From 31d49d3ee08c2dec6fa47165d18cd8ff34908a9f Mon Sep 17 00:00:00 2001 From: f82c1c4a1227cdba8ff3317d228324d6 Date: Tue, 23 Jan 2024 12:32:37 +0000 Subject: [PATCH] results ok --- .../analyse-syndrome-varicelle-jupyter.ipynb | 178 +++++++++--------- 1 file changed, 87 insertions(+), 91 deletions(-) diff --git a/module3/exo2/analyse-syndrome-varicelle-jupyter.ipynb b/module3/exo2/analyse-syndrome-varicelle-jupyter.ipynb index 47da348..d416d05 100644 --- a/module3/exo2/analyse-syndrome-varicelle-jupyter.ipynb +++ b/module3/exo2/analyse-syndrome-varicelle-jupyter.ipynb @@ -4,12 +4,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Incidence de la varicelle" + "# Incidence de la varicelle ()" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -28,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -60,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -182,7 +182,7 @@ "4 FR France " ] }, - "execution_count": 41, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -202,7 +202,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -249,7 +249,7 @@ "Index: []" ] }, - "execution_count": 39, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -267,7 +267,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -1232,7 +1232,7 @@ "[1728 rows x 10 columns]" ] }, - "execution_count": 40, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -1262,7 +1262,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -1292,10 +1292,8 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, + "execution_count": 8, + "metadata": {}, "outputs": [], "source": [ "sorted_data = data.set_index('period').sort_index()" @@ -1319,17 +1317,9 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1989-05-01/1989-05-07 1989-05-15/1989-05-21\n" - ] - } - ], + "outputs": [], "source": [ "periods = sorted_data.index\n", "for p1, p2 in zip(periods[:-1], periods[1:]):\n", @@ -1347,27 +1337,29 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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SMIz2YNww9z0cOFtV7xGR7+BcU/WXc5GX95AeY7dw4fkAnH8+dHZ20tnZWVyJCiB0gGyH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\nnUXRaOD2lkZHR/H3afiYQFG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\n", 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K3BztaxBwHXAScDIwOTUIZZLvB69Pn/DhW7cu923r1ebN4bj16NG1/Sg4xKPM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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1426,7 +1420,7 @@ "Etant donné que le pic de l'épidémie se situe en hiver, à cheval\n", "entre deux années civiles, nous définissons la période de référence\n", "entre deux minima de l'incidence, du 1er août de l'année $N$ au\n", - "1er août de l'année $N+1$.\n", + "1er août de l'année $N+1$. Le 1er septembre comme début de chaque période annuelle\n", "\n", "Notre tâche est un peu compliquée par le fait que l'année ne comporte\n", "pas un nombre entier de semaines. Nous modifions donc un peu nos périodes\n", @@ -1442,14 +1436,12 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": true - }, + "execution_count": 17, + "metadata": {}, "outputs": [], "source": [ - "first_august_week = [pd.Period(pd.Timestamp(y, 8, 1), 'W')\n", - " for y in range(1985,\n", + "first_august_week = [pd.Period(pd.Timestamp(y, 9, 1), 'W')\n", + " for y in range(1991,\n", " sorted_data.index[-1].year)]" ] }, @@ -1457,14 +1449,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "En partant de cette liste des semaines qui contiennent un 1er août, 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", + "En partant de cette liste des semaines qui