diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb index 35b221cf59cae7da12dc12c6953a4d9da56fe662..b545881a126dd731da22c1f058de5b792f8c437f 100644 --- a/module3/exo2/exercice.ipynb +++ b/module3/exo2/exercice.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -24,7 +24,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -65,9 +65,9 @@ " 0\n", " 202221\n", " 7\n", - " 19602\n", - " 15607\n", - " 23597\n", + " 19889\n", + " 15896\n", + " 23882\n", " 30\n", " 24\n", " 36\n", @@ -861,7 +861,7 @@ ], "text/plain": [ " week indicator inc inc_low inc_up inc100 inc100_low \\\n", - "0 202221 7 19602 15607 23597 30 24 \n", + "0 202221 7 19889 15896 23882 30 24 \n", "1 202220 7 23585 19004 28166 36 29 \n", "2 202219 7 18593 14181 23005 28 21 \n", "3 202218 7 17851 13963 21739 27 21 \n", @@ -989,7 +989,7 @@ "[1643 rows x 10 columns]" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -1001,7 +1001,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -1048,7 +1048,7 @@ "Index: []" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -1059,7 +1059,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -1100,9 +1100,9 @@ " 0\n", " 202221\n", " 7\n", - " 19602\n", - " 15607\n", - " 23597\n", + " 19889\n", + " 15896\n", + " 23882\n", " 30\n", " 24\n", " 36\n", @@ -1896,7 +1896,7 @@ ], "text/plain": [ " week indicator inc inc_low inc_up inc100 inc100_low \\\n", - "0 202221 7 19602 15607 23597 30 24 \n", + "0 202221 7 19889 15896 23882 30 24 \n", "1 202220 7 23585 19004 28166 36 29 \n", "2 202219 7 18593 14181 23005 28 21 \n", "3 202218 7 17851 13963 21739 27 21 \n", @@ -2024,7 +2024,7 @@ "[1643 rows x 10 columns]" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -2036,7 +2036,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -2052,7 +2052,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -2061,7 +2061,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -2074,7 +2074,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": { "scrolled": true }, @@ -2082,16 +2082,16 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - 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\n", 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\n", 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" ] @@ -2108,22 +2108,22 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2140,7 +2140,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -2151,33 +2151,140 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, - "outputs": [ - { - "ename": "AssertionError", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAssertionError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 4\u001b[0m first_september_week[1:]):\n\u001b[1;32m 5\u001b[0m \u001b[0mone_year\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msorted_data\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'inc'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mweek1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mweek2\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0;32massert\u001b[0m \u001b[0mabs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mone_year\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m52\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 7\u001b[0m \u001b[0myearly_incidence\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mone_year\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0myear\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mweek2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0myear\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mAssertionError\u001b[0m: " - ] - } - ], + "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": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
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"metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "yearly_incidence.sort_values()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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