbwqSqp5edhUDa3iWJmjVAzslZIqWYshoO3z61VtIa6d+pZI3NsZrLHz2KbbAtkhUdcWnj+fKn64vXoEmwFLSqAJYbacDh5/RNvzpOdpHgs1xWhlZ8Dv+dCuXz46uRY03fHeLaMGW3YvHj10UhL20YhAuI0x4h1hG6Sgk2Gp+vfLsC4ROAqKOpKxLo7F0GMXpp2FZWXJlzM5CSUdFAWsup/nmCpDlGhKSRdS89KhYsgNA0pPYilpst+FqpF8Z0gegGHpUo92WknBBJiyUoqpnmCm7N1kKqc1WdbpAZtunFUIHEZtYP23ZMhqya2cOLoqv1cMI5BVL6QkXRQGgwF8Lhny9PO/vRMdVDskSdbBwSaxbl53CknHpV1bPx+wNaF72LAM8VgCSq4vFdknbVlLrwLm2nQJGbFtnL9fpPBqkzNI2PL0rOEBU7FFlb2VRKr07QWGJLR5UBVpTFmLsLodwR+5xxUBcCBYuFp9K3Qy/iuunMBeov+KHRC7IGNJtHWKnyULAnih4nv0SKsddVvlqVedKsdUDnQIPHGAwShIbvfAH8/0/85pUiiiKFe6q34ede8jsU65Jc2FW5PjHsywUwm4tL3A8AqvhLsu2wRYYTyFz5bUVhbkLMS+jLAljddoaMmSEjpLLtxwXqAvh0vg9NQuMt1FvJlQOqAuKgZGEF85S2U9cX/iW/kToYKWxSqwUigamBKumjRimnjW58am1qRXSbaMHsKZkKXwWRpx3a9sr5qrzTmanVD8XXUkS0WfMYkuu4RXPQiG5RjvwJhDnGCilvtrPJLdEvH1xMcnslBI1CoGV2m3oRSCKeN8wujQZ/UTmU8yryFkjKSMY2rP24xYCpAsEeLo8+/UTtWSll7uUKlNT87IqiKWPM8jK7daHYUHVRNLBWELOMsJZrgD4oqqKK7nayz6AjNcCss8rfIT1yPJ4pnG2AtyRXDOOLdj4r5iMLGVcMep0CazsCSQlqmtSsWBdF7qx+6NW7yHgGKyMvlOzQOooEls6ZLfTVviV+Y36W7/ZfCP0CihT6ateHbZdEUgXS4kZAcIofc2zwBMKPNeVPz1wrmAsKVYiHJKy2PE/VkLeMTBeLW3v2Ma/arOUwnpXfPaohqGQUfHSWcp1Om+/QmQn2Slcm1svlbZji8SoDZ/kTQmPyu0B8/VIC+ExC3Fvev3Qj6ynlPqJ6zt8A0lUAgUR5aogiwb6QPVA3Co6pwCz0im5KIlYylYKwCY1DGMwSumuIUUFyDv8wLNcYfGrMNq57rYjWWFZChw4hWuWBY45y7aQxNYwKXlTDsfpCiy1LVjb8OOpEitYX5+56AgdEF3sXlRinZQLRHgTgFX7FOV/dYEUpAiiREVQ1vn0LAC6gk94VyhLuhXMyiKqtiltZw8c7XUNxjLALBnbXo3TKRPgyqCok52SVFJIFtsaYdGdA1iRvNOrZ9vHrshHCxnYGj8Fxutkc5OuKC55uxNeJ4Sl+r11fJEAqwt3pRCxxHkB+/DyG4HODgxVmKevxy+d3kGYBHUlvLEiIRlrgz6pw6IY1Uq/ns1Vz4U2I3zDpeSaYjsJ1vYaGDh7mOWawnuFDUxp+pCrmVJtQopKgZlkyYuEPU4K47YZA2RvmFIYJjuFFGXrDgG4CjEX0hHQiQsBAwlm5mK7N0XZ+lkMm+15XMevgrs9Yo9MD68ADE+Ul3zzeEqkItTnjntP+q25glTQvRHOS8bDm360eD4xFXqFsYdhhF/ISDQsCmyxc12VOI80DzLamI07jJUrY5iYH+KOeuiteyRgCrx6g7HMRSG6SJmrFLYJ74N6G9osFOAVAEZnVL8rEswqBUtVARAXgj1Mq212XbDQhdBFWXvsK6x1JT1FOf6G7FNwd5jaUA3RQyQqS6mxhbhqjZIljG16vW1lpBcIue21sQEGu4aLImGGpJCSxomQJYYs16hcLEtxRc6IcJgBrpYj63l4jGRdMMKzXL0sAIy5Uhyw7RLBR0Ixanbb+rIlxTodwg4WZt6y8HpXceWVi6AiAM+Sd/gdqNzWklVo7SmO0aVREwWGhautEo9iT2Es3A5sJNHmDQlmm6WQ1llO59tOZSFzLQTnAhlLYR1gxqpaDewFxtBa1DAA9Vje2Rcb/hp1nNt5csDstc9C8Xx6o3QzCmEvL/6Uoqyk8oSYf1SG34cUBYDRSnc1rVJkZL9mKddT1nd4gWTtUluVYqt0BWmvxlZunVQKWABbsJDWRnYa3nor1FjM8FNGBZ8+y7ZRbWUXTigdAIW3YsrOQmG0sgewimJMsSZZ6MAn8Y05e+EhS0qPuS09WtOrnkjmBeiM8btD3haQka8ALpO3kjIWDsDebw5Z8AhkWT2M8AiryloNkQR7+voOL1AlutoK1Z7cDUVZ1aer6mMndHZR6VZbcvhOHZ5SSHbr2jhRb7suua7IhU9ZOCW2rTDTNzjF795f+SMcSdvC6UQgknjYE/YstZYRf8y8D8DjOKfHBhOA4gn0XdMvkWEKt8Z5pDz/VMvWbF01X4pZRFG6IlHxhrQlbSnlPW3HNUp51nr8wQKWZ8UAK87tUaULRBTEiKoiKHWo+XpmT9rKCHBNKuS6BW6bvQrpbcsVgGvGki6wKCtBaM1ltRVVDewxUK5Dv9qLBZuRTro6q6SyYVZJeSFnOeOOZquBAk9SwtPBGMO4QH568vO2ORsgY4B0W3MminGHRMlFdzolbSuEtyx4yJH17cL7XDn+NF5lzw2Dr9UKaI56zsjLbqvDBmGr4nTrnRKsGiJMB0uJ0DpL/LPMHjL+9Aitba2TjLZju9NDDrbAYOyk47QmXMteVewp1qRwq8bTO84YxglMN1swZw/jTsAX4lpQWsEo1hR6VMMIj6di6JHAs5xxt0YO9ufIs/9O9MiXWwUKqoituvXc6JzFIGzBPCUNhTEeym4PF2MMlLZZ6G0L3DaSXK0NqPVKlTc8u21UOwDbRpwdgAxPyYJ54SFZBFoJ2M6s2M6ykDqlk9ljtu1QkZjVYim2RHYYsiyULFawOAu0MvpkyNj9S7fydl4YCMtk4U9X3uF3IAnKWhEK0mRlUSqxAwDLq6VC2CmtjMEitCJsIrOMZ0iuJM50nBThVvpcJWrNFf4xLYvw4QMPVtSypPBev204qmDXFB6b6omZi7JEXIRRwQbFPheFsaiM28LnPT66zl8YIgmT62Q93vp9bMGUJS8kJQz+6ZTnyju/QIpYw10Rq/SKbhZ1y9KLtwasVbw1Bax+Uq5GFpIFZrQscfIqJt065Bn3ViwtzMivCn1bsJCt8W+lhKyS3isVcMYdCyMJGTgXyzBHvstLLgacDtsMwQIvHTBOQz7jbi8k4LbCY0sRjgpPRoEsXMRxRL7jy5VRumfJ8TdnnxLQOK5I+XxIWVWpFIqv1W1VSaloSt+y62QMhWwLVm+zpIjCnw5jSyi7lLx9nfdXOSVCy1IBohoWPLEVywXQ9jQfeVkiLJGVi4VwJZiJf3G4qJAInROLZukZWYioWYJhg4TBw2tlpyjgoH74g6B0DMAAvJOT+PbDBy87cEYrZvh4ygggaeEAXLN4M5lbYMYKq/5nrf8fS4IF9au/XYsAAAAASUVORK5CYII=",
+      "text/plain": [
+       "PILImage mode=RGB size=192x153"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "im_normal = PILImage.create('./unseen_data/NORMAL/NORMAL2-IM-1427-0001.jpeg')\n",
