{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Outlier Detection" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "* 下面這兩個 cell 會讓這個 nb file 沒辦法 export 成 .slides.html 但 live 很方便" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/html": [ "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%html\n", "" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "def hide_code_in_slideshow():\n", " from IPython import display\n", " import binascii\n", " import os\n", " uid = binascii.hexlify(os.urandom(8)).decode()\n", " html = \"\"\"
\n", " \"\"\" % (uid, uid)\n", " display.display_html(html, raw=True)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Slide 1" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
\n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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nBjADIC4u7qRDizQlW/cdYmZyCl/uPsiEQd14eFoCPTu19jqWBCG/Ct3MKoGRzrlOwGLn3HAzS6uxynqgt++wzGRgCTCgjq+TBCQBJCYmai9f5DjKKqqY//42nno3k7atmvPED0dy6cieGqYlx1Tfm0QfdM6tBiYCaTVeL6rxeIVz7hnnXJSZHQhYUpEmJCX7IDMXprB57yGmjIhm7tRhRLXTMC05Pn/OcukGlPvKvDVwIfC7Wuv0APaZmTnnxgDNgPyGCCwSzkrLK/nj21v464fbiWrXiqRrzuSiYRqmJf7xZw89GnjBdxy9GfB3M3vDOXcTgJnNB64EbnbOVQAlwHTfL1NFxE+fbc9ndnIKO/OL+dGYWGZPGkLH1hqmJf7z5yyXFOCMOl6fX+PxU8BTgY0m0jQcKi1n3pubeWnNbuK6tOHlG8Zydn8N05L605WiIh56d/M+5ixOY19RKTec04ffXjSQNi31YyknR985Ih4oOFLG/a+ns+SrHAZ0b8czN5/NGXEapiWnRoUu0ojMjNdTcpm7LJ2iknJ+9d0B/Pf5/TRMSwJChS7SSPYWVg/TemfTPkbEdOTRG8cyuIeGaUngqNBFGpiZ8eoXWTy8fBNllVXMmTyE68bHa5iWBJwKXaQB7co/wuzkVD7dns9Zfbsw7/IRxEe19TqWhCkVukgDqKwynv94B79/K4OIZs14eFoC00fHapiWNCgVukiAZeytHqa1Iesg3x3cnQenDSe6o4ZpScNToYsESFlFFc+szuTp9zJpHxnBk9NHMvV0DdOSxqNCFwmAr7IOMmthChn7DnHpyJ7cM2UoXTVMSxqZCl3kFJSUVfL42xk899EOureP5H9/ksiFQ0/zOpY0USp0kZP0ybYDzE5OZXdBMVeNjWP2pMF0iNQwLfGOCl2knopKy3lkxWZe+Xw3vbu24eUbx3J2Pw3TEu+p0EXq4Z2N+5izJJX9h44y49y+/ObCgbRuqcv2JTio0EX8kH/4KHNf38jrG3IY3KM9SdckcnpsJ69jiXyDCl3kOMyMZRtymLssncNHK/jNhQO5eUI/WrbQZfsSfPy5BV0k8AHQyrf+QjO7t9Y6DngSmAwUA9ea2frAxxVpPDkHS7hrSRrvbs5jZGwnHr1yBANPa+91LJFj8mcP/ShwgZkdds5FAB855940s89qrDMJGOD7GAs86/ssEnKqqoxXvtjNIys2U1FVxV2XDOG68X1orsv2Jcj5cws6Aw77nkb4PmrfL/RSYIFv3c+cc52cc9FmlhvQtCINbMeBI8xOTmHNjgLO7teVeZePIK5rG69jifjFr2PovhtErwP6A0+b2Zpaq/QCsmo8z/a99o1Cd87NAGYAxMXFnWRkkcCrqKziuY928PjbW2jZvBnzLk/gh6Njddm+hBS/Ct3MKoGRzrlOwGLn3HAzS6uxSl3f9bX34jGzJCAJIDEx8VvLRbywKbeIWckppGQXcuGQ03jwsuH06BjpdSyReqvXWS5mdtA5txqYCNQs9GwgtsbzGCDnlNOJNKCjFZU8/W4mz6zeRsfWETx11RlckhCtvXIJWf6c5dINKPeVeWvgQuB3tVZbBtzqnHuV6l+GFur4uQSz9bu/ZtbCFLbmHWbaGb24Z8pQOrdt6XUskVPizx56NPCC7zh6M+DvZvaGc+4mADObD6yg+pTFTKpPW7yugfKKnJLisgp+v2oLz3+ygx4dInn+2tGcP7i717FEAsKfs1xSgDPqeH1+jccG3BLYaCKB9XHmAWYvSiGroISrz4pj1sTBtNcwLQkjulJUwl5hSTkPL9/Ea2uz6BPVltdmnMXYvl29jiUScCp0CWur0vdy95I08o+UcdN5/fj1hQOIjNAwLQlPKnQJS/sPHWXusnSWp+YyJLoDz/10NAkxHb2OJdKgVOgSVsyMxV/u4f43NlJ8tJLbLhrIz8/rR0RzDdOS8KdCl7Cx52AJcxansjpjP6Piqodp9e+uYVrSdKjQJeRVVRkvrdnFvDc3U2Vw7/eG8pNx8RqmJU2OCl1C2vb9h5mdnMrnOws4p38Uj1yeQGwXDdOSpkmFLiGporKKv364gz++s4XIFs149MoRfP/MGF22L02aCl1CTnpOIbOSU0jbU8TFw07jgUuH072DhmmJqNAlZJSWV/Lnd7cy//3tdG7Tkmd/PIpJCdFexxIJGip0CQnrdhUwc2EK2/Yf4YpRMdw9ZQid2miYlkhNKnQJakeOVvDYqgxe+HQnPTu25oXrx3DewG5exxIJSip0CVofbNnPHYtS2XOwhJ+O683tEwfTrpW+ZUWORT8dEnQKi8t5YPlGFq7Lpm+3tvzjpnGMju/idSyRoKdCl6CyMi2Xu5emU3CkjP+e0I9fflfDtET8pUKXoJB3qJR7l6bzZtpehkZ34PlrRzO8l4ZpidSHP7egiwUWAD2AKiDJzJ6stc4EYCmww/fSIjO7P6BJJSyZGQvXZfPg8k2UlFdy+8WDmHFuXw3TEjkJ/uyhVwD/Y2brnXPtgXXOubfNbGOt9T40symBjyjhKqugmDsXp/Lh1gMk9u7MvCtG0L97O69jiYQsf25Blwvk+h4fcs5tAnoBtQtdxC9VVcaCT3fy6KoMAO6bOoxrzupNMw3TEjkl9TqG7pyLp/r+omvqWDzOObcByAFuM7P0Ov78DGAGQFxcXL3DSujLzDvM7OQU1u76mnMHduPhacOJ6axhWiKB4HehO+faAcnAr82sqNbi9UBvMzvsnJsMLAEG1P4aZpYEJAEkJibayYaW0FNeWUXSB9t58p2ttG7ZnD98/3QuH9VLw7REAsivQnfORVBd5i+Z2aLay2sWvJmtcM4945yLMrMDgYsqoSptTyEzF6awMbeIyQk9uG/qcLq1b+V1LJGw489ZLg54DthkZo8fY50ewD4zM+fcGKAZkB/QpBJySssrefKfW0n6YDtd2rZk/tWjmDhcw7REGoo/e+jjgWuAVOfcV77X7gTiAMxsPnAlcLNzrgIoAaabmQ6pNGFf7Cxg1sIUth84wvfPjOGuS4bSsU2E17FEwpo/Z7l8BBz3QKeZPQU8FahQEroOH63g0ZWbWfDpLmI6t+b//WwM3xmgYVoijUFXikrArM7IY87iNHIKS7hufDy3XTSIthqmJdJo9NMmp+zrI2U8sHwji9bvoX/3diy86WzO7N3Z61giTY4KXU6amfFm2l7uWZrGweJyfnFBf269oD+tWmiYlogXVOhyUvKKSrl7aRqr0veR0KsjC64fy9CeHbyOJdKkqdClXsyMf6zN5sHlGzlaUcXsSYO54Zw+tNAwLRHPqdDFb1kFxdyxKJWPMg8wpk8X5l2eQN9uGqYlEixU6HJClVXGC5/s5LFVGTRv5njwsuFcNSZOw7REgowKXY5r675DzEpOYf3ug0wY1I2HpyXQs1Nrr2OJSB1U6FKn8soq5q/exp/fzaRtq+Y88cORXDqyp4ZpiQQxFbp8S2p2Ibcv3MDmvYeYMiKauVOHEdVOw7REgp0KXf6ttLySP76zhb9+sJ2odq1IuuZMLhrWw+tYIuInFboAsGZ7PrMXpbLjwBF+NCaW2ZOG0LG1hmmJhBIVehN3qLSc363czIuf7SauSxtevmEsZ/eP8jqWiJwEFXoT9t7mPO5cnMq+olJuOKcPv71oIG1a6ltCJFTpp7cJKjhSxv2vp7PkqxwGdG/HMzefzRlxGqYlEur8uWNRLLAA6AFUAUlm9mStdRzwJDAZKAauNbP1gY8rp8LMeCMll7nL0iksKedX3x3Af5/fT8O0RMKEP3voFcD/mNl651x7YJ1z7m0z21hjnUlU3xR6ADAWeNb3WYLEvqJS5ixO451N+xgR05GXbhzL4B4apiUSTvy5Y1EukOt7fMg5twnoBdQs9EuBBb7bzn3mnOvknIv2/VnxkJnx2hdZPLRiE+WVVcyZPITrxsdrmJZIGKrXMXTnXDxwBrCm1qJeQFaN59m+175R6M65GcAMgLi4uHpGlfralX+EOxal8sm2fM7q24V5l48gPqqt17FEpIH4XejOuXZAMvBrMyuqvbiOP/Ktm0SbWRKQBJCYmKibSDeQyirj+Y938Pu3Moho1oyHpg3nR6M1TEsk3PlV6M65CKrL/CUzW1THKtlAbI3nMUDOqceT+srYe4iZySlsyDrIdwd358Fpw4nuqGFaIk2BP2e5OOA5YJOZPX6M1ZYBtzrnXqX6l6GFOn7euMoqqnhmdSZPv5dJ+8gInpw+kqmna5iWSFPizx76eOAaINU595XvtTuBOAAzmw+soPqUxUyqT1u8LuBJ5Zg2ZB1k5sIUMvYd4tKRPblnylC6apiWSJPjz1kuH1H3MfKa6xhwS6BCiX9Kyip5/O0MnvtoB93bR/LcTxP57pDTvI4lIh7RlaIh6pNtB5idnMrugmKuGhvH7EmD6RCpYVoiTZkKPcQUlZbzyIrNvPL5bnp3bcMrN57FuH5dvY4lIkFAhR5C3tm4jzlLUtl/6Cgzzu3Lby4cSOuWumxfRKqp0ENA/uGj3Pf6RpZtyGFwj/YkXZPI6bGdvI4lIkFGhR7EzIxlG3KYuyydw0cr+O1/DeSm8/rRsoUu2xeRb1OhB6mcgyXctSSNdzfnMTK2E49eOYKBp7X3OpaIBDEVepCpqjJe+WI3j6zYTGWVcfeUoVx7djzNddm+iJyACj2I7DhwhNnJKazZUcD4/l15ZNoI4rq28TqWiIQIFXoQqKis4m8f7+APb22hZYtm/O6KBH6QGKvL9kWkXlToHtuUW8Ss5BRSsgv5r6Gn8eBlwzmtQ6TXsUQkBKnQPXK0opKn383kmdXb6Ng6gqeuOoNLEqK1Vy4iJ02F7oH1u79m1sIUtuYd5vIzenH3lKF0btvS61giEuJU6I2ouKyC36/awvOf7CC6QyTPXzea8wd19zqWiIQJFXoj+TjzALMXpZBVUMI1Z/Vm5sRBtNcwLREJIBV6AyssKefh5Zt4bW0WfaLa8tqMsxjbV8O0RCTwVOgNaFX6Xu5ekkb+kTJuOq8fv75wAJERGqYlIg3Dn1vQ/Q2YAuSZ2fA6lk8AlgI7fC8tMrP7A5gx5Ow/dJS5y9JZnprLkOgOPPfT0STEdPQ6loiEOX/20P8PeApYcJx1PjSzKQFJFMLMjMVf7uH+NzZSfLSS2y8exIxz+xLRXMO0RKTh+XMLug+cc/GNkCWk7TlYwpzFqazO2M+ouOphWv27a5iWiDSeQB1DH+ec2wDkALeZWXpdKznnZgAzAOLi4gL01t6qqjJeWrOLeW9uxoC53xvKNeM0TEtEGl8gCn090NvMDjvnJgNLgAF1rWhmSUASQGJiogXgvT21bf9hZien8MXOr/nOgCgenpZAbBcN0xIRb5xyoZtZUY3HK5xzzzjnoszswKl+7WBVUVlF0ofbeeKdrUS2aMZjV47gyjNjdNm+iHjqlAvdOdcD2Gdm5pwbAzQD8k85WZBKzylkVnIKaXuKmDisB/dfNozu7TVMS0S8589pi68AE4Ao51w2cC8QAWBm84ErgZudcxVACTDdzEL+cEptpeWV/Pndrcx/fzud27Tk2R+PYlJCtNexRET+zZ+zXH50guVPUX1aY9hau7OAWckpbNt/hCtGxXD3lCF0aqNhWiISXHSl6HEcOVrBY6syeOHTnfTs2JoXrh/DeQO7eR1LRKROKvRj+GDLfu5YlEpOYQk/HRfPbRcPol0rbS4RCV5qqFoOFpfx4PJNLFyXTd9ubfnHz8eRGN/F61giIiekQq/hzdRc7l6aztfFZdxyfj9+cYGGaYlI6FChA3lFpdyzNJ2V6XsZ1rMDL1w/mmE9NUxLREJLky50M2PhumweeGMjpRVVzJw4iBu/o2FaIhKammyhZxUUc+fiVD7ceoDR8Z2Zd8UI+nVr53UsEZGT1uQKvarKWPDpTh5dlYEDHrh0GD8e25tmGqYlIiGuSRV6Zt4hZiWnsm7X15w3sBsPTRtOTGcN0xKR8NAkCr28soq/vL+NP/0zkzatmvP4D05n2hm9NExLRMJK2Bd62p5Cbl+YwqbcIi5JiGbu1GF0a9/K61giIgEXtoVeWl7JE+9s5a8fbqdL25bMv/pMJg7v4XUsEZEGE5aF/vmOAmYnp7D9wBF+mBjLnZOH0LFNhNexREQaVFgV+qHSch5dmcH/+2wXMZ1b8+LPxnLOgCivY4mINIqwKfT3MvKYsyiV3KJSrh/fh9suHkiblmHznycickIh33hfHynjgTc2sujLPfTv3o6FN53Nmb07ex1LRKTR+XPHor8BU4A8Mxtex3IHPAlMBoqBa81sfaCD1mZmLE/N5d6l6RSWlPPLC/pzywX9adVCw7REpGnyZw/9/6i+I9GCYyyfBAzwfYwFnvV9bjD7ikq5e0kab23cR0Kvjrx4w1iGRHdoyLcUEQl6/tyC7gPnXPxxVrkUWOC7j+hnzrlOzrloM8sNVMia3tucxy9f/ZKyiirumDSYn53ThxYapiUiEpBj6L2ArBrPs32vfavQnXMzgBkAcXFxJ/VmfaLaMiquM3OnDqNPVNuT+hoiIuEoELu2dV0/b3WtaGZJZpZoZondup3cvTnjo9rywvVjVOYiIrUEotCzgdgaz2OAnAB8XRERqYdAFPoy4Ceu2llAYUMdPxcRkWPz57TFV4AJQJRzLhu4F4gAMLP5wAqqT1nMpPq0xesaKqyIiBybP2e5/OgEyw24JWCJRETkpOh8PxGRMKFCFxEJEyp0EZEwoUIXEQkTrvp3mh68sXP7gV0n+cejgAMBjBMowZoLgjebctWPctVPOObqbWZ1XpnpWaGfCufcWjNL9DpHbcGaC4I3m3LVj3LVT1PLpUMuIiJhQoUuIhImQrXQk7wOcAzBmguCN5ty1Y9y1U+TyhWSx9BFROTbQnUPXUREalGhi4iEiaAudOfcROdchnMu0zk3u47lzjn3J9/yFOfcqCDJNcE5V+ic+8r3cU8j5fqbcy7POZd2jOVeba8T5Wr07eWci3XOveec2+ScS3fO/aqOdRp9e/mZy4vtFemc+9w5t8GX67461vFie/mTy5OfR997N3fOfemce6OOZYHfXmYWlB9Ac2Ab0BdoCWwAhtZaZzLwJtV3TToLWBMkuSYAb3iwzc4FRgFpx1je6NvLz1yNvr2AaGCU73F7YEuQfH/5k8uL7eWAdr7HEcAa4Kwg2F7+5PLk59H33r8FXq7r/RtiewXzHvoYINPMtptZGfAq1TekrunfN6g2s8+ATs656CDI5Qkz+wAoOM4qXmwvf3I1OjPLNbP1vseHgE1U3wu3pkbfXn7manS+bXDY9zTC91H7jAovtpc/uTzhnIsBLgH+9xirBHx7BXOhH+vm0/Vdx4tcAON8/wx80zk3rIEz+cuL7eUvz7aXcy4eOIPqvbuaPN1ex8kFHmwv3+GDr4A84G0zC4rt5Ucu8Ob76wlgJlB1jOUB317BXOj+3Hza7xtUB5A/77me6nkLpwN/BpY0cCZ/ebG9/OHZ9nLOtQOSgV+bWVHtxXX8kUbZXifI5cn2MrNKMxtJ9X2DxzjnhtdaxZPt5UeuRt9ezrkpQJ6ZrTveanW8dkrbK5gL3Z+bT3txg+oTvqeZFf3rn4FmtgKIcM5FNXAufwTlDb292l7OuQiqS/MlM1tUxyqebK8T5fL6+8vMDgKrgYm1Fnn6/XWsXB5tr/HAVOfcTqoPy17gnHux1joB317BXOhfAAOcc32ccy2B6VTfkLomL25QfcJczrkezjnnezyG6u2c38C5/BGUN/T2Ynv53u85YJOZPX6M1Rp9e/mTy6Pt1c0518n3uDVwIbC51mpebK8T5vJie5nZHWYWY2bxVHfEu2Z2da3VAr69TnhPUa+YWYVz7lZgFdVnlvzNzNKdczf5lntyg2o/c10J3OycqwBKgOnm+7V2Q3JBekNvP3J5sb3GA9cAqb7jrwB3AnE1cnmxvfzJ5cX2igZecM41p7oQ/25mb3j98+hnLk9+HuvS0NtLl/6LiISJYD7kIiIi9aBCFxEJEyp0EZEwoUIXEQkTKnQRkTChQhcRCRMqdBGRMPH/AXAHLAqzp7S2AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hide_code_in_slideshow()\n", "\n", "from pandas import DataFrame\n", "import matplotlib.pyplot as plt\n", "\n", "DataFrame([1, 2, 3, 4, 5]).plot()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
\n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", "(function(root) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " var force = true;\n", "\n", " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", " root._bokeh_onload_callbacks = [];\n", " root._bokeh_is_loading = undefined;\n", " }\n", "\n", " var JS_MIME_TYPE = 'application/javascript';\n", " var HTML_MIME_TYPE = 'text/html';\n", " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", " var CLASS_NAME = 'output_bokeh rendered_html';\n", "\n", " /**\n", " * Render data to the DOM node\n", " */\n", " function render(props, node) {\n", " var script = document.createElement(\"script\");\n", " node.appendChild(script);\n", " }\n", "\n", " /**\n", " * Handle when an output is cleared or removed\n", " */\n", " function handleClearOutput(event, handle) {\n", " var cell = handle.cell;\n", "\n", " var id = cell.output_area._bokeh_element_id;\n", " var server_id = cell.output_area._bokeh_server_id;\n", " // Clean up Bokeh references\n", " if (id != null && id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", "\n", " if (server_id !== undefined) {\n", " // Clean up Bokeh references\n", " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd, {\n", " iopub: {\n", " output: function(msg) {\n", " var id = msg.content.text.trim();\n", " if (id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " var output_area = handle.output_area;\n", " var output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " var bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " var script_attrs = bk_div.children[0].attributes;\n", " for (var i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " var toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[toinsert.length - 1]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', handleAddOutput);\n", "\n", " /**\n", " * Register the mime type and append_mime function with output_area\n", " */\n", " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", " /* Is output safe? */\n", " safe: true,\n", " /* Index of renderer in `output_area.display_order` */\n", " index: 0\n", " });\n", " }\n", "\n", " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", " if (root.Jupyter !== undefined) {\n", " var events = require('base/js/events');\n", " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", "\n", " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", " register_renderer(events, OutputArea);\n", " }\n", " }\n", "\n", " \n", " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", " root._bokeh_timeout = Date.now() + 5000;\n", " root._bokeh_failed_load = false;\n", " }\n", "\n", " var NB_LOAD_WARNING = {'data': {'text/html':\n", " \"
\\n\"+\n", " \"

\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"

\\n\"+\n", " \"
    \\n\"+\n", " \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n", " \"
  • use INLINE resources instead, as so:
    • \\n\"+\n", " \"
\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"1001\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", " if (root.Bokeh !== undefined) {\n", " if (el != null) {\n", " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", " }\n", " } else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(display_loaded, 100)\n", " }\n", " }\n", "\n", "\n", " function run_callbacks() {\n", " try {\n", " root._bokeh_onload_callbacks.forEach(function(callback) {\n", " if (callback != null)\n", " callback();\n", " });\n", " } finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.debug(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(css_urls, js_urls, callback) {\n", " if (css_urls == null) css_urls = [];\n", " if (js_urls == null) js_urls = [];\n", "\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._bokeh_is_loading > 0) {\n", " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", " return null;\n", " }\n", " if (js_urls == null || js_urls.length === 0) {\n", " run_callbacks();\n", " return null;\n", " }\n", " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", "\n", " function on_load() {\n", " root._bokeh_is_loading--;\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", " run_callbacks()\n", " }\n", " }\n", "\n", " function on_error() {\n", " console.error(\"failed to load \" + url);\n", " }\n", "\n", " for (var i = 0; i < css_urls.length; i++) {\n", " var url = css_urls[i];\n", " const element = document.createElement(\"link\");\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.rel = \"stylesheet\";\n", " element.type = \"text/css\";\n", " element.href = url;\n", " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", " document.body.appendChild(element);\n", " }\n", "\n", " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.3.min.js\": \"T2yuo9Oe71Cz/I4X9Ac5+gpEa5a8PpJCDlqKYO0CfAuEszu1JrXLl8YugMqYe3sM\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.3.min.js\": \"98GDGJ0kOMCUMUePhksaQ/GYgB3+NH9h996V88sh3aOiUNX3N+fLXAtry6xctSZ6\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.3.min.js\": \"89bArO+nlbP3sgakeHjCo1JYxYR5wufVgA3IbUvDY+K7w4zyxJqssu7wVnfeKCq8\"};\n", "\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\n", " var element = document.createElement('script');\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.async = false;\n", " element.src = url;\n", " if (url in hashes) {\n", " element.crossOrigin = \"anonymous\";\n", " element.integrity = \"sha384-\" + hashes[url];\n", " }\n", " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", " document.head.appendChild(element);\n", " }\n", " };\n", "\n", " function inject_raw_css(css) {\n", " const element = document.createElement(\"style\");\n", " element.appendChild(document.createTextNode(css));\n", " document.body.appendChild(element);\n", " }\n", "\n", " \n", " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.3.