From c0b7754c249e28a22d048e542ec46cf589974f51 Mon Sep 17 00:00:00 2001 From: da2bcc7bce9e6c165b2e2847d19f3af0 Date: Wed, 2 Sep 2020 14:44:40 +0000 Subject: [PATCH] analyse de la varicelle submitted --- module3/exo2/exercice.ipynb | 1433 +++++++++++++++++++++++++++++++- module3/exo2/varicelle.csv | 1553 +++++++++++++++++++++++++++++++++++ 2 files changed, 2983 insertions(+), 3 deletions(-) create mode 100644 module3/exo2/varicelle.csv diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb index 0bbbe37..202aac2 100644 --- a/module3/exo2/exercice.ipynb +++ b/module3/exo2/exercice.ipynb @@ -1,5 +1,1433 @@ { - "cells": [], + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Analyse de l'incidence de la varicelle\n", + "\n", + "Dans cette analyse, il faut trouver les années avec l'épidémie la plus forte et la plus faible. \n", + "\n", + "**NB:** Pour être sûr de trouver les mêmes réponses que le MOOC, il faut choisir le 1er septembre comme début de chaque période annuelle." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import isoweek\n", + "import os\n", + "import urllib.request" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Les données de l'incidence de la varicelle sont disponibles du site Web du [Réseau Sentinelles](http://www.sentiweb.fr/). Nous les récupérons sous forme d'un fichier en format CSV dont chaque ligne correspond à une semaine de la période demandée. Nous téléchargeons toujours le jeu de données complet, qui commence en 1990 et se termine en 2020." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Téléchargement des données" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
0202034723033814225306FRFrance
1202033712841772391204FRFrance
2202032726506894611417FRFrance
3202031713031002506204FRFrance
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1020202473880959102FRFrance
11202023755811115102FRFrance
1220202272770633001FRFrance
132020217602361168102FRFrance
142020207824201628102FRFrance
1520201973100753001FRFrance
162020187849981600102FRFrance
1720201772720658001FRFrance
182020167758781438102FRFrance
19202015719186753161315FRFrance
202020147387922275531639FRFrance
21202013773265236941611814FRFrance
222020127812357901045612816FRFrance
23202011710198756812828151119FRFrance
2420201079011669111331141018FRFrance
252020097136311054416718211626FRFrance
26202008710424770813140161220FRFrance
2720200778959657411344141018FRFrance
2820200679264692511603141018FRFrance
2920200578505631410696131016FRFrance
.................................
15211991267176081130423912312042FRFrance
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1524199123711947767116223211329FRFrance
1525199122715452995320951271737FRFrance
1526199121714903897520831261636FRFrance
15271991207190531274225364342345FRFrance
15281991197167391124622232291939FRFrance
15291991187213851388228888382551FRFrance
1530199117713462887718047241632FRFrance
15311991167148571006819646261834FRFrance
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15471990527193751329525455342345FRFrance
15481990517190801380724353342543FRFrance
1549199050711079666015498201228FRFrance
15501990497114302610205FRFrance
\n", + "

1551 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202034 7 2303 381 4225 3 0 \n", + "1 202033 7 1284 177 2391 2 0 \n", + "2 202032 7 2650 689 4611 4 1 \n", + "3 202031 7 1303 100 2506 2 0 \n", + "4 202030 7 1385 75 2695 2 0 \n", + "5 202029 7 841 10 1672 1 0 \n", + "6 202028 7 728 0 1515 1 0 \n", + "7 202027 7 986 149 1823 1 0 \n", + "8 202026 7 694 0 1454 1 0 \n", + "9 202025 7 228 0 597 0 0 \n", + "10 202024 7 388 0 959 1 0 \n", + "11 202023 7 558 1 1115 1 0 \n", + "12 202022 7 277 0 633 0 0 \n", + "13 202021 7 602 36 1168 1 0 \n", + "14 202020 7 824 20 1628 1 0 \n", + "15 202019 7 310 0 753 0 0 \n", + "16 202018 7 849 98 1600 1 0 \n", + "17 202017 7 272 0 658 0 0 \n", + "18 202016 7 758 78 1438 1 0 \n", + "19 202015 7 1918 675 3161 3 1 \n", + "20 202014 7 3879 2227 5531 6 3 \n", + "21 202013 7 7326 5236 9416 11 8 \n", + "22 202012 7 8123 5790 10456 12 8 \n", + "23 202011 7 10198 7568 12828 15 11 \n", + "24 202010 7 9011 6691 11331 14 10 \n", + "25 202009 7 13631 10544 16718 21 16 \n", + "26 202008 7 10424 7708 13140 16 12 \n", + "27 202007 7 8959 6574 11344 14 10 \n", + "28 202006 7 9264 6925 11603 14 10 \n", + "29 202005 7 8505 6314 10696 13 10 \n", + "... ... ... ... ... ... ... ... \n", + "1521 199126 7 17608 11304 23912 31 20 \n", + "1522 199125 7 16169 10700 21638 28 18 \n", + "1523 199124 7 16171 10071 22271 28 17 \n", + "1524 199123 7 11947 7671 16223 21 13 \n", + "1525 199122 7 15452 9953 20951 27 17 \n", + "1526 199121 7 14903 8975 20831 26 16 \n", + "1527 199120 7 19053 12742 25364 34 23 \n", + "1528 199119 7 16739 11246 22232 29 19 \n", + "1529 199118 7 21385 13882 28888 38 25 \n", + "1530 199117 7 13462 8877 18047 24 16 \n", + "1531 199116 7 14857 10068 19646 26 18 \n", + "1532 199115 7 13975 9781 18169 25 18 \n", + "1533 199114 7 12265 7684 16846 22 14 \n", + "1534 199113 7 9567 6041 13093 17 11 \n", + "1535 199112 7 10864 7331 14397 19 13 \n", + "1536 199111 7 15574 11184 19964 27 19 \n", + "1537 199110 7 16643 11372 21914 29 20 \n", + "1538 199109 7 13741 8780 18702 24 15 \n", + "1539 199108 7 13289 8813 17765 23 15 \n", + "1540 199107 7 12337 8077 16597 22 15 \n", + "1541 199106 7 10877 7013 14741 19 12 \n", + "1542 199105 7 10442 6544 14340 18 11 \n", + "1543 199104 7 7913 4563 11263 14 8 \n", + "1544 199103 7 15387 10484 20290 27 18 \n", + "1545 199102 7 16277 11046 21508 29 20 \n", + "1546 199101 7 15565 10271 20859 27 18 \n", + "1547 199052 7 19375 13295 25455 34 23 \n", + "1548 199051 7 19080 13807 24353 34 25 \n", + "1549 199050 7 11079 6660 15498 20 12 \n", + "1550 199049 7 1143 0 2610 2 0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 6 FR France \n", + "1 4 FR France \n", + "2 7 FR France \n", + "3 4 FR France \n", + "4 4 FR France \n", + "5 2 FR France \n", + "6 2 FR France \n", + "7 2 FR France \n", + "8 2 FR France \n", + "9 1 FR France \n", + "10 2 FR France \n", + "11 2 FR France \n", + "12 1 FR France \n", + "13 2 FR France \n", + "14 2 FR France \n", + "15 1 FR France \n", + "16 2 FR France \n", + "17 1 FR France \n", + "18 2 FR France \n", + "19 5 FR France \n", + "20 9 FR France \n", + "21 14 FR France \n", + "22 16 FR France \n", + "23 19 FR France \n", + "24 18 FR France \n", + "25 26 FR France \n", + "26 20 FR France \n", + "27 18 FR France \n", + "28 18 FR France \n", + "29 16 FR France \n", + "... ... ... ... \n", + "1521 42 FR France \n", + "1522 38 FR France \n", + "1523 39 FR France \n", + "1524 29 FR France \n", + "1525 37 FR France \n", + "1526 36 FR France \n", + "1527 45 FR France \n", + "1528 39 FR France \n", + "1529 51 FR France \n", + "1530 32 FR France \n", + "1531 34 FR France \n", + "1532 32 FR France \n", + "1533 30 FR France \n", + "1534 23 FR France \n", + "1535 25 FR France \n", + "1536 35 FR France \n", + "1537 38 FR France \n", + "1538 33 FR France \n", + "1539 31 FR France \n", + "1540 29 FR France \n", + "1541 26 FR France \n", + "1542 25 FR France \n", + "1543 20 FR France \n", + "1544 36 FR France \n", + "1545 38 FR France \n", + "1546 36 FR France \n", + "1547 45 FR France \n", + "1548 43 FR France \n", + "1549 28 FR France \n", + "1550 5 FR France \n", + "\n", + "[1551 rows x 10 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-7.csv\"\n", + "data_file = \"varicelle.csv\"\n", + "# On s'assure que le fichier n'existe pas en local et si c'est le cas, il sera téléchargé dans le répertoire data_file.\n", + "if not os.path.exists(data_file):\n", + " urllib.request.urlretrieve(data_url, data_file)\n", + "raw_data = pd.read_csv(data_file, skiprows=1) \n", + "raw_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Voici l'explication des colonnes données [sur le site d'origine](https://ns.sentiweb.fr/incidence/csv-schema-v1.json):\n", + "\n", + "| Nom de colonne | Libellé de colonne |\n", + "|----------------|-----------------------------------------------------------------------------------------------------------------------------------|\n", + "| week | Semaine calendaire (ISO 8601) |\n", + "| indicator | Code de l'indicateur de surveillance |\n", + "| inc | Estimation de l'incidence de consultations en nombre de cas |\n", + "| inc_low | Estimation de la borne inférieure de l'IC95% du nombre de cas de consultation |\n", + "| inc_up | Estimation de la borne supérieure de l'IC95% du nombre de cas de consultation |\n", + "| inc100 | Estimation du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n", + "| inc100_low | Estimation de la borne inférieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n", + "| inc100_up | Estimation de la borne supérieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n", + "| geo_insee | Code de la zone géographique concernée (Code INSEE) http://www.insee.fr/fr/methodes/nomenclatures/cog/ |\n", + "| geo_name | Libellé de la zone géographique (ce libellé peut être modifié sans préavis) |\n", + "\n", + "La première ligne du fichier CSV est un commentaire, que nous ignorons en précisant `skiprows=1`.\n", + "\n", + "## Exploration des données\n", + "\n", + "Y a-t-il des points manquants dans ce jeux de données ? Non." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [week, indicator, inc, inc_low, inc_up, inc100, inc100_low, inc100_up, geo_insee, geo_name]\n", + "Index: []" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data[raw_data.isnull().any(axis=1)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nos données utilisent une convention inhabituelle: le numéro de\n", + "semaine est collé à l'année, donnant l'impression qu'il s'agit\n", + "de nombre entier. C'est comme ça que Pandas les interprète.\n", + " \n", + "Un deuxième problème est que Pandas ne comprend pas les numéros de\n", + "semaine. Il faut lui fournir les dates de début et de fin de\n", + "semaine. Nous utilisons pour cela la bibliothèque `isoweek`.\n", + "\n", + "Comme la conversion des semaines est devenu assez complexe, nous\n", + "écrivons une petite fonction Python pour cela. Ensuite, nous\n", + "l'appliquons à tous les points de nos donnés. Les résultats vont\n", + "dans une nouvelle colonne 'period'." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "def convert_week(year_and_week_int):\n", + " year_and_week_str = str(year_and_week_int)\n", + " year = int(year_and_week_str[:4])\n", + " week = int(year_and_week_str[4:])\n", + " w = isoweek.Week(year, week)\n", + " return pd.Period(w.day(0), 'W')\n", + "\n", + "raw_data['period'] = [convert_week(yw) for yw in raw_data['week']]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Il restent deux petites modifications à faire.\n", + "\n", + "Premièrement, nous définissons les périodes d'observation comme nouvel index de notre jeux de données. Ceci en fait une suite chronologique, ce qui sera pratique par la suite.\n", + "\n", + "Deuxièmement, nous trions les points par période, dans le sens chronologique." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "sorted_data = raw_data.set_index('period').sort_index()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous vérifions la cohérence des données. Entre la fin d'une période et le début de la période qui suit, la différence temporelle doit être zéro, ou au moins très faible. Nous laissons une \"marge d'erreur\" d'une seconde.\n", + "\n", + "Ceci s'avère tout à fait juste pour toutes les périodes. Ce qui est cohérent à ce qu'on a trouvé avant: Nous n'avons pas de données manquantes. " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "periods = sorted_data.index\n", + "for p1, p2 in zip(periods[:-1], periods[1:]):\n", + " delta = p2.to_timestamp() - p1.end_time\n", + " if delta > pd.Timedelta('1s'):\n", + " print(p1, p2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Un premier regard sur les données !" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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KR617R/7wEcz40SMdU3lGFNxVDCdxEEKsEUK8EF5vA/AagHGWR04HcLsQolEIsRTAYgDTiWgsgEFCiDki2PreAuAM5Zmbw+u/AJhJ+rayg9HW7jNc3EB3OhVtehOOi+JETVnBxd7gRpdaRxbOgUMeo9enDG6a+FordRbsamrFqVf/E/OXb+roptTc790JmXQOobjnMADPhUkXE9ECIvotEQ0N08YBWKE8tjJMGxde6+mJZ4QQLQC2AhiepW3tjbzdZ7jGZKUHcA4SSZ1D7eVxu0H9G67YtBP3vRKfns6yg2yrbYxPsbwpK/9kngfm8sSi1VvxxtptuPze1zq6Kd7GCz0B3sSBiAYAuBPAV4UQ7yEQEe0N4FAAawBcJbMyjwtLuu0ZvQ2ziWgeEc1bv369b9PbBPmdcwj+unZ16v3OYq30xJvrMXdpfru9+LQ4J1aq/p19dsyn/vyf+Nod8aG3zrqQ6uC4BBNR+a+/vdopxSbSMqyu3PH2MQXnEMOrN4ioHgFh+IMQ4i4AEEKsFUK0CiEqAH4DYHqYfSWA3ZXHxwNYHaaPZ9ITzxBRHYDBAFKrjhDieiHENCHEtJEjR/q9YVshp8WjPpwQLo+hQrndWdat8347F5/49Zz8CmTFSrW78eYe1TfXapxpAFi6fgdyQQ3t9uNIOPNf/sF7Xl6Necs6XnSjQ4r9Vm/ZhXteXu3I3bbojMSzo+BjrUQAbgTwmhDiZ0r6WCXbRwEsDK/vAXB2aIE0EYHiea4QYg2AbUQ0IyzzXAB3K8+cF15/HMCjopOZ5KRMWXMqt1edJA72EtWdbHvLjldt2YVPXf8sFq7a2qb1xAppJS0HkU01n+uzNz7nzpSqJ99+8XHBwX0fqwlsDe1pK0iDgZWbd+Ert73YLnU+9sY6nPjTx41tKeDHORwD4BwAJ2lmqz8OzVIXADgRwL8BgBBiEYA7ALwK4AEAFwkh5LbsQgA3IFBSvw3g/jD9RgDDiWgxgK8BuDSXt8uAXU2teOjVtd7581oHJOfQ1GIflEmxUvvi6cUbMGfJRtw29502rScSHTEvWMs7t/X3si7hNRA3H8KYxZS1s6Kppf1J1nf+uhBLN6S5w4JziOE8IS2EeAr8EL/P8szlAC5n0ucBOJBJbwBwlqstbYkr7n8NN89Zjrv+5WgcvsfQ1P2UtVJO1EFyDq4TuQni0M7jV3b+LoMvpKwwtp8jCnm8a0cyobWIlarMY7JW8i2zvZF1t75+WyNaKwJjBvepuk6T0r7QOcToeA1QJ8H60APm6i27vPLnNYTK4UxudnAOyfWtfQdwFqvi55ZsxDJmR8aXy6ezCumcdQ5tgYQ4LIfyqrXmLtmoQycEZ2pswxGXP1zzuYniFLkbhW+lEIP61AMAtnoGZ8l7M9qZOYe4YneWT17/LABg2RWnVV0870eq+pdu6+/VkUdyanu1zrEQdsSCrPcYUTBOsoaS7c4oOIcQUryj7mKueeQtTLj0XjS2pMUpeQ1nuXC5BmXinENOdfsi79jOJrNU+S0Ek9YW9XVXmEQmQMcSMhPSfsvavr8K54RuFMQhROTlUhkzv316KQBgZ2Nrmw9gp0K60nGcQ57rycJVW/HQokDxrytO5SIucla+d6zKofrKfb47Nw79+6tzEIq2cmqZpU6JQqwUoyAOIeSY4HYUAm0zYB96dS22NwZirCaH3DXplbX9BvDCVVujw2F5EMQP/c9TWOLQSXC11KRzYJ5t62UxF/cZHq1kz3BY8ifHTu39+fCra731dCbo79ke41v/RrLKrnL4sT1Q6BxCxMFT4jR5ua2hGZt3NrH5q8XSDTvwxVvi0JcuhXRHuc+4+6VVcb2WfKu37MKIAb1rqisSKyXeVTjrdpZbw7MdCT/OIZ1mEyvlHcToC7fMw/D+vTD/O6fkVmZ7bN5NYqXOEOSps6AgDiHkIsRNrON/8ng6f41Lzg4t7GUmhXQHLXfcog0EYT+PvuJRfHzqeOapDOU76qy63C66G/RjPrKJldrCVHPjjiZ3Jgv09to4h7Xv+bn+/sptL+LQ3Yfg8++byN43GXQVYqUYhVgphC2yFoda1psVm3biQ//zVCLN6T6jg6yVkpZDfPqu0PXEI6/5HyIEgCfeXKfVZeYSql3gF63eitff3VbVs1nRETQoa51ZxCZtTVSrEUcd+UM/E9Z7Xl6N//r7q8b7JpFdIVaKURCHEHJM+MqKaxlCNzy5JJXmPiFdQ4VtgIRNv2c0Ox3PLjH4+WEmaDWv39JawWnXPOXOqGDEgF4YOTCbeKzNvLIaylVP9mb9LqrX0Y5cBx99fS2OvuJRPMx4JVA5h6aWCiZcei9+9cTbudbf2WJedEYUxCGEHI6qLNJm9lfLxNKdvAGd95xDklvgK84j5oJaV16mrM+8vbGKpzqHBQ9gHn9X3v96dJ31+2QRK5nK3rKzCQ01npaXwYoWrNySek+1iVL8Wi1xOOaKRzPl76wxLzoCBXEIIQeFqnOwsdW1yP054uAME6qasrajzsEsVmJ29zlRB+4QXDVF2xSztu1+nuShrdca3pTV/AbqJsTVNNP9Q//rIXz6N896tM4MmyVWnuKsVVt2sUrmrhbzoiNQEIcQWcdETZHJGN7VNSHU2x0mYjIQCklYa21WRAhY9xmu75O+X25nNxJqu/NwfudTQtZvru74axnDL7yzxSvf/OWbnXn0vst7fHPckqmKwlopRkEcQkQLnDJQbTuwn/zjjarr4hYt15BMipU6fgBzxCqvZiWtoqovp1rikFWH0GYkyKPgnU0tkUGAD7KIg/IYZ9sa/NzRmOrNY0hl2YyZrJXuemEl5lQlpuy6KIhDCM51Q1uhXEp/dtc87Cj3Gepu2HjNENaq6mLFSsm/rmdVtDfnwKGWL2LiPlYpVj6f/908HHH5w9pzZiQ4B0frXG1/bc17jhx+oqu0x+N0vlp6MouexaRz+NodL+NTNYrSdLyzcSfrmqezoMcThxfe2Yx9vn0/NoReWdtjV17mgts7plGHKaQNu3iWc8ixrjjNr1QuV121nEOVS1He/cJxMCs27cQrWtCl7dqZGRsamhWdQ43t/cAvnkylLV63Dc97RJtT300f+3krhbN4fW0vv3u7mlpx3E8ewzf+vKB9KqwCPZ443PDkEjS1VCLLFnVcttW+k3Op7JoPyUWy48VKKmKRXG3lWLmEKspuN86hjWxZuVLXbWusqUzVZNo95rKXf/LP/omzfqWEjvWoQ6/Hd6Pvu3HgxUp8XpdC+rt3L6zZUgtAxDE88eb6mstqK/R44pB2/tb2KHP+m7KIldqJNqzasgu/e2YZW2+Sc0grkmuRz3IyZ7dYKR+FdN7rvG9xC1b6KXivuP+16huDbLvyPKziTGWo3yUtVvLkFg3ZdKUyxzmYPQPb6755zvI2j4jYWdDjiYM+e9tj4a1m0Uqastpx90urMOHSe5023pt2NFndEXzuprmJ388tjRf8pM4h+KuKLBavy34qmTeP9XyWSbOaslpQLYHg2uA7nD7yy6ed7ViyfjueX+a2/rEhyX+2Lwdq2nHrBMu3VaZ8uo4hm1jJnbenGDT1eOKQ8s7YDhOGtVZyrIIJr6yO0XnJ7S8BSCouORz+3w9Z3RHogY8274x/NyqEgN2NVrHCRlyCSKe2p4VW1pZz+bO8/pNv8aIFnau94OZ5bL4syKK7ysevVXx9wc3Pp+8zM86XuzHl09NllEdTu1T4EId8z8F0XkrjJA5EtDsRPUZErxHRIiK6JEwfRkQPEdFb4d+hyjOXEdFiInqDiE5V0qcS0SvhvWsotBUlot5E9Kcw/TkimpD/qxrfL/E7oXNoR7cIrjFpOozW3vjGnwP33f+t+K3JaycVW4xxYgC/Z5PPVNewrAFxHmJcQPhi4/ZGnHPjXPZe9e033+vItejpxQHnua2hORmP3KJzsB5E9Vzgz73xufSzhjKLE9IxfDiHFgBfF0LsD2AGgIuIaAqASwE8IoSYDOCR8DfCe2cDOADALADXElE5LOs6ALMBTA7/zQrTLwCwWQgxCcDVAK7M4d2qQmel5J0iTCiAP89fCQB4TXFmx02oWuhqNecc8ow7XceZkxnQWhFWpaKrDTa3KTrR7Vtf5jNmQHsf8uLe/6DvPYhrH387uq/3nemcg26VZVrIdbHSDtYjAf+sj7VSHpvGriCachIHIcQaIcQL4fU2AK8BGAfgdAA3h9luBnBGeH06gNuFEI1CiKUAFgOYTkRjAQwSQswRQc/coj0jy/oLgJmUdftWJdJipbYHJwt3m7L6520PJL3EMsShqt4Tyv9IXFez0NuesTWvvuwvbTUtUPL9X1ph1xHY2qjfe9XjXIELiW9bhVgp6+bJJ7ftnIN6/YuH3/Sqs5Y40D7uM/JYmPLyKtCWyKRzCMU9hwF4DsBoIcQaICAgAEaF2cYBWKE8tjJMGxde6+mJZ4QQLQC2AhjO1D+biOYR0bz16/MxAeuQEIVMmmsnkViE2mlE2f3fxNd5i5XYe64DWzmKlRav2+6d1zVe7pi30nrf9ni1XKx/JDg7uO+Xta+dbk+Q/gacN4DNO5tx5wurjPlU+PSfUazko3PIYd8aNb0TUwdv4kBEAwDcCeCrQgjbFob7csKSbnsmmSDE9UKIaUKIaSNHjnQ12QvpcIEd01tOU9YM1kp5wTYHXGFLqzlIFnMJnUOE5gOzSaTn85aMbSH/Tu4xspff1m3Sf6u3Nu3wi8bY6HB/b3vWSyGdA+vQWcXXKryIAxHVIyAMfxBC3BUmrw1FRQj/ysgtKwHsrjw+HsDqMH08k554hojqAAwG4D5mmQNSCumcyv3Honcx4dJ7sXLzTmedPjV3VJhQE5LWU+n7tUygpFgpZL9zFivlhWr0I6bndah9npeuwIfwXvaB/Yz324Q4WE5I278Pf9OnjabF2efZfMRKORTSxvCxViIANwJ4TQjxM+XWPQDOC6/PA3C3kn52aIE0EYHieW4oetpGRDPCMs/VnpFlfRzAo6INSesnfjUH//PIW+y9vGr9cyhOWLTaT07sPgRn36nH5dT+Aj5lqFm4E6jVTCCO1fbfgVdRIYOs7TbVm8/uMr5uyOCDxyb28PHRJR/n7mf9zj7ZF2ruQHz1a8Y7Gdt41VmHKHW3z6ot69nV3Io317ZPpMKs8OEcjgFwDoCTiOil8N8HAVwB4BQiegvAKeFvCCEWAbgDwKsAHgBwkRBCjuwLAdyAQEn9NoD7w/QbAQwnosUAvobQ8qktIITA3GWbcNVDvHIruQjXVBMA/4NYrqp8xUo+bPHWXc1GCxshBCZedh9+dJ/9JK5ay5UPvG7MlwWxy257fRyeXrwh/UxO83y/MQON93xEM/JQ4rtb0wcOfXfGXAwQY5tqFFX56pr82uK+f9vcFVqaH+dguufFOSjXveriZZDTZetcG+f+JitkiS0Vgfdf/c9MnnXbC3WuDEKIp2DeUM00PHM5gMuZ9HkADmTSGwCc5WpLHtimmcPZupmzerjpc0fgczelD/OoWLetAau2NBjL5+iFa7ferBIHS14fa4sv3jIPc5fyUjtp9nfLnOUY2q/eWIbaBmm/rqKanTNvHSMv7M8++Oq7OHnKaOP90w4ai3tfWePVvm+cum/CJbuv6MeEXz0RhIV9/d33MGZwn8Q9685YqTivxSMhsnMpi5n72XfW2Sm0MFyn8hlFQx51KHlU6zTu/fQ5leXEtQk6wWmuVNAXtZsq54ked0I6Jbu1WCtxu/DxQ/qy5Ta3VqLBOv3yRyJ3xnnFpG6t+EXw8uEcFmlsvIrtDQHxHNDHvm9wVVNLsJuknbvfRLxj3kpMuPRerNgU63jUZwf2qcOvz5nqVZZ+gt13AU/2TFyGHAvNnI8f285Yuc7COdjESs8uUV2gmJ43389KHJyHO1mLKL+NkOmWl1hUqbd3gnNgiIOWZvsGF//xBVxtkEok25j8/a9/fNH5THujxxEHvVPSjvfiDJwf+FKJ8NHDxmGPYf2itB2NLZj8rfvxP48uTuf3dLLnGs+J3Yolrw9xaLbkkcFZBvS2Ewfnol0N5xD+rUX5/kNFHKYri32bpEsNuM/1gV88iVvnLMu0L25hOFHb80mxkr9bbhuWrN+BJev9TXV1ZBU6SdAjAAAgAElEQVS1btmZPdiPqsKqTiHNlWkuSD30yM0fvR7bHPv7gjX4hUGfqUKfP53RO2vPIw7ab9s5B24QlIhAlBww0o3ynS/YbdrjOrgdpH3W+caQ5iyHdHCLlIR0nqfupqqppxrrGvkN3tm0E/OXb0p4dvXlIFoMupltjc1e9ulEaYLO9c1ra97Dd+5eBGH4DtwzHFG26wfi6zxl0ttC7tBHH5BOy9avq7akrfVc8O1rC0+RStFFQ+rPupJdrCS5ae5ZE1xBfLqFtVJ3gz64UzbWyjVHHMpEKBElLUlCPzF96tIyQ05vwQ0M11hJLHqWzD6BVmwD01ds4CRmnuWYJtGZ181JRN7yXZPUXb/axvd2tXhzDmmxkhnqQqYqVrnv2NxSwXfvXojrQtcRzrKVm40ZTv3663v42skiV8q6qDV5nDnQ4WsenIVz0OdyUucQfzCuzGUbkwTOZ2x//2+vWu93BR9OPY84aL/1TnJ1WrCzTOaLiEOvNHHgg5v7UYefP/wmZt8SeOJUd/umCSqEwM885J02JKTmniaR1dyX+LPrBHHGOWTSdWQJx5gSBdr0AoZ73FreUqng5jnLE9ZddmscP9l7tTCa4Vqe8V3UZt8yD794+C385smljkbY67ByEcZ5kE6ziYLqynZrpSw6B4n5DtfqXeEQnNNaqbtB7xPbjoJDuRRwDuoA2RVxDmlay3EOLLvO1PXzh2PZZZJz4Bv5p+dX1Ox/x3fQOicIc58TZyXCRWZfB1JQw3OrzzS1Cu8dta5zUMvZuL0xoVvKchCribVysYmVzNziBw8ag/teedf4rA3+RhJu+bsJD766Fg96eKv99T+XpOv15hxM6W6xkgo1nCz3bOqQnsfOZ7DF0g/IvunpCPRAzkFTLmXspUDnQImBKa1QejHEgVdwpcvd3tiCzZp7AFM5pha/ubZ6RaOr7Kz5uHfcxQR76a2I4nhX3UGaL9FSuR31kZbWSmJRVAmvjsP2GJr4rS4YJ/zk8WR0PEMZ3CLDKqQ9uZI0cRjr9dyi759qzGcS+URSJVbnYCwuNyQ5BzNMXAX37fUFXR1P9WW7tZJejY+EzxW/vNA5dEZonWIbNBxKpWBn6cvy84OAz/8jSwhIX51DrfAtO0twIhtUgprHYmTSFmTx1HnguMGJ36qlmH5OZuN2nqBz/c5ykZZ22E4z97J4jlX7hgiYud8oNt+Xfz+fTc/LcV+18I3nkGWB1Rd9daNS77RW0n+7K3blKXQOnRB6l2QWK5EUK6XL5MxWORbUVIctfGiynXwBJnHBAwvfxeNvrONvptrmK1ZyleP3DCeKU/FGGDfCW6xk4ByaW0XVZy9s8upLbo/t0wcqZ0O4flfDqHJt1LF5Z5OSL5mx3vHdVNx4/hFs+nsNafPYH595cFyndq+huRW/fcqhQ8gBpngOtnwqWLGS1h/qb9chOJvvJ3Pb7PfzMk1uS/Q84uDSOTieLxGhRNpz4SUf4c1fbjukXy9jvapIIuum48u/n4/zb3oe2xqa8ZXb7IdtZNEus89qdkbcgtlfOU/BFfnNOxcY73EwNbuppVK1xzTOd5SE6il0zKD49DP3/lwMZZvC9dHX1+H+8FS3/un69zKrC9WsWQniJ47YPep7ffG95hEPBXMOeE45ve8rdnOlq+LjSkUkOEDXOQe9vKzuOXQ8sHANzrxujrOMjkbPIw4OnYOr40slQl25pFkPBc88/sZ63PR0cvKwIkxDFUP68kqsDdsbjfb7WfDXF1fhnpdXW/Mk5dwWlr4KoSlnueUrX/ZFgnNI1F2p+sy21Clx30OecdHr44lDNs4BUBfKZMb+vc2uFtQyq3FjYnpGjyneVlBdl9hGhenbuUxZm1orlnMOTD2psoxNMj8UYuuuZqu+qzOh5xEHB+fg6rgSBQfEVJ/xahm6fTOn8DYN9yEGC4dpP3gYz6gHwqpcRW2cSVy2ssMy1LNm6y5WJKHCl2PyJUa+MFk/ca4r2Oc1EnLiviOjjYCrDLX93ALCKeT1V77gfRMTv6WoUc/nOsGeB/S3VX9/49R9M5d37OQR2dvAfPLvf+SAsD3+YiXboc3EOQePg4o+nMNc5rzRW2u34ZDvP4jX3+2cXlh19DzioFwf9aNH8ORbaW+eNpRLhD71ZbRURLRo2DbRWZyXlUvm7liwcovzedcm0eQvadHq2NeSWrLJkuuoHz3qqMnf1vwd1RdSDqyDurir3765pVJVBK9yiSKOx6XUdnEOjR5ipe98aErit1RD6aX1txCHWj+j/Eq2/thn9ECce9Se3mWOG9IXowb2cWfUwM2twSGHbZx3DrGS/l4Jr6wemzlfrvnul5KR61YwsV06M3occVA7dg3jQlnFcfuko82ViNCnPvhsknuw7SR8TOOiZM/VMQ/xi4rTrnlKaUOcXkuAGZ9TqgDw7b8uVJ7Jl3P4sSKeaK5SrKQSB+dpX6X5usUTwMdkcL2ydA+tfxsb51AzB+ZBROvKhFEDe2cqtprIc9wzsamtP+fAuZ/5ykmT8McvHIl+veyGBHoTbvBUyl9y+0sJPdNgg9i4s6LHEYcsGNE/LYYpEUW2+bLjbYtaNa4yXOVc4Yi1YIRHxQnRSA2LDDepXU4B8yB66rI2f3l8StVXrKSjrlxCa0VACJGJc+hVTi+wnM7BhTIlxUrSIsrl+0qitoh8yW+mDof6UikTJ0aEqjqYG4KyXqOnACZNHXt/C/VuA/rU4ehJgajr9tkzUC6RgXNwi5pMULP1Kncul9wu9PgT0ta8TFqJEHEODeFO0rboZREr+TZtNcPxvNfQjGeXpuMqJMu3t5OInL6lfOGyGOGQB+dgCq7UWvE/Ia1C7vZaKoJVqJvAvYrvaXkV8n1ktt9fcCT69y57L8yctZLLgim6a2lbPUP8rGVSdcSf+z4lRwNt+q7WisB/3PkKAGDphljMM2Ov4dhzWD/+nAMXAEgAGT9BlzjboKLHcQ5ZWFtuYZfuM4CYBc0qVjJmr2HsfPnW+Vi4qnrXGbKdeYmVuG/nIjZ5nBr907wVxnvVnHPYfWjgmr2l1T1yXPb57CE/R6klTYTSv3cdJo0KItMdtseQVP6N2xvx8GtutxU2mOiOml5XLmUitgSqStzFipXg4By47xymqWNQP0dYKhFvNMHU4Wuqrba/a5GGnkgcMvQQN/iIYuIgy7JZQrC+5Y2cQ5zO2cTb8JqHTyXbu8tdvWzDa2vei6LCVQNfnQMAvB3GF2hrZ2TVcA7SDUJLpeJsn6v1LmstDnpISvXnYbsPhY4v3DIPzy6JLWWMZqkecRZsTasvUyZimyfnIN/JOI+U9EN2H5LIqz5TpxmAlIkMmzk/7n8BE0QrsdnqbpwDEf2WiNYR0UIl7XtEtEqLKS3vXUZEi4noDSI6VUmfSkSvhPeuoZAvJqLeRPSnMP05IpqQ7ysmYeue0YN6J8xJTXn1wWkTl/juRIDkQNrmMBX1LVPFBTfPM96TBC6v8etzSlVCxm1oy7kzY69hmfLfeeHReOCrxyaiornalzTLTd6buudQNpC865XLkXw9yJnwHcU8/c5GP4uYo694xHhPLvr6OyTk5xlOaAdl5te/0rxXH09r32vA5h1N0cbkn984ERefOAlQ6k6ejE4StyBOS7o+Hy5QCIGL/vBCKp9vVLvOCJ8e/h2AWUz61UKIQ8N/9wEAEU0BcDaAA8JnriUiqYW5DsBsAJPDf7LMCwBsFkJMAnA1gCurfBcv2DqorlSKOv3WZ5dHiisduhz4LWbSS/yTifD08ootTM7kILSJG07ePx0rudZxx+2sdBy+xxActddwr/K4YowmuI6doA0jBrjPblz9yUNw0/nTMwmVpu45FPuNGRT3dSWrviqZub5M2MD4YXL78kou1Oo7cI/qLlhM72zjCn04rP696lLea23Q9Vm+4N5RLup6LOcjf/gIpl3+cPRNB/aJ28ht5HSurFwib3c3v392eeL39sYWrNqyK5Vvyfod0XVXcLanwkkchBD/BOCOIBPgdAC3CyEahRBLASwGMJ2IxgIYJISYI4KeuwXAGcozN4fXfwEwk3y1bVXA1j+lUjxZr30sHfJTQl/MbC4FVFcAQDCIVm5ODyJAG4SGho4d3AfD+qdN4mrdlcRiJTPqSiVvnQ3XHpNCt+SwPrFBFw1wGDu4L/r2Knu5z9BHnrq4uN5dvb9iU7KPTSIYrsSrzjpEqV8jDo53qNcE6bVMJdv79u1VzqhzMI/RA8cNytQG2eecW5PWiojGkRrVL9r8WAaZyVqJ66Uf3Ju0GDSFQ/3SrbFzwy7GONSkc7iYiBaEYicp/BwHQNUIrgzTxoXXenriGSFEC4CtAPy2p1XA1kFlZXcjx/2UsYOwUHN7TNqEzQJ5cO7iEyfhlClJDkCdCCZRVYmIPX1raopveMlo0tjeifzeuWSQL5smZnzoKvsH9VmgapmU6jmDLGIlPWSsqZ1cmWdOHR9dy7U+Hpf8Ib84f+37KvMhuDihf6+6bAp+i87h2MkjjRwpzzkEH6WpxaBzkFWGIX3VNJtRRMmoczA+EmGTwd1+E+Nmp6ugWuJwHYC9ARwKYA2Aq8J0brQIS7rtmRSIaDYRzSOieevXVxuQ2zI4lFVNEoBh/XulDhzVspjJsTdyYG/sNjh5YlQtTmeZ4zYa6jU05f6Fa7zaFVkr2b6Pp1KRiLf6ME1MfXecN+Q7VWOtpNrUu5on2/9eQxYfRA6xUkrnYC+tTpejZ2hJ9IzHQ33qs1orwfiqhGSQJhXcI5FYyWAJIudHidSxlRYr6SgbrJVeeMce1Q0ANikedNVNX3NLDyMOQoi1QohWIUQFwG8ATA9vrQSwu5J1PIDVYfp4Jj3xDBHVARgMgxhLCHG9EGKaEGLayJHp08t+bTffKzNy0T716YMrus4hCyrKwLU9bxPBZPHX1OgZwzcSK1ka5WuOWDJwGMZdWw06B6/1yVMkw0E1JXVaK4X3dzb6W3m5XrleYx0SvqOY/HqQmdoOwZmRVVwV6BzMY9oodmM+kAzraTqU+OCitVGdusgyQU+0ok3WSj6eaNVAXfuNGRhdN9XgTbmjURVxCHUIEh8FIC2Z7gFwdmiBNBGB4nmuEGINgG1ENCPUJ5wL4G7lmfPC648DeFS0oVrfqnOgYPFrrYiITeROoqo6hyxBZOQzQRmUtnhQrlsNu6KyFkvCBV+TWFmdrWzyFCsR+Daadm1yWWgrhZ2NRXWhlIFzkGFAM52lcdyXnEDE/RjiVUiY/HM9e9lM7zbF1kpxBfOWbcI/FiXPT2Q6IQ3z2LEVY+McPv873vpOOr0rkTJXPc4klUp2s3QbVAV/L0Nkua5GHJwnpInoNgAnABhBRCsBfBfACUR0KIK+WwbgSwAghFhERHcAeBVAC4CLhBDyq12IwPKpL4D7w38AcCOAW4loMQKO4ew8XswE68443M1f+cDrkQdNORBvnz0D44b0BaAoKSvZIoyp9Ze4nZTSOBPnEJjbcXJRPj/nCZRDzDnYZbJ+YiV+gTRxDnKRcbkTtz1rQ006B1Uh7SinqUW6U/EvX5b5gzMOxAxG7i45B85aSRWryBPuafPM4PeYwf5O77gwoR//VW3xB2wbCxtXYdM5OOtEdp1DizDP5zu+dBReWrEZP7zvdaadcbmqma86j7uaWMlJHIQQn2KSb7TkvxzA5Uz6PAAHMukNAM5ytSMvOC1OBPCQEhhddrQ6cSOFNETm3a4qVkq3LYZR50AGcztDfb7+fCqRzsEME2HSUWK4IsBCHMK/Pgf5akE1ljuxzkHAtc+P3Wun85kV0kHeiSP6Y9KoAan7ughTdQ+iGhtIdw4+CmmXGxNfg4tMpqywiZVs+iBGrORZMWutZHmp+nIJOxrN54sC/SPvPE8t1kS8uhpxKE5IK5CKVHXocR2tWnO4Onyk5rlSLpB6qFG9bSbOwaQ0MzXD1wWGLNP1fbzESsTX++jrfKhSD2vUmhCLZLI/qyrLXe8+ZnDfKK+OpYq9e7JtAUxN0xc19R1Uwh9vOtwv+afnzS5GgjJk2xxExFmTktfGOSg7fB3qM++fMhpPX3pSYk7axKa9yqWUsUPSO2sSg/rWW+OUBMSGv6fOSdMBwS5GGwrioIIQDhhlAHDEIbFgODbmZW3UR2KlEuGPz72j3Ysbd/5Nc/k2Gk1Z+Rfz3a3Ek8ac32arvv/Y2FbdJH76g/a+cbnkZXKb8F0khLc+JTexkrMeM4HlnCUm8jo2zpxYSXUBLvtZH28cNu1otN6PdWr2crJyYqbiVKsiHeom6eDxgzFuSN/E4TU1HoiKXnUllEqkvIubcxjctw5bdvImqUBoVWVop1qskThUYcLywMJ3sfY9e2iBtkLPIw6uDtJucx2tDjjX4qtzAL5iJdOhmrLBlNXUDJMI4eT9R7HtciqkU+WkT2sT0pPw6cXmoEpEwJNvuU2TVcur3z/3Dvb7zgNYs5U/UKjCtf4m2qL9TiikLd9mWP9e0f1sCumQIzAektPEfUq2SSNjMZSTyGSAbv5pgi9tOGHfkVaus1QioziMs7ZTCaBJVNk3tDKMrc1kfnM7B/Suxw6LpZl6bkKH2gqTO3VO2f2l4/Yy1tdaEfjy7+fjk7/umHjTPY84OBc/XayUHg2qHNhNHJIjQo5ldQcyKPTR77PDLWU8Q2Aq89unJSOOtXr4VuJ0CR84cEwqHydCWLaRF6sE+bOvaPcuCJTXPlIzuchVI1ZSNwK2Rf/IicOi+5n0UJIj0Nr2808eGtyOGLo0EfnmrP0im3rbpkOHiRAdpAUocnIO7qowuG89bjh3GuIZk8bOphZju9UASzHXHd