+    "im_normal.thumbnail((192,192))\n",
+    "im_normal"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
+       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "('NORMAL', tensor(0), tensor([0.6834, 0.3166]))"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "learn.predict(im_normal)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": "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",
+      "image/png": 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IXSO2BLKBi0KLn3Q6kJgBiKlqHJtE8DBGJzVjzLvvtXDBGxoFOMHcYDGzuHkudw06EWC5RLH44/YbPtWIR/3QQw998IMf/MIXvqDWAsph2xSqO3YUGcUS25SMAilE0foJgEcWReiKK3y5wo9d6XIJZKdoQ50GZO5WBbDIqBMAUj9mBIxEOAyFRRZbKzYWKzB7JA4pzPTYMahTCDzy3cd61zKmY0iKhRROGBUgBFLj9WhlNHcZ1U/qDmH8uggJ4HsGr2vk+CEBPDmQEiEHW91ePkwpALxS12Nblt437DGLxdNHDSowNTNqdvOtHhlZbJUhMIBxcdl6WbLwek0qDMZ2VSsGY/H+JgrH2972Nn/pZ954XMKspDCRSiTs1nhLTwcLb7VFTpEFgItiVXdIY1UcEszBZjURsM47gG2l2zohgYFRgTkw5AQsBaAjnxTuLhhmVZmIcIG2ZbFFZcWgHgXTVRuPpB0S8jJyBSupLXzH405IbRuASwq0rkV5NQLpYoGlyALG7lF56UtfKrt0GFxxRi5JJQKjsKinO5qFSwrzrGYrTMgKY3GHWLw2ZGRUm1WWzg5Dgpm9eqxoe+YVhpNu9UkFxrtGiRqLYIz+euF73/veH/7whxqTjMsaVwq7SGJL77TowgPTCZ2oo1cCvG1HIoQOg7akdAqMNbtAOrwtUWTvcxilEl31igbDBkDUQ+CFJ1KwAHR+vQboqjIFIWAl8p0UEidjk61IbLXftnQKg8dmW2s4UZWahaJgyhgDO3L8NR5YGUjomgLG49sPAIuMWRoymK2VNJkKy6jmPZj1oVOptjqyVk+BZRECz94E1FAxLEJKDQ9GZ6w7Wx+Ftr2EfB/lXe/2N7zhDd///vf9pVXXyq8QH3jggTe96U1eQiWrGXSltEVhVSWj3jCUqZT1RmenOypehdILCcZIGbAt2gB0SsfMWArfDLwUfYPTrUoYwZRh27XgcvzllbpqKSYCqQyEOvIYSaoezCWCocPzyhueKzt+Rgcvl0B2ohJgubgo2Jp7sbaM9FJEy1jNQjAUPgovkcXzzQUpFn8pwNIphcd8NipPwbwpVgXgKRG8La8UFNKlwUCvQrooGDymoZ68jML1boAsDcQvnGHMfL2+/H2xr3zlKz4gVe+KfepTn8JIxyWAlM9rWUHwvDqhsNcSDIXITRdY3ZTsquEi1UdRRwNVHGEngXkVTfCnZJns8Cy2evAnNVaxUsCryjdu3nSuYqVD7ob52IbxlFetOs2l+9FLgh2/FazsdE3hoZTIFrNAllIAc7GvZvafcvu86MsNEvbEzQNTodimR1F5K1fhFCIj2iqnj1QGQmB6jygFGJVVSaWTWhQjJMKeIoqP0bJrGQDYBMgkLRc7BSGwafPSO1kvYJ+z+Nf7zT/s602MqyOTSDESEIPQBpcqxRM12WKkZ+eiSEAhXFWf0bZulcKSEUwWLitLW0qxbreqqgSV8AErxgiIC8FVCIDBNSw6YRcCgFCdFCEKqPgURs+MVftWwm6tEYqq8JAsVpzIDYfRcODLpaoUUTtiNVJqYF6x7PAuvb64WCjDWV52MCFSF2hLz25VQLMqECFjpVK4SFWFtJXFCk8olapaMCIWEsbRe48E42UsnVWnyuCid+geQpjjxxMzJfkkcGM8QN72jkSCqQNGsixRI83bOkb2dHhpqj5LjyzLhAA0I8bsXIxigVl46Xro6tRzqZWUd4ceP5+Pa1KwROhITMoTj5C4NxjQGkrDpYhi5MqCWQgjiRkVEdXWqiSWakALSdcvOy8Jj9brx3hd5QE7Nrl8Z2KBn0rAtC+WPcI4Vx1bci32y6MiNd1abWjVQDpyijjeikmZ1Xgdul8muRmuUYOFNzGYFAUMFQDkmhqNmGkg98Z7XgXQvBVX6avSSz/AJOoqa50mOwllUfCzi6VYNUDC2+KZRG11TsSCdXheSAozX1LeUiMXq9pVzT42KcxdeLekcFMgMvJaZRGesdrEsqOSkbcoCmOVY6PLLhCmXNYwSAgXjLKtCgtpC0ZURQcrewNH2IOK0x0SRVGYSgCs9ErCiTAqOiNRG6FkpyOXRS4t2EJyMUpkS68FFhiBlFbkAN7HrpFb/rKXvcz9YFSDKC5SaxVm61Nv/U0iOSRzBl6trg7QBh+5xcuBAhehyDdlcZGxsNtaRQFTrAqVUt1NB3lslMV4KTEwF7CHsoZhlOSjKnDNS4dToO3Ov55RenmtleQJxuYmtZVdlPMDZrfawugdhpcREm0AikRoheBk5NUXBZiXsQIoERYLg7kQSOS2RLhVL1wwMQvp9stl8u6QD24HA4xTaiJEYFUxEl4k1cAudgSyR6UCOgh4YBixAPS2LBTeZJi9IP1c5QL5A0c3RIrwOJVN1xSw7o6fIH7+85/7EQw1a4mBSIyKoMRiJWd7ugooCgpsixyyBszItQAghQezLbCktipTd+EeTT8r9p5QG0xgPUDGTFEnewzGzUIn7J2NU3FLWFA1PrE9RsAs7KraQcd3tWaNIaOVpSwpAYQLBEPIS69C9sqL1qqwvoG5JVyGowuCmWtaqB5eBdNl4SVGUZGVVK7IsWkhHaEo4QHoZAqrTkiWkGJt6yW7esDq0R+oe/F7FREzRMWlfrF1wXID5Op4cdmYKZaJnzrk4+VK6IRRGhXktQoUAsNrZamaDT8GXSCXQOEAhbPbuj1+XA/vdeha9+6BISYII4UGCFcWJOwsFLO29hA3Vms3koJfkWqzMnr9DKF6xNq6cykwqICtRfEWa5sFkgJAlM1b8Ypk9yKpQuN2ezzKGDRSqVbbPgEEVkAXHVh3usCvbGxeyT5Z4CUqNZ708pa64wATAgBJAFJQZeSFVIBt4QAYIglMhxHy4x//2GPsL/ysD6x9s+UVW/j6vYhyi5zEeMtR7qYjwBaplUyyvBkFtuUNYEVboVyFs8ArlD0YxfX1R7kwpuZfmPfLTDANVCgYjJC+WuZiBG7oYBgMHTOdnSKdC1E6zI4BhstNEkXBby5cLPCQBbIzGoKVMT0AHa1w9uZOYVEMkVosJFcFKFsKeFfWTTrXA8BrVZUCCo/TzfP8uF6ilEEU1u8s4AmwWMWUyGp7Hq+qSHZr0oWmC681UbmkQCuEhbfYGvceMna/+3FAyii1TjV146bLetDvf3DHhQhjCSYZVxYuRkJJSmxlDIOKy5ZCAktCITDB6LyKQ64Yr8P+UKXbo1ACwwVPt0JmoZBcLI7KIWkezJHolgCwsxgfDNlBx1MIYBDuliiPGq8Kla0kFrkAGOuRwuJ9zmimFcNImmH92soYg9rwqEqI+90DgISwm7/box61sagETGC999Z51ateBYNZOneIl1SPdXSJ6DCMiqk2nHUtF6OVdMUlYgFQbTxcoqxt2SuyFvxdMdkVo32zVblXz/prqdBnUYSwKSsXC6UEXAQ7Scnblq4sE9mo9RqkRAKQwoLKNqS1mjRm7l4/PSgwhFdXwKh6UqWAhMEjEbsuGHVl4k6oUikdBoxum6xEtsBCRsfAwg4fzCovY6VyEVsA4K5j/QKQWitWoOsCnMCrRy4Y4qXCSwHTBVpNCaQj12/F4OSyAvtPBvjTAv3OO4wdJxJ4WaYAJPCEnReGpeGkmwMwC6/LSuh1KoTQIXECQDaHqGxdIJfGx5mnvbKPHz3EcNdwSizWJAqrBEg1SSFNh702gFkwsCSFQw6AtxkxHuz33OMFwO5gGPGfhYW3lqzmaNVqdRoWsHes2wPpArFI7Vl3AFODs+k8hDM6TgyyMxpi7yo8FBPnsuInlOx1ahUOYBVLUYy8BLPDEAKfpe7cYy6BErEAdJkwV55VedWAswbh6XikwCCLLaRRaDBmXhY6BYBeMWOxFR5JvYi1lbp2cFJYiCj4mBkFpgtMsbIrz1/48ar2m2jndXznDSE+ilZGwahbGeVLV0HeWSkAvKROctnmimf4B0wxPsMFoKvb1cZvy04X3igZsbF7jLRh68C4RLFgYLR1EkKconCVwNiSyCnsvvmhchgAdBb2RobBmFjg5ZKFzjiNQDLyYqbAVBULtm4PDKMtpQrnSCrbe4iF7gwgS6FZii6mZgBeLx7kxBYGLaMtZZvXgu2sq0o7hBGYojDhtvhZrDBza7lgVEvQ1lThLPAsJDZUXoq9ih4zF1AxlUUPPXTiETXKYIpuOmUNby0lMLGFiS0YQvaytHZL8KP1tDEa2Y5evxP30LB7alno6iZ6sFUAMK+5IzcFuRhZiGPwHnJCrpfAstBNTawJkl5F2OhKxYOQYIuHjqH7LUqRpcZPqa8mS2dE0pZiqx6xqMQqj5xhqgKQVBmulBCcwDKqFpiLwLjlLEgIS4noQqw409vuDtYlyM6Fs7JZ2KvHfPAYUduhAiC2iRBKlvJG62j8oLOOtj0QBa4eilFKkbl0EnhSXsUCs4DVAz2pPbpAaz3DZGdUma2WfIOm+IhVhq3JOm+D9tnE1dWRRaAVUqyVNNZxrcHvLzTCHSGq8sIXiF9SW166filoR6q220aXgstaCiEhZ1DYWIrKGMA0MOeVbt/b9fSzuygsiRCxXVYKkdoK7ya592A6ipOdIsRaO+l50yNszV4N8lJEEcyuJgtBzgLfZITIwmLVdfbyWgmXO7Te/8S+UijiC2AHYp/R8ErZoOkAXMB6sy1Zdit7dQ9/ChfJVbhAgtkxm5qRdTy6wtylwQYDYG2OYhEC25LIGZXnaZaC0tC54i9dWzphn1xCuBRGkU52LhI5F4uQKmcUa8sOTygzB4oXBgueRHeUwDHAuC4ElVK55AJD1cuSwsLOW/0YrjKuxHuYXDBlzILftpLwALBbWYYEQMbq4aIgCTadwhBbIhYgGEXI+ggLYaUL5gDlY6Hn5ZrgvAWqrHIhm6+Vq0AKEYgtWCsjhXDR9eAe0MX2wDUy18Xz0Viti+vSoXtWCrOO3JZi23ngVDlOihUeuecYjxsZFcX58UrqVYehGU1hwawsvOdmIRlzWeWSHYaOkE7oTQMyMIAKrzCQ7EQgWo+1RGBih4Sr7F7G9QWJR1TkFFsuWytpa03YERYVRogtY8yMxi5jo7MdcmyMWWIWaEvW9/yVbYt9W4wqppNSKmLj18c8XZoZUxgE7KohFN4sRVlt06NqLUuBmFHBYHC0/TzlaBnFGiuBdz/g9QPGq1SXg4XL0K2x9VfTq0G1orpJfZbJJRChv1zn6nARGNkpblUFR2VVQyJKXmu9NIcBNxwA4JJyCacrlX3qKdwKGZvspWgm8MBqawtjS1AhpFiF24oqCyR7zCUtNmPkeVmUOlLjE0iZkBggK0A6XlRlBztaKqAVQvWghCXoOYaxasYbxoAojAIltqJqnS0LgWFJEdJf9nZpYvanp/5SQRheuYBdjn3K63075THiJxSigM4epvPQdq8WuXJZ4SEbCnKPXR95osgUpgASEoxuRVj4auPygxsjksB0MDxtU6zyWiVVp4urF1tglkHSiXA1yIvfdV/t7W+HwF4/ShXYqxSALpxiFWsLPAXY5mLEaZswwqjBSmQxJUYWjYRhF4WWbNS6plLYAtAJ/c7PR+FCqBUoLnZia61EK2orwWIiMQJUZdQwFJapIwBjrkr0DjBcv8hh99sFfzDnfnDhLAtFIhgrXZPstopE7vXTzxEmzmvEeDotKx74ydgHmS2B9GO8eyaQXW2QUuCs05kaAAuRUaBVICNwBywkjBBDY6fAZxSShcJoVb+MVuFcjBjYFVP2tubgoUKlL0NmFGIrlsUtFChcIOGqvLYlArO1FmstHSOedCsdGwYCPPVQuKykkCGPmf3GzzsOT61DSpHJNBWEESje1qFgxw65WC4jZgGDmTp4J2SMLOy2zt4j1Y8YPrP8CUaVGCWv3qw4M9LdCSKpgSoPCSQdIYyt81MAl5Io9S+QcGWkU/o7UwDAHQ9jt9NaIMI4m3UTAEMlXVts6lkJLm+vys5SpwAEpy1yOtrqlxpbZTBSBLrc7pax2AI7XZyeNIcFI28vjH5ihQcLiZ+UKyOvEOHsdKttQodJr+VuMH6iTQXwgim1CWBIBCp7PUj+wQRXvugCIW2ytuiUhSh2pERICgB7EynWmmsAwnNRZFGQ22MonYS/FODPDsvOghksZLR4tGdwCp5mSmoLA2DuYtVs+j1SXS95AVik00gt4MHPJbyVHR6Sgq2owHQWVVFYhFhVa0u46sjKbm5IxkUpUNSQ5LXKKIRdPVaxuvAJ7qcHbPWlZsg+1k0gPEWzpDLKC1YxWpOUy1YKOoWUtzqFKIlOcskOHImk7Aqw9qbEuTkOEjA133jos8KVsm65WYg0ZbVyNTsh7DXGKI1jCyCEAkCxpqfEZiVie54E/uQnP/GfM0eiAfxCvLrxx2ktUYGovIQ8HAYtta2QYk2zoWiVxateh8LpGHhFMZqREIEIufAgFFiR2W2bF+QcAF0IgIEqUmDg1nOnYkPiqUgrS6Uy5mVkUWG5MuJRj1GoVqIuljphfFZoxL8zg0FVXqI+8ekKwGOlC8dDIp8t13grZraBq1neiqGQaCmR16mVmKc/tVxXu0xKRGTLV5itSA0wSmabvWY2yTqDwm0lBiCMtkLCCCeMZ9F8eGx+L55rYD0H5tjVwQOgEuRK8upWfXlZvMkgKXVu6I3GFo9YLkYMhfAS9pDY5O2LvHREIrGMxSIpVngztaV0X+mlFkKvVIpwWa4svIxaRkUE4sEvo5WIYkfl08E7Rl+uKYwodqs3kx8y/JctZde4rTerqDKWTjgvvSgKi1yyk/pKb+Uq3JYuUVtrRVJQTYgtvQaP11Qxg+DrPlkNVHpS2zDASSxVr0lTkKasGelETcK5UBViUr76IKR4hhyk8OHE46FsWwECYbyWOjPGykBOEeu94n1m1r6GyyVcUk8wElOWRXhIlj4FAAgG5FZ2sF4GirfFA1BHAIwYYKwFFmUl1R9GLBFoBd67pbBU2HgpshSOAYbOoiRgbbpAqgXTWt+EuPyRuP/iPSS8MZpJWbIMiSgWJSG00g2BsabwsxNbXnYFmHwkRqdTGC5RVpKLIsXI+pXGOEo5Plter01PJ4xCWZAGkNgWnSLKpAJbiYG5msIARNEJpc8RQwETFRVdA/3BIYvUaK1gRBu2cgnH3+VwHgh5WXil7lVEz4IQFR2MAikEBo90VW4l3YzI4VmQCCHVzJiXi4XXlreDpyNkVDBj+sDY6QYSQ1XFA08K9y70RqGr0BvIWlLhLoqbpH7erpQUAjvmnqvIrRVsJfXVBGxH2c7jw4eRIExRJ92EG2+0cgmp5klEOX5ALdKenHVbxQlbg7x8b5hMo+gQ5hwrmW1VUiABMGfXlbkz9mHkJQFjZAAl0gPd68SPZlxiyczCZGX0RJbCqluryXKh1S2Ac7JWdreZjoTAVFvMHRWdXV5R2CjpIelorcUChAfOQuENTE8By95qy54XW1s8dOJ+GAtRp7Gr02tVbWAs7tD6qWd/wupXFLstAQaYpMpIWNjByFgEklxTJC+MGrLH6aFlZylWm3QrpEBG63omSPHhrIHYR8m1sUcpWaYCSmXFpu5y2FIkJspqS1EcjE8lFr81Nh26CQIbnLe0L0auCE4T9CgwQiKBEYih+6FC46OD8dqWyDE0DlEEnuDxg5j3nyxItJCLAj8FM7LYyo6wTq2ji4WRqKps6fAA2W3FxkNXCR2AxGxlIYVg6APadtiMyOtfvz4B1MyuTYJQtYXjKRdmAD3KxSi7bQWHtO78q6nRIWGyl7rC8IApwE31WNrGVorCIQUeH/82CR+iRCkEiIvFyouCxZae/UynmewUAqkOogJSCtv6VxxjeImcLpeR+auTVuGGNZXEJlAIsFj6ynF5yMSi4rKiEgvpgDFMGT4fXSBIlQjnEg5cYbYUllquU+AUtOx0CowVOIstsQWOk0KiLRCSKx1Y9rIo2APglgArmLGZeB6cHJiMXsMUxWsHADOMVSwvYcRMMLNLxEivI8y5NuS4smXPBRYyxYoEIH7XaGi5MPMKjOExbyAJIDhIjZWgR7wYGEoCRrGeK6PLZ10sW2zBwqTblsgx9yoyES5vHf+BPc8igAJgSJPC1Mvc1rh7ORkoY1+TAbjwMBKBCCkaxkY8xP0eCJKXXUnCYUSR7JDs1kq1QnJZzYFdll4DSBTJxVhsPQbmDXw2BmaXDjMe2X3vqUjePrK9jxUGgx8YA4w75L8b1BcgeGXUZommWiTVz06xTVDZisqONhF4gayxEOSYGfUrRKAzUqpYIQBcdC5yfKYwXQjXtxABymWBsCKKMcvOcryBAhSLZFFe3lJVBkxJZIVhQe65p7sKXCZlQF0dutkxwqCytUKyyKK2uvI49k288Khi7lRYYrCt4F7F7AhVIlxsJCVlL8Qq0SDpMRQo1jSspmRVFSRpOMDhbauZK5hKMLBjY5x0FNPQl9ujyMDI2VFZiYyq8utWH/f9xoFL2TVbedamQRGCsCy2q6b9IFkZiSwwlKmfLjyYSyNqzt02L8CqZnfBQq7/NF6VSu+2BrU20NlKSWyjwzLbGtAYRQWqpLTCjyWARGJ5+9PT8qIyLFHVsGrcGJNy2Eh0RTp+GOHWsqC17a5TpGOvbEYCyUiBjJmF5BJC4LkAIOnqodhSSCnSgSHTreHNiviELYsCiBSQlIpphWcBKwuApnrxaBCDN3GVIKeA4fHhLtC/YSNWIjV4XTl1ISzdD0aKFaDCKGLpMAmdoCUpaCmysGDrU3WBdhRCFqdAYIB36L3H7xuYQojksz2L3LznmSItMSUX/Ep1qckWAJVyc1FK2Zug97bx+djy5MmLR7gQihCj1LZH04AUzWUiVhZbxSAEMGg3j4WOLXLhuoWhhMQvI73XmxTCESopRd5z8enCAcBIgLpgx8BFOeuiYpNISLGtIekErH6nWRMWqFNlQwr3AxdkBx9VBYjVcv+j2TCB/cQKIEQ4DKGsZLtBq+HEQOcKnF4InbEoI/UlocvNQhDyKjsq1TIqbP3n+PwhlABlaWODr5ciobGIT4DYiW3l5rU2ZfYUlmLxe8icsTHRiUHIa0xRZTQRgT6kpKAzUlhgtOTkhONMcfm4KsY1atZS1zyYKCSSeqDdHkrGBhqJFD36ZUSS0i3BwGIFs5aaomyJssCz13JFiuViEatCCgAYxapUh8GChIIZpvpVK1A4CyrC64BEkXRbv4D132T2iYZBCPGEAOAUaNths2BL6FzWBJJUTxZ6IguXGvCw8GZnlNraNxDZb/yLq0xEjmGhALVtVY32sIDFON4ri8BgcmveWtHsFA+Z4txuW/81ND07OQxqrVwvZ1Es8QiBdwbG5K502yKMWVVV4qs0XSwvFyNleGyRsFd8KaZyRukIO1iYvOnCeek4N3ANh2ItVvHpbUvNkhSVPrTVUFWMJoxEuMfD6oS4hHAJ734D9Oauay9vD2S6txGXcxQCbxWuwtJlYaxmK8sYpePKyyjEzG2lM/Z4tv9gZrRVvwJu/CoPGsXQlaOAWXGBickSHjJwawxV46gYWayNQKAfgszFJeD1s3qzUAAj6WsNGIvVltFE3DZfkrw/On6ERA8SXX26KS8eSgX0iaAAPIXThTcmiqYqsiFY81obXO2IMgHGRHlNIKNtFiukVWxTjtBWFiEEYFYK8BRGJwCahTeBfnOISl4k+uK1tWKWvX9V1NY1AtYmTmA8GKy2lPS2rUIoZBR69eBHvp3HTxWuby7MFCI1wOqLhj2rNZbzNiKRtUGRcpDn9JFy4QUzl1358Ss1R+vHByfK7qcJncN3wD5W+slC3QhtXTWKC+5fHPFn9Q2UBa1JmSwS4fUpXbrUXD2swJ5pLnnpXIqhXDWIMIlBjxRrXVsbPZ5aHruourNGHgBSFlL78NhseZNLwnXGXXQKMB1AOIAtXdc+4v09hcLNSr+N0YgqzBgZdSrKO7hAhLyozhUiZM8FTGllp+Qtu1uYa8NX/VJPCGX09ViKCTdr7tmOolCucz6N3R2uaGcgylkCA4TxW3lbHXoDuRnKovsG5kLQleLgTQfGDxqm5lth6eZ1Mlvj6/smZoqMarPKiA2sOaLtVGx56fD4YawqFJUiJAZGTQFTuAgXXUcpLAAkZDAriRyMBMhutW0mwsHSZbG1Rg4zlvBWY3F4XtXabICaAiO+I3o381p53SFtGqDxoi111QKXKEV5vLmkzlV2K35UU3kKo6i5tavDi6zvCmdBR1hwWekpWUzZMYg1haoJwELJGJtDCqArDI5W+k7UvxhrLh4XRg0wwnSo/s4UMRGJsHXw+gFrK1FVSefCITFWxnkEZVEhjBAFcBHkqLpAeIhweQFIW4ooYFvgjLbsVq4AaGcgMHRSlC0YQW5lJLxd0ysvQFRy6aJP84liFEUwdHguih69mA2NBRKmE5VCbbUzF0g6/DDs5KqkCmMkq8p9fEhQSWTFfyWKcS6y48wlinJ8qRz0ZjsOifHMxYXFMZSYl0WVtk05pVUaRhKDj2d4nQhRh2/vXLbCTYHLq9gXHVsAW/1TACjEUzVGM8Ipil2u9RbdP5z3yQXGWw0shi5RNXNBcgEwlouL7oZhAyC8XGBEDbZkdCXBCOll2cW1nfDq30zrR61aZsRQwVwUnKKsMPHb6sXb1xGqE4bQ4ZEId8l8O/RZ7+cMAEVabb1+6MB46rQaELJbxVYznWKbhdc2qUIWR3yxXf+zO2Tyai6F9c4bKNKIhIZgTIlMiVNlFjVltKWT3fjxu1pbdn3Kagq17V/KNxez0K3mXR1/K9KtgpQLm7WxspipQEaximEnngODk4jLQSJhLNxaDVZRtrJYNQ8/XimqTThmK4E3QSvpZshYFHwy5G5nnCyiIAn+UnANPiNvBwZPGOWVKK/6dcEiikXXypZaFoNiRyic1yc7rxmaAKPAolDxyoI8knTbCitXqQEGUwFFmWdFZrx75fXNTKxx5T3eQJvwePEMtZTlHqKqlExv9IortgqyaD6lHmxh4LWqAm8jx+O9rX8/yfvMogAA89LFumFWgYxqbV2HvP8jVMaKDdj4WNCqEB4tpLtIz2JLjzxdCItYDLoISekY2FkILwYh9Z5ijQoeshSFpBflGHQReHhYIBnjx1DIcLLrV2tgnjeBFDDtkGJjc4H86s5B+s+saJ+xWBh6hOrEb1trAOy56LwhYRJGFZICL+b1T1HnrUD1sCgV+JaPsEGXr/gpiKIm+YJNibaMXHnZA2QUZTpcctN9cfEnX/5j+Lbxg3X9BZbLSZsju9XTRmGnIxmAUzfBUgtEZayuEYxpuqkA2bkoSNjh6VZGSAyEpUOq7LwlpY+SHo/YlOoRTiGoCHI6IxHFErhbLiMve+0AJzBcXUEAQ/Oy8ZI2qB4qPC6Qw7Ptz84mFwbh0dIpZaRXtpUESMllJezybsixMNJmPTOrR9711jwHPKmOgui5fHQsiVp1ayW8rSloOyc9s7gZ3jqG0tNmHI7ZiqcjUZaLYvVRVawQAjDk7HQFOB6cwhsxTF+YcPZA4/RghWeh9JyJEm7FoDAu22CYpeMSy1JeUZRCrEQgS0YrPDARbg3DaMuLioXOQsGWC4ntjjt+YHaKwHp31Yo1DeUZiNZYxBqde2brOfSTbIPSskCVdw/okDGLoshIUrJLzZK3qrI/8RqJoYGtB1Q8U23kO8dPexnD0wefUvVhEBJ6tJrXbQdA9zO82wPf95geL0gD8rkGYARiMdBNKirjIEZm4qRnFAkAmAvEC8ll7SVUkQpOYVdqwsJOhw+Q14oNLRedoFU5pZAJVHAdsZDmho0uJAtmdrGTlN2WfQgLtMrLy+VgfF9mwW8gpqEeDbL40V2/YLa8TUPIK1/5SjAWLmPUPgC94qcXSVnwEFEA1VY9WRhHwOitZ2UACrjxA5E3oRzhKONOmWRjr1Vb6asARmUqqNaqDK95HyXsumLp3aNVJFZeP5q6SQAED7vVONy5DtIsSLrhymLbsAJ3n+bayd7QKaKswAIZ6cIZO2l2W4+v1Y1kr9neAaplTypPlH7ZbeuONwWV2FxjZEkEUkRVQLBc9BQuuhsjXIO+LON0NMrjcm+qHwkFzDy9dGEoHkL/QecmzGue5qwLzGKtlSSWLost3UrKbs3Cm2RnnO3Fc/zTKNafhcV45XvibWcJI70EZN2jLdh4uSgMVg+NY3Z+tvo0EdPUNhjpO41B+FlDq5D6byiQFClY8IjitcVjmr2BuMoio6dBJZ1xVBUjBBgMW14WwlubdF7TF04HloiOBD4MMAtZkZdXGqNAxmhDWjfwmImkYITRmreoXLJwsVOsrg6YYsquKdLz4zXj+5ChSaeGLhZFwcSfrbKgAuit3H2KmXG2q5pdiTLqBeb/KzFY178jgugcz9oIMtpmma3eSqwsRuEsBMyaJbCWXBGlI3RF/AmG5ul1CKxz4bZEiJvkt0GQRuYNFAkdUsbIna5EnRldOBJb5xEeTGGFyJXdI8urku4c+5Cww8CjmiyMOGFIupUOIzYXxZaeyxpDGaOqZhhgOqGQqGCiiodOFAnGhbBmgZXtijgs/4tS72wMkKK6NLY9nP5ncqZhmJ5bNw+GCxskwXMWrpFpgTKihqLGInx0sd5zxx+Vj3UUUIjZjuJsclWK4rh6SUjWyQXm8opDYqA68cc6FFFesPCKs6WAEffGgLy36TC85mgVbogbcvyk7WXGQrgA0nvh+6wshcvHKykwNoWxq62PRWzysrArFQwPGAu2irdlh8RDtwLb8tJbs1u5MPAKt8UjNi87MBcLGKEzEnq5UtAyshSLhEWdvKgwuxZ+xvQQWg22l3dPoECtefy4jNfWA+PLkF9LSocKg/bP6VjOUlMsKSGfdFXbLT+FXXHZZolOQdIoUTC7bjU2I4CpYRgdcnkONK9tZ+yAdQ6jJWvXyPvG12p/+OWwGYExAHjx0Gu76btSRZVaDQqAJADdRUqnxUt65SBRj1hTBrOtSGACJmQsFBbMZ2Umqyoh4QHACO8Ir0RcedltSY1YFQBToER0yGDNtsfAuGBYiLL1CNzHlkvjefNF26+ksXG5N1KYdveJBSGevt3iEbsrWomaBoUwCqyFANWfMS+dAKe0zvaWC5RPynPA6A615odID3RRKtMtJXFX9MNl6MZhC4mWV6vsvXI079GJTcW8HVL9RKirRiCQpW3XCwwtMWWuamNUDEuFhYmqRLwIiXR5nQ2X1GpmzFt4E2eBtI4Rv0pkZO/Mmv6EUwj8BAawpXApiReDtSx0D54tQH9ABqY7Fimsi/ESaICovGxY4A3EioECrDzjMlsYiVjYNdhWI5DWzXe8YitMlicQ+LP3lgt0dt+tN/qytk5BXHQiyvXXgOo17zlwe5Tb2bD7wPZOUn1z157z054XxnA2NVt23q6OFHiaPgvXxLJXLQzFFjkdQEnYKIwsotBGpRhlWG3B6GIpUjTcMQrJhScpHTZ9xSYEHhKg1mSkQzJW4aRIEdipWyGFA9NNDHMvXQo2b2jzFFV2M+H1IUWA+5IH5pVv67GUzojcQkrZi1VtDB1HVVVh2evrv1yPCzTtCYvxbBkuxiY1MCmJEGuw9PnJvNNSsep7qfoypL2mJoRdrM5ZiBQeQasQpy6c0l1ZmfaPSw2iWEhRRskV0qoGn4ydKzYuIajY89qKqmD2lCqx2maEx5+s3LtTDASmTquZSwssbSspwIVg1Uk3QLF0QukCIQRW8E5y/KtqHXAwALfcHAA0W6JKReJpdL38RhGs2QKDWeEBCBdRQFsNCsHAgo1QBhzm7nXCx3XLGygQxgGNols5tFQppQyvIC72VqXrv7eI1yYGzfurYf4QJ4Dq8UxBpq9h4QL9lOGqKQCDFcmUROkNz0VEGYFAeoV5EN1dFh+a2ACESOTZVaEaiC4YYYRQSMUjkY7AV3kAKURpgWswtuwbfnwQsKCSUV6u8TJyoWKRiE5W1v1B2RAUw5iOE5JuZSx1Ltk7AllKXYVg3kPm7LdBKueViJKImowUIRNlmyV+5FluXRV8t/2JAu5GG81ufF1VIp8SKWMspEPSodesxmDU9+1vf9tPfeG1amSNSYhu3RsH73IwysKIFg9msSbCkr1xMLoTnjaxdEh4GX1cgvWLgEZMdx2Fg3HB44xErhGFwdfUwBpogRhInOli8VgRjkVfqDpgLoRWPBNIgW8VxSsdSUHYZDAQxec1GcPEAyYWzGpoGjdMowC2ej7vv/9+GEZejSumTzG55MV27lFrEVZ//ab/l+v1Baq3xwsugdIBrPVcQVwUUmPqDmPF6W+maoORTlI6RYFGo1trzJoMhk0KA9UnC90HPAy7WDqLcHgARor7YZS8XIwSCVcDpdp4hWBjHIEEAyBctmCo8ADLmDBWmEAWKapqvPB4rPFjg6QDWG3LEmckXFMGRVK0YFYu72lG9XgO/WoHA4BwwkhYelw16OEBdo1cO0a6a+cnNS9jSFs1EApmgSRjFi601quSAg+GcpY1nUjP1nQucrarXtYxOjB97kqOb46B/QaCyxR05VHw7nHYWtotryvvuvisEUg3bjCWpoaB0uWg7xLWN19g0wxMR6VsA6ptMFFSuIWiAAqhEC5rFl73AF5qos7aUQDFFoBwYSZ5OypbrmKteTHzbrLjE80WDwlTFKNYqzICxMzbZWVXJ4xKGBFqJwZjh3EPrNIBcDFWDDa6GRopgBH5lumzzOvH8A3EHfJmwil2ktqqsETsArlYagfzCMzoV4qQ9bNudV/57t6WUmNy8FpZSLcqI0a9eVYoXBrwl8U8EKajsQanVQcPz7gq2FI6Tw+YNmRpWOzB2BnhmxFyiVDZBo4HDIalwGaEtlORtMKq3wqJisLOq0KCqlwsvHQ8AMTWGv9Zx2ALRugETDiFvW3hYks0XgBJbU1S/bYKUDAjNqcjhJHF1qc2Ada+MfZbaVG8jFEB+Frt6uBxBH4o80D6ZVslIYG0EvgqZCmLEHkZk2q+7K7/uZL2d4rHI4DemrFh0SXr1qe3yie3tVIA/CzQIBj9vsuqAV6DYHe3fNeRmJ3ogVGTLpm2Gy5kOqXjhMRQM26DcbDbhneHFIPHlh0SvqoYKaSfOFbKfWtjqwU8AEiKpbMTbAlLCmM1DIYlHSGpnbKwZxGLOYaNWkv88MAeAxYAxlxWlRMvlY5Z11rACc+L0AvJnfBzCVeXyY1BRUwY0nsITMGul0Mx84q3lggzsc1itcXPe5a8ZwtdDcS77aaX25X71q2ayARLRsceFxfFh5fqVczrTvhUZmdxPJokmtQVLxHr6rgr8BRIq0vDZQobsq4XOyNMI8aATSwLFwAkRed05EgURocRAoYtBTIYxXlAwgALry/b2jnbuRKwOGUJxj4hLACYKewBMsII4a3aXEoKyUvSlQppywvfcYb3NYgxfi4w28DSuR9eSAWyC3Sx/KaREUZe/+Nco0YlFkxIKRAaUSkYIa3JVHUxXP/THT3eHONBFPtYRlHT2RuMUUEEjO6Piylgjvz8zvQS6iBhVAzvEsAQbXCRdF49JNNArweAbqE3kOMvC6pmxxW5MbkZXVbk9Iqs4LIrspoZs9tKOufBKKnw8dZXAGAutM5bJVyL5XJLZkosXARYXsIlNiXyHXd89+LlAiCxeQPh15F2jEgIaRoqgSfsdJ9Znl4veFXBMFLERsjC5TKJzSJQYRLZCq9ISZsVPIttMDoZfRThT/K+QlGwFbXILNZyS8+YuCVeDw7Mqh+1soNpDF4zhIXuKoBRFMqCnO78sJG2LBqTFE+zW+XuGtyYXlFiKa3C5bU1ax+djJF3sdjRMpYUlS2xjUospKrkkrGkLEiABSZCKIpk5K1CJIyxpbMTmKSmUFGGh0uW+KO1ttVmbFaiQhPzIlce8WpBPkmBUdl65Xu0fHcmptHAEfr88lHA6PH2szBCNQiJVjhyhJDssdF35rUwTq6MtuO9vkDjuFupK3RcVtLoDQUjb3+XQGU60SSAk64sk6KD+eTup01bgErpnGBYGrF+HGQjZs8oBWRtGxAwFwZ61cILJIYlJCMvKZdVPXiQZAEGYyFg2ADiBJhOKYwsUkBSrPFLhMQKQGb0tTMM8CGjgqTARNIWeeNipM/1rX5GJJ5G9n5t2GQY6yIqH1uGv76d7B9cXDgPNgb3yfuM4pKpBH/4mqJTlFFrU1iYJ1gf9wLhIhOJV1bbjGVVooKstj5inYrGev1oyQuT1+0WAqMBjXkCKCwaSHACRwgvS2dc/8AsqFw4SIDBsHcLWRASw4IRwoKcpdooOBMWrlYFm1RlwIglYt1dW/xgRcFMy1x0KwEGoAgRu23HuzaSEkXFC1xGCiNaUd2DwjEL5G1bqUjYTalO3aGiSorHFkb7AolH1Ki9sczHNPz+1l9G85nA4mcmj3d5cTaByqvgqKxJNcPXmhCSK+X4VOK+hBxXZLYpM4KQymXZbOuZ1pjXo7eLilXvGinUgwKsRAC9dXUgDYKd0TrnB8aOk53S4IDxlFpGdiMQpdUZekNUJItYyqyUIWRPD69yGa2Nkq7yAhk7MNld3NqXVLiVlEKgeggFpyh2NbCkl668RsGYHcNUKBZMFAYKgQFAYu1C+AJEuNRD4neHPJlo8bMQnEJQYVC/W+I7qP9FNyRyAK8ft8qP/X5s6rGUHRgzBU/lWWWxYmMcyTtbSoDHfQOdofTV3L7piM6Jy6QsGA0r1zVSQTUxUjRDFF3K7oqW9Ol1RYERaytFh2c0BA+LFCmmw4vERKy24ens0TbHqAAUILwDoxdOiYSL0NU2ejyY2StSeRRbPGBcGOjs8cRvtSXAYLxgKkc4+MnCksCrSqnw8RdbamOZdCwwLrohswuxukbCUYHRqwQnEnn9Lav+N++QHobAFMdRJa1oKVM/QhbpLjUe/4TBfGVc58F0q+8MVV/JrOEp0iT9iOjIOwlgtA3Fi8eVqholGqjjj1mHIVHRSd9kNQCGwYq/xlrxMErEjl+gLZcQsZQmXlWMAISCrVwwLFbCMr3Y0gVCEol26J33QVFVLnATPOaFpy8lWaMqr9RxWtkjwU9BVZbyThRXhbHrzo3RmpBSC+GtNV53QlIWAmabiOL1dcd7yOeXH8EUwELoPs5sE+mQ0ylEFlT4JaKXd9YAVdL6376BME6YBPK1atu70Ym61IqW1T0osbN0e/QgfdNBQiF1AsnigaCwFHjuCmG3sLuClleINqwdFb1K8lYDY/ZGUz0BmhQ7gGrbcqkKzxi56OwJGMW6y79zbwaDULhVYEmBCUCYtlx4Wg/q/Q9eRkj84a0D1qwJcCGXxeqWsLD3LBUOQGHhchwwpgrsa7Uz8t4SK5tvBQLp1qpqZcFQGVyO71zh4+nHtTi3dC597NjppGToSk/xhd9ZivIE9G4EpvgypAjXQg8AAoVgANNYj4goynTCy4Kzzikr5TbiZOQlOBlFBcDMyALDYnAUFnoztQIzwjByCYkWZyS2JLuC6bKEnLFCBmYhwLYlClklWSqmpCzwVrSFUArJEtVi3xIDIxmdh47HMFWYuCvq7LtahGAlhSxECt97vHg0azi+R/q5zINtJoWcExXSWOhnqZKx2GJeFPXQaqsyoLahJWgcvMoiNWbr+P3M7KKoRlaKVVduva9+jJDwkEn3hp1AelykqAEKI7DUVhmrhEIYea3AhSAMb1sUl9RWLiEhhZQajFfIbAMEBiPlpQCzU9SQkrFKGG2T8WLjrUg8MLaUqqVAJpBiw/PSrcm4GIXYIjSoHlHhgRn1AkAEWmG4ys4i0LnAOwW6sTsRvxBiAfah5kpRuBpUhWFIMkZ+VHb5BwAVviw3vmT585SL9zHNjFEaUkDUCkWBS2Xsvvr4GlRBBucjVt2V0rsHzIOiyagaCiO2SkECj6GoUgNPJ+zpAegwE5tilaIy6DCB8TCaeFECKQAEYEpiByMURmveyUjhxaOp3k8s8VjhicBqgBwXpWJ4C7Et0bgoXADdTlu6XAECc8UgnNjKaA1MAWOfFN46hqxaJXm2nYvPr15CLpP/POZi2Zee0aEQGYVT2Eu627p9cXnu/A/nFAElhoLiHKFokiW9ViF9sqrb2tQk9q3Nt2ZgFZgyJJd3bHeIkQuMMc7JG781e7PIC0+ZGgbJGCHLuWbkXCyFF9tQ6G15VT41UADwMBqigSoghhSJBLLwltRWSF7h7HQKb8bppSy54hTLCzbg7IwkLzyFFOge5LWy6FGpopBInSvdqBXGa23OnmcYKzYfYXQPvL+Z7hcuK8FOkYKQ0AWWMUv87FMDu79qcfwUxspXpHVAKeooMhc9S20o2kVRk5Tm7lUJEAYAUj9cMIRuZOyiYPDjnP5Z2AEo1rIDU7JUgNW2Na8oCiNktQmPAax0beO0sieiCK8i8RB1KqnxcRUOvIELWS4rpJbbxgxDcXh42EWd8852aFOEwIuiwFPisVZMI7Kd7HSdyk4hwsXKaGXk0k5gK/GVFIlnG6Gt1R3yU04Zz1R1ysJ1JbkYU6y3gK5ibOWzqlJ9Z1GiNF4/i2h/b1elyrwtgSmMbgyhA0OyY0OiSZwmVSmNwLZcXGJnKDBCGK2QFBZCt0KyW21JXhZCjyRvLivhBY6ELq9t38kMuul3ohiiLRAVEXgeixAYMkkpMIVEbluiuR/sjG3FtmWhC7Qqw2//5vYwDrhcZqs8tK57lsKD7dmv7xgAfhBjROUJ9x2I4ji8jXz90E51nmuW2rbp5b11vXOBgkofjjJ6/bNnKZ9yiSJ4E5UhUZNXJaXqgd0eogEWPUyVMDvJkRFbRVPksk5jWTJWg4yMGLANjE4YayE8mJBy0UleFjoeXlHWXFnUSVEPo1kD2EYYf1sWrXkYGEtdeULI8NN51bnNSw8GQKon8lyMEVIkYrSWFwlduNpYKjuY1ZbI0grjkaDnMn/3zI10QOyujj8/cGoAZQELyXJOaluRvFNtyp0LNIjKGpwY7LONt8myuxbwvuKoyYunOnh7i6oYnpcYNBIAhM2isgCmrMjrByaklYjltRYbcowBBPJGO+EwLGY6YLEsTiLFStTMUlSl4qxxxux1FxVvtJQEBk+HJ1edstADdCnpAoHZSZxtgSm8MFwDc9hik7wAtuoMzwhPL9BKJ07Bh5Thy1JTynOHfPvxd16l8/z7Wu2v9QipYGtsvPQ+x0u6yr28ROCDXV+gQOc1IpYUpOkofMkvq7L68IpUb64OnZfiFz9GIFxLMVPaUmLI7ghTeAPkrYGKhun6hsxoHXLgEZiJSgcjyNmzTGxnPy5ePG1hqkRrYwRAxRIDeyGMLAVmZLcdQF4wFithiS2FncKOvJnIvoFHiFIRRssOb8soqixcpNr8yqcHmMvP9uzeOs6r39v5NZ4/8RBOhEskqpLmOIRU0hU/+/UFOqfnJvGmVyteRjfaH4G5434r5deGAkPCKILO4t70a0PhymLhHSqY4U9XH0tHlau1qnilHm/NcFFquPKyTzhj5CyE1/YcwojW9OsrcLRg0u244y1SIt6RSdfcw4+xLc5qi6rYdKttOgy81RYDQsLLOCsvQcjIC6lyCvxkAbbVzpAI8VnhyHx+ORT3yV+Z8k0I0kuI+DgTHkPFDANMFgoe9rat1xdofBPWWLMLlsNKZNUDBak7Xue2kDWsXLV6WwhhBKvh1ozIw8dvjYESoDLoeMY4YF4ihDTEtmhnq5jwg8RWDRGyewy8KW3pGVvRUggSUba6yDKKEEcYeZhgLBnhKVxChjCSVsaQlMpmx+njQwjXGVwKaz2qXFQDLxxYFGkLhsG9wezIbNG6QF5CvnJwQfqdkC08WlI6LmDbmdW5jNFvv0CCSSAUqEdXK16rL8uMXWpFMNY8sFjnzVU11nlKZkCVG3jIBWIuXatYlmpoKK2QAGFYbCcXhUWUXPRxMUokhEV5VlWBDYCrXGCM8OWtPJZR0uHjZC9X9dhSEsiEETmjbYCUSs3SyoLNOuCyRBiGnqLCrlpfVthnwjEM3kMO4+OimfTWgXeN6B717uJkEQjZGOmPJ8cF0ozICr2CosgSNVJb67yB+mWUNgJYhbg93V/bws/kM8pCZC/LbPGTqKaeqOYAGpCtRLKDAYhisVbkhIwrNhgWgdmtLDPxwiEZnUdKXsjZDhWlvLwBYpiWGVlsybgo7FKQoigAGeW1Ldckylu6XEh6x1vdgH6BIpDdmpht4/UeEuVLhRSODwahb9nmYEthITAA5SqwXFZSqenW9doY0FjPCvbZQkbtA5VRfe5173961F0dUcBVoxRgW5ioUuApMJR0K4AVmBQlHCaSvAt9OUhKqeOsbfiMwUSVKG8k1lGmhnOW8VIKtOJJetBXHZdKgkVFB+NqzTW6LbG1wu/dWiobs0TpGOhdppXp8oI5KwUalxCrbzNCGGHmqWZH4lD8sOyq+bz2Nupk2QX6cu2rdFQrzW7K9nz6tleyOB944AH/tW/fgvmENaPBbarjUOkyEdXIF9KqFBYiildKJdrShciRfVZKoxxyyCwUgsHK2yBQpRTIBZxAUtijsp7JubK0xjPGFC4K/mijUvMZRr/aDi1OrsroJGwjseK0IocnuViIbcqZ+WzPi6FJ9oqtTi5R5zlgs105tgB7qsPEWQ10MD/D+9GdjrkfceC9gTz5fQ7CzEC0hrLKK3V0L5HXv/71N/6tdXcWqLKsZ8FFzl5biSVrXsDS04lkPkp5GcuqjkqJgV04pC2lbWUVhYEyGSnCAZJoi4ofIJdAdmKbi553Uk9emGjjD1lJshduhQdrC3OlVKc1Nl41TPbAtgXGQ6dUVfYzLR2+kKFty4VcPdlt8bRio5xr8/Q2RnfI0XARmEGK9a3D8SOHdHX6l1icab/JYxS4Srl8PlAwnAWna+PyrL9vWjVn9+hwNWwlGuCSKV0mW7oEkL7b9+5ht2XETEkHOyttWQJjLpayAnbPFRb52Au0La8CwltDUuKstvB0EiZlCkBFuNgZ6bnOgfUyDMBEwYRxwhfRlniGkG04mwlX1VqHlnLWpRCVJd0avpWLks61gncLopyRz6nKC8BlLHSrrzuuo/NyyXyYwNt2rGC1sLg2G3z61SrEL5PWSeeYNGcc6oRxpuA1A8wulqSoZrYsrrBJTSlcw09ntw1vVWJV0s/zrRJg9jLOqnpeiazdM3pb4LNXCAFjbwVjCcyS8EpEXywXgANAngCQXCnAKdKxg2WJcLFc3rIsBpIdTFQVDpIiewxVm4sOfK4fp61xAafbxklhwVwjGGzl9cE0AIF9+3F13DCr0yS+X2tWLiuGc9JhQ1glaCsP7PbLlbsKCgOlWNHJ1zYL3Udp9xe1rRIVoZTJFFIbU01IKwsJ2QgC0ycLS0Zrg6MAhBFLmRlxsXRC7AWyYBtCW/gzG52wKyZYc7RdaS4/jsUT0squzZTWScElNiOdvRW+OXSlELIPLH3A7ADWumOnFGKtQgojXSwpVoi7wmVLALhY+t2PE7TtCzXFnyj0KVY6+AJtiaiUW9fjS+itPsaI5KgB2znsydHfWpqsXfmBsceDhDFYlmGj8HIlvNJZbbNbbRMkvEQUCwydUV76BbUqJ4HjsZ2oCK0btbJXWysSSCt7sW0jZ8wudpIKZATz8NAhnShvOhJgAHY6GYaMxUZinduQ5dYQuXi5KAEqb7YpHb+XjW3VZrH1AeTXQgp2n7wCfLmOp5nUHc6yVGf1pwPb3nK5uENwY4GztaYzyo1UHa0+vGqYS4kEkosRhi68EHqcVgASLUCukFVGB8AmdmqgoI0kGJ0EPq+MgTETJAQAoZUlTjCWGAwxmC2hTwqVlJeFPUBdW7H5LJjYAmUBy5uLpfAUK4mKfUpST9vxjgsPXQgXDKFnSa8ksGYLxkun9NlUJcAs3kZuDwvdV2l5G/jivQj+oapUYAp/yi0XKFyr9HDQ1WEdXWLp3Z5uUozmGEY4JRIuSmuWPt1C4slICSMjl9U4WNIr1zaJkHGi2CFJlvCat1VnyBJZYxZC56KAVTyGyMfbdnMf5EUJJHSxVhLPMFSJVRm8A84OfC5DFAAjMJ1rQgpcCS5jBDiXZ1sNjI6DHhv8zNBrhtHXZ8YAbkx/r8Mv83h72od5GHDS418VPFae/AKFx0LqDZ2y5kGhl7U/kINpEPB1TkEyRmDbvBmt53nxDmeB1qImcMKzDKc+x4WEzoKfhLFVYeNgLLyVESY8hQAM21VfwSYQsnD4CRl9ZjXp1IbwjBwX+9DiJI62XthJVU0XFF72YWMp44