From bb64541662a32363712c7c2721c35f8d133b2994 Mon Sep 17 00:00:00 2001 From: 37f96d5f36f7190e8cb633d49f1d82e8 <37f96d5f36f7190e8cb633d49f1d82e8@app-learninglab.inria.fr> Date: Thu, 21 Jan 2021 09:11:42 +0000 Subject: [PATCH] create grippe local data --- module2/exo1/toy_notebook_fr.ipynb | 135 +- module2/exo2/exercice.ipynb | 46 +- module2/exo3/exercice.ipynb | 68 +- module3/exo1/analyse-syndrome-grippal.ipynb | 2220 ++++++++++++++++++- module3/exo1/grippe.csv | 1892 ++++++++++++++++ module3/exo1/syndrome-grippal.csv | 1892 ++++++++++++++++ 6 files changed, 6206 insertions(+), 47 deletions(-) create mode 100644 module3/exo1/grippe.csv create mode 100644 module3/exo1/syndrome-grippal.csv diff --git a/module2/exo1/toy_notebook_fr.ipynb b/module2/exo1/toy_notebook_fr.ipynb index 0bbbe37..b92fcc2 100644 --- a/module2/exo1/toy_notebook_fr.ipynb +++ b/module2/exo1/toy_notebook_fr.ipynb @@ -1,5 +1,135 @@ { - "cells": [], + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# A propos du calcul de $\\pi$\n", + "\n", + "## En demandant à la lib maths\n", + "Mon ordinateur m'indique que" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3.141592653589793\n" + ] + } + ], + "source": [ + "from math import *\n", + "print(pi)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## En utilisant la méthode des aiguilles de Buffon\n", + "Mais calculé avec la méthode des [aiguilles de Buffon](https://fr.wikipedia.org/wiki/Aiguille_de_Buffon), on obtiendrait comme _approximation_:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3.128911138923655" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy as np\n", + "np.random.seed(seed=42)\n", + "N=10000\n", + "x=np.random.uniform(size=N, low=0, high=1)\n", + "theta=np.random.uniform(size=N, low=0, high=pi/2)\n", + "2/(sum((x+np.sin(theta))>1)/N)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Avec un argument \"fréquentiel\" de surface\n", + "Sinon, une méthode plus simple à comprendre et ne faisant pas intervenir d’appel à la fonction sinus se base sur le fait que si $X \\sim U(0, 1)$ et $Y \\sim U(0, 1)$ alors $P[X2+Y2 \\leq 1]= \\pi/4$ (voir [méthode de Monte Carlo sur Wikipedia](https://fr.wikipedia.org/wiki/M%C3%A9thode_de_Monte-Carlo#D%C3%A9termination_de_la_valeur_de_%CF%80)). Le code suivant illustre ce fait :" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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tYJqU3nLDy5cVx7I6qrq7KdGDwcwwZUMDf0sG4+QkuWxhoTIrAgGVheeG6M3NKplJCKWhwT7Zxw1c1aks4MWs0K8vIcbjx3l9Ozu+uXk7Q5mcVI7BB1zWuy9CffkAPRW8qQn4gz+gLwYgDp44QdwS/8zWFpl3VRW1hIICvm8YxO+REdKeW14LkBnp0yM6ppkZVWpoUM5fa7RwG0QiwGc+owh9bQ2pSAMmSjsQmyzF3bENJAo0CaXXHnR1kXhv3iRn29xkVl17u7qhnrS0tKSkr5RLbm2p7EV5oHPn+HtwkJ9Ppfj91lYyj/FxcjinIg3rpokT8exZ/vb5cg+D7SZ33y18u9Pr2yGDJDHtpkBph/CRkfxWCdzcDHzqUyS2hga+/8lPEm+PHaPw8vmIw+vrxHfRiMfH+XmJeLlpk06m6eXL2+tS6uspKD05fyMReid/8xsk78YxsRhE0SYQXJ9DsrIZ1+ejeEL8SFb1t7ubRDo6SuKySl9d6pWXk3OaJtVUyV4ULqXb2pWVvG5BAaV7JMLvmyYleCxG+yqbGp7PtNvdOAWzmRVO129s5OtW7cbuuZqaVDaawAMqu953xJ/P2hJJwrPr4XH8uIpaHTlCwSha7tISzQK9SMvtvOxwyMkcyKmW477X/F58AiWJuyhKryNd14SV576GokhE0ZRdTLy7mwvOFicNBOhIjEZJ0JI88+Uv87OxGDmZHMbZs5Toov6nUsqsmJmhAxFQzSsWF8lZneoBdgP5YiK5XL+xkQzQyclo91y7RoSdgcG6nAcP3d3dZq6DOnXi1BmtnXq800Y6Tt/T79vXR5zt7lYMYWVFaYb5fpZsF3r7+zFEChawWRHGWnMUm6HIbzN+n38eStXWESyXBXvZFHmAzk6F/BIulLi/aVK1EsYgdftbWzQPPoz2YtmeM9f1yF6n0ypNWeL9zz1nf8+8IIICwzCumKbZnfVz+4n4rTicSBDP1tYytVev+5nLWTt1adrNeeWrfVxW2t4DBHO9qYSvrA+m5xgUFHAj9XBhLtwzXyCHMD7On2g00+Oa6x5duMBnuXZNOUpTKfpVvvUt5zqFPLZ380r8+0rt17VXScAqKSEe6ZEkLxGenYaABeS8vGiTTmcracjynvh+8m7a7kb9dVq8nSd9Y4OJPvLZM2fsVXndLyB+BFFVHiToSDA1ReIfHOTeHD2qHG9uDMm6P4bB/6WxB8DXamqcr5UPE2cHsK+IX7eTBwYYJZGqPj0WPzmZPT9jt+3bvJ6XG5MBMt/Ti76am70zAk+0vRMEc1u812YaVm4aiSi/wIO0c+2YmLVMORIhwU5MEJmOH1dRC6drWvdnfp7ZgYcPk6GtrvIax4/veWeeXGFfEb9IuMVF+piWl2lOhsM8r8ZGEntjI02t/n6Vh2LFrZ2EgHeinVnxS0xAn4/rEgYkuTRS9OWluc+egxuH9NJMQz5rZTp7kZrrBk5MbHmZYcRr15TULiri69IH7vHHna9rtz/Smam/n9dqa1NmTXm5+xofcBvzfUX8Irx+8ANKybU1EnpxMWPx9+4xrb2lRdVkSCsvK27l6m332hpcumyZJn9u3OB6JFcmFKIg6O1lircU0cn74guTuhCfj34iN9zIZW2e8SoeZz88Uc+lVZhwSDmMK1eo6g8MeO8U7KSqACpEJpu4uKiSilpasi/eTcJbmZiojktLvPbQkNJITJPRCbfcArsqwKEhlfBTUMADldBSV5e781S6/169ShXwxRdpFu0R7CviB3juW1sknKkp2vxSEr64yN+hEM/yyhXuYXs7w3V6U5hEgvstGZiFhfbCR87q7bfJZOwEm94a3O9X5cOnT/M7r73Gz4gJODNDQfnOO7ze008T/3w+MgspzBMm0dHhHj3yIqBz6k+h16enUkwIevttbk5ra2amXTpN6Sg1/W7qlvUgrU4U6yYmk1yDtPQqLeXnnBafTcLrUFamQpd+Pwm1slJFIVKp7T4LK1glyPg4r9PaSmYpffinp1Vo1G59UqA1PMx7BwKslfhP/wn46le9zTDYAew74hcwTZ7n3Bz3UKSq5JOMjXEP6+v5s7jIcxgdVbMinn6aBPLWW8Qnu2iAnFVBAX/6+8lYEgkKjnv3SAuRCAl5YoI4BPDvzk6aKFNTPO+xMc6nED9XIsE29Z2dxBFJZ796VfWiuHiRzMvJP+FmwuzItyFfamgAfvpTSl3pgTY3x350+ucCARLCBx/wAaQSMFsttLW4obaW1+rv5/3m55lJJX3a5uZ46E6LzybhrWqeOFb8fs4JmJ5mTYRk3yUS7hV3VvNlZoZSRLQk3ZEZiShksq7v3Xf52dJSMoGhIRUSHRri7z2w//Zleu/Ro9yjdJoJUi0tVP+rqniOUo05PU0mXFhIIn39dQqUiQmFr2fOsIZFEtJ00HGpooLX3NoC3niDeHn3rjItUinirGgjJSWqhPvxx4lrohUeOaImOJ06RTwfHVV9Of1+pYmsrfE7bu3l3bJMd9SaXr60sEAVq7ycnnzDYA7y7Gzm54TbtrSo1l6xGDmaWwjEqd25pBRLQQWgNtRt8U4PKxLerrehVBiePs17ADyQI0d4IG5zFawpwFLOq/cR1LUfp/UB3NOSEoVAhsF1uLUv3yXsS+Lv7iYOJpPc8+VlEmUwSEFx6xb/rqvjuQwNcS8Ng87XWCxzjoWOT3r/yrffVrgnwmdqSqXDS/eoykoymtJS4pTeMgyg47etjUVB0qdydZUaSXk58NhjZGLd3XxvY4O+omPHMjt16aDjlFP9QDS6w/R2+ZI0P+zoADo7sXT4BK7O1uPyaxxwkigIZw6dqK7mg3ziEyQmYRJ2YG2ZVVND1Ur63K+uKi4IqA11W7zTwzY3Z8/Tn5jgAXV3k/Crq3m969ft7yWIcvky/z9zhqq9WwNVp/UdO8bvLSyo766t8fPB4J718N+XxB+JcJ+/9CUSeCpFbeCLX6Qkrari2dXXUyAVFys7vaxMVV8KCD5ZhZE+8EaahCaTxMmNDSUUW1pU+ntZGbWC+XnSgWTDvviiak6ztkb8EudvIqGa1cq5b22pStYjR7YT99QUTZkLF0hHtbWqke2tW0roujEGR5Av+f3c3FQK02Mp/Ox6M/ovJTG1GsbMDHB5PorFyRWqu+If8Dp0wioF9YKhpiZuoHDK+XlufFWV++LdHlaktHTp3Y0K7TRFBsjsKKwfhNv6Tp8mgqTT6tAbG8kMm5v3LAy6b23+SIRe8FBoe8hYHLzRKPFGiKypSYVtpShNjzJZTcbOTqbyDg5SIPj9lODRKAXI+jo/5/fz+zIB6NgxlYQE8P/KSgrQ6mpGKzY2+PlEgmt8+mmaE3V1xC2ZyfH442Rs3d3KOS4NZoqLST9TU6ocWEqOr1yhib61xfVJuNlTfo8Qit8P9PZiqbQaF2ePwyjyo6ZwBXerurAwDLS3RzBY1IPulUmqPjU1/BFHl4Qa7EIOhrHdDk+nafsXFnKzgsFMb7+1Pt5p3XoUIRBQyR8NDaw+tPOgHz3KhiWGoaoYFxYoTazg5FuQKTLSUTiZJPJUVjoX9shhRCLAH/4hryGNWMUfsUdh0H2V3msHFy6Q+UpDGoCEMTJCpvnaa6q7Un29YqTT09sbc9hda2GBRPzoo8pOHxxUfpmCAhKY9Prr6SExy4yN6mr+yHuRCL938WImPs7Okl76+9XIN2lc88ILwO//vsJ5a2Ztfz+fsaKCOCLdiSsqyDR2lc0bj6P/5RgG3lpA4FAYyw1RrJdHkEqRRhsagOfPxFWoym5T9Hx/ievLxJr6ej6sHiIRh8duJfTQEDltZaXyrs7P02FpZQDxOJElHleDVKV02roGJ6T7zW/IrXdaQ6GvZRcx/9/J9F47KCggouvTef1+ZebpoS6naj6BXHtCrq5uF0qAmrEhHbeHhxluFCd1R8d23Lt1i3Rw/TrP3OfjfQoKlN9Jmv5avfviWFxc5P+5lBxnxbNIBHcae7DyMWBhQ4UrS0ro9zh6FEqivfwyCUcfIbayYh+uaGggBysupre7ooJMQneW7ba91cWL3EQJv8jvixe3H4AQuheic0oSAewdetK2qa9P9Yk7dsw5hPeA0n33NfFLD8jFRZ7H2hr3t7VVEUouae1eE8/kmnbnIwJQZmwIsczOKt+VHQg+TU9zHeIb8Pv53qVLqgHOnTt89vV11X14eVm1APNacuy1vsHaPbykRDGo35rfkQhVqZMnMyViWVlmiy/9dWnIKdzM+j2919nYGB9MEo68SMPJSdWEQSAUynT46OCV6LJNkbFWnsXjdAym0+zpD5DhxeNUzdxGne0h7Gvij8VUL0mpnqyoUCaWgNczzUf5tz5jw1ZK3gerxBVzYn2dhLu2xmuIs290VPmX5ueBf/kXahOGwWefnGQ+iIQKFxaIVwJ2PiOvOQAyS1K6h9+7p5yYujlv3ggjWJxEU2dACXC9xZddOqXe/VbXGPReZ5ubjKsWFKgwoFuyj4AM/RSJDyjvqldwUo3cMhSBTFOmooIpqOm0CvEYhhrjJX3cCgt50Hamxh7AviZ+XWAIsu22OCyXgh07nHCTktXVxA2pHm1oIIFLQs8zz5DY33+f3nsxmYeGMud5rq0pM6KuTiWUSfPR9nYyCBkI5KTBZKtv0J9RUo1lvKBd+XSwK4qtK70Y6AOOni5DqDCpWnxJ7r94KGMxLvbNN1ULI+vQUZ+PF759m9+TzLtsyT4Cjz0G/Nf/yuvU1vL76+vA5z+f/YBlA9xUI7t7C1PQTZnr18m4ysvJOcvLiRjvvMP1SHLT6iqdVX199rX/eYZ9TfxOppdMrnLKg99JQw+nzD8rTjhJyWeeUT4vKdx5/XU6EuvqeK833qA0ra9XfifDIA7pTuelJTX4V6S7afJe4uvwUnLsVt9g94x2Pjhde9hCBJvdPSgajOFu/xxCZ7Ubi6Pk9m1KvGiUGyQdflpbKZX1dFjpdSZODUA1EvVShTU9zV5t165RuygvB/7dv/OeL7+b7r+6ZJIBpAA3ESChS5sovUW5TJZ5WIjfMIzPAfgLAD4A/800zT+3vB8C8P8BaLl/zf/TNM3/ka9FOhGjbnpJ05ixMeLFqVOqJ4O1hNatfsKLHZwNJ6wzNiT0KPM1Ll0iwxc8lnySe/e4rtOn6ZOS2ZfiABcIBonPdXXqtdVVXkdC6140GDcfh9MzWpvvjo8ziUlgMxSB2d2DsTngqH5/fUF1dbzgyAgvsrqaOUFVsuWEO+ltxr0k++iHVFurHBOTk1SrpBQ0W3un3XT/1Tlrc7Oa21dZydclz0HGeX0IkJX4DcPwAfg2gM8CmABw2TCM86Zp6qlP3wJw3TTN3zMMowbATcMwfmCa5vpuF+hF85LQaE0N/SkyFl2fXCXZkdb6iViM9RP/6l+pWHo2Zp8NJ+wIb3ycwkfOWxqRrK3x/fl54vT162Raeqh4akqFBcvK6BOYnFSzO8NhapXSiNQruPk4nHp19PZSi5GzGB/nc3iaNwCQO6+sUP2RoQgyPtn6ZeFOVVW0fSQBpqHBPfZtV5EI8Bp6//VXX1XhRjvkMgz7UJJb6addu6eKCraH3tzkmmR+XEeHmkSUTnNvpqcpuYaG9twR6EXyPwnglmmawwBgGMYPAXwJgE78JoCgYRgGgHIAcQA5joi1h2zEGImQwGVYzFtvKWEyPp5ZhQqomZA6E5C/NzeJU7okA7Yzezt1eWqK53bhgv1ZLS6qITT19fTzJBL8TjhMnAoEKJhqajKft76ez1NcTGE5NcVsxuvX+f1EQtXR2CW/uZkxThqCXQg1FqN2ofcm2NrimisqPJTmx+NU+YWA0mmWMR4+zIeUjDf5ss6dUinl0XVL9tErEgsKqGL196vKLOm/HgiQOAGl9lnLIe1CSYcP0yHndF9dSt1vq45Uivf9kz/Zbj+m02qsd1kZ11JTw/wEfYjDHjR38EL8jQD02MgEACu6/CWA8wDuAggC+APTNLfysUAvmpf+GdEQRaUGMoXJ1avUOoeHiR9AZv2EUwGYzuz1piKzs9Tm7txh628nUyEYVENoAgGaAxcuqCw9ielXVvKauiTVo2KA8g+1t6tkumSSZqLVt2HXmi4bHjmFUOfngSefVFWvUnY8O+sxg/CUEBQyAAAgAElEQVQ+Ua1cHcbk5CqSG1Wo8B1G7cgUyo4c4WZYv+wWV7UDsa+EQ4XD3LBYjOqUHvrb2CCz6e/n4QSDKg00FlODQqyhJGC7U8lOStXXuyf4SFHRyy+rCT9SClxZqew+T6WYuYMX4jdsXrOmBT4P4D0AnwLQAeBVwzB+ZZrmYsaFDOMbAL4BAC0tLZ4W6KXphtW86u8nMhoGfUbSPLa9XdVPLC9TfV5fJyJPT1OCLS3RL1Rf7yzJpHxXsvjSaV57ZoaMRTc15KxaWngfGULT1MSU3sJCnrlI17Gx7fUw1sIw65AY3UwGMoWQNAWxM4PsehLq1bXd3Zl4LyFLa3u61lZeNyteLiwgUVqPGyhDhTmOEBJIVtTjhnEEhz/1Va5fFr9TdVe3r06e5P83b3Kh1oq7hQUeelOT0kTu3aPabQ0lSeXi668Twazc1IvK6ARLS0oSyf961lYu18oBvBD/BAA9U6IJlPA6/BGAPzeZK3zLMIzbAB4FcEn/kGma3wHwHYDpvV4WaHVKSZRIGHg0mvmZigoSosyVbGlRQ2MHB2mvvvEGpZnPp5xWjz7K/S8szGy95iTJxDEnpkYo5GxqyDrjcUaohKnE43xdl/LV1ZSwTiPlvTBDXQgtL7ubQcB2jfXqVeLfiRPqvpIyPTCgSt5zbk8XDmPi3SQKq0NAcwhJAAWpFWCzmMwo6sHbmi0Uo9tXABNv5ue5YJ+Pqt3sLAlZbMRAQMVnxdaXXINAIHNcd0EBuenVq6o5hN+fGbJzOhgrDA1RggwPU+JsbvJePh9/67MJ96C4x0tV32UAUcMw2gzDKALwNVDF12EMwKcBwDCMOgCPABjOxwJFyt66BfzTPzH9ur6eTFYvptIrNmtq+P/nPsdKSznfQIDM/Q//EPi93+N+Ly6qGPrqKu/V0MCzdysA04vSdFND8vGtZ6WXft++zecJh4nHk5OqyEuvALSrPs1WpSe+rvffV4VF2dbmVl0roFfGSkFSURGZQ2GhR7yMRpGaWUGZycUXpFZgpFZgRKNkHtaFyN/irXWqptPHfYl9de0aN0GcEw0NPNxYjMQvU1EjEdU3IBAg95UhIrK5+rju8nIS+9QUbXVp1zU5ydecSi+t64zHVR74sWP8/O3bZACrq2RYVVU5lGLmDlklv2maacMw/hTABTDU913TNK8ZhvHN++//FYD/HcBfG4ZxFTQT/oNpmi7F3N4hHqfEPnJEJXg5qde62nnhguozIapreTnPt6dH9W/4/vd53aKi7F2knabq6qZGMLjdbyUg4cl4nOvXNZnVVV5HtAynULSbhz4epwP77l1eLxAgMykr47M7rc3qV2lupmCzq3wEiJ96rYTnorP7i08Ox1CemMNmMIy1ji4s+SMIl9ssBMhUU7J5f+NxEuH163xwses2N7kBw8OZ6prU3st9VlZoIkgZbmcnY65vvMFNOX2aCHXjRmaDE7F9KisV17aWXtr1XtPzwI8doyYxMUF19aWXyKT2YtLQffAU5zdN8ycAfmJ57a+0v+8C2JOsBL37rWhekm129qyzKRQOk7DEox8KkWCnpvi+9IL02kVaNDQ5r9LSzKm6knFXXm7vt7I+j9xPIkG5FH45eeivXCH+NDQQhzY2lG9DHJp2a7OaEm7j+IDsvTfdTPX27gh6N3uwbMc8Yllsmmzzznt7+dCRCAnvzh3WGxiGilM+9RS/FwxyU2ZmKB1OnFBdV+fneeAidZJJSuULF2i3SU+2QED1MDh+XLXbAoBXXuF1ZmaUQ0ef837jhiodLi0l4hw7Rp/D2bP21V95hoc+w09SS69dIxJL7Udfn7I79bJxgWiUCTx+v5r2PDJCc0HaY/X2qmpTwFmS6Rqa5O0vLvIe09PKaff009mZ827yRrLB9eukk7Iy5ZxbX+f6nYbFAN7mGOpgZT65DEBx01zmq6O4d74XiU2grLoMLdVJhHxZHB4SY5XR4+k0QynvvEOVbmGByR9DQyTC997jjPbmZhUOCod56AUFVAkrK1UlYjpNtVG45/y88hrX1CiVUaqyLlwgkr7+OpFNnEG9vUTYoiLV0mlqir+rqx2qpfYWHnriD4eZJl1aqrorp1I8q+Fhalu1tduRLRLh+S4vqz6Mjz6q8kkEfyQS4JYKa9XQxJckrcOtU3XdfFK5tgy3gtdS7/Jy/jQ0cL/cmNJuC5pyzYK101zicaB3MIJQtAeVszGkZ+dwbT6Moy92oVJ3eFi9v6J+CfHeu0eCqqzkYd+6RRu+pkYh0yOPKHXt2jVKXLHfxO6TSsRr13jwlZWK0Rw9SoJ+6im1jl//mvdYWaHaNTdHxJSahKUlIoxUPXZ2UoL4fKrJpF4t9QDgoSf+aJR2rDhSZfqxxMVPnFBl41Zka25WKr3ukZdSV2sLeicYGyPDkM68kp1qrdQDskvB3cyryHZtu2Y0d++qRiVuzGI3JeT50GaEgRQHIkg2cCHpFWBwFugR7dfKpaanSfgNDaq1kgxJkIyokhLVrtnnY7GPrq599av8rJUbSyWihN0Mg8jX1kYV//ZtZd/fvk0Cl3jorVtEzps3ed2SEqVuSpgqFKIPob9/e7XUA4KHnvjlvKWxa2Wl6nhbXOw8jgvIJDTrmHnAm8SVpDQx75aXiQ/V1WompQ5eMhJ3KmWzXVvi8oODFCoyz6C7O4ee/R7ByfkpkGtkyjMD0bmUdNQBlNe1rIxEXVjIsMfJk6pKMJUi8qTTSl0Tjio3FG4slYjSx1CGioqK39Ki1nHjBh9eVMLKSt4/maSan0iQAejz4wD7TjEPEB564gfIIMXkkmw3L/XqOqGVl28fM+82pEPUarHth4eZC7KwQMExNQX82Z9tJyIvSOxkM2dT5bNde35eZSiWlSnfV1lZ9o4+uYCsVwqkJiaoWX3608o/Jnvr1UzZkTmkf0k6rA4OkgjPnqVNODtL5NnaojR+991MJ5Fbbb7fz8+NjlJNP3XKW089acmUTivHlMw+cErgOBjXZQ/6+YyMULubn+c569N2xCSw67vgpczVTq3+xS94XfEzBAJMcTVN4pXE6/V6/lyQOBdnWbYS3PPnSQOtrcS3d94ho5PkHiA/zkXxgUgkpa2NAu7ttylgW1oyIwCBAGnm3XfpBBctxeqgzdkcsn7J7+fDy+ZVV3NTlpaIFFLTb3USWbmxHto5dEh5+ONx9XD64q32ls+negfMzqpGjisrlBx37vB7x47xd64jo/ME+6Z1t9jLgQAZsNRWvPmmSs4ZHHTO/xgaYpTltde499XV2/dVV6ulr0R/P+8hxWGlpVT3Fxbs75Vrq+xseS06uF1bCFIa48o6332Xa3v7bf68/rpqA7ZTWFhQBVKlpcoclgEqeihbwrTXrpEmpK7CmvOiJ0E5tdYHkDlYQQaD2H1JEkSiUapAq6skvMOHVb683SbroZ26On5XZvbpD6dDdzevu7nJzb11i8wiGqVP4sQJdc/xcZVQ8v77wPe+x2lBXpEgj7BviB/IJJRwmNl7585xH2dnnfdPmriurJCAV1b4/9BQ5vX1ATT9/VRnjxyhnX/jBpFYGoUII7LeyzMSW+6pg1PLe7dr6+3DAOWbuHWLTr9f/pIO6eFh4t/3vrf9+b1COKwGzAhY+wnozyYzPeTHaQiNPJ9jZqVdhp8QuPVLgiwyEKG2lqq/DGJw2mQ7Llpaqspr7SASoTRqbyezaGujNhAMEpEkpDg7S6ki7Znr6shkXnlFTYcR2KNBHTrsC7VfIJvN6/TetWvemrhKYtClSzwjSRU+epTm4tAQNT4p/HFaRy6e81zNBKdrW9uHDQ9TYNXWqjTme/fIKNvbuZfnzzPV2YtmaZ1CLG3tpW4gldreT0CeTW/EI+bvjsyPXGKKgiyJhAqjyfy//n5ugj5wVP+elyaMVrDWlvf3q6oxyZN+5x0ygMOHqUVIxlo8TrW0uzuzh6FbS6o8wL4i/myE4vReX5+3Jq7V1dQmZ2dJNGLTnzvH/xMJ4szWlvs6cvHd5GtUvbV9mCSQ9fQQb6Wib2WFOCWdg9ycf3rjXOm8JYVsDQ10Lq6tcd8kkqabN/JsTg7znOtUcmk6KCGIuTkS2sSEqnIyDH7u6ae330PnoisrysNbVMQH9bq+UAj41a9U3cDt22qmnGGopKOrV/n+xARtp4UFtUGmyUPcIz/AvlL73Wxeu/cmJ0mws7P0xywvq2vZNXGdnaWJJpV1jY38zOwsf8bHqS1UVPDaduvwUnuiQzYzQTdxvVynpoZr7uhgDorkJCwtqTZygL2aroP+HDK5a3iYGkQgwGft6eFYPil7t+KlrElShTc3GSIXh3nOiWzC/XWwNh2Uja+tpaQdGOBhLi+TIQgBNjfbE5EgUiLBw756lYfc06PacGdbn5T/ytiymRn+nD3LzZN6g4sXuZ72djoqZ2ZUh5fKSuUn2CM/wL6S/Nli5Pp7BQXK+frMM8CPfkQGcPIk931+fnsTV+kwJaWwDQ08k3ffJd489hidjYWFNA+kSYu+DqcpzF56PlohVyewfh2JaqVSpINr17gvjz6q0tHd2n55KQvWG4y4nZkUUYlQ3twkA7h8OUdtNpemgw0N/PzLL/PidXV8+IICcj07lV/AMPjQLS1qyq/Y524HKesbHVWTdmWTKyv54M88Q41ANJPWVq6ps1Nl+zU0kCk4DQDJE+wr4gfcCUVvn3bjhiLO5mZmTb71FkfIP/kkCV+394eGOG1pbY3EUlVFZiCNYJ56KlNTsGvSYtc6zql+3otZsJPmsQKnT6uOPOk0Hc6S7yD45ZZGnkt3JDuwe0YJt1onKHnWZm24/3xjFwZjERS8toCSxqrMPJq1Naoa4TBtb8mfd1L5h4aA736X9lAyqaq2UilyvePH1UHazVzr6FAagiBBRwe/u7ZG9aurC/jCF1ifXlCgcvulHHh1ldeScJN1lkEea/r3xay+XFppy6yEmzdV19tUinteUcGzs8vF/973eD6zs6oaU7L4mpvpo7GOZtOvJT6bX/5Sdb5pbWVrL79fMQo75HcaS+c2O7CxUY0KkwpF6/ftBoN47QmpzwPUe1kEg9RS3UbpuT1jLLa9inIn4+ys96kZ7sXa0hpWzAC6uu4zgF/+kg8tKb96Xfe//teZF5OQ0O3b5IrikX/uOR5+IqEKcmTaqtMMQOswRbvhiVeukLGMjJCBBIP8jjgcJQ3ZbhhkFi75OzOrL9dW2v39PBNp2xYO81zGxsigpXekjvgS3ZHBnffu8Tuzs/zMnTv8Wx8lZ2XCv/gFQ2nhMBnD+jrDuEVFPG9x4OUiza0OzkSCOOPzcU3S36C01H6AjZ2W5LVK1K47kpeS5WzPmM+qRv0+ay1RlPX3AgYwNlaGE+1JNSlF+p0BitNY4eJFHtbGBpGhpYWM4PXX2S21tFSZGC+/7B4+sks+OnxY9eWT0dsDA7TzCwpUYVJnp0oQOnFCNWmUWQYfJW9/rq20l5Z45svLVME7O3n+16+TQH7v95QTzi5GLtVwS0tk1qIeX75MLewzn1Fj4nWP/G9+o6I95eWMrd+7x6Sis2fV53JBfisOSelxcTF/ch1g4wROGsLUFKMdhkHi1+cbuIHbM0o4dW5O9cysqnI3wZ3WnGliRYCuHhSPxbB8Zw44GlY9227cyByXbBdKmZwkwdXVkdB8PqpuQ0P8/le/qgZrZpsBaOeckhFcIs1qa8kMXn6ZiHfiBEOJ16/zgRYXnZs05gkeem+/lyQYqxP4xg0iWGUlz/GNN2junTypvNW641QQXhxhpqneW18noXV38/fPfsazskrZVIqCQ2Bri5pEVRW/J556N4e1FayRgLU14h/A5xEHdm8vtdSxsdz2FtjuJJ+ZoUYrnv36ehJmbW12Z7eA2zNWV9MJLyPFFxf5f7Yomt2ahQlKd+44Iphp78HWZ55XzRaiUcXNJCPQjogaGvjwoRBTFX0+Lrqzkx7Lz35WfU9mAOpgDR85ZSxZM9W6u+lLKC/nvYNBXkufsroH/fuAfSD5vSTB6BISUK272ttJJDIT4e5dJT2lQ7N83zpia2VF4Ynkejz+uEqUseLP8eOq9Fuk+Ooqr6lrK7nG9XXVXcLTIyN8nnRapapPTW3vUrSTSsG5OTLNgQGVzpyrdpHNKf/EE7yeMIC2Nu57rlO0OjtVG/GSEp5ta6t0BdIeTIhyZcX5RufO0SMsElZ68507t13KnztHDglk2vx2MwCtapV1xJG1Z1pVFaMF1dV8fXZW1fnnGR56ye8lV16XkDL+qrVVNVZtbOQZ3L1LKba+TttZHGnWGPknPsEJPj5f9hRWgc9/XjGquTnV6/HjH+f7urYiRS6/+Y29FmEX29d76Tc28lnGxni/wkIyBJl7kS23QAerZiXZeHr6bjpNPHz/fara2a6bLQ25vp4E+tRT/F1fn1smq6xZCvlkqvHamraXueRNA2QI3/ymmp5bUkIiFweR9bMvvaRy9QMB5ezTwU6t+vWvgR//WKX9Ss+0SESllH7hC+TkUhQUjXpXu3KAh17ye61/1yXkr36lJiGZJv02iQQZqgy8TCYZETDNzFAUwD3u6+N+373L99bWVOhva2t727CODuDf/3v6fJJJnulTTymhoWdrBgLAxz6mJKIOTg5Ovz9zhoQMejVNrs2uS5FM2LGLSIlAku5X4swUrVNvV3bpkspEranxFpqTQiwReqL17LaTEbC9klcyF4uLlVl9904YK1eTKKsJoOV+pCzrjU6fVupNtpCIlx57uvaRSNCWqq+n+midSKw78155RRVBGIZyGn4IQzs