From 76815d27ea0a6ec4a061a3a8da6ec9c8bd8ab194 Mon Sep 17 00:00:00 2001 From: 5d5f89db375f9ba5e6d1c5d0b139bc6a <5d5f89db375f9ba5e6d1c5d0b139bc6a@app-learninglab.inria.fr> Date: Fri, 4 Dec 2020 16:31:04 +0000 Subject: [PATCH] Creation d'un dossier pour les donnees brutes et ajout d'une extraction directe depuis le site --- module2/exo1/toy_notebook_fr.ipynb | 145 +- module2/exo2/exercice.ipynb | 113 +- module2/exo3/exercice.ipynb | 143 +- module2/exo5/exo5_fr.ipynb | 2 +- .../Donnee_Grippe_France/incidence-PAY-3.csv | 1885 +++++++++++++++++ module3/exo1/analyse-syndrome-grippal.ipynb | 1017 ++++++++- 6 files changed, 3285 insertions(+), 20 deletions(-) create mode 100644 module3/exo1/Donnee_Grippe_France/incidence-PAY-3.csv diff --git a/module2/exo1/toy_notebook_fr.ipynb b/module2/exo1/toy_notebook_fr.ipynb index 0bbbe37..1ed0e10 100644 --- a/module2/exo1/toy_notebook_fr.ipynb +++ b/module2/exo1/toy_notebook_fr.ipynb @@ -1,5 +1,145 @@ { - "cells": [], + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# À propos du calcul de $\\pi$\n", + "\n", + "## En demandant à la lib maths\n", + "\n", + "Mon ordinateur m'indique que $\\pi$ vaut _approximativement_" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "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", + "\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": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3.128911138923655" + ] + }, + "execution_count": 4, + "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", + " \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 $P[X^2 + Y^2 \\leq 1] = \\pi/4$ (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": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\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 :\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3.112" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "4*np.mean(accept)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +156,9 @@ "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..2dcc55c 100644 --- a/module2/exo2/exercice.ipynb +++ b/module2/exo2/exercice.ipynb @@ -1,5 +1,113 @@ { - "cells": [], + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "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]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "14.113000000000001\n" + ] + } + ], + "source": [ + "m = np.mean(data)\n", + "print(m)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4.334094455301447\n" + ] + } + ], + "source": [ + "std = np.std(data,ddof=1)\n", + "print(std)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2.8\n" + ] + } + ], + "source": [ + "Min = np.min(data)\n", + "print(Min)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "23.4\n" + ] + } + ], + "source": [ + "Max = np.max(data)\n", + "print(Max)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "14.5\n" + ] + } + ], + "source": [ + "med = np.median(data)\n", + "print(med)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +124,9 @@ "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..adaf821 100644 --- a/module2/exo3/exercice.ipynb +++ b/module2/exo3/exercice.ipynb @@ -1,5 +1,143 @@ { - "cells": [], + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "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]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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9Zu/e8I9RhS9+kY7jpZfSz91wgxCbNnWH+r2bNtH3PvjgzNf+4z+mH9P8+UI89tjM933ta/S+bsehfu979Py+fYEftjY+9SkhCgqEmJyc/jyADqHJl25/WtnIlmUVA3gawL8KIX6YerrbsqyFqdcXAvBMLzTN48PBUvaFGQSOONj26FEqvHDhgt77OV4LxMPV6Yao7To6SmX56uspTiiL2U5MAHv2pOO1QDziigBdD5WVwB13pJ+rrQXGxsKtZ6ATs2UXsqwZwblzQEEB2d+OONh2eJhcyJw8FxR0spEtAN8CsE8I8RXbSz8B8HDq/4cB/NhrX6Z5fDiY7wx8GASGONiWBzA/Tc4ZUROCDFHbldfY8hIVWcz26FFKhOJ4LZCO2UadIMWkYEdNDTA0VBrq9+rEbKur08cjS5BqaACcjeDiErMNOl4L6GUj3wngvQB+27Ks11N/DwD4EoD7LMs6BOC+1GMlTCOCcMBxKIPgEQfbMsnqtoKzk23UhCBD1Ha1kwIXzHcDZyLbyTYO6gtwJ4XaWqC7O+DecDZMTtJSKCB7Zes234qDbcMiW88EKSHENgAyQX1PsIdjYGDghF9l29VF6uvq1egJIa5gZVtVpSZbXru6alX6uTgQAkCk4FxNWVsLDA6Gt8720iUi3Pp6It2xMcDusOS1y1yZt6aGGsQ70d09c9kPYJRtYDDN48NBNftsDAJHHGzLROBH2V53Hf0fNSHIELVdncpWNpE5f57IhJUaEC+ydXMjDw4WSdvaZQtWs01NtHXmEfT10QSmIMUsMtt2d8dX2Y6MJIBsTfP4cNDc3Bz1ISQWcbBtJsq2sZH+j5oQZIjarnayVcVsz58H5s2bniwTl5jt0JC7G3ly0pK2tcsWOmRrn0e52VYIciMbZRsiBsO6AmY5eB2kQfCIg239xGyFIGW7YgURRFzJNmq7Mtl6uZF7eiiRx444qC9ArmwBILV8NHAwud5wA22dcVtuQsCYO5fsNGoLI/f10eO4KttEkK0wFaRCwbhXM06DjBEH2/pRthcu0EC2ZEk8C+YzorarPRtZRbasbO2IAyEA8gQpIDyyZXKVka2bsuXnGbLqUYBRtgYGBhFBCH8xW85EjjPZfuUrwKc+FX5t5L/4C+D973d/zRmzdaovRtzJ1pkgxeSmG3LwCy+ydVO2zuOR1UUG4mHbyLKRg0RVVVUuv27W4K677or6EBKLqG07PJzugKIzgDLZLl4cX7L97neBI0cCKH/ngRdeoHWybmCyraycrr6cxOrmRi4qor+oY7ZRKdvq6nQDBzdlu2JF+rFRtmnkVNkOxfHOTwD27t0b9SEkFlHb1k6wOsqWq0fFVdleugTs3AkMDFiYmAj3u86fl1fdGhggoi0okBfMHx6myl1OAgbi0UDeLUEqF8p23jyabNTVBa9seSKTRGWbU7KNOk6TVHBBboPgEbVt7QSgq2wLCmggiyPZvvhiujE4x03DwvnzpD7dFCg3OAfkZMtE4ka2cbBtVMqW7TFvXmYx2+5uqhxVV+f+HWVlRtkaGASOvXvTbiWDmeBBqrJSX9nOn0/qIA6E4ESq6RcA/XXDmWByMq1q3dStG9k6JzOpBkIz3MhAPGzrFrOtqgIsS2grWyGA559PT4C84CRbu23HxsgmXsqWq0cVSNinvNyQbdYw62zDwfr166M+hIzxpjcBn/tc1EchR9S2ZUK69lr9BKklS+j/OBCCE21t6UE2LFcnkK50BMhr+HIKiZv6sn9OpmzjGLMlt7jQVrZtbcC99wL/8R96779wQa5s7b1sGTJlqyqNXVYWvRu5NITy0jkl24mwgzSzFANh++NCwuXLRA6XLkV9JHJEbVsmpGXL9Mipq4uSo4D4kS3Ha1tb6XGYytZOAm7KdmAgOzdy1DFbIeSVjqqrJ7QnMqm2uvjNb/S+8/x54Jpr6LGMbO1uZFLa7spWBqNsAwA3ejYIFkdlKZcxx8GDtI1aIagQtW3tynZ4mAZYFeKsbDle+7a30eMwybbH1vBT140sI9s4upGZjNxIobR0WFvZ7ttH21SfdSUGBmh5lF3ZXryY9iA4mxAApLSrq2cqW7fkKEaUynZ8nP7ynmwNDOxgso0TIcQNdrK1P3bD4CC9Hldl29ZGg9h999HjXClbmRuZyZa3bjHb4uLpSo0RtW1VZFtVNa5Ntp2dtH31Ve/3OpX+NddQv1/+Lj6fTnvZ6yML4e1GzkbZtrcDd96Z+QSeJ7N5T7alYTjCDbB8+fKoDyEj5IOyjdq2fX2kDphAVQRlL2gBRE8ITrS1UaNzVophxmx13Mgcsy0sdE9Ac6uLzIg6Zstk5EyQAoCGhhIt2wpBCYolJXTt8JIcGZxky1t+3i1mC0yvj9zbS4lUYSnbZ58Ffv3rtGL3C9UkJluYrj8JQJ0shz7mOHCAtnEm26hte/kyKQVe0qEaRO0FLYDo44p2cLz27rvlbtsgwW5kt7WgQkxXtoB7wfzz591dyED0tlWRQkNDsZay7ekh8nvLW+ixlyvZi2x1lC0TeljK9vhx2h4+nNnnE0O2V+M8qiowPg489ZR+enyusUMn4BJD5IOyjdq2fX00WOkQlL2gBRAvZcvx2rvvpkzPkpKJ0N3ItbVU6cipbIeGyP1pJwW3+sg9Pe7JUUD0tlWRwsjIOS1ly+rvPe+hrZcrOQhlq6oexchG2TLZHjmS2ecT40bOVzzzDPCHfwh0dER9JMnB5GR+kG0usHeve11egAapmhq9ykBOZVteToNHHBYBcLz2ttvocUVF+GTb0EBxRbcqR0DajQy49111q4vMiJps+bvdSKGychxDQ97JdByv3biRWjJ6zSt50uIkW37ej7JVuZGNsg0ARUU5LcUcGI4doy3fpHFDLfsYI8bQULqOrxfOnCGSLS2Nj/pyQ9i2vXgRuPlm4J//2f11v8q2pibdb5XjeVEuo2BwvJbTNqqrJ0ON2bIqdRZeAKZ3/GG4KVuVGzlqslW7kUsAeMfEOztpwrF4MXDrrXrKtqwsfX25Kdvi4pnHZLdtmMp2fBw4dYr+z1TZJoZsy92i+XmAkydpG1dSiLrwAuNNbwL++3/Xey+r2htvjLeyDdu2Z87QIHHihPvrly/TYKWrbNmFDMSjgwowPV7LaGgoC13ZzptHytZJtm7rQZ0x2+FhImWZsp0zh67bqEJLqgSpG2+ki8ArbrtvHzWBtyyguZnGOVktaWBmwlhpKZG1PWZbXT0zoYxty5nIxcXpHAQ3ZKps+V4qLjbKNvICAZki7mS7ZcuWqA8BACU8MYnqvBcgVRcXV6cbwrYtJ/LY14Xawcq2spIGMS9lyy5kID5ka4/XMoS4lBM3snMtKCB3I9uPR1XQAkjbNqrSASpSOHVqNwA9ZdvURP/feittVa5kN7e6vbCFswkBY+5csv/gIJFtQ4O8VCOQubJlF/Ltt6c9Z36RGLLNV8SdbEUMMreEoJm07vq+gwdJHTQ20uPZalsdsq2pSXenyUdl64zXAkBFxXhoZMt1kVnZTk5Ovy5lbuTLl9NKVVXQAojetipSqKykWI7qXrx0iVy63Jf2lltomw3Z8sTQCXvJxnPn1PFaIHNly2R77720zaQejSHbiBF3srXcFgLmGFevUrxWl2wPHABWrwYqKtKfjyPCtq2KbHmJCg9gbnFFxtgYqYY4KltnvBagBKmwYrZcF5nJFvAuKzh3LtmQB1s+H17KNirbqhKkqqqou5rqXuRMZFa2tbXAypXquK0b2doT0JzLqRj2ZgReBS0A+k0TE/r5Hwwm2ze+kbaZuJITQ7b52Dx+ZAQ4e5b+j0OiiRs2bdoU9SFM1TfWHUAPHgTWrIl+0PJC2LblgcqtytGVKzTo8GBVUyO379mzRM5xVLbHjgFr105/7vrrF4ambO2q1JkxC8hjtkB6MuPlRuYkoagmiSpS+J3fIReC6l50ki1AcdtcKFsvss00se/4cVrqtW4dPc4kSSoxZJuPzeN5OQUQ/aAlw06uJh4heBbd2+udNDI6SgPw6tXRD1peCNu2KmXLg6WOsnUu+wHiQ7bDw+nznH7u7JQ3JGjYValK2TpjtsBMso27G9ktQerkyV0A1Mq2s5M+y2VAAYrbHj3q/rmhIZr8uZHthQvuhUIYbNveXjo3Xm5kJjq/tj1+HFi+nFR6Xd0sV7b52DyeXchA9IOWDL1hdYr2AVa2ExOUCKHCkSPk5ssHsg3btkwMfX0zk22chd1VytZZ0AKInhAAOs9u3WkKCugiCWM5nV2VuinbgQEq0WgnKmffVVVdZCB626pI4cqVSygvVyvbzk6K19oTlZqbafvaazPfz/bjyQtj3jw6v1yXW6Vsjx2jbOEwlS1XV121Kjtlm/ct9vIR+UC2cYCdk7z4iTOW16yJP9mGDbuidbqSmWx5sMpHZStTYBUVNPEOI25rV6VMDk43snOJipuyldVFBqK3rZcCq631VracHMVgsnWL28rc6va1trz0xwm2La9ACEPZ8hrbFSvo8XXXzXJlm4/N45lso66FqkIz3yURwt6T1ots+aazK9vZatuenrQNnK5kv8q2tJTcZ4yoCQGQk+1NN5H/Moy4Lduxvp4GzcrKmW5kZ/qIW8xWFq8F0r8nqkni0BCpUrc6Qc3NzcprZWCAiMkerwVoYrJsmXvc1otsT5yYnl9gB9uW7/swlC2vsbUr2xMn5JXZZEgM2eZj8/iTJ2mGXFMTX0K4FIPu636V7fz5dGNGPWh5IWzbnj+fHvScytYtZtvfP33NKIOX/diVWBzIVpY1W1BA/uMwyJbrIhcX02NnYQt743iGU9n29MjjtUD0k0RucO6mvC9duqRUtvv309ZJtoC8kpQX2bLL1k3ZlpVRZ6EwlS1nIjPZXncd3SeyYjEyMNmWlPj7nA5M83gPnDxJs72oy7OpcJyvtAhh5yQv1yAv+wHi70YO07bDw0SenD2po2y5OIATp09PdyED8SBbmbIdGKAgc1hkaydKZ31kt0QeZ8xWV9lGSbaygnzHjx9XKluuiexGts3NwKFDM2PpXmTLLls3ZQvQtculFMNQtk6yXbVq+nHpQjWJyRazLmY7PAx8+tP6gzuTbTadKGYD/CrbNWvo/7iQ7cWLwEc/Cjz++PQ4fZjgAcyLbO0xW/vzdpw6NT05CoieEOzf7VS2YcZsnd16nPWR3cjWWaErH8hW5epUKdt9+0i5rVw58zWuJOVMkjp/nlzWfC0yOCauUrZA+totKZm5DyeyUbbLltH2uuumH5cuvOyaDWZd8/iXXgK++EVg61bv9wqRH8p2pdtdk2P09qbVhIpsL1+mwTBuyvZXvwK++lXg0UdpOcSaNcCHPgSUljaG9p1MrqtWUbzVjWyLitIDu6w+8uQkKdulS6c/n+kSiiDB3+1UYWvX0swgLGVrJ0o3ZeuM2RYUEFH09aXrIqvcyNmGP15+Gdi9O7PPAmpSWLlyJWpq5PdhZyfdf+7xXto6Xcnnz5MdnYqvspKuXSY1lbIFSNV6qcZMle2iReks4vnzqWCOX2XrljkfFGZd83gu1aaz5KC3l9aWMdnGtahFHIqFXLpEJGVZarLlTGQn2UY9keFz++MfA1/5Cs2M/8//AZ5+Orzm8Uyu8+cTOTjJlpsQ8OAkU7bd3bRelWf1jIKC6LsqyRJOFi2i0mG5cCM7la1bzBZIF8z3KmgBZH/dPvIIeVIyxdCQnBSqqqpQW0u/xS2+b6+J7MT8+aR4f/GL6c9fuDBz2Q9A1+a8efrK1suFDGSubNmFzMeVyfKfxCjbODSP90O27E6Mu7KNS1GL+nooZ9TA9GU/QPrCjvrSYFJobqZB8Oc/p8Hl0KHwEqTsg3pDg/vSH7tSkClbjoU5lS0Q/XUrU7Z79+5ERUXwZGuvi8y45hqaNPOxqIovXL6sR7bZeA3GxkhxZdoGDlCTws6dO1Fbmy40YcfQEBWukJEtQM3kn3tuekEflVt93jx543gGX7teyVFA5srWTrYAkW2mMdswMOtitky2Ojd5vpBtHHDpEi078Vrfd+AAFRRgz7dlkW2jJlvO3bNHOmprgYGB4tC+k5VsQwP9ubmR7fEtmbJVkW3US9ZUlY5U64YzBddFdiZIAUTCnGDm5gzi4/GqHgUE4v8lAAAgAElEQVRk5zXg4g4nT/pfmsJQJUgB8onZwYNEwiqyffhhstN3v5t+zotsGTKyDVPZ8hpbJ9ledx1NLPwsgkkM2caheXwSlW19fX3Uh4DeXiKn2lp10svBg7Tw3J5az71Bo4SMbEdGwuvB3NOT7gkqI9sglG2UtpUlSNXX13t2McoEbqrUXkWKM7llyravz7sJASNT27J3Z3Iy82Q8FSnU19dP9Yt1Tnw5E9lZ0MKOVauAN7wBeOKJ6V2QdMhWFtGyx2y94FfZOtfYMlatosmMXaF7ITFkG4fm8Xyz6ZJtaSldTHEm27XOKu85xuQkDZo6yvbgwXS8lhEHsnWLLdbVAaOjlaF9J6/ltKw02drrSnPMlqFStuXl0wtaMKK+bmXKdu3atTMatgcBN6K010d2a0LA8BOzBTL3GvB6UyCzNnCAOmbLtgVmTmY6O8mz1OiR9/e+99Fxbt+e7ublRbYVFe5JV0D62tVxI/tVts5lP4xMMpITQ7ZxaB7v1428dCm5jKIetFTYqpNaHSL6+ogkWNnKyHZyUk62UduWlW2xzWtcWwucORNeVpy9cMK8eeli7wynsi0tpYHAOYDydeqW5Rn1dStTtlu3bvXlRv63fwO+9CXv97m5gO3KVkW29phtcbHcJcrI1LYHD6ZJKVOyVZHC1q1bpcr21VdJ1XotDHnnO+m+fOIJWhYHeJOtLDkK8Kdsi4tpQqCrbGVkm8la28SQbRzg143MGZ5RD1pxBhe0qK1VJ0idOUMKlpOjGFG7OoF0yr+dsOrqgMHB8EIf9vWgTA72JClnzBZwj3OeOuXuQgaiv25lCVKAfsx2aAj4kz+h9fFurQjtcFOlbspWFrPt76fsblVdZEY2ZLthA4VSMk2S8iIFN2UrBPDKK8Btt3nvv6oKeMc7gCefTIcpZGTL9lVNTvwoW8BfXQPnGlvG0qVE3LOSbOPQ5DxTsuWT79U+LgpEHQtncrW7kd3sxDeFc1lwXNzIztk+JUgVuS6fCAL2JSq8ZTfo5CRdq84BzK0yUFhkKwTwk59QPCxTyJb+FBUVacdsv/1tstXEBPD00+r32usiM2pryTt14UL6/pcp24kJKvHn5UIGMp8kHjgAXH895S5ko2xlUbmioiJXZXviBNngt35L7zve9z6aDH3zm/TYbekPoKdsb7uNCmZwARcv+Flq6VxjyygsJBvPSjdyZWV48S9d6LqRx8ZIidmVrRCZZw+GidbW1tC/Y2QkTZZO2JVtbS3ZyG2AP3eOtgsXTn8+DmQ7MjLzZq2rA4SwQmkDJ8R0N7KTbPv76T1OsnWqwbExahwfBtlu3w48+CARbqYYGiKF6LRta2urVsx2fBz4m78BNm4kj8hTT6nff/48nTd7OKCggMjXy43MavDQIXUmMiOT8MfAAJ2vNWvIzRmGG7m1tRWVlfS77WT7m9/QVpds776bxr9//md67OVGVinb668HOjrc8wrc4FfZOl3IDL/dfxJDtnFYZ6ubIHX6NA12drIF4lnYYodbm46A8Q//QLNSt/LWTmULuCsWJlunKykOZOt2k/FvCaMXweAgfaeMbJ11kRlONXjmDF2nYZDtoUO05cL1mUBWa3bHjh2YO5euJ1XJ9B/8gAbTT3wC+MM/BLZsIbKSQZY1y1WkvNzIAHkKdJWtX9vai7qsXElkm4m3TJUgtWPHDhQUzPSCvPIKTXpuvFHvOwoKaBkQn59sYrZ+4VfZqsj2yBF9G7t5uILCrOv6o+tGti/7AaKvhapCfxjSy4EjRyh558yZma8x2bKytT9nx7lz5NpxrlSKS4KUm7IFvGs9ZwL7GlsgPWA5ydYZs3WqQdWyHyA7sj12jLZMuplARgr9/f3KWs8ADZBf+hIl9Lz1rcBDD9Fz/+//yb/PWReZwVWkvNzI9vd7IQiy7e9PJyDpQgi1AuPxwJk/8corwM03++to8/DD6f9lKwx1lK1f6Cpb2RpbxqpVNLF1LquTITHKNg7QdSPnE9nmAnyxuq1Zc7qRATnZzp9PM2Y74pQgZUeYytZJtuXl0/uu6ipbJltncggjarJVxRadnXaceOYZqh/8539O18wNN5AqU7mSnaUaGX6ULaDnRs6UbC2LFBdny/p1JXMoy4sU7GveJybIjavrQmbwmtv6evmynpoactt7NRjwA11lK1tjy/C7/CcxZFtRUZHLr3MFk+2VK+rKIky2rBjiSrZPPgl8+cutoceSu7tpK1O2ZWVkI77hZGTrlo0YFzeyW4IUoK9sx8fJ1fnSS97vdcuatRe2cPayZSRF2W7YsGFGw3YnvvQl+l1/9Efp5x56CPj1r+XFIFRuZI7Zlpa6qzs7Wego20yu2wMHqIZ4WVk6UdAv2aqqcgFkW2D6Mrz9+2nM80u2AIWQvv1t+esFBTQB+vCH/e9bBl1lK1v2w/Cz/GdykiYyiSDbsbGxXH6dKwYG0jeaatnvyZN0g3LB8biR7fg48LGP0UD0zDNF6OoK9/u8lC27XL2UbVzJNgg3cns7DTrf+Y73e53Klv/XidkODaXVzalT9Jyscg+TbSZxQSbbnh697H03DA25k0J3d7fSjfzSS8CLL9I1bifGhx6i7Q9+MPMzbnWRGfPmkbv28mXvYvn8fi9kqmx56duKFbTNlGxlpNCdmhnbY7acHKWz7MeJtWvJja/C29+e/j1BQFfZepEt93jmfBEVODadCLIdjTiVd3ycTuCiRfRY5Uq2L/sB4kW2Fy4Ab34z8Ld/S1maQDh9Qe1QkS2XagS8E6RkZDs87N6hJFcIIkFq82bavvyy93vdKh25ka1bzNb+umrZD5C+blVJSG4YHQW6umigBTJXtzK33KlTp5Rk+9d/Ta7LRx+d/vx119ESEjdXsltdZMY115An69QpPbINw40sBClbLupSUUH3g9+1trJCIYxTKXeHXdm+8gr9bmdBmbhCpmz/5V+owAnfk7I1tgyuaqUzYU4U2UYNzkRmslXN1p1kG4feoADFsDZsALZtI9fOl79Mz4dJtmNj6SQONzeyXdnK3MiTk+SKlpEtEG2mt5uyLS8HSkomtJXtM8/Qds8ebyXY00Nq1K767G32VMoWSJ9vXbL1e92ePEnn7Hd+hx5nSrYyZQvIY7ajozRxeeQRGiydeOghij86SUpVZpGfO3pUTrZz5lACn2wfTpSX03WjO0k8d47GIDvhcUayH3gpW4Zd2b7yCk1SnPkScYWbsr10CXjve6m61TXXkEv8ySfd19gyLIvGJp0Js65dM0VOTV8W1q/QBLuNl1DfaumAKAQtAI+jsv30p+l3vPgiLTqX1UANEvZeoF7KtrCQBjMnQV28SJ4FN7LNthF3EHAjW4B+l86Nevo0sHMncM896Uo9KtjX2DK4zZ4QdD5LS2ceU6bK1u91yy7ke++lbTbK1o1sGxsbpTHbEydIhcoKILzrXbR1qltVAwEuyHD8uNzlblnpCYBuzBbQt62zvSSQHdnKJjGNqcLHtbX03r4+ujYzcSFHBTdly3H6z34W+Nzn6D2HDlGGtQpe9doZkZOtZVmPW5bVY1nWHttzn7Ms67RlWa+n/h7Q+bKoK0gx2bIfX+ZG7uujGWgcyfbyZeCmm9KJDrkgWx7EysvlMVsmW8D94patsQXSg1aUZCtzd9bWCq0blVXt5z5H2/Z29fvdsmYbGmhCcvnyzLrIDLsaHB6m/YRJtmvX0v2SjbJ1s2tpaSmqqojgnPchJ7NwJqkT114LtLTMJFtVazwmz9FR7xq+OnWRAf+25QYEdmW7ahVNmPy4+b1IoTQ1Q+OxYcsW8k5lkhwVFdyULeel3H8/8JnPkOC4fBn44Q/V+8onZfsEgDe7PP93QoibU3+bdb5sKGKmcpKtTNk6l/0A8SFbJynkkmxvuildRMGO3t7plWHc6iPHnWxlyra4eFDrRt28mUjvzjupV6hX3NZtPai9sIVbXWRgurLlwScssi0qIi9QY6P/JtwMmbLds2cPCgpIZTrJlt3DnEnqhoceAnbtoipXDJUb2V5qUEW2c+fq1UUG/Nv24EG6d+3na+XKtCdNF16ksGcP6SKeAP/yl7TNJ7J1U7Zu13tFhXcRirxRtkKIrQBCWGmYe3DMNhuyjbqClHOJCpVlE6GSLS/7ueUWugHs3zU6SksKglC2UU5k3NbZAkBV1bjnjTo6Cjz7LM24LQu4/XYiW1UGsMyNzK/pKFvn8jQ3ZEO2116bbscWtLJluNVHPnyYBlFVh5j3vY/Kfn7wg+nazW51kRl2spW5kQGazOgkRwGZKdvGxulx00yW/3glSDF4YvbLX9JvUl0ncYNM2RYW6nUOsiOflK0MH7Ysa1fKzVzr/Xag2F6wNALoupHjrGydpFBQAFRWTuZE2d5yC23trmR7qUaGWwP5uCtbWZm2efOKPG/UbdtoIvdAKpjS0kIxapkanJx0dyPbq0g5e9ky7MrWa40tkB3Z8lKOxkaK22dyjckSpBpSP96t88+RI+RCVqnLuXOBv/974LXXgK99jZ5zq4vMmDMnfZ2plO1nPgP8z/+p+EE2yHINXn8d+OM/nukadmsvmUlhCy9SYNvyBPjQIYrXxqAPjDbKymgSZW+C0dVFyVCcxKaLuCjbTNvF/AOALwAQqe3fAni/2xsty3oMwGMAsGjRIrS1tQEAVq5ciaqqKuzcuRMAUF9fj7Vr1071Zi0qKkJrayt27NgxVX5sw4YN6O7unkptb2xsRGlp6ZTbpKGhAbt2rUFf32tYs2YQpaWlaGlpQUdHBwYHB/Gb38wHcAOGh4/Dsq7F7t0ncPZsKQoLC9HZ2QkAWLBgAY4duw5FRQXYt28rTp4sx8aNG7F7928A3Ia9e49iZGQxjh07hnMpBmlqasLExAQOpIIyixcvxpIlS7A95eOqrKzEhg0b0N7ejpHUHdja2oqDBw+iJ8Vk69atw8jICA6lJMTSpUsxf/58dHR0AACqq6vR3NyMvr5h9PZeRlvbftx1113Yu3cvKiquw/79fejtLcXAwACOpu7c5cuXo66ubqp2cm1tLdavX48tW7ZACAHLsrBp0ybs3LkTvamrsbm5GZcuXcLxVE79ypUrcfJkA4qLSzA8vBPALejqmsSFC3SeTp+uAnArLl8+hra2E6nfeyfOn7fQ1rZt6jwdO1aHsrISdHS8iPnzG7B69Wps20avHzlyDYB1eP31gxgbo3TnjRs3oqurC6dTzL5mzZoZ52nFihVoTwVHy8vpPG3fvn0qXNHS0qJ9noaG7kJvbzeAhdPO09KlrXj22Qm0tb0oPU8//vFSFBUVoaTkJezYUYHbb28GADz++D686U3dU+fpYiqle+nSmzExUYO+vkNoazs9dZ4OH94D4A689loX+vqWoKTkPNra9k47Txcv9sKyNqG7exSnT18FUIujR7eitHS56/20f//rAJrxyit7cNdd67Tvp4MH78C9917B+HgVRkb2A1iHp5/ehUcfvWnqftI5T1evvgElJWLqWuDz1N/fj7a2NljWzejtrcb+/QenztOBA61obBxDW9t25f20aFE7br99NT75yRo8+KDAkSNXUFFRjLa237iep/r6Fbh6tQAXLx7Djh29aG5uxrZt2zCeGtHvuusu1NfTeWprA9avX6+8n86dWwZgJX7969dw+XLf1Hn6xjfO4Z/+aQHKyg7hi1+cj0uXLuHw4RM4cuQNuO++AfT2Tk6dp7q6epSVrUNbWxeamo5ojXtnztwEoA67dm3H5ctDaGiYfj+VpBYmnzq1GwAVQr755jEcOnQ8Z/eT/TxlMu6dOdMNYBVefvl1tLbejG3btmHXrrWori7A5GTVtPvJ6zyNjFyPvr4F+NWvtqCgQD7unTgxBGA+Ojt3YOXKa2bcT1lDCOH5B2A5gD1+X3P+rV69WoSNhgYh3vMe99e+/nUhACHOnRNi7lwh/vRP3d/33vcKsWzZ9OcmJ4WwLCE+/elgj9cvFiwQ4rHHpj/X2Ngv3vrW8L7zfe8TYskSIY4cIfs9/nj6tZdeoueeeSb93J/9mRBz5kzfx7vfLcTKle77f/VV2sePfhT8setgcpK+/zOfmfnaI48cFYAQo6Pyzzc1CXHvvenHExNCVFcL8cEPur+/s5O+73vfm/786Cg9//nPC7FokRDvf7/75/nafewxIebNU/+2116jff7wh+r32TEwQJ/5q7+ix3v20ON//Vf9fTCKi4X4+MdnPv/CCy8IIYR4y1uEaG5OPz8+LkRJiRD/43/o7f/YMbrW3vpWIe6+W4jWVvl7b72Vfsf/+l/ah69EWxvt7/nnpz//2GP0/Lx5QvT303MHDtBzTzwxcz9NTUK87W363/v447Sv48fdX2fbdnfT+wAhNm/W338c8LWv0XH39KSfW71aiHe+0/++vvpV2teFC+r3/fu/0/tee839dQAdQoPnZH8ZuZEty7I3SXs7gD2y9+YSQpD7Tub2YzdyVZW6cbVbyTfLir4RN+CeNVtZOR66G3n+/PT6ZDc3sjNme/Xq9HaEsoIWQPRuZD5ONzdyVRWpHpkb6vhxoLMz7UIGyLV/223yjGRZ1mxxMblBVQlSQDrO6bXsB8jMjcyFAtiNvGoVXf9+47YTE5QFK1uiAsyM2Z4+TedDlRxlx/LlwOc/D/z0p2RvVbyV47aqmK0fyGx75gydu/PnqfAMML0BgRN+l//4WWfLyKfkKCD92/i3CkFu5EzizrrFaSKP2VqW9X0A7QDWWJbVZVnWowC+bFnWbsuydgF4I4CPan1ZyCuq+/roBpcZdXCQBsLycorbyBKkZCXf/PRYDAtuscXq6vBjtg0N9Pvr66cXtmBbO7ORgekEpUO2mdqWK4NlClXlGK+Sjbzk5/77pz9/++2ULXvlyszPqNaDNjQQ4Vy5Il9+wvWRwyJbXvbDZMsZtH7JVjV48fIU56TXa9mPGz7yEWD9ejqPqvWxTLZBtYKTxWzPnAHuuAP4gz8gsu3pSS/7sa+xZXBfW92Sml4JUmzbkhK6t1askDd+jyuc1+3ly2RnrpHgB7plV/l6jazFnhDij4QQC4UQxUKIJUKIbwkh3iuEuFEIcZMQ4veEEIoOk2mE3YiAqxzJjDowQNm7lqUm2/Pn3S/OqJWtEO5ZsytX1oeejcyKYdEiPWVrfw0IV9l+5jPZLdhX3WS33UYFAmQTuM2baTBzDqItLZQI5Vbcwq0uMmPevPTSFxnZMkHlimyBzDKS+TvdlG1LSwuA9MSBiUZn2Y8TxcXAN75B9zUnP7oh6L6rsknimTN0n3zxi/TaX/4lKdv6evfm6StXkhBgj4cXvBQY2xagjG3bw7yBU9lyMmAmZKvbUCRyZRskwm4ez2SrciOzC0nlRpYp26jJdmyMBiUnKYyMnAuNbIVIu5EBGszsZMu2trusnPWRR0bofTKyzbaC1MsvUxlLXtrlF6xs3ci2u3sfAPcbdXgYeP55ciE7Mz25ZrXbelsmW7cJXUNDWt2plO2pU3T9hkW2c+ZMvwcyIVvV4MWJf3PnkmeCj+/wYVJkfgfVjRup2P6f/qn8PblwI4+P0+R00SJyGT/6KPB//y/wwgvuqhbwv/xneJiuN1lfWrYtAPzsZ8Df/Z3efuMEp215jW02yjb2buQgEXbzeC4r2Nvr7pKxk61M2Q4NkQsvjspWdjGUlAxhYGB6mnxQGBggMmIVtnjxdDdyby/Z0t7r0jmTZHIJi2zZRZfpWlCVG7mwkC4Stxt161a6HuzxWkZ9PQ22bnHbnh55f9CGhvQ1porZ8sAcBtkePUoEYJ9AXHcdnU8/jc5VypazmZ31kY8coe/2u7wDoJrhqspPPHkIk2y7u2ns4fyGz36WzvOhQ/ImAH6X/3Dehmwpz6Bt1nn99frrhuMEp7LVKeAiw6xUtmGDB4KJCXeVo0O2TNgyso26WD7gniAFZN4GTQUuaGF3I3d3p4ndXheZ4by4VWtsAYqjZxoPHxxMkz8nofiFyo1cXS1PkNq7l7YyF7asuIWswTkw/XmVsuV9eg0+hYXkZvWrbJ3t0lLldn1NaLxq+AKY0fnn8GF/LmQ/ePBB4BOfIAIKAm6TRL4WmWwXLaKYMiAnW24P55dskww3ZVtQIB9DVPCbIBVZzDZI5CpmC7gbdnDQ243MZBtHN7LsYli//loA4ZRsZFVqdyNPTqYJ1N7xh+FMkPIiWyDznrZ2gs2UbFVu5N/+bVoz63Y9nThBlY5kS/BaWsh+HANluFWPYuiQrf15nZm+n+tWiODIVpXIszHlZ7cX6RAiXdAiDMyfD/zVX2Wmmt1QWkrq0m5bJ9kCwJ//ORH97/6u+37Ky+n9uq32vKpysW3zGW4x24UL3b1BXigtpfHFS9mOjJBrPqw83kQ1j7eTrZthOUEKIGU7NERxUDs4SSGObmSZsh0fpxlCmGRrdyMD6UElCGULZE+2hYVpd7JfqNxH5851oarK/XrizlAyd97tt9PWGbd1q4vMsD+vUrYAfa99UJfBz3V78SJNSp1ku3IlDUJBKduulF/Qrmx7eui7w1K2QcNtOaAb2dbUAD/6EXDjjfJ9cUayDryULds2n+GmbDOJ1zJ0SjaG7THIKdkODIQQVLTBS9k63cj8nB35oGydF8TICPl6wyBbNzcykE6SclO2vOTASbaq2FF5eeZka1mkIsNQtqdPn0ZdnZxsr71Wvt9160j5OuO2uspWFbMFaKavUwHVz3XrlokMkG2WLQtO2XIlIzvZsrILS9mGATeyLSjwHyf1s9ZW1tyBcdqtNVeewS1mmw3Z6pRsTBTZXrgQkjN8av9plSFTtnY3MjDTlRxnZStzI3PMNkxly5MPVrZ8P7spW2B6feRz54iQVbGQTJXtgQNEeOvX0/+6axXtUCVIAfKetl5kW1SUbgXHGcZjY7QvHbKVLVFhEtZNFgmCbAH/GcmqBCmGPUGKbZQvyhZwJ9sFC/y7qpcvp3tKx/k322K2Qugtc1Nh1ilbIQIKlkhw8WJ69qOrbJ1JRRcu0MzUjUCiLmohI4WbbqKOCWGRrb24+7x5RCLcas9N2QLTZ5KqNbaMOXMysy0Xd1+9ms4lTw78QJUYsWbNGldlOzhIv11FtgAVy5+cpCbsXV1p74sX2c6ZI1etTFD2RhkqBEm2hw/rT2hU7vk1qXUw9pjtkSN073HCUD7AOUk8e1bPte9EbS3Z1elpc4MXKayRrTHKI9iVbX8/rRAxytYHJifD3f/Fi+lEDqdhucqQDtnW1bnPTOOqbOvq6DSG5Ua2E0NBAbkvT5+mQWZsTK5s/ZKtX2UrBKnZNWvSaxgzcSWr3MiFhYWuypb7j3qR7Q03AL/4BX3+vvvSGcwysq2tpWtPtYQlbGVbX+++PKaxkUiRQy1eUCnbwtQNVlFBv7evj4h82TL5+tE4wk3ZZkK2srCWG7wSpAqDygCLEHZlm01BC4bMO2VHosg2jHWgdly8mL5ZnYblpUCcIKVyI8tKm0VNtjJle+LEXhQUhKdsnf0jubCFW6lGhr2BfFhk291NgxMrWyCzJCmVAuvs7HRVtrpkCwC33krFBY4fB971LnpOliBVUECvyeK1QPraDYts3VQt4D8jWZUgxd1muJobK9t8itcC7mS7cKH8/TLw5EZn+Z4XKbBt8xnFxXRtDA9nV9CCIcu7sCNRZBu2sr1wgWblbi4DexMCQK1sZQMhr7PNJC4YBGSkUFDg3oQ7CLgl83BhC7dSjQw+B0LokW0mCVL24u7LlpEyDVrZAulZsf28+yFbALjrLuDpp9PXmyqBZt48tbJdtQr40IeAt71N77v9ki1XNHLCL9nqNjnna/fw4fwm29FRmqxnomx5XNJ1I6vi4EmAPdM7m4IWjNpa2peqTkLCyNYKjXCvXiVjcf1Rp7LVJVsvZQvMbAqdK8jcyAsWLEBNTW7cyEC6PrJK2TLZDg7SuQlD2dqLuxcW0kCdibJVJUgtWLAAdXU0kNoJ68QJil37UTEPPAB8//tEvKq45EMPqYm0qAj43/9bP7apS7YTE/S7ZMp2xQqycxDKdoHtgqipoe+9eDG/kqOA6dctZ92H7Ub2IoUFmVR+iCHKytLK1rIy8xgwdJoRJIpsgczr13qBE090la3MjeylbIHoXMkyUlixYkUoZDs6SnZ0cyP396djKTJlOzCQnpWGkSB18GC6Iw1ACjcTZatKkFqxYoVrBZoTJ+h7/YbH/uAPgC1b1Df1pz5FhRCCgi7ZnjlD51xGtsXFdO75vHthaIgGSbdErxW2L5k7F3j9dfo/n5Wt2xpbXQTpRl4hO4F5BrbtqVM0fugsc5NBp2Rj4shWVvw/WzDZXnONnrItL6eB0n5xT07SfryUbVRkK3Mjt7e3h0K2nAjj5kYG0sk+MrIF0kozLGXb2Jiu+LJmDcX9/OYGqNzI7e3trjeq17KfOEHXRa/KRGaoumU5MTRE3+1W9KPdtvh47tz0/ZlvyjZosg0iQapd1kg5z2BXttnEawG9ZgRu7UuDROLIVqZsnQlSlkU3uX3guHyZXGlxVbYqBRYG2ToLWjB4MNmzh7YyNzIA7KOmOdpk6ycezst+GKtXU3Y0Nz/XxcgITbxkpeDcXFD5RrY616wu2eoQAqCvFOzxaVm8OK4IimyDdCMnBfaYbTbxWsAo20DBKoxjtl5uZCCdBencR1yVrcyNXF5e7km2AwPAz38OfPSjVNloyRLv7DxnXWQGK9vdu4mk3JaJcDatLtmybXUbPYyNkYq1k22my39UM9ry8vIZbuTRUVpPmS9kyy56r4nMrl3kJVCt362q0idbVrZuKLe9wNfKwoW0FCifYPcanDlDE7ZMGrXrupGF8E6QKk9I9lQUytaQrQacyravj1QqQ0a29oubq0fJlC2fiKiVrXMd4saNG5Vk+6lP0cX2u79LvTWvuYYSnJ54Qv19sibnPHM/eZJs7eYmtCvbwkJ5sX6G3wbyx4+Tu9i+fj/T5T8jI3Ky3Tgv2IAAACAASURBVLhx4wxle+oUDXr5Qrbl5RQiUVUn6ukB/vEfgbe/Xe1K8+NGVpGCvVg+K9t8i9cC03MNeNlPJoXsi4pofPGayIyP07lMeiMCgK6d7m663rIlW6NsA4STbIHp5ONGtk43cj4oW7euFNu3b0dNDaQ9bbkI+nPP0cXW1gbccQfwD/+gXo4lcyNXVaXt6BavtT+/fz8pY68BiMlW17b2ZT8MPveZKFvZTbZ9+/YZytbvsp+ooXPd/uVf0utf/KJ6X36VrcqujHwm2/JyuufGxzMvaMHQcdHr9Fy12zafUVaWLuGZLdnOnUuiwCjbAHDxIg0EJSXuLoOBARrw7TNtpxtZVRcZiJ5sZRfD0NDQlCvOTXWcOgW84Q3APfekP/+hD9ESjueek39fTw+9381NzK5kt3gtkCbbwUG9HpR+la192Q/DsuixX7JVKduhoSFUV5M651lx0sj26FHyeDz66HR7uiEoN/KQ7WCYbPMtOQqYbttsybaqyttroLN2eSiqASpglJen7ZEt2XJVNpmyFYLGgVlLtrt366/pu3gx7ap0cxkMDlJylN3l6XSJqTr+APEgWxkpMNk6Xcn9/TQ4Oi/Wd7yDfufXvy7/Pi5o4eYmZrL1UrZAOGR78GA6Pm/H6tWZuZFVN5llkX158nbyJG2zTdrIFbyu2898htyYn/2s975YfekksukqBb5281XZAnTdBkG2QSjbpMD+G4O411TNCMbG6JqelWQrBHD//dTN5fvf934/V48C5MrWqdDc3Mjl5emB34moyVZGCi0tLVKylVVfKS0F/viPqYwgKzUn3ApaMHhQkSnb8vL0xECHbO2Dlg4OHJjuQmasWUPxaD/ruVWTmJaWFgDTk+5OnKDYXJjLBIKE6rrduRP43veAj3xEjyiqqujevHLF+70qZct2BYDrrydb3nqr9z7jBh4renvpL1duZFUOlN22+Qz7b8zGrgxVM4JcTGJySrZccFwHx47RoDlnDvDudwMf+5h6/aSXsnUjWzc3skzVAv4zZoOGjBSOHTvmSbZubpgPfIC23/iG+/e51UVmeClbIK1Y/ChbPzFbN5cnE7CfVnAqN/Kx1HoYeyHzfFr2A6jJ9hOfoPOkW0QjqLKCbFeA8gmuXs1vZcu9aMN2I+uQgt22+Qz+jfPnB9OcYlaRbUHBpDbZbttG21/+kuKLf/u3wJvfPL1BvB32YhS6yra6mgZaXlJz4YI6bT9qZStzy507d05KtqqOGcuWAW99K/BP/+ReglLV5NwrZgukiThoN/LgILns3JQtP+cnbqtyI59L1eCz36hJIdstW4BnnkkTrg5kZU7doEqQYrsyMsngjQPYttz4Pg5uZKdt8xVs22zjtQyVGzmBZKuvbLdtowHg5pupDuzjj9Nzmza5x4syUbacmMEXuK6yjZsbGZDHbLmuqGwQ+NCH6Hf/279Nf14INdny/lTKNiyyZSJ1U7ZcLN8P2epUjmE38uQkTWCSQLaf/zwNZB/+sP6+TMH86eDfx1mzYbuRdZs7JAH8G4PKjZhVyraoyPJFtnfemZ7xPvIILUvYu3dmg/CxMSJxJtviYkqGss9iOEHKDp6l8zHlg7J1I4WmpiYl2arcMPfcQ2rQmSjV10fFG7JxI4dNtm7KtrycFLufJCnVJKapqQlA2o187hzZJd/JVgjgN78Bfv/3/RFiUGUF2a75Dr5ug1K2QbiRk2LbsJStm1hLHNnqxmwvXKBiCK2t05/na8gZj2NStRdOcM5iZG5kIH2Bqzr+AJSxWVAQP2U7MTGBykq49rT1qr5SUAB88INAezvw6qvp52UFLRi33AL81/9Krn0Z/JCtnwSpAwdIrcuWivhd/qNSthOpyih1dWRbLgWZ72R77hwlObEnQBd+3cgyIp+wV5zJY9jdyKWl6smnF6qq6PpXmUYnQSoptuWxLiiyra0l27olTyaObIUY1yLbX/+atk6ylfXTtBe0YOiQLbuR+/vJ2IODajeyvcdiJvjRjyjpK1PIYrYHDhyQ9rQ9dcr7Yn3f+8heH/1ousiFF9mWlAB///dqIs1E2erY9uBBIjvZgMPLf3TrLKsSpA6kJHJtLdlm9256Pt/Jlu8hv2Tr140sG7wOZNILMYZg2x47RqrWbZmcLngio8qk1yGFpNk2SGULuMdtE0e2hYVCi2y3baPBfMOG6c8vX07qkuMjDHvHH4YzGK5Stn197vtwQ6Zke/o0lcL76lf9f5bhFVt0K9moU1e0pgb4m78BXnwxXcKRq0fJ3Mg6uO02+nO6792gq2yFoKpUbi5kxurVNIFyhhtk0FnMzjfqa6/R1pCt+n1cVWm2xGxHRrJfnqJTH3k2rrMNUtkC7nHbxJFtcXEB+vu9Fce2bcBv/dbMH15URB1J/Crb8XEypsqN7FUXmZEp2T7zDG25LV0mkJHC4lQA1Um2AwM0kdBJMHjkEaoy9bGPEUl5KVsdvPe9wPbterP9wkKaSKjI9pVXgHvvBXbsIBKXgd3LvBzDC6pJDNuWb9TXX6f/3apqxRUysi0uVjcdcIOuG9nL3cl2zXfY1+QHRbaqiYxOglRSbLt8Of1Or6pmutBRtolpsVdcXIjJSbWbZGgI6OiY6UJmNDbqka1d2Trb6zHsbmSvusiMTMl282bachecTCAjhSWpqZ+TbNllrTMzLCigkn2Dg2nCtazMOphkCllP2wMHqOn6bbdRZ5qvfhX49Kfl+1GVrnSDyo3MtuUbddeu/FK1gDvZHj5M7exkbQVV+yooyD5rdklQciViBFl4QYdsdWK2SbHtvffSOKQThtLBrFK24+O0mFPlSn7lFcou9iJbuzq2t9dj2JWtWxMCYLob2Y+y9VvUYnQUePZZUhLHj+tV33GDLAbGhcedZKtaY+uGpiYqbvDd7wJPP0329DsYZwO3JueHDwM33QT84hdUTvDoUap2pJqB+okrAt6NCID0jTo0lH9kW1w8M7Hv0CH/LmSAJmB+1oPKSCEpxfKDJFsdr8FsakTA11pQmGUxW9qqyJaLWdxxh/vrjY1EVvZ12xcvUozX3guzro4Gl+FhOdmWltJAFLayfeklUozvfjc93r/f3+cZXrFFJ9mqqkfJ8MlPUiWf3buzcyFnAnu7MsYrr9Bk5YUXgM99Tu/m80O2k5MUZvByH9mzTPONbDmxjycyQtAkJhOyBfTa7M2W9aDFxelxLZfKNl9KhcYJs0rZskryItu1a+WVibikm92VzNWj7LFBu2FlZGtZ6frI58/TY1VFJCAzst28mSYDXDygs9Pf5xkyN3Jlyj8uI1s/IZzycmq9B0RDtk5ly0ttrr9efz9+yJYrZ8luMrat/brIN7IFpl+3Z85kVx5RR9nyd8mUbaVO1lyegOO2uYrZlpaq8yCSZNsgUVFBk6NZQbZz5tAvkZHtxAQt+