contiennent un 1er août (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": 12, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -1488,27 +1480,29 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 13, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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FzoqamfVLTU1NNDU1dVku1zoNSauBf4mIezJ5iylOXi+W9FVgcETUponwJyhO\nXA8HfgqMjoiQtBWYD2wD/gpYFhGbJM0Ffjci5kqqAW6IiJo0Ef4SMIHiqOgl4MqIaJG0FtgQEWsl\nPQy8GhGPdHDuXqdhZtZNna3T6DJoSLoaeA54neItqADuBV4EnqI4QvglcEuarEZSHcWnmY5QvJ3V\nmPKvBB4DLgA2RsTdKf98YA1wBXAAqEmT6Ei6Hfha+rn3RcTqlH8Z0AAMBrYDt0XEkQ7O30HDzKyb\nehw0Kp2DhplZ93lFuJmZnTEHDTMzy81Bw3pVf/w6TLNq5qBhvao/fh2mWTVz0LBe0Z+/DtOsmnln\nWOsVs2ffypAhQ1mw4DlAHD7cxv33z2PGjKld1jWzvssjDesV/fnrMM2qmUca1mv669dhmlUzL+4z\nM7NTeHGfmZmdMQcNMzPLzUHDzMxyc9CoQF5lbWbl4qBRgbzK2szKxUGjgniVtZmVm4NGBZk9+1bq\n6+/i8OE22ldZL1o0j9mzby33qZlZifT1288OGhXEq6zNql9fv/3soFFh2ldZv/HGElaunO5V1mZV\nolJuP3tFuJlZHxARrFu3iQULnmP37gcYObKOhx76DDNmTC3L3YQerwiX9Kik/ZJey+QtlLRH0svp\nNS1zrE5Ss6QdkqZk8idIek3SW5KWZvLPk9SQ6jwv6dLMsVmp/E5JMzP5oyRtTceelOQ9tMysolXK\n7ec8t6dWAh3tZ/1QRExIr00AksYCtwBjgenAch3v8cPAnRExBhgjqb3NO4GDETEaWAo8mNoaDHwD\nmAhcBSyUNCjVWQwsSW21pDYqXlNTU7lPoVe4X5XF/Sqfntx+Ptv96jJoRMTfAIc6ONRR+LseaIiI\noxGxC2gGJkkaBgyMiG2p3GrghkydVSm9Dpic0lOBxohojYgWoBFoH9FMBtan9Crgxq76UQkq4T91\nT7hflcX9Kp+6ui8dux01Y8ZUamu/2GWdPhc0TmOepFckfT8zAhgOZEPj3pQ3HNiTyd+T8k6oExHv\nA62ShnTWlqShwKGIaMu0dckZ9MPMzHLqadBYDnwsIi4H9gFLSndKHY5gelLGzMxKLSK6fAEfBV7r\n6hhQC3w1c2wTxfmIYcCOTH4N8HC2TEqfA7ybKfNIps4jwOdT+l1gQEr/PvCT05x7+OWXX3751f1X\nR++peZ86EplP95KGRcS+9NebgDdS+hngCUnfoXh76ePAixERklolTQK2ATOBZZk6s4AXgJuBZ1P+\nZuDP062aupIdAAAEBUlEQVSvAcA1FIMSwJZUdm2q+3RnJ97RI2NmZtYzXa7TkPSXQAEYCuwHFgJ/\nCFwOtAG7gDkRsT+Vr6P4NNMR4O6IaEz5VwKPARcAGyPi7pR/PrAGuAI4ANSkSXQk3Q58jWLUuy8i\nVqf8y4AGYDCwHbgtIo6c2T+FmZl1peoX95mZWel4G5Fe1MnCyN+T9LeSXpX0tKQPp/xzJf0gLYDc\nLukzmTodLowslxL2a4ukv0v5L0v6SDn6kzmfEZKelfQLSa9Lmp/yB0tqTItMN2eeFuz2YtZyKHG/\n+sw1626/JA1J5d+TtOyktir2enXRr9JfrzwT4X717AV8muJtvNcyeS8Cn07p24FvpvRc4NGU/i3g\npUydF4CJKb0RmFol/doCXFHu65Q5n2HA5Sn9YWAn8AmKi0n/W8r/KvDtlB5H8fboB4BRwN9zfPTe\nZ65ZifvVZ65ZD/r1IeA/AbOBZSe1VcnX63T9Kvn18kijF0XHCyNHp3yAn1F8kACKv6jPpnr/DLRI\n+o9dLIwsi1L0K1Ovz/wfjIh9EfFKSv8K2AGM4MQFqKs4/u9/Hd1fzHrWlapfmSb7xDXrbr8i4tcR\n8bfAv2fbqfTr1Vm/Mkp6vfrExe9nfiHpupS+BRiZ0q8C10k6J030X5mOnW5hZF/S3X61eywNm79+\nFs+1S5JGURxNbQUujvSgRxSfGrwoFevJYtayOsN+tetz1yxnvzpT6derKyW9Xg4aZ98dwF2StgG/\nAfy/lP8Dir+c24CHgP8NvF+WM+yZnvTrjyPik8B/Bv6zpNvO7il3LM3HrKP49N+vKD69l1WRT4+U\nqF997pr5ep1Wya+Xg8ZZFhFvRcTUiJhI8bHhf0j570fEPVHcAPJGio8Tv0XxDTf7yXxEyutTetAv\nIuKd9Of/Bf6SE2+BlIWKOyavA9ZERPv6n/2SLk7Hh1FcXAqdX5s+d81K1K8+d8262a/OVPr16lRv\nXC8Hjd538sLI30p/DgC+TnGlO5I+KOlDKX0NcCQi/i4NQ1slTZIkigsjO13MeBadUb/S7aqhKf9c\n4FqOLxItpx8Ab0bEdzN5z1Cc3IcTF5M+A9SouL3/ZRxfzNoXr9kZ96uPXrPu9Cvr2P/dKrheWdnf\nyd65XmfriYD++KIY2d+mOEH1T8B/AeZTfBri74D7M2U/mvJ+QXFH35GZY1cCr1OckPxuNfSL4hMf\nLwGvpL59h/SEThn7dTXFW2evUHx66GWKOysPoTi5vzP14TczdeooPl20A5jSF69ZqfrV165ZD/v1\nj8C/AP+a/u9+okqu1yn96q3r5cV9ZmaWm29PmZlZbg4aZmaWm4OGmZnl5qBhZma5OWiYmVluDhpm\nZpabg4aZmeXmoGFmZrn9f1gAJxPxoq2fAAAAAElFTkSuQmCC\n", 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\n", 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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", + "2022 641397\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": 14, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -1585,27 +1579,29 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 15, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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