+dMglV15698ko9EuXKM2iUUqIoSGeb3GxYsh6BAFQxPfCC8DPf04JHQwqbWJ+Hvj2t7eXplZWUv2XMlrriGwZyeXmvHRycL77LhmGPo58bY1aDGDfpejqVTX8RVrW/eAHFCzT07x2Vxe1oL4+4r5onUePUpu4dInab2srn0OS07LhoRMTy9Yz0Sl8bj1jJ7NC7huqjaJ6qRfJRaD/ahm6Oiz9AK2L3Ytaet3zKdVNlZVq9LKdF18eQNpTr65SSzh+XNmpeYJ9QfxO4HRmL77IopXRUSJOYyMR9tgxMtnxcUqwiortTS4ARXyBAPCVr1D9TiZVFKCigkQm8/2sTOPwYUrlWIznJSXgMnFaB7fRY/pngEyJ2dxMR6b4M0yTtv+TT6rP3rpFBmiNSP3jP9IPJdfq7iZB9vczMiFdo2/fVpWtoRB/+3x8T58abAdWJpZO8zwGB3kOdkNRJNRuZVYvvaQmfMtZd3aqNcqZxGLKoVsciCBZ1oPi8Rh8M3MYnw4j9GUblXEva+l1FUXsqdVVZffYefFjMTVPUG8YGYvR6ZRH2LfE73ZmHR2sVpOe/BIP9/ko8Scn+R3dj+NWHSjOtelp5QA0TaViW5kGYN+S24vK6xQKO3o0s8V8Mkk8qq1VdSGrq5l+EV1LEAiFKOl1JhQKkQHMzam1dnSoxrcbG3zm5WXe5+5dRqYkGcpOWOpMTJKESkpUUpueJCRn+cMf8v3aWjW3EKCJLCXUVVXcnzff5H0XFrZPzpLu3JuhCJKhnt/SWJcdLe8mjTIb6EMd791jGE98CYC9GSIPdO0a/xfbbnb2wQ/teJjAbp6c05lFIpk9+SUCMD3N71nHttlVB46PU7qOjFDqiwovzVqspak605DaDmnaYh0r5uTpl8pCPXlsYIDEPzFBHJDZfh//uHJkJxKZ0rurSxU2CRHJ5xobvdnd1gI3mQXg8/Es3nuPpoI1b0K+K0zs6lWaXBLalvteucI9lfHqiYSaYHzkiIp+vfkmfTW66SyFRrW1mXMIq6uJA2fOuD/bb2Eve6lHImqoY2EhEae2lgjl89nnHITD3NCuLiJgIsGH3YOuPg+9t1/A6jiNx1VTTwGrM1ePFEhI6fhx4I//WA1rcaoOnJwk4W9uksBKSmjrp1IkaqkZEMTSY9si6ZaWSGhOY8XsGn1IZaHEwAvun9Dly6q3gN/P9YlGCCjp/eij6prnznHN8/N0UsrfX/mKt25D0Sj3qb2dhC+NQCRLUkKCt29TUL38snJI6/F8w6Cv4MYNRYQyQ2N4WJkTiQQJ984dMgZpu15aqjQVMZ3DYeUA1kvmo1Ga0m7jzPRISqIgh8SLnYBI7NZWPmgyqcqE7QhaENDvJ7KePMnvSoJHHmHfEL+13ZU+T06IzdqiyinkJPUXdkQo35meJuJWVlLFlQ7Rd++SqK2lqU6j3Vpa7Dv9OHWrkVBYczOl++3bvOfGBglAxnmL000HK846RaROn/bWbUjWWlTE/ZB8F7+fzCCRINHLjEohrHg8k4nJrIpHH1XMWSIRkqsgE7WmpsgIlpaoWdy5Qw1H6HNpSbUll4iEPoewsND52ezKrS/PR7E4mUPfNa8gN/vRj+g1npigxFhcVNVnbqWZXltB7QL2jdrvNE9uZER1lykszN6bUcAtghCJUGJ//OPK3gVINOKMSqeJrHYlxTIlSqaQ9/fzzGX+o9s5irosYeCRERXuXV5WIb7KSiXh3JKFnCJSTqE4OwYQCrEITvpSVlZyLVev0icgiUA1NYrJLSyofaupIfMwTe7DygrX/vTTar6FMJFIhHu7vq60mU9+0r4F+xNPkNFaZyQ60YqteV8fweBqD7qLY2rG3o7qjaHs0uvXmRQhhSFbW1zo4cMqnv/++9vjxfqmP4B23vuG+K3OMsmNeOstEqhe+Wg3wCNXKCjgGUl33pYWImVFhbcxVmtrar6gNNPc2spkTHbRChlSMjGhaubjcV7r+nV681dX+fn2diUgcp2yk4uT2+qDqq3lPaem+PlUigyqooI4vbXFDMqhITKKQ4e4zliMTFGEWWEhz+utt2iOlJeTwZSXc8KytMD7xS+o/Swvq3F6p05RQ5Lwt1PBkb7HN25sZ45lZcBcKuKt3tgtJCgdf5eWeFChEDmdzDaPRFQVVmGhCk9kq0/fwzbe+4b4nebJPf749nLbXP01doUt8/NURTs76ajt66PP4Otfz34O1p4OAAm2pSUz3DU/TwS2El9BAb83Okoc8vv52Xff5Ro2NvjM1vbXds+Sj14BVh/U2hrNUL9fOUABqvamSeIfGCDDEmdjIMDvnDqVSWdTU5yelUrxGR99VA0alTOWCsZAQHW40sexy4xEu3McHFQMrriYvoTubofqTLdNkUO145aA6vi7tUXEEUklHE6cLocOkTNKqCLboiW0Ia2R88gI9g3xO2X6xWK7n31nPdPz57nHMgGnsJDE1t7uLf9c1qr3dKipoeYn4a6hIQoGmf+n41kgQAFx9CgRNpmk8JiY4DVeeMGZ8HOR5l7b4RUUKEZ1/LgyMb78ZT7j6Ki61uoqz2V5mc8qA2uCQTV8xbpHfj+98/okpMuXqcnJNaw1BnaNVJzOUVqHT07ydyzGhKltRX5um+LGGAA1zFGyqmS8U0kJ1ZJkkpsnQyCKi5lieukSkUPSSGXR1tCGnredJx+AJ+I3DONzAP4CgA/AfzNN889tPvMsgP8MoBDArGma53a9OgvYmUK7bYBpd6YyiUbmAAIqHyOXteqhRlH/ATKDpSVV52EdqHHsGDsO1dfzvj4f8ePUKa5tYECF/3QmkIs0NwxqM4mEal0mnX3tCEkGz4gjNBhUPQ6sjWsk5DY7q2LuAO9TXu68R3o41u8nsxgYUJqFdBKy0+ycznFkhEJ3a4v3r6+nJjE2RoaWMRfTLRFDxkVLGCcYzKwOE++j3FjstePHyQzef185psrL1YLr6ngY164RaQX5GhpUaEMePJ85CPBA/IZh+AB8G8BnAUwAuGwYxnnTNK9rnwkD+H8AfM40zTHDMGp3vTKP4DX33wnsmL0gLqDi7Ddu8OwLClRZdzbQGdPiIpn96ur2zk4CgmfyvXicji+/nwQ1N0cEfuwxfv6997h+KRX3GrKWIqF79/icMoQklSKeXrlCHJTsOUk0Aoh/Mnw2mSThHz1K/NRpRkynbA5Ja9OQtjZe/+RJ0om0ECstVY49p9wYu3N85x0y8Tt3uMaSEpWqva2a0E2S9PVxYyQBY3WV/586xf8lISIU4qbJvDRJCPmP/5EqiCSpPPEEOZNMPQGIFDry6VmB1umyeQAvkv9JALdM0xwGAMMwfgjgSwCua5/5twD+0TTNMQAwTXM6L6vzCLtxjtoxe0HcyUlK4LExqp4tLbS74/HM8u5s64rFKHkkTHX5Ms93cpJa4NGjauSYMK6vf11NjJIy4du3iZ8S8zYMpZ739HgvmonFVFfi1VUVZpMW3L/+tfJ5Ce4NDXF9H//4ds1COvwCmTTT3Mz9AqjNOIUTOzu35/NXVpIOq6p479VV7mFDw3YmEo+Tnqwt76qruTaJ4BUVkZm2tyv6zKAjN0miO5V0MIztNeGJBAn97Fk+uNVOv3CBHH16mveqrFRxzooKXmtycufTZT2CF+JvBKB3uJ8AYCW1TgCFhmG8DiAI4C9M0/wb64UMw/gGgG8AQIvEwT5kcHIkvviiQshIhIRfXq4cU141L8Enafsm05/SaZ5/eTm93T09mcQhKcpidycSfG9+np7vsjJqjCJMnJ7FTtqKlDRN4qbkJIhKPTNDQSNmSmmpytQLBrc3J5UuvtbOybW19JXYVS8KyFStI0co7UWbkP2IxVR1YTCozGNrHUxtLQnaWiz33HOqVF5oyOdT+7ONjpwkydYWVT5JcNCdGDrTKCykU88w+B07MAxqDZGIqgG/coWb2tysYrDhMK+fbbrsDsEL8duxPGvXTz+A0wA+DaAUwFuGYbxtmuZgxpdM8zsAvgOwgWfuy905OHnB5dx+8QtW76VSNNM6OymVV1bUnAdANYDNdZKSJL1cuqS84G1t6reUo+pgbeRx/jwJMRikBBsYoPoqCOzVBBINQVep5+a4R6+/zj0QLaWkRGkdEk6TzjldXSrbT1+rdNnx4nvI5qeQHyfQvy+jwX1UIrAAACAASURBVPRiOVmPhB43NqgN2GkQriAhj+Zm1Qz0vfdUhZMg1fy8CvltbHCD3nwzsweaIJOEL95+W7XqFkeTxESFEezEps0CXoh/AoDeyqQJwF2bz8yaprkCYMUwjDcAPAZgEA8BZPOCz88zNNvervLpf/ADSsXCwszJTaurfC1XzUsy92preZ5WaZvNjDMMag/xuGoXtr7O9dg1NnED0RBEpRbibmvjs0WjxN31deJ7PM73dGaxrXOO5Vm9psvvNrXeOiTHruWdFw0iK0gCxuioKnq4do0qod/PjXrtNRW+kLxm0yQR67PRdC1ibU1NPNna2u793cOEHy/EfxlA1DCMNgB3AHwNtPF1+GcAf2kYhh9AEWgW/F/5XOhuIJt0uXjRvhnr5CRV65ERniFAZGttzT370yptNzeJRyIc2tvdv7+1xQ5DN26QUAESXV1d7oJA1xBSKQowmU4klY59fVSPu7upDRQW0jchPfdmZsgA7HwfuTTs2G1zDy/fl+f1SkP2WmJEzfqTGfEnT/LGExOqmcC9e4rAZVrqwgKZhO6ckcQJgEghPc12sgk7hKzEb5pm2jCMPwVwAQz1fdc0zWuGYXzz/vt/ZZrmgGEYPwPwAYAtMBzYn69F7jbhKZt0cWvG+tJLJISBAb7++OP23v54nGbb9ftuUGsYTpe2uhNRRr/LAFcx+ewIam2NPqSzZ1UV3927ampwLnuiE0RFxfb5AKdPU7UX4VN7P34jU6iamojfg4OkCf3euYRfdxuqzdesQwFXLdE0eaiGQUeNSGmpLtvY4KHKAI7iYuXAk/7xPT3bFy0dVNraMru/5Mm2d4KHfmhHLkMunMA6QwHIHBTx3e/yf730dX6en//jP85+/Xg8UyMEyHAOH1ZhOPlcLMY6D3HgSYOQQMB9IIbdYJJkUoWXxUnptQlmLvsj9x4dVc48GYSiDySx7olXhr1b5p6PbFi5xttvZ7Y18yXi2BqMoXRtAUeD9+vIGxrUFF6ABC/dWlZWKC2k0cHKCrnkiRP8riCU20QVaeSxtbWjB/qdGdqRj14L2aRDLs1YddAR5u5d4oRTGA5Q0lbyRSYm6JmWDNDlZefn00Nily4R38JhImoolPvI7Vz2xy5jUZJ5nJKfcjFV3T7rhbB3axbrjFWav/T3A6da4qgf68VWSQDzBVVA7QZtnieeoOpz5QovcPo0N0xMg+lpqo2zszyo48fpKNHVertFS3PFHc8zyw0eeuK3qux2TTJyibfbOU2l9PXiRZ5ZQ8P2WX5WsCLM6qpq+iqVdxIVsCLw8rIqejEMfv/GDeVHcErMkZDYygqfXzrtZBu5nY2A9P0ZGVFOMb3Sz5qNJ7CXpqloVPPz1HakS7GXHAuv17dK+4oKCvTSUmDxnRjqmgNIIoDyChAxnniCxN3YSBvQNFWJ52c+wwtLymQ6zd9SwOFlMsledhaywENP/LpDR58ZpzfJ8MIUs0kHvfRVkEIq+uwYjH5GFRUk2HSa5t6RIyoqoHfsFRtSL3oJBFQpudjcTok5+v1kvPu9e8Q7p7biVhtWb4FlmipmLxWF8XhmBp++v/m2r7PBlSs0NWSfVlf5/5UrZAC7ASdp39KiajDSMwtYaapCalUTBPX1PFjrwEcdvvxle1tV9xI7ceS97CxkgYee+HWEu36dhy81EsJYd8IUrVN9xcQyDEqahoZMYtHzL6xn1NxMtf/uXUoNadYi1YZWRi7xcylYWVykr0fyz90Sc+R+H3yguve6jdy26x69tsbvS6ZbSQn3I1t34d2mUns9D6GF69dVpx5A9RH8yU92bA7b7otI+60tavWBADWrQoQR3UqioyugWr4lk+QUvb3eVCm7jXLzKuajt7lHeOiJX/axr4+2bmMjJavUWOyko7GUXm9uEvFnZ8lcZYb84iI1tMVFVVS1vJypaVh7x/f0MJVVGracOkXHsF3HXr3opatLee7X1pyHYFrv94lPUCWWWhGnkdt23aPjcUp9KT6TSjlpD66DVejkO+wcj3OY7iuvkBk+8giZZjxOJqi3KlteZphTBttkM4fdzB0rM+3tJfOWxqErK8BESRSPzfUCSQAV9yX45CQ5enGx+yLcNspL6TCw5+rVQ0/8APfR2k1GINeOxvG4Kr2urqYKvrxM5JiYoDYh1XaAc1GV3SDWY8eAP/qjTBxwqx2Qohe/n7kDbuaL9X6RCOdQVlbad9C1G8ohdSJCDEBmpRzwwITOb9f46qscshIMcp2Dg1yndAf+4AOVRbiwoIbXWsug7fwcTnMDZme3DyuRNvprazz7I0eAsrII3l/qwWoshq7UHCpawtxwvYopm01ux4HcVPu9VK8ssC+IH8hfR+NYTBXLGIbKB+/rozknY9Sk2s6pqErO6MoVVbxy9Oj2+7nVDszOej9fO5xwcnzpiK8P5ZAGpwUFiqD1Sjm79uB7adPHYmSCfr+aoWAYPI+REVXfv7bGzw0Ps6JR32cnc9hOuC4ukvGfPr19WEkqpRqUiDlmmkBiPYL0yR4MSDjzwoXswxcEnDiQDAF14rJ7mNWnw74gfqnaisdJ9Ovran5dKOTcf84O9HHcm5tEKoB/FxUR4dbWyAjEY+9WVDU/TwkiFZ16iS3gzshzjcl7xQkr4stQjnicSP3kk3QUzs9T6ykqorTr6VGScY+FDgDu1cYG7yPTkOUMbt5UNRaSSi+9CwFVVu/32++jXZSot5dMRXI4xFHa368SmUZGMrsvWduz52STO6n3MzOUYiKFrF1FDtp4EfSqrakp2mXinGpqIsLm4vXXe9FPTvK6o6Pce2nMubmphlbMzzsXVfX1EVl0b/TICF9/7jl1zwfEyH8LVsTXh3KcOUO88vn4/IuLqr1WYaGqqLP6pvYiWSccVnUSErqVNmDr6/y+5OsDlPivvcb9DYfJKOSMrL0w7aJEd+6oPhvSCkwGuX7qU2omYiqlEpmkbdhvaTsXm9xOvd/YoK156hS57OxsZleRvZwgZIGHnviFeabTatpLKqWm72Sz/aygl16PjhIZZBrzq6/ymh0dKoVXEFpKVX0+1di1r49MW/dGmybPVif+Bw1uwklP67XL7APUPuaChzvB2WiUzHJ0lPkKo6N0xkoJ9Xvv8TyCQTJmcWxKXX4wSKZmN8NSp1FppZ5KcW0VFXzuyUni1cgIr9/ZyfOVISJ6e/bf0nYuNrndQUjP8oYG+9HhB3F+BcI8r13j76Ym1QdOWqZJXbmXUKh+dtKRV+rl6+qIFAsLZARiUzs1dh0dzRwo8bCAVThNTfF5m5rU+15Cyrng4U5wNhLhHl+5QoaaSgHPPkvG/P77PPMTJ3gmfX30xxw6tL1hq12WoX7O0kq9s1O1wkun6fRrbeU119aU1tPdrTQYa3v2jItnAzstQXqW66Bv+kGcX4EwT/FUA5QApqk81UBuXmlJWFlcBP7+73nt+nrlcDpyZHvDDjvk7uykpCovJzKNjTH5q6ODzGNhQQ2RdCrYcYLdmH3WjL3xcX6/tJTOyVdf5fuG4W6+PojSXGEAIo0DAarojY1cRzyuOl1XVvJ3Msn9Fl+Ak92v0+jamsrhmJxUmbkbG1yjRBX8fq4nL0LWTkuQnuU66Jt+EOdXIMxTt8XE876wkDmswatXWpfiEt8eHSXRd3TwdWvDDjvkPnWKZ7q4yPMtK6MUWV9nYpD0oNMTabyYbvkw+3TEr63NnCFQW5uZXlxfb2++PsjSXH1/hdGXlPDcn3qK7wtTePddajPl5Vy3NEJxmoGhV1TeuaNCm4cO8f/6eqr7krvjtUejJ7BqCXK4gP2mH8T5Fcje+f3ck+pqeqtTKRKcdViDF4mpS/GGBtVyrbRUteqyNuywQ+7CQqqpExNkHDU1yns+PKx69euJNBKZcFtjPs0+3WwqLc2cMNzQoBKL7MxXNzx0ajdv91kd5Hvj46qGoKWFhCf7Kz0PAP6dSFBSi/S/d4/XKShQoctgMDPt17o+iWIA96v1fDwr0Yju3SNjkUGfss95d7xn8xkcxPkzQVRDycBbWFDDGgC+dvmyUusCAR701avbOygB27O7JicpAfTUXGvDDidC6OkhMZ08qcq8S0qUXwLITKQZGSFCuUl1NxXarm9AR4eqBrUiqJ3ZpIewpP+e077b5TLMz5PQpcv01askpmee4XM74awIvc1NNYhDhthIe/CGhu0Fc8JUJOxXXq4YbGUlmdf4OJ9F5llaNSex52VvFxeBv/s7nk1hodIajh9XGt+ONLB8lCEexPm3g5MGJYfT10d1sLiYHLyuzr7U1Zoq++STmam5dg073Biyfj2RWn5tZ/VEmsVF99Hi1vUJSEq5tW/Am2+y/+DHP545o95ajJM1hOUC6TT3RJje+fN8noEBEnI4TCJ64w33kmLRaG7f5rWsgzhWV1U059QprjWdpnZy+jTP6vp1En5/P5lFKESmPTxMRh6LqX2122PZW4BM5NYt3qepSfUnkNkCXjQwndZrl4bQefM8AsX34/cbG95tvQ8B9hXxW5mqpNzKoQiirK+rzjx2pa5eU3Ot4MSQ9euJ1BKJIuOxpWGkSFwdrI4xJy3D5+P1KitVeHF9XTmtGhqci3GyhrAcwClTrrdXdfBdX1ez+txME5G6uhaia0VOWoh0MQK4fxsb/Kyc1cYGryPzBwBnzenMGcVAxcsvA0Il+1L2xMtUIxE+tf44gr88j5FNP1oeq0ZwY5Ucqb19T8J0+YB9M6Lbbrxyby8PXkCkq/6aXamrEEQuU5Dl/jLXPR63v146Tan19NNq6lJjo+rR2NKiJI+AnQT2+aiN/OY3fFYxLwTRBTY2lPosIGm8+vqeew741rcowdNp75OfFxa2M6t0mvZyMKhqXAyDa3HramztYwi4D+IQ0MefNzWpMWfl5WQcppk5wFSX7gJ6noNEDQoLaUqcOKHGkOt74nYdIJMxlkzEUOzfREFVGFPThnKwiD32EMK+kfx2Eqimhq+fOcPXmptZ+Sfz3cfGuO9HjpAAge3aw5kz2QlArwJ00ubstAL9XgLZnLm6NPnYxzJ73ktGnN5NuLCQzEEiIAC/I30ErKankwAaGto+OKOjw9nRKVEMaSNumtm7Glu7BrsN4tBBN7nEJFhYYLZnOKzyNaTFPeC+x3orPgFrx18vZ6VrBr6lBaTD1ShJr2Jp5f7hlJRQ7bQr+ngIYN8Qv50KFo3SwaZXx50+TcTq6yNz6Owksc7PUx1/4w17IgbsvdDV1ZlVgKsetTk3Z5GbMzdbtadkxEnrxaIiEpAM4Ugm6feQPAgvjqqhIbYxq6wkA5XW5S+9lEkAGxtcx8QEE2303HwZsOlWZKUTca5ttHXGdeaMchxKhqwUS8k13PbYjqFNTVHyX7iwnVl6uc5mMAwjzbzxsnIA5v3CELs664cEHvoGngJOTSbX1qjC6RKur48Emk6r1NBkknnhIs1WVylFZMa95PQPDVGN3tpS2ZZLS3RIiaSQUGBDg3NDl95eJnPNzWXOuxP13wkuXNjeSVdGvDc3U5uZmlJNP8XbPzSkOgwXFHC9kj0qe2XXaBPI3sBUIgwSaq2r475IA9G5OX7+scfsp1PtBpz6XFqZdK4JVHq25tSUas0nTlOJ5ADOznv9OuZcHMs/70ViYRNd9bNoD86ivGIXXVV3Ab8zDTwF3EJt1kO3U+vGxlTdvmEotVlGqz3+uL0XenOT0k1Xtb1oc2NjaqyWPu/OLbQGOEul8XFGCdraSHyTk6qWf2iIxCce+ddf52tyb9kzp2w7t9blAPe3ooKhPFlXKKQqBSsqqHEJ4bz6qnOfgVzAam7Nz5M5PvFE5hiwnbYtF4k+Pc1rCrOUZ7xyRXWL8vszsyMlGiSh0N5rETS29eB4cQzGaiE+8B3F0RejqOx4+Lz8AvvG4efFSSec+MYNNX5aQKYei6MJUF18VlaoKfT2UqWVsepSTy6FWH19DA3duZNdm1taogSWIaylpdsdc3agO7dkwKSo/IGACn+NjnLNVVX8PTrK1w2D2kVBgSJewN2hJolOOkgSkIDV8SeVgoEACaGhwX5t4pjVHaReYGgI+C//hc++vMz7S9fiubnM9mgS3ssFBJ+ef57+oPr6zPfLyhhWlKKya9d45pIdKc+kM8aTz0bge6oH6598HunTPRicfXgJH9hHkh9wd1g5NbA4fZoqus/HENf0/fnBUqsvU1yXlniwKysk8KYmSi9Bto4OSu3paTKDb37TXdoYBglAes1JKq3evdntGXU7s6kpEznHx1UNvBCcdB8KhSjFr15VAyqzZYh6aV0uGok1p355OZMpWNcmUrSvL7OLULbS4PPnVV+FjQ0y3GRSzREU0JOfdpqJ55RXIde3y44UpqMnDumwR7U4eYV9RfxOMDREu3V6WnVXlgYW/f20Q5ubKb3LyigVEwkiV0EBkev2beU029hQuf6xGGu919eJdO3t/JyewWeFeJwIUVdHTWNhgUTS3b1dvbYDOyanI+fSEpmSePiDQT6L3n2oo4P74SVD1Evr8miUPpORkcxaetOkWSJDMnt71ZxJgY0Nvn7unDcHpHRbCgZ5v81NMu90mgxNH22mRzb0jEO7zE4ncDIpjx7dnh0pjOb998nYo9EHWouTV9j3xC+e6vl5NVX3Zz8DPvc5Etvt20Sa2lpK31iMCHL0KJFlbIzfi8f5dzDIQ93aovqcSmU6+wDnQRUCoqaL6iuNQaam3Ds+O4FdUtLCAp8PIEPp66NWIZLe52MHaa/ST29dbgcSHx8fV+m2hw/z3m+9RWYq+fLJJNeSSJBo3nuPr3/wgXLAbm4CL7+sqveszTVFM0ul+MymSd8EkBnZWFnhfmxucr9LS50zO92ezc6rD2RmRyaTNCkffZRm59aW6gvopa7hYYN9T/w//rEqnU2lqCYGg/TeRiJ8va5OceUzZ5Rqf+QIv7O2Rts+EFDz83TPeK5cXSbyijRMJFT57OXL1DZkXrybiqqrsj4f13nvnpoTOTjI7xYWkhArK/e2FiSRICE88giJUzoXDQ2RiAsKVJ8Aw1D97197jR750lIy4rv3ZzwXFrImwqoJSEafjCNfXOTzhsNskVZTk/mcly+ToYtqDthndrqBk0mpZ0cuL/PZA4HMcWWzsw+sFievsK+JPx6nxGtq4s/ICCV9ayulxMqKGqihQ1kZ3z95klKov5+fnZ9XvQJffJGfzbXCUvoNXr1KJNWn3lZVEVn0ohWnFmR2eQLSNfrUKfov3nsP+J//k8975kyeS1FtYHFROTEB/p6ZodSVXHxA9QC8dYsE095OgkinuTfimHzsMftOTDIN+/BhMhwxAZ55hve0Emk4zP2uq1Ov2WV27sQvINmR3d3A97/P5y8q2j6u7EG3assH7Dvi1w/wzh3Vk6+igsgiXWuOHlXc2E5yNzTwdyhEqfTGG2rwRTSaOX3WK1fX+w1KV+CrV5V/QKrSJJ4uk52B7RLKLtlHmo12dJAoCgv5fWl7vUet3n4LktWXSinJn0ySyemhUPGJSIl1IEDtQAhFzKFnnuFzSMxebGjZ86EhPmNbG5moDAW1QjRKG1+IWnI49CEmu+2REImocWXpNP1Ht2/z/85Ob5miDxt4In7DMD4H4C/AEd3/zTTNP3f43BkAbwP4A9M0/z5vq7wP1gO8ejUzHl1eztc3N5mcole1AZmS+9w5EvjiIiWxIG93t0o3tRbHWNdhlSA6wYrKPzNDJvXFL6qqNOtkZzvPsFPvRwEZwGGdKSB173vR+FVU97k53jMYVOFOGZxSoiW2BYPKodrQQFNMuiQfOqSSkiQ7UGxoiaNLjD2bxhWJUFM7f56qvrTI08Ox+eiREI0C//RP9HHMzKhmIjJ/oLvbubT6YYSsxG8Yhg/AtwF8FsAEgMuGYZw3TfO6zef+DwAX9mKhQGYzz2vXKOW3tijxt7Z48MEg8KUvKedVNsl9/jyvc+gQJfLoKK9hmkzqsB6kmwTRCVa6zpomi3Okc5O1UQVg70NwyqkXEA+0PlNAvOrPPKOSUl55RfWl2yki6g04JBpgmmrIRUMDtZ3ZWZ6BPpdgZoaSfnaW5yQVdM3NjEZI+bU0PhkdJVM+eza3NuIdHXTueZnQI7CTcNzkJM+ltJRMTKYkT0zQl3H69A67Lz2gdt06eJH8TwK4ZZrmMAAYhvFDAF8CcN3yuT8D8A8AzuR1hRrIaGuJu3Z0UJrEYiyCOXmSBPzJT2Z+z0lyv/02r/PYYzxEyewbGFD+AutBukkQp5DPsWOqOMdusrOdRLPTWCRXYGWFUsc6U0AawwpzFM/38DAl7k5MAp3ZHT5MBvOLX9DB19rK+62skBAaGmhuCd5WVmZ2Sk6nyRief54MS5y1RUU0HcRBWFCQ2VDTumanIiQ3u9sw6HfRU75lEpDdM9vRYSzG9TU2qopGGSiyvJxZUp2TZvEA23Xr4CXDrxGAliuGifuv/RYMw2gE8PsA/ip/S9sO4TA3U7y6Mt46GKSE4Vrcr6GXBst01qUlSphUikzg5k1+trNzeyaZXYmrlNDaZeetrJDI9ZLfxx+ng8yttNYuo/Gzn6W3u7hYNQ1tb1czBWZmuAYxCeRHH2iaK+jMzjDUuKzDh/lbOlCHQiRqu0rHmhpK9aNHaf40NfHz0SgZr8wrlDOtqHDO3pPQ7soKCXhlhf8PDbmf+fw8TbyiItUNeGpqe5amU+m45G5UV5NprK/z85LvsL7O93Swllbb3ujCBcY8NzdVs4Tbt8m9X34599TIHMCL5LcjJ2s10H8G8B9M09w0XKjPMIxvAPgGALS0tHhd428hGqUaW1dH4hobIyGcOsW9kzCeG7fVkVmms1ZX87fUdPt8qnOMgKiIXnriO5kY+fAGyz2knbjcyzC4XmluKdqA7dSZHMCqLou5sbioXnO7tqxX7ygkMXpdk1lc5FmuauOw7a578SK/J05T+X3xonOeQixGBlVSQq1rdpZ7ItqC9bNumt3GhhoeI8lV6TSvbyV+x5CwnfNqaUm1gJYuq9PTe6oBeCH+CQB6XloTgLuWz3QD+OF9wq8G8HnDMNKmab6sf8g0ze8A+A7Aqr5cFyuINDxMSbG+Tmni9ytpnA3Jrf37+vuJFFtb9CrX1tJ8EPtavNEzM7z/kSPuCR35Cvno+OFkv8u95LPt7ZSAW1s0Xdrbqdnk0rLLClZmJw019TRlL9e2Y4zSbDMWU4lVXV2K6VqvG48zvz8Y5DXq66kB6U5fOxBzcXRUtVAX887a8dfNN3DmDD/f1cX7ymTl556jABocVOXlriFhK4eRkdDiHBL7qKkpM484z+CF+C8DiBqG0QbgDoCvAfi3+gdM02yTvw3D+GsA/2Il/J2CxPLFM9zUxMOSg5c6bInxStmsE1j793V18dC2tlQXYIDEtLioSnwLC8kYBgcfzDw7q3PTzX63Rhn8fvpCJieJmF5bdtmB1fdQVUUiamvzVjegg84YrXb1F7/IvdU1A7smJ6EQnz+dVolaEk1wgnCYzFNPAjKM7Z165bNeNLvCQjID3S8nGaRZ8cLKYZqb6YD64ANVjCKxYulZtgeQlfhN00wbhvGnoBffB+C7pmleMwzjm/ff3zM7Px7PzCcHSIxVVfxfylk7OlRl2ugo89SdQHLU43Hua2EhD0gfrgnwkF9+mZ+RZJ1QSE1W2uuEDr3l9tYWw4XiS2hqykRaa5Th7Fk6pS5eJE6JUwzwPndPwCqxa2q4v7thfnb+rWxMVRjc008DP/0pibeoiK/L+HanZ7Oai5IHoHfqFciW1OWm2emamHSUtt1nK4cJhSh5amuVPXTsGKV/LJbbDPocwFOc3zTNnwD4ieU1W6I3TfN/3f2yCLEYN1JvWCm94iSUJqmei4tURdva1Ngz5+dx/x/gYTU2qpbcAvmu1nLyLAt+TE3R5CgpIbILw1tdde72m0iQmB55hCZCMkntSQZ05OpQtkP43fSncLKr3ZiqMLhAAHjhBdrusi9f+AK1P6uzXJjJwgJxZWlJzfjr6Mjs1Gt91p2m6npy3NtxmFQK+MpXMhM4Uinlxd0DeKgz/KRNlGlSxZP4ammp4tj19Zkqn7Xoxkpci4v8/JEj6jNOTsK9rtZyQxTBD93Zu75OpN3YyHS4WXFJ73Mv0Qo9OxDYWZJLvmAnMXf9LCSdW7oTSTTD2mH4/HkVd29vpyn0yCOZ3XqsA0i81l04gadkIjsOI6EdcWBIIcUehvseauKXuvBYjFK9vJzce26OZbuhkHN/+95elZQSjaoDlxg1oOK9FRX2iLfXk5OyIUpPD23VsTGaJ+3tqsBHb9hpxSW9zz1APJI059JSZcLsVotxy0txe28nTNXuLKamqBVeusQzbWlRzzw7q6JngCr1np5WjUZ1/444Vr3UXbiBU2bm9oQxizplbVt0+DAPW0o39wAe6k4+0SjVW+kOu7amKvAMwz6uPjlJKbe2xsQLv59OssVFSojFRf4v/eb7+4lEdojnpXuQG7i1+wbccwbk/p/+NJ1hjz6qUmM7Oojodmt9/nna/Hq0QgZcCDPt7+fru9Fi3OLhbu8B289NBmdKPwC70Lb1LFZX+d3iYhL+0pJ6LoDEbw291dfzs3o+gs6AJyZU3P6nP2W4fXPTe35EPE6t63vfA/72b+lvmZjgsxUXu3Q2ki9Go6pJYSxG1W0Pk3weaskfifD5QyE6/QCqbY8+qgpHrNpTZSXNpUBA9exbXVWhoCNH6FQdGCBH3twkQ/iTP3Few07UYi+2ny4BrSFFCUFFo/y7rS1T+3AzA+1m0+sRkJIS4lpr6861GDetRf530mj0c7t9mwSia2dO0lY/i95edc4tLSR8KSMWDclL3H1sjPu5vEyckLi9zFyU+oVsOCD5/TpR37xJid/UpHpK2poB+maKDSue5T1s/vlQEz/Ag62r46RWAUlvBbYT54ULSppKHr0+yhtQ7ZgAcmRJvc0neLH9hEjtwzYCQgAAIABJREFUQoo6AXR2ZqazPvaYexq4Tlwym/74cb6nV9Dtxpy0qreJBAlJzIu6Oq7VycTQz02KhUZGVJfjbL4Ia4Sjq4v3v3OHdRotLWoEm/Q8sJps8TjflzTfuTnuj4STCwoYPdLNEyeIxahxHjrEZ793j/8nEswBsEsYc9xM2w/lHx564s/V7talqSTxSJbb6io7sXR2KqmQSinVLp+OLy/nKQTgFFKUjkCDg9RYTp6kifLjH2e2mbaTlDpx6S3P5doy1nqnYNVa+vuV09owSITCdKXphZ2Jka8ux6EQJX5jIyW3DHKNxViFJz4U/Zn1jkurq/xeQYGaHQiQaSwv269B92vcuME1Nzby+cvLKWB8vsymsYCNBvIh9QF76Ik/19CLziykH5+ouI88opp7ZIv37ha8qPTyfG4hRasGMTenOvbYzeZz2498OS3jcTWvTwqJDIPOtJYWMtNf/Yp97goLgZ//nOO0vva17dfSuxwD/L266q3LsdM8Q32/JOXbjtnpHZeuX+eeysyGlRU+m2RJ2u2Bni9y965q9Z5Oq/Zi4TDX5Jr5t9eeZQd4qB1+ArozS7f53Obmra6ywUMgAPybf8MptmVl9OJubZEgi4q4v9nGTO0ExKk1OcnU7cVFpdK/+iqTTmT90uJLB2H8Vqeg5Na7zebTYbdOSyuIL6O4WJlily7xGerq+Prt2ySIpSXu9fQ0JeN//+98bv28Kir4mVSKDDmV4v9euxxbn8s03Z2oOgiDBnjPxx6jtnbokIq6bWzYz2fo66OZ4vPxOpJkdvGi6mwcjxMHnnkmy/7n+5A8wkMv+a3gxZEWifDgzp3bbq9JHYBTk4h8lVU7qfQApcz8vErAmZ9XCTjWNVk7Ee0kt94trXa3cWyZkwhw/Tdvcu1bW6p6T8aHmeb29OTmZpoHeoOQhgb3FG275xLIRYOWUWzDw1TTa2rUvmxskHGfPm0fbRsY4OdEY6mupgYn1X5S/djaSk0gq0mZr6KQHGBfSH4drCWmTqWfTmE0cXRZmSxAqfTtb9NR5PfvfOCEgKj0zz6rClakr72oyuLgray0Z/zV1QwV/fKX1CCKisgspIOthMy8JIFlC8F5Abt9jUZp0lRV8VpLS9S8JH+irk7NF7CWF0ejlJ5tbQxRtrXtbrydU1m1XemuRNeKisggZG6jVHuur+fWF9E06Zv5+tf5c/YsGeJDOqR3/0l+LzPT///2viy2ruNM8yvey03cN5G0REokTdmkJduy6DhOlMROvCaA0+nkIY6R7gm6ESRIBvPSQAbz0DPAYIDMW3ejkw6CIAimgU6A9HSnM0AyhjVJJ2nEi8jIi0QtFElxkUiREvd9q3n4+Lvqnlvn3LrkJX3Zuj8giLw895w6VfXXv39/Tw/huzc2GBbs6DAJQXaBhpAwxdCQ2ajnz1MKLS9TAqQDg21TUBKNj5vMRTvJyOXgsjeo3ZDy7FmqnO+8Y/L2fcaWCSirsOYdHR2mbn9x0WD7i4YyPc13Li5OrFXZbTptkHzvZ8/Fww+T0QXV+cEHqbVsbSViOdrU2UkhoZTBM9zcTM6/SNtvt4+IPgeO+SsryUCuBpgSax0a4iIMDlJazs5ygWMxtw/FrqATb/itW/yso2N3ZdXBLrcjI3zOI4+YhJvWVrea6wr/jo2R6c+cMbDXYRs0SJmIKAmO3YULnE9JQ6+q4t8EeffKFR5WCwumIUpNDcfY08Pwl1CmNV6f+7lKu2/fNmCrKysmSuE6HM+cMSAhMzP055w+zf3oVdbron1G9DlwzB+PA//yL5zsujpuLqnkk1irFAIVFzOUNDZG9StMeku998QET/7FRS7i5iZV47q6nZdV25LowgWqtWtrfJ5IjL4+hqVc4woyazBtNR3p7RuBSEXj45TqsZiRfPb8PPss7/XWWybkV1Ji4uaSbSloPnvs10ogEaxXrtC8kiQy8a8UFLihuYNUXc33DAppYBdaTCZUszToQDH/1BQhttvaTBus+XmGkaR6a33dzFlpKSX3zAxt77BFyMujNKquNg642Vl6fZeX+bzd5FzIASDMPDdHxrt1i4fX1paJOdtjdDmvXGmrvmPzTSqKor4+Ms3p04kty+/cMSnFwhjPPgv89Kf8zvw83/XmTTKV4PTtA1Td+5Sqn2NrK+fILhSLUtvDNIwd8+k+J/scKIdfXx+l3pEjdKx0dZG55SCQ3PXeXqbwXr/OeUsVypNsv5ISw+gLCwYX3/YX7IaEmaWZpqA1tbe7nW8u55Vv2iqQXFsAGCSk69cphWMxE/3wyWEXHDtXt2PXGCSOL5DeJSX8WQ61nWIL7oRswVpZyf1TXk6Vv7CQiMMSk0/XmZoRkg0iWVOvv87TyZVokAE6UMyfauPV1lKNnZ42HWTffZdqXNQCas3Tv6DAhKE+9jE6/wQcMxObwGZmybnXmv4JFyO4wr++GzTMsy9azalTBrX44kVqTD5eaZnn5WUTmxecftf8KEWbf2GB10rXHtEaIkEuM0xhbcYffJDz3Nb2gYTbDbW300bt7uaCFRSYXmV7AOSZ9Wq/jRl/4QKZc32dkrOmJnHj9fXREz40xA0HMHuvqSl6AaU3nO2YGRvz73LrS66ce7sM1aXhuVTLMLioYDejw4eTzcff/IY+DKX4T+LUvoAxUmjU2pqI0//xj7ud1FrTz7GywufF4zSnRNuK0qh24vjebSlxlLMwE474yHtUV3Nxp6cN6khXV7jXcZeU1cwv0mtzkx7tmRkytbTaamigZH7pJc6bpGs2NjLGCqTuqAu4syvT7XLrS7K5xO7u7U2NIx92D5vCAGElZ17ebWyMc3PpEj8rKuIc3bnjp9nYB1h+Ps2u2lquj8tJXV7OcdTUUJO6coV/v3OHuQvS4CNIO3F8p/rObrJoM+GId4GyvvYa7/F+PoHWpgRQyGcT74CyWu0XG21oyAA3SDnv2hp//9M/NVWPdrqmUCrJ8uabjOnH45RO+6HuheHIj43t3LQIJj/V1dFUtFFtpUeh+DIKCmgCpFvhF0y3vnMnPPGqvJzrdfUqD7vKSj5PfBdSuBTUan2TudL5zm6yaH3Gkwq/IQjKGotRO+vvt65PdxPvgrJa8ovzc3DQNKMsKCCjSntte+HSOdldJ/ni4s6ZPh2VsK+PGkptrUmUKS/3i9WHkQsQ9r336AOx0XClR2FJCU0i6f6rNTdtMGSVCtpqaoqgFXl5fAe7hPfGDWpt4qSdmCCUVn09QUok3dkFoybvIyHJ+XlGb0pKUuP82RRVSryb+ZV7C87E8HBqXAIblFVC0VqbXot9fcAT+1jkk9XM7zoE19bC66vTyRbbaUjVxeRAeiqhbAJptAHsXrNzlbi2tbn9FrbPIC/PxOplr732mqk1iIK2kvcuLOR9JGlJkmPm5nhIFxayym9zk88oLSWzlJeHw4lJMtfAAJmkooLzJr6v4Ly6WqNnKkrjml+A4xsZofSWKr6BgURTy95Pcg8pzgIcTVUynfIYQVnN/HIINjZS9Rc4L+m77nJQiW0nDOqKnwM7C6mG2X3BMtKNjcSGkz7x+91u0lR+izDNRJjXPgRtsM+LF8Nbisv1jY10JG5tmfTdzk6zqQcHDQyZJGUdOsQD48kn3e8ubbftZCitzdq60rODrdHb2sKzOjMxv7K3XKhRrkPN7lokuAeSR5IwB/tU5JPVNr/MwalTlBZ5eWT8oiJWS505k/wd3+KVnZhWYXbf5csmhCQhWukD6Bu/jwrXhdmQrrmy7dkTJzjmn/6UuHJSfBPsPxcs1FlfN+3A5+c530VFpoxYwnOSVCXp1DKngsHf3Gwk3cYGbVtRd0VLGBtzv7tU/EkVo5RfuwplZF0aG7lXyss5rokJPzPOZ55d83v0KMcDJKJGyTyFRRJaWxkl2dyk6SVNVd6fg3QWfheU1ZIf4IQ99xwdoD42dU+P6QgrXnRXam7wJB8f5zVih/pqC+vrtPukbHd+3oTPpOEkkPh8H81uJ97lYOmufD9MJe3udqvKdivwVC3F7U44Ev/f3DTRA5F0Q0O8vqiIh7YkX01MhEdVmpoSUYgAUzSUal0KC1MDggTnKdU8uwRyGGpUWPdl134uLbXW3w5x3bnDxfn97xkSyTCeX9Yzv5CPJmSrfwIJdfEiT9dgxyObAX1BJIMVbWLzNTRwI8/N0ZnzwANUN6MaToaF61LF6X3DvbaW4gIy7e2lHV5fz3GXlJjuPnl5/F/alJ87x++ePk1JbavSUZ1w5B1jMe5fyWuIxzlfn/qUAWJ1ka/vy16Xixd5EBUW0gyx19Fl+uwmnd4eX3k5JXpfH5lZWr/5HNRJC7e5aZwd9fUc8M9/ztBWBm3/A8P8Pt70nh7TbruqivNWXByewGIvQH19+AawE42uXjVdWWdmTE/F48dNddf4OMNgroaTYe/hG6f3dQra0tBWSW/dohp99arpTxiL8bARZ+pTT3HMk5PUDuJxXie5Fi+/bOZe0oUFiCPYCUckHcDrNjb4HmEdc1zrk8r3JUw4NMR3BJKr8uSaoIRfWDB4fUK+81xdnQyuumsBPTPDDWw3FqyspJ2Q4USfA8H8PpqQXNPQwI28sEDmOXKEP0fFz6MaLdiNP44f5wYbGOAmW19nimw8znucPEk78Nw5Mor0AqyqYpFLlIoZlEDSuPXyZdOsJB7331hhQKYLCybZ5/hxSiw5LO+7j2q2SP233+bnra3G6XbzJgFEH3iAz2hrM1WGUdK5qyv8uqgD0cfUk0Pi2jUTcgxW5YVJ+LGxnTtfBW9BwFWjyqu9Q8GVldzg0nkW4MSLlzuDlNUOPyFbE1pf57zE49SExBfS3U0GEVy1vDzTSz2V0yfo/JudNY0Wgo0/CgvJ8A0NdC6JN1rsy+Xl5FCkJGsFkzzefZeHSU9PsuOtqYnP/sMfEtO8h4cT8f/CfEG2U1FU0o0NSnuByhLBIgg7NgmopUBVKcU1EEYSx6E491IlzoQl2ABuB60kvviiDlVXM7LyyCPuNt9hyE527cbMDBO+fvtbznXYs+QQ//u/N/6lqEQk2wktmX3f/W4yzv/7CxeLcTACari8TObPcKLPgZD8qTQhUelE6m9tcd6OHycDpep4FNXrThhA7OWyMi7i/DzDWUEnT18fgSrsslD5XPwEly7xns3NprXYhz6UHKcvKOCaS5r3iRNGoxD8P5dvQqSMAIiWlfFZAmW9usq/Xb3KTRuLmUYVoiFJay+bbt8m0wKJDShcDTbDJF3wOtGEghgD//ZvDAOmY4tH+QiCWIjyjk1N/F53N79bV8fn5ueHz62MWSI6ktsQlrMQPPSlmrO/3+D7JeT3v/QSJdvt29wAjY27wzYLoQMh+SsrucHEngMSNaG+Pi5aaSlVsNJSTqqP1AeSpZLd6y4YwmlqMuAftkQtKeH3m5p4CNlVmQMDPERGRvhzdTXXsr+fG1Daj9lov7/+tckTePJJbq7Z2WT8v7AU09VVHn4yH8J8ohEcO2acm4BB4+noMJLw7Fm+q1TvSb2JbSO7qvLSwQoUiSzztbZGxpiY4PzYzVZSVQBGpe9GhVdlf9TVcW5HR5OxBoVs86G83BRHiSPVZTLIO0oDXvkX9gy0tdG597GPGTTTPcg395L8SqkXAPw1gBiAH2itvx34+ysAvrX96wKAr2ut38nUICXhQ6SIeJUbG41K195uTtXWVv59YsK/z6EtlaTKD0gO4cTjZBzBzpfmEPa6uDLT+vvJyNeu8XPJ6R8eZovpjQ1KdrtXo1LcGNKOfH7etJASCuIX/uxn/N8O3QFGYtpOtPZ2HgyCD1BaSgZvajI2++amyQcQPPuFBc5JWDFSOh50MblsxpC1ldoEl+NU3tdHu7DXN6wa8s03aU6mihLZ7b2UonkgAC1jY7z/0aO8VsYj7zg+zvtJAtbRoxHOxX1I9EnJ/EqpGIDvAHgWwCiA80qpn2ute63LBgF8Qms9rZR6EcD3AWRs5FGaUG0tmX5qitJrbc3YVjs9LMNCOCLdBaYq7LuuzLSqKuOBHh3l5ikp4WbPzyfj3blDjUOYZXaW6ui1a6ayc2Ym8UAThpANPDVFybm6atTRYBdi2Ve2BzzYB1De75lnjMki8FtVVaYY6fhxXmNTOtmTMobJSY5bTNzHHqM9HaxNsCHWd5MHYZNojqJ9SautmzcZjhQKtveSMuX5ec6HHKjBcHF7O53Aw8MmDCmZiOPjETDlewzm6SP5PwTgutZ6AACUUj8B8FkA7zO/1vr31vVvADiasRFuk2hC9lxIKamkdWpNSSVpna4MQB+STdLdTecMwE3nA+NcXW16x9vhr+FhMvdjj3GMUtQh0vTkSTqbbKapqOAzL14k47S1GaCSIEPI4VRXx40o9vrICNV0l6/IR0LbDHP4cCJqb1gxUjrpy3J/wU+oqzOeesFVdIX5Mgl3J5rj+fMMhUpashwCUksgzC3tvQSbcGOD/QuCadL2eCRqcv06tbeODn4vDL9xP8A8fZj/CACrMBSjiJbqfwbgl64/KKW+CuCrANAcxDj2oODJbTuLxKaanIzOGkuHNjeZH7C+zkV64w0+v6sr+t7NzcmZabW1hnEfeoj3m5xMvF+QaWZnjT3oAojMy+Mhd/486+RPnjRmCsDNODFh7Hm7ak/wD3wldDrFSOkWplVXc71sLUQgy6JAV2Xs4iiUBqTpCkgx88rK+Pz1da7T6dPUMIWB7fZeIyPmcC8t5XPFdxGsQmxvp8+noIBrL5ET+a5zrPsA5unD/MrxmXZeqNTTIPOfdf1da/190CRAV1eX8x5h5NKAgp1a7bjubhnf5aGtr+epPzNDZtracmtjYUU2L71E6b+8zI0VTPCxcwqKi8Or6STxyGaWwkJe39VFJhsZIeMXFiZX7b35Jv0L6VTBpZLmwfU5cYLv6luYlm4xm29Wnw/Jei0vUyKvrvLnzs7Ew1ApaoOSOt7ZaRKgALevZ3SUe1IqH6WYRxKQ5LtJtA9gnj7MPwqgyfr9KIBbwYuUUg8D+AGAF7XWGYUdCdOA4vG9a24aVnt965aJAYeF22Qj9/QYs6GjgwdGMEnHfrfjx8mkb79NxszPZzKNq697UDCcOJHoH2hpoZoeixn1FOD/c3PAj3/Md7p+nSr3zZuJvQ2CzCwm1txcYgORl15yr8+1a6lRd3yddS7yyerzvVeU6SG1BDYAi2gKQZ+Hy9dTXMzvnjhhDqnNTWphZWXmIJe1lfl4MK8SFXu1ubfJJ9R3HkC7UqpFKVUA4IsAfm5foJRqBvBPAL6stb6WsdFtU1g1nR2yyTTaql17bW8u2QypEjsAXnP6NPDRj/IeUegu8m6HDhnAkq4u/nzxItVJO9QlFXUSThSNYXU1dePKGzdYz1BebkA8+/sptcISb8S30tdn4MMFhae7270+Yag7mWgbJgy7umqSoOxYe6pkOBey8R/9EdXylpZk4Na+PpoAXV2cr7W1RJ9HWBViQQHXSXoDrK0xv2JpiSHcwkI6A197LXE+zk+3Y25sjzb3NqWU/FrrDaXUNwG8Cob6fqi1vqSU+tr2378H4C8B1AD4rmI624bW2jPIlprCNCBpceWrKtrSJgqdBkiuvV5aotNOmO6o5dKMSuxIZbIF3016+U1MRDvulKJmUVVlwlOSYCS59IBbXb96lYws9+7spAQTZCTbl2KPXToFBavsLlzgAWdTlIbqmpu5OYYpy8v5syQmRdnvktUX9K9EQZlL5EIOy6BnPmw/+fg8pApRnKK9vVT7Dx/m3ysqaOM/9BDf0zaZAOZkvD/fDdW4tvIEugo9N/cOyCvOr7X+BYBfBD77nvXznwP484yNKkBR9mYqVdG14FH2dFB1j8eZcDM3R1VQGmWWl/OED7OTfU224