From 5a1b5d501dad8567c12e7d4cb85725adf3e9fcad Mon Sep 17 00:00:00 2001 From: ea193d10612bf244e34514d3b8080b04 Date: Thu, 16 Sep 2021 12:33:56 +0000 Subject: [PATCH] Exo sur Jupyter --- module2/exo2/exercice.ipynb | 146 +- module2/exo3/exercice.ipynb | 84 +- ...e-hebdo-covid19-2021-09-09-19h05_Paris.csv | 881 ++++++++ module2/exo4/exercice.ipynb | 289 ++- module2/exo5/exo5_fr.ipynb | 488 ++++- module3/exo1/analyse-syndrome-grippal.ipynb | 1026 ++++++++- module3/exo1/incidence-PAY-3.csv | 1925 +++++++++++++++++ 7 files changed, 4775 insertions(+), 64 deletions(-) create mode 100644 module2/exo4/donnees-hospitalieres-classe-age-hebdo-covid19-2021-09-09-19h05_Paris.csv create mode 100644 module3/exo1/incidence-PAY-3.csv diff --git a/module2/exo2/exercice.ipynb b/module2/exo2/exercice.ipynb index 0bbbe37..7e60c76 100644 --- a/module2/exo2/exercice.ipynb +++ b/module2/exo2/exercice.ipynb @@ -1,5 +1,146 @@ { - "cells": [], + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "data = [14.0, 7.6, 11.2, 12.8, 12.5, 9.9, 14.9, 9.4, 16.9, 10.2, 14.9, 18.1, 7.3, 9.8, 10.9,12.2, 9.9, 2.9, 2.8\n", + " , 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\n", + " , 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\n", + " , 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\n", + " , 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\n", + " , 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": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "14.113000000000001" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.mean(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "2.8" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.min(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "23.4" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.max(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "14.5" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.median(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "4.334094455301447" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.std(data, ddof=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +157,9 @@ "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..84ffb21 100644 --- a/module2/exo3/exercice.ipynb +++ b/module2/exo3/exercice.ipynb @@ -1,5 +1,84 @@ { - "cells": [], + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data = [14.0, 7.6, 11.2, 12.8, 12.5, 9.9, 14.9, 9.4, 16.9, 10.2, 14.9, 18.1, 7.3, 9.8, 10.9\n", + ",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\n", + ", 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\n", + ", 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\n", + ", 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\n", + ", 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": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(data)\n", + "plt.grid()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(data)\n", + "plt.grid()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +95,9 @@ "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/exo4/donnees-hospitalieres-classe-age-hebdo-covid19-2021-09-09-19h05_Paris.csv b/module2/exo4/donnees-hospitalieres-classe-age-hebdo-covid19-2021-09-09-19h05_Paris.csv new file mode 100644 index 0000000..2b730d3 --- /dev/null +++ b/module2/exo4/donnees-hospitalieres-classe-age-hebdo-covid19-2021-09-09-19h05_Paris.csv @@ -0,0 +1,881 @@ +reg;Semaine;cl_age90;NewAdmHospit +75;2020-S09;0;0 +75;2020-S10;0;7 +75;2020-S11;0;41 +75;2020-S12;0;214 +75;2020-S13;0;583 +75;2020-S14;0;495 +75;2020-S15;0;406 +75;2020-S16;0;264 +75;2020-S17;0;172 +75;2020-S18;0;88 +75;2020-S19;0;65 +75;2020-S20;0;60 +75;2020-S21;0;44 +75;2020-S22;0;33 +75;2020-S23;0;22 +75;2020-S24;0;12 +75;2020-S25;0;5 +75;2020-S26;0;9 +75;2020-S27;0;7 +75;2020-S28;0;8 +75;2020-S29;0;21 +75;2020-S30;0;14 +75;2020-S31;0;9 +75;2020-S32;0;15 +75;2020-S33;0;31 +75;2020-S34;0;37 +75;2020-S35;0;48 +75;2020-S36;0;91 +75;2020-S37;0;161 +75;2020-S38;0;208 +75;2020-S39;0;191 +75;2020-S40;0;224 +75;2020-S41;0;229 +75;2020-S42;0;332 +75;2020-S43;0;551 +75;2020-S44;0;836 +75;2020-S45;0;875 +75;2020-S46;0;863 +75;2020-S47;0;632 +75;2020-S48;0;531 +75;2020-S49;0;472 +75;2020-S50;0;442 +75;2020-S51;0;395 +75;2020-S52;0;303 +75;2020-S53;0;370 +75;2021-S01;0;491 +75;2021-S02;0;638 +75;2021-S03;0;675 +75;2021-S04;0;664 +75;2021-S05;0;624 +75;2021-S06;0;482 +75;2021-S07;0;368 +75;2021-S08;0;389 +75;2021-S09;0;381 +75;2021-S10;0;427 +75;2021-S11;0;421 +75;2021-S12;0;457 +75;2021-S13;0;492 +75;2021-S14;0;525 +75;2021-S15;0;570 +75;2021-S16;0;600 +75;2021-S17;0;509 +75;2021-S18;0;374 +75;2021-S19;0;228 +75;2021-S20;0;186 +75;2021-S21;0;149 +75;2021-S22;0;118 +75;2021-S23;0;103 +75;2021-S24;0;65 +75;2021-S25;0;39 +75;2021-S26;0;32 +75;2021-S27;0;36 +75;2021-S28;0;50 +75;2021-S29;0;123 +75;2021-S30;0;214 +75;2021-S31;0;267 +75;2021-S32;0;312 +75;2021-S33;0;285 +75;2021-S34;0;224 +75;2021-S35;0;181 +75;2020-S09;9;0 +75;2020-S10;9;0 +75;2020-S11;9;0 +75;2020-S12;9;2 +75;2020-S13;9;2 +75;2020-S14;9;1 +75;2020-S15;9;2 +75;2020-S16;9;2 +75;2020-S17;9;1 +75;2020-S18;9;0 +75;2020-S19;9;0 +75;2020-S20;9;0 +75;2020-S21;9;1 +75;2020-S22;9;0 +75;2020-S23;9;0 +75;2020-S24;9;0 +75;2020-S25;9;0 +75;2020-S26;9;1 +75;2020-S27;9;0 +75;2020-S28;9;0 +75;2020-S29;9;0 +75;2020-S30;9;0 +75;2020-S31;9;0 +75;2020-S32;9;0 +75;2020-S33;9;0 +75;2020-S34;9;2 +75;2020-S35;9;0 +75;2020-S36;9;0 +75;2020-S37;9;2 +75;2020-S38;9;4 +75;2020-S39;9;0 +75;2020-S40;9;1 +75;2020-S41;9;2 +75;2020-S42;9;7 +75;2020-S43;9;4 +75;2020-S44;9;7 +75;2020-S45;9;4 +75;2020-S46;9;2 +75;2020-S47;9;3 +75;2020-S48;9;2 +75;2020-S49;9;1 +75;2020-S50;9;0 +75;2020-S51;9;0 +75;2020-S52;9;2 +75;2020-S53;9;1 +75;2021-S01;9;0 +75;2021-S02;9;3 +75;2021-S03;9;2 +75;2021-S04;9;3 +75;2021-S05;9;0 +75;2021-S06;9;3 +75;2021-S07;9;0 +75;2021-S08;9;1 +75;2021-S09;9;1 +75;2021-S10;9;3 +75;2021-S11;9;1 +75;2021-S12;9;3 +75;2021-S13;9;1 +75;2021-S14;9;4 +75;2021-S15;9;4 +75;2021-S16;9;2 +75;2021-S17;9;2 +75;2021-S18;9;1 +75;2021-S19;9;4 +75;2021-S20;9;2 +75;2021-S21;9;2 +75;2021-S22;9;1 +75;2021-S23;9;2 +75;2021-S24;9;1 +75;2021-S25;9;1 +75;2021-S26;9;0 +75;2021-S27;9;4 +75;2021-S28;9;0 +75;2021-S29;9;7 +75;2021-S30;9;3 +75;2021-S31;9;5 +75;2021-S32;9;5 +75;2021-S33;9;4 +75;2021-S34;9;4 +75;2021-S35;9;2 +75;2020-S09;19;0 +75;2020-S10;19;0 +75;2020-S11;19;1 +75;2020-S12;19;0 +75;2020-S13;19;1 +75;2020-S14;19;4 +75;2020-S15;19;0 +75;2020-S16;19;3 +75;2020-S17;19;0 +75;2020-S18;19;0 +75;2020-S19;19;1 +75;2020-S20;19;0 +75;2020-S21;19;0 +75;2020-S22;19;3 +75;2020-S23;19;0 +75;2020-S24;19;0 +75;2020-S25;19;0 +75;2020-S26;19;0 +75;2020-S27;19;0 +75;2020-S28;19;0 +75;2020-S29;19;1 +75;2020-S30;19;0 +75;2020-S31;19;0 +75;2020-S32;19;0 +75;2020-S33;19;1 +75;2020-S34;19;3 +75;2020-S35;19;1 +75;2020-S36;19;4 +75;2020-S37;19;1 +75;2020-S38;19;1 +75;2020-S39;19;3 +75;2020-S40;19;1 +75;2020-S41;19;0 +75;2020-S42;19;5 +75;2020-S43;19;6 +75;2020-S44;19;3 +75;2020-S45;19;3 +75;2020-S46;19;7 +75;2020-S47;19;2 +75;2020-S48;19;1 +75;2020-S49;19;0 +75;2020-S50;19;3 +75;2020-S51;19;1 +75;2020-S52;19;2 +75;2020-S53;19;1 +75;2021-S01;19;2 +75;2021-S02;19;2 +75;2021-S03;19;3 +75;2021-S04;19;3 +75;2021-S05;19;2 +75;2021-S06;19;1 +75;2021-S07;19;3 +75;2021-S08;19;0 +75;2021-S09;19;1 +75;2021-S10;19;1 +75;2021-S11;19;3 +75;2021-S12;19;3 +75;2021-S13;19;2 +75;2021-S14;19;3 +75;2021-S15;19;4 +75;2021-S16;19;4 +75;2021-S17;19;4 +75;2021-S18;19;1 +75;2021-S19;19;0 +75;2021-S20;19;1 +75;2021-S21;19;3 +75;2021-S22;19;3 +75;2021-S23;19;0 +75;2021-S24;19;2 +75;2021-S25;19;0 +75;2021-S26;19;0 +75;2021-S27;19;0 +75;2021-S28;19;6 +75;2021-S29;19;2 +75;2021-S30;19;6 +75;2021-S31;19;4 +75;2021-S32;19;7 +75;2021-S33;19;4 +75;2021-S34;19;3 +75;2021-S35;19;4 +75;2020-S09;29;0 +75;2020-S10;29;0 +75;2020-S11;29;2 +75;2020-S12;29;5 +75;2020-S13;29;13 +75;2020-S14;29;5 +75;2020-S15;29;10 +75;2020-S16;29;7 +75;2020-S17;29;3 +75;2020-S18;29;1 +75;2020-S19;29;1 +75;2020-S20;29;3 +75;2020-S21;29;0 +75;2020-S22;29;0 +75;2020-S23;29;2 +75;2020-S24;29;0 +75;2020-S25;29;0 +75;2020-S26;29;1 +75;2020-S27;29;2 +75;2020-S28;29;0 +75;2020-S29;29;3 +75;2020-S30;29;0 +75;2020-S31;29;0 +75;2020-S32;29;1 +75;2020-S33;29;3 +75;2020-S34;29;4 +75;2020-S35;29;3 +75;2020-S36;29;4 +75;2020-S37;29;9 +75;2020-S38;29;12 +75;2020-S39;29;7 +75;2020-S40;29;3 +75;2020-S41;29;5 +75;2020-S42;29;3 +75;2020-S43;29;10 +75;2020-S44;29;11 +75;2020-S45;29;18 +75;2020-S46;29;10 +75;2020-S47;29;3 +75;2020-S48;29;5 +75;2020-S49;29;4 +75;2020-S50;29;5 +75;2020-S51;29;5 +75;2020-S52;29;2 +75;2020-S53;29;3 +75;2021-S01;29;10 +75;2021-S02;29;8 +75;2021-S03;29;14 +75;2021-S04;29;10 +75;2021-S05;29;10 +75;2021-S06;29;5 +75;2021-S07;29;4 +75;2021-S08;29;3 +75;2021-S09;29;7 +75;2021-S10;29;10 +75;2021-S11;29;13 +75;2021-S12;29;15 +75;2021-S13;29;13 +75;2021-S14;29;18 +75;2021-S15;29;10 +75;2021-S16;29;10 +75;2021-S17;29;5 +75;2021-S18;29;14 +75;2021-S19;29;9 +75;2021-S20;29;12 +75;2021-S21;29;4 +75;2021-S22;29;5 +75;2021-S23;29;1 +75;2021-S24;29;6 +75;2021-S25;29;0 +75;2021-S26;29;0 +75;2021-S27;29;0 +75;2021-S28;29;6 +75;2021-S29;29;10 +75;2021-S30;29;21 +75;2021-S31;29;17 +75;2021-S32;29;10 +75;2021-S33;29;9 +75;2021-S34;29;8 +75;2021-S35;29;8 +75;2020-S09;39;0 +75;2020-S10;39;1 +75;2020-S11;39;2 +75;2020-S12;39;8 +75;2020-S13;39;24 +75;2020-S14;39;18 +75;2020-S15;39;18 +75;2020-S16;39;7 +75;2020-S17;39;7 +75;2020-S18;39;3 +75;2020-S19;39;4 +75;2020-S20;39;5 +75;2020-S21;39;2 +75;2020-S22;39;3 +75;2020-S23;39;3 +75;2020-S24;39;1 +75;2020-S25;39;0 +75;2020-S26;39;0 +75;2020-S27;39;1 +75;2020-S28;39;0 +75;2020-S29;39;2 +75;2020-S30;39;1 +75;2020-S31;39;0 +75;2020-S32;39;1 +75;2020-S33;39;3 +75;2020-S34;39;2 +75;2020-S35;39;1 +75;2020-S36;39;6 +75;2020-S37;39;11 +75;2020-S38;39;10 +75;2020-S39;39;5 +75;2020-S40;39;3 +75;2020-S41;39;8 +75;2020-S42;39;15 +75;2020-S43;39;9 +75;2020-S44;39;20 +75;2020-S45;39;21 +75;2020-S46;39;16 +75;2020-S47;39;12 +75;2020-S48;39;8 +75;2020-S49;39;5 +75;2020-S50;39;7 +75;2020-S51;39;11 +75;2020-S52;39;6 +75;2020-S53;39;8 +75;2021-S01;39;10 +75;2021-S02;39;19 +75;2021-S03;39;9 +75;2021-S04;39;9 +75;2021-S05;39;13 +75;2021-S06;39;4 +75;2021-S07;39;10 +75;2021-S08;39;15 +75;2021-S09;39;5 +75;2021-S10;39;7 +75;2021-S11;39;16 +75;2021-S12;39;17 +75;2021-S13;39;24 +75;2021-S14;39;20 +75;2021-S15;39;12 +75;2021-S16;39;25 +75;2021-S17;39;19 +75;2021-S18;39;12 +75;2021-S19;39;11 +75;2021-S20;39;11 +75;2021-S21;39;7 +75;2021-S22;39;8 +75;2021-S23;39;6 +75;2021-S24;39;4 +75;2021-S25;39;4 +75;2021-S26;39;0 +75;2021-S27;39;3 +75;2021-S28;39;3 +75;2021-S29;39;14 +75;2021-S30;39;15 +75;2021-S31;39;26 +75;2021-S32;39;27 +75;2021-S33;39;23 +75;2021-S34;39;18 +75;2021-S35;39;17 +75;2020-S09;49;0 +75;2020-S10;49;1 +75;2020-S11;49;4 +75;2020-S12;49;11 +75;2020-S13;49;44 +75;2020-S14;49;30 +75;2020-S15;49;32 +75;2020-S16;49;11 +75;2020-S17;49;7 +75;2020-S18;49;5 +75;2020-S19;49;3 +75;2020-S20;49;3 +75;2020-S21;49;2 +75;2020-S22;49;0 +75;2020-S23;49;0 +75;2020-S24;49;1 +75;2020-S25;49;1 +75;2020-S26;49;0 +75;2020-S27;49;0 +75;2020-S28;49;1 +75;2020-S29;49;1 +75;2020-S30;49;2 +75;2020-S31;49;0 +75;2020-S32;49;3 +75;2020-S33;49;3 +75;2020-S34;49;1 +75;2020-S35;49;4 +75;2020-S36;49;9 +75;2020-S37;49;18 +75;2020-S38;49;12 +75;2020-S39;49;11 +75;2020-S40;49;11 +75;2020-S41;49;9 +75;2020-S42;49;13 +75;2020-S43;49;27 +75;2020-S44;49;42 +75;2020-S45;49;50 +75;2020-S46;49;28 +75;2020-S47;49;23 +75;2020-S48;49;9 +75;2020-S49;49;9 +75;2020-S50;49;14 +75;2020-S51;49;12 +75;2020-S52;49;10 +75;2020-S53;49;9 +75;2021-S01;49;12 +75;2021-S02;49;26 +75;2021-S03;49;23 +75;2021-S04;49;25 +75;2021-S05;49;22 +75;2021-S06;49;18 +75;2021-S07;49;14 +75;2021-S08;49;25 +75;2021-S09;49;17 +75;2021-S10;49;26 +75;2021-S11;49;23 +75;2021-S12;49;39 +75;2021-S13;49;29 +75;2021-S14;49;41 +75;2021-S15;49;47 +75;2021-S16;49;64 +75;2021-S17;49;50 +75;2021-S18;49;21 +75;2021-S19;49;18 +75;2021-S20;49;20 +75;2021-S21;49;19 +75;2021-S22;49;17 +75;2021-S23;49;10 +75;2021-S24;49;16 +75;2021-S25;49;4 +75;2021-S26;49;4 +75;2021-S27;49;1 +75;2021-S28;49;7 +75;2021-S29;49;11 +75;2021-S30;49;26 +75;2021-S31;49;31 +75;2021-S32;49;37 +75;2021-S33;49;30 +75;2021-S34;49;24 +75;2021-S35;49;10 +75;2020-S09;59;0 +75;2020-S10;59;1 +75;2020-S11;59;2 +75;2020-S12;59;35 +75;2020-S13;59;94 +75;2020-S14;59;55 +75;2020-S15;59;48 +75;2020-S16;59;29 +75;2020-S17;59;21 +75;2020-S18;59;14 +75;2020-S19;59;9 +75;2020-S20;59;8 +75;2020-S21;59;1 +75;2020-S22;59;1 +75;2020-S23;59;1 +75;2020-S24;59;3 +75;2020-S25;59;2 +75;2020-S26;59;0 +75;2020-S27;59;1 +75;2020-S28;59;2 +75;2020-S29;59;3 +75;2020-S30;59;1 +75;2020-S31;59;2 +75;2020-S32;59;0 +75;2020-S33;59;3 +75;2020-S34;59;4 +75;2020-S35;59;7 +75;2020-S36;59;11 +75;2020-S37;59;19 +75;2020-S38;59;24 +75;2020-S39;59;19 +75;2020-S40;59;26 +75;2020-S41;59;24 +75;2020-S42;59;32 +75;2020-S43;59;59 +75;2020-S44;59;96 +75;2020-S45;59;68 +75;2020-S46;59;86 +75;2020-S47;59;45 +75;2020-S48;59;31 +75;2020-S49;59;31 +75;2020-S50;59;27 +75;2020-S51;59;34 +75;2020-S52;59;14 +75;2020-S53;59;25 +75;2021-S01;59;33 +75;2021-S02;59;48 +75;2021-S03;59;58 +75;2021-S04;59;46 +75;2021-S05;59;54 +75;2021-S06;59;50 +75;2021-S07;59;36 +75;2021-S08;59;39 +75;2021-S09;59;38 +75;2021-S10;59;38 +75;2021-S11;59;42 +75;2021-S12;59;55 +75;2021-S13;59;72 +75;2021-S14;59;86 +75;2021-S15;59;84 +75;2021-S16;59;93 +75;2021-S17;59;71 +75;2021-S18;59;47 +75;2021-S19;59;41 +75;2021-S20;59;24 +75;2021-S21;59;24 +75;2021-S22;59;20 +75;2021-S23;59;22 +75;2021-S24;59;5 +75;2021-S25;59;6 +75;2021-S26;59;11 +75;2021-S27;59;5 +75;2021-S28;59;7 +75;2021-S29;59;20 +75;2021-S30;59;31 +75;2021-S31;59;44 +75;2021-S32;59;51 +75;2021-S33;59;40 +75;2021-S34;59;26 +75;2021-S35;59;31 +75;2020-S09;69;0 +75;2020-S10;69;2 +75;2020-S11;69;7 +75;2020-S12;69;42 +75;2020-S13;69;121 +75;2020-S14;69;104 +75;2020-S15;69;77 +75;2020-S16;69;31 +75;2020-S17;69;17 +75;2020-S18;69;12 +75;2020-S19;69;8 +75;2020-S20;69;6 +75;2020-S21;69;8 +75;2020-S22;69;3 +75;2020-S23;69;3 +75;2020-S24;69;2 +75;2020-S25;69;1 +75;2020-S26;69;1 +75;2020-S27;69;1 +75;2020-S28;69;0 +75;2020-S29;69;2 +75;2020-S30;69;5 +75;2020-S31;69;5 +75;2020-S32;69;0 +75;2020-S33;69;4 +75;2020-S34;69;6 +75;2020-S35;69;11 +75;2020-S36;69;14 +75;2020-S37;69;24 +75;2020-S38;69;30 +75;2020-S39;69;27 +75;2020-S40;69;31 +75;2020-S41;69;28 +75;2020-S42;69;45 +75;2020-S43;69;83 +75;2020-S44;69;134 +75;2020-S45;69;137 +75;2020-S46;69;131 +75;2020-S47;69;93 +75;2020-S48;69;53 +75;2020-S49;69;64 +75;2020-S50;69;51 +75;2020-S51;69;38 +75;2020-S52;69;38 +75;2020-S53;69;45 +75;2021-S01;69;58 +75;2021-S02;69;66 +75;2021-S03;69;75 +75;2021-S04;69;108 +75;2021-S05;69;103 +75;2021-S06;69;65 +75;2021-S07;69;53 +75;2021-S08;69;56 +75;2021-S09;69;56 +75;2021-S10;69;78 +75;2021-S11;69;91 +75;2021-S12;69;81 +75;2021-S13;69;99 +75;2021-S14;69;98 +75;2021-S15;69;117 +75;2021-S16;69;104 +75;2021-S17;69;117 +75;2021-S18;69;62 +75;2021-S19;69;31 +75;2021-S20;69;33 +75;2021-S21;69;24 +75;2021-S22;69;17 +75;2021-S23;69;15 +75;2021-S24;69;9 +75;2021-S25;69;5 +75;2021-S26;69;3 +75;2021-S27;69;5 +75;2021-S28;69;9 +75;2021-S29;69;18 +75;2021-S30;69;27 +75;2021-S31;69;50 +75;2021-S32;69;51 +75;2021-S33;69;58 +75;2021-S34;69;55 +75;2021-S35;69;29 +75;2020-S09;79;0 +75;2020-S10;79;1 +75;2020-S11;79;9 +75;2020-S12;79;41 +75;2020-S13;79;129 +75;2020-S14;79;103 +75;2020-S15;79;61 +75;2020-S16;79;48 +75;2020-S17;79;33 +75;2020-S18;79;13 +75;2020-S19;79;12 +75;2020-S20;79;10 +75;2020-S21;79;12 +75;2020-S22;79;3 +75;2020-S23;79;5 +75;2020-S24;79;1 +75;2020-S25;79;0 +75;2020-S26;79;4 +75;2020-S27;79;1 +75;2020-S28;79;1 +75;2020-S29;79;3 +75;2020-S30;79;1 +75;2020-S31;79;0 +75;2020-S32;79;5 +75;2020-S33;79;7 +75;2020-S34;79;5 +75;2020-S35;79;10 +75;2020-S36;79;16 +75;2020-S37;79;32 +75;2020-S38;79;38 +75;2020-S39;79;32 +75;2020-S40;79;51 +75;2020-S41;79;45 +75;2020-S42;79;69 +75;2020-S43;79;114 +75;2020-S44;79;172 +75;2020-S45;79;227 +75;2020-S46;79;185 +75;2020-S47;79;133 +75;2020-S48;79;104 +75;2020-S49;79;101 +75;2020-S50;79;75 +75;2020-S51;79;89 +75;2020-S52;79;51 +75;2020-S53;79;88 +75;2021-S01;79;105 +75;2021-S02;79;137 +75;2021-S03;79;135 +75;2021-S04;79;142 +75;2021-S05;79;127 +75;2021-S06;79;120 +75;2021-S07;79;74 +75;2021-S08;79;79 +75;2021-S09;79;92 +75;2021-S10;79;97 +75;2021-S11;79;81 +75;2021-S12;79;85 +75;2021-S13;79;110 +75;2021-S14;79;103 +75;2021-S15;79;107 +75;2021-S16;79;110 +75;2021-S17;79;84 +75;2021-S18;79;75 +75;2021-S19;79;35 +75;2021-S20;79;31 +75;2021-S21;79;21 +75;2021-S22;79;17 +75;2021-S23;79;18 +75;2021-S24;79;3 +75;2021-S25;79;7 +75;2021-S26;79;8 +75;2021-S27;79;5 +75;2021-S28;79;4 +75;2021-S29;79;16 +75;2021-S30;79;30 +75;2021-S31;79;34 +75;2021-S32;79;51 +75;2021-S33;79;54 +75;2021-S34;79;36 +75;2021-S35;79;34 +75;2020-S09;89;0 +75;2020-S10;89;0 +75;2020-S11;89;11 +75;2020-S12;89;52 +75;2020-S13;89;103 +75;2020-S14;89;116 +75;2020-S15;89;108 +75;2020-S16;89;82 +75;2020-S17;89;48 +75;2020-S18;89;23 +75;2020-S19;89;17 +75;2020-S20;89;12 +75;2020-S21;89;12 +75;2020-S22;89;15 +75;2020-S23;89;4 +75;2020-S24;89;3 +75;2020-S25;89;1 +75;2020-S26;89;1 +75;2020-S27;89;1 +75;2020-S28;89;4 +75;2020-S29;89;5 +75;2020-S30;89;2 +75;2020-S31;89;1 +75;2020-S32;89;4 +75;2020-S33;89;3 +75;2020-S34;89;10 +75;2020-S35;89;7 +75;2020-S36;89;18 +75;2020-S37;89;32 +75;2020-S38;89;56 +75;2020-S39;89;52 +75;2020-S40;89;70 +75;2020-S41;89;61 +75;2020-S42;89;92 +75;2020-S43;89;156 +75;2020-S44;89;239 +75;2020-S45;89;235 +75;2020-S46;89;257 +75;2020-S47;89;202 +75;2020-S48;89;188 +75;2020-S49;89;158 +75;2020-S50;89;150 +75;2020-S51;89;123 +75;2020-S52;89;108 +75;2020-S53;89;130 +75;2021-S01;89;164 +75;2021-S02;89;218 +75;2021-S03;89;218 +75;2021-S04;89;208 +75;2021-S05;89;188 +75;2021-S06;89;140 +75;2021-S07;89;126 +75;2021-S08;89;105 +75;2021-S09;89;100 +75;2021-S10;89;100 +75;2021-S11;89;107 +75;2021-S12;89;98 +75;2021-S13;89;89 +75;2021-S14;89;106 +75;2021-S15;89;118 +75;2021-S16;89;118 +75;2021-S17;89;106 +75;2021-S18;89;95 +75;2021-S19;89;46 +75;2021-S20;89;31 +75;2021-S21;89;26 +75;2021-S22;89;18 +75;2021-S23;89;18 +75;2021-S24;89;11 +75;2021-S25;89;6 +75;2021-S26;89;4 +75;2021-S27;89;8 +75;2021-S28;89;4 +75;2021-S29;89;17 +75;2021-S30;89;37 +75;2021-S31;89;40 +75;2021-S32;89;43 +75;2021-S33;89;40 +75;2021-S34;89;36 +75;2021-S35;89;29 +75;2020-S09;90;0 +75;2020-S10;90;1 +75;2020-S11;90;3 +75;2020-S12;90;18 +75;2020-S13;90;48 +75;2020-S14;90;57 +75;2020-S15;90;49 +75;2020-S16;90;44 +75;2020-S17;90;35 +75;2020-S18;90;17 +75;2020-S19;90;10 +75;2020-S20;90;12 +75;2020-S21;90;6 +75;2020-S22;90;5 +75;2020-S23;90;3 +75;2020-S24;90;1 +75;2020-S25;90;0 +75;2020-S26;90;1 +75;2020-S27;90;0 +75;2020-S28;90;0 +75;2020-S29;90;1 +75;2020-S30;90;2 +75;2020-S31;90;1 +75;2020-S32;90;1 +75;2020-S33;90;4 +75;2020-S34;90;0 +75;2020-S35;90;3 +75;2020-S36;90;9 +75;2020-S37;90;11 +75;2020-S38;90;17 +75;2020-S39;90;32 +75;2020-S40;90;25 +75;2020-S41;90;46 +75;2020-S42;90;50 +75;2020-S43;90;80 +75;2020-S44;90;112 +75;2020-S45;90;109 +75;2020-S46;90;137 +75;2020-S47;90;113 +75;2020-S48;90;123 +75;2020-S49;90;98 +75;2020-S50;90;107 +75;2020-S51;90;79 +75;2020-S52;90;69 +75;2020-S53;90;59 +75;2021-S01;90;95 +75;2021-S02;90;109 +75;2021-S03;90;133 +75;2021-S04;90;105 +75;2021-S05;90;104 +75;2021-S06;90;74 +75;2021-S07;90;46 +75;2021-S08;90;64 +75;2021-S09;90;62 +75;2021-S10;90;68 +75;2021-S11;90;39 +75;2021-S12;90;56 +75;2021-S13;90;50 +75;2021-S14;90;45 +75;2021-S15;90;57 +75;2021-S16;90;67 +75;2021-S17;90;48 +75;2021-S18;90;44 +75;2021-S19;90;27 +75;2021-S20;90;20 +75;2021-S21;90;18 +75;2021-S22;90;11 +75;2021-S23;90;10 +75;2021-S24;90;6 +75;2021-S25;90;6 +75;2021-S26;90;2 +75;2021-S27;90;5 +75;2021-S28;90;3 +75;2021-S29;90;8 +75;2021-S30;90;16 +75;2021-S31;90;16 +75;2021-S32;90;28 +75;2021-S33;90;22 +75;2021-S34;90;15 +75;2021-S35;90;16 \ No newline at end of file diff --git a/module2/exo4/exercice.ipynb b/module2/exo4/exercice.ipynb index 0bbbe37..7577fd5 100644 --- a/module2/exo4/exercice.ipynb +++ b/module2/exo4/exercice.ipynb @@ -1,5 +1,289 @@ { - "cells": [], + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Evolution des admissions Covid à l'hopital \n", + "A partir de données ouvertes récupérées sur le site du gouvernement, on visualise de façon simple l'évolution de la pandémie de Covid." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Les données suivantes sont de l'open data, accessibles sur ce [site](https://www.data.gouv.fr/fr/datasets/donnees-hospitalieres-relatives-a-lepidemie-de-covid-19/). Par souci de simplicité, on n'a gardé que les données de __Paris__ , ce qui correspond à la colone _reg_ égale à 75 " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "data = pd.read_csv('donnees-hospitalieres-classe-age-hebdo-covid19-2021-09-09-19h05_Paris.csv', sep=\";\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Le dataframe suivant comporte 4 colonnes:\n", + "- _reg_ : region, ici toujours égale à 75\n", + "- _Semaine_ : semaine de l'année, notée Année-S __X__ avec __X__ le numéro de la semaine\n", + "- _cl_age90_ : tranche d'âge des individus\n", + "- _NewAdmHospit_ : nombre de nouvelles admissions dans les hopitaux\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
regSemainecl_age90NewAdmHospit
0752020-S0900
1752020-S1007
2752020-S11041
3752020-S120214
4752020-S130583
\n", + "
" + ], + "text/plain": [ + " reg Semaine cl_age90 NewAdmHospit\n", + "0 75 2020-S09 0 0\n", + "1 75 2020-S10 0 7\n", + "2 75 2020-S11 0 41\n", + "3 75 2020-S12 0 214\n", + "4 75 2020-S13 0 583" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Données globales" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "44106" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.NewAdmHospit.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "80" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.Semaine.nunique()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0, 9, 19, 29, 39, 49, 59, 69, 79, 89, 90])" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.cl_age90.unique()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Visualisation " + ] + }, + { + "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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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data[data.cl_age90 == 29].plot(x='Semaine', y='NewAdmHospit')" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=[17, 10])\n", + "for c in data.cl_age90.unique():\n", + " x = data[data.cl_age90 == c].Semaine\n", + " y = data[data.cl_age90 == c].NewAdmHospit\n", + " plt.plot(x, y)\n", + "plt.legend(data.cl_age90.unique())\n", + "plt.xticks(x[::2],rotation =45)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +300,9 @@ "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..4af0fa0 100644 --- a/module2/exo5/exo5_fr.ipynb +++ b/module2/exo5/exo5_fr.ipynb @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -261,33 +261,33 @@ "" ], "text/plain": [ - " Date Count Temperature Pressure Malfunction\n", - "0 4/12/81 6 66 50 0\n", - "1 11/12/81 6 70 50 1\n", - "2 3/22/82 6 69 50 0\n", - "3 11/11/82 6 68 50 0\n", - "4 4/04/83 6 67 50 0\n", - "5 6/18/82 6 72 50 0\n", - "6 8/30/83 6 73 100 0\n", - "7 11/28/83 6 70 100 0\n", - "8 2/03/84 6 57 200 1\n", - "9 4/06/84 6 63 200 1\n", - "10 8/30/84 6 70 200 1\n", - "11 10/05/84 6 78 200 0\n", - "12 11/08/84 6 67 200 0\n", - "13 1/24/85 6 53 200 2\n", - "14 4/12/85 6 67 200 0\n", - "15 4/29/85 6 75 200 0\n", - "16 6/17/85 6 70 200 0\n", - "17 7/29/85 6 81 200 0\n", - "18 8/27/85 6 76 200 0\n", - "19 10/03/85 6 79 200 0\n", - "20 10/30/85 6 75 200 2\n", - "21 11/26/85 6 76 200 0\n", - "22 1/12/86 6 58 200 1" + " Date Count Temperature Pressure Malfunction\n", + "0 4/12/81 6 66 50 0\n", + "1 11/12/81 6 70 50 1\n", + "2 3/22/82 6 69 50 0\n", + "3 11/11/82 6 68 50 0\n", + "4 4/04/83 6 67 50 0\n", + "5 6/18/82 6 72 50 0\n", + "6 8/30/83 6 73 100 0\n", + "7 11/28/83 6 70 100 0\n", + "8 2/03/84 6 57 200 1\n", + "9 4/06/84 6 63 200 1\n", + "10 8/30/84 6 70 200 1\n", + "11 10/05/84 6 78 200 0\n", + "12 11/08/84 6 67 200 0\n", + "13 1/24/85 6 53 200 2\n", + "14 4/12/85 6 67 200 0\n", + "15 4/29/85 6 75 200 0\n", + "16 6/17/85 6 70 200 0\n", + "17 7/29/85 6 81 200 0\n", + "18 8/27/85 6 76 200 0\n", + "19 10/03/85 6 79 200 0\n", + "20 10/30/85 6 75 200 2\n", + "21 11/26/85 6 76 200 0\n", + "22 1/12/86 6 58 200 1" ] }, - "execution_count": 1, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -322,8 +322,270 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": {}, + "execution_count": 18, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