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " function(Bokeh) {\n", " \n", " \n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if (root.Bokeh !== undefined || force === true) {\n", " \n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }\n", " if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", " run_inline_js();\n", " } else {\n", " load_libs(css_urls, js_urls, function() {\n", " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", " run_inline_js();\n", " });\n", " }\n", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1001\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.3.min.js\": \"T2yuo9Oe71Cz/I4X9Ac5+gpEa5a8PpJCDlqKYO0CfAuEszu1JrXLl8YugMqYe3sM\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.3.min.js\": \"98GDGJ0kOMCUMUePhksaQ/GYgB3+NH9h996V88sh3aOiUNX3N+fLXAtry6xctSZ6\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.3.min.js\": \"89bArO+nlbP3sgakeHjCo1JYxYR5wufVgA3IbUvDY+K7w4zyxJqssu7wVnfeKCq8\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.3.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
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ShxBQFQ1QBy32mG47UNAKCjqLRRzVUDB2lLRL89RQET7tjMrXStAaCOjzuqIRECSY4MC0/dTQJB+yPQYcjlAinRVBgn9V0DiTwEqa09UQK5EnUNLq1NAIjzHqnzMQkD+VCR8i5YcQDD86Q0BL1dAkudJJBvTU0AC+T1UzdE5QD/bzju+b0ZA9qeekYKKVEDrxSgG7N5IQJERLMSq1kxAqTq6nGcwL0A8BZoFYHJFQN5Uj2AjL1JAj5YeB/IROEAE6BW0AP9IQAP8tn7xL0xAaqPNmKhGCkBXPNQnf6cXQFMQ1pW68VBAfDszly4PNUCe2oE2vXpVQBYtmWqNB1VA+SG71aLJSEA0Kkc9i2U5QAjfnCSv+kxAtYDQ25i7SEAq7YsI5JVVQDD9J0S5e1ZAAD5zV3N74j9msVW3LNJIQHbItJ+mR1RAwgYc+EZvOUDYr/WbOvNQQH6/kny8n0RANLBQV79ATEDmc8L48DgWQKKXBF8a91RAhsv4G8/3VUDL2asuOKVKQE7dNnQluEVAuco7b49dUkByjpwHE0JUQHOmxiYl11JApBrYWMjMT0BwMlMm7MFGQEQsqgAkT0lAMLnr7hD0GECT/W+SGCxXQHCjKhuZ9hZAFV3CfF6uSEDW1gcpv1orQMQOjlMcqR9AD8yveHRGUkDJ3RH7MzVBQKbAY3h1JkVAZZWlCvKNQUAfI2K26KlPQCYy/RXvbklA2h4bWIEoSUD1kV6OkohTQD8/XTa8HkJAIXyS3/y6MEDkqMEBqCVUQCUSp4Bcp1hAuouxzaksU0ClArAgh6hEQHToE/qlWkNAzn7MJ0/tTkASUTqV5x1SQGSd/HIhpktAwsjZYR8fWEBh85qJ+YFMQNyxDekAb1dAeCsX2w7yNUAldrNaXQhHQCWz/hpfZgZAZmkRM+w2DkCtBHuNKMFTQKfjQzEH51RAeN7KS0EHV0Bi5MRqQXE1QK5bNolZNiFAGtj/xW6bQkAdxyXZm/FWQOnKBR4W/VBA+UaeLYzOIkCHNqKNVsBVQHgd+aHMbFhA4KmN9NG1SkC/ZcPhqtMiQN/1Ul9jzFFAjq08xPyjSkCjcm+XjoVRQHzk6N14YUhAe+tbnw8URUDw6NXLLBJBQFVBotl6NlZAdn6KkBmQQkBlXTIrC9w/QHAixER0kDZA0mRzwg+NUEDgbtXnzVJMQGqM3Edat1ZALOpjHpi+5T9X6HIn4m0oQG7U6oLpH1FACynewKG7UED0059KWSQhQPJQ/aCll1dA9kUvmG9jQ0CNU+KCfRFVQHRUqEazYkZAF32b+kGeRUC3SzQbDwBUQCvXKw2sqVJA2XPUyUvpC0Dk6Org3MFJQDrQZ1XDwSZAqwBJULSpVEDsi+++/QkiQA2INPoipExAxJ+ULOjeTEB+f0GsI7JXQLTIOQuCUFVA0Z/+H8LaVkDYrld440VJQO5+YpHdtVRALe1aDszDV0BnLpDj9zRCQIUn0fjTd1NABp8jSPORR0Ck5Dg68fdTQIl4RyuHFVNABIUesSJOVkBgASU5jtcWQHKwvFjiqTJAurAO6M5CUEBK7smZkV4nQAZ9LjE5bVNAKADikkzOTkDmNYxrkMBVQC2SK6QDhT5Axw/ZO6A+T0BrJMum/MBGQOAb9YGLEk1AWDeUom8/7D9mJOhyXz5QQFm5BvaAn0JAr2wKHQb3UkB4ESFdjMpMQIFFPNKvMkBABA0LAXrSRUA8pmIKoUlCQIYwVPTHNkRADlywyEtBQkDO7cHy3o5JQORy3ld9OjtAFhbYKTz1UUBmhhBaUVY3QH7BPF9gs0dAdtkEfc1vSkBCqVBiHcJSQG/D7JDQfFNA+Usztz+xO0CmEyxSkigMQOI4FMMyzTpAxXVcv31yOECR2UsbGSAkQHEcwLYfkVZAlaGcZGJ/RkDrfd7eDE9VQATjeKSiLRxAHiCvj/zWVEDYXMJn5wPgP1cP6fOI6FFA8IQCO7eqQkDiqbgmdXVGQNTgAxaE+0hArZnTOk4FVEB9DrQfpHs0QBefoYlLs0lA5aSNBYkrRED6jZllM3EQQDQRlcKl7UtALqo5fiVzPEB04TFq9aJYQPmd3bEp7zxAqsUimSlrTkBcNQZYi2dKQMaYZ2AATCJA2jnS7BOOUkBMMG7lG8fwP2JMJMYoR0JAEHJf/waO5j+9X5lvwjtGQFX8JOUS109Ao/gEZw1/FkCD0LIelhpSQN7tDREUjQ5ApEZAbzywOEBiQdMvH3ZGQDjGEDBNVEhArnZWbCeE/D+/kFX3T9Q6QNmHt22OAzlAzflsMHLELUD/ePT/1z8yQEpA2Qb9yBJAYKK8bssUPkA49LQNAuJYQExOXfNs60pAYbE9gkmrSEBQFw9A+WhBQGhSrnpkLElAiKFwQMUvMECFFvRxeTNTQFg4wYBEdxBA8F9l+uK4DUAIYXaXXBr3P8to/2PX/05AOwmRzLr4PUCv8sYpo1BIQOsM6T2r8DVAYlovmSdHV0D1EJZsdzFYQIafmBLP5fU/nCfykl7/PkCQYFSy/UZXQMLWtLnwYjlAYK4rnH++RkDJWdL7dRtYQLkqtA5Ir0NA8ldpYGMtPUAAqiayd95XQJ+alZD+3EpARR3/s6MSOkBVmjTawr9WQFTaKXxTej9AcC9e5S/jUEA2vhhcyjRRQKvaUb69wERArva6MeyDVkANkU4U6uBAQLRIWHp4OVFAWsloHz4TKkB2J1UO+2kXQEuUObWoXUxAUdCLkuybJEB2kzWYG49XQOG8RkuDJEVAbDx9DU57NkCAHPwdEiAQQDmSbjk1IlhArvukRcNkL0CUZVVV5n1WQHjxvygTztc/XT+n+a4fVUDJ8kl+FLUyQA9DlCxmUlFApZLSehCSTUB9V2G87w5MQGK1ay2aA1dAGfHHCvVKMUBczRCk4GRTQMvtWO2k6CJA55M2obzpLkCioHyoz2VQQL5KvmUIS1ZA6LxEDwpETUDzBkGnwg5WQD3rXJCrJThAADm8PxzUBkCnABfGOOxSQLLH78iMkUlAW7Ce1+NCUUBAGAZBRpNYQOg+WSDMByRARtgwNoB0OUCL7l8DN01HQDSLnnC+fSdATe4Az6bTV0BFAMuKz1pSQFINSwXCv0tA4lfQ5C0tF0CorgDs2XZDQMg6V2SLayZAonAGjrzyVUBs4dB2JUYaQLWf6nrfTVVAaiRsQgnqQUAhNdhalNg5QNTpncRpBEpA6UMNVjYbUUDOPz6NcAk+QHILC0PWvgxALageCe95VEB1EJmJdYlNQHqZfzvxGlhAZAnRS+Q9NECT9410WRIiQNJjj3ci7FBAClOx+VlNTUD1xT8rFtxLQHX+fznn2EdALd0HgAB/PkA93H0g3UVXQMqp/tJdtFFAFG/jupzeOkDckxLIuqQwQBzlopLGOkJAfQIzCAVkV0CTXb51/75SQARHRVQxqARAbuVCCGilRkAh8ZnTpgxIQF4nqL+J3jlA71tQENb9VkDKDP4NkkBSQCKHjkfFbURAWvcvkNJuUkDatRLfUKtVQPNqfoy2CkhA7KmJzdFXV0Do3gRuNIU0QNDTFVn43VFAwCXuBpGMTUCOJUJ4O6dDQCvrw1ulDlNAlSwr8/sALkAyqWuH93BVQLRLnienzjNA3PUf7/6MQUBS2hyBmhZMQHEVOrOhhEZAbDN2r77tPkD7oCepanE0QNM1WVM/IUFAIG2a5Zuk6z8FbDB+gSBRQMgrk4KsTFVAgZQHB8UtVkCmLsoAw5jzP8aIX7D+X0tAjAoQPVOLTECiSzIqRuhTQJx1V/TZokNAI1yVqiHsQUCBiMA8ybBKQO0f5ziwmEhA7tMvnAZJVEAwe7KvPvPPP4b9YmsJuDdAlpUN7oSZSEDf3bTwylxQQMcQaWRrQFZApvMD44N4S0AwX6hERpZAQIAXhbtUHDtAcuAtOrpfVEAg8SCFQENSQIndygxZjBNALn+Qup5OREA9xIhqluc6QEp+xavdlhNA/TNvFVCyNEBoU+0pa00PQPIiwRvCiThAjr+mVkEYIECSbqVZbWRPQMYASHf/uE5AAsc9l5nFWEDfx1nHWdBAQGH3/8oa/wJAd//QOHQHMkAkNjP7qdAaQK55XbFGaSVATJYYQdozTEA1M+3b0UNAQHtTSE1SEldAKthfzkJ2M0Cm0VDI+Y1QQIpRCoPtNENA4nR9lHYnREBJg98qzdpMQLA7XJWCfk5AkieUUxrhKkAtA6iNMOZDQNOkhehmQVZAclIxt7wuUEAQVqVWwSwyQCLGfFXcsktAQD3UyqakHEAA6im0SiE5QDQlcI/mfDJApcXsvSwnVUDx6kbsi4hVQCzdWhLVq1ZAgxRWDasGVkBXk8BHHp1HQLIWlrZt9FZAVpt1vgxsWEBu87ZgpKJBQKf5OR5q6FdALL2yBONmS0A/Up29xnlEQEjQt3aqBFhACDRTFP8YGkBaR3FMsSYEQP2n7XQCvSRA093auqCQUkCNYvbVdj9NQLFv+4jLHUpACh0J6ss8G0A6hOcpY1VKQIS8v96jvVVAsdlr1oxoJUAZyTfz9PdRQH7BpbeZvTJAauNfMJYfU0A7YXcc7clUQFqqMrMeIEhArufLhvf8LkBsqDIPim5CQPRwYnARV1RA3ly9DnhlQUCbfxPmGQ5QQPUjJnO5KTNAH4gGB71vWEB2xc69sJVWQIyywfZlLEtAABSb/lEQU0A0myhcimdNQJRhYgBofSNAvgBsTnHqP0DtB8CZsNVAQEt9f50WSU9AZ+MZzhURREDHrRumfNwfQAlpJ5lZODpA6WJKalDuJUDIkH33XBpEQPAPxhm/HkZA69YZbR1xRUDGSXvzy9REQMShzrAVdUZALywgQig9QkAmZhEcCQJVQCHdTS0NYjhAfTKohNsaIEAR7N78jsFQQEY21k9ddkVAZ6GI/ldEQECy//S08n9UQEpvPoZt5/M/TX94z4xwVUBVuxKnap1AQD2Cf/SRDCRAwjqF8ddAU0ARQJqyWehYQCo2RXZe1lhAa9nh5S7mKUAjwIZRl5NTQPEtn9OJIC9AyzuDGc5jAUBFcHgjYfNQQIjRoV5SPjRArPPVOWQ4VkCGWnARn2hXQP+vWYHXDU5AKAmwnFcdTUBbiokSeeMwQJGwC90tI1hAXtE4FA/QTECm6WaCtoobQH7wL2gv6yxAKaYA8AQaJ0AohyLU8aUUQJBuLwKNjUJALK4at1l9TUAVk9ptlwMrQBaO+tUZWzNA8xlsmdXpU0CvKW+QqglXQN/1D5c2WVhAfwWZdp5vLEBCeq68DhxNQO7SL6JmaENAQBBUiJS6VUAysGuxTuwdQAx6+z3BeUZAIQXu+MdjUkBqaRQI4eVNQFHbZqwovVZAl7gp22kwS0DTJNqjtXw1QD9cHrfzMCZAwz2k4cvoTUCEifeEAaVVQGvQXeIPyjNAACvF6Wb+VUCbGaEvA7NJQLEbEZ/UglZA+hOJ6BSDOUC0yag0qAJYQNAAwQDcNVhAcxinidmxTkCJl4DL+soNQNO3/u/1bzNAYHIx1LZU0j+q1xMfiMdWQAM38ubIR0xAz0vrS0FbUEDGjPg1+NsgQMluBEmOrkZASt9rq9Uu+j+W+oMtmDrzPwJx9OfIGlRAckmN6cjVT0AMHHmCTskzQDB+DxwzUVdALsvbR5iZIUCuH5ekw+5TQFFpsxFO61FA+ZSDDg9kSkAl2Twta4hQQGecQ9fTSBpANDMOWe1iTkA5YNSzU0xYQMjZkX54iUBAXWVPOmqmSkA+b6r6kEZRQJhDTrbwSSVAmAv4OB8EQkBiKBKjMydRQPAtTPuQQ1VA2hrto9uaREAsZikM01dEQEA+X4JgO0VA3fbSPL2+VUCwQkm3ek1HQKHJp8GwtCVANMRSwg/pUUD+t2ohPfhBQLNEs9XwZDBAQZ1defRdRUCQ6Mc3RDFTQIzKV6FzRExA9bBb1zN0TkBPAvpDIW5WQEcEt9hmJ09ApcIFsXDgAkCMp/elD49HQH/6Pn2hvT5APIVStK+uVUAfc+6BidtNQIZ9UbO9jzxAg/6j87+AT0CIFNw4NxFIQFoDxYqzyUBAiCPxBvZBS0CS/vdmUo9UQNlYOYAb6Q5Aa5XRZSK8UUDUQowLEc5WQMb287J4k01A81OHnmDoNEBBmd7/tNM1QDbRWFkIhFVAYc8+n1ePU0C4Ndv3pMxLQHXa16Rz7TpAQmB0TQ7FQ0CVYoxyu69QQGxZojOk9UhA+GgHOs8pWECzqFjS9B45QFP9kATV6E1AmfTbp499WEAKrGj8UeNQQDNc2OelK1dAkql+efu3V0D7jNF3SkErQDc0dh/lpVBAx+kf9n8fWED1Q0ll49FPQGFyQA7wAlVA5Fa0DCmXN0DtaMT8ynY3QNc2BsM6wERAiJJEW7OjOkCEXAgHmdBSQOJYRgAR1UNAJ1FQK583VEAXEnWTmdZIQFu1Rz50tgZAprs5roWXNkD0NPYBO1oxQPemfAc0tFNAauTkVU3QUUC2t94wARtYQHMdDitZsVFAfZkbsjbRR0BXl1eVHdhIQOtdYEpEYVFAKKxNzoFCTEAbTgTJhbEoQDDuiu0dGVBAosIiaKw5PkBiOIV8Nl1QQOHnXNqBfDtAiK2/28jwV0CMUPYWj3blP+VTc8dJbzBALJhnhj7dTUBZZP0JXtVSQE5ZhbSSYFJA8vtnBlIGJkBZANkN9pRBQBsbpmQKzEhA0tafkFbnUkB19xLguKdUQHH6aEiCIEtAOJ/XRCD7V0CaMrE7fWNSQKkmpT5dYTtA82AcF6wSV0DyzPU3DZxWQAyKqf2vp1hA6z0J0qVjBUAprxeh5TJVQIxSdU6oVEdAwYBRewHjQEAIyILRCTrwP3gRwL3xh1hA5BU7Ln4K/j/bezqCAXtPQKJFcbeYVD9A0sKY56xeP0Df12LVC+8aQID2Vi+6c1BAiOSqwZvbSEDrETlMMTAcQAMj1sS6tFFAhKuQmBfnOkCQrbCj8tlHQCNyVn4HKEdAPq7srfsUIkAf3LmM02pLQPLYDc7SGUVAdQnZj9V5UEAOpEe05gBTQHEu+lt5N0RACp1RvE4HU0Bw2FjfOSM/QGil+xh+EEtAleARupRfOECcS95OlSAtQCIhdNur8UVAYRrZjcTZSED7F7W+7rhMQNr14g4MHzlAO6jNrPaEOUD7XAZOQ6VOQI10SAg+GyJAnVEpH404VkAIc1y/Tr8xQFKwLb53CU9AqJ9bnRcpT0Ag1os8VHVRQAwWz9KOZCxAsLS5PF1mKUBcUlxU7MdPQFPy6bz7STpAbPbZ9R82QUDM1zUiSW5RQKwfx9miviVA1xYBYFq0VkAv/JW1fBxYQL8DwMeqE1JAFtaflZkMU0D2bE/j6Mk1QDGR4yq+WktAkqLfL2grSUA3y3C/qV4hQA8NMBWPvTRAHEpAOPczVkDwCNcP1b1TQEt6LH+1Nk5AEQDr7FqKT0BBtVy048hMQGlN3udDFCxApMS9i3xKVUDwa0empS9DQBYjsKkWeDxAUTydjLVaTEDZdmZYrZ0vQEVPP0MuFApAl7NQ6P+XQED5GgYvojtIQGn9yot0NBxA1ost2Q2ZUEDCMF9tExZVQCMo/cTqelZA/g1eEYMWV0C9mNlJFtVTQAIsjpLIpkxAs26AMc3wPEBO/4Df20g/QMNaF9a1JEVA8JTA4Rc6Q0C13NEWGh5CQDvgSxhtLEdAPWP4ya0zSkCNXSVbpk5SQCDGqBzKDyJASoUcHY4dNEAUKW1NCQVEQJPD/t27GlRAaM5AgmgySUCO0dzNjJRSQD2fFsDwy0VATWJTvHdWVUC3+b9bDzZUQB66KJFSSzlAwCiQ0DE5WEA2Mch+be1SQMkrPKpnQVdAuBNN8csiIkD5Q0creRRAQL9d1Jzp8EZAdrpHEqdvVUB0S8bJeW9HQF610osdolhAzRUiQp6UNkCLwZ6tJLpPQCAdcq8Ovw5AhknhieCRVkBoq3bzImpFQMdgXJJMx1NAtkyrb8MYNEDBdypkPpFRQINnBmKaM0VAHKEb7R1pUEDtipRzhmgtQLvmbLdlbkdAXnD/uUDoVEAmZtoutkhHQC013XO+FFhAfFNIM/hYG0AbEnJ+A31FQMuTPSuAXkdAc32wDxZoUECQtXBXEpYeQFCd4V2salRAhGpKfedFV0CE3qGokUhVQJOnMNskRE9Ar3+e1iXvNkCsXQ0ZPNpTQIvndTUNdFNACRDroFb5TEDsFd8WyxNRQB8YfqUoYzdATFCw8kI7UEDs3eDVO5pLQNfsCHlE90NAdsrSke+JREDAMSC4gOEvQJ1exAaCZiRAFfrtu3pHN0A2Jev9oVcfQA0OonWDFSBApS8YS8GfPUDe4SIYv4NCQMOCCq+CZVFA3vBr7Kp9QEBYLEMnI45AQFu3Z/HZYFNAE7sIx1JFPkBkP4bbfjNCQDrnTHJtUVZA5LCI33K4VUCwTnbpoO0+QNhgi/LVlTVAu9bfJUXQQUAxxOsePlQ+QIRD6XjaeDhAthyFqCuzSEAEb4slUX9SQKYhdc6iHkBAp33k8YmOUECWaDG8xY9HQO2KfDmSgVZAMIFP9uh2PkB31Gz8KhRKQBPVpR8q9UtAwalMSNZoNUBCV5hOH/hSQN8Yao95OkNACALYs04EP0CSPwBifaVEQFkySAV3/1VAj1VaVJCQSkBv/hxQ7eFUQOz/ZadeLeY/tJZhJuheRUDdUDSwM6A+QLi94cV4Vek/m4/3PxJQQUCf3nW5/zc+QORWqIN0vzVAV5p6CZUEV0B5HNIE2UBMQA/7zbSCD1ZAOlN9LUnuQ0AM8VNdPJs2QO1d6Ti/IUFANf++SFixTkBI7t6ZridUQNjPk7OxKTpAYraJV/9kUkChKI/SBFJJQB8x3/yabU5APtWTKXknRkBzSZnkZyE/QGINv117uFRAC8E8gkPwQ0AkB82o8XJEQFK9WiCYzD1Abd9xaSCGPEBqLIQcWhRPQIyLaMfW9k5A/nF5fyToUUBEOBThPQxYQPbAJkbYTglAFrda7tsWTkDOCHxwqQ5WQBsQbrSYXFZAQXVH/p2hVkBWesSqvcBRQJEwDuKI9iNAkN+39MRvVUAkUgxehgNTQGkCnEGT+VBAQGct1sipVkD40oG+NNElQDtoIY7qkkdAnssV5cQpR0ACdiSw1mNVQFZut4JeHzxANyFzp1zLKEDDCf0BD8Y/QCpeDjvG20JAOW8melnYVkBGoj2N96QuQMJzAhFlJkhAkHS8SLp/9j/NLqgvFu4oQMR3LDkfI05Ahl8z+w0MU0BCVddkrQBMQMqOI6/c9DhAF/pByY2JUUD8f/2acL8gQF++hP+2zUlAVGRe6WcjVkAfYkUEB1QyQJxHtcnikipAFqmMNOvVRkCY5fGk7II5QEJOFOwh1RFAUBDaXMoH3j9F8iHbIslPQJDYyW447FdArrcG+hP/PUAO2Mdu1rpKQB+rPrxr+FFAHqFd6eldNEDVDck4xSVEQME+LVkECEVAPA4YvJeuSUApEyhvnhhQQKYJ0QA+t1dAp+NfuYL8VUCX5W7fWmY/QJu7LcEYTzdA5G5LAuVLIUBFTDfMHIdPQFxCU49tekhAHJ/IlNOk/j+8Odky1e8hQNGO72qe+FZAsCscPnuNPkBY/U/+97VAQP7QRDgZDFhA2V6GHEYvVkCkfkM91tckQKCEMoVGC1ZAvkL3tFxjM0Bfk1Q3NABVQGiK3IIWEFFAeejU6dTKRUA9aQ3HbsVQQHWEyZfVd1dABz8fZQ5MT0AHyRrvgkFBQK/031+rfVNAqfkDwc75SUCOPoiJqVRVQArUVMtWCjBAUaZ+DaFSU0CF/NzHsmNRQPVOLkau0lRAKo/h0tq0UUCVkYsrp75SQIVGmmXrgURAd7TyIOkXQUCh2N3k/UQ9QEUXFbqbBz5AvAgqT5VQTEBUZqQ6BfZSQAscNjZfFldA6wS+5PO7NkDKc5xNaKJRQM6eXZa08T1A7orHyYN/J0COcqjuJRtRQOzL0c+DfVJA2Ejn8vdkVEAUKZsgDqJDQMWQJHjSGEhANeE0PskuOEB6wwN7N1FMQFt9urxIoTZAxRonGMO+R0ARuwUkMLA+QFwB+Lu5VCZAsAaCJR42FkCZrreCZ5E9QF/6iD8yEFdAh3HWhtSDGkCITuYk1IlLQBEFPnZM7UJA0BdJNNzqTECSuLva8cdSQIDJgBeIYVhAR083MazUUEBuT1tXZNRYQI3OKoN5j0tAaLVuF++7TEB8jaZUF1k5QBQEYewdhyZAuqPDMPlbVkCgklLG8jlQQAzWmb8anVZACcVGcY4cPEAZtnPNfAkpQOPHry8i8TpA87V5PZwPVUA+LKH+65lTQAUaoJwANlNACnbuc9RoGkC9jAsch9NYQBu7nxTrmzRAG8/l0QaIVkBV++ZV2plOQCBhP2DY4EFAwhnv00FfUUDcslsguHFJQEHR/X452T1AqtojtBa5TEBAIxhel8w+QJBrX6zCWlNAqyeDtX0lTEAweyfzKTQ7QBJgqPNfT05AYiVyMMGIVkBAJ13HlwRJQIEVuBAaNVFAg7QLeY/EM0DvlJ76WCxXQDrt019tdkNAp0yMAe4WVkBcwZR7esNXQNiGDkPqY09AOlj1EVKsVUDOrVUsNzhFQAVB7AZtgEdA/zvo7yiiQECeKGaaZagjQLkvkwZkg1hAObTU4GQwU0DFIWvvPvFUQARBz9NT5EFAdZXNsw+sMkDtKgKfS+M7QEPaJ0AuzlhAaxDnd0XBTkBKGvbj3apSQLbqvPvIYFNAX1r//9OrVUDA3Nlzy9gYQKxJTaCAxFVAFFPgjpSVPkA1GqHJVQlXQIYvyvAuG1RATiRxYxiz8D/vLOxa2VU3QODnj+WTuVVAF2ukrmYuU0AZXvgmEd9XQKyVzt87sEtAKHGrV0ZnRECRyrsARS5SQA3BKtNsAkVAJjO8PRwoVUCy47aL4ydYQI858yOF6j9A0/vqYC+UV0Besui26cRHQKhzAyP5nFFAKJkqC40VVECXgvaPqIFYQKlNTbqcdDdAmwBK2yZ7O0B3cAj6WJFDQAEXpb6d1lNAZkLsUMnZTEBh10HKpVxWQNn7kkQ4u0RAGPR6voh9DUDOOSyGpctEQMvlrWmXTjlA7LiVVX2nVEADTLJJQ/0/QAaQklYtD1RADaUJqDmORUDf2VDEd/cXQDz6BctQP05AUchlcp4LL0BMGeas2FshQFAMULkwOENAvyb0N4MoUUAGb5RLix4nQBJtH34rqT9ArD7Jy6RGSEAm1ctFVRRVQIbzryHNwFRAiUYmHbXcSkB8ub6Rqq77P99y6ygBKTpAsckSf0NbE0DEONKOeRk/QGrGfh5hDlFAxc2b/GvDSUAk5ixTE6tOQNQS8vxfFkpAZNKf+Yu0FECB/rItfwJCQEt8YERq3FZA/3H8wkGxTUCofG5gOnJVQEMTa6F4xlBAVaPKKgQ9QEBltJU2VCROQHcsqq8ksk9A4SgZ+0VdIUAe63vSfRlYQIGnw9QsUjVASmhbS+1DTEBYs5BbzzQ9QEFoGbXUi1FAMrGdUlUES0B74AeWtdVYQK5Q/HoDyT5AfX8TgtGAQECTZigh4vtRQHH7RTZff1FALbXTCCAxMUCxhCAdCpA+QDtCr2eCOzNAgblnYb3uU0A3G1IjG8RRQBVSAwSr1UNAcQFfy835OUB3zdo2IJBLQHXb99PY8lFA5cr0BbLkVEAXGq7VgABRQDftZ6CvsFhA2oG4f8PNEUAmNDEqpINYQNRWMbfgyEdAXHTUIqtG+T/9EX3oTWZIQPJQRw7NHRFAZqgeF3sbU0Aiy5TS3hVNQKHC3PIXa1FA0vtzu50XREDnZdUUznw5QGEZLTAFSjFAuzOtccc+U0BDCG7j2oBEQMce7Y87xUVASsagjeM7MECFSkS0O2dEQK6iSGVsJE9Ahg7V2KJXTUD5cKgtTLkxQATxTh+b6FZAL575pigkT0A9w3IVRwRXQPZSh9krrldAbO5nUSX0PkBUW8nyBCkqQHNLfz1EHjZAekhT/poISUAWL/W8JzBQQIJqJoKf9ytAYOefvRBn2j9LdSdlIA5CQPKsjPIyLx5Av0CXkf3nVUA22nyP+Y9JQC7/1EN8z0NAMiJVEVEVREDqzXrEXBxJQPKpElkQw1FAzl9dK8RcPkBHOCwbtv85QJON3MjPYUZAMMswatc7H0DXlu5aIYNKQKcQNM+n2U1AxoCQQy14VEDwR54y9ZZWQLpzIr4fWSJAhQt1nExsA0DXeKBEnhFGQG5XX86oaVhAsSbspCoOVkBWBaVuEwtNQKyiJ/6e21NASk3qtiHUREAAmXZrkXOLP2MInLhRZlVA3vtfkjkxNEAKYPCHcxcFQDKrB7E2pVdAys25xrfPUUCjXJZNtHYzQDyZ191fAUlAJkGPFjFUU0DQL0QR3FJPQIZ8ayEP6FZARnbE3+FUUUAGFhE0DLk8QIZO5fvQb1dAtRJNuLMKQED6//6O71pUQBMJzlhK0jJA1SF4LpgxNUBag+u9n2YtQD+9wIRotlBAsN6FRtHbJUDvIRDGB8xWQAUqvVKBaUhAIzuhx1O0TkBRW8YzA044QBEQHEZ2VlVAXgvA63YAVECnU8jYsjA7QDSc7K6amzFAcEA80lykTEB7bnbyIbkpQNqNgbGOjjNA0jgoXfQyAUDOOxkARVdWQFGdr21i/TlAH8cR8HZXAkDydt7WwIhTQOb/qc/JuBVABD5GZNS1UkBRbnmvQcMtQOQWoPEX+URAHriBtyEKOED3jPKmGXNAQN7hMywbDidAjRg8xFdMTkBVHgW1msFXQEGoHsoMAjRAf4v12OuKUEBvfQpNJFAyQPNsDPfDdUJAE0ivKtOiTECWQxAO0txUQMUhhyGTQUtA+w/DCRoRNUD+nSuRnKhPQDMrhrfsBTtAjkCqz6QeSkBhAeTTCzBSQKjRKZS4nU9AATn44Ek+OED5IFDhyHY+QIWApFCZNVhAnYEBMj8SNECMaHBorT09QJZTRiBUnFdAKt3TKGnDPUBU9TvEsWpJQCzMORN37FNAZA4/gsLbT0BoB61F+DBUQK8YIEFy7ENAmDb6vq3z4j/clZXwXyxQQPfuMhnAxkVA10dsv6gFVkDFTcZeYEhSQLUPm6xGZz5AMTBHw93lT0B6YsbOkuNYQJdDrNwAy0BA440jkiQ9WECCMRaE1UFAQGi+wM5PtlRACgTZL9sw/j8PjnYAS6VQQK9y5UVMCE5AMpoGMdNJQ0DySFYKULs5QN7zhSNjf0BA8adEXqwlUUD+yECKM6syQIdZ0PkORFhAI0qwwALsVUBoqGhLPVgrQIPGzUAQ21dAz+TIfakYWEC8ovTgJLNDQOjNU1o96/g/woBQujuxUkAQ1oqgK+5VQL7mX5iKgCFAsIoMS3w6UkDoofAu/hs8QLRdYBlAO0JA9fDl0c37VUD4eZJV8cFQQP9YguBcCFFAXqs9lV8UQkBhy6RtITlQQG5Lxq+m2zhAD7UVJlVTVkAihlhRxnM4QMtKf7JL1CFAxY/4cLmgVkAJNrq8Ryg2QDreyjYVjBpA0B9YPPqk8z9bvB6NWqwiQHMFY4P5b1JA8L+HtWJQNEBBjZTlSgAsQDQ1zpEJgFhALWErcEwUUEAThnLi2klUQNRyzgzIZQRABPH7MytAVUCnQKINqhQ5QLY7801X4CRALUIrDYXfLEDC1C478m0wQL4EXbTE8FZA0fp7gffuTECOpl1R1MQzQKbpQyjsKRtAGOk/Epq1RUDEiIJNOSdVQKJZb5uyo1hAXmUBvlDPV0DiLLQ6IDZXQMd/5BRPakhAgx1WlZ25VkD9av+3aLs1QH79Y5UwI1FAxAT2WFM19D9/7MyvEZ5KQFwyBem6ZEZAfxZsWnBBV0CZLpbst+E/QHNWaFlVDU5AsffsGLfVR0BCzSquucJRQI/TbmnFOFBAGU2UjoIGTEDKJptnYH5RQMrpsxoozD1ATvJ8s8JXGECTSf57zbJSQKPb2oI6A0xAaJqCuJKYVkAvf6AxTv4xQOJBYmqOvCFA9UCX/XW1HUAIHZlY13VTQGQVptmpWzFA6uEfNUw5TEDuwE0HCcZLQLr29n7yqklAfHUUGADEG0AKpRgZYM1FQKJ/nlOf+B9AVE5BPZUwWED3i9vlaQdQQLMNDkXFsjRA8c1417vgV0DW/FTFny42QE1yYYd7UFdAphS6nD+xVED+2zzaXVZFQLIwkwvJbUdAAMkOpGwYvT9AilhKMgdYQISP0VyqBSNAIqiDvEWzHEDLthZjxwNOQLMwGSGkHEFAXa3BrZ3LSkD+wnIob1QzQGuxNG892VZAkGi6UlXhQ0DK5PNP9BpYQC2/EzwK9yNAQNC6XYVLP0Bpucbuzj1TQNjVq7YBFylAb3V7JGm2WEDVoOVlCRpWQL6Y0bOYsUJApYLgOnPHQkAPZMfQoidRQLG7CjPg11NAwiYRhjJQHkAk6k1bzFcfQPFIAuwvhFNAPa+ycxJfHEC537V/r/EmQHgpYs8OHFdAQl8yTHLUUEDCxALXRs1BQLX707XpEUJAEP186XOXIkCwBvfBjjImQLJJVU4mRyZA2kp0tp0tM0BvBNLxCOpWQCLoh5mIdBZAh9P4sz0HUUDt7fc0mRBQQE59MaQWo1BAFMnS1IaOTkA+Kj88xspFQLqpu40d3zJA6n/evHtVQkBDNe2TRHtWQL8nR4fJqjxAsBptSXQwT0AI8pYlClRHQGd+VRkmL0pAVbCdr9gsIECMc4OiZg9WQO3oHwjTqUZAgmML0n6uG0BQirqtczLXP/lDQbt4F1NAgK8NVNhOUUBAzs1KyDdFQFfk/v1U/lhABBpj4nj1JUC2r+uEWKgyQJTA2ZNvszdAW+/Ig4i0WEDW12q7lS0TQHh8h9zL5SVA7OrEFXm/P0AYAj/qSDhRQDL4aGIb3DZACgmrqL/XQEAJdCXQkjg2QE+K/rm/uVBAcqqJVp0FOUCL8vdgJJdTQLVC5pk+syRA4Ly6he1JUEDe44ll93VSQGaEVP2l7zBAQikaP26pVEBOUWfM5YM8QI0nsoQ2BkBAoV5x8+q4IUDgAQiLGVNJQMUn3ZCs90FAszgf+/+2QkCs+cJZmTxDQHXTWw2AoiNAcWpMaJc9OECUiSKtXchAQNGo2dqIpi5A/D3GyB7ERUDZAizuTKFWQD7eYNXOiE5AsF1Q8AoSU0A9U3SmyrdPQHA6sYj3xidAnbKpojMEUUA/qY93DvoxQOSw5NfR/SdAVktWE6LBU0Cuseok9P5HQK8rcDC13TVA4nDX0MGJSEASyOTipP9FQInQQTgQaUBAQKCQFeHKU0ARLx1HzSJMQC7+mZqz9zFAgdCx3pb/WEC81HumtJAGQIUxMMvzrDdApF+6fxFj5j+G1SqrfJZUQJYGJ+Ft6klAyErAYOAeO0DZFDjOuMpVQAYKUJQkg1VA1GLjLJtKT0Djptmm341QQHuAfrnY1UtAckHHtqvCSECZKBG/lH9RQCrakhSpXBJAq3XjXSTSTUDWCUT8m2MzQOwBxQUb8ldAprnETe2TV0DPP6KC1cFXQCPJuZm1AlNAA48gQoIKQ0BoqUzjDr83QFRU8iiFZjxA8VRiGfIMUEBFTDEZzKNPQGEO2ePIbjpA0RFjzR7zN0Bmkw1579FUQLyqTo/IZEZAzj9KcaGnTkDG2UC8haVUQEx6EfZshFdAY30W9BDZUUDKEcpt/t9WQMtFGk37DkhA7mDuHSxtRUDCgbpMkLFWQBj+hELjUlFAMjMH9wJxS0BjQioIAhlLQKhuiLNn3UlATL8DeN7VV0A55y6i9BZAQAcg4FoWCE9A66AP0aX0SkCwixoLu9cyQCOKx/Iu/CFALw2ro1TwJ0CmJ5/BCcRRQDfOH0ulxlFA0Cw77Sw2OUBxdJ1/jHRUQLv8ydrlVDlApsCGXI+QUEBxlTvsoX1AQFwRhNmZIU1A4WcWyLm5NEAi5SF4WRNLQDcaTeB0STFAsBzTGESJSUDe09Z+4TxLQNkgKpUTdyFAvgunlYgJIkBIAHIsMIRWQBzXG+Ej80hAmxf6bbu2VkDynqYlaqNRQHtMH6AF/lZAvM/UAa2oWECThWdCg01OQH1sAnFJrzNAfNQz7+/PPUAmsfP44dtBQDW40STWP0RAd7Za7uwKKUBQ8Ia5HNVYQBKMKnCYMD9AdjqOeGfwVUAPVIKbiSBQQOUCSjoplENANncnAKZBU0Cc2Nd6sGVJQFxVAv4H8UFAn++DIMkVOkACd8uQ7C07QDE8Ov/sIEhAfZQwn7SPM0DBBlK5M4BTQPjI6/2CvkxAUJ9MZCpuTEAgziC/fKIiQO7SXp1N7TNADE5ohyM4UEB+ewtBLaf3Pzn6ydPnxVBAfZh1uF5lQEA15zHWnu9WQNerEhE+Xj1AJpunASZKTkBphiEvJApQQAzYfV1gtFRAQGnaCgSjBUDBINgCVqY4QDaubYhDZARAS2fu7TANUEC6FBK/98wNQBVtFD5tcVRA88YOIVS6RkDWayxOpXonQB6f8v1X9lVATilQP0qMN0AMhSHXoyZWQCr2HcUccB1AyobzGaE6V0CV5dsi8D5KQEpB8Sfmo0VAF/5QkdcwREDKpu4vZQk/QAwsPaW9KVVA8rFKDBQiSEDJOXESwwRAQFxE1f9yp05ANu1MhkUUT0AgYmY7j3UYQIIZrM9nRhRAPui/I4jBR0CskdZLV5BOQLZoFwIlO1RA80l/Z6amUUDaesWoy/soQJPY3U8U+0lA8hizboc4WEC/2q/dT35VQPKzPk0qXRJAgp2l8cyHVUBTKYA1eYdEQCEJEW3rkUBApMa9W2RjNEBY2imHJiLvPzn1NXWULhNAYg0Kgb22LEAYCY8dlws6QI2OmnqWLUlAlNLUEhbqREA9IUAhVGhHQDUAoBne0DNA9AqKfVsyNEDsp3zyJOZYQBT5BIqvoD1AyFg3wgSYQkB8tNpzoIpWQOyXbDQM+UNAxTPuKclYQkCU2Uc/BiFRQNjNaHol2+s/SNIu+cjGHEBQFX4l8uBRQLanTxquBUdALYJhV+etSEA/Ib6wqfJRQAxLvO+x+FVAwpjRV4HyVkCsRc43rA5CQC8dCw1LvjhAT5+XQtuSLUBeJ85Teu8jQNg23dQXTUdAkDjbQUV/VUBLJYniF49SQN2iXkKxUjFA2SGz1T9KM0BLztQ2Fc1BQFBU/i+p3FZAgcj9+nJMMUD3HoMewcNWQHS9bdKzoTBAmiTRiERyOUBqAVS/3hpTQCHU3rXinkVAugLlPIebTkDdPZZVYFpUQLm9cuYxGURAUtqnFZdHRkBmppCTz5xQQHAzATIIez1AJpslJvgEHkB+YzzqgOtVQCPVt+szi1hAF6jiBz9HTkARx4b4lQxJQPYaBPlsZkpAqJB4T46FQEDdenv582ZWQA5S2KyKkVhAGADdjPnrT0AwSuPUZRZFQBy8p/xq5CJAbd98RR+dVEC7ykzhytU1QA/Gvn5wRD5Akbn/bG+CUEC7vlJ/wSJMQA/vyCQvUlJAfNWAy2uGV0BYxpQFiD9TQDn1EnHWwjdA9jdgYk2PSkBESjQ6NkFYQH1vZl7DOURAEj/S40lWPUDMVTEbCVYRQNU5fnzCoFRAO85z7TyWUUDv/C1xBb5QQA0tc+abTUVAGkXu754oRUDy85Vu90X0Pzcc3QnjtkpAzh7kzZNEQUB8qaUqI/pWQNTrfOQk8VJAiPKpX2E9VkAiGN7vZHpTQGrZCEG0nSJAOx1dyQEhWEBydsVD521BQMzMHG0CKVRAB5F7IBvDQEBNETL+RvZJQB8Zb8TFyVdA38wjeGFnU0BTrtDESKxUQDjfrQgusFBAvphDxsoCUkDzZhiWeu4rQAg6OMfBBU9AIt7i9a9oH0B0jlTKA9QkQGt823n+aVRAlXDyO1WGV0ACEManVVZCQLOmEpnTH1BAHLU+uR51WEB9vMNBRBxDQDdaxijp5ktAOXiSODNxQEA+nnoiYc0LQNdB5M6S+D9AcFftwDXLWEBSiCZ7RZVLQDaMXIXIGFVA+DjSQ6unF0BjlXUA1gZVQHcLZcVBVEtAHXkVtD5fO0CQFs0n5R03QMFrchIB9RZAluBq1IMkMkCejwM+I15WQF3JMxHDtS9Ap88oxQJmVkAGD0q9NTxLQIz5YHt0NlFAAfLBhs5BTkDpseUR+HhXQIoWlzhAOEpAI2GhJQeUUEAnUtSIHb5YQEjHWatwXVJAkh2BR/PPU0D0nPSCu0ZKQLLGUFudAVdA+eIpqYCuQkDAwNbmGlAiQPHJmzUixjhAyj8HDTUdHEAjJbHwIrBQQEIXxA9ePkRAdIXSNW4FUUCJXV+0+wchQPOZmR7x3U9ACyTGpE67RUBPsZ45RtRHQNaxrzR4BlZAnGfkqpYPQkDngEDg+Bw+QP47xednCE9ASWZQFOMWU0BkhkQT4+ImQEwwK0cuUU9A3J9exsbZMEAfn04qZH1UQCymRdJzLFNAH3HV2+QVQEA1/GSO95o6QJQWaKgpYVhA38lzNv0oUUAKJP8runJQQFzpVOGxUTZA7u+MqKw5+j9Eh5TlduQ/QBNtFCDMQhRAYoSaBufmTkC4pQqELkYcQKDO72Xwr1dA7JTgjDrTVEBrfP2s8+dGQFIG+0JXK0NANeham5LERkAoh7Ad+lkvQAiA+0R59FNAaiFXGpq5UkB3P42AGzAiQHPwRIg2rkFAcAm/ilp4RUCiFgFfF+hFQPnejeaNWVVASZS4t32dV0CGfw1nICFWQPBizCizO9Q/fBv5pi/7QkCa1r57xudGQPIi4kKBNUpA9fsbiVDqSEBLWyuB58FLQA4RYUN1QVNAfoklB0ybUkC6RTpQnIFYQMRhEHUbRk1AcnVNe+H1O0DS8nih4UpGQOWwrjuheEtAFOdhk8kkQUDcBuZqyQobQMtn/FY2d1dArzfenafUR0CrTnvnkFlHQMLe+NgxMR1A2Usp8H2yVUBmuUMtBYtQQDUuGR21HTJAU/m2T9whNEA40f8Wo1MgQH0+6dICRlhA9w6hETp+U0A4dvp3nLb9P8T0s71Vy1VA1P5s0XWyVUCu8gz32FVJQPDCYT0e4klAJJTWSv0UVECaAEFZAtsiQHDZX3SIwkFAnblGmOVOKUBiRFa42A9IQMbmV7Js7SlAJOvHqto7R0APUp0hrHEoQKaAZm0M8D1Al6ZzOCCUUEAIAlJKRgRYQPpH7yHS2DlA7ptiWpD4T0CZzxtVxq9RQAFlWIoe7RlAhHwJS1CkKUBEUZYMpRVYQC5DLkNbokpA0LziylZ5CED8X03i7EdVQMSH0wko0UlARJqjdlrFQUChbnNisJ4yQGOnT1c311FAMyX7pKMCMkCqapOleMExQDekmAv1Y1VA/Cm2wjy0KkAvw0yiZb5WQFXtpr5uT1JAIz1FdSjPUEDia+8Ub05UQM085nITHVBA9wsDFk3gUUAc2ujXOC4oQO6V48SwlFNAu3mHEcD9VUBHLP4evZlYQDtPJ07mJB1AOhxPyKfrTkCcii2V1a5XQLtQhkEjU0xAiL0mWd1zR0AmJQffH5o8QLRhQvPxplRA5M02Z+23V0CkmKU8ckFLQB7YK8Eg+T9A7hPJpV82RkB34MJsNjZMQH5J82IAqSRAAsWgYetGUUCSmQsDxrdXQMbO4PFgKFNA4IIMUe93PUAdFzRUkpg8QKOmU5Kg71dA1DTuXcEM7j9ewI4cjzwYQDsPMH5HKzZAtaafBWDlWECGzVHvd9BCQEOGetqMeFhAJSZ771/6NkABQcXL2Q9KQDGcaP2Iv0RAFf/Wjor+MEC6bQKrrMA/QMKZgf2lDTtAgb9M/eQgAEBStxK9z21QQJcjyoSbiSdASawslusnRkAzujJPRsY2QLhBjazPXkdAIs8qrF/bTUCto7ze5WY8QB52IPOfxS5AUgGzLidYKUCnPBJzawY2QEM9siOun05A53PTpXj5R0B+mtuGePRKQBTVykT79D1AGUPX8YrsO0CW8p4z8lY2QNspmqKm5FJAWqxp5FNjFEDk3IRr/u1IQBDnGF6LPhtAj/MYeiXhRUCHCGntgxhDQJKkBFXXZlJAHTbaD4Z+SUBUZjakeUBQQMI4YpK9QFRAsW5anBHsUUDOq3GNnQU+QA9OHWZQllJAEzW7Uz/AOEB21q7TAM9EQCAbIfcYXFFARkOpxtNrB0Am27P9nlxUQHGm2uC/ak9AZHlQNd28MkA+6gFRWS5TQBDp6a+SklZAw/zJbfSxC0CHX7mV/5JEQC3/bPFAyCpAjb7AcYHGQ0DUdmKBXNMEQPyq/zm/wUxA4DoWrec3TEClqp0FheA2QLwb/nxhyFhAk1s3J9aCRkAkFn/ivLlKQIxSouKHm05Awmc80SwePkAuEivZnDpJQL2wwZHmdk9Avk45AsgNJEByz6AtdyA+QAfrj+XFsD5A5/WptVirKUCBrc+WoHRXQPFc5nxtyTlArjLrgcfvIEA7Mf2z/pRRQNhkLIe5kVBAIhxcB+aJBkC1ToisF5E5QATrPvT2AUNAjyZdBo99V0CfHXnBzCVSQOzUfMfr3+8/n3p9haj7MUBUWSuB/0hYQKQ0d06UFVhAq9u0JecjJ0B1/0wLZ1JTQA0lnLLlyU1AfJrTBERQRUBQDXP8654iQFcGrzV7L1hAWWfgjIIBQUAJGeou+rVSQGOhQH9aWilAvqI3lplbUUD4Xpfck6BLQGiQu3VYvFRATzzMalkmQkC+6nEhxWZWQKAMUZmLmjpAQlWcqJoqR0DChCCZmsQQQJ7XwYK78lZAVuzHLXwMQ0C+SfhdusNXQGZd4n4j9SFAGLPyWwpfVECwp8A33M1YQBMJnCyfUVBAnMDWGmoV+T/A96ckZ+04QAQeFT/UtShAV5WAfG86TEDcOYdnpRtRQP+1N5IQggFAXWXYDyZlVEDvDCgvPydLQK3TnL+Xs1ZAfH2V67BaQUDFvYPDkrZBQPK0XW5Jk0dAfUkht4tXTUCU1B95HoxWQDmt4H8NJFdAi7OoUIYkSUCz3ZIm4chLQEj3/1uAJC1AOaHJ3DX1VEAS6q5sLPU0QBY8JfCNhSNA0sBgU9zBU0DBH3jgj1xYQIWUNY1hhSNAk2fxsLG7S0DtkRkVObRGQPc+wCKWmVVArYVgTmjST0C7RXZdomcxQORrU3K2/S1AqtJJ6VpjSUDvCGY9/NFEQBDH457uv0tA+uydziDZOECDraYIhlNSQF89DJrvBFJAesGdBXlFO0BnO6xxDtdMQDtc+qXkpzhAMCFIBZvXUUC3bDym9GkyQPYe1fMH8UlAlsfA8f/ESkCaOITdNShJQOgWn6Dp31JAcmKkMpFXRUDmh1Tw9DZAQD4G/skyYVdA9hKGKGbjGUB8A6uRYVVCQCAJJNDeB0xAivDDCh8CSUA9DDKf1KVXQLeLvKGzkFdAzGbWVptFUkCuUJG1NrhNQAATfuUuYFNAoSkkDtH2U0A4AYCHV1JSQCwz4CX5q0ZA1ZaS4Tr/VEBHrfUSCVdFQIqDOLpcyjlAwD41csBZI0Dv8Q/Qot9PQD/Xekza/DxAt7umS6jdM0DoUkPLwyBPQHwXS5LhalFALdc3mLhQVkAGXWMLIrf9P96aWW4YyEFAk6rJ2w0DM0BYcCMrC0ZVQPYFhuT56lBARS17zUEpVECL1k2F9PhWQEOWmm9Xcz1AGFTo7j6VLkAWSrkOnYo7QAGo3QM8BTdAYIk8uSu+KUDPCWu9c/MeQIm4FrW7XFRASnMDaU5oKUAYaOQOudhOQH9mtMyDh0lAeryAHNTNKkA8ttn497hHQHDw7dJQnUJAJ3aQJOdLSkArLA6ZbgogQL1xNzTYrAdAlqeTCggwWEA3jjKnti5CQHAeDTJBS1BAoPxCqNP+V0AQZiM9k/fRP0LQHgYhXh9AFtQJZ/kCOEDwodb7jGVWQH4VhPzOR1VAwb1O0U0VVEC2dVjzVPFQQJobjAGlQFNAxogq52AbR0Cy2Ukf6sg1QBIorYNMOE1APEa0lOlEWECB+JgTOJVYQBgHcD8jWEVAStssbSSVTECg9iGUd9xRQK4Jwh5f7UVA1qQVGJ53VEC3XLkmfi4uQLwzsG+/hjtAnplxMLdFRUBvsGmotoNVQD3mR2XWWlVAb9k5T2IyR0AvJPNdWOlXQBl6a5vDAldAeNuJwuWFVkDFlNHRCbNUQA5yCGPQcf0/lWsNRtRVVkC84YT2w4wRQOqTBia7eStAZ89FdmEyTUCU3Pfm2StGQBU6svtdoBhA15JpHNjrTED2A00fjb9YQCjIc7PwJkJAzVlli/QDMUCAIaWSShLVPy6AjdvCZTlAxBm7f8/3S0AQ7GxZgC01QHT9jh8NL1JAce7HgrcsUEDiY1VwyGAoQCdU9O/IkVBAs8mfQr6ROkCDpNn03RZVQLHnBiMFW1dAJHqV+2cDM0B3/AvT+Aw+QJPpB8lGUlJAnShtEptcKUAPM8guWdM3QGaM7SXFTz5Akm837sdmVUCr848it+9TQN1n8F6oaEhA3eAa2YiJSkCYaGjmGTZQQCZZfthcelZAxKPbkReZUkD+I5Cp2jBDQFZ95OeOMC1Aflcb8YIXWEAP8dnG4Q9CQGlPxrRx61ZAZhCPpL1EVkCKzOhTwh9EQHrI/RyjbVRAEsykp2Y2TkD2h7x1rdNYQFMbb6/GTFhAo3OgG0S6UEAca79/5bZXQEYRUY26iUxA5nCH0WTrPEDNCUmPpCBMQNz0TvNnfBRAf9o6E8kxTkAQoUlAufkYQBRFoXAEuFBAEdoIbbALTkAX/G2UZxtYQJGyJ8/6w0BAAYNyin5xWEDNFq9qPsdBQCF26cvgaVBAFGLRvsfEVUDHTSqsTbVHQOcIwqdeXyFA/d9Od4bkHkAMEtUUmE9VQGuRTqP0k1NAISdkB9bOQECIuvY/cl8kQDflb2PgJUFApwzMEybjQkAtD0qq3I5VQBuYzUQnwDVAbXFxxKA7PUAIDsckV3BKQLYHooRnrDpAJPGmqihiO0A2QDIZJEBTQPFBj2j6aVNAH4ip/KxbUkCt2mvpS/QjQCZ0GujQEFFAQFTtnOaFUEDq2ghWbNNFQBKiUaQ07lRA5RU2j1PeUUACh0g2UghUQLTUXbSKT/w/Xh5jiZ/SIECxyT8s/YIyQI1YbjzKglBAfDuCQqW9RkDRMvAbR31KQLiPAfD/HkhAfkVUHtunV0C3QAD0dy8xQN7RRtzp+1BAQI5lOfSsV0BiAnR4pBVYQJDovnyGpkVAPnPebNw7QkD1RoZX1mlFQIkMfu4oF09A29odCKxGT0DRVQbsDH0bQBx+iLLlMkxAG7fji+YgVkDnV3p+CWlKQM5JyRJWKlRAHTmSO/xQQUCQBf0Q1F5MQMpH0XsGjlJA7H5pK1akUUDIh5kGWMgXQCoiKPhJ/UdAoO9o9zlhT0D98f2HCLxJQFdWrVTzf1VA11ucSqzyQEDUZvFojZpHQJmCseIirzBA4cpz4OhWV0CBijX3nTE6QD0IPmZxUEZAbdZ/2T5aPkB0i97+Kr88QK3SdZnQF01AxBKnorxjRkC0uwiwh01WQIZP0TJNSTlA2Z2ivI+nVUCeDlZW9j4zQHQDpx46AEVAJhF7iX+PUUDkLJbOgOBTQAPaPoYtSihAiI7RPPLSREDKf1yKv+hXQOpJKPVi+DxAcumtNOhgVUBs93oXVSIrQOBAH1xA3gdA8ElfHfDBMkB+GeDFPNRDQAY2Iadq10lATHwtWL7AP0C9vhwqaWQvQKQsWTYozUNAmm5JcHlyU0Dtuawc9ywWQIOZsLnBtERAynfSUuBKUUAGRZ6jQrtUQLFZNgGwBDdAou7BlHi/UED0pEFI85xFQE4GWWR4/FFAxVQlrTMAT0Ao9axd0AhDQLTfgobD91BAEuHX/R/cU0CajfSqC744QI5MDjuZdVVANuHABCfn9D89J5RJIUVVQFxGtp7kfEZAovAoGdqZTEAwCYIZMBNBQP29vIeZcVFAYGTrwKO0OEABOiynbIQ0QAORC9xxR1ZAvlDdcpVZR0A0X9Hvsfs6QMMyKLtaLTdAvdcb4bGXVkAkMyooTadWQCarlUTWzjlAuyjAwkt5MkBgjutERj8+QJQrC4igzAJAuyOTJtUtSECqtYuyZPlRQJGa/wLMJ1NAvQ26O7xmPEDyFZJQbb06QDNoJHx5JTRA9ENgNiUYVEBnjtvCKblPQBhy9JigVVFA8+eC/qLaNUCfmOvTGjlHQJj4uBqO/lNAQ5byjfU3O0AVGmCGoo9YQPHs2xZckEVA067jXyK2R0AWtlpl8/E/QF+KSMyLY05AhPpvCaRmTkD+x4n3RLEVQEHxq6Tu01FAb+xztmhXKUCcn5hkrlZFQGwCesxdGkpALyM6+pcyVEC3Q6QVgx4oQLTcvMdOsTRA1AIr0PCAV0ASMGb0gZJGQCp4mrpQM1ZAdEeveX+EP0CXXtCXRPBSQIHRUHPQjx9A/g+lnrifPUDG+wYc3sglQJQNSGuXr1BAluRyXRpbWECD2Rg3Ut5WQAA00AOoUZw/xQZ72AGEWEAW6mYTcqlUQO8dL/TapVVAyj7UCY2ROEDGj6NDAn9VQIun8YkO4DRAVnYyiUzCMUC19OCmqNdLQOfILUy53kxA7/gf/nF+VUBYZDivzUdCQJsMCXAgfklAJGLK92QgNECmzn7e7dVQQG6VU1WwnUpAymcNbuhJVECG+99n1A9SQEd9zuW5LzNAMi383/MEV0AGOcz803M+QPwEiX47FkdAg2EgfGjeREAzBa2o+dsvQN2gnbX2FkFAoHDCAm/BTkCDeiEK+jMHQH7iami1DVBAA4GE47aFVEBRJCdfxZRXQA13OE/KUFVA1prjURNAUECgvLBprV8tQBHHYlWuiEpAmsaOHeSMNUA4sOZc4WgUQK3/1d9ss0lAyDCBIoQNRUCriDG5hJpBQHQTGOuUOFBAipR+mxnVT0A/ITyoM6ggQFMWMYNrqFZAwN+sizv3RECwiCWAze9RQBX5WN4x/kFAyd4KD3OTL0C0SZOVP+VXQNyDEQJdQ1NAELGxCw6yPEBK1oXnc180QDxw1EkbDx9A+nKoIa7yR0CJyFcXzxxPQMSNdI07AClA63XByz7DNUCqvsxmTU1UQBIoHelMrxtAFLCZfdEhJkAE7PqXC/pWQAbhUUgrMlRAV2aXzqtGP0ChvgEPVUFGQLTVb7Kh4DBA5uIQnX8gVkA2kc38pgZQQEKj3Aa/slZAL4Jku64oQEDbSG6yGKRWQCDAasih8EBAeePuTuylPkDLV4n2UbpRQAb0sMFxmVhAomgjthysQEDYfBrrk+VSQNo6yORgcBBAsIN9MpaiQEAsnOp6LmlVQJVjH4O/dCxANAMRE/ksTEBjD1r2nqZTQAmxZiTRaCZAaQcri3DsR0Co779BZqFHQHYJhV9iSihASBRu+0+xS0AcZk0gyMFKQL00/HZClkpAPJNnWiySU0CO6EJS0co9QMIeXOBD4khA/XoNvBHfVECP2D3hwMg/QBBQ6z/8LTtAEJbZeA4AQ0DuaYLA27hQQOGe+q62UDhAXvtVj2toWED1R37JiitKQCsoYdXlckhAKkcPd4BEVUCwPY24Wt5QQLrA5zyiSUJAYzklGZG4VkCqEayl4wJWQFxJvJzz3VBAD6sw5QkdSED8Hu7yxflEQL0+1hRewz1AB4Vs48zIVkA69Mlk8KJKQObZ60FOB1BAg69d78FfQEAFNv02r51VQEBtSDDu2zBAn/kjbOTtVkCpUm1CsLBRQEs/S0udaE5AjKr/jCzrQkDhFqlwFQU+QOrdbw04b1ZANyK2Oo+zU0BwXiwVrtJEQDvx7Sxcr1RAxW0yDcneQ0AczX59nQ3wP+67W7JCuEtA6y6oDqxSVkBMT2gLBnUZQALMSZXzClJAHI0mZxMHV0DMx+MdjThNQCJmvE8cSAtAC7NCyBx2SEBXXf5BY7k2QAk4KW1JcztAfF/0W6HBSUBsVMrGKvpAQLdkPZPlFVBAz/i5HIkhKkD1YjYcakVNQDvUP0sOIEFAYjKNBZbtQECwUCrmvBD3P8Ra1KTvRSNACkf6k7HIUkBBbJOFaDZAQEdqkvDmxQRAlHmEd0WSQ0B2E/gsFvgkQED9bLSK81NA9+AxxVVAKECjcLvZCwZMQEcVyABTfjtAxMwgn2zWM0A2MulMzwwCQG1fAhxe7lhAI5ONA+DzUEB0H93B5PUhQFmvi9lWOURA/T3pKb+FWED1rgq5tCghQL2NGp4ftElAPcQLCeEIS0DJBi3rLqlKQJxXPDl5clJArSkMRkx3Q0AIr0a+kd1NQO9UjC6vFDFA+6W3KqmKSkDv43TRAgcyQFMcZnJZAUhALqHz5MFxQEDCYwdQPdpVQIUQIWR9aiJAt+f/6O8XOEC6sfHVzOQ7QB4O795UUEpAX6+Mx2juO0BJ64A4XtdVQFv2l3Avr01AoD8rRqzdTUCLqY0J9tVGQNSnl6eja1NAyXRJ7MbZSECBtzvwJIhJQHP/IN5xsExAg+o5v3jwSECIgbUsr287QMUySfNAyUtAgC5+0Z+m/z+BdN/D/KhVQCKSOpDPGyxAEby6Ozf5SkBT80QzzVdPQNijShv1kypAuyyirvAdI0Aa24NKUOdAQEL7v+gIgE5AV08lIJx1SUDG3FVhRso1QKs/Ojc7QjhAn6MPBhvAS0C8MFlbYVVDQKs4I7IbOS5ADm/YldJXJ0DE6SoePXdBQEtCkIROOy5AfvovjiuURUAAKMDiC1VVQMBSz0Y1HE9A4Vc3feV/UkB0knX167NQQEOSyi/eTkZAsGOjmUPPSECDEeWeS6RCQFO5W7pNy0xAfqyZuzXYTkDPUAFQJTI1QNzM4wvTBkhAA4lRclXyUUAEG+ih/tdHQN55G94RuT1A5GigLbi3UEDIyCCXUWE8QNK2s0O63UxA1gnwtxLMUUAIgSxcNMJYQAqQSwPirU9AMDeC/aubQ0Br4Yere9JAQI6gDz9RYvU/0Jdfue9MWEAifeITi5JRQBhrqK/WHUBAVGd/PA5VUEBV+WiZ6EBFQKhvunxGn9Y/ObhqEefzN0DSM0AY7VILQLWWF1mQEDBAk4ahUKj/RkA6ozYPL2orQNlxzqWm4UFAYz+UfMA1U0D4OMMLqGRDQPz1OkOE7lZAQaL1l2klS0DMIXBAPoxYQMBfO4Gdh05AU7FPN2t9VkAULqm7HF5XQFlMUCh5Ok9AYSDgs+LgT0DJg3ID9JUmQKRGJ2SYyVNAf9R4j8FXVUB5DZzcOyFSQBvtNAfzGDtAcEe0JxbTQUCMrR++1sQ0QKrXRmr10lJAKdmYzcbNL0BPk1Jsj7VSQJEpftkrWzZAxcyrjRmtOUAONM9H289HQH6/BAghL1RA01ZluxUnR0AOfenaW9RWQOw6AvS92C5A/w/aAC3FRUCCKg5qa/s1QJD2jsiNx/I/HSx93hclQEBU7BMV/vY3QDfHoPtxpExAgenDTW8KHkDdluLdtV1IQH/m9J+Ra1VAmH0pDPzpUEBec69MURwwQNS9kIdseeA/cGdgJpuOQEDDuOLQBB9QQBaY6wN9yjhAtMB3eDHNQUBGOTfXCjJYQHX/tfqOeiFAQggKrAwQSUAl5yY6hkNBQDgn+sCks1dAKZas+gwyUkAloZymFXRXQK+jo4mF5E1ASRtYfR1RV0CgNvBZaj1FQMjdhIXoI0tAHNPirUlxRUDgtGLrwKosQK5N+JqksjpApCDoMKtnVUB1vMc7UddCQDOEpjRZfVBAJc6dt2jvPUDrFZUM8XQrQM9uqSb8wi9A+GxtNDqFR0DbvWcChytAQOncO18YCTxAFQtkodbYIUAv6YgN4xpKQEAITzin+EdA7/EAlDjZN0ArhGYplaxIQGicNGZWnlJAttRpj3lxHUCmmfjZgW9UQKYRxb9HOVRAsn1H/B2dQEA9qrxctotXQNpSfiCzJzlA7HNicvrsH0CXdXI6n7lVQHDKBWXbrVRAQGKrMeLKUUBCs9fwml1LQAxquaOcxT5AJ4AGVsalVkCkWB1OOWlPQIi0xRDNQERA1Qw7kY9GRUC8LhsxcssyQB6mhrpvC1hAs0j2kBweUUBat/AMNUNOQGlTGAmEMEFAsibbJmjxSEDqZUdozM8NQD/EY+w5qVRAOuY47jIcVEC0vbG+CglUQFk3ZcirERtAdPfa272HUEC/9Y6H8HZJQATCHDdPZ+Y/GCBB8JybUUDGViC9yStGQJFtIDJVx1ZA+LqL9qWKVUCgDRN5j/kxQL2YmcIs7k5A/ulwCYpiBUBy47ylHhVGQFbnuFVF6SpAZXnbt2x2QkAFD8Oe+ERFQCA7TJlpLk1AtF73lirN8T9So/kjtXhWQJ0s10L/JTdAumIaUjqkPUAl73uZwA1XQJs2KPq/z1JAJ57+UUDLUED1NmuebWRUQK0/c3UpgkVA0s1S0044TkBBN+B3iwJTQCV1iPyo5y5AhkhQ43p2VUDW+LL2gNdAQPJZphTEllVAbqIotGeYIkAWFAf6XOA4QIIKwIWn3VBAaNTdg65rVUA6ehf+n7g2QPN+OaZ06VJAC6P0BujSUEAr1aZ0VsYMQDLScOhFxUpAi9tl4hkqUkCicPKUUtw5QIDFA9YRHERAapNFk5t/SkDKPNFf48w/QBB4nA7p9lhAJ5Lm6iG5VUB08/LvDulRQGAiMc5SVjRAPpLeso72OkC+JEmoNNoMQOBP3hJvYShAOnCJB9IkVkBdXsulJBBRQIzjOTQdnD1AcpAOkaudV0CqIdKYXv9QQGKAkS4PiRdAY3Lh3JrKUUBq09Cu6i9CQNoRK6ClUkNABunUyQWpQED7nEC3NYhQQAPagVu3LkFA7kmbdLx0VkCigIyJ+EY3QLGuRlRQpwxAmfJhEadKKUCCsx4WxY1NQKWfB4Zk51dAibWYzXymUEC4xdrBZN1RQGydSTzUuVJAU16ZiSyuRkCEVFCT9XAXQKXno6/9qTJAiknfxbEHQ0CmvU/Zm6w0QHQuKeboXChAIs8KSK97QkCguc1767P8P83sYV59IAVA+sw5gvl+VUBTHVUb4AVIQNJeDZu1yilAYrF+TOnDCUAEzf6QvR5NQEu8VGqPelFAWxNjcq2xUUBDeO8OzTBTQDLyh8v5FxdAq18OuVqfVUCsVpqCtWdVQA8Swmsv9ChA5uT9q1DtSUBwqwLbI6E9QM00ah+9A1ZAbL8WztwFRECPvGZCRKlTQJ6oJOKXfTZA3yAjd9y+QUD5MKeNFuVUQJ06H3z+YFJA3BhWXmC3MEA+w1YsvwtNQImllNWGYzJA9Iw/rVZ8V0CeVE+TB6pUQEO7n6J6ICRArBLO17mgOkDKm/qrXddEQPdSoA51809A3ImLc7f3H0BjFaE7aZxHQDLxDrNXREZAAMbxX3tT2T/pP1GvEy9UQBAGtlC4kDFAFGO4HarWUkCRyEzBid5BQMEXXBhZFT1APwWe2tdUTUA0rCZuFuf0P5HC9RURx1JAcYSyN7TCQUDJ4pMqsIBTQIzHsQwkkDFA6HA/tV+kVEDKDAQdwkxLQGBEmI4OlUZAwtVGNVjfEUBWtIfzYZFMQEciCia9eTJA/irVjgV+SkCMlGikU0dFQF3h1eG2J0JARbBbtvWuR0CrGhVNyf5UQI5aLck86lNAsRYBSbZ5J0BVsk0m3oZQQOlUo9pZghJAgPQbXx6nVEBDASH+dTpRQFZs2nJlSCRAkzFoLJnLVUC+DO6ugq5GQE5+aBfQDkRAKgKk0XFBNkDU5v2bv847QOXxs04At0hArE7UERbXREAnr3MHPyo4QE0pJTkD0lZAONQnKyixSED6f5yQQvRQQNi952p8Q1JAwY7vpZQEPkDZf6ToXr5RQLq2STIbRSNAeMw9ScTqVkBUhlrbrR4wQNGjEpiWEDRAVMPVZb6jUkAbmGylQq09QBb4fcV611NA4gPhWYZpVECywwxBCEBAQCDaPGLQCFFA641j494ZU0CynRpOwxRXQKCbeb6tOT5ACZgd8o5gTEDWrIs07MYkQHCQM2VCLlZAzsxTn2tgEkCsdlxEaVpJQAyoeQ6cckBA4bTou0rLOECnwpaFKk5VQFRMO9skxVFAL6L0Rch5Q0ApbW3o1sBJQHO7OwyQBEhAugKyEgQ8QEDd30D/eJlTQCbEOB6DyFVA6kpn4acsKUAkTrmA6HY/QJpw+kVQGEBA29MASkvMV0BGM44x9WE+QBY+Nq0WSUxAbbEDgnhYV0Auz0BUsbdIQEVwyUXqwVNAdT3Uo/8PWECc50JOfeRTQBqbD2oiaU5AY3mU7PxEL0D+ZEyiGW8kQCqznz4l3EVAKptFp6BC8D/BRLSAsslBQJKpkZ2xLVhAF23KvTQ9VEBmRYIMg0VSQFt5WkzRlEpATnGQieBqMkDdg80D09hUQAEyZEadgk1Agk+zdXSZUEDRz8w95qxAQGQPkzu3Xec/W2izn6vxVEAbJ1/Oj91HQFk315hM+kZAt8U0fMqIWEAfsNtOqshVQKZdolYOIkZAL91whn8yUUB6WEQwJWwsQGP3+fOpQlBAgJJ1d2O+REBwcFMs78VQQDii/N0C49Q/3L+b9opMU0ArzZWtb3xLQNZujbivLPs/5gJRJPGsSkDVoq2s/nZPQBUBEordb1JA5jz6onPDMEA0A7FH70goQCcjgGwAGElA/uNCSc31QEDQygsjVM1PQANGq+RujkhAZt2t8vc7R0DkmUVTbfAnQMrhjyTWmEJA5WUJq+6fRkAyKGfnSRwUQGsXqudj6VFAtd3cDVfsTkD+6BbZTyUqQBhO9fLbhDhAZ1dz7kAAQUCVhxdjZGZOQIvTQeIPlDRAS12lrIKGNEBfz9WJsMJAQHUbtf2T0lhAGSC5nmqiU0CFNHuuyElVQB/1UZWTO1VA1mrExC7QUUA2hHvR7xsxQByUUt7CC0pA5fzoNMpAUkAezvdFJk1YQHn0G+FX8UpAf/s40oyTUUC9ZCQFoHNAQMJ8/PuOlU5AKWEK+AlkWEAEJWgAPfRAQJAs8I8ltlBAS258ay2RR0ASgY9KP4xBQLwWphfOWDpAFLjsdk4KKkBBIjoZQc1DQCKJ9t9DfCFA4boALHgcVkCQ07uUygIgQBSkRl2ApTZAQSYVnMA9WECEPEzknJZFQO9WLjZwrFFAIUGFSsF0VkDPkpX0wHM9QJ7Ge/mpfi5ALC15yzrlRUB9K12eo1FDQKWlDQ4C+1JARJWJ98baVEClbIoiot5GQFuGbDu7NVFApwkUK4w/LUD+z7h3ueY9QA3TlcUxak9A22XJZKmaVUB/aYpQ/VpLQKe4y5ZfBkNAVcMQT5UiUkAiC4gAjNRDQJ63T4DS+FRA9KtZ7oi/TkDGAC8GnccuQCjQt1TxXEhA/pwF9H4YGEBkrRjX3K4yQNqr5eBTqjtABjW9Ket6TEDi+J/8LFBNQOHbUjRd4VJA1pIDqlqeU0CNGtUybN8pQJaHao8vazRAM5TDcBE5TUAfVMspaMYIQMsT36wrQUtAP/6ol0YtSkDa0N4HoEEeQGGh0YZJlzdA17UR8dhNWEA7pBRAy8FVQDcLui2PYUJAsA9WfsetI0Cov7ocAWU/QLD4BNHXzFJA+LDAoLabVEDoiYrG/eVMQFQiuZUmQldArpdAhjM5VkBqEKTv7NJLQED/2OyHGVBA/ptMQeiQVUALArdE+MlVQNwfgVI/+VdAl2dIAmYWVEDMlpAPG8NBQKjPoYx/H/o/5UWqlVH6P0CHEnUODUNRQLR3m/Up4UxA6dSdWVQKUkC7anw+wR1RQJZ0ymt0uFhApBoTtEQQUUClk4Rwg6tQQI5z9ulTKVRA4DawlaT5UkDEURzs0ChAQCFlYjkQaT1A42mHHBDRQEBWKuxj9+AgQLxDVxGBBDtAw1J1uY/xSkAQYO2QQaxFQJ++FZYEn1FAgx8SrYL3SkD07PPzgHT5P/pyMUTEPlRAzAs6Lnc4WEDQp07XwSpJQKrDP9sJ9VFA9sg8G/Y4VUCPzJ1oF6w6QNQXAjzqaUZAmtsB0OxzQkB2xOMbU7lSQNKEKAN7vU9Ao6f1V+vxREBWxhKmOj9BQPSI7g2XjSJALjiHqzkOL0B5skv7JfM4QCwiWR4dsVJAbf9pT9SvUkDWtk1oBc9SQGDOIOY2wjBAvXjurMsvL0AbotuM3L5DQMR4u9cFpjdAju/TwkVeWEDiHSGlPOsgQD3n84lK40tA/rZQ10xPO0DIjpeaKwktQLsyebuc8VFAtPPZOq54Q0AAnexlVQRNQM3O33LR1kdA0b/tMqRtQkDiuPBKODdRQCou6w4EzkpAjCHvTIuHVUDIdzzuY5YRQInUKR3j2ztAUsYpXvTHPUAg4EiLHjhOQPB3+K2X0U9AVVTatNLgTEDfqICn8dQ5QJ5v5upWeDdAta1bVXG6D0CbyXR0xYZUQIvHas5+NFVAvAzn428iWEBQXq8O9cw0QFM7xSCUvAdAocdBlI/oUECc0MLXwgRJQPWPFtE3fkBA6FOQUx6LE0DPgjNK+FYuQNa4S3tfPDpAHW6/dswOTEBIjeb8R5dEQGI/vPa8RUNAioRdSxzsREBAJGeHEq5BQJTdxnsFrlRA+owZtF8NV0CQ+0KLlWUWQHqkO4wFS1dALJ66xHRqU0CQ1TdlgPoYQJ/WBh1wZ01AMcgt0ZMVRkCB+gmpGp9QQNA6Fk8FxkdAKix+914gSkBZdx9sllUcQDJEbTjFeT9ArJB9aX5MRUCq3dg1wxcpQEQn3+tfg0BAD4wglzJ3SUCv2chrfPNPQMks2NgQ5D9AR83iPqfYVkBkV5/TdmBEQGHcPCWvHiZAVHe727u1VUDI2X9BUTYpQGP4mTZJOVNAvPaI+gwVP0CmAzrpyzVSQLpZlRupiVZAdjJihBeeI0DgBvXQCZlPQAFUnLemvAFA2NaRCPju6j9gt8NzGz5DQFr5HBBNykRAQkdn5yd7REDTVzViPIJQQM7mK4wVY1NAhZuXF9SuUkCOKEjPj8tQQN07Y3ssZ1BAeNKZW7wgRkAlr1d75F9WQPDgwbej2TdABVhNwpjTTEBI4RtYJZ1UQNtSm/F7R0BAe3vYzbIyNUCgGm6OV98xQEBc3SbcODZAWg9LfcTXNUA/L9ltBitPQN4CzLTZBVVAz1n0PVvWMkBk2RaiAhlBQLnJUp2uK0ZAH1WLm8atUUAH62npjMZWQL3x3AsQa0pAnutVK8StU0AkKTKj+QZDQL44BNLOE1FAfojR0A4wJEDo1WzQbsBJQL1w7ZHehkFAsOFurH1XV0BuCo2szRtVQGgYimrqJkFA/qGk3XIgS0D4WUFlVsZYQKnLlUXsTlJAPqPZHZURQUDyLepU869OQN2GUAZKG1hAZF38e8ifTUAp4ZH6ynpUQOtL/eEZelRADX6tzwngT0BGoojKHNNWQKxlZ8oqUVNAluBBOoYXNUAC06GTrqNSQDB7914UpDxAhhdRQCfMV0AwuLTXYfJQQJ9WoDBGqDpASah4iCdjVUCGl8gv75YxQJ8QXbA9U1JALMZ8S5T6O0B0WXELcyBJQLYL89W8a09AkCS1eghJQ0DVJ/zg/QlEQFNNHWxyf1FA0/m2RiyCR0Cc9LRZvWhQQM6oNwxxW09AbHjNCwKpV0DsH0YUze0hQDFzTDuqkxNAY0V9SiLhVUCPmZMduB1YQKalVhZITRRAJQIHxy0tT0BO1zjy+xxPQF/nVGn8xFJAJR7BCO8jU0BdbCLRLnZNQN9YIXLDh1JAv3nzOhWOVkDEHOCIgIwsQMRegFYiZjpAbNEfBBb2TkDMAZL0ZaJCQCY8dzEq9FRAhqlnTdzHO0Au0y+GOqQjQFYWxTjt8zxAPgSggO2VUEBXfH4qYqlEQKFdNTYjpkdA+QZehjN0KEAlfihQGf1QQHM9iorHfUhApCGa/VtAVkDHsyIzMrxCQAYDOjoa801ALa09tcDPMUDUDLzJDLJNQO1bke/pxEtAgj/HnBxZR0A2KSGzUbdFQE4LO8MNaiFA1c789exuRUBEuBwgeXBQQLs3BEvnkSxAMrVhxZtPPkC0pl/eZ+/5P0ye1MFHZSJAyS/4eOKGMkAx7Bs+Zl5BQH7dzYM00TFA/+gEXWuoREDn5LptSdBDQK1SaV83oSdAN5TpKN0kTUBo174m+eZQQIniXUmvUTdAO9oXrVTaMEAkwNtisedWQEijxHKgNUVA6hgETlHGVUAGO6QjnlExQBDKNvYvdFZAdwaU5G/bCEDsrgj8n0dFQKXHm2DTD1VAPDFeM0ecH0Biyiw8BFpWQK2CkzRz0ElAxx6cRNGKU0Dev5jA9Y4mQGqfdH66cyJA9KrQN4U/QEDhVJKswDxSQKxTYBQxiDFAUH2db5PIDkCSRs8nnZ9GQPSSkeHYKVNAJnevcY2SMUAMXyGOgB1GQDIUAtRh+BxANS7FktvFWEBB5/Ai5atLQIGMz6FegEZA3vmioVJdVEBmjb7M+yFWQGp4+7+NolJAFIaaa00FSkA2+EHnHmBTQAI+9IBYJUpABF5ORs3UVkA+gHuO7OlVQGGJxahEOVJAL0WgGDioVkB72ObFonMnQAu1Ag3CwEBAEoS9HsRTV0DZFVc/n6pTQMfWBokUKFJAfGHlzkPdRUANS2rvQiVSQKC95eabXlRAEjsngfMNVEA+Nxo9DqdMQHjg3iD1TC9Ak/1zYSnIRkCUI9ld1HE+QGgS34vKFVRAxFtDrdE3VEBuqgR+9ERXQB4d22EDTVJAwXnRc3llT0BiNMz5PkY7QIsJl3YHLUJAr3jhVSq/QUBkFP0rjUs1QLysVnVDXlFA0ueFOsZWUECLiZoQM6cVQPKbBRvl1ElAjHESWtEAUEAACUkF+klWQCJtrXwBYENA7XwFiNBfUUBekcCiXY80QPScG9CVySBAk8gU1lQnVEACWoFE7lJOQBTPMVu6nDhAKRGxK+9HU0CNr2OWFvFUQOpvoGEYJ1NAwXUGRQ2URED9r/m7fTUoQFY5uQ3VfSlA+pfEOTJOH0DF/dtyQyxVQBTP90JA/QxACtqlNznVMkBZ9nJvlc4lQJlVqDT3q0VAZ7wrz0b4VkCNNUiX6ttXQKAYjl9X5yhAVUrhFnr8M0CzDJkkrxYtQOMVUWaYaE5A7KI/wU5aTUD2UjEnmPdVQJIrqDaVCVdAiRCSHhlJUUAjfaefjqFQQKagv5gWYFRAnNAtBWsRSECDaFDIIqxHQB8gSZKxH1VA/u8dbEuGUEC0yVcGeGIcQJOjGU3lLzBAl4wdhdusVkC4j+mbJW46QP814CVKfkNAhAW1sZBORUC1uAQ8U7U6QOUbwtGZ+U1AaJGaPyxwR0AE1BQkM6tIQCQF9KOFqlZAFe66ATQdTEAS9XmfBU0uQILgYrujW1hA5liqE2caR0Bi9PmuNpFJQFVD/RrNZldAoxNlQ3RCB0AFyuPnBTBKQOj/9BgqRVBA5n2neyt+VEBFXdbu6aBRQP2gVos3llFAULOK3XIuSUBKPpig571QQAPHSs7rp0xAzNjK5RRQA0DyT/1hlGJNQJ0fTkL7U1JAxeQiYKXLNkCO9ai/ZhRPQNdJAtyfgEhAdoODOIF9R0CjODG/p9w2QHbGSYMOwCBA03Zng/vlQEAtMvB0M05YQKKoCXj2GzBAMn+BWk1MVkCnrx4W63FJQCbcehvZU1NA42M1jY31O0AXBXcozkVVQBBbieg8ljxAhhNndAOfN0CNyzgep01KQLR6Rzqb4FZA8+5stqBLVkBZDIMto1tRQK8LXdq5BDpA0AWPfvTnTUDRvuyoydBIQJBEnadr/VNAqEYhp1SbTUAhGcWSdpNTQByMwgOer1hAKArPG83LV0BA0I3T1cJQQDOeAsVzt1ZAD6wyn84QWECvdSrnxK1QQP/oYcD08U1AlQ2ALXpAKECa2BZMXBVKQHuLeivH9DpA2N+RUfKYEkCkfd/4IupPQHJafYRvb0lAm6+E1TX2TEAKbMCchgtKQKV5bWSxij9AMVseokmBPkACtD09aKxRQGynROVemy9AqFUO4wSND0BSBw45fwJYQAuCkgpK5lJA+E3uMKPdTUDMpQ0hBXpHQLNQ+r+GVlFAUx8j88szTkC77jPESHU8QGHElQNaYldAIU3q8E9cIEAph9KcpkNHQHp+YrlJIFZATTnzPycwPkAFy26g1uFXQB0Mlq8vuTBAtREo9aJdK0Cn08kt/bZWQGHSMTW46kNAji+jq9y+SUA/c0mPKElRQOC6UagXYVdAAYYO2R+BS0CeFRqfxglYQNPXBNaLh1BAE2IRyXW7MUDGOd20NDI1QEug4TvOJlNA9HXzr9auQkAUtKYmsVFFQM8ivfoNQVRA2mHEjdcEVEBoThOXI0VOQFCaK866LQVAybusswSxQUBydCIquuAkQPrcQSml11ZAS8NMH1DrWEB+8AiiB0dUQDc60FMLPSRAxrGn8yyF8j8pKZzE++5BQGADCiD09UtAjafGmSJIQ0CItrXx7fZOQP6m8sYIxVFA/3pOizBAWEDi5pyqZJg5QCi8AV7E7EVAILRikNElVkBhzS38YDVQQFVWAnrEWExARf1I4t+uUEBtAGMhV1VQQNsBY83EE1ZAEshj/316OUBmTFfy2KI7QNZwUCvbeUpAt+LTQJhzRkAJMzYEH0M5QPcYzBe/LVZA4kJAkyDBR0AWM94U5hk8QAPkZeaufE1ASASJwk3tV0CD7UvTGnErQNncxVsm/kJAzrUfOAyEVUAaLE2rvplTQIbu6ND1K1ZAwO1i154NLUDxal1B2BdFQPzes6v5IFdANXOhfZaiTEBSg960dgwSQCCx6pu1Wh9Ag+8Fsi+3V0BHPwJwPytBQJuJefq/CkVASMgBO5xwSEBb1w43RzFUQNDr3JM4EE5ALf0f65wJV0Dfzbanm+BIQLOVgj5zFTdAQ+ZQ1pWfVEAlVlZo5R1WQLDlXPyiY1hAzEEeuTiqTEDctXcJBfMqQKc0LnolSSZAyAX4AD9pE0AWBZjTIGM0QPv4Oiz+K09AmuU8pV8RS0BDvGGSNCJXQEztVrE+gzhAsr98DTcqUkAq5ufDTR5KQPt2pNjU9iFA5WZO3kFJMUDTEDbX558sQMKFbEILQTBAJhhhkgbcSEAggLzwNvk6QKWNaqK4fk1ASXdw/8y4IkBY0YBJlb9VQAkyD21DRg5AmPCvEmwDVkCySexFVVNMQGaM6dyRv1FAF0gp7vmlVEBWhl4dIrVRQIYEvciflk5AXxLP65oTJUBwTZ5iEH5DQFjkCfPo6lJAa1BGg6wwC0Ce00LZUfA5QDpHFPF5ak1A8jHMpL/QIUBJh0SDk/dVQF1zTy4DQE1AgNdbqaKuRkAkbHT1vXAzQLp96CCfy1VAngJY8gaPRUB+v7uC0pEfQHiTU8SiYkxA4z5NEo0TSUAqMteo3iVXQB436mkbJFNAhPpR+ZziUkCRdeKUc5NTQEBIPCV+O1RAJCF5+5TYQ0AOfwmVUWFGQB0pmQ5u71dAN1HL5y3NT0CuiswhBYdBQNq7+frP2EhAAE/6PRdCpT+FD41ooA1SQMIDuzYnMS1A0wWS0POKQ0AkXD71aztYQCSLzXszMlFAOd9xUJvsVUDob2Ih2ddXQB250TX58VRAitnPQYT2WEDOMVQmhMRRQDjxzP0mPldAdxtMCiUeQEBgBhZeXAlEQPMRTHO6y1ZAmlql9hoJG0Dnza6dqwZMQJML4Z4pvURAklnkT8/UIkBmzl03XNgPQKEwP8KGMFdAIulcb5ChNkA+ac/I++pSQAiWtlgHFlBAaIX16/2zRkCgNHrJoV9TQLVLNpQZxEJAzJ177AneREA9Wc918JlTQPdYYgUkhkJA7uKBUx6ST0DlNa/KeaRQQN32JXzsJUhAfbINM+uQOUAEMeYfo09XQHSAYzYihUBA9lmzOas8VkAIGg6ZwTgbQDDFWv+qljBAbFkbNbbCSEBzXj9scAtAQPDfTq9tezFA5Hy/fkVUVEDt3DFFo0UiQPfhxMmlglJAL+kGAbfzRkDCXYA7gq4yQNx2GC9/z0ZAHM/RRi8uQkDZHxmQK/9WQMS8jCZp8TdAxKRq9+4vQEBoP1B8fNdQQP5PhNBdn05A+BgIESCORkCpLw6nCBZYQOR7hbUCqDtANA7xsR1ZV0Dswk1VZhxPQLVBb3GhcEZAtBFDDXunSUD1sdNud8REQGQbcL+k3yBAagXs0e/BMEDYPAXphVtNQOLrWjtkllFAtd74TG97E0DxTyIFc4tOQCXBzKgnQ1dAn3ZburEhVUB/rqgYFxRYQAnUnA9KOSJAbMP1ZtqGFEAULHWPZWtCQC3FlMgXZDxAvqhDBnR6SEBcUqJvSQNJQPIsBo0Jq1BAFCpwKdvfLkACmE+5u2lPQC1O/+SBmxRAsF743PPxTkApWCu+Or5RQLZTRP7y+05ACtf/BGf0QkCAlb0oCvdSQAb+edT+4/8/N4G0TK2bWECekaFPgJokQCCIB5q5+1FAwzL4NyjrV0B699aKxeNXQBEb7qkQEVZAk68H+DoESEBWtbSZFoJAQN56X5CpgCVA2En6i5z9V0C6AmQXUuBAQJHK12liVU5AGZRY03ZxMkD4Kp307f8sQFwkqYgUXU1AClMJbBK/MEAx7jyh2MtQQIWsQi6VZVRA4Tys/mA3QECPMNQWm9ZVQLN+/+UFjkhAuLhvqR2rUEC+Zw3vGPBVQHcXRbYLcFdABRpVCq0sWEAtVmgkqyJXQCqpEvLPeUxA9zPV15QeU0DcZ6LbSO09QD9yCQk3zFBAOvqYRrMkT0Cpn4XtXOJIQFot78eTFUdArhyob0BjQkBid3gFycw5QDTgx+waC1dAcEpmPwlxOkCvqexubM45QDc3V24oOzJAWhQb9QHfUED/FeYZdzFRQOIfirWpOEpAnsBmHU3wUUAeoVAuhfZVQBmHCnTLJlRAXm+ruQ9FQUCER3huev9KQGG9/PuaNVRAnMX9b51bPUBmHOa3qNVVQO2uRftPhVVAowY7wctWS0Dc/X1p1qVTQMy1FPYXS/A/XEBEZVYoIkBge5KriNxUQMTHLStsNEZAqSfQ6yDVM0AB/iX0eXFRQHWLZ8gxeFJANQiAxrT7VkBsO3yCoNc3QKNfK2+DAFNAIHTVAQ3mR0B+oYrUw6QjQNKbwYsxOiNASmzPfXwNVkBDPdg9HylUQDsWYYXNb0pAlG8QNJ+rUUCPBuKWOHZNQMMcHLr9XkZA0sEAfZH4T0CASwusoZUIQOAPq5J0mBxArzHGKeMqB0C1KupU6tdDQGkkxSUX4k9AHXdBFJfPOEB1wc1j8XtCQKey6srOfENAN9qz5OuoQkAV4Md3bkwrQFBT7jrSXEhArf/L2MKQUUDIy/GBJkZXQEC+MMV+rUNAgm2JRE4bOUDl15KpSy8sQNniXktcdVZA5I/bXI9LPUAl32NFlspBQGF4dL7ub01Aur8Rx/L5VUA9nnxjf41OQDLIRTA6+SxAGPgBBohiWECrUqtqSNFYQGqW8Io7f1ZAglfABhdpT0D4y89QVwZKQM5Ws4nNSFFAO1IRkaHIQUAvBjsCWzZXQH7YScMStVhAe1VnsJ7SUkBY7tAipRAQQKeyXWUF0zZAURxNZSxxREDupkyiz3dRQL2A+EXwqU1Ark5/f0MOV0D+upZVAtNPQJ5wBzmzVUxAjASLy8MSTUCgoah6ji5CQHR3bpe2DEFAEqkYVCmgVkBtXo1hkDVVQLjtzu/ipClAFzhABJKiVEBFgRg2gPMzQITmbJAnE1BAwIw6rLLVMED+gt3FnSNTQNTcPdNL6kxAK3HH/lQVOUBs1oX7k4pKQO6TOHsXVlRAOvYX5j3cKECcQRYci4dVQOhtYSwvbxRAgHd7y64rTUDtWHGGWcVHQMwo/KPhVD5A7QUhEEw3QkB7zIw654BUQFQMVe4jMFdAMZoRXpnGUkAP7k65VxREQD0qFRLLJ0hAX0M25PhUSUDxvn2hwFUmQD882qsMkRBAkPB9jZDz7D/Q3S4cPMFQQAY8kud8DFNAw8usewqjUkALZNMZqt9UQIjoKwjfFkFA+4UW5/B9M0CR9BkRRokbQNYWXfx4H1BAjkCILj9+PEC/ur51Z1ZHQDgUkpzzdFZA1f/3g9SJMUDQ7fuuxX1NQPXBLOEU/iRAGUIkJXTHU0BB3BHOyL9MQBxQsjr1olhAL6RjY4EcS0D0wu23rg8lQMBJdT3GfCtAsB/FmT6jREBQ1JWmdRpQQJopixQ8EDpAeshpqQ9DU0BE6rrWvC1AQAlO+HSnWlhAJITVc/HBR0CyHCyPPy0TQELk9XsEHVBAjrxQdvEeUEAxuziusntXQA33z3CRkFFABjAdBH/DVkBb+VEMcHJBQEzwiII/HURAs2XzOTCmVUA9cJz4Bk85QHpGxFqKTlhA6NYWKXFXRUBHbQLOvPpKQAj7Ba5iF0hAUsfh6GatVkCCzkmvQE9UQEzVwn2u2UJAsISQQntCVEAgKln2jw5FQKj1jLXP9j9AXazhox6oU0DiICri+aVFQBMbOAvFXEZAsmIg3pQbQ0A5eSO72UdRQJhBwVohVBpA6oyLpPB38z+7D7juCJZWQHtjaBtj9VJAp2zLu5BKVkDrewKDm2cmQNCJXqbOYzBAtDLJQ6ahRkCVOogaCExXQNE0uz9r3VVAcTF0RlDFRUB72M1LNq48QI2pDmxjDjRAUVqKEr9WSkB9DM+8DSIuQGJeOC5rRBJATv4OSqfTHkAOUA0C9jBPQFsCIL8RQFJA3NjXwuuA4T9oA+xSAoAJQADh61TAckFACQXSgpBKS0BAiraBdno+QEqvFO0J/kxAD4RGcVY9WEDLFx6S8Jg1QMVux20+5EFAtJs3urt3GUBCmySUyp1RQC9BwcbZiiBAXcpkB2s2R0BZFY50x7tYQOkgAgQ5tEVACEBHBNrvRUBkh7jhKeFMQHyxdOhq9lJAEa8HmLF0T0Bn0J8CWq5SQH1uC4+dY0tAc8b8BtT6SEAULifGlUpEQJPWQCxIf1RAjUTB2ih9V0BOY7zUxl1VQP7b/m4gRSlAyHzUks7wUkB58F7UQ19EQIybHPUOxEpAa3EnMXv0KEDb8ROWY79WQK464KODYfI/7pwOYKG6U0CzcZOn8olBQCdeo3Qu/1ZA9boeJrPmVkAjgUf+BURLQIVO8Yj06lVA3lDAFubXI0CAp7f+WTxLQNM50InmcChA4VPQy1/BOkAl6MjboCdSQN9Aa9XGIjdA2yk0CGibPkAa6hDCSY8TQFTvQbcVUFNAOubU2XA/GkC4h76s/9pWQDRIrSccklJAQaLjDe0kS0CcVOlK2pw7QEjMs7poYiJACsD0QoT09j+OYNV7AoRJQPm1Jzq+QFVADk8Xb8roVUBeiGL5toMoQBfJnDnc31JArg0yLeB7R0A+F8dAs89GQEkPzbAfelBAvhCHLwYLR0DCR2floghXQPb81kZ2QlVAcFqbghScMEC8DjcX28pGQJU6Z04XOUVAs0meK6umCUDuyYqi2943QKiZip162kdAHnqroqGRJEDrQiTbLw5WQEqXyxyRNzFAxihBLZm+MUB/Zi8jlWhUQCq8JLK9lfw/lFr7xd49FUDzJesBdWs1QPLygRwmj1BAdVThotX6WEDscHwEJUE6QHEzsmGs7EZAiLvLPkU4SkDsICfo1J06QIPz9vsqR0hAzrYGuTBUQEAFSHfkV98KQN/MyK/WW1FAd3PjDXZzUkD4Nsnqzco5QEDMZ1MmC0NAAgi6U/HzN0BrChnBV4BEQCQDUkorbz5AJw36lRbWUEDH+shGFpdGQJCM4LLUHDxAAw5qHwoMU0DRttNs8QMxQLqxTz3nUVhA58BTgT7LN0D6G+s+JpwGQBkbmiO7qjBAbVIIxVzvJ0AkptBC5C9UQBJQGw4BmkxAlI1Xo9M3HkCULLJWljo9QB+Zyf0WF0VA0f9zX7QBWEA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"1045\"},\"selection_policy\":{\"id\":\"1046\"}},\"id\":\"1033\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1019\",\"type\":\"PanTool\"}],\"root_ids\":[\"1002\"]},\"title\":\"Bokeh Application\",\"version\":\"2.2.3\"}};\n", " var render_items = [{\"docid\":\"f7ab5afe-e673-40e6-8dbc-62415e96f0a7\",\"root_ids\":[\"1002\"],\"roots\":{\"1002\":\"4e44dba0-b0a2-4923-8e2a-0a093cb64057\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " var attempts = 0;\n", " var timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "1002" } }, "output_type": "display_data" } ], "source": [ "hide_code_in_slideshow()\n", "\n", "import numpy as np\n", "from bokeh.plotting import figure, show\n", "from bokeh.io import output_notebook\n", "\n", "N = 4000\n", "\n", "x = np.random.random(size=N) * 100\n", "y = np.random.random(size=N) * 100\n", "radii = np.random.random(size=N) * 1.5\n", "colors = ['#%02x%02x%02x' % (int(r), int(g), 150) for r, g in zip(np.floor(50+2*x), np.floor(30+2*y))]\n", "output_notebook()\n", "\n", "p = figure()\n", "p.circle(x, y, radius=radii, fill_color=colors, fill_alpha=0.6, line_color=None)\n", "show(p)" ] } ], "metadata": { "celltoolbar": "Slideshow", "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": "3.7.8" }, "rise": { "enable_chalkboard": true } }, "nbformat": 4, "nbformat_minor": 4 }