5G5kAH35T/26lEMu8tARrZAuj7yhQv0GZ6lypAp2W7aRE0Vioszi9ty82+3i2FDKm3b2dO2q4sI0+8s+N57gS98gZYE5RIysr3mGr2MZobf5SmA3EZsW3tjhXwn20wzkRlBlBXc4FxqkMfgCcXChdntR9eN7EUISbJtkLCs6TXO7fCadAeBnJLt6CiNpDKy3buXXlOR7bJlRFheZGtXtrIEKSDtEvOqHsUoK/NHtsePk5J94AE67sbGzJQtXwxupNDe3g5gZmKQzhpbGT79aeDhhzP7bKaQke3y5f72w+EBnc4/KrsCadsC6Qmc3wzeOMDuos+WbP24kWXK1m7XfAf/xly5kb2WUyXJtkFDVrIxcdnIlkVZTTKy5XjtnXfK91FURFmUdrK1t9djMNl6KVu7G9krOQrwr2x5yc/999O2qSkzslUphZEUYzhLNuqssY0T3GybCdkC+k3OvWa0I7YODXxNJUHZlpRkXnM2iASpEbfOF3kKbsvJyjRT8CTRi2y91FeSbBs0ZM0IhoeJW8JMCM1xIwJvsl20yHtwdS7/sXf8YbAKUcVsgeluZB1l65dsN2+myQEXYWhqotJufu8HHTeHG9nmS4NzYKaynZykDjthkq2fGW1dHZ1/nUlZ3OAk21WrvEMmMviJ2SY9QQog22ZbPYrh5TXQIVsDOVTKNmy75pRsq6srlJ1/tm0jF7LXRdvYSNmUQtDfpUtqN7IX2YalbIeHgeefJxcy/6amJiIRP7V7eV+AOym0pvzudrK9coV+ez4pWyfZdnfTJCNKZdtqi2ksXEhJRUEMqrmGk2wzdSEDem5kL2XbqooV5Rnq6jK7Rt3gdd2qmjswkmTboKFStoki25GRkRkN2xldXRRjVLmQGY2NdNGdOUP7mpiYSbZz59KgyG7kggL3G3/u3PCU7dat9N4HHkg/d8MNtPXrSlaRwsEUc9vJNpNlP1HDSbaciRylsj1omxV95SszWxHmC/i6nZwkz0o2ZMu2VVWC81K2B/3ONmOMf/xH4JvfDGZfXtetDikkybZBY9Yo27GxsSlyc4JL6zEZqWDPSHarHgUQudbUpBOkKivdFUl1Ne1jYkKfbEdH0wX7Vdi8mU7g3Xenn1u9mo7NL9mqYrY9qdqKhmzT8KtsZWTbYyuwvGSJuiZznMFk29VF11K2ZDsxoS7u4pUg1aNbuDoPsHJlcMpWx43slSCVJNsGjbq6tECzI3FkC0BKtlxaUGdNqJ1s3apHMdhl4NaEgGFPatB1IwN6VaQ2bwZ++7en3xxlZRQv87v8Rye26Ea2+RSzZUJgxZRLsk16HIxtm20mMhBcpSODmQhC2RrIweFFZ8OWxJFteXm5lGzPnKGtTvr80qVEOnZl66ZK2WWgIluujyzbhxO6DeQPHaI/uwuZkUlGsooU1q1bBwDTetpyqcZ8qkk+Zw55DEZH6fHx4zQBslcG00VQbmS2bb4jSLL1UzBfpsKSYteg4dVAXocUjG3lkJVsTBzZCiGUynbOnOnkJ0NBAalDlRsZCFfZepHtj35EWzeyveEGSpAaG/P+PoaKFDjV397TtquLJg/5NAvmSjzsSs502Q8QnBs5Kcso7GRbVpbdJEx3PWhhIS1lcUNS7Bo0qquzT5AytpVDVrIxcWQ7PDysJNvFi/UzPXn5j4psdZStnWx1i1oA3mT71FPUJnDFipmvNTUR0R454v19DJVb7pBtHRSXbMy3NbZAOGTr1c7Ry418yNliKk/BZHv4MGVUF2Rx5+u4kb1IISl2DRpBuJGNbeWwLwm1I3FkC8hjtmfO+KvA0thIZNXTk06GcoJLc3GClOx4GEEp28OHgVdfBR56yP31piba+onb6sYW7WSbT/FaYDrZZrPGFtBL4gFmT2H38nKa4O3fn3lNZIauGznpjePDAJOtLAFTJ0HKQA57sSM7VD2tg0JOybakpGSqYpNTcbCy1cV115GBdu0iA7rN1OvqaAbT3++tbMvKpjeClkGHbJ96irbvepf761xU30/cVkUKS22symSbTanGqGC3bTZrbAH9+shek5il+TZjkYBtm023H4auG1k1MUyKXYMGj0eyNpw6CszYVo5Zo2yLi4sxdy4pDvvFJAQpWz9kywPGyy/L3b+1tfRdZ896k+28eXoubF2yvfNOubKsqKCSf37IVkUK8+fPn/q/poZseelS/pGtXdlmk4kM6JOtl7K12zafwdft5GT2ZKvrRlYpsKTYNWh4Xbc6pGBsK4dK2SaKbK9cuTLltrW7ki9dIjLJhGzdmhAweBYzPOydjawTrwW8ybazk3rBylzIDL8ZySpS6OjomPq/pia9ZtmQrb6ylZGt3bb5DDvx5UrZqsg2KXYNGmxbt4nM+Dj9eZGCsa0c3Pc88coWgCvZ8hpbPzHbxYvTxpGRrb3ht4xs+fmgyPapp8il/c53qvfT1ETxM+fiahl01y3W1KRd9PnmTXIj20yL/gdFtklBkGTLS7GyzZo1mAn2GrjZ1qxdDgZubfZGRmJAtpZlPW5ZVo9lWXtsz9VZlvWsZVmHUtta1T4YhYWFSrL1o2wLCtKJHl7KFpAnSJWW0p9ucXlVUQshiGw3bQIWLFDvp6mJ9nHihN73qtzI1baUanuiWL4r20zX2AL+3MjFxfLs3OpsW7nEBHzdzpmTfSu4ggK99aAqZZsUuwYN1XXrVW+aYWyrhlvJxrgo2ycAvNnx3McBPC+EaATwfOqxJ+bMmeNKtlzQwu/aP56hq2K2DJmyBWiJjm6/ZZWy3bkTOHDA24UM+K+RPDxMMWW3FlDNzc1T/9vJNp8KWgDTbZvNsh/An7JV3WR22+Yz2LZBNVLItmB+UuwaNFRuZF1la2yrxuLFMxvBxIJshRBbATj7JDwI4Dup/78D4G06XzY4OKhUtgsX6uwlDSZbHWWrItsXXwQ++lG971SR7VNP0UL+d7zDez+ZkG1ZmftAuY0bASNNtnV1etnVcYJT2WZDtuzJ0CFblQvZbtt8Bl+32bqQGTpkq1JgSbFr0AjCjWxsq8Z999GyS/Yqjo9TOC9yspVgvhDiLACktg06H+IKUsBMsp03j4LXfuBFtrrK1g9kRS3YhXzvvXrx35oacufprrVVKbDx8fFp+wXyL14LpMl2cDC7NbaAPzeyimztts1nBE222fZdTYpdg4bqutXtEWxsqwZX9XvmGdrmKhYeYl96gmVZjwF4DAAaGhqwa9eLAN6A48d70dsL7Ny5E7t3r0N9fQUmJ0uxdetWOrCiIrS2tmLHjh3oT93VGzZsQHd3N06lCv/W1a0FMA/d3XvQ1nYBDQ0NWL169dTMrqSkFMXFLRgbAw4ffg1tbX3YuHEjurq6cDolp9esWYPCwkJ0piTmggULsGLFCrS3twOges4bN27E9u3bMTQ0hIkJC8AmnDx5Hm1tewEATU1N6OgowLFj1+Cd79yPQ4cKsWTJEmzfvh0AUFlZiQ0bNqC9vX2qlFprayuWLRvG9u2TaGvbgXXr1mFkZGSq+svSpUsxf/78qczCrq51KC29Btu2bZu6me666y7s3bsXg4ODaGtrw/r16zEyMgpgPsrLL+L48QHU1dVhx44dAIDa2lqsX78eW7ZsgRAClmVh06ZN2LlzJ3pTQYzm5mZcunQJx1MZSitXrkRVVRV27twJAKivr8fatWt9nafGxkaUlpZizx4K+zvPU2lpKVpaWrB3bweADdi27TRGRhZjzpwetLV1ZnWejh6dfp4mJiZw4MABAMDixYtx9eoKCDGGtrbtrudJCIHOzs6pTipe56m6uhrNzc2u5+liqtzZ+vXrMTAwgKOptPHly5eHfp66uqoA3IrS0uNoazue1Xnq6OjA+PgqdHUVYGioxPV+uny5Gpcv92L//j7X83TlyhW0tbUBAFpaWnDs2DGcO3dOep507qeDBw/m/XkaHy8BcAf27TuNtrZD087TSy9dBnArrly5iAsXhPQ8XUmtq+zo6MDg4CAAZD3uJek8ARZWrNiEJ5/sw/XXv4a+vmIAd+LKlYtoa9stPU9ZQwjh+QdgOYA9tscHACxM/b8QwAGd/dx6661iYkIIyxLiU58SU7jlFiEeeED4xsSEEI8/LsTwsPw98+dTi/kdO/zvX4aiIiE+/vHpz33sY0IUFwtx6ZL+ft7zHiFWrdJ773/+z0IsX+7+2sTExNT/O3fS7/3AB/SPI04oKRHi7rvpN/z859ntq6yMzosK73iHEE1N8tftts1nTE4K8cQTQly9Gsz+HnxQiJtukr9+zTVC/MmfyF9Pil2DxuSkEIWFQnzykzNf27qV7ovnnlPvw9jWGx/6kBBz5hB3nDpFdv3mN9WfAdAhNHhO9pepG/knAB5O/f8wgB/rfGhoaAgFBZjRQN5v9ShGQQHwyCNqNyC7koNyIwPuDeRffRW49dbprmsveGV02qFyd+7du3fqf3Yj51smMqO8PB3HzrZHqE4zAq+Yrd22+QzLAh5+OLhSf15uZK8EqaTYNWhYlvy61XV3Gtt64/77KTdk69bcuZF1lv58H0A7gDWWZXVZlvUogC8BuM+yrEMA7ks99gS7Aez1kcfGqL5xWJmznCQVNtkePAisWeNvP14Dlh2qGBi7UwCKA7/nPcBb3+rvWOKCOXPoegAyX2PL0CVb1U1mt61BGjoF81XEbuwqh2wSrksKxrbeeOMbaZK9eXOMYrZCiD+SvHRPpl9qJ9uzZ2mb7do/GXKhbAcHSZ2vXu1vP9XVNNiPjnonh+kuui4qAv7lX/wdR5zASVLZrLFl6JBtLgqQJxEq246N5Sa7M6mQtdnTTZAy8MacOUS4mzeTOAFioGyDxJzUSGon20wKWvhBXR25m4PslFFePr2oBXe08qtsdTNmATUprF+/3t8XxxhMttm6kIFglG2SbBskqqtpkujWOtWrcTxg7KpCtm5kY1s9PPAAeSTZ654osp1I1Sa0k22mBS10ce21/vrk6sCpbHmBdCbKFtBzJavcyAM6bJ0nyDXZeinbJNk2SOhUOlINXsaucni5kb2Eg7GtHu6/n7b//u+0TVSLPU7/dlO2YbmRP/EJ6gwUJJxke+AAkbnfPqF+yFalwDjlPQnggSSXylZ1kyXJtkFCVelIR9kau8ohcyPrKltjWz1cdx0JpF/8gh4nStkynGRbUqLfCMAvgqgF60RZ2Uxlu2yZf1d1UG7kJCFubmQDd+hUOjJNzjNDtm5kA33cf3+MspGDRGmKLZhsuY/tokXBunnDhpsb2a8LGQhO2S4Pgpligri5kZNk2yCRbaUjY1c5ZG5ktqvXpNvYVh9cTQpIGNkWFhYCwFQD+atXSdmG5UIOC3ayFYLcyGGTrYoU6uxFoPMcQZPt4CA1TJfBS9kmybZBIls3srGrHOxG5laZDO5QlRpGpTC21cddd6XHnESR7dWrVwFM72mbaUGLKGEn254eGnD8ZiIDwSVIcVmyJIAv/GzX2AJpQkhVr3OFV8w2SbYNEtkWzDd2laOqiiaIzrX8XmuXGca2+igrA+65J/1/mIgsZgsQ2Z45k99kmyoLmpGy9ROznS2xxZtvBu68M/s1toCefWdLLDxo6LiRTcw2M8i8BrloAzcb8fDDwKpVaV4KCzkl26JUM1b+UV1d5ObLZzcyL/vJRNlyGzgvZSuEmhRq/dSIjDk+8AEgqA5hXmQ7Pk4KQjWAJcm2QSLbvqvGrnLIvAa6ZGts6w/veAdw+LD/rnN+kVOyLU9NdZlsuQZuPipbHlAOHiQSzKSlXUGBXn1kL1Iwi9jd4UW2fA5VytbY1h3ZKltjVzlktvWqN80wto0nckq2vNg6CWTLJekOHKD1Wl5JCzLoLk8B5KSwZcuWzL484fAiWy+7Asa2MhQWUnw906U/xq5yqNzIOq55Y9t4ItKYLTdOz0c3MkAzzUwaENih04zAyy0nnGmLBgD0yValFoxt5ZBduzpLf4xd5cjWjWxsG09ESrb5qmz5gh