LtJLL+lxcSYxXF3+LBxmimXJ8bxucv/IIk0YRQ29rExmgbBz4H0zK/g/WdnqXmIypuXZ0qjb9zgAWcf0kDiIT48bDAI7FoKm2zTxE7ZlvFHga8AfhEMaVU2NMTPCwr4DpOTpmvU5CTH2GQZ0oKdEJzXu8t7G+s/EOm9O4E1m5pKTNnc2DALHouFo9PYc11dbTaRpGKKY0ygqFpb3WMJOofCEmKC7xaM5YvjTg4j2ZRbWzy4RkeN1/nMmeQcfZcj7bnn+D7Ly8Y+tZGRwja6oCYHP+/s5Bz4rk/w/iMjZGKB+ZJEn6Eh3sduZ37uHA+CxkYeIILDUFdHZpO5D1JYifPly3xuUVF0FyGfPVhdnYy8/fGP89qJCTJ9dbUpORey8RPsed0DzM4EOhDMH9zAgv9+/rxbZXd13X3nHUqteJxq7yOP8FpJHxWp7HJEbW0loinPzpLxb96kI88FxJHKORT2bq2tJiR46JBx3LmwBVZXeahIaKmvj98Pmz+h9nYeEnaTSRsZSZJSpqaMNK2uNuCfMl826ClgsBEkByAMQi3ISCINS0qMf6WoiOt04gQZSXwJQRX57l1WbpaXG0YMAoIGQUaVMnH6q1fpVAXCwVdc6xSmhc/N8b4LC+YzwXt4/nmzN+1mntXVxqzfY8zOBDoQzA+YyQ+GuFzedjtMV1HBxa6sJJN0dPAaFzqNUn5RhYoKMllHR3jGmIxPmKWxMRydN8iccgClqmE/d45qsaiYUQCXwee5mkza39GBQKxkKUYxgDT0qK8PXxv7feU+Ig3v3uW6FBcndmWy05lFRZZ4umh2S0uGWYIpz0GQ0bk5/q201Ph9VlaiwVfscYfR1BTHZGcAurowS2UfwD0kAsHXd5UpOjDML+TjSLOdM729VOsASpjGRkpgAak8c8Y4UuNx973Fyw/4ncwjI9QKDh2ihrGywu/YRSpR5BPyEhVzampnzV2iniGebZGuQKI0jfqeb16KFNv09ZEZ+/oMPt/KCrUtAUyx05nz8zkWCZsdPsy1nJ93+2BkTHaorabG4ArW1PBZrjLgdMmVAWh3YbYF10c/avaRzMc+YHYm0IFjfh88d4F9npvjBJeWUkWOxfg9AaKQ3nGCoXb+vLvmO92owtgYTQ45TOrrKXVE4mSKguYIkJnmLjvNL3E58oaHOW+XLiV68AHDCC0tBnFJ1qWsjD8H05mrqzmOggIyl6z18eM86ONxU2IsBUkiCCT5aW6O1335y2YcrpTpMArLUQjLAJRDMFXR1X7TgWN+WewoPHcpriktJWS0VGJ1dNDuD3qC7Xu7HFp5ebTZL1/mZ52d4eObmiLzr68blNreXm4KQXrdDQVx/tbXzWYLQ/tJtz7ENzc/eN+8PPM9KdFdWuJ1Ei5tbzcefLuO/+5damhaJ6b0Bk2gZ57hcxYW+L2qKuCFF+j4fOstSli7Hj8WM2OSLFBJ5hGfUTrZiFEp9zJv8pzZWZp9t25xfPPzPKSiiq72k7Ke+V2ZZqnw3KW45vZterUBxlalmCKMXB5dgZYeHuaiSfba8DDwuc8lb5K+Pkq3lRUu/uKiqQb0KWewQ5PBeDeQuPHW1wl6UVxMFdll9++kPsTHs+267/S08cRLF+KRkUQv/p07/L2/n1EHOSREhZ+YSByfSx12ofqOj5PxH3888VoBLpF3GR8nOtJjj/lnI9oUZdrY87a+bsLJ5eWmM49Un46NcY7uvz/joLzelNVgHq5MsGvXeAikwnOvqOBGy8/nJrx5k2i1YfFxwA0GIaGbqSnD/LdvA7/8JfCrXyXfQyrE8vKIiXfqFNVakXo+7zs5yfEuLlJqTE7y856exEw6wXmQ2H1hIc2AhgaTXReWHRmWfRc2D0HmcN23oYHzVVjI8Yujrq6OnxUWkvErK/lOwTr+1VVem2p8tbWci1//mrUJY2PuRqOHDpk+hPIuExNk/MZG//mw1+eNNxg5kqxLeY6NVixtz8vLjb+ispKH1rVr1CAFGer8eQNbtt+U1ZI/7JTVmqdlMNPMVkvn53my1tRQ/V9YINOeOhX9zKCkefVVMmA8zg1bUMB73r1LLL1PftIdghP7cnbWH1tA3ndwMDHeffcuDxBXJl1BAbWcJ580n9l2/07t91QOqFRZl4BRb4XsVmt1dVyzYB1/W1v0+AQ0s73d1BhMT1OrC8bLXYlgr766s/lwRQ3s1mSy9+RZtq9B0KDkd6UYYtSa8zA1BfzkJ8DXv773Hn6bslryh4Eu2k0RwtKeR0dNp5/FRf5/6hQ/T4cqK7nQU1NktIIC4yQsLEyWGAIXJaW7Dz/MGLoPopC8r11PIPBhdiadTfn5ZiO+/jr/Hx83mzEITir32G0CSar7yjw0NhrgipUVzsu77/KaWIzzOTGRmJsfNT45IKU7z9NPM2Lj2hNjYzx8bbBT17jHx6mpRIGi2lEDCUMWFfEgkr1n1wvcvMn7ApT4y8tcX1nXeJy+I0mzHhigX2k/Kaslf5jjSWzgVN73kpLE+OrSUjIsUyqS/O+BAYOQs7REle6BB6hdAInOtGBk4MgRP4ebvK9ICol3S7bg4iLVXTsnPT/faCTiZBoaAl55xYw/3exIoShHYar72unR4swrKKAWJZB0+fkmCUu85GGdboR86zwWFvhzURHNhPV1U11nJyq5fABBn0gwSai5mfMs+AF2MZTtj5H7NjQYNKiaGlZt3n9/Yp3G4cM0B6QuY49BfABkueT37Wnnos7ORPBJOXk7O9PvgffFL/L0npujlG1ooBpeU0NNIlidBnBDPP64KZ+9cIGMEFXBJu9rO9AmJ/lvbs5AQkkmnQCGnj1rCmLKy7nh7twx4xc79MYNlvAKY0S9d6rKOx+/gCQT/cVfAH/8x2TCU6eY8lpZaSS4+AmioL+FwjQOwTuUfP/Ll3kY1teTEQcGTN+HdHwAtrov1XzDw5z3Rx5hLYCg/AT9MY89ZpCI6uqIRPW1rxkYNCn+GRxMFHCZqHr0IaWDqVz7RF1dXbrbQ8+xT0CxlwQkwZaAkmZqn9avvUYGsgs+urpMf/pgimrUydrfnwiuWVtrPLxBmO7CwsQe3Fk1AAAT7ElEQVR68zAQB5dNHfT2j49zXCdOmLiwPOOJJ4wN64r1P/984n1deH1h7y2bL+hXCRu3D/mONYpc7zE+bqIMhw5RSzp/nmstTsflZe6BxsbEZ8mY5uYS80ZKS4EvfMHMgw0aIvBrx46Z+Uvn3X70I+Af/9HkKRQXc24/8xng85/nvpVaErsuxHfulVI9PlW1Wa32A+60Xp9e6GEprEGEHomNx+Ph8X/AYAj29PC0np3lhgpi24vzyJViDHCDPfRQuINJ3jfooLI3le2g8o3Jd3eHNzCVeQlDSXI9dycULHaqqCDjrq76q7auHHvRHGQONjaoRg8Pc64BMtrt2ya9WyiYNxKLMYKwsGBySFpakpOERN2X8aaDW3jkCA8mOVTicc51eXl6/SZ3S1nP/EJhVVlhvdABt8d6eJiboKeHCyjFHENDBqAzyt4SgA6RMAKd5eoQU1OTaL8XFfHQ8HG4yRiuXDHttl3pp+nE5EtL+fzr1+l0O3uW7zM1lZwHsLhIdTRVVaIvBYudpqbY4665mfD0YdV0LnJFZGzHcFkZmefaNVO5ODPj7nthoy1vbNBcUIrJYVL5KHkUkryzuMg1FUEAMOKyuWl8F1G+la0tvrMk/pSV8fsC6Cmw7dITAODnrn6Tu6EDw/xhjScl1urLUKOj3PxLSyYpBuCC9PTwALAdN+Pj3BxHj3Kh7M65QeisIJru0lIioKbWphd7lMPNNjGKikyq8pkzJrc96FiLcn729XFDCnpPdTXf5dw5Oi0ffTQZWOPqVT4rVVVi1FwHbXAJ9a2v0xsuSVv2uu0k1TUodZuaeMDffz/f4fZtAzkWPFgkIUzqBUpLeSBJ5qFoReXliWbG/LyZb1mzmhr+vrwcnSloh4MBkwkovSKam00TkKIi7pvJyYw37Dk4zG8vsG8v9CCJivu735EJFxa40ScnKQV7e40mIIs/MGAYdmSEKqGk6jY1JUJr2wtuY+KHofW6aGqKjB+PkzFWVkwn3YsX6WAKbiqXhmMz35UryYARBQW8Rhp32rUSt2+TaZ58MjVMt2v8No5CQwM39tWr5vBaXubfGhsT6x18zYowfEG5h6jRi4s8ZBobWY4clkknaMui6ot/pqyM45c1sM2MqSn+L5JZKQPXlerwCssEPHOG79XXR8EyO5tenki6dGCYfze90GWznDtHe0tCPLEY77W+TjVYVEc5RCT7zG5tvbXFjbG2xvEI3l7QPLAlssSxH3wwEcTBRX19iR17iov5szirfKRiMPW2sJDvJ624BMnm9Gky329+Q22ospKMYLdGk7lIVTBkM/3kJKX93bu898mT1JhGRw3wx9WrNLVqa6MRkcKeUVdnMAulWajk5+flkXHb2420DuueCyRDtgnzt7UZ7S1oZqyvJ9r3Ylr4NNK198aFC9yDYtaJNjk+nqhN+naeSocODPMH1VtXmywX2Yxw5AilmNhxhw/zVL99mxumuTkRAnt+3jhdFhf599FRLnB9PTewNAK9cIGb+ZlnEsc0O0uVt66On6eybWdmjMQXqRLmrAojF7LvxYs8wE6fNu3OpDpSQk2inivF94tqleWa46EhHsbd3Ryz9DG8cIHf7e01lXeFhTzQDh2iNiWNVsK0NxdAy6VLvL6kJLFZqITmfEqLAbO3YjFzsDz0kNH4jhzh53YBU35+4hqtrBgzyYdcmYBAcqOWvaztz+o4f5BkwqR4Q/Kio+KfNiM0N1OClZebXnm3bpm867o6MgpASVFaanIFRIoePcrvS8VaTQ03RyzGOLpEL2WzDgxws8Zipq3Y0BDbO7vGLmqspLtqbWrc5+b8chOCmZEVFWw7Ja2o8vPJmOPjjFU3NfFd19f5/7FjBnvOJ7/CjmzMzhq/wTvv8HAcHKRNfOwYnzE6ync7e5bazPo6taMo1dZ+ht3scmQkGa03LDM0VZPP554DvvENHpAbGwaH4R/+ITFPY3qaczg9zb9LToaYez4k++PKFe4ZG+shP5/m3fPP7426L3SgmB9IPwHC3ggCnywNEltbGcY5edLkDMjJu7pquv22tpKBxXn11FPceM3NLN4R9byy0pT9ujbr1hb9DdLa2TV2ac/e2mqcVbOzZJLCQr93diXC1NQwbm03fj161PgvjhxhKnJHB8fd1mZq58MSb2Qtzp3jIQcwpXZjw/xbXeW8LS2R+cvL+X9zswHReOopPj9qk8s6irMXMKnPQa1kNynNtoDZ3OQBaB/eGxvG33P6tDmkH300WesLI3sPnzzJg7K7m++4BwjdoXRg1H6hdNBigGRPsDhkqqvJ5AMDps+fIKrKySv5BX19XODpaS5KebnxzNpoNza5Qn3T09xQSoXjxdnmTX4+D5erV/ndwcFEEIieHt4nGJIMC/+5GDgsIhHVKgtwm1MLC6aS8vBhU9IsHv2tLR6oZWW8//y8GUMqxpR19Ime7CalWShVnsbyMjWFqNyQVPeW9ZfEszCH7l5R1jN/MOOtv5+L29xsmCDKS1xbm5yZZ7fOkrbUwtRSEBLsbWcfBHfvmkKOlRWqzzMz3ChPP83nujbrzIyp1GtrSwQCBQzzBhObVlf5jleuMMf8oYfIcJcuMVXWlZPugzyUbkQiCCQiYc/mZhMmk1bi0u5qbY2mVVUVNYuFBRMbB2i6yTOjsAftsTY1cR7EKXbiRDRG4E7s5t3maQTnK4j4E2zI2tXFse4nok9WM79s/s1NbjZBipG4d6oqsKkpk8wj0Fr19cDLL5P52tqSmVpScYO97WymAqgW/vM/0xaMxUy/POln72KslRUyysmTZJBXX6VaX1jI5924kdj+WyREcTEZX2L0t27x95aWcA3IFwdQmCTYP9CeQzl87UYX771nqg3FnBoepi/lwx82CLZ37phIweQk7ymq7d27PBA+8hGDvBNm48pYu7t50LS0UPLm57s9+bvFxEtH03CRD+KPTzbgXlJWM7+rvv3YMW6ylhaDmz8+7u5C291tIKME6urKFeA732EM2+4Ik66nuLqaG2N9PTkLzga6tBnr2We5UZeWCAZy6xbfqaGBB9PCgklLBoyE0NqondI0ZHk5ucnjTtJvw5gkqu/BoUP8TPLhJfOttZVmyuamQetpbuYzNjZYzQaQ4QsLDXKuqxdh2FgrKhizt1uFS3q2xMkzUQnnOrwlouDTqt0X8UfCzn19xuzciwo+F2U188vml5AbYBxeZWXUBu67z3RBDUrq7m5+d2SEm7migsx644bxaE9NGWkTLN0U+zqMqbSOBtB0MVZVFYEcpeAHMHH3/n5qKOXl3AC24+rBB+kRl25B99+fCG8N7F56iJQfHqZHfmsrse9BWxvfTQ7f+XmuhQ18Ke/7s59xriVsVlFBFR+g1vT666lTtF1q88wM50oaqFZU8CD81a84Nw0NmWln76MVRVFUbYR978HB5CK13Yw7Hcpq5g+rb5eSWol7B7vQAlT3h4b43dVVMtrgoEFTlYVoaUk8jQWpZXqaG76+nhusri4x1mszZzrqW3U1mbe4OLFWQWCv6uqMN19qz+NxAwtWVUWVc2mJ415cJJPZkikVbr+LXIVTvb2U0mVlnJe33uJ7K2UaUJaVue1qiR7YB6OdZZgqRTtMbY7F+K4SQQH4jK0tfkey+Hw0ibB58NEeUl0neyOooUhTFVsw1Nf7O7AzSVkd6nPVt0tsXcIhYTHd3l4yz/q6sU3X1niP++5LRMiZmUlEarl7lwdFXh7/Nj5uHFN2qK22dmd4A3NzJr69vs7vKMX/W1vNoSDM3NpK38Dmpkk+EaflygprDwDT9XUntd+uwqmqKgNWUljI97ahuIqLWRvgike7wm35+QZqy0a3EbQle+7CsAeVMvkHgtOwvMyxBlOYfbr12uQbRva5rr2d+6a723QRnpszeJBCO8lJyBRlNfPL6VhXR0lSUkKpOTFhmkgo5Y7pAoy9NjRwk0hIb2HBZPaVlSVW4YnzSoo4JF9bni+twoLM6QtEIVRWZlpMbW2ZBiL19UabsUEhg8kn8hzpIf+JT1CVFoAMX0BKm+xNKFK5qYkb+NIlhhuLijjvxcXczGfOJHf2EXIBsYhTbnHRpGjPztL3IUk0QDRQppTSbm0lArhWVoZj+PmSL9ipfd3cHAXFpUsGlx/ge1ZV8T2np6naa82fJZcf2DuYNR/yUvuVUi8A+GuwRfcPtNbfDvxdbf/90wCWAPwHrfUfMjFAu759asr0kBPv/d27nNRjx7jhpOpNAB07Oqh2LS9zIaRssrmZammwCq+khPfr7CQDFBQYn4OrCGUnXuXmZmOvDg5SMlRVcaxh6bRhz0m37j5MXbVNmMpK5uRPT5PBiovJDLW1TAx6/HFT2lpa6n6OK9wmjkz5rKAgUQPq76emIfUaYUCZ7e3UgmxAj6oqoz3tNLbvO5d245go2PGtLY710iX+XlTEffjmm8ZpmImchJ1SSsmvlIoB+A6AFwF0AnhZKRVsW/EigPbtf18F8HcZHicA472PxbgRhocNKCNAJ9LqqolTLy5Scj36KOPvx47x54oKg5wqC2VLKjutt6nJwITbPeN2czpLFt+pU4QI+9KXKPWPH08friwdyRGlrsr7j41xjgVRV5BmPv95qvjSndhnjHIA2GaB/ZlSZKxYjM+JxYh7NzoaDZTpghB79llm2KWrhe1kLuW6VLDjlZWJ/gmp0RcUKHuOdjPunZKP5P8QgOta6wEAUEr9BMBnAVipGvgsgP+liQn2hlKqUinVqLUey+RgL182m7G/n8xYWkob8JlnDMyUTNwTT3DT5OWZJBNh/GBChS2pSkoSE39qaqhltLT4t3SKIleR0iuv+HeNsSkdyZEqO/KJJ4yXXjDt7ruPTLi5aWL5Yd2J06XeXrOeAP+Px2kGPPVUNHJOmCa0GyeZ71zKdalgx9vbCe9eX2+agS4v029j2/S7zUnYKfkw/xEAI9bvowCCQ3VdcwRARpnfJpHQkmYLJKto1dVMOAli0YVJxqCJkQnmDCPXgu+kc0s62Wyp1Nrq6mQvve2RT9WdOBMkCL5AInKOfajvFfnOpVwnbb/q6oz/xe4fIdcNDBjNsa2NB1yYubSf5MP8rh43QTePzzVQSn0VNAvQ7NO7KkCdnXQMKWXw7dfWjOrpYuqd2lSZYs79IF/J4ROazARoii91dDDxRzIqBTRDwo37bQMD/nNZXc3aBxtM1DU/XV3J/on9fJ8o8vH2jwJosn4/CuDWDq6B1vr7WusurXVXnQ2o70lnztBuF3grCfEISIXLBv0gbapsIx8odPsa8cjbTUoyOXddXfRzbG5SK9nc5AH/8ssHY7189lY277+U0N1KqTiAawA+BeAmgPMAvqS1vmRd8xkA3wS9/U8A+But9Yei7usL3R2kIDacxHv3qrHBvzfySWLZj4YRH8Sz7hXyhe72wu1XSn0awF+Bob4faq3/h1LqawCgtf7edqjvbwG8AIb6vqK1juTsnTJ/jnKUo2jKKG6/1voXAH4R+Ox71s8awDfSHWSOcpSjD46yOsMvRznK0d5RjvlzlKN7lHLMn6Mc3aOUY/4c5egepRzz5yhH9yjlmD9HObpHKcf8OcrRPUpeST578mClJgEMeV5eC+DOHg5np5St4wKyd2zZOi7g38/YjmmtU+bPf2DMnw4ppbp9Mpb2m7J1XED2ji1bxwXce2PLqf05ytE9Sjnmz1GO7lE6KMz//Q96ACGUreMCsnds2Tou4B4b24Gw+XOUoxxlng6K5M9RjnKUYcoa5ldKvaCUuqqUuq6U+s+Ovyul1N9s//1dpdRjWTS2V7bH9K5S6vdKqUeyZWzWdY8rpTaVUl/IlnEppZ5SSr2tlLqklPrNfozLZ2xKqQql1P9RSr2zPbav7NO4fqiUmlBKXQz5e2Z5QGv9gf8DQUL6AbQCKADwDoDOwDWfBvBLEC/wwwDezKKxfQRA1fbPL2bT2KzrfgViMnwhG8YFoBJEgG7e/v1wtswZgP8C4H9u/1wHYApAwT6M7eMAHgNwMeTvGeWBbJH878ODa63XAAg8uE3vw4Nrrd8AUKmUasyGsWmtf6+13u67gzdADMP9IJ95A4D/COB/A5jIonF9CcA/aa2HAUBrnU1j0wDKthGqSkHm39jrgWmtf7v9rDDKKA9kC/OHQX+ne81eULrP/TPwdN4PSjk2pdQRAJ8D8D3sH/nM2QkAVUqpf1VK9Sil/iSLxva3ADpAENr3APwnrfXW/gwvkjLKA9nSpTdj8OB7QN7PVUo9DTL/2T0dkfVIx2fBsf0VgG9prTeVcl2+J+QzrjiAMyAwbDGA15VSb2itr2XB2J4H8DaATwJoA/CaUup3Wuu5pG/uL2WUB7KF+TMGD74H5PVcpdTDAH4A4EWtdUinvA9kbF0AfrLN+LUAPq2U2tBa/+wDHtcogDta60UAi0qp3wJ4BESK3kvyGdtXAHxb09C+rpQaBPAggLf2eGypKLM8sB9OFg9HRxzAAIAWGCfMQ4FrPoNEZ8dbWTS2ZgDXAXwk2+YtcP2PsD8OP5856wDw/7avPQTgIoCTWTK2vwPw37Z/rgch62v3aU2PI9zhl1EeyArJr7XeUEp9E8CrMPDgl2x4cNBT/WmQyZbA0zlbxvaXAGoAfHdbwm7ofSgQ8RzbvpPPuLTWl5VS/xfAuwC2wO7PzhDXfo8NwH8H8COl1Hsgo31La73n1X5KqR8DeApArVJqFMB/BZBvjSujPJDL8MtRju5RyhZvf45ylKN9phzz5yhH9yjlmD9HObpHKcf8OcrRPUo55s9Rju5RyjF/jnJ0j1KO+XOUo3uUcsyfoxzdo/T/AUC7Rv8D5vBgAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "np.random.seed(seed=42)\n", + "N=1000\n", + "x=np.random.uniform(size=N, low=0, high=1)\n", + "y=np.random.uniform(size=N, low=0, high=1)\n", + "accept=(x*x+y*y)<=1\n", + "reject=np.logical_not(accept)\n", + "fig, ax=plt.subplots(1)\n", + "ax.scatter(x[accept], y[accept], c='b', alpha=0.2, edgecolor=None)\n", + "ax.scatter(x[reject], y[reject], c='r', alpha=0.2, edgecolor=None)\n", + "ax.set_aspect('equal')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Il est alors aisé d’obtenir une approximation (pas terrible) de $\\pi$ en comptant combien de fois, en moyenne, $X^2+Y^2$ est inférieur à 1 :" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3.112" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "4*np.mean(accept)" + ] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +146,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } - diff --git a/module2/exo2/exercice.ipynb b/module2/exo2/exercice.ipynb index 0bbbe37..8e81dc0 100644 --- a/module2/exo2/exercice.ipynb +++ b/module2/exo2/exercice.ipynb @@ -1,5 +1,46 @@ { - "cells": [], + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean :14.113000000000001\n", + "Min :2.8\n", + "Max :23.4\n", + "Median :14.5\n", + "Deviation :4.334094455301447\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "data=[14.0, 7.6, 11.2, 12.8, 12.5, 9.9, 14.9, 9.4, 16.9, 10.2, 14.9, 18.1, 7.3, 9.8, 10.9,12.2, 9.9, 2.9, 2.8, 15.4, 15.7, 9.7, 13.1, 13.2, 12.3, 11.7, 16.0, 12.4, 17.9, 12.2, 16.2, 18.7, 8.9, 11.9, 12.1, 14.6, 12.1, 4.7, 3.9, 16.9, 16.8, 11.3, 14.4, 15.7, 14.0, 13.6, 18.0, 13.6, 19.9, 13.7, 17.0, 20.5, 9.9, 12.5, 13.2, 16.1, 13.5, 6.3, 6.4, 17.6, 19.1, 12.8, 15.5, 16.3, 15.2, 14.6, 19.1, 14.4, 21.4, 15.1, 19.6, 21.7, 11.3, 15.0, 14.3, 16.8, 14.0, 6.8, 8.2, 19.9, 20.4, 14.6, 16.4, 18.7, 16.8, 15.8, 20.4, 15.8, 22.4, 16.2, 20.3, 23.4, 12.1, 15.5, 15.4, 18.4, 15.7, 10.2, 8.9, 21.0]\n", + "mean_dat=np.mean(data)\n", + "min_dat=np.min(data)\n", + "max_dat=np.max(data)\n", + "med_dat=np.median(data)\n", + "std_dat=np.std(data,ddof=1)\n", + "\n", + "print('Mean :{}'.format(mean_dat))\n", + "print('Min :{}'.format(min_dat))\n", + "print('Max :{}'.format(max_dat))\n", + "print('Median :{}'.format(med_dat))\n", + "print('Deviation :{}'.format(std_dat))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +57,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } - diff --git a/module2/exo3/exercice.ipynb b/module2/exo3/exercice.ipynb index 0bbbe37..e2bff32 100644 --- a/module2/exo3/exercice.ipynb +++ b/module2/exo3/exercice.ipynb @@ -1,5 +1,68 @@ { - "cells": [], + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from math import *\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data=[14.0, 7.6, 11.2, 12.8, 12.5, 9.9, 14.9, 9.4, 16.9, 10.2, 14.9, 18.1, 7.3, 9.8, 10.9,12.2, 9.9, 2.9, 2.8, 15.4, 15.7, 9.7, 13.1, 13.2, 12.3, 11.7, 16.0, 12.4, 17.9, 12.2, 16.2, 18.7, 8.9, 11.9, 12.1, 14.6, 12.1, 4.7, 3.9, 16.9, 16.8, 11.3, 14.4, 15.7, 14.0, 13.6, 18.0, 13.6, 19.9, 13.7, 17.0, 20.5, 9.9, 12.5, 13.2, 16.1, 13.5, 6.3, 6.4, 17.6, 19.1, 12.8, 15.5, 16.3, 15.2, 14.6, 19.1, 14.4, 21.4, 15.1, 19.6, 21.7, 11.3, 15.0, 14.3, 16.8, 14.0, 6.8, 8.2, 19.9, 20.4, 14.6, 16.4, 18.7, 16.8, 15.8, 20.4, 15.8, 22.4, 16.2, 20.3, 23.4, 12.1, 15.5, 15.4, 18.4, 15.7, 10.2, 8.9, 21.0]\n", + "\n", + "plt.figure()\n", + "plt.plot(data,'b')\n", + "plt.grid(linestyle=':')\n", + "plt.xlim([0,100])\n", + "\n", + "plt.figure()\n", + "plt.hist(data, bins=10,color='b', ec='black')\n", + "plt.grid(linestyle=':')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +79,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } - diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb index 59d72b5..3509b0c 100644 --- a/module3/exo1/analyse-syndrome-grippal.ipynb +++ b/module3/exo1/analyse-syndrome-grippal.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -28,13 +28,19 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 28, + "metadata": {}, "outputs": [], "source": [ - "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"" + "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"\n", + "\n", + "#on remplace par un fichier local:\n", + "data_file = \"grippe.csv\"\n", + "\n", + "import os\n", + "import urllib.request\n", + "if not os.path.exists(data_file):\n", + " urllib.request.urlretrieve(data_url, data_file)" ] }, { @@ -61,9 +67,976 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
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320205231642812285.020571.02519.031.0FRFrance
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520205031684513220.020470.02620.032.0FRFrance
62020493129399923.015955.02015.025.0FRFrance
720204831380410641.016967.02116.026.0FRFrance
820204731908515285.022885.02923.035.0FRFrance
920204632480120503.029099.03831.045.0FRFrance
1020204534251636857.048175.06556.074.0FRFrance
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1820203731848514649.022321.02822.034.0FRFrance
192020363103907646.013134.01612.020.0FRFrance
20202035399186842.012994.01510.020.0FRFrance
21202034360843090.09078.094.014.0FRFrance
22202033361063411.08801.095.013.0FRFrance
23202032359183330.08506.095.013.0FRFrance
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25202030381795442.010916.0128.016.0FRFrance
26202029386875860.011514.0139.017.0FRFrance
27202028383405701.010979.0139.017.0FRFrance
28202027340662406.05726.063.09.0FRFrance