83jXvpVj+pM7IrpE2GFNF9mMdqQiGdQeew98i0nklCtnWFwaNCW6PHEQcXhEgOgC8ey1B2ZcFwxVLWFcuc7Hi30ArKZ00hInC6apOOwqRz0Hdq0urKNTn0Ac7t+IjS5yFssnD9zmkHj2XzJZ2YGYuzwL2c6eIfUnbRro1FdMg8Q+NMG35pABHZ50ebijhPr7oSpk8Ypt33sN5i+vjui47BHV86SivDKVdy1tW3vhy59zZ9llvnLDcuulz0PY5zeHDRu6l6gfQBS5sjPJu5rSzL1Ldqcj9DlD5uKp41bTwO32MIBjLPRGuFuUltih5HHHxMWdXOGNKPjwYny7rk9het9e1sakks0PHpTcLUPYeG9fp3f5myLT7Gc2dalY2h/Nr1fVZoMt4SY6HDHfCz7WhLRIlvYFbOmsuwoRY9oCqWcCvrs3MOkS5B65DYBFPqMYQ1X6RzqNJ9xuhBfQL/U4ky7c/41CSbw4kkJVorwjg+GhW9inxefUcpNtV1D/LwqszpzzmYYbsv++kfXz0ukgRwudJlEg7fY6g1QFFHoecRB+vOmEJ7cXsZsbWSwOJ12615KwJYsmF74jcQLIjXfuZwAMBpB42JyrNheP9eRrGSuX6/vI3NknPgQRQMZJ1T4iY15z4jqwtyDlVPFoPoxgfJQ3Dm+pMityp0Dlrb9LMGJg5DNzut1tGeKqrxdWfiU5Vsj+10fUtFGIkaxzmoCmkuSBWAiNDZOIdUW308ABhuy3m9+7C+xncx0aUgyFA6Xb5blV1aM4owofp92GyuA6g6B5/16qP/+wxeCZ33qbLh0YP64PX/noWm1gp++uCb7LN3fOko7Dm8H7Y1NGNY/9748q3zM4XvNA12fRFpiDgHgxiK+K8iWXy1PM59hu7FUoU+YU1nPFyWYSbIBdjHPl5XsPseglNFbllo2ObQ8CC16GunlOPFP5lPjxSnvqIam8QF1butvts2WfD4+KqS7iOsu25hJmqNjM6BEyvpY6hfigvi86nw4RzMAYaCvyUio2jvW//3iqVehnMIX70an2B5oAdyDo77wk2powFXsSspv3jsRADJnU7U4WEhferLFi+YgRXM6EF9MGnUQAzr3ys44p9h8fHNK23mbRYlwcBPp+sg5gyHvY3JzKZT59VyDtGi4kEcetXpYpukQtMEKUpbtmEHfvPkEu+2feW2QCypE/xYrBTgjjD8qb6I6r6D1IXp0a+fwNapu8EAkguuzo3MvmV+Kr/aRhvWb7ObzQKBaIhbUJ9ftok1Vy5znIOWR9c5yO9js1Zy6RxsMSnU8WEiDps1C8R53z45ym91N9NBnEPPIw6OnYMP1Ikri9t/7KBU4JlZBwaK1bMUF8ycVYl64lqHvts1nZDW8d+nHwDArKge3j/ZVjkJ1eBEHzlkt0Q7VKWr2h4dwSSrXvTV1EbEwSf2gw7uENwnpo1P5ZOitHN/Oxd3zFuZuq9icN/0jr5Z45bUDcPWXc14/d1tYT16+4K/3Lga1t8dCEmiXFaJQ7LM19/lT65nWbNsC++w/r1SZT3x5nqc9as5uO6Jt6M0OT/UMSeJg05cpc5BdnnkldVlqw3z2HURD1mE7zoyYkBvpdx0wZFYya+43NHziIPlnuwEl9w2DnAel3b8PiNx54VHJ/KVCOjfK+nVVWU/9Xq5gafvdk0npFNtDMs37cJ1b7OSfb/rxVVRmnpGomyw8eas9kzuM0yoVJITgJMzA0nCVA2Z8OEcdBaeC/bDEsRQlKYqUE3o1yvt6bepNfmcetZAXdBMOgcujGgWqJyD/n4Nhv7IVJVl1/3rc6ZG19J0fOXmQMGsnvcZEhJVjnPQzUcjsVI0VxH+jVuhj1H9TATzChaxUjw2fCzGkvXynIOvm/a2Qs8jDkwnSBe7E0b09yojGptCURRSelJVhEiJWJ5cHOzM1U2sLkKwtZcT2dh8+bQoxOFT03dP5ZPg2He1XKmQ1mFaKH0I2OhBwc7JV6zk4kbOP3oCm0/+8vLJk9qZx4uLTekbKDOBfr3cajzuNXSCqFoMVRL9wIuV4k2Hs3oWSYW0rJvfbf/oYwcFbcmwp7Vxk6MHxU4B9xzeP6w7vl9fJlzxsYNwzlETEu1T26bHsUgdgoObc4j0PJb7QxnrRbW9hOyLeaCjY3QOhbVSeyP9wT9/zES88J1TsNcI84EUFWoAmGR68ndDcyV0yRFn/PEDbyTKAFTlo7vuErPwrt+eluvKRaNZaeTb68wH0TgHfZ85cs/oulxKLwUn7juS3Y37eG/dc3g/3HDuEQDS720WKwV/N2xvxIKV6TjcUoxiIp4mzuFNSwxwVcQii50+cWgqn5zgfZn4H5+dsUfiNzfp9ZPA6kKVIA5MvYBZvOKDg8cPRr2qkFYIE1fmp6bvwTfGAtuCmdB3hH/VxbJPfRlnT98j6j917kixadpaqS6RN3oXD7GyiYiVCDj1gNEYN6SvMVAXGQw3bDDp6GKxUsewDj2OOHD9XlemQO7p2QeJ3YiyY9B30buaWo2HfxJiJUu9+r2yhynrfV85NmqjyjnoIvcT9o0DJnGcwzGTRuC2L84I6i2Rcccc/A0gxQKyjU0tFTy7ZGPquY8cshtGDOyVyCth8rMk853+y6dZYqbveCXkLxNxuO7xWK6dXnxj8Y5cNLizL1IfI0/mqpg+MemKm+u9lChNWajU19HHmHwnuZCYdEw23HPx+xKGBerBPxuq0TmsY/wEqd0ScWrKe/SuSxNcCZMVUtp9hkiVy7URSPZP4htQEGjo6L2Hp/rw54+8GdWXPRASUxdU45VMxeWGnkccmDQZWYrbtXDQd1YS+sTtVVdiTwsDvIM0TiE9fmhfre7Y8d6WnU1YtmFHyvpk4oj+0aKtKjp1J4LXfWYqHv/3E9CrXDJGjJsYito4SyXO10xdqRQQobDaqT94CGdf/2z6XUVSZPOFW+LALRu286aTcgFYtYV3JyAn5V1a/OZYIc3PsiSh5sU2arAfrhQZn4MjQPuMHoBPTotFetx4GKF57+VEJ0H7ks/Va1HR+lgWUl/IKioCWG341kFbko2xG3sE34ez5EoSprAs5b7JVxFg4xzc7jP01saLdJyWpA0U5VPTl23YkeQcDIv56YfuxqabzpVILqeDaEMPJA4c5xAOTs4sk0PCpYIyxNTHrzrrEBw7eYTRdpobQGrb+taX8cVjJ6YmoOp4b9bPn8QJP30c3717YSKPajGhyu91pV3fXmVMGNEfvetLRg+ncoByYiUgvduqLwchH+VktB1+061iJLbu4p0OusRucpL9x526PbldrGSLHRMHdhKJBUCH5By4e/uNGYRD9xgSt0Z5j88fMxEAcOK+SUeI6qJm4xSlrF0uepIbqwWq+4wLbuajrQX5kr9t/VOiYCe8cUea8KvGEZzI1kYc4jgkycrlWNeVzPZzDlKUF+dRxVDys+ixKU746eOJcji/aYDZY67sQ12cGh+CK8RK7QJ2F59RixdzGMn0OmWVOXPqeMgYttx4tO0G5X0u5KN6QvrdkEXnOGU5QNUDZSZXwnUWCyg5+UxWGFvChVxah9SXS6z7DA4m759DDYe3XOI0zkliUH7w12TKauv/5GJl3slJr6OmktT0hMUMBOtXRx1jid1rilOLOcQdjS14YXlaF5MVKmf8noFQc21xLbym+wOU9+e4d9O4BeKFXJ8DdRFxSBIbP0eN8TVnKWYSFev5AGCwMpZN7z+wT5DnvYbkty58K7UzuO6JT/n6lVFSdhiq2EYuanuNjK2eCPygGKeIi7iYvS2VCisGKREfBD2VL+zZ5oTOwSxWMQ1cWVc5CNeVwqhQHHJiqL+oL5e8D8HpE1finovfhz/NnoH3TRqRSHeV2VcxEb19bhw74sDQ22jZQDxUopd2GBinx5xDugwK8/iMoaRM23SQMM6bVEgn80qC11Kp4JLbX8KrYTS9ey4+xt0QA1QxRzZXLeZ7ZcMmKVV3dC4hTuM4h7OPCMR0Ui6vlx0rr2XbAp2RLdIb13ctjBjKJA2QkI401fYFbeDzS+5C57Kjb99ZdQ5E9FsiWkdEC5W0YUT0EBG9Ff4dqty7jIgWE9EbRHSqkj6ViF4J711D4ZaMiHoT0Z/C9OeIaEK+r5gEN9hVdiq3IywAACAASURBVNEH0YDTdYhEePhrx+HPoXdLmVetcbfBffCxw8YlXPXqsk4hgvCjrCVQyT7Jbjh3WnjqOtxRWmzk1XbrA/eaTx0GANh9WD985JDdcO1nDk99HwIwbcIw/PMbJ+LCEybhAweOwbWfPTzcWXkQMINYafdh/XDkXsMTuy4unw5V3n7pXbFoafdh/QCY2Xob5yAX7qTOgSfaAubTsWqyqhStCN7pXHKBjtP1XbQUSTS3ikRMjIPHD0G1iHUOLpchms7B5nuqZLcU2jc0Jx8bRtNzRVa76MRJiXwpb8HRhi/eeN38zDJ84y8L4vZqzeGsBlVDgbjf7HNQba/aLjPnwBOHaizP8oQP5/A7ALO0tEsBPCKEmAzgkfA3iGgKgLMBHBA+cy0RyRl7HYDZACaH/2SZFwDYLISYBOBqAFdW+zJesIh4snMO6WInjRqI4QNi5aIe5GRXcyv6a2IEXW4f2W6znIN9kTw59O8v36XF5i8gamMweeYv3xylnRL6GCqXCNd86jAcOG4wo5AO/u4xvB/KJcJ1n52Kw/cYGonSbARCQBhNgiX0hdZWXn2ZEpwDB90W3lRP8h7CNpo5h+9/5IDobIeROCgLqfoWtmfkfdnfvzj70NR9yTm0VtyBp3xBCcJkExUlf9t1DknudMygpCnol4/fG3/58lE4KnRVrhbFWSvpiuuU+22S9cZtu/eVNeYGJsqMy1KJgyRuQZl+3zqhADc80qtcTtUFqL6VOgZO4iCE+CeATVry6QBuDq9vBnCGkn67EKJRCLEUwGIA04loLIBBQog5IujFW7RnZFl/ATBTchVtAa5/qpXt+XS8FDcAQedv3tmcMnfUfdlIVpYTg5SInAHigdhufvnG2JWx6bNKZeGyDfE5CFsEPBekKM2189HNDHXougdbccfvM4o1I1VRXy7hT7NnpNLth+MkAYtNWQnA546ZEOXYY3i/iCDq30iKRE49YAwOGjcYM/cblRgrJiW2mqSevk21PRwj3/nrQqcZ64/PPNh6X69bcrC+sBESzu3LXf9yNB7/9xMABJuQaROGsdwkNxZ1fZVJrGQSXXJQ9TwSXLAhaXzgg0qir/mH6iPuL0kcmkPq4IoZ01aoVucwWgixBgDCv9LUYhwANXr5yjBtXHitpyeeEUK0ANgKIGkYniN45XDwNyvnoFoX6G4yJFTl1ceuexoAUgelYs5BhO2xcQ7EhhvUsT0cUNsVGavp9aQZZsJdhqHuJMw7cSHsYgS1PHXSvH9K7BX1qyfvk8hvmlxT9xyKX376sGgHpkIPHHSAFu0M0BbiVBvj9OgeAd/98AE4dvII+TNqn/qNfnrWIVgUeuMd3K8ef/vX92HiiP4JYigcYqVNO5pYp3oScmF5Y+02p0x/0mi/Q55Jzthc6EAtbsG//OEFAEFUvIe/dnziXlm6pVaKO3yPoSmvBJEYT1lVOUMDVWmu/tXfQdU5uMTGOjfS2NKKTaFH2v3HDsLY8OCbl2tvxPVy1x9SxmV9SPx0a6Vmg3l5eyFvhTT39YUl3fZMunCi2UQ0j4jmrV/vjjnMgZOLxvbEftRBKs3UXcXs4/lYsHLhBYCFqwJlYW+dOGjVRpwDa63kpyQ8ZQoT29nwetK3S14xg6WIxUTE9hszEJ85cs9oAqtz4uvv3ze61h3HmcqbMLw/+tSXU4f8AGBvbfHh3lEloPrwUHeod84P9jdp/0uhJZfGOZRLSQs2ACnf/ZUKv+jLtBufWhr1N0dENu0wWxPp8OWM1QXVtkOW5rfS/czjbwRz8vyjJ2DvkdqiT0lO2zSGud0750VW1cm0tFZS4Xjl3OSMPSTef0Byjuh5z77+WZzxv8GG7pKZkyIOz6WQVpEkDnH650ITZiA2u1WJwTNvb8BVD/Fu/NsL1cZzWEtEY4UQa0KR0bowfSUA1YHPeACrw/TxTLr6zEoiqgMwGGkxFgBACHE9gOsBYNq0aVUJWLkxqccYdkm15I5eJQ6mU5wEYEdjKy4Kd1UAMHJAbzavbJuNc/B1vOd7ZgOIF3O3eiJZpukzSdfGJs7hga8eByA+la2+j1RMcjC9t3xVVuHsQdFscXzlIrRk/Q78WRIHTfQRRLIDtjW2JBZ6jpgR0rtJrqsk5zZl7KCUm3cVR+/tz2T7SmuT0e+S3/zIicMS5Z2w70hs0s4u7D6sH3uYsCJENIRMRCc+a2CHyq1N+c9/pHbdO5paEu9S0baoc781E6MGJvUeOufw4juxWbAq2gpExY4GhkiKnk1iJXmQMb7/6d8851dBG6JazuEeAOeF1+cBuFtJPzu0QJqIQPE8NxQ9bSOiGaE+4VztGVnWxwE8KrL4e84IrmB9cbAdigruBxl8PHASEe59ZU1CGTZqUO9UHrVtchdkis9smljS8Rxgtsy58syDcNPnjkikSTGQT8wCH0g9i0vnIN/Pt7uFQEJpHtUXtotTOKcOajHlqs7ydM5SJwSAsjBV4joefi3Y3T76+rooH1eXHhPApHMAgIPGDcaYwX2snEP/3nU4Z8aeXu65M2wXwralOYcbz0+OnTJjWs2ZnkbEIRIDmQh9WtTItlCZM5wvLrmYq5yf+v6m+RHkTaepmz+T1wNXWabpYNI5dDR8TFlvAzAHwL5EtJKILgBwBYBTiOgtAKeEvyGEWATgDgCvAngAwEVCCLmCXgjgBgRK6rcB3B+m3whgOBEtBvA1hJZPbQW1U0cM6IW535oZ2cHLAceJc1TIHT3n30cHNwaNh3qEwKotu3B5GDXNaK0UjrIjJiQdwKmRv9jwnQA+ecQeqdO4UlTlnpDW23F5JX7XmcrHiJVsaBUCZ173TCr9y8fvnShPhR5shmuS3Y1zekzIcRKJI4kSin+u3PjZ5HcRQrDisKDupBWSyapJ9p8+Hri6faDqWfST8/00kWi5xBGHNBctIPDm2u2RabVRrOTgLFJtNJQj3ZWYFNKmjRcQzK9fPPxW4p5uYegiDfdfciyAQGS5NDT0MCukeZ1DR8MpVhJCfMpwa6Yh/+UALmfS5wE4kElvAHCWqx15Qe2eElGCtZTDxWDxGD8XDiw/ziGdxu1apBzzK7e9GO2OuQGsipVGav54vnhsrPcwRWjj2xhwI64gQt7nQEL3Gb7WSj7WV4B5cu0Vcn7c99JFHhxsREwu3KpJsPyMcsdXVyb21CxXbon03aTZlLUU9rX8jKbzGBRaAu0zeiCeX5bmrOK6PftP2W2rPre+dso+qXHFEQeuGqk3+NvLgTTZNNZci77eRlM5kb+0sP/0scM7kQzw4Kvv4uqHk/L+Ab1jgif1SzbsP3ZQdD1/+WZMHNE/QaDU6uVmsctxDt0OSgfpkyW2jc6uczCBPTDFLdyIlWtRPSZTVsbZ2AcOHJPY3WQJOBLpHDx3a2qbTflMOod/f39sgRTtwH3Mr+DPiSSf0RPiS+muIBFEyMA5qGaisparzjoUXzpuL0zdYyjL5XHNVf1OybpNfSVFNq6gL5F1mIMYm855pMsL/urt554uldKm1YOYSHc6XDoHXxGnr27CZOqarDv4u6MxvelLipWynRyXYjanzsGynrShpN2IahXSXRYmR3mAwjk4hOvliHNwL2o2M8VE3dKqSbln8q0kx4k6QPU2m8RKfBuD1dzJORiIKZcv4ETitJn7jcKPPnYQRmmHnwLRibXaCC5RA9dvug5B/b1pexMG9alPinm0/LHrc4U4hGljBvfBZR/cP6pbD/XJ+7xKH4IzLvoh52A75yDbUxHCec7BJmdPtpEXxZjKVMWcm3Y0sWFQdZgImWkxT+fza6Pq6iZhSWbhHLi2qVw6Ie5Dk3t5Fb3rSnh2yUY8+daGVF2AqnMwv0xLRRh9h7UVehznoA46fQcf6xz8OAdfhbQOdtcStk295Tohrb5LijhkoA6yTJd4J4spq9DKK5UoRRiCusmbc3ARL5Y4WB5paJHWUuY8FHEOihsFJj/n1I91J0HkL1aigMDazjnIfALu0/BZLNhk21woK5xDRQQEs5ayOe8DHKS4yJebrAhg667YZJnT88R9nSzz00fuoXmOjcfVkg3bHS0NgxVpbuulsz3AT+fQEa40ejRxMO22vTkHH4U00rt4dt0OJ7i6ALD27+FkbGhuxYOvxvbf+k6I5U4sh9a8FNIp30rm8oTGidi4lrw4B66OlFRJSZAGBT4KaXVXx8mGuTFjIu5BPeGCWjFbgcmFN/aMy+eT/ec6SevLOegBhCS4x9VDmS0GT8IcPnyIIbaB1BE49VVSL2KvR7U2ey10SgiY9X5AWsy5z6gBWr747JKt/tMOCg666ePgD184EpOUMvWYHBw6Qh/R84iDcp1aQMPfbp1D8NlMgdf1Ik0BZBL5IOuO07gBIQ+s3fPS6mS6rijMpHPwVEj7cg5IWz+Znm1qreC3Ty/1KreaQ3q2R3xEAiVmwWhh2H99AZh1wBh89LDxqXxcwHszRxDoHP6+IDCDdhkUbGTCxarwdU0vZeS6Tm3KboNSeesUhXRrpYJ6jzqO3ns4rgjjUOtwxXGO8wXQNzSjB/XGQ/92XJzPoD8xce9AmnMoa7btkssH7Dv680LTcj3LMZq34XKJQrFk5+Icep7OwbJgZdY5GALkJMqk9P7aVL4QyQVg5eZ0FK5SKLIxeaGM6+XawrdRlunanJgc76XzBZxDUolbu7zUPT/cvINq7isnXDK+QhIc58BNVLVPh/arx6/Omcq2MMk5kPWcQ7lE2LSjCbc+uzzxLFemECLy6jllbHoR19togxSh6GLTk/ZLn7ovlSjq55ZWPhKejqH9e6VOjktEO31fzkFJG9i7Ds/9v5PZfGkuyDxBdOKf2mhRXK9NFCtfUT+9zaG+nNZZBWUExLcjzFx7NOdw/D4jE/diayV7GVkV0vrYYicQBTJq9Zb0WZ8sT1qwaOmMiaEvJDfie/DIiVCHsXZrHC84AyNjRDXnMFIWN0omLlBMOn/wV53g3A5Prdv2nWIxR/C31RC3A0hapgFmnYHsv5aKwBmH7ob7Qht7HVk5B5/xXS7F/dJSEV4WUXYvuLzcX4csYsvO5lQaW57H4io/T7O2mOt0LNj8SLFg3M6DNL9d3IG+i07cm627vlxirR+l80kfLjdv9EDOIfh7/TlTcdJ+WmhGX99KYbaqTVl52hD45lHy9+udPkwkffPoC2Var5FFrOR3CO6ZtzckfpsXq2DxW6ccQDvKw80DF2P34a8dj8XrtuHLv38hk/mghO0ZziRYB7fz5DiHQX3qsfa94H1tX14PRWlbUNVFCDAv7pFBQUVYlc7exCHkHEyhYxNlkipW8tM52JrBEWNbvkWrt8blWnQ8TS47bcRzT+ccUm42kBYr/eELR6bERbE79TjN5DqnV7kUbTrU796/dx02bG9izWvbGj2Oc5C8w/ih/VKsrb6rM4GIUFci70Nw+mLCm7KGCmmlSfUGx3tBGzXW12LKKg/ZDOrDmxjKmBOu3Zp0HAgAM/Yahu99+AC+vNBrpUo8z5mxp7VsgA9QM2nUAIwJA8C4zRvTsD3CB4rh+yqhkGa+U1K/4uYcZPbm1grbz0CwY1XrMuWTFlAVIazux331UH3C8eLjAaBUik1ZWyw6B/X0tg/n4D5AGeRLWBEx+SjqP39vBmrdIwf2ZiUMuliJNx5Jl7d5J+8osa5MEVE6+PsPRukyhOqu5vZ3293jiIOclKzIMfzro/wpl8iL7eZ8IfGnMyl03xzf43ZCcoLruxt98BNR9I4fOWQ3fOuD++Mbp+4LDnLnKVnvmRpHxeEHZxyYOqEtISDw/LLNCeLpI5Iy5TARxHS+dAm2R378wBsQyjkCLr8s8n7FNxZneqs+ZntV3cqmudXOOajiEBvnIMvyiWrnQl0YB3ynhyijTLEpa6tW/2F7DInG3NWfjAMV2VpRYhZoDrKMRBhco8LeM+hV+FflWr568uTUd6srldBaEWhurUSWWiZvBkBy3G7eyZ/YV4MhqZsqebDVpy/yRs8jDuFfbhzJzvRRINWVyIvt9hXuBFYf7kVUDlR98nCDR06W+nIJXzxuL2OkNKlAlrvjaz97OJtv1gFjomub+ODZJYFT3acXbzTm4dthSpeTzP687v/Ghdff3YZ332uwKuJld+xQvu/IAYwtv9I2Ww8uWR/Yxb+0IvD42dJaiUwZdZRKlNgEuCLZtVQq1l15Fj1UuUSJRerk/fkNQ7kci5WaNRHZ//3LMVE4zzrGNxUH01kDHSVmk2QOZkV+YiUp0lLy9mH8RMmwsys374oII9eFciOnzlU9FKjaRu6Ve3ega42eRxwk58BMYc51rgn+nINfu7Y1tuC3Ty91EhNZnq4048wr5eB0eZmVnENzawXD+/cyuh//wrETU2XbkHVAm001g78uzmHkwN6pADSunjzqR4/iuicWG/Nzi+37Jo9IpflyDjLmwT2hj6HmVvPJ1zJRop/Niuvgb3OLWbltev7WC6azeYmSYtM9hvVn86V1DoZ3UdKtOofwr5NziHQJaZ9XOkrkKVZCmjD1qU/PhUHhGNvR2IKbn1kW1sGJlWLOQQb4+gijVwvy8uNbrkkd4Xap5xGHcBpzA0nuenwUzXXlUkQcjtNkkir4Mw1mvKtY+HCIdiMOsRIQvyN3ejeZL5jgm3Y0GXexQNKbrM9Zp6zqYxfnsHVXUl57yPjBmP/tpOniobsn9RY+PmlssnVfxX7CRNrSw3p4y5ZKxdg/ulM7U75Iru5QSHPvYtoIlCm5+TF9BnlQb+7STdi0o8nYxroEcXC30W2tJDkHVaxkyAvC2vfs8yrMmCpzwoh+qWyquEi6aGfFSgrnsNuQPjjt4LEpj8hx2/k4LXUGSUF7oMdaK3HjSA5sn11GiSg65/Cd0/Y35stqwumyZzZNHtupXdcCV6JYFGSDSjh8RBQ+YreBveuwTUZis4gFAGCz5mF11KA+GD6Aj40hUau/Mp24XPsZXuTmr3MI/kbmnxadA1GSi+ViigdlxgulVSHNysXNeX02SVIk+YlfzwFg5m7Utts2FpESV3nv73xoijG/6nXXRJSbWisJv0YmxDqHpEI63cb0HOTmmHrS3OZgEQh9VDFjNeYc2p849EDOIQDXT5K9l4vacEsAlboSRQu5baHMSBvcvmIMehFupyUHo8v23NeEV+UcfMRK8jteddYhxjx9eqmukPk8JtNhLruexvo3suDg8bytusRuQ/qyz3HBgDjEXkeD380Vs85B/8YmS6CY4NiVzn5xweMyVbGSzcVH4rdhrKlEw6pzYEQ7NgOJZUocDV+dis31OQAntyb7RT3jwH5bhcOoCGENBUAUlLdBO+Uux5WvW/s80fOIQ/SR0z0lTVtXbNqFvUb0xxPfPNFYjqpzsIltuIlg20G4fPfL5F1NfMxcLq9r0ni6w4li3QbPmMv8ykmBErKhuYIh/epx5tS0Gwm9jYCZSMlvqHNVXpHfMs6pfz1pcuL3UG2DYHpttR7b4jcxjGktCUJLq9n8NLXwGhc1JY+DaJ+wb1IEatMRNCXESn5tXGsQiyYU0pb2+eqXfNrC4fA9huC+r/CHBDnOweYzS/0+bEjfiNjY3aQAsVhp2g8eTqTLNcbXOWWe6HHEQYLlHErxIjR59IDIxphDXTn2rmnaLXH1fHzqeOw+jN99AsA7m9IRxVTIAabvMLYw9tNyAXctGL5y9YRYyfLMkXsFB94aWlrZkJEqVIKQlXPgLElqFStxi8F0JW6y6Vv9WnGXYfucPz87MOkcPzQYA40tFfSuN1srqTBtQtQ22cRKel7AThz8Tkgnn39tzTY2X1adgyomrYZQmHDhCZOMccq5cw6csUAU7EvVd7CcQ1ieEKg4LBFNseEl91YopNsBVp2Dsvi5lLjqpLBNSH0iXHjC3v5uKLjywrqktYvENCZEZBzi0iFW8mxPUiHtfueGplZzSFS2Hfby9MWKm0wpziGzWjwNtX9N3/KA3QZHoSltn1PGOpAiicbmVpbIAel3MW1C1P5znWXQ75reZ8P2JjzzdmyKbCpV3yToRgNqu2RWnxPS6gLtK2736WvbZiWyBHScLSkznAO3WVLFTwHnYG5XYBSSTv/C+/aKymhv9DyFdGStxImV3ItAlNeTOOj3at0EcVXNuewkDO+fVpxJEZpTrORJq9RdlJ0gBn8bWioY2ssd+EXCZqcOpMVKnPI+b4U0oJthWt47zOdlrRT+brBwDvqCo8dvjsuMr12cg4+H4CzQHzf5DgKCtjW3CutmhD8h7deJPn3NmaZKyH5rTIiL+IBbej4bEZHR/KwHFCmtb/zbxe/DqEHBvHZZb7UFauIciGgZEb1CRC8R0bwwbRgRPUREb4V/hyr5LyOixUT0BhGdqqRPDctZTETXUC1bawdsnIPqnsDtmdWPy1BFMV8/ZR/sPZK3F/eFHJjqjnzs4L7sDl0OJzdxyM45+JzEbWhuRS/DrpiDqcTIpl3jHE47KG0zrpexV43fG9CttMz55CexfU55S55Ib60IozmpygVc+5nDrY73uGdsbeSetcKQTV3PDh4/GOccNcFYhI/1HMc5+BJ4n3w+nINqZcd9Ts4rM0d0kgrp7GKlg8YPjollF1VInyiEOFQIMS38fSmAR4QQkwE8Ev4GEU0BcDaAAwDMAnAtEckveh2A2QAmh/9m5dAuFjb3Geoa7yYOyrVF5yC5kVEDe+NfZ06uSaQExLtJHzPDSCeSF+egfCC73Dj4u6s5q1jJsPgxbPwL3zkFpx08NpVX6l769Srjls9Px3cN/p+ywJdzKEecgxmxwhX449x3AMDLWsnWR6qeyuh/KSrHT+egw8eizc1tB22zE8/g5rzlm6M007L41ZMnG+6YYeLSVKjeBthIjgwn259xkqmec6hUPMRKzItG5xy6yQnp0wHcHF7fDOAMJf12IUSjEGIpgMUAphPRWACDhBBzRMBX3aI8kztiW6V0T2VR7CU5B5tYqRTmz0YUTLmzKOckm+p6F1+DW3VXajXfjQ56xadJjW1Upr6JkHAK6WEGM+PjQ2scQnA40SZG8IV6MNEuGvDZGYeydyHwn3cvAmAJmelJlI5VTmw7zZa1277O+HyyueeM/D7mPNw907tnCWglYdLvAPG43dlod3Inp746HrlyI7GScIuVyppYSY7vyF1O+zMONRMHAeBBIppPRLPDtNFCiDUAEP6VRsrjAKxQnl0Zpo0Lr/X0FIhoNhHNI6J569evr6rBciKynEMG9txHSQnEcvqsst3Zx+3Fpj+khAYFEClBOfiKlTbtiC2f+noupvYJHt+cMNxfrGOa7Cadgy1vnpJJtSgfSxsXrSUklaxms2U/4iDNYwEYg+iYyvE1Y/b5mu4Iiu65oM+77314SiKkpi2vD6QMn4Msbafj8Kbsr3++Ga9BvLvwUKzkcQhOPyEt64hOY3c1nQOAY4QQhwP4AICLiOg4S17uywhLejpRiOuFENOEENNGjjS7rLDCJlZS0nx3Qa68crK6Fug+Crv7v58+HN+ctR+bb5Pi1fH8oyfgijP5cIsAond11b1odeyKWzXbtMGuVIyv+3iw8XGZ9nS5U/vhR83v7CP3/5XBseBvz5/Gpqvch91KK6zbXHWYjxIckym/us7bFnGVoPfKyjl4LrD7GaLLqeW5uJZI7OY5dgDg/GMmWvImM/u4SunXy8zJyuI4P2Uq5Hx/LPSTNdlAvGKFdLC428akHthJ5/q7nEJaCLE6/LsOwP8BmA5gbSgqQvh3XZh9JQB1mzsewOowfTyT3iawWSuR504N8D/xGXMO9nbdeeHR0fV+Y3k7bAC4VCEaA3rXWeuWbimyKKR/cfahlpx+SIjnXF7/FJjmdmwdEuzopk9Mm+1K+Mj9uXCXZx4+nk0HAv1FVL6PzsExdoiSnIPLhNdVpupt1xUURh/XQ/uZvQBI/PSsQ/CRQ3iHcWq7XIF+Ys7BlsufG9CHVq3Lp68+T/+Glxh0H/I9W4VAqxDWsRM43ot/S2LARZNrL1RNHIioPxENlNcA3g9gIYB7AJwXZjsPwN3h9T0Aziai3kQ0EYHieW4oetpGRDNCK6VzlWdyh81aSR2063MK1i4VhG4xVdwVNqXinoqYZvgA98QG3LJZ9XYeMnp18vgEnJcw6RH0SetzIj2rGwmbolKVJ1vFaR6ESbZRlWublL2+YiW1z7YYzhnEdQd/3z9lNJZdcZpXf+9v2ayo38MVIVRuFHyMGXxQqxmuDqnzcokv9fFjkhwQEUoUcA2BDy3zGNOj/knfUlEYgQ5QOtRyzmE0gP8LJ2MdgD8KIR4goucB3EFEFwB4B8BZACCEWEREdwB4FUALgIuEEHKbcyGA3wHoC+D+8F+bwOZbSR1sWwxBOSR8O0uy2q4FWh1w9XV+C5vudM7nGQ6lxO6v9gmnrt0uzkHdEJlCiep25TbxhWx+XgsQkOXwH8L2ueT+yc2Hqam+bq4Ti5NnQKQs66rNU2+WsVNXctedZcHX865xeDR2wdeyTq/XZaLaKkToQ8s2dgjv7Yo3DDHnEPzuCFPWqomDEGIJgJRHNSHERgAzDc9cDuByJn0egAOrbUsW2OI5qJ3u6os5S/wC2dR76hzUCW6bjGo5IyyOAVW4Jpx6N4/dWFKsVHt5JK1Dwh2dz2Jlq5WPxGdG4nCkbSEI7zkPooES48t0FsPXhFZ9H9cSIrNm6WefA4+Ae3GVMcV9wqj6II+NjIpeniJQ/ayErRUlIjS3VCCEY9yWCKu37Ip+S8eaRBS6bu8epqydGrZ4DjlzqQDU3VIGzsGTOPhyDi55ZdIax6tIK7Io9mXLVN9E6fJCzqFZipVsstvsO2NX/oTDQY9F2ucgmtonJl2Hr5WUCt/Yy66F/NuKG3pfx5I2M1EA2B6K0mxKc/U9//FVm31LddZKNvhyDvqhRdvcbmyp4IanlgIA3rXElChR4ItMQnf+V/hWagdYdQ45DzZAtVay50sSWLDuuwAAERxJREFUB3M71IVxgOMMgYSTc/BUfPpCLcPlo0pizCAm9GYI/dCRXXabboMPbIe86hPeaM1l+Njxy7Z5RRtU3sF34fr0kXvY65blOQbkhw6OFdA27k/9zD4HzAD7u2Sxfsp7uurt+uWnD2Pz+b6njlcVq0AdJW1MqPu5MvFO+doaPY84yAtW5xBf23bvWVDvqXOoRqxkIyKJsjOaN9aKhELas422NuimrC7ZbfDXq9oIQ/qZfUD5BjnyNWUl8jvhru4eXd5tJcYPTUcuUyHb7yI2Jc9FWu1rkxsQHbbxreryXO+sz6mPHsYej/KGWt/HDh+XIJCmfIC/fZVt7OjhbfXnOkIh3eOIgyTJ3E5RTbN1lopPTTcfQgPinbMtFCXgf25CzecrI3VxDlk2Jf8xaz/828n7OOqLr3138D6Hy3ysleIFOht1+NLxZodx5x29Z6otHP7wXOAO44V3tljrIvgRhzfejd1f+xIHF+RC7yQOSif2t5wNUPt6lSIz5yBjSdjq3qUcQBtnCKzEtRGofZOjnoGwzcFquWvbBnG0jXMudQzn0AO9sgZwHYJzDUxfPPpGcMzjjbW8n3uJRDAUD6Un4M/duBR3WU5fXniCeRGVSCr2ax/UkaOzUCZr4xzkt8s6f22xO/Yc3h/1ZelR1FyGT1hUIFjUGj2EyF84dmLkmj2Ljyob5Dhzcw4KcbB8m4PGxTG7XfEfpOjQRmAlcTh+n5FuPZ12vxp3GipGKSFB81Z2A3aR5EDLNy6XKBX5sT3Q4zgHm85BHYz/dop9d6yXZ4LLT4uEzXmfipKn+ClRtmOg520mp85R1wSPToJ6mKdWRPAuPsQzizXOjefxJ6NVXPGxg7Hb4D7WMyg/+2RwgNDHdNiHczh4fLzw5rVYyR1xbw9zWx9M2S0+Oe3LydowPtyUnWQJDSqhEy1Tl59liUSoQtVlPb3Ybo0464AxznoB4Juz9o2up4wdbMxn02MUCul2goh8K6V7NOn2wS4/HRFaCn3cMfB81yi3c7w0fOX5LhFZ3sHLfUVkQHwq1JeNd0Y6C0e0GnjeBR8ie+bU8XjmsplWo4WR4ZhwWocBaAq5oM9b3EMknslJMSRb5uIcqqmvWkWtismjB2Lu/5uJc4/a05lXRtOTMG0IfvzxgzO3Y7Nj/Ezd03xKX4XKzVz6Ad4lDmDX15SJIu5+844mPL14g1fdtaLnipWYe1l2m0/9x4nY1dSaijFcLao5X+A7gY/aiz9cJiEXszmXnZS5DRxUEZnLAkwSJpfrhbhse3lLNwTuq3d5iniA/BTyksi4GDEiiiyvPnjQGHvmEDZrriyQUc5sPoaA6iyBXKas0p26TYQHAKM831V1awIAp0wxmQRnf5kdTXaO33djltARWgiyrlP62OGxcj0QKwWD6ryb5mLByq148wcfyE3UaELPIw5Wx3v+g6hPfdnL9YBvmdVwDi689l9BWAzX5JADz9fs1IV6z0NjQEyYfN/f9S7VHBbKyw2D74E/1VopL9GgL2S9rrFbTX0XnzTJev+SkydjZ3MrZu7vFhn5QP12iy//QCY/Xi68f4qdaKuWZMdMGmHMJ7/jaIs3WCBJON7+4QeTbkkUhfSClVsBAM8u2Yjj9qnS+agnep5YKfzLWiu1wde46hOpQ+Qsspyx+PwxEyPLDxv69ionnLKZIAmm727IBV/TTyBWhvsHnbGjGqVkXpyDv/WYYnmV0zefud8oL1GMrDeLQtoXE4bbzWj3HzsIt3x+upNr8YU6zvIkDABw5Zl2UdTriiWZjdDKcT1qoJ0bUsVKul5N5RwkFq7eai0vD/RAzsGskc7bkRcAoy/6WvCfH56Se5lAfhNMXfAO2X2IJaefziEBn0MEHQT53i435apCOq/zNDeef4RXvsZW91kRoLrP2IbRfVnkRVg59GMiu6mQy4hJlCUh1xSX3s9mqiyd93HltiV6HOcg4TJlzQuusI0qvvfhKbj/kmPzb4Qn8hJtqe+sBqLhINnl3E6ne1pe/fGLR0bXPqeVfSB3ia6ASQQ/P1FtgfdCr62D+poP/QHts/jUiixzKytcc0Fy7v+hWCNxkGPCZg4M2JX59eVSpCuKym2H/umBnEPwt1aFtC9KJcIh/7+9+w/SqioDOP592IV1WJFfIgIbLDrKgCg/dlVADKcJEwjWSZuRMSFwNAsn7a8kavzDmsGmnASbIaZArNSm0RLLcrAJybJUEpSVEDUnQEZyQkQoFHv64563vbzve3+8u/e+997d5zPzzt49e/bsfd6z73vec+6550RsvF4StrFJPST1RlXLG73W2HOIyvVhzJlXowd3zXSJM600jtKw0qXjwycA+JfPSONaU5hzzmzmD3vf4ZyIRrsQjUPI6sXV1PJcR/WCFk4ZzdxJI2Nfu4nqqYXNVmpq7FexjHg9qqfvNQ6hm/2k8zcfu3V2OgUnLI0bf6KUeg6xrzlEXpCO1zj4c504GX9mU5ghAwfwyxWXMWFk8P4HcOr/WdTY/1UXnM35I5Mbmlw5fyLXtLWcsi9INVn8L9SqlgkUpckZUa5ta2HnvvA73EviTEgpfcKPmo0XNqzU1Njw/0UnS+rRePe9xqHOPQcT7iOtbabUkYjNbOI2DkN8wypJ9RwApkZcY4FTR76iPs2uC1mttjtO699wys11RVbLBIo4EzPA2/Uuibv6y0XVc9iwUlP/fhwru5l2aHP4sGAS+tw1h7ib/fQlj3xxFrcHbHWYttLrMKlPqgsuGgVAx9Tqi6aVDG0ewCfdlMqoZR+S5l+DKOlZNllYGLCFaNrSugCeZLkfxewZh304amrsx4mT/+W4796Ljik9W2Qwjj7Xc5g32eumVxvjK0BPOhVt44bGvuMzrvuXXUxrxNCFX1KNw/SxQ3lz9YJYeeecP4Kndh9i1OBkbjDrjqiZTVm6c+GkwK1b/dYunsbaxdWXt07brHOH85np8ZbHyMJHZTu6BQlflVjofOs95t6zDfDWN0tje4Fyfa5xGDe8OXC8tfSJIWpNfBPtignxbnQ6a1ATh46eiN0wR02NrcXnZozjwpYhsYaC0rDgolGxl7nOwrKMJ0jE8eBNM7I+hVClawlRqzKfO+J07rp6ctU1pba88jbQ1eOMusM8KblpHETkKuBeoAH4oaquzuI89nzzqlSnyJlTPfqlWezY927srvyiBIcwRCSzhgHg6qnpDw2YbI0d5t0YGGcLgBtmRN/ECHDj7Po02rl4FxSRBuD7wDxgErBYRNK50ytCU2NDXbpsxtMydGDgpip+q+ZPdPmTWUo9D6JuoDLF1946jDWLp7Fy/sTozAHKZ7TFmSWVhFw0DsAlwGuq+oaqfgA8DHRkfE4mR5bPHs/9yy7mSntDNQWzaMroHg0FrfI1LEntMxNHXoaVxgD7fN/vBy4NyGv6oIZ+Evs6Rt49dNMM9h0+nvVpmIJYOquVpbNaOfDuv2mOOSU3CXlpHKqN41RMNhaRm4GbAcaOtYvGpphmnjucmYTfRW1MuXr2GiA/w0r7Af9mzC3AW+WZVHW9qraravuIEekuV2uMMX1ZXhqH54HzRGS8iAwArgM2Z3xOxhjTZ+ViWElVT4rIrcCTeFNZN6hqZ8anZYwxfVYuGgcAVX0CeCLr8zDGGJOfYSVjjDE5Yo2DMcaYCtY4GGOMqWCNgzHGmAqSxsYW9SAiR4E9VX40FvhHjCIGA0cSzJdGmUnHUkverGJJ429bLOHsNdPzfGmUmdbr/2xVDd+uEEBVC/kAXghI/2fM31+fZL40ykw6lpTOMdFYMj7HPhdLLfH0xddMb4qllDfovbP80RuHleJtAAuPJ5wvjTKTjqWWvFnFksbftljC2Wum5/nSKDPL13+hh5VeUNX2uOlFZLHkU2+KBXpXPBZLcuUWueewvsb0IrJY8qk3xQK9Kx6LJaFyC9tzMMYYk54i9xyMMcakJPeNg4hsEJFDIrLLlzZFRJ4VkZdF5HEROcOlDxCRjS59p4hc4fudNpf+moiskbibFuczlq0iskdEdrhH3XfBEZGPicjvRWS3iHSKyG0ufZiIbBGRve7rUN/vrHTP/x4R+ZQvPdO6STiWwtWNiAx3+d8XkfvKyipU3UTEkmnddCOWuSKy3T3/20XkE76y0q+XuFOgsnoAHwemA7t8ac8Dc9zxcuAud7wC2OiOzwK2A/3c988BM/E2FvoNMK/AsWwF2jOul1HAdHc8CHgVb//vbwN3uPQ7gLvd8SRgJ9AEjAdeBxryUDcJx1LEumkGZgO3APeVlVW0ugmLJdO66UYs04DR7ngycKCe9ZL7noOqbgP+VZY8AdjmjrcA17jjScDv3O8dwpsK1i4io4AzVPVZ9Z7ZB4Cr0z73cknEUofTjEVVD6rqX93xUWA33navHcAml20TXc9zB/Cwqp5Q1b8DrwGX5KFukoqlnuccptZ4VPWYqj4D/MdfThHrJiiWPOhGLC+qamnTs07gNBFpqle95L5xCLALWOSOP0vXLnI7gQ4RaRSR8UCb+9kYvN3mSva7tDyoNZaSja5r/I16d/XLiUgr3qecvwAjVfUgeC8GvF4PVN8nfAw5q5sexlJStLoJUsS6iZKLuulGLNcAL6rqCepUL0VtHJYDK0RkO1737AOXvgHviXoB+B7wJ+AkMfeozkitsQBcr6oXApe7xw11PWMfETkdeAS4XVXfC8taJU1D0usugVigmHUTWESVtLzXTZhc1E2tsYjIBcDdwBdKSVWyJV4vhWwcVPVvqnqlqrYBD+GN+aKqJ1X1K6o6VVU7gCHAXrw32RZfEVX3qM5CN2JBVQ+4r0eBB8loSENE+uP9k/9UVR91yW+7bm9pWOKQSw/aJzwXdZNQLEWtmyBFrJtAeaibWmMRkRbgF8ASVX3dJdelXgrZOJRmGYhIP+DrwDr3/UARaXbHc4GTqvqK66odFZEZriu5BHgsm7M/Va2xuGGmM116f+DTeENT9T5vAX4E7FbVe3w/2gwsdcdL6XqeNwPXuTHT8cB5wHN5qJukYilw3VRV0LoJKifzuqk1FhEZAvwaWKmqfyxlrlu9JH2FO+kH3qfpg8CHeC3mjcBteFf6XwVW03UzXyveSq27gaeAcb5y2vH+GV4H7iv9TtFiwZuNsR14Ce8i1b24mTJ1jmU2Xlf2JWCHe8wHhuNdSN/rvg7z/c4q9/zvwTe7Iuu6SSqWgtfNm3iTJd53/5uTClw3FbHkoW5qjQXvw+IxX94dwFn1qhe7Q9oYY0yFQg4rGWOMSZc1DsYYYypY42CMMaaCNQ7GGGMqWONgjDGmgjUOxqRARG4RkSU15G8V32q9xmStMesTMKa3EZFGVV2X9XkY0xPWOBhThVsY7bd4C6NNw7tJcQkwEbgHOB14B/i8qh4Uka14619dBmwWkUHA+6r6HRGZinfn+0C8m5aWq+phEWnDW0PrOPBM/aIzJpoNKxkTbAKwXlUvAt7D22NjLXCtemthbQC+5cs/RFXnqOp3y8p5APiqK+dl4E6XvhH4sqrOTDMIY7rDeg7GBNunXWva/AT4Gt6mK1vcas8NeMuhlPysvAARGYzXaDztkjYBP6+S/mNgXvIhGNM91jgYE6x8bZmjQGfIJ/1jNZQtVco3JjdsWMmYYGNFpNQQLAb+DIwopYlIf7fWfiBVPQIcFpHLXdINwNOq+i5wRERmu/Trkz99Y7rPeg7GBNsNLBWRH+CtmLkWeBJY44aFGvE2YuqMKGcpsE5EBgJvAMtc+jJgg4gcd+Uakxu2KqsxVbjZSr9S1ckZn4oxmbBhJWOMMRWs52CMMaaC9RyMMcZUsMbBGGNMBWscjDHGVLDGwRhjTAVrHIwxxlSwxsEYY0yF/wGmaGrPEEuNrAAAAABJRU5ErkJggg==\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sorted_data['inc'].plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Un zoom sur les dernières années montre mieux la situation des pics au printemps, surtout en Avril. Le creux des incidences se trouve en été." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sorted_data['inc'][-150:].plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Analyse des incidences de la varicelle" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous définissons la période de référence le 1er septembre de l'année 𝑁 au 1er septembre de l'année 𝑁+1 .\n", + "\n", + "Notre tâche est un peu compliquée par le fait que l'année ne comporte pas un nombre entier de semaines. Nous modifions donc un peu nos périodes de référence: à la place du 1er septembre de chaque année, nous utilisons le premier jour de la semaine qui contient le 1er septembre.\n", + "\n", + "Comme l'incidence de la varicelle est très faible en été, cette modification ne risque pas de fausser nos conclusions.\n", + "Encore un petit détail: les données commencent en Décembre 1990, ce qui rend la première année incomplète. Nous commençons donc l'analyse en 1991.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "first_september_week = [pd.Period(pd.Timestamp(y, 9, 1), 'W')\n", + " for y in range(1991,\n", + " sorted_data.index[-1].year)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "En partant de cette liste des semaines qui contiennent un 1er Septembre, nous obtenons nos intervalles d'environ un an comme les périodes entre deux semaines adjacentes dans cette liste. Nous calculons les sommes des incidences hebdomadaires pour toutes ces périodes.\n", + "\n", + "Nous vérifions également que ces périodes contiennent entre 51 et 52 semaines, pour nous protéger contre des éventuelles erreurs dans notre code." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "year = []\n", + "yearly_incidence = []\n", + "for week1, week2 in zip(first_september_week[:-1],\n", + " first_september_week[1:]):\n", + " one_year = sorted_data['inc'][week1:week2-1]\n", + " assert abs(len(one_year)-52) < 2\n", + " yearly_incidence.append(one_year.sum())\n", + " year.append(week2.year)\n", + "yearly_incidence = pd.Series(data=yearly_incidence, index=year)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Voici les incidencs annuelles!" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "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.plot(style='*')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Une liste triée permet de plus facilement répérer les valeurs les plus élevées (à la fin)." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2002 516689\n", + "2018 542312\n", + "2017 551041\n", + "1996 564901\n", + "2019 584066\n", + "2015 604382\n", + "2000 617597\n", + "2001 619041\n", + "2012 624573\n", + "2005 628464\n", + "2006 632833\n", + "2011 642368\n", + "1993 643387\n", + "1995 652478\n", + "1994 661409\n", + "1998 677775\n", + "1997 683434\n", + "2014 685769\n", + "2013 698332\n", + "2007 717352\n", + "2008 749478\n", + "1999 756456\n", + "2003 758363\n", + "2004 777388\n", + "2016 782114\n", + "2010 829911\n", + "1992 832939\n", + "2009 842373\n", + "dtype: int64" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "yearly_incidence.sort_values()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pour répondre à la question principale:\n", + "- l'année avec l'épidémie la plus forte est 2009. \n", + "- l'année avec l'épidémie la plus faible est 2002." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +1444,9 @@ "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/exo2/varicelle.csv b/module3/exo2/varicelle.csv new file mode 100644 index 0000000..a187892 --- /dev/null +++ b/module3/exo2/varicelle.csv @@ -0,0 +1,1553 @@ +# @source="rseau Sentinelles, INSERM, Sorbonne Universit, 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