DateCountTemperaturePressureMalfunction
04/12/81666500
111/12/81670501
23/22/82669500
311/11/82668500
44/04/83667500
56/18/82672500
68/30/836731000
711/28/836701000
2010/30/856752002
1910/03/856792000
188/27/856762000
177/29/856812000
166/17/856702000
154/29/856752000
1110/05/846782000
131/24/856532002
1211/08/846672000
2111/26/856762000
108/30/846702001
94/06/846632001
82/03/846572001
144/12/856672000
221/12/866582001
\n", + "
" + ], + "text/plain": [ + " Date Count Temperature Pressure Malfunction\n", + "0 4/12/81 6 66 50 0\n", + "1 11/12/81 6 70 50 1\n", + "2 3/22/82 6 69 50 0\n", + "3 11/11/82 6 68 50 0\n", + "4 4/04/83 6 67 50 0\n", + "5 6/18/82 6 72 50 0\n", + "6 8/30/83 6 73 100 0\n", + "7 11/28/83 6 70 100 0\n", + "20 10/30/85 6 75 200 2\n", + "19 10/03/85 6 79 200 0\n", + "18 8/27/85 6 76 200 0\n", + "17 7/29/85 6 81 200 0\n", + "16 6/17/85 6 70 200 0\n", + "15 4/29/85 6 75 200 0\n", + "11 10/05/84 6 78 200 0\n", + "13 1/24/85 6 53 200 2\n", + "12 11/08/84 6 67 200 0\n", + "21 11/26/85 6 76 200 0\n", + "10 8/30/84 6 70 200 1\n", + "9 4/06/84 6 63 200 1\n", + "8 2/03/84 6 57 200 1\n", + "14 4/12/85 6 67 200 0\n", + "22 1/12/86 6 58 200 1" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.sort_values('Pressure')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "scrolled": false + }, "outputs": [ { "data": { @@ -351,6 +613,7 @@ " Temperature\n", " Pressure\n", " Malfunction\n", + " Frequency\n", " \n", " \n", " \n", @@ -361,6 +624,7 @@ " 70\n", " 50\n", " 1\n", + " 0.166667\n", " \n", " \n", " 8\n", @@ -369,6 +633,7 @@ " 57\n", " 200\n", " 1\n", + " 0.166667\n", " \n", " \n", " 9\n", @@ -377,6 +642,7 @@ " 63\n", " 200\n", " 1\n", + " 0.166667\n", " \n", " \n", " 10\n", @@ -385,6 +651,7 @@ " 70\n", " 200\n", " 1\n", + " 0.166667\n", " \n", " \n", " 13\n", @@ -393,6 +660,7 @@ " 53\n", " 200\n", " 2\n", + " 0.333333\n", " \n", " \n", " 20\n", @@ -401,6 +669,7 @@ " 75\n", " 200\n", " 2\n", + " 0.333333\n", " \n", " \n", " 22\n", @@ -409,23 +678,24 @@ " 58\n", " 200\n", " 1\n", + " 0.166667\n", " \n", " \n", "\n", "" ], "text/plain": [ - " Date Count Temperature Pressure Malfunction\n", - "1 11/12/81 6 70 50 1\n", - "8 2/03/84 6 57 200 1\n", - "9 4/06/84 6 63 200 1\n", - "10 8/30/84 6 70 200 1\n", - "13 1/24/85 6 53 200 2\n", - "20 10/30/85 6 75 200 2\n", - "22 1/12/86 6 58 200 1" + " Date Count Temperature Pressure Malfunction Frequency\n", + "1 11/12/81 6 70 50 1 0.166667\n", + "8 2/03/84 6 57 200 1 0.166667\n", + "9 4/06/84 6 63 200 1 0.166667\n", + "10 8/30/84 6 70 200 1 0.166667\n", + "13 1/24/85 6 53 200 2 0.333333\n", + "20 10/30/85 6 75 200 2 0.333333\n", + "22 1/12/86 6 58 200 1 0.166667" ] }, - "execution_count": 2, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -448,12 +718,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -500,7 +770,131 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 14, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
DateCountTemperaturePressureMalfunctionFrequency
111/12/816705010.166667
82/03/8465720010.166667
94/06/8466320010.166667
108/30/8467020010.166667
131/24/8565320020.333333
2010/30/8567520020.333333
221/12/8665820010.166667
\n", + "
" + ], + "text/plain": [ + " Date Count Temperature Pressure Malfunction Frequency\n", + "1 11/12/81 6 70 50 1 0.166667\n", + "8 2/03/84 6 57 200 1 0.166667\n", + "9 4/06/84 6 63 200 1 0.166667\n", + "10 8/30/84 6 70 200 1 0.166667\n", + "13 1/24/85 6 53 200 2 0.333333\n", + "20 10/30/85 6 75 200 2 0.333333\n", + "22 1/12/86 6 58 200 1 0.166667" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data" + ] + }, + { + "cell_type": "code", + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -524,10 +918,10 @@ " Method: IRLS Log-Likelihood: -2.5250 \n", "\n", "\n", - " Date: Sat, 13 Apr 2019 Deviance: 0.22231 \n", + " Date: Tue, 14 Sep 2021 Deviance: 0.22231 \n", "\n", "\n", - " Time: 19:11:24 Pearson chi2: 0.236 \n", + " Time: 15:23:08 Pearson chi2: 0.236 \n", "\n", "\n", " No. Iterations: 4 Covariance Type: nonrobust\n", @@ -555,8 +949,8 @@ "Model Family: Binomial Df Model: 1\n", "Link Function: logit Scale: 1.0000\n", "Method: IRLS Log-Likelihood: -2.5250\n", - "Date: Sat, 13 Apr 2019 Deviance: 0.22231\n", - "Time: 19:11:24 Pearson chi2: 0.236\n", + "Date: Tue, 14 Sep 2021 Deviance: 0.22231\n", + "Time: 15:23:08 Pearson chi2: 0.236\n", "No. Iterations: 4 Covariance Type: nonrobust\n", "===============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", @@ -567,7 +961,7 @@ "\"\"\"" ] }, - "execution_count": 4, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -610,7 +1004,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -705,7 +1099,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.6.4" } }, "nbformat": 4, diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb index 59d72b5..8d6a86d 100644 --- a/module3/exo1/analyse-syndrome-grippal.ipynb +++ b/module3/exo1/analyse-syndrome-grippal.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -28,10 +28,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 2, + "metadata": {}, "outputs": [], "source": [ "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"" @@ -61,11 +59,1023 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "data_path = 'incidence-PAY-3.csv'" + ] + }, + { + "cell_type": "code", + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ - "raw_data = pd.read_csv(data_url, skiprows=1)\n", + "import os" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On vérifie l'existence du fichier et on le télécharge si besoin, puis sauvegare sous csv" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "File incidence-PAY-3.csv downloaded\n" + ] + } + ], + "source": [ + "if data_path not in os.listdir():\n", + " raw_data = pd.read_csv(data_url, skiprows=1)\n", + " raw_data.to_csv(data_path, index=False)\n", + " print('File ' + data_path + \" downloaded\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
02021363130689214.016922.02014.026.0FRFrance
12021353126729277.016067.01914.024.0FRFrance
22021343130139481.016545.02015.025.0FRFrance
32021333103927042.013742.01611.021.0FRFrance
420213231558611009.020163.02417.031.0FRFrance
520213131885513664.024046.02921.037.0FRFrance
62021303139919695.018287.02114.028.0FRFrance
72021293136269618.017634.02115.027.0FRFrance
8202128386365430.011842.0138.018.0FRFrance
92021273106936838.014548.01610.022.0FRFrance
10202126370864109.010063.0116.016.0FRFrance
11202125379425540.010344.0128.016.0FRFrance
12202124348553011.06699.074.010.0FRFrance
13202123367104455.08965.0107.013.0FRFrance
14202122378795495.010263.0128.016.0FRFrance
15202121378275403.010251.0128.016.0FRFrance
162021203102787540.013016.01612.020.0FRFrance
17202119395396860.012218.01410.018.0FRFrance
182021183121359165.015105.01814.022.0FRFrance
192021173120588891.015225.01813.023.0FRFrance
2020211631650512735.020275.02519.031.0FRFrance
2120211531930615398.023214.02923.035.0FRFrance
2220211432107317099.025047.03226.038.0FRFrance
2320211332641322094.030732.04033.047.0FRFrance
2420211233065825919.035397.04639.053.0FRFrance
2520211132498820718.029258.03832.044.0FRFrance
2620211031953915951.023127.03025.035.0FRFrance
2720210931757213926.021218.02721.033.0FRFrance
2820210832088216907.024857.03226.038.0FRFrance
2920210732239318303.026483.03428.040.0FRFrance
.................................
189419852132609619621.032571.04735.059.0FRFrance
189519852032789620885.034907.05138.064.0FRFrance
189619851934315432821.053487.07859.097.0FRFrance
189719851834055529935.051175.07455.093.0FRFrance
189819851733405324366.043740.06244.080.0FRFrance
189919851635036236451.064273.09166.0116.0FRFrance
190019851536388145538.082224.011683.0149.0FRFrance
19011985143134545114400.0154690.0244207.0281.0FRFrance
19021985133197206176080.0218332.0357319.0395.0FRFrance
19031985123245240223304.0267176.0445405.0485.0FRFrance
19041985113276205252399.0300011.0501458.0544.0FRFrance
19051985103353231326279.0380183.0640591.0689.0FRFrance
19061985093369895341109.0398681.0670618.0722.0FRFrance
19071985083389886359529.0420243.0707652.0762.0FRFrance
19081985073471852432599.0511105.0855784.0926.0FRFrance
19091985063565825518011.0613639.01026939.01113.0FRFrance
19101985053637302592795.0681809.011551074.01236.0FRFrance
19111985043424937390794.0459080.0770708.0832.0FRFrance
19121985033213901174689.0253113.0388317.0459.0FRFrance
191319850239758680949.0114223.0177147.0207.0FRFrance
191419850138548965918.0105060.0155120.0190.0FRFrance
191519845238483060602.0109058.0154110.0198.0FRFrance
1916198451310172680242.0123210.0185146.0224.0FRFrance
19171984503123680101401.0145959.0225184.0266.0FRFrance
1918198449310107381684.0120462.0184149.0219.0FRFrance
191919844837862060634.096606.0143110.0176.0FRFrance
192019844737202954274.089784.013199.0163.0FRFrance
192119844638733067686.0106974.0159123.0195.0FRFrance
19221984453135223101414.0169032.0246184.0308.0FRFrance
192319844436842220056.0116788.012537.0213.0FRFrance
\n", + "