Yve72wuyhcnqhCXKAuHE4fcxUcfqIoEZbaiq101ie/QOLhCEUzguUmUnqRWLkofh2gLEWEbBUSQFR1UFRDJ9isAKNs87ILZwcu3MoVZxY6ASDpA7CFUWGKVcZJEb68pRtySr8ICW8LPIG2pC1OLilsGUuELa+1LLkqDIbk4q0AFpgCt/+4BABJ/NPLUFEYrQQDMAVY5ey2lNJNUgB2H9MAXSB4CqF4+N2tokpdPVaB2bPYptTdMf1BnxXQ0K2VRVeBW2zr8mKxmnujXwGXk0bVNosi3DNSNUjEKp0AWCuoKOSMAbK3MuYCq57BUwgezJFnsYqtBnq0LMJJdluBjTJMRRZoPVMVVcHVMwBbUsZ4gsVDH29KtOyFMA5V4QFMWD28JIu1MsK35q3yYJgT59WRwTgCd0WIKWnZwVl9fPs5WuzkmjbLNXmvlOMNdK77jJiK0REJrPKppiICeBOyp6OaHhhjrjIAW6Irq22WKZGx7CnCCQuYtai27DgjsSYAA2aJHPKcDiAML7uVBKYAWwcfrUHHXCydcNmqoSgW2+FJxxasFIW3sogtisW2LBVQlDUGCjDd5OmxWQUyWntgctlSWnmHlkW68noPuTE+NMobSRerP3BlJ0IS2S/q8RK1DbCu9rRBKXfoTXI8E3KQMykMPJk/T2WBGWpUvDtuvauKZSQwVhYAKx1Mq+cU2SEHzJLEuYg2SYDZZtQXhasarItoCxL/lO7Y71lMJYwAnpAIBzMKJJcaWFKqp5BJhIS3XOfYeiydIqeMkCUtEJIysRRnzCKWlL0sNZu9kMpDHm2zFQJTUj92+dhyjeLHrH7fQCpPVEpeIbYlzXLH7v/8ezZd6aXPSEfkKth63clXffPduZTnVTPwwBVU81ZboqAUFiLQyoLfum3H+NrWRgDZ68eqDCu5Kh5DVFxFXTHLSLhqpBpYCjyvwwwMYBtnA+m1nx0gEU5ppcSQJSOG8o4rr23K9GVLgsnSHChj5Kr9K6MtgZfR2wthqbP3hwelqwWfKrnKlav1nGu899133/8BV2Fazcb1nwoAAAAASUVORK5CYII=",
+      "text/plain": [
+       "PILImage mode=RGB size=192x117"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "im_pneumonia = PILImage.create('./unseen_data/PNEUMONIA/person1946_bacteria_4874.jpeg')\n",
+    "im_pneumonia.thumbnail((192,192))\n",
+    "im_pneumonia"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
+       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "('PNEUMONIA', tensor(1), tensor([4.5371e-05, 9.9995e-01]))"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "learn.predict(im_pneumonia)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Create App"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#|export\n",
+    "categories = ('CLEAR', 'PNEUMONIA')\n",
+    "\n",
+    "def classify_image(img):\n",
+    "    pred, idx, probs = learn.predict(img)\n",
+    "    return dict(zip(categories, map(float, probs)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
+       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'CLEAR': 4.537133645499125e-05, 'PNEUMONIA': 0.9999545812606812}"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Test function\n",
+    "classify_image(im_pneumonia)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Running on local URL:  http://127.0.0.1:7860\n",
+      "\n",
+      "To create a public link, set `share=True` in `launch()`.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": []
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
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+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
+       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
+       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
+       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
+       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#|export\n",
+    "examples = ['./unseen_data/NORMAL/NORMAL2-IM-1427-0001.jpeg', \n",
+    "            './unseen_data/PNEUMONIA/person1946_bacteria_4874.jpeg',\n",
+    "            './unseen_data/NORMAL/NORMAL2-IM-1430-0001.jpeg',\n",
+    "            './unseen_data\\PNEUMONIA\\person1946_bacteria_4875.jpeg']\n",
+    "\n",
+    "intf = gr.Interface(fn=classify_image, inputs=gr.Image(type='pil'), outputs=gr.Label(), examples=examples)\n",
+    "intf.launch(inline=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Export"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from nbdev.export import notebook2script\n",
+    "\n",
+    "notebook2script('pneumonia_prediction.ipynb')\n",
+    "\n",
+    "# Then rename to app.py"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "base",
+   "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": "3.12.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}