8cBI4cySw5iqFDtl6kYOXTIuUcIgg3srGtHDKvjI4b2dhVDtl1q0u2xrbxRE7Jtip1FVVVURGLixep/yov98gX8CCybx+5k3OlbGWksGnTpswPIMHgQWtw0P11HWVrbCtHNpWOjF3lyDYb2dg2nsgp2Q6lprycGATknwsZSJPt66/TNhtlq1vlCJDfaDt37sz8ABKMIGK2xrZyqNzIRUX0J4OxqxwyN7JugpSxbTyRU7Ll5vFA2pWcby5kIE22fE1H7Ubu7e3N/AASDF6rm40b2dhWDpWy9UrkMXaVo6KCPH92205OUu9vneJQxrbxRCQxWyAZZPv663TxZ9NEIQg3soE7CgpoLXM2CVIGcqhitsammcOy6Lq1jwt79gDnzwPGQ5y/iKR5PJAm23x2I3d2ZqdqgfSApUog9CKF5ubm7A4iwVC56XUmMca2csgmijrK1thVDWebvWefpe2993p/1tg2noikeTyQDGU7NpY92VZX03pdZx1UO7xI4dKlS9kdRIKhIlsdZWtsK0c2ytbYVQ1nsZvnngNuuEFvvDS2jSciaR4PJINsgewykQG9ZgReCVLHjx/P7iASDB2yVSlbY1s5qqro2hwbm/780JC3sjV2VcN+3Y6MAFu26KlawNg2rog8ZpvPbmQgGGULqDOSTWwxc2TrRjaQI9viCwZy2N3I7e00gbnvvmiPySA7RNI8HshvZWsfSLJVtqqC7gwvUli5cmV2B5FgZOtGNraVQ1XD10vZGruqYXcjP/sslcfUTY4yto0nImkeDwC33QY0NwPz5+fyCIKBfSC57rrs9hWEG5mLhRjMRLbK1thWDlWlIy+yNXZVw37dPvcccPvt6bHC+7PGtnFEJM3jAeD3fx949dXMC/hHCR5Ili3LvmenDtl6xRbNInY5so3ZGtvKIbt2dRKkjF3V4Ou2txfo6NCP1wLGtnFFZDHbfAYTbLYuZEC/wTlg4mCZwKyzDQ/ZKFsDNXhZ1a9+RQUtTLw2/xFJ8/h8R0EBVXm5/vrs9xWEsq2vr8/+QBKKqipSWrbiZVPgSUxxsfzzxrZyZNN31dhVjaoqumZ/9jP6/7bb9D9rbBtP5JT9yhM03f3pT3NHtsPDVGdW5nJfu3Zt9geSUNibEdTUTH9tZIRIQdUkxdhWDpUb2etWN3ZVg6/bn/wEuPtu9YTQCWPbeCKS5vFJwBvfCCxcmP1+ysqISL3cyCqlsHXr1uwPJKFQuelHRryX/RjbypFNKzhjVzV4InPpkr94LWBsG1eYmG3EsKyZ1WKcYAVm4B8qsh0eNmtss4GbbYXQU7YGatgTik28NhnIKdmapsbu8GpG4EUKSYmFhwEvZes1iTG2laO4mOxnv3bHxohwvcjW2FUNewtSv+EqY9t4IqdkW1lZmcuvyxvokK2KFFpbW4M/qIQgW2VrbKuGc2kV1/j2msQYu6rBbuT77lPnFLjB2DaeiGydrUEaXg3kvWKLO3bsCP6gEoJsla2xrRoysvVStsauaixaRKsefu/3/H/W2DaeyKm/wd71xyCN6mrg4kX5617Ktt+rq1fgSQAAD0xJREFUIe4sRrYJUsa2aji9Mrprwo1d1Vi6FDh5MrPa8ca28YRJkIoBvNzIJkEqc5gEqXCRqbI18Mbixf5dyAbxRU7JtqKiIpdflzfwciN7kcKGDRuCP6iEIFs3srGtGs5rl5WtF9kau4YHY9t4IqdkO+ZsfGkAIPsEqe7u7uAPKiEoL6fYV6ZuZGNbNfjaFQLYuxd48kl63msSY+waHoxt44mcku3o6Gguvy5vUF1NFY5kIW0vUjh16lQ4B5YA8DrmTN3IxrZqVFUBJ05QbHHdOuDLXwZuuAHwKmJk7BoejG3jCROzjQE4zX9w0P1104w7O8jI1sTCs8fGjUBDA1VU+9a3gOPHgc5OYMmSqI/MwCBeyGk2cpkZ2VxhjyvOnTvzdS+ybWxsDOfAEoJslK2xrRqPPkp/fmHsGh6MbeMJU0EqBvBqRuDlRi41KbVKZKNsjW3DgbFreDC2jSdySrZDvC7AYBq8yNZL2e7Zsyf4g0oQVGTrNS4Z24YDY9fwYGwbT5iYbQzg1UDexBazQzZuZAMDA4MgkFOyLfbTlHEWQaVshfBWYA0NDeEcWELgRrZsV69JjLFtODB2DQ/GtvFETsnWxBLcoSLbkRHaqkhh9erVwR9UguBGtrzk2+uSNLYNB8au4cHYNp7IKdkOyta2zHIw2criioCaFLZt2xb8QSUIbmSrW8PX2DYcGLuGB2PbeMLEbGMAjtm6KVtdUjCQo6qKlCxPXAC9SYyBgYFBUMgp2RYUGG53g1sTboaOG9m459VwS0DjSYyX6Yxtw4Gxa3gwto0nTCOCmEBWH1mHFFpaWsI5qITAjWx1JjGAsW1YMHYND8a28YRpHh8TqJanAGpS6OjoCOegEgIV2XqJAGPbcGDsGh6MbeOJrMo1WpZ1HMAAgAkA40IIZW8n0zxeDpmy1VFgJvFMDZUb2UvZGtuGA2PX8GBsG08EURv5jUKICwHsZ1YjGzeygRpMtvYxyCRIGRgY5BImZhsTVFdn7kbeuHFjOAeVEGSTIGVsGw6MXcODsW08ka2yFQB+aVmWAPANIcQ/Ot9gWdZjAB4DgAULFqCtrQ0AsHLlSlRVVWHnzp0AgPr6eqxduxZbt26lAysqQmtrK3bs2IH+lOTbsGEDuru7p/o1NjY2orS0dKoWaENDA1avXj21zqy0tBQtLS3o6OiYcq1s3LgRXV1dOH36NABgzZo1KCwsRGdnJ/gYV6xYgfb2dgBAeXk5Nm7ciO3bt0/Vdm5pacGxY8dw7tw5AEBTUxMmJiZw4MABAMDixYuxZMkSbN++HQBQWVmJDRs2oL29HSMpSdXa2oqDBw+ip6cH/3979x9bVX3Gcfz90FIGQjNwWhFKYInioLMDCYIjSIbZnJi5mCxjiYnZXIzJlumyZeL2x7IY/3JZxh9zxjgdiQtmOt3M5pw/Bm4kDOVHcHZaMS0gAoKAE1ELLc/+OLfSYe/tbU+fc889/bwS0t5DT8+Tz4U+Ped7zvcL0NS0hKNHG9m4Mam9tbWVlpYWtm7tBj5Ld/erLFt2CZs2baK3txeA5cuX09HRwf79+5kwYQLt7e0cP36crq4uAGbPns20adPYvn07AFOnTqW9vZ3nn38ed8fMuPLKK9m5cyfHjh0DYOHChRw9epTdu3cX5n3q6HgHWMKbb77LgQMn6Ozs5MUXpwGXAh+yceO/yr5P06dPp6+v76P3qa2tjZ6eHnbt2nXW+5SMkzU3N7Nw4cJB36cjR44A6H26/HI2b9780dMJEf+fxvL71Nvby1VXXVUXP/fq6X1Kzd1H/Ae4sPTxfGAnsLzS11988cUug7vlFvfzzvv49kcecQf3l14qv++GDRvC6iqCt99OMly79sy2xx9Ptu3YUXlfZRtDucZRtjGArZ6iX6a6jOzu+0sfDwGPA4tTdf4xLM0NUlJZmsvIIiKjYcTN1szOMbMp/Z8DXwQqru2kxePLmzIlaawnT/7/9mqawty5c+MKK4CmpuSXlX37zmyr9pcYZRtDucZRtvmU5sy2BdhkZjuBF4C/uPtTlXbQ4vHllZsfuZobpBoaGmKKKpDrr4eHHoLSEE3VdyMr2xjKNY6yzacRN1t373L39tKf+e5+11D7aPH48sqt/FNNU+i/yUHKu/325NGfe+5JXlf7nK2yjaFc4yjbfNJkxTlRbgF5LUQwOi69FK65Btauhfff13O2IpItLR6fE+XObPubbVNT+X0vuOCCmKIKZs0aOHwYHnyw+huklG0M5RpH2eaTFo/PiUqXkSdMgErD3XPmzIkrrECWLYMrroC774YTJ6ChARqHeNJc2cZQrnGUbT5p8ficqHSD1FCXkPsfRJfKzJKz2z17YP366i4hK9sYyjWOss0njdnmRLkF5Ht6NF47mlatgvnzYe9e5Soi2dHi8TlRacx2qDOwiRMnxhRVQOPGJXcmQ3Vntso2hnKNo2zzSQsR5MTkycnHwZrtUGdgmnh8eFavhlmzqjuzVbYxlGscZZtPmTbbEydOZHm4ujJuXNJwzx6z7b9BqpL+ib+lOuPHw7p1cOedQ3+tso2hXOMo23wajfVsq3b69OksD1d3BpsfuZozW00WMnwrVlT3dco2hnKNo2zzSYOoOTLSZisiIvmWabOd3D8wKYMabAH5ai4jL126NK6oMU7ZxlCucZRtPmXabPsXEJbBTZkysjPb7u7uuKLGOGUbQ7nGUbb5lGmzPXXqVJaHqzuDXUau5sz24MGDcUWNcco2hnKNo2zzSWO2OaIxWxGRYsq02eph68qmTBnZdI3z5s2LK2qMU7YxlGscZZtPmTZbd8/ycHWn/8x2YEzVXEbu6+uLLWwMU7YxlGscZZtPmTbbD/vXNZNBNTdDXx8MfEyumjPbzs7O2MLGMGUbQ7nGUbb5pDHbHOmfH3nPnjPbNGYrIlL/Mp1BqqnSCujCrFnJx3nzoK0NVq5MznSHuow8Y8aM+OLGKGUbQ7nGUbb5lGmzHT9+fJaHqzurVsH27fD00/Dss3Dvvcn2c8+tvN/MmTPjixujlG0M5RpH2eaTFiLImQULkiXgnnkGjh2DLVvgppsq76OJx+Mo2xjKNY6yzadMz2xleCZOhMWLa12FiIiklemZbUNDQ5aHGzM053QcZRtDucZRtvlkWT77umjRIt+6dWtmxxMRERkNZrbN3ReNdH+N2RbA5s2ba11CYSnbGMo1jrLNp0ybrRaPj6HVlOIo2xjKNY6yzSdNaiEiIhIs0zHbyy67zLdt25bZ8caK3t5eGht1Y3kEZRtDucZRtjHqasxWlzdivPbaa7UuobCUbQzlGkfZ5pMWjy+AQ4cO1bqEwlK2MZRrHGWbTxqzFRERCabF4wugra2t1iUUlrKNoVzjKNt80uLxBaCx8DjKNoZyjaNs80mLxxfArl27al1CYSnbGMo1jrLNJ43ZioiIBMu02Wrx+Bitra21LqGwlG0M5RpH2eZTps1Wi8fHaGlpqXUJhaVsYyjXOMo2n7QQQQFoJaU4yjaGco2jbPNJY7YiIiLBtHh8ATQ3N9e6hMJStjGUaxxlm09aPF5ERGQIdbUQwXvvvZfl4caMTZs21bqEwlK2MZRrHGWbT5pBqgB6e3trXUJhKdsYyjWOss0n3SAlIiISTGO2BXD69GnGjdPvTRGUbQzlGkfZxqirMdsPPvggy8ONGR0dHbUuobCUbQzlGkfZ5lOmzVZjCTGOHDlS6xIKS9nGUK5xlG0+6VqDiIhIsFTN1syuNrNOM3vdzNYM9fWTJk1Kczgpo729vdYlFJayjaFc4yjbfBpxszWzBuBXwJeBecA3zGxepX36+vpGejip4Pjx47UuobCUbQzlGkfZ5lOaM9vFwOvu3uXuJ4GHgesq7dDT05PicFJOV1dXrUsoLGUbQ7nGUbb5lKbZzgDeGPB6X2mbiIiIDNCYYl8bZNvHHto1s5uBm0sve8zs5RTHlMF9Cni71kUUlLKNoVzjKNsYc9PsnKbZ7gNaB7yeCew/+4vc/T7gPgAz25rmoWAZnHKNo2xjKNc4yjaGmaWakSnNZeQXgYvMbI6ZNQGrgSfSFCMiIlJEIz6zdfdeM/su8DegAXjA3TV1iYiIyFnSXEbG3Z8EnhzGLvelOZ6UpVzjKNsYyjWOso2RKtdMFyIQEREZizRdo4iISLBMmu1wp3WU8sys1cw2mNkrZtZhZreWtk8zs2fMbFfp49Ra11qPzKzBzHaY2Z9Lr5XrKDCzT5rZo2b2aunf7lJlm56Zfb/0c+BlM1tvZp9QriNjZg+Y2aGBj6dWytLM7ij1tE4z+9JQ3z+82Y5kWkepqBf4gbt/BlgCfKeU5xrgOXe/CHiu9FqG71bglQGvlevoWAs85e6XAO0kGSvbFMxsBvA9YJG7t5HcqLoa5TpSvwWuPmvboFmWfuauBuaX9rmn1OvKyuLMdtjTOkp57n7A3beXPj9O8kNrBkmm60pftg74am0qrF9mNhNYBdw/YLNyTcnMmoHlwG8A3P2ku7+Dsh0NjcBEM2sEJpHMdaBcR8Dd/wEcPWtzuSyvAx529x537wZeJ+l1ZWXRbDWtYxAzmw0sALYALe5+AJKGDJxfu8rq1i+BHwGnB2xTrul9GjgMPFi6RH+/mZ2Dsk3F3d8Efg7sBQ4A/3X3p1Guo6lclsPua1k026qmdZThMbPJwB+A29z93VrXU+/M7FrgkLtvq3UtBdQILAR+7e4LgBPo0mZqpfHD64A5wIXAOWZ2Q22rGjOG3deyaLZVTeso1TOz8SSN9nfu/lhp81tmNr3099OBQ7Wqr059HviKme0mGer4gpk9hHIdDfuAfe6+pfT6UZLmq2zTuQrodvfD7n4KeAy4AuU6msplOey+lkWz1bSOo8jMjGTs6xV3/8WAv3oCuLH0+Y3An7KurZ65+x3uPtPdZ5P8G/27u9+Ack3N3Q8Cb5hZ/0TuK4H/oGzT2gssMbNJpZ8LK0nu4VCuo6dclk8Aq81sgpnNAS4CXqj0jTKZ1MLMriEZD+uf1vGu8IMWlJktA/4J/JszY4s/Jhm3/T0wi+Q/4dfc/ezBfqmCma0Afuju15rZuSjX1MzscyQ3njUBXcA3SX7ZV7YpmNnPgK+TPKWwA/g2MBnlOmxmth5YQbJq0lvAT4E/UiZLM/sJ8C2S7G9z979W/P6aQUpERCSWZpASEREJpmYrIiISTM1WREQkmJqtiIhIMDVbERGRYGq2IiIiwdRsRUREgqnZioiIBPsf+VGciLGLh1MAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "fig = plt.figure()\n", + "a1 = fig.add_axes([0,0,1,1])\n", + "a1.plot(data,'b')\n", + "a1.set_ylim(0,25)\n", + "a1.set_xlim(0,100)\n", + "plt.grid(True, which=\"both\", linestyle='--')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "a2 = fig.add_axes([0,0,1,1])\n", + "a2.grid(True, which=\"both\", linestyle='--', alpha=.3)\n", + "a2.hist(data,edgecolor=\"black\",alpha=1)\n", + "a2.set_ylim(0,25)\n", + "a2.set_xlim(0,25)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +154,9 @@ "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/exo5/exo5_fr.ipynb b/module2/exo5/exo5_fr.ipynb index 26ad6d9..0089406 100644 --- a/module2/exo5/exo5_fr.ipynb +++ b/module2/exo5/exo5_fr.ipynb @@ -705,7 +705,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.6.4" } }, "nbformat": 4, diff --git a/module3/exo1/Donnee_Grippe_France/incidence-PAY-3.csv b/module3/exo1/Donnee_Grippe_France/incidence-PAY-3.csv new file mode 100644 index 0000000..d5f0865 --- /dev/null +++ b/module3/exo1/Donnee_Grippe_France/incidence-PAY-3.csv @@ -0,0 +1,1885 @@ +# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[198444,202048],"geo":["PAY","1"],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false}, @date=2020-12-04T16:53:44+01:00 +week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name +202048,3,29410,23486,35334,45,36,54,FR,France +202047,3,19180,15348,23012,29,23,35,FR,France +202046,3,24801,20503,29099,38,31,45,FR,France +202045,3,42516,36857,48175,65,56,74,FR,France +202044,3,44567,38521,50613,68,59,77,FR,France +202043,3,43737,37523,49951,66,57,75,FR,France +202042,3,35145,29812,40478,53,45,61,FR,France +202041,3,27877,23206,32548,42,35,49,FR,France 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"metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", - "import isoweek" + "import isoweek\n", + "import os\n", + "import urllib" ] }, { @@ -28,10 +30,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 16, + "metadata": {}, "outputs": [], "source": [ "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"" @@ -61,14 +61,1011 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
020204832941023486.035334.04536.054.0FRFrance
120204731918015348.023012.02923.035.0FRFrance
220204632480120503.029099.03831.045.0FRFrance
320204534251636857.048175.06556.074.0FRFrance
420204434456738521.050613.06859.077.0FRFrance
520204334373737523.049951.06657.075.0FRFrance
620204233514529812.040478.05345.061.0FRFrance
720204132787723206.032548.04235.049.0FRFrance
820204032044316381.024505.03125.037.0FRFrance
920203931981015900.023720.03024.036.0FRFrance
1020203832556221142.029982.03932.046.0FRFrance
1120203731848514649.022321.02822.034.0FRFrance
122020363103907646.013134.01612.020.0FRFrance
13202035399186842.012994.01510.020.0FRFrance
14202034360843090.09078.094.014.0FRFrance
15202033361063411.08801.095.013.0FRFrance
16202032359183330.08506.095.013.0FRFrance
17202031343512269.06433.074.010.0FRFrance
18202030381795442.010916.0128.016.0FRFrance
19202029386875860.011514.0139.017.0FRFrance
20202028383405701.010979.0139.017.0FRFrance
21202027340662406.05726.063.09.0FRFrance
22202026340392389.05689.063.09.0FRFrance
23202025328531488.04218.042.06.0FRFrance
24202024330581690.04426.053.07.0FRFrance
25202023341682468.05868.063.09.0FRFrance
26202022335801947.05213.053.07.0FRFrance
27202021361144026.08202.096.012.0FRFrance
28202020393156775.011855.01410.018.0FRFrance
292020193116798722.014636.01814.022.0FRFrance
.................................
185319852132609619621.032571.04735.059.0FRFrance
185419852032789620885.034907.05138.064.0FRFrance
185519851934315432821.053487.07859.097.0FRFrance
185619851834055529935.051175.07455.093.0FRFrance
185719851733405324366.043740.06244.080.0FRFrance
185819851635036236451.064273.09166.0116.0FRFrance
185919851536388145538.082224.011683.0149.0FRFrance
18601985143134545114400.0154690.0244207.0281.0FRFrance
18611985133197206176080.0218332.0357319.0395.0FRFrance
18621985123245240223304.0267176.0445405.0485.0FRFrance
18631985113276205252399.0300011.0501458.0544.0FRFrance
18641985103353231326279.0380183.0640591.0689.0FRFrance
18651985093369895341109.0398681.0670618.0722.0FRFrance
18661985083389886359529.0420243.0707652.0762.0FRFrance
18671985073471852432599.0511105.0855784.0926.0FRFrance
18681985063565825518011.0613639.01026939.01113.0FRFrance
18691985053637302592795.0681809.011551074.01236.0FRFrance
18701985043424937390794.0459080.0770708.0832.0FRFrance
18711985033213901174689.0253113.0388317.0459.0FRFrance
187219850239758680949.0114223.0177147.0207.0FRFrance
187319850138548965918.0105060.0155120.0190.0FRFrance
187419845238483060602.0109058.0154110.0198.0FRFrance
1875198451310172680242.0123210.0185146.0224.0FRFrance
18761984503123680101401.0145959.0225184.0266.0FRFrance
1877198449310107381684.0120462.0184149.0219.0FRFrance
187819844837862060634.096606.0143110.0176.0FRFrance
187919844737202954274.089784.013199.0163.0FRFrance
188019844638733067686.0106974.0159123.0195.0FRFrance
18811984453135223101414.0169032.0246184.0308.0FRFrance
188219844436842220056.0116788.012537.0213.0FRFrance
\n", + "