29202026340392389.05689.063.09.0FRFrance
.................................
186019852132609619621.032571.04735.059.0FRFrance
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1890 rows × 10 columns

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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
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1889 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202102 3 20825 16063.0 25587.0 32 25.0 \n", + "1 202101 3 22841 18645.0 27037.0 35 29.0 \n", + "2 202053 3 21220 16498.0 25942.0 32 25.0 \n", + "3 202052 3 16428 12285.0 20571.0 25 19.0 \n", + "4 202051 3 21619 17370.0 25868.0 33 27.0 \n", + "5 202050 3 16845 13220.0 20470.0 26 20.0 \n", + "6 202049 3 12939 9923.0 15955.0 20 15.0 \n", + "7 202048 3 13804 10641.0 16967.0 21 16.0 \n", + "8 202047 3 19085 15285.0 22885.0 29 23.0 \n", + "9 202046 3 24801 20503.0 29099.0 38 31.0 \n", + "10 202045 3 42516 36857.0 48175.0 65 56.0 \n", + "11 202044 3 44567 38521.0 50613.0 68 59.0 \n", + "12 202043 3 43737 37523.0 49951.0 66 57.0 \n", + "13 202042 3 35145 29812.0 40478.0 53 45.0 \n", + "14 202041 3 27877 23206.0 32548.0 42 35.0 \n", + "15 202040 3 20443 16381.0 24505.0 31 25.0 \n", + "16 202039 3 19810 15900.0 23720.0 30 24.0 \n", + "17 202038 3 25562 21142.0 29982.0 39 32.0 \n", + "18 202037 3 18485 14649.0 22321.0 28 22.0 \n", + "19 202036 3 10390 7646.0 13134.0 16 12.0 \n", + "20 202035 3 9918 6842.0 12994.0 15 10.0 \n", + "21 202034 3 6084 3090.0 9078.0 9 4.0 \n", + "22 202033 3 6106 3411.0 8801.0 9 5.0 \n", + "23 202032 3 5918 3330.0 8506.0 9 5.0 \n", + "24 202031 3 4351 2269.0 6433.0 7 4.0 \n", + "25 202030 3 8179 5442.0 10916.0 12 8.0 \n", + "26 202029 3 8687 5860.0 11514.0 13 9.0 \n", + "27 202028 3 8340 5701.0 10979.0 13 9.0 \n", + "28 202027 3 4066 2406.0 5726.0 6 3.0 \n", + "29 202026 3 4039 2389.0 5689.0 6 3.0 \n", + "... ... ... ... ... ... ... ... \n", + "1860 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "1861 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "1862 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "1863 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "1864 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "1865 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "1866 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "1867 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "1868 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "1869 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "1870 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "1871 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "1872 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "1873 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "1874 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "1875 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "1876 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "1877 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "1878 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "1879 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "1880 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "1881 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "1882 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "1883 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "1884 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "1885 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "1886 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1887 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1888 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1889 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 39.0 FR France \n", + "1 41.0 FR France \n", + "2 39.0 FR France \n", + "3 31.0 FR France \n", + "4 39.0 FR France \n", + "5 32.0 FR France \n", + "6 25.0 FR France \n", + "7 26.0 FR France \n", + "8 35.0 FR France \n", + "9 45.0 FR France \n", + "10 74.0 FR France \n", + "11 77.0 FR France \n", + "12 75.0 FR France \n", + "13 61.0 FR France \n", + "14 49.0 FR France \n", + "15 37.0 FR France \n", + "16 36.0 FR France \n", + "17 46.0 FR France \n", + "18 34.0 FR France \n", + "19 20.0 FR France \n", + "20 20.0 FR France \n", + "21 14.0 FR France \n", + "22 13.0 FR France \n", + "23 13.0 FR France \n", + "24 10.0 FR France \n", + "25 16.0 FR France \n", + "26 17.0 FR France \n", + "27 17.0 FR France \n", + "28 9.0 FR France \n", + "29 9.0 FR France \n", + "... ... ... ... \n", + "1860 59.0 FR France \n", + "1861 64.0 FR France \n", + "1862 97.0 FR France \n", + "1863 93.0 FR France \n", + "1864 80.0 FR France \n", + "1865 116.0 FR France \n", + "1866 149.0 FR France \n", + "1867 281.0 FR France \n", + "1868 395.0 FR France \n", + "1869 485.0 FR France \n", + "1870 544.0 FR France \n", + "1871 689.0 FR France \n", + "1872 722.0 FR France \n", + "1873 762.0 FR France \n", + "1874 926.0 FR France \n", + "1875 1113.0 FR France \n", + "1876 1236.0 FR France \n", + "1877 832.0 FR France \n", + "1878 459.0 FR France \n", + "1879 207.0 FR France \n", + "1880 190.0 FR France \n", + "1881 198.0 FR France \n", + "1882 224.0 FR France \n", + "1883 266.0 FR France \n", + "1884 219.0 FR France \n", + "1885 176.0 FR France \n", + "1886 163.0 FR France \n", + "1887 195.0 FR France \n", + "1888 308.0 FR France \n", + "1889 213.0 FR France \n", + "\n", + "[1889 rows x 10 columns]" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data = raw_data.dropna().copy()\n", "data" @@ -122,7 +2126,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -152,10 +2156,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 33, + "metadata": {}, "outputs": [], "source": [ "sorted_data = data.set_index('period').sort_index()" @@ -179,9 +2181,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1989-05-01/1989-05-07 1989-05-15/1989-05-21\n" + ] + } + ], "source": [ "periods = sorted_data.index\n", "for p1, p2 in zip(periods[:-1], periods[1:]):\n", @@ -199,9 +2209,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "yearly_incidence.plot(style='*')" ] @@ -314,9 +2391,55 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2014 1600941\n", + "1991 1659249\n", + "1995 1840410\n", + "2020 2042389\n", + "2012 2175217\n", + "2003 2234584\n", + "2019 2254386\n", + "2006 2307352\n", + "2017 2321583\n", + "2001 2529279\n", + "1992 2574578\n", + "1993 2703886\n", + "2018 2705325\n", + "1988 2765617\n", + "2007 2780164\n", + "1987 2855570\n", + "2016 2856393\n", + "2011 2857040\n", + "2008 2973918\n", + "1998 3034904\n", + "2002 3125418\n", + "2009 3444020\n", + "1994 3514763\n", + "1996 3539413\n", + "2004 3567744\n", + "1997 3620066\n", + "2015 3654892\n", + "2000 3826372\n", + "2005 3835025\n", + "1999 3908112\n", + "2010 4111392\n", + "2013 4182691\n", + "1986 5115251\n", + "1990 5235827\n", + "1989 5466192\n", + "dtype: int64" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "yearly_incidence.sort_values()" ] @@ -331,9 +2454,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "yearly_incidence.hist(xrot=20)" ] @@ -341,9 +2487,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } @@ -364,7 +2508,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.1" + "version": "3.6.4" } }, "nbformat": 4, diff --git a/module3/exo1/grippe.csv b/module3/exo1/grippe.csv new file mode 100644 index 0000000..b4aa052 --- /dev/null +++ b/module3/exo1/grippe.csv @@ -0,0 +1,1892 @@ +# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[198444,202102],"geo":["PAY","1"],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false}, @date=2021-01-21T09:31:15+01:00 +week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name 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