1883 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202048 3 29410 23486.0 35334.0 45 36.0 \n", + "1 202047 3 19180 15348.0 23012.0 29 23.0 \n", + "2 202046 3 24801 20503.0 29099.0 38 31.0 \n", + "3 202045 3 42516 36857.0 48175.0 65 56.0 \n", + "4 202044 3 44567 38521.0 50613.0 68 59.0 \n", + "5 202043 3 43737 37523.0 49951.0 66 57.0 \n", + "6 202042 3 35145 29812.0 40478.0 53 45.0 \n", + "7 202041 3 27877 23206.0 32548.0 42 35.0 \n", + "8 202040 3 20443 16381.0 24505.0 31 25.0 \n", + "9 202039 3 19810 15900.0 23720.0 30 24.0 \n", + "10 202038 3 25562 21142.0 29982.0 39 32.0 \n", + "11 202037 3 18485 14649.0 22321.0 28 22.0 \n", + "12 202036 3 10390 7646.0 13134.0 16 12.0 \n", + "13 202035 3 9918 6842.0 12994.0 15 10.0 \n", + "14 202034 3 6084 3090.0 9078.0 9 4.0 \n", + "15 202033 3 6106 3411.0 8801.0 9 5.0 \n", + "16 202032 3 5918 3330.0 8506.0 9 5.0 \n", + "17 202031 3 4351 2269.0 6433.0 7 4.0 \n", + "18 202030 3 8179 5442.0 10916.0 12 8.0 \n", + "19 202029 3 8687 5860.0 11514.0 13 9.0 \n", + "20 202028 3 8340 5701.0 10979.0 13 9.0 \n", + "21 202027 3 4066 2406.0 5726.0 6 3.0 \n", + "22 202026 3 4039 2389.0 5689.0 6 3.0 \n", + "23 202025 3 2853 1488.0 4218.0 4 2.0 \n", + "24 202024 3 3058 1690.0 4426.0 5 3.0 \n", + "25 202023 3 4168 2468.0 5868.0 6 3.0 \n", + "26 202022 3 3580 1947.0 5213.0 5 3.0 \n", + "27 202021 3 6114 4026.0 8202.0 9 6.0 \n", + "28 202020 3 9315 6775.0 11855.0 14 10.0 \n", + "29 202019 3 11679 8722.0 14636.0 18 14.0 \n", + "... ... ... ... ... ... ... ... \n", + "1853 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "1854 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "1855 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "1856 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "1857 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "1858 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "1859 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "1860 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "1861 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "1862 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "1863 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "1864 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "1865 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "1866 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "1867 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "1868 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "1869 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "1870 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "1871 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "1872 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "1873 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "1874 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "1875 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "1876 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "1877 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "1878 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "1879 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1880 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1881 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1882 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 54.0 FR France \n", + "1 35.0 FR France \n", + "2 45.0 FR France \n", + "3 74.0 FR France \n", + "4 77.0 FR France \n", + "5 75.0 FR France \n", + "6 61.0 FR France \n", + "7 49.0 FR France \n", + "8 37.0 FR France \n", + "9 36.0 FR France \n", + "10 46.0 FR France \n", + "11 34.0 FR France \n", + "12 20.0 FR France \n", + "13 20.0 FR France \n", + "14 14.0 FR France \n", + "15 13.0 FR France \n", + "16 13.0 FR France \n", + "17 10.0 FR France \n", + "18 16.0 FR France \n", + "19 17.0 FR France \n", + "20 17.0 FR France \n", + "21 9.0 FR France \n", + "22 9.0 FR France \n", + "23 6.0 FR France \n", + "24 7.0 FR France \n", + "25 9.0 FR France \n", + "26 7.0 FR France \n", + "27 12.0 FR France \n", + "28 18.0 FR France \n", + "29 22.0 FR France \n", + "... ... ... ... \n", + "1853 59.0 FR France \n", + "1854 64.0 FR France \n", + "1855 97.0 FR France \n", + "1856 93.0 FR France \n", + "1857 80.0 FR France \n", + "1858 116.0 FR France \n", + "1859 149.0 FR France \n", + "1860 281.0 FR France \n", + "1861 395.0 FR France \n", + "1862 485.0 FR France \n", + "1863 544.0 FR France \n", + "1864 689.0 FR France \n", + "1865 722.0 FR France \n", + "1866 762.0 FR France \n", + "1867 926.0 FR France \n", + "1868 1113.0 FR France \n", + "1869 1236.0 FR France \n", + "1870 832.0 FR France \n", + "1871 459.0 FR France \n", + "1872 207.0 FR France \n", + "1873 190.0 FR France \n", + "1874 198.0 FR France \n", + "1875 224.0 FR France \n", + "1876 266.0 FR France \n", + "1877 219.0 FR France \n", + "1878 176.0 FR France \n", + "1879 163.0 FR France \n", + "1880 195.0 FR France \n", + "1881 308.0 FR France \n", + "1882 213.0 FR France \n", + "\n", + "[1883 rows x 10 columns]" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "raw_data = pd.read_csv(data_url, skiprows=1)\n", + "path_to_file = \"Donnee_Grippe_France\"\n", + "csv_file = \"incidence-PAY-3.csv\"\n", + "\n", + "if os.path.exists(os.path.join(path_to_file,csv_file)):\n", + " raw_data = pd.read_csv(os.path.join(path_to_file,csv_file), skiprows=1)\n", + "else: \n", + " if not(os.path.isdir(path_to_file)):\n", + " os.mkdir(path_to_file)\n", + " urllib.request.urlretrieve(data_url, os.path.join(path_to_file,csv_file))\n", + " raw_data = pd.read_csv(os.path.join(path_to_file,csv_file), skiprows=1)\n", + " \n", "raw_data" ] }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total 84\r\n", + "-rw-r--r-- 1 jovyan users 84773 Dec 4 16:27 incidence-PAY-3.csv\r\n" + ] + } + ], + "source": [ + "ls -l Donnee_Grippe_France/" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -364,7 +1361,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.1" + "version": "3.6.4" } }, "nbformat": 4, -- 2.18.1