1924 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202136 3 13068 9214.0 16922.0 20 14.0 \n", + "1 202135 3 12672 9277.0 16067.0 19 14.0 \n", + "2 202134 3 13013 9481.0 16545.0 20 15.0 \n", + "3 202133 3 10392 7042.0 13742.0 16 11.0 \n", + "4 202132 3 15586 11009.0 20163.0 24 17.0 \n", + "5 202131 3 18855 13664.0 24046.0 29 21.0 \n", + "6 202130 3 13991 9695.0 18287.0 21 14.0 \n", + "7 202129 3 13626 9618.0 17634.0 21 15.0 \n", + "8 202128 3 8636 5430.0 11842.0 13 8.0 \n", + "9 202127 3 10693 6838.0 14548.0 16 10.0 \n", + "10 202126 3 7086 4109.0 10063.0 11 6.0 \n", + "11 202125 3 7942 5540.0 10344.0 12 8.0 \n", + "12 202124 3 4855 3011.0 6699.0 7 4.0 \n", + "13 202123 3 6710 4455.0 8965.0 10 7.0 \n", + "14 202122 3 7879 5495.0 10263.0 12 8.0 \n", + "15 202121 3 7827 5403.0 10251.0 12 8.0 \n", + "16 202120 3 10278 7540.0 13016.0 16 12.0 \n", + "17 202119 3 9539 6860.0 12218.0 14 10.0 \n", + "18 202118 3 12135 9165.0 15105.0 18 14.0 \n", + "19 202117 3 12058 8891.0 15225.0 18 13.0 \n", + "20 202116 3 16505 12735.0 20275.0 25 19.0 \n", + "21 202115 3 19306 15398.0 23214.0 29 23.0 \n", + "22 202114 3 21073 17099.0 25047.0 32 26.0 \n", + "23 202113 3 26413 22094.0 30732.0 40 33.0 \n", + "24 202112 3 30658 25919.0 35397.0 46 39.0 \n", + "25 202111 3 24988 20718.0 29258.0 38 32.0 \n", + "26 202110 3 19539 15951.0 23127.0 30 25.0 \n", + "27 202109 3 17572 13926.0 21218.0 27 21.0 \n", + "28 202108 3 20882 16907.0 24857.0 32 26.0 \n", + "29 202107 3 22393 18303.0 26483.0 34 28.0 \n", + "... ... ... ... ... ... ... ... \n", + "1894 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "1895 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "1896 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "1897 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "1898 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "1899 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "1900 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "1901 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "1902 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "1903 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "1904 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "1905 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "1906 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "1907 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "1908 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "1909 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "1910 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "1911 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "1912 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "1913 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "1914 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "1915 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "1916 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "1917 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "1918 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "1919 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "1920 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1921 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1922 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1923 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 26.0 FR France \n", + "1 24.0 FR France \n", + "2 25.0 FR France \n", + "3 21.0 FR France \n", + "4 31.0 FR France \n", + "5 37.0 FR France \n", + "6 28.0 FR France \n", + "7 27.0 FR France \n", + "8 18.0 FR France \n", + "9 22.0 FR France \n", + "10 16.0 FR France \n", + "11 16.0 FR France \n", + "12 10.0 FR France \n", + "13 13.0 FR France \n", + "14 16.0 FR France \n", + "15 16.0 FR France \n", + "16 20.0 FR France \n", + "17 18.0 FR France \n", + "18 22.0 FR France \n", + "19 23.0 FR France \n", + "20 31.0 FR France \n", + "21 35.0 FR France \n", + "22 38.0 FR France \n", + "23 47.0 FR France \n", + "24 53.0 FR France \n", + "25 44.0 FR France \n", + "26 35.0 FR France \n", + "27 33.0 FR France \n", + "28 38.0 FR France \n", + "29 40.0 FR France \n", + "... ... ... ... \n", + "1894 59.0 FR France \n", + "1895 64.0 FR France \n", + "1896 97.0 FR France \n", + "1897 93.0 FR France \n", + "1898 80.0 FR France \n", + "1899 116.0 FR France \n", + "1900 149.0 FR France \n", + "1901 281.0 FR France \n", + "1902 395.0 FR France \n", + "1903 485.0 FR France \n", + "1904 544.0 FR France \n", + "1905 689.0 FR France \n", + "1906 722.0 FR France \n", + "1907 762.0 FR France \n", + "1908 926.0 FR France \n", + "1909 1113.0 FR France \n", + "1910 1236.0 FR France \n", + "1911 832.0 FR France \n", + "1912 459.0 FR France \n", + "1913 207.0 FR France \n", + "1914 190.0 FR France \n", + "1915 198.0 FR France \n", + "1916 224.0 FR France \n", + "1917 266.0 FR France \n", + "1918 219.0 FR France \n", + "1919 176.0 FR France \n", + "1920 163.0 FR France \n", + "1921 195.0 FR France \n", + "1922 308.0 FR France \n", + "1923 213.0 FR France \n", + "\n", + "[1924 rows x 10 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data = pd.read_csv(data_path)\n", "raw_data" ] }, @@ -364,7 +1374,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.1" + "version": "3.6.4" } }, "nbformat": 4, diff --git a/module3/exo1/incidence-PAY-3.csv b/module3/exo1/incidence-PAY-3.csv new file mode 100644 index 0000000..d38fd89 --- /dev/null +++ b/module3/exo1/incidence-PAY-3.csv @@ -0,0 +1,1925 @@ +week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name +202136,3,13068,9214.0,16922.0,20,14.0,26.0,FR,France +202135,3,12672,9277.0,16067.0,19,14.0,24.0,FR,France +202134,3,13013,9481.0,16545.0,20,15.0,25.0,FR,France +202133,3,10392,7042.0,13742.0,16,11.0,21.0,FR,France +202132,3,15586,11009.0,20163.0,24,17.0,31.0,FR,France +202131,3,18855,13664.0,24046.0,29,21.0,37.0,FR,France +202130,3,13991,9695.0,18287.0,21,14.0,28.0,FR,France +202129,3,13626,9618.0,17634.0,21,15.0,27.0,FR,France +202128,3,8636,5430.0,11842.0,13,8.0,18.0,FR,France +202127,3,10693,6838.0,14548.0,16,10.0,22.0,FR,France +202126,3,7086,4109.0,10063.0,11,6.0,16.0,FR,France +202125,3,7942,5540.0,10344.0,12,8.0,16.0,FR,France +202124,3,4855,3011.0,6699.0,7,4.0,10.0,FR,France +202123,3,6710,4455.0,8965.0,10,7.0,13.0,FR,France +202122,3,7879,5495.0,10263.0,12,8.0,16.0,FR,France +202121,3,7827,5403.0,10251.0,12,8.0,16.0,FR,France +202120,3,10278,7540.0,13016.0,16,12.0,20.0,FR,France +202119,3,9539,6860.0,12218.0,14,10.0,18.0,FR,France +202118,3,12135,9165.0,15105.0,18,14.0,22.0,FR,France +202117,3,12058,8891.0,15225.0,18,13.0,23.0,FR,France +202116,3,16505,12735.0,20275.0,25,19.0,31.0,FR,France +202115,3,19306,15398.0,23214.0,29,23.0,35.0,FR,France +202114,3,21073,17099.0,25047.0,32,26.0,38.0,FR,France +202113,3,26413,22094.0,30732.0,40,33.0,47.0,FR,France +202112,3,30658,25919.0,35397.0,46,39.0,53.0,FR,France +202111,3,24988,20718.0,29258.0,38,32.0,44.0,FR,France +202110,3,19539,15951.0,23127.0,30,25.0,35.0,FR,France +202109,3,17572,13926.0,21218.0,27,21.0,33.0,FR,France +202108,3,20882,16907.0,24857.0,32,26.0,38.0,FR,France +202107,3,22393,18303.0,26483.0,34,28.0,40.0,FR,France +202106,3,23183,19134.0,27232.0,35,29.0,41.0,FR,France +202105,3,22426,18445.0,26407.0,34,28.0,40.0,FR,France +202104,3,25804,21491.0,30117.0,39,32.0,46.0,FR,France +202103,3,21810,17894.0,25726.0,33,27.0,39.0,FR,France +202102,3,17320,13906.0,20734.0,26,21.0,31.0,FR,France +202101,3,21799,17778.0,25820.0,33,27.0,39.0,FR,France +202053,3,21220,16498.0,25942.0,32,25.0,39.0,FR,France +202052,3,16428,12285.0,20571.0,25,19.0,31.0,FR,France +202051,3,21619,17370.0,25868.0,33,27.0,39.0,FR,France +202050,3,16845,13220.0,20470.0,26,20.0,32.0,FR,France +202049,3,12939,9923.0,15955.0,20,15.0,25.0,FR,France +202048,3,13804,10641.0,16967.0,21,16.0,26.0,FR,France +202047,3,19085,15285.0,22885.0,29,23.0,35.0,FR,France +202046,3,24801,20503.0,29099.0,38,31.0,45.0,FR,France +202045,3,42516,36857.0,48175.0,65,56.0,74.0,FR,France +202044,3,44567,38521.0,50613.0,68,59.0,77.0,FR,France +202043,3,43799,37581.0,50017.0,67,58.0,76.0,FR,France +202042,3,35183,29847.0,40519.0,53,45.0,61.0,FR,France +202041,3,27926,23251.0,32601.0,42,35.0,49.0,FR,France +202040,3,20443,16381.0,24505.0,31,25.0,37.0,FR,France +202039,3,19810,15900.0,23720.0,30,24.0,36.0,FR,France +202038,3,25559,21141.0,29977.0,39,32.0,46.0,FR,France +202037,3,18485,14649.0,22321.0,28,22.0,34.0,FR,France +202036,3,10390,7646.0,13134.0,16,12.0,20.0,FR,France +202035,3,9918,6842.0,12994.0,15,10.0,20.0,FR,France +202034,3,6084,3090.0,9078.0,9,4.0,14.0,FR,France +202033,3,6106,3411.0,8801.0,9,5.0,13.0,FR,France +202032,3,5918,3330.0,8506.0,9,5.0,13.0,FR,France +202031,3,4351,2269.0,6433.0,7,4.0,10.0,FR,France +202030,3,8179,5442.0,10916.0,12,8.0,16.0,FR,France +202029,3,8687,5860.0,11514.0,13,9.0,17.0,FR,France +202028,3,8325,5688.0,10962.0,13,9.0,17.0,FR,France +202027,3,4066,2406.0,5726.0,6,3.0,9.0,FR,France +202026,3,4039,2389.0,5689.0,6,3.0,9.0,FR,France +202025,3,2853,1488.0,4218.0,4,2.0,6.0,FR,France +202024,3,3058,1690.0,4426.0,5,3.0,7.0,FR,France +202023,3,4168,2468.0,5868.0,6,3.0,9.0,FR,France +202022,3,3580,1947.0,5213.0,5,3.0,7.0,FR,France +202021,3,6114,4026.0,8202.0,9,6.0,12.0,FR,France +202020,3,9315,6775.0,11855.0,14,10.0,18.0,FR,France +202019,3,11679,8722.0,14636.0,18,14.0,22.0,FR,France +202018,3,16398,12851.0,19945.0,25,20.0,30.0,FR,France +202017,3,18082,14454.0,21710.0,27,21.0,33.0,FR,France +202016,3,24165,19893.0,28437.0,37,31.0,43.0,FR,France +202015,3,41049,35377.0,46721.0,62,53.0,71.0,FR,France +202014,3,71666,64531.0,78801.0,109,98.0,120.0,FR,France +202013,3,107742,99187.0,116297.0,164,151.0,177.0,FR,France +202012,3,107283,98610.0,115956.0,163,150.0,176.0,FR,France +202011,3,112943,104468.0,121418.0,172,159.0,185.0,FR,France +202010,3,105145,96812.0,113478.0,160,147.0,173.0,FR,France +202009,3,110696,102066.0,119326.0,168,155.0,181.0,FR,France +202008,3,143753,133984.0,153522.0,218,203.0,233.0,FR,France +202007,3,183610,172812.0,194408.0,279,263.0,295.0,FR,France +202006,3,206669,195481.0,217857.0,314,297.0,331.0,FR,France +202005,3,187957,177445.0,198469.0,285,269.0,301.0,FR,France +202004,3,122331,113492.0,131170.0,186,173.0,199.0,FR,France +202003,3,78413,71330.0,85496.0,119,108.0,130.0,FR,France +202002,3,53614,47654.0,59574.0,81,72.0,90.0,FR,France +202001,3,36850,31608.0,42092.0,56,48.0,64.0,FR,France +201952,3,28135,23220.0,33050.0,43,36.0,50.0,FR,France +201951,3,29786,25042.0,34530.0,45,38.0,52.0,FR,France +201950,3,34223,29156.0,39290.0,52,44.0,60.0,FR,France +201949,3,25662,21414.0,29910.0,39,33.0,45.0,FR,France +201948,3,22367,18055.0,26679.0,34,27.0,41.0,FR,France +201947,3,18669,14759.0,22579.0,28,22.0,34.0,FR,France +201946,3,16030,12567.0,19493.0,24,19.0,29.0,FR,France +201945,3,10138,7160.0,13116.0,15,10.0,20.0,FR,France +201944,3,7822,5010.0,10634.0,12,8.0,16.0,FR,France +201943,3,9487,6448.0,12526.0,14,9.0,19.0,FR,France +201942,3,7747,5243.0,10251.0,12,8.0,16.0,FR,France +201941,3,7122,4720.0,9524.0,11,7.0,15.0,FR,France +201940,3,8505,5784.0,11226.0,13,9.0,17.0,FR,France +201939,3,7091,4462.0,9720.0,11,7.0,15.0,FR,France +201938,3,4897,2891.0,6903.0,7,4.0,10.0,FR,France +201937,3,3172,1367.0,4977.0,5,2.0,8.0,FR,France +201936,3,2295,728.0,3862.0,3,1.0,5.0,FR,France +201935,3,1010,2.0,2018.0,2,0.0,4.0,FR,France +201934,3,1672,279.0,3065.0,3,1.0,5.0,FR,France +201933,3,1593,68.0,3118.0,2,0.0,4.0,FR,France +201932,3,1592,71.0,3113.0,2,0.0,4.0,FR,France +201931,3,2337,695.0,3979.0,4,2.0,6.0,FR,France +201930,3,1944,415.0,3473.0,3,1.0,5.0,FR,France +201929,3,2096,420.0,3772.0,3,0.0,6.0,FR,France +201928,3,1195,125.0,2265.0,2,0.0,4.0,FR,France +201927,3,2466,848.0,4084.0,4,2.0,6.0,FR,France +201926,3,1798,402.0,3194.0,3,1.0,5.0,FR,France +201925,3,1544,389.0,2699.0,2,0.0,4.0,FR,France +201924,3,876,17.0,1735.0,1,0.0,2.0,FR,France +201923,3,2004,748.0,3260.0,3,1.0,5.0,FR,France +201922,3,2181,602.0,3760.0,3,1.0,5.0,FR,France +201921,3,2585,1102.0,4068.0,4,2.0,6.0,FR,France +201920,3,2891,1202.0,4580.0,4,1.0,7.0,FR,France +201919,3,3221,1509.0,4933.0,5,2.0,8.0,FR,France +201918,3,1385,278.0,2492.0,2,0.0,4.0,FR,France +201917,3,3166,1348.0,4984.0,5,2.0,8.0,FR,France +201916,3,3842,1973.0,5711.0,6,3.0,9.0,FR,France +201915,3,5932,3669.0,8195.0,9,6.0,12.0,FR,France +201914,3,12675,9167.0,16183.0,19,14.0,24.0,FR,France +201913,3,16513,12530.0,20496.0,25,19.0,31.0,FR,France +201912,3,22184,17786.0,26582.0,34,27.0,41.0,FR,France +201911,3,31553,26556.0,36550.0,48,40.0,56.0,FR,France +201910,3,49742,43268.0,56216.0,76,66.0,86.0,FR,France +201909,3,88354,79564.0,97144.0,134,121.0,147.0,FR,France +201908,3,172604,160024.0,185184.0,262,243.0,281.0,FR,France +201907,3,307338,291220.0,323456.0,467,443.0,491.0,FR,France +201906,3,394286,376782.0,411790.0,599,572.0,626.0,FR,France +201905,3,355785,339295.0,372275.0,540,515.0,565.0,FR,France +201904,3,241090,227261.0,254919.0,366,345.0,387.0,FR,France +201903,3,147063,135890.0,158236.0,223,206.0,240.0,FR,France +201902,3,75548,67632.0,83464.0,115,103.0,127.0,FR,France +201901,3,50295,43525.0,57065.0,76,66.0,86.0,FR,France +201852,3,37903,31375.0,44431.0,58,48.0,68.0,FR,France +201851,3,39259,32977.0,45541.0,60,50.0,70.0,FR,France +201850,3,27781,22638.0,32924.0,42,34.0,50.0,FR,France +201849,3,19738,15481.0,23995.0,30,24.0,36.0,FR,France +201848,3,19501,15275.0,23727.0,30,24.0,36.0,FR,France +201847,3,15949,12105.0,19793.0,24,18.0,30.0,FR,France +201846,3,11278,7957.0,14599.0,17,12.0,22.0,FR,France +201845,3,11065,7791.0,14339.0,17,12.0,22.0,FR,France +201844,3,6586,3875.0,9297.0,10,6.0,14.0,FR,France +201843,3,6550,3988.0,9112.0,10,6.0,14.0,FR,France +201842,3,7787,5129.0,10445.0,12,8.0,16.0,FR,France +201841,3,8048,5098.0,10998.0,12,8.0,16.0,FR,France +201840,3,7409,4717.0,10101.0,11,7.0,15.0,FR,France +201839,3,7174,4235.0,10113.0,11,7.0,15.0,FR,France +201838,3,7349,4399.0,10299.0,11,7.0,15.0,FR,France +201837,3,4915,2386.0,7444.0,7,3.0,11.0,FR,France +201836,3,3215,1349.0,5081.0,5,2.0,8.0,FR,France +201835,3,1506,239.0,2773.0,2,0.0,4.0,FR,France +201834,3,1368,116.0,2620.0,2,0.0,4.0,FR,France +201833,3,1962,5.0,3919.0,3,0.0,6.0,FR,France +201832,3,1839,183.0,3495.0,3,0.0,6.0,FR,France +201831,3,2048,242.0,3854.0,3,0.0,6.0,FR,France +201830,3,1951,202.0,3700.0,3,0.0,6.0,FR,France +201829,3,1951,252.0,3650.0,3,0.0,6.0,FR,France +201828,3,1654,52.0,3256.0,3,1.0,5.0,FR,France +201827,3,3266,1145.0,5387.0,5,2.0,8.0,FR,France +201826,3,3758,1493.0,6023.0,6,3.0,9.0,FR,France +201825,3,4580,2220.0,6940.0,7,3.0,11.0,FR,France +201824,3,3223,1351.0,5095.0,5,2.0,8.0,FR,France +201823,3,1207,136.0,2278.0,2,0.0,4.0,FR,France +201822,3,3202,1330.0,5074.0,5,2.0,8.0,FR,France +201821,3,2537,763.0,4311.0,4,1.0,7.0,FR,France +201820,3,2694,967.0,4421.0,4,1.0,7.0,FR,France +201819,3,1025,0.0,2098.0,2,0.0,4.0,FR,France +201818,3,3541,1416.0,5666.0,5,2.0,8.0,FR,France +201817,3,2573,1003.0,4143.0,4,2.0,6.0,FR,France +201816,3,4818,2724.0,6912.0,7,4.0,10.0,FR,France +201815,3,16311,12168.0,20454.0,25,19.0,31.0,FR,France +201814,3,22666,18092.0,27240.0,35,28.0,42.0,FR,France +201813,3,32680,25536.0,39824.0,50,39.0,61.0,FR,France +201812,3,52040,44590.0,59490.0,79,68.0,90.0,FR,France +201811,3,65159,56506.0,73812.0,99,86.0,112.0,FR,France +201810,3,93512,83989.0,103035.0,142,128.0,156.0,FR,France +201809,3,108545,98645.0,118445.0,165,150.0,180.0,FR,France +201808,3,131870,120950.0,142790.0,201,184.0,218.0,FR,France +201807,3,141138,130177.0,152099.0,215,198.0,232.0,FR,France +201806,3,138810,128164.0,149456.0,211,195.0,227.0,FR,France +201805,3,157839,146646.0,169032.0,240,223.0,257.0,FR,France +201804,3,175483,163835.0,187131.0,267,249.0,285.0,FR,France +201803,3,178329,166640.0,190018.0,271,253.0,289.0,FR,France +201802,3,198079,185663.0,210495.0,302,283.0,321.0,FR,France +201801,3,235493,220941.0,250045.0,358,336.0,380.0,FR,France +201752,3,299114,279359.0,318869.0,459,429.0,489.0,FR,France +201751,3,229448,214366.0,244530.0,352,329.0,375.0,FR,France +201750,3,129535,118787.0,140283.0,199,183.0,215.0,FR,France +201749,3,63789,56120.0,71458.0,98,86.0,110.0,FR,France +201748,3,37568,31541.0,43595.0,58,49.0,67.0,FR,France +201747,3,24972,19923.0,30021.0,38,30.0,46.0,FR,France +201746,3,13398,9948.0,16848.0,21,16.0,26.0,FR,France +201745,3,14035,8091.0,19979.0,22,13.0,31.0,FR,France +201744,3,8544,5318.0,11770.0,13,8.0,18.0,FR,France +201743,3,7300,4402.0,10198.0,11,7.0,15.0,FR,France +201742,3,9966,6503.0,13429.0,15,10.0,20.0,FR,France +201741,3,12434,8718.0,16150.0,19,13.0,25.0,FR,France +201740,3,12725,8690.0,16760.0,20,14.0,26.0,FR,France +201739,3,14949,10534.0,19364.0,23,16.0,30.0,FR,France +201738,3,11463,7438.0,15488.0,18,12.0,24.0,FR,France +201737,3,9716,6364.0,13068.0,15,10.0,20.0,FR,France +201736,3,2815,917.0,4713.0,4,1.0,7.0,FR,France +201735,3,2794,850.0,4738.0,4,1.0,7.0,FR,France +201734,3,2497,879.0,4115.0,4,2.0,6.0,FR,France +201733,3,2406,766.0,4046.0,4,1.0,7.0,FR,France +201732,3,2667,879.0,4455.0,4,1.0,7.0,FR,France +201731,3,3256,1158.0,5354.0,5,2.0,8.0,FR,France +201730,3,3759,1299.0,6219.0,6,2.0,10.0,FR,France +201729,3,5014,1989.0,8039.0,8,3.0,13.0,FR,France +201728,3,5271,2576.0,7966.0,8,4.0,12.0,FR,France +201727,3,3924,1432.0,6416.0,6,2.0,10.0,FR,France +201726,3,3171,1166.0,5176.0,5,2.0,8.0,FR,France +201725,3,837,0.0,1721.0,1,0.0,2.0,FR,France +201724,3,1566,248.0,2884.0,2,0.0,4.0,FR,France +201723,3,1664,203.0,3125.0,3,1.0,5.0,FR,France +201722,3,1305,92.0,2518.0,2,0.0,4.0,FR,France +201721,3,971,0.0,2046.0,1,0.0,3.0,FR,France +201720,3,2686,793.0,4579.0,4,1.0,7.0,FR,France +201719,3,3461,1490.0,5432.0,5,2.0,8.0,FR,France +201718,3,2102,515.0,3689.0,3,1.0,5.0,FR,France +201717,3,2071,428.0,3714.0,3,0.0,6.0,FR,France +201716,3,1380,222.0,2538.0,2,0.0,4.0,FR,France +201715,3,479,0.0,1242.0,1,0.0,2.0,FR,France +201714,3,1110,0.0,2549.0,2,0.0,4.0,FR,France +201713,3,7594,3808.0,11380.0,12,6.0,18.0,FR,France +201712,3,8780,4834.0,12726.0,13,7.0,19.0,FR,France +201711,3,7814,4329.0,11299.0,12,7.0,17.0,FR,France +201710,3,11802,7964.0,15640.0,18,12.0,24.0,FR,France +201709,3,13111,9099.0,17123.0,20,14.0,26.0,FR,France +201708,3,29545,23136.0,35954.0,45,35.0,55.0,FR,France +201707,3,59590,49764.0,69416.0,91,76.0,106.0,FR,France +201706,3,93628,82560.0,104696.0,144,127.0,161.0,FR,France +201705,3,193677,179255.0,208099.0,297,275.0,319.0,FR,France +201704,3,256428,240618.0,272238.0,394,370.0,418.0,FR,France +201703,3,267276,251345.0,283207.0,410,386.0,434.0,FR,France +201702,3,260588,245070.0,276106.0,400,376.0,424.0,FR,France +201701,3,255535,239743.0,271327.0,392,368.0,416.0,FR,France +201652,3,224489,207799.0,241179.0,345,319.0,371.0,FR,France +201651,3,187704,172655.0,202753.0,288,265.0,311.0,FR,France +201650,3,126570,115081.0,138059.0,194,176.0,212.0,FR,France +201649,3,76390,67374.0,85406.0,117,103.0,131.0,FR,France +201648,3,40502,33949.0,47055.0,62,52.0,72.0,FR,France +201647,3,22270,17612.0,26928.0,34,27.0,41.0,FR,France +201646,3,20816,16125.0,25507.0,32,25.0,39.0,FR,France +201645,3,15957,11448.0,20466.0,24,17.0,31.0,FR,France +201644,3,15145,10357.0,19933.0,23,16.0,30.0,FR,France +201643,3,9378,5830.0,12926.0,14,9.0,19.0,FR,France +201642,3,12920,9044.0,16796.0,20,14.0,26.0,FR,France +201641,3,13909,9709.0,18109.0,21,15.0,27.0,FR,France +201640,3,13379,8969.0,17789.0,21,14.0,28.0,FR,France +201639,3,10598,6814.0,14382.0,16,10.0,22.0,FR,France +201638,3,5969,3073.0,8865.0,9,5.0,13.0,FR,France +201637,3,4065,1538.0,6592.0,6,2.0,10.0,FR,France +201636,3,2372,473.0,4271.0,4,1.0,7.0,FR,France +201635,3,3420,1350.0,5490.0,5,2.0,8.0,FR,France +201634,3,2233,0.0,4643.0,3,0.0,7.0,FR,France +201633,3,1567,0.0,3938.0,2,0.0,6.0,FR,France +201632,3,2100,93.0,4107.0,3,0.0,6.0,FR,France +201631,3,3691,0.0,9120.0,6,0.0,14.0,FR,France +201630,3,3209,644.0,5774.0,5,1.0,9.0,FR,France +201629,3,1469,0.0,3073.0,2,0.0,4.0,FR,France +201628,3,2725,357.0,5093.0,4,0.0,8.0,FR,France +201627,3,5905,2343.0,9467.0,9,4.0,14.0,FR,France +201626,3,4186,1636.0,6736.0,6,2.0,10.0,FR,France +201625,3,4611,1560.0,7662.0,7,2.0,12.0,FR,France +201624,3,4977,2404.0,7550.0,8,4.0,12.0,FR,France +201623,3,4893,2416.0,7370.0,8,4.0,12.0,FR,France +201622,3,5667,3015.0,8319.0,9,5.0,13.0,FR,France +201621,3,5603,2475.0,8731.0,9,4.0,14.0,FR,France +201620,3,3908,1679.0,6137.0,6,3.0,9.0,FR,France +201619,3,4738,2308.0,7168.0,7,3.0,11.0,FR,France +201618,3,8204,4394.0,12014.0,13,7.0,19.0,FR,France +201617,3,13385,8822.0,17948.0,21,14.0,28.0,FR,France +201616,3,25670,19632.0,31708.0,39,30.0,48.0,FR,France +201615,3,48441,39824.0,57058.0,74,61.0,87.0,FR,France +201614,3,92603,81261.0,103945.0,142,125.0,159.0,FR,France +201613,3,170654,156387.0,184921.0,262,240.0,284.0,FR,France +201612,3,272174,254338.0,290010.0,418,391.0,445.0,FR,France +201611,3,304543,286453.0,322633.0,467,439.0,495.0,FR,France +201610,3,261822,245799.0,277845.0,402,377.0,427.0,FR,France +201609,3,229943,214533.0,245353.0,353,329.0,377.0,FR,France +201608,3,195067,180874.0,209260.0,299,277.0,321.0,FR,France +201607,3,207359,193223.0,221495.0,318,296.0,340.0,FR,France +201606,3,196143,182672.0,209614.0,301,280.0,322.0,FR,France +201605,3,178963,166296.0,191630.0,275,256.0,294.0,FR,France +201604,3,148473,136591.0,160355.0,228,210.0,246.0,FR,France +201603,3,75277,66630.0,83924.0,116,103.0,129.0,FR,France +201602,3,44617,37821.0,51413.0,68,58.0,78.0,FR,France +201601,3,42263,35556.0,48970.0,65,55.0,75.0,FR,France +201553,3,24835,19106.0,30564.0,38,29.0,47.0,FR,France +201552,3,19495,14319.0,24671.0,30,22.0,38.0,FR,France +201551,3,29080,23014.0,35146.0,45,36.0,54.0,FR,France +201550,3,25043,19812.0,30274.0,39,31.0,47.0,FR,France +201549,3,21479,16686.0,26272.0,33,26.0,40.0,FR,France +201548,3,16428,12273.0,20583.0,25,19.0,31.0,FR,France +201547,3,14959,10856.0,19062.0,23,17.0,29.0,FR,France +201546,3,12599,8237.0,16961.0,20,13.0,27.0,FR,France +201545,3,13577,9192.0,17962.0,21,14.0,28.0,FR,France +201544,3,14596,10025.0,19167.0,23,16.0,30.0,FR,France +201543,3,16749,11745.0,21753.0,26,18.0,34.0,FR,France +201542,3,18675,13613.0,23737.0,29,21.0,37.0,FR,France +201541,3,13585,9830.0,17340.0,21,15.0,27.0,FR,France +201540,3,13100,9349.0,16851.0,20,14.0,26.0,FR,France +201539,3,8595,5671.0,11519.0,13,8.0,18.0,FR,France +201538,3,8402,4929.0,11875.0,13,8.0,18.0,FR,France +201537,3,8817,4089.0,13545.0,14,7.0,21.0,FR,France +201536,3,1922,440.0,3404.0,3,1.0,5.0,FR,France +201535,3,229,0.0,644.0,0,0.0,1.0,FR,France +201534,3,760,0.0,1618.0,1,0.0,2.0,FR,France +201533,3,1537,208.0,2866.0,2,0.0,4.0,FR,France +201532,3,1594,66.0,3122.0,2,0.0,4.0,FR,France +201531,3,2845,475.0,5215.0,4,0.0,8.0,FR,France +201530,3,2447,353.0,4541.0,4,1.0,7.0,FR,France +201529,3,2389,332.0,4446.0,4,1.0,7.0,FR,France +201528,3,2089,105.0,4073.0,3,0.0,6.0,FR,France +201527,3,2257,393.0,4121.0,3,0.0,6.0,FR,France +201526,3,2536,774.0,4298.0,4,1.0,7.0,FR,France +201525,3,2607,680.0,4534.0,4,1.0,7.0,FR,France +201524,3,2849,1000.0,4698.0,4,1.0,7.0,FR,France +201523,3,2702,857.0,4547.0,4,1.0,7.0,FR,France +201522,3,4262,1989.0,6535.0,7,3.0,11.0,FR,France +201521,3,5547,2875.0,8219.0,9,5.0,13.0,FR,France +201520,3,4594,2040.0,7148.0,7,3.0,11.0,FR,France +201519,3,6307,3256.0,9358.0,10,5.0,15.0,FR,France +201518,3,3664,1544.0,5784.0,6,3.0,9.0,FR,France +201517,3,6382,3523.0,9241.0,10,6.0,14.0,FR,France +201516,3,12098,7913.0,16283.0,19,13.0,25.0,FR,France +201515,3,19458,14192.0,24724.0,30,22.0,38.0,FR,France +201514,3,30940,24617.0,37263.0,48,38.0,58.0,FR,France +201513,3,49563,41986.0,57140.0,77,65.0,89.0,FR,France +201512,3,70024,61079.0,78969.0,109,95.0,123.0,FR,France +201511,3,99295,88838.0,109752.0,154,138.0,170.0,FR,France +201510,3,143931,131682.0,156180.0,223,204.0,242.0,FR,France +201509,3,238947,222902.0,254992.0,370,345.0,395.0,FR,France +201508,3,409972,388670.0,431274.0,635,602.0,668.0,FR,France +201507,3,517750,494301.0,541199.0,802,766.0,838.0,FR,France +201506,3,533317,510627.0,556007.0,827,792.0,862.0,FR,France +201505,3,457911,436964.0,478858.0,710,678.0,742.0,FR,France +201504,3,292161,275491.0,308831.0,453,427.0,479.0,FR,France +201503,3,153931,141290.0,166572.0,239,219.0,259.0,FR,France +201502,3,104096,93358.0,114834.0,161,144.0,178.0,FR,France +201501,3,70962,60505.0,81419.0,110,94.0,126.0,FR,France +201452,3,63168,52705.0,73631.0,98,82.0,114.0,FR,France +201451,3,45346,38002.0,52690.0,71,60.0,82.0,FR,France +201450,3,42182,35049.0,49315.0,66,55.0,77.0,FR,France +201449,3,33537,27281.0,39793.0,52,42.0,62.0,FR,France +201448,3,28156,21896.0,34416.0,44,34.0,54.0,FR,France +201447,3,18158,13186.0,23130.0,28,20.0,36.0,FR,France +201446,3,14764,10174.0,19354.0,23,16.0,30.0,FR,France +201445,3,16172,11449.0,20895.0,25,18.0,32.0,FR,France +201444,3,15500,10464.0,20536.0,24,16.0,32.0,FR,France +201443,3,16011,10653.0,21369.0,25,17.0,33.0,FR,France +201442,3,21651,15828.0,27474.0,34,25.0,43.0,FR,France +201441,3,22486,16295.0,28677.0,35,25.0,45.0,FR,France +201440,3,16526,11583.0,21469.0,26,18.0,34.0,FR,France +201439,3,8583,5054.0,12112.0,13,8.0,18.0,FR,France +201438,3,10567,6496.0,14638.0,16,10.0,22.0,FR,France +201437,3,7714,3780.0,11648.0,12,6.0,18.0,FR,France +201436,3,5018,1949.0,8087.0,8,3.0,13.0,FR,France +201435,3,2268,355.0,4181.0,4,1.0,7.0,FR,France +201434,3,2367,250.0,4484.0,4,1.0,7.0,FR,France +201433,3,2358,0.0,4875.0,4,0.0,8.0,FR,France +201432,3,3229,447.0,6011.0,5,1.0,9.0,FR,France +201431,3,4143,349.0,7937.0,6,0.0,12.0,FR,France +201430,3,4631,902.0,8360.0,7,1.0,13.0,FR,France +201429,3,5122,1258.0,8986.0,8,2.0,14.0,FR,France +201428,3,4145,1200.0,7090.0,6,1.0,11.0,FR,France +201427,3,4823,1997.0,7649.0,8,4.0,12.0,FR,France +201426,3,3858,1235.0,6481.0,6,2.0,10.0,FR,France +201425,3,4564,1276.0,7852.0,7,2.0,12.0,FR,France +201424,3,2007,249.0,3765.0,3,0.0,6.0,FR,France +201423,3,5164,1853.0,8475.0,8,3.0,13.0,FR,France +201422,3,6907,1856.0,11958.0,11,3.0,19.0,FR,France +201421,3,4523,1039.0,8007.0,7,2.0,12.0,FR,France +201420,3,5881,2432.0,9330.0,9,4.0,14.0,FR,France +201419,3,3588,1277.0,5899.0,6,2.0,10.0,FR,France +201418,3,4708,1654.0,7762.0,7,2.0,12.0,FR,France +201417,3,2989,625.0,5353.0,5,1.0,9.0,FR,France +201416,3,7057,3381.0,10733.0,11,5.0,17.0,FR,France +201415,3,10800,6762.0,14838.0,17,11.0,23.0,FR,France +201414,3,19217,13490.0,24944.0,30,21.0,39.0,FR,France +201413,3,21577,15435.0,27719.0,34,24.0,44.0,FR,France +201412,3,23524,17260.0,29788.0,37,27.0,47.0,FR,France +201411,3,44513,35939.0,53087.0,69,56.0,82.0,FR,France +201410,3,86105,73497.0,98713.0,134,114.0,154.0,FR,France +201409,3,147035,131889.0,162181.0,229,205.0,253.0,FR,France +201408,3,188419,171950.0,204888.0,293,267.0,319.0,FR,France +201407,3,208726,191283.0,226169.0,325,298.0,352.0,FR,France +201406,3,160403,145280.0,175526.0,250,226.0,274.0,FR,France +201405,3,120261,107176.0,133346.0,187,167.0,207.0,FR,France +201404,3,85280,74414.0,96146.0,133,116.0,150.0,FR,France +201403,3,64159,54089.0,74229.0,100,84.0,116.0,FR,France +201402,3,46850,38202.0,55498.0,73,60.0,86.0,FR,France +201401,3,35624,27451.0,43797.0,55,42.0,68.0,FR,France +201352,3,30142,22721.0,37563.0,47,35.0,59.0,FR,France +201351,3,29787,23215.0,36359.0,47,37.0,57.0,FR,France +201350,3,24055,18214.0,29896.0,38,29.0,47.0,FR,France +201349,3,18071,13058.0,23084.0,28,20.0,36.0,FR,France +201348,3,17606,12195.0,23017.0,28,20.0,36.0,FR,France +201347,3,22636,16343.0,28929.0,35,25.0,45.0,FR,France +201346,3,13340,8367.0,18313.0,21,13.0,29.0,FR,France +201345,3,10596,6057.0,15135.0,17,10.0,24.0,FR,France +201344,3,10193,5622.0,14764.0,16,9.0,23.0,FR,France +201343,3,15780,9497.0,22063.0,25,15.0,35.0,FR,France +201342,3,14830,9545.0,20115.0,23,15.0,31.0,FR,France +201341,3,12391,7265.0,17517.0,19,11.0,27.0,FR,France +201340,3,9794,5140.0,14448.0,15,8.0,22.0,FR,France +201339,3,5371,1704.0,9038.0,8,2.0,14.0,FR,France +201338,3,9324,4198.0,14450.0,15,7.0,23.0,FR,France +201337,3,5027,1752.0,8302.0,8,3.0,13.0,FR,France +201336,3,4639,1425.0,7853.0,7,2.0,12.0,FR,France +201335,3,1291,0.0,3112.0,2,0.0,5.0,FR,France +201334,3,1889,0.0,4912.0,3,0.0,8.0,FR,France +201333,3,4740,348.0,9132.0,7,0.0,14.0,FR,France +201332,3,4709,549.0,8869.0,7,0.0,14.0,FR,France +201331,3,2270,0.0,5811.0,4,0.0,10.0,FR,France +201330,3,2169,0.0,4630.0,3,0.0,7.0,FR,France +201329,3,1696,0.0,3558.0,3,0.0,6.0,FR,France +201328,3,983,0.0,2168.0,2,0.0,4.0,FR,France +201327,3,4278,1327.0,7229.0,7,2.0,12.0,FR,France +201326,3,3488,839.0,6137.0,5,1.0,9.0,FR,France +201325,3,2735,0.0,5826.0,4,0.0,9.0,FR,France +201324,3,7245,2997.0,11493.0,11,4.0,18.0,FR,France +201323,3,16094,8918.0,23270.0,25,14.0,36.0,FR,France +201322,3,7245,2923.0,11567.0,11,4.0,18.0,FR,France +201321,3,5974,2401.0,9547.0,9,3.0,15.0,FR,France +201320,3,3831,1245.0,6417.0,6,2.0,10.0,FR,France +201319,3,1166,0.0,2680.0,2,0.0,4.0,FR,France +201318,3,3415,757.0,6073.0,5,1.0,9.0,FR,France +201317,3,7941,2950.0,12932.0,12,4.0,20.0,FR,France +201316,3,9520,4758.0,14282.0,15,8.0,22.0,FR,France +201315,3,19357,13311.0,25403.0,30,21.0,39.0,FR,France +201314,3,36855,27737.0,45973.0,58,44.0,72.0,FR,France +201313,3,43236,34048.0,52424.0,68,54.0,82.0,FR,France +201312,3,60822,50414.0,71230.0,95,79.0,111.0,FR,France +201311,3,84308,72456.0,96160.0,132,113.0,151.0,FR,France +201310,3,165558,148471.0,182645.0,259,232.0,286.0,FR,France +201309,3,259984,239067.0,280901.0,407,374.0,440.0,FR,France +201308,3,351626,327537.0,375715.0,550,512.0,588.0,FR,France +201307,3,470076,443682.0,496470.0,736,695.0,777.0,FR,France +201306,3,471647,445112.0,498182.0,738,696.0,780.0,FR,France +201305,3,492026,464729.0,519323.0,770,727.0,813.0,FR,France +201304,3,391525,367182.0,415868.0,613,575.0,651.0,FR,France +201303,3,224661,207134.0,242188.0,352,325.0,379.0,FR,France +201302,3,184159,168343.0,199975.0,288,263.0,313.0,FR,France +201301,3,163491,147340.0,179642.0,256,231.0,281.0,FR,France +201252,3,159290,141978.0,176602.0,251,224.0,278.0,FR,France +201251,3,113901,99835.0,127967.0,179,157.0,201.0,FR,France +201250,3,79918,68086.0,91750.0,126,107.0,145.0,FR,France +201249,3,47537,38711.0,56363.0,75,61.0,89.0,FR,France +201248,3,43006,32863.0,53149.0,68,52.0,84.0,FR,France +201247,3,39223,29140.0,49306.0,62,46.0,78.0,FR,France +201246,3,26436,18286.0,34586.0,42,29.0,55.0,FR,France +201245,3,18893,12799.0,24987.0,30,20.0,40.0,FR,France +201244,3,13106,8784.0,17428.0,21,14.0,28.0,FR,France +201243,3,17791,11284.0,24298.0,28,18.0,38.0,FR,France +201242,3,13096,8369.0,17823.0,21,14.0,28.0,FR,France +201241,3,18675,12010.0,25340.0,29,19.0,39.0,FR,France +201240,3,17873,11545.0,24201.0,28,18.0,38.0,FR,France +201239,3,20257,14180.0,26334.0,32,22.0,42.0,FR,France +201238,3,14715,9178.0,20252.0,23,14.0,32.0,FR,France +201237,3,7775,3509.0,12041.0,12,5.0,19.0,FR,France +201236,3,6384,2420.0,10348.0,10,4.0,16.0,FR,France +201235,3,8277,2206.0,14348.0,13,3.0,23.0,FR,France +201234,3,3858,0.0,8641.0,6,0.0,14.0,FR,France +201233,3,6492,840.0,12144.0,10,1.0,19.0,FR,France +201232,3,6381,0.0,14034.0,10,0.0,22.0,FR,France +201231,3,2696,0.0,5763.0,4,0.0,9.0,FR,France +201230,3,1834,0.0,4194.0,3,0.0,7.0,FR,France +201229,3,6329,1424.0,11234.0,10,2.0,18.0,FR,France +201228,3,4628,1091.0,8165.0,7,1.0,13.0,FR,France +201227,3,4162,1487.0,6837.0,7,3.0,11.0,FR,France +201226,3,4819,1097.0,8541.0,8,2.0,14.0,FR,France +201225,3,2669,530.0,4808.0,4,1.0,7.0,FR,France +201224,3,5977,2335.0,9619.0,9,3.0,15.0,FR,France +201223,3,2361,576.0,4146.0,4,1.0,7.0,FR,France +201222,3,5772,2435.0,9109.0,9,4.0,14.0,FR,France +201221,3,3722,821.0,6623.0,6,1.0,11.0,FR,France +201220,3,2731,897.0,4565.0,4,1.0,7.0,FR,France +201219,3,3267,1317.0,5217.0,5,2.0,8.0,FR,France +201218,3,2328,569.0,4087.0,4,1.0,7.0,FR,France +201217,3,6982,2701.0,11263.0,11,4.0,18.0,FR,France +201216,3,11455,6874.0,16036.0,18,11.0,25.0,FR,France +201215,3,20437,13435.0,27439.0,32,21.0,43.0,FR,France +201214,3,36740,27799.0,45681.0,58,44.0,72.0,FR,France +201213,3,62917,50171.0,75663.0,99,79.0,119.0,FR,France +201212,3,84738,71566.0,97910.0,133,112.0,154.0,FR,France +201211,3,128945,113778.0,144112.0,203,179.0,227.0,FR,France +201210,3,174704,157337.0,192071.0,275,248.0,302.0,FR,France +201209,3,225648,206810.0,244486.0,355,325.0,385.0,FR,France +201208,3,287293,264901.0,309685.0,452,417.0,487.0,FR,France +201207,3,263557,242711.0,284403.0,415,382.0,448.0,FR,France +201206,3,175123,158942.0,191304.0,276,251.0,301.0,FR,France +201205,3,106110,92524.0,119696.0,167,146.0,188.0,FR,France +201204,3,67778,56784.0,78772.0,107,90.0,124.0,FR,France +201203,3,49440,40981.0,57899.0,78,65.0,91.0,FR,France +201202,3,40507,32652.0,48362.0,64,52.0,76.0,FR,France +201201,3,45104,35640.0,54568.0,71,56.0,86.0,FR,France +201152,3,36532,28367.0,44697.0,58,45.0,71.0,FR,France +201151,3,25835,19002.0,32668.0,41,30.0,52.0,FR,France +201150,3,24155,18145.0,30165.0,38,28.0,48.0,FR,France +201149,3,27209,20376.0,34042.0,43,32.0,54.0,FR,France +201148,3,32358,24451.0,40265.0,51,38.0,64.0,FR,France +201147,3,17627,11780.0,23474.0,28,19.0,37.0,FR,France +201146,3,22368,15730.0,29006.0,35,24.0,46.0,FR,France +201145,3,18104,11995.0,24213.0,29,19.0,39.0,FR,France +201144,3,14050,8471.0,19629.0,22,13.0,31.0,FR,France +201143,3,21522,14251.0,28793.0,34,22.0,46.0,FR,France +201142,3,16932,11363.0,22501.0,27,18.0,36.0,FR,France +201141,3,7486,4024.0,10948.0,12,7.0,17.0,FR,France +201140,3,14053,8659.0,19447.0,22,13.0,31.0,FR,France +201139,3,17021,11062.0,22980.0,27,18.0,36.0,FR,France +201138,3,14007,8465.0,19549.0,22,13.0,31.0,FR,France +201137,3,8365,4174.0,12556.0,13,6.0,20.0,FR,France +201136,3,4606,1714.0,7498.0,7,2.0,12.0,FR,France +201135,3,4178,1634.0,6722.0,7,3.0,11.0,FR,France +201134,3,3312,683.0,5941.0,5,1.0,9.0,FR,France +201133,3,2421,0.0,5277.0,4,0.0,9.0,FR,France +201132,3,2590,119.0,5061.0,4,0.0,8.0,FR,France +201131,3,2409,320.0,4498.0,4,1.0,7.0,FR,France +201130,3,3972,1395.0,6549.0,6,2.0,10.0,FR,France +201129,3,2265,717.0,3813.0,4,2.0,6.0,FR,France +201128,3,1977,255.0,3699.0,3,0.0,6.0,FR,France +201127,3,3524,551.0,6497.0,6,1.0,11.0,FR,France +201126,3,1155,0.0,2685.0,2,0.0,4.0,FR,France +201125,3,3791,1006.0,6576.0,6,2.0,10.0,FR,France +201124,3,3507,1149.0,5865.0,6,2.0,10.0,FR,France +201123,3,3406,1170.0,5642.0,5,1.0,9.0,FR,France +201122,3,3122,1125.0,5119.0,5,2.0,8.0,FR,France +201121,3,2694,769.0,4619.0,4,1.0,7.0,FR,France +201120,3,3951,1443.0,6459.0,6,2.0,10.0,FR,France +201119,3,5416,1995.0,8837.0,9,4.0,14.0,FR,France +201118,3,5306,1815.0,8797.0,8,2.0,14.0,FR,France +201117,3,2659,310.0,5008.0,4,0.0,8.0,FR,France +201116,3,5061,1988.0,8134.0,8,3.0,13.0,FR,France +201115,3,6557,3038.0,10076.0,10,4.0,16.0,FR,France +201114,3,7352,3784.0,10920.0,12,6.0,18.0,FR,France +201113,3,8749,5213.0,12285.0,14,8.0,20.0,FR,France +201112,3,12491,7845.0,17137.0,20,13.0,27.0,FR,France +201111,3,14619,10009.0,19229.0,23,16.0,30.0,FR,France +201110,3,33628,26073.0,41183.0,53,41.0,65.0,FR,France +201109,3,54522,46057.0,62987.0,86,73.0,99.0,FR,France +201108,3,78392,67885.0,88899.0,124,107.0,141.0,FR,France +201107,3,149219,134798.0,163640.0,236,213.0,259.0,FR,France +201106,3,216579,200236.0,232922.0,343,317.0,369.0,FR,France +201105,3,278192,260235.0,296149.0,440,412.0,468.0,FR,France +201104,3,278218,259626.0,296810.0,440,411.0,469.0,FR,France +201103,3,275882,257313.0,294451.0,437,408.0,466.0,FR,France +201102,3,308949,288320.0,329578.0,489,456.0,522.0,FR,France +201101,3,309933,288190.0,331676.0,490,456.0,524.0,FR,France +201052,3,228105,208046.0,248164.0,363,331.0,395.0,FR,France +201051,3,158957,142576.0,175338.0,253,227.0,279.0,FR,France +201050,3,104874,91639.0,118109.0,167,146.0,188.0,FR,France +201049,3,54971,46418.0,63524.0,88,74.0,102.0,FR,France +201048,3,36982,29304.0,44660.0,59,47.0,71.0,FR,France +201047,3,26598,20123.0,33073.0,42,32.0,52.0,FR,France +201046,3,15465,10915.0,20015.0,25,18.0,32.0,FR,France +201045,3,9040,5772.0,12308.0,14,9.0,19.0,FR,France +201044,3,15833,10255.0,21411.0,25,16.0,34.0,FR,France +201043,3,16002,11001.0,21003.0,25,17.0,33.0,FR,France +201042,3,18709,13376.0,24042.0,30,22.0,38.0,FR,France +201041,3,17352,12182.0,22522.0,28,20.0,36.0,FR,France +201040,3,18331,12824.0,23838.0,29,20.0,38.0,FR,France +201039,3,11978,7913.0,16043.0,19,13.0,25.0,FR,France +201038,3,8936,4906.0,12966.0,14,8.0,20.0,FR,France +201037,3,5318,2551.0,8085.0,8,4.0,12.0,FR,France +201036,3,4954,2058.0,7850.0,8,3.0,13.0,FR,France +201035,3,4279,1604.0,6954.0,7,3.0,11.0,FR,France +201034,3,4926,566.0,9286.0,8,1.0,15.0,FR,France +201033,3,2950,0.0,6507.0,5,0.0,11.0,FR,France +201032,3,671,0.0,1522.0,1,0.0,2.0,FR,France +201031,3,2732,509.0,4955.0,4,0.0,8.0,FR,France +201030,3,3989,1068.0,6910.0,6,1.0,11.0,FR,France +201029,3,4123,1531.0,6715.0,7,3.0,11.0,FR,France +201028,3,1209,0.0,2640.0,2,0.0,4.0,FR,France +201027,3,2494,433.0,4555.0,4,1.0,7.0,FR,France +201026,3,5808,2454.0,9162.0,9,4.0,14.0,FR,France +201025,3,8019,4395.0,11643.0,13,7.0,19.0,FR,France +201024,3,3584,1657.0,5511.0,6,3.0,9.0,FR,France +201023,3,4016,1905.0,6127.0,6,3.0,9.0,FR,France +201022,3,6251,3664.0,8838.0,10,6.0,14.0,FR,France +201021,3,3860,1636.0,6084.0,6,2.0,10.0,FR,France +201020,3,2470,442.0,4498.0,4,1.0,7.0,FR,France +201019,3,2273,636.0,3910.0,4,1.0,7.0,FR,France +201018,3,4095,1639.0,6551.0,7,3.0,11.0,FR,France +201017,3,2216,817.0,3615.0,4,2.0,6.0,FR,France +201016,3,3471,1085.0,5857.0,6,2.0,10.0,FR,France +201015,3,3990,1376.0,6604.0,6,2.0,10.0,FR,France +201014,3,6188,3191.0,9185.0,10,5.0,15.0,FR,France +201013,3,6705,3665.0,9745.0,11,6.0,16.0,FR,France +201012,3,6727,3582.0,9872.0,11,6.0,16.0,FR,France +201011,3,8692,5002.0,12382.0,14,8.0,20.0,FR,France +201010,3,8844,5465.0,12223.0,14,9.0,19.0,FR,France +201009,3,12081,7334.0,16828.0,19,11.0,27.0,FR,France +201008,3,15433,10422.0,20444.0,25,17.0,33.0,FR,France +201007,3,19690,11728.0,27652.0,31,18.0,44.0,FR,France +201006,3,27858,18883.0,36833.0,44,30.0,58.0,FR,France +201005,3,22197,17019.0,27375.0,35,27.0,43.0,FR,France +201004,3,33817,26151.0,41483.0,54,42.0,66.0,FR,France +201003,3,36236,27936.0,44536.0,58,45.0,71.0,FR,France +201002,3,40691,32891.0,48491.0,65,53.0,77.0,FR,France +201001,3,66574,56164.0,76984.0,106,89.0,123.0,FR,France +200953,3,96141,81818.0,110464.0,153,130.0,176.0,FR,France +200952,3,172872,153238.0,192506.0,275,244.0,306.0,FR,France +200951,3,247809,229140.0,266478.0,395,365.0,425.0,FR,France +200950,3,379424,355974.0,402874.0,604,567.0,641.0,FR,France +200949,3,473718,447756.0,499680.0,754,713.0,795.0,FR,France +200948,3,467551,441506.0,493596.0,744,703.0,785.0,FR,France +200947,3,378924,355752.0,402096.0,603,566.0,640.0,FR,France +200946,3,223847,203918.0,243776.0,356,324.0,388.0,FR,France +200945,3,147046,131155.0,162937.0,234,209.0,259.0,FR,France +200944,3,170231,151298.0,189164.0,271,241.0,301.0,FR,France +200943,3,131408,114883.0,147933.0,209,183.0,235.0,FR,France +200942,3,99387,84491.0,114283.0,158,134.0,182.0,FR,France +200941,3,100802,86381.0,115223.0,160,137.0,183.0,FR,France +200940,3,111587,97628.0,125546.0,178,156.0,200.0,FR,France +200939,3,121267,106153.0,136381.0,193,169.0,217.0,FR,France +200938,3,137924,121242.0,154606.0,220,193.0,247.0,FR,France +200937,3,101332,87522.0,115142.0,161,139.0,183.0,FR,France +200936,3,46024,36435.0,55613.0,73,58.0,88.0,FR,France +200935,3,31660,23669.0,39651.0,50,37.0,63.0,FR,France +200934,3,24985,17699.0,32271.0,40,28.0,52.0,FR,France +200933,3,24435,16308.0,32562.0,39,26.0,52.0,FR,France +200932,3,23151,14624.0,31678.0,37,23.0,51.0,FR,France +200931,3,30255,9818.0,50692.0,48,15.0,81.0,FR,France +200930,3,13868,7861.0,19875.0,22,12.0,32.0,FR,France +200929,3,10704,5314.0,16094.0,17,8.0,26.0,FR,France +200928,3,15516,273.0,30759.0,25,1.0,49.0,FR,France +200927,3,10354,2760.0,17948.0,16,4.0,28.0,FR,France +200926,3,9932,5257.0,14607.0,16,9.0,23.0,FR,France +200925,3,7619,4026.0,11212.0,12,6.0,18.0,FR,France +200924,3,7794,3409.0,12179.0,12,5.0,19.0,FR,France +200923,3,4342,1975.0,6709.0,7,3.0,11.0,FR,France +200922,3,6390,3020.0,9760.0,10,5.0,15.0,FR,France +200921,3,7118,3704.0,10532.0,11,6.0,16.0,FR,France +200920,3,9482,5804.0,13160.0,15,9.0,21.0,FR,France +200919,3,7538,4299.0,10777.0,12,7.0,17.0,FR,France +200918,3,9627,5121.0,14133.0,15,8.0,22.0,FR,France +200917,3,9537,5267.0,13807.0,15,8.0,22.0,FR,France +200916,3,14666,9218.0,20114.0,23,14.0,32.0,FR,France +200915,3,17533,12137.0,22929.0,28,19.0,37.0,FR,France +200914,3,26324,19150.0,33498.0,42,31.0,53.0,FR,France +200913,3,27737,20781.0,34693.0,44,33.0,55.0,FR,France +200912,3,38811,29935.0,47687.0,62,48.0,76.0,FR,France +200911,3,40410,30705.0,50115.0,64,49.0,79.0,FR,France +200910,3,53395,41943.0,64847.0,85,67.0,103.0,FR,France +200909,3,70558,57400.0,83716.0,112,91.0,133.0,FR,France +200908,3,109100,94840.0,123360.0,174,151.0,197.0,FR,France +200907,3,141531,125101.0,157961.0,225,199.0,251.0,FR,France +200906,3,276274,252759.0,299789.0,440,403.0,477.0,FR,France +200905,3,401868,375032.0,428704.0,640,597.0,683.0,FR,France +200904,3,545313,512892.0,577734.0,868,816.0,920.0,FR,France +200903,3,520957,487271.0,554643.0,829,775.0,883.0,FR,France +200902,3,287145,262869.0,311421.0,457,418.0,496.0,FR,France +200901,3,200349,180878.0,219820.0,319,288.0,350.0,FR,France +200852,3,198418,115769.0,281067.0,323,188.0,458.0,FR,France +200851,3,112588,96656.0,128520.0,184,158.0,210.0,FR,France +200850,3,51746,43319.0,60173.0,84,70.0,98.0,FR,France +200849,3,34950,27527.0,42373.0,57,45.0,69.0,FR,France +200848,3,25604,18563.0,32645.0,42,31.0,53.0,FR,France +200847,3,18706,10838.0,26574.0,30,17.0,43.0,FR,France +200846,3,10899,5461.0,16337.0,18,9.0,27.0,FR,France +200845,3,12472,7082.0,17862.0,20,11.0,29.0,FR,France +200844,3,9772,5661.0,13883.0,16,9.0,23.0,FR,France +200843,3,9345,5541.0,13149.0,15,9.0,21.0,FR,France +200842,3,9087,5572.0,12602.0,15,9.0,21.0,FR,France +200841,3,9925,5637.0,14213.0,16,9.0,23.0,FR,France +200840,3,7869,4535.0,11203.0,13,8.0,18.0,FR,France +200839,3,2195,506.0,3884.0,4,1.0,7.0,FR,France +200838,3,3679,1481.0,5877.0,6,2.0,10.0,FR,France +200837,3,2429,561.0,4297.0,4,1.0,7.0,FR,France +200836,3,2512,492.0,4532.0,4,1.0,7.0,FR,France +200835,3,1901,0.0,4869.0,3,0.0,8.0,FR,France +200834,3,2552,0.0,6509.0,4,0.0,10.0,FR,France +200833,3,7229,0.0,16106.0,12,0.0,26.0,FR,France +200832,3,4378,107.0,8649.0,7,0.0,14.0,FR,France +200831,3,3972,621.0,7323.0,6,1.0,11.0,FR,France +200830,3,3821,643.0,6999.0,6,1.0,11.0,FR,France +200829,3,2055,0.0,4225.0,3,0.0,7.0,FR,France +200828,3,3257,208.0,6306.0,5,0.0,10.0,FR,France +200827,3,2862,474.0,5250.0,5,1.0,9.0,FR,France +200826,3,897,0.0,2062.0,1,0.0,3.0,FR,France +200825,3,2006,360.0,3652.0,3,0.0,6.0,FR,France +200824,3,3217,823.0,5611.0,5,1.0,9.0,FR,France +200823,3,2906,1006.0,4806.0,5,2.0,8.0,FR,France +200822,3,1792,451.0,3133.0,3,1.0,5.0,FR,France +200821,3,3642,925.0,6359.0,6,2.0,10.0,FR,France +200820,3,6452,2790.0,10114.0,11,5.0,17.0,FR,France +200819,3,5173,1485.0,8861.0,8,2.0,14.0,FR,France +200818,3,5315,1770.0,8860.0,9,3.0,15.0,FR,France +200817,3,10150,5835.0,14465.0,17,10.0,24.0,FR,France +200816,3,11876,7054.0,16698.0,19,11.0,27.0,FR,France +200815,3,22871,16253.0,29489.0,37,26.0,48.0,FR,France +200814,3,45610,27907.0,63313.0,74,45.0,103.0,FR,France +200813,3,38600,29300.0,47900.0,63,48.0,78.0,FR,France +200812,3,53169,43299.0,63039.0,87,71.0,103.0,FR,France +200811,3,62014,50430.0,73598.0,101,82.0,120.0,FR,France +200810,3,90342,75729.0,104955.0,147,123.0,171.0,FR,France +200809,3,119696,104205.0,135187.0,195,170.0,220.0,FR,France +200808,3,198688,180749.0,216627.0,324,295.0,353.0,FR,France +200807,3,286498,264535.0,308461.0,467,431.0,503.0,FR,France +200806,3,377097,350714.0,403480.0,615,572.0,658.0,FR,France +200805,3,344050,320436.0,367664.0,561,523.0,599.0,FR,France +200804,3,290196,268193.0,312199.0,473,437.0,509.0,FR,France +200803,3,260268,233385.0,287151.0,424,380.0,468.0,FR,France +200802,3,160872,145311.0,176433.0,262,237.0,287.0,FR,France +200801,3,102562,88547.0,116577.0,167,144.0,190.0,FR,France +200752,3,86742,72295.0,101189.0,141,117.0,165.0,FR,France +200751,3,61954,51764.0,72144.0,101,84.0,118.0,FR,France +200750,3,45366,36923.0,53809.0,74,60.0,88.0,FR,France +200749,3,38351,26177.0,50525.0,63,43.0,83.0,FR,France +200748,3,48174,35418.0,60930.0,79,58.0,100.0,FR,France +200747,3,30716,23351.0,38081.0,50,38.0,62.0,FR,France +200746,3,18204,12267.0,24141.0,30,20.0,40.0,FR,France +200745,3,15521,10195.0,20847.0,25,16.0,34.0,FR,France +200744,3,13904,9072.0,18736.0,23,15.0,31.0,FR,France +200743,3,16212,10778.0,21646.0,26,17.0,35.0,FR,France +200742,3,20197,13955.0,26439.0,33,23.0,43.0,FR,France +200741,3,12987,8464.0,17510.0,21,14.0,28.0,FR,France +200740,3,13517,2983.0,24051.0,22,5.0,39.0,FR,France +200739,3,15985,7519.0,24451.0,26,12.0,40.0,FR,France +200738,3,4769,837.0,8701.0,8,2.0,14.0,FR,France +200737,3,1449,300.0,2598.0,2,0.0,4.0,FR,France +200736,3,1100,0.0,2424.0,2,0.0,4.0,FR,France +200735,3,1177,0.0,2872.0,2,0.0,5.0,FR,France +200734,3,3353,654.0,6052.0,5,1.0,9.0,FR,France +200733,3,4189,360.0,8018.0,7,1.0,13.0,FR,France +200732,3,132,0.0,688.0,0,0.0,1.0,FR,France +200731,3,1965,0.0,4461.0,3,0.0,7.0,FR,France +200730,3,2158,0.0,4583.0,4,0.0,8.0,FR,France +200729,3,3406,240.0,6572.0,6,1.0,11.0,FR,France +200728,3,1459,0.0,3467.0,2,0.0,5.0,FR,France +200727,3,1453,0.0,3382.0,2,0.0,5.0,FR,France +200726,3,157,0.0,513.0,0,0.0,1.0,FR,France +200725,3,3699,0.0,7778.0,6,0.0,13.0,FR,France +200724,3,2854,481.0,5227.0,5,1.0,9.0,FR,France +200723,3,5343,2164.0,8522.0,9,4.0,14.0,FR,France +200722,3,7689,4224.0,11154.0,13,7.0,19.0,FR,France +200721,3,4319,1659.0,6979.0,7,3.0,11.0,FR,France +200720,3,6400,2685.0,10115.0,10,4.0,16.0,FR,France +200719,3,3012,703.0,5321.0,5,1.0,9.0,FR,France +200718,3,2232,348.0,4116.0,4,1.0,7.0,FR,France +200717,3,4705,1736.0,7674.0,8,3.0,13.0,FR,France +200716,3,3817,1438.0,6196.0,6,2.0,10.0,FR,France +200715,3,4757,717.0,8797.0,8,1.0,15.0,FR,France +200714,3,11377,6957.0,15797.0,19,12.0,26.0,FR,France +200713,3,21271,13093.0,29449.0,35,22.0,48.0,FR,France +200712,3,25433,17717.0,33149.0,41,28.0,54.0,FR,France +200711,3,30764,23356.0,38172.0,50,38.0,62.0,FR,France +200710,3,49469,40368.0,58570.0,81,66.0,96.0,FR,France +200709,3,138901,117018.0,160784.0,226,190.0,262.0,FR,France +200708,3,316747,284988.0,348506.0,516,464.0,568.0,FR,France +200707,3,417698,386505.0,448891.0,681,630.0,732.0,FR,France +200706,3,500016,466668.0,533364.0,815,761.0,869.0,FR,France +200705,3,375457,346822.0,404092.0,612,565.0,659.0,FR,France +200704,3,209878,189332.0,230424.0,342,309.0,375.0,FR,France +200703,3,126161,110596.0,141726.0,206,181.0,231.0,FR,France +200702,3,82849,69493.0,96205.0,135,113.0,157.0,FR,France +200701,3,70842,58613.0,83071.0,115,95.0,135.0,FR,France +200652,3,78190,64191.0,92189.0,128,105.0,151.0,FR,France +200651,3,62734,50210.0,75258.0,103,82.0,124.0,FR,France +200650,3,35668,27280.0,44056.0,58,44.0,72.0,FR,France +200649,3,18773,13164.0,24382.0,31,22.0,40.0,FR,France +200648,3,16439,11225.0,21653.0,27,18.0,36.0,FR,France +200647,3,16104,9343.0,22865.0,26,15.0,37.0,FR,France +200646,3,14032,5590.0,22474.0,23,9.0,37.0,FR,France +200645,3,12285,7745.0,16825.0,20,13.0,27.0,FR,France +200644,3,8031,4172.0,11890.0,13,7.0,19.0,FR,France +200643,3,21157,12483.0,29831.0,35,21.0,49.0,FR,France +200642,3,16673,8249.0,25097.0,27,13.0,41.0,FR,France +200641,3,13920,9081.0,18759.0,23,15.0,31.0,FR,France +200640,3,11950,7132.0,16768.0,20,12.0,28.0,FR,France +200639,3,8945,4333.0,13557.0,15,7.0,23.0,FR,France +200638,3,2532,138.0,4926.0,4,0.0,8.0,FR,France +200637,3,1786,233.0,3339.0,3,0.0,6.0,FR,France +200636,3,1107,0.0,2346.0,2,0.0,4.0,FR,France +200635,3,2170,0.0,4760.0,4,0.0,8.0,FR,France +200634,3,1572,0.0,3756.0,3,0.0,7.0,FR,France +200633,3,0,0.0,0.0,0,0.0,0.0,FR,France +200632,3,0,0.0,0.0,0,0.0,0.0,FR,France +200631,3,1773,0.0,3892.0,3,0.0,6.0,FR,France +200630,3,665,0.0,1614.0,1,0.0,3.0,FR,France +200629,3,1339,0.0,3260.0,2,0.0,5.0,FR,France +200628,3,843,0.0,2245.0,1,0.0,3.0,FR,France +200627,3,1351,0.0,3031.0,2,0.0,5.0,FR,France +200626,3,4564,1506.0,7622.0,7,2.0,12.0,FR,France +200625,3,6259,2072.0,10446.0,10,3.0,17.0,FR,France +200624,3,4279,964.0,7594.0,7,2.0,12.0,FR,France +200623,3,4532,1489.0,7575.0,7,2.0,12.0,FR,France +200622,3,5807,2667.0,8947.0,10,5.0,15.0,FR,France +200621,3,4661,1761.0,7561.0,8,3.0,13.0,FR,France +200620,3,8859,4754.0,12964.0,15,8.0,22.0,FR,France +200619,3,5083,2011.0,8155.0,8,3.0,13.0,FR,France +200618,3,4454,1632.0,7276.0,7,2.0,12.0,FR,France +200617,3,17762,11802.0,23722.0,29,19.0,39.0,FR,France +200616,3,22096,15420.0,28772.0,36,25.0,47.0,FR,France +200615,3,26969,19631.0,34307.0,44,32.0,56.0,FR,France +200614,3,40321,31022.0,49620.0,66,51.0,81.0,FR,France +200613,3,77053,63531.0,90575.0,126,104.0,148.0,FR,France +200612,3,108004,93005.0,123003.0,177,152.0,202.0,FR,France +200611,3,122437,106388.0,138486.0,201,175.0,227.0,FR,France +200610,3,124749,109104.0,140394.0,204,178.0,230.0,FR,France +200609,3,164150,146099.0,182201.0,269,239.0,299.0,FR,France +200608,3,199088,178830.0,219346.0,326,293.0,359.0,FR,France +200607,3,243908,221071.0,266745.0,400,363.0,437.0,FR,France +200606,3,256758,235190.0,278326.0,421,386.0,456.0,FR,France +200605,3,184928,166901.0,202955.0,303,273.0,333.0,FR,France +200604,3,104620,90909.0,118331.0,171,149.0,193.0,FR,France +200603,3,66255,55727.0,76783.0,109,92.0,126.0,FR,France +200602,3,39211,31418.0,47004.0,64,51.0,77.0,FR,France +200601,3,34603,26269.0,42937.0,57,43.0,71.0,FR,France +200552,3,32132,24389.0,39875.0,53,40.0,66.0,FR,France +200551,3,40344,28397.0,52291.0,67,47.0,87.0,FR,France +200550,3,36880,28635.0,45125.0,61,47.0,75.0,FR,France +200549,3,27589,20576.0,34602.0,46,34.0,58.0,FR,France +200548,3,24860,17839.0,31881.0,41,29.0,53.0,FR,France +200547,3,26884,19810.0,33958.0,44,32.0,56.0,FR,France +200546,3,23967,17155.0,30779.0,40,29.0,51.0,FR,France +200545,3,14609,8709.0,20509.0,24,14.0,34.0,FR,France +200544,3,20481,13625.0,27337.0,34,23.0,45.0,FR,France +200543,3,18045,11916.0,24174.0,30,20.0,40.0,FR,France +200542,3,23653,15209.0,32097.0,39,25.0,53.0,FR,France +200541,3,26466,18270.0,34662.0,44,30.0,58.0,FR,France +200540,3,26647,18088.0,35206.0,44,30.0,58.0,FR,France +200539,3,23994,15381.0,32607.0,40,26.0,54.0,FR,France +200538,3,21881,13979.0,29783.0,36,23.0,49.0,FR,France +200537,3,10347,5384.0,15310.0,17,9.0,25.0,FR,France +200536,3,7082,2806.0,11358.0,12,5.0,19.0,FR,France +200535,3,2448,0.0,4987.0,4,0.0,8.0,FR,France +200534,3,5281,539.0,10023.0,9,1.0,17.0,FR,France +200533,3,2815,0.0,6252.0,5,0.0,11.0,FR,France +200532,3,1572,0.0,3690.0,3,0.0,6.0,FR,France +200531,3,3767,0.0,10955.0,6,0.0,18.0,FR,France +200530,3,2203,0.0,5072.0,4,0.0,9.0,FR,France +200529,3,3965,739.0,7191.0,7,2.0,12.0,FR,France +200528,3,1988,96.0,3880.0,3,0.0,6.0,FR,France +200527,3,2305,0.0,4713.0,4,0.0,8.0,FR,France +200526,3,4720,1385.0,8055.0,8,2.0,14.0,FR,France +200525,3,2354,0.0,4747.0,4,0.0,8.0,FR,France +200524,3,5892,2029.0,9755.0,10,4.0,16.0,FR,France +200523,3,5246,1722.0,8770.0,9,3.0,15.0,FR,France +200522,3,3935,1031.0,6839.0,6,1.0,11.0,FR,France +200521,3,4284,474.0,8094.0,7,1.0,13.0,FR,France +200520,3,7841,3611.0,12071.0,13,6.0,20.0,FR,France +200519,3,7638,3346.0,11930.0,13,6.0,20.0,FR,France +200518,3,2755,388.0,5122.0,5,1.0,9.0,FR,France +200517,3,7166,3530.0,10802.0,12,6.0,18.0,FR,France +200516,3,9741,5344.0,14138.0,16,9.0,23.0,FR,France +200515,3,14881,9018.0,20744.0,25,15.0,35.0,FR,France +200514,3,21988,14834.0,29142.0,36,24.0,48.0,FR,France +200513,3,42971,33053.0,52889.0,71,55.0,87.0,FR,France +200512,3,90040,75374.0,104706.0,149,125.0,173.0,FR,France +200511,3,183032,161407.0,204657.0,302,266.0,338.0,FR,France +200510,3,222526,199990.0,245062.0,367,330.0,404.0,FR,France +200509,3,251784,229464.0,274104.0,416,379.0,453.0,FR,France +200508,3,277423,254825.0,300021.0,458,421.0,495.0,FR,France +200507,3,459444,430026.0,488862.0,759,710.0,808.0,FR,France +200506,3,568610,536207.0,601013.0,939,885.0,993.0,FR,France +200505,3,568285,534912.0,601658.0,938,883.0,993.0,FR,France +200504,3,316856,292011.0,341701.0,523,482.0,564.0,FR,France +200503,3,154208,137061.0,171355.0,255,227.0,283.0,FR,France +200502,3,88853,75576.0,102130.0,147,125.0,169.0,FR,France +200501,3,55801,45339.0,66263.0,92,75.0,109.0,FR,France +200453,3,40695,31926.0,49464.0,68,53.0,83.0,FR,France +200452,3,32687,24316.0,41058.0,54,40.0,68.0,FR,France +200451,3,46209,36017.0,56401.0,77,60.0,94.0,FR,France +200450,3,42358,31865.0,52851.0,70,53.0,87.0,FR,France +200449,3,27092,17910.0,36274.0,45,30.0,60.0,FR,France +200448,3,30522,21236.0,39808.0,51,36.0,66.0,FR,France +200447,3,21148,13386.0,28910.0,35,22.0,48.0,FR,France +200446,3,13934,8335.0,19533.0,23,14.0,32.0,FR,France +200445,3,15658,9703.0,21613.0,26,16.0,36.0,FR,France +200444,3,23166,14852.0,31480.0,38,24.0,52.0,FR,France +200443,3,16780,10545.0,23015.0,28,18.0,38.0,FR,France +200442,3,20480,13909.0,27051.0,34,23.0,45.0,FR,France +200441,3,15852,9789.0,21915.0,26,16.0,36.0,FR,France +200440,3,25639,17291.0,33987.0,43,29.0,57.0,FR,France +200439,3,22680,13222.0,32138.0,38,22.0,54.0,FR,France +200438,3,17483,9417.0,25549.0,29,16.0,42.0,FR,France +200437,3,9103,4768.0,13438.0,15,8.0,22.0,FR,France +200436,3,7753,3596.0,11910.0,13,6.0,20.0,FR,France +200435,3,4408,775.0,8041.0,7,1.0,13.0,FR,France +200434,3,4501,610.0,8392.0,7,1.0,13.0,FR,France +200433,3,1697,0.0,4046.0,3,0.0,7.0,FR,France +200432,3,3496,0.0,8181.0,6,0.0,14.0,FR,France +200431,3,2949,20.0,5878.0,5,0.0,10.0,FR,France +200430,3,3557,642.0,6472.0,6,1.0,11.0,FR,France +200429,3,5164,1162.0,9166.0,9,2.0,16.0,FR,France +200428,3,6358,2224.0,10492.0,11,4.0,18.0,FR,France +200427,3,7486,3040.0,11932.0,12,5.0,19.0,FR,France +200426,3,7113,0.0,14709.0,12,0.0,25.0,FR,France +200425,3,3275,508.0,6042.0,5,0.0,10.0,FR,France +200424,3,6737,2394.0,11080.0,11,4.0,18.0,FR,France +200423,3,9792,807.0,18777.0,16,1.0,31.0,FR,France +200422,3,8077,3482.0,12672.0,13,5.0,21.0,FR,France +200421,3,8073,3588.0,12558.0,13,6.0,20.0,FR,France +200420,3,7885,3454.0,12316.0,13,6.0,20.0,FR,France +200419,3,7235,3101.0,11369.0,12,5.0,19.0,FR,France +200418,3,5108,1830.0,8386.0,8,3.0,13.0,FR,France +200417,3,3647,523.0,6771.0,6,1.0,11.0,FR,France +200416,3,5265,1359.0,9171.0,9,3.0,15.0,FR,France +200415,3,8272,3655.0,12889.0,14,6.0,22.0,FR,France +200414,3,15657,8888.0,22426.0,26,15.0,37.0,FR,France +200413,3,8316,4067.0,12565.0,14,7.0,21.0,FR,France +200412,3,12482,6899.0,18065.0,21,12.0,30.0,FR,France +200411,3,13964,7879.0,20049.0,23,13.0,33.0,FR,France +200410,3,22531,14164.0,30898.0,37,23.0,51.0,FR,France +200409,3,12618,7283.0,17953.0,21,12.0,30.0,FR,France +200408,3,17738,11055.0,24421.0,29,18.0,40.0,FR,France +200407,3,25484,17228.0,33740.0,42,28.0,56.0,FR,France +200406,3,27452,19505.0,35399.0,46,33.0,59.0,FR,France +200405,3,35110,25869.0,44351.0,58,43.0,73.0,FR,France +200404,3,44571,35266.0,53876.0,74,59.0,89.0,FR,France +200403,3,60482,50389.0,70575.0,100,83.0,117.0,FR,France +200402,3,95234,81407.0,109061.0,158,135.0,181.0,FR,France +200401,3,109116,84565.0,133667.0,181,140.0,222.0,FR,France +200352,3,72239,5520.0,138958.0,121,10.0,232.0,FR,France +200351,3,445464,389214.0,501714.0,744,650.0,838.0,FR,France +200350,3,522427,491781.0,553073.0,873,822.0,924.0,FR,France +200349,3,555492,524706.0,586278.0,928,877.0,979.0,FR,France +200348,3,514668,485364.0,543972.0,860,811.0,909.0,FR,France +200347,3,332927,305972.0,359882.0,556,511.0,601.0,FR,France +200346,3,146101,126840.0,165362.0,244,212.0,276.0,FR,France +200345,3,95565,80900.0,110230.0,160,135.0,185.0,FR,France +200344,3,54703,43193.0,66213.0,91,72.0,110.0,FR,France +200343,3,45834,36611.0,55057.0,77,62.0,92.0,FR,France +200342,3,39010,28885.0,49135.0,65,48.0,82.0,FR,France +200341,3,29579,21478.0,37680.0,49,35.0,63.0,FR,France +200340,3,30862,19484.0,42240.0,52,33.0,71.0,FR,France +200339,3,26592,18927.0,34257.0,44,31.0,57.0,FR,France +200338,3,14811,8777.0,20845.0,25,15.0,35.0,FR,France +200337,3,14735,7495.0,21975.0,25,13.0,37.0,FR,France +200336,3,10951,3732.0,18170.0,18,6.0,30.0,FR,France +200335,3,1504,0.0,3349.0,3,0.0,6.0,FR,France +200334,3,2194,0.0,4889.0,4,0.0,9.0,FR,France +200333,3,1504,0.0,3921.0,3,0.0,7.0,FR,France +200332,3,1619,0.0,4072.0,3,0.0,7.0,FR,France +200331,3,5164,0.0,10601.0,9,0.0,18.0,FR,France +200330,3,3183,28.0,6338.0,5,0.0,10.0,FR,France +200329,3,6801,450.0,13152.0,11,0.0,22.0,FR,France +200328,3,3975,609.0,7341.0,7,1.0,13.0,FR,France +200327,3,2293,0.0,4605.0,4,0.0,8.0,FR,France +200326,3,5333,2138.0,8528.0,9,4.0,14.0,FR,France +200325,3,2602,0.0,5228.0,4,0.0,8.0,FR,France +200324,3,8429,0.0,19483.0,14,0.0,32.0,FR,France +200323,3,4821,1479.0,8163.0,8,2.0,14.0,FR,France +200322,3,2573,158.0,4988.0,4,0.0,8.0,FR,France +200321,3,5563,2465.0,8661.0,9,4.0,14.0,FR,France +200320,3,7554,3748.0,11360.0,13,7.0,19.0,FR,France +200319,3,8325,3777.0,12873.0,14,6.0,22.0,FR,France +200318,3,12268,6392.0,18144.0,20,10.0,30.0,FR,France +200317,3,46253,36234.0,56272.0,77,60.0,94.0,FR,France +200316,3,50759,39835.0,61683.0,85,67.0,103.0,FR,France +200315,3,69269,55778.0,82760.0,116,93.0,139.0,FR,France +200314,3,70084,55374.0,84794.0,117,92.0,142.0,FR,France +200313,3,70335,56370.0,84300.0,118,95.0,141.0,FR,France +200312,3,88582,73568.0,103596.0,148,123.0,173.0,FR,France +200311,3,99729,83353.0,116105.0,167,140.0,194.0,FR,France +200310,3,121516,104361.0,138671.0,203,174.0,232.0,FR,France +200309,3,177255,151800.0,202710.0,296,253.0,339.0,FR,France +200308,3,222638,194269.0,251007.0,372,325.0,419.0,FR,France +200307,3,237104,207851.0,266357.0,396,347.0,445.0,FR,France +200306,3,206955,177973.0,235937.0,346,298.0,394.0,FR,France +200305,3,151864,125877.0,177851.0,254,211.0,297.0,FR,France +200304,3,95356,76211.0,114501.0,159,127.0,191.0,FR,France +200303,3,50983,38264.0,63702.0,85,64.0,106.0,FR,France +200302,3,31447,21706.0,41188.0,53,37.0,69.0,FR,France +200301,3,31228,19202.0,43254.0,52,32.0,72.0,FR,France +200252,3,47016,33692.0,60340.0,79,57.0,101.0,FR,France +200251,3,47629,36912.0,58346.0,80,62.0,98.0,FR,France +200250,3,35221,26217.0,44225.0,59,44.0,74.0,FR,France +200249,3,24656,16900.0,32412.0,41,28.0,54.0,FR,France +200248,3,19799,12868.0,26730.0,33,21.0,45.0,FR,France +200247,3,16449,9214.0,23684.0,28,16.0,40.0,FR,France +200246,3,12753,5779.0,19727.0,21,9.0,33.0,FR,France +200245,3,19304,8475.0,30133.0,32,14.0,50.0,FR,France +200244,3,18082,10671.0,25493.0,30,18.0,42.0,FR,France +200243,3,14326,7548.0,21104.0,24,13.0,35.0,FR,France +200242,3,13774,7800.0,19748.0,23,13.0,33.0,FR,France +200241,3,11036,5650.0,16422.0,19,10.0,28.0,FR,France +200240,3,8137,3375.0,12899.0,14,6.0,22.0,FR,France +200239,3,15989,9892.0,22086.0,27,17.0,37.0,FR,France +200238,3,7067,3299.0,10835.0,12,6.0,18.0,FR,France +200237,3,12409,4981.0,19837.0,21,9.0,33.0,FR,France +200236,3,1679,0.0,4072.0,3,0.0,7.0,FR,France +200235,3,2126,0.0,6301.0,4,0.0,11.0,FR,France +200234,3,2843,0.0,7483.0,5,0.0,13.0,FR,France +200233,3,2670,0.0,5462.0,4,0.0,9.0,FR,France +200232,3,1087,0.0,3003.0,2,0.0,5.0,FR,France +200231,3,5455,399.0,10511.0,9,1.0,17.0,FR,France +200230,3,3601,0.0,7836.0,6,0.0,13.0,FR,France +200229,3,5576,379.0,10773.0,9,0.0,18.0,FR,France +200228,3,6602,0.0,14289.0,11,0.0,24.0,FR,France +200227,3,1882,0.0,6151.0,3,0.0,10.0,FR,France +200226,3,4523,0.0,12320.0,8,0.0,21.0,FR,France +200225,3,4765,1076.0,8454.0,8,2.0,14.0,FR,France +200224,3,12063,7174.0,16952.0,20,12.0,28.0,FR,France +200223,3,15468,9806.0,21130.0,26,16.0,36.0,FR,France +200222,3,4854,1696.0,8012.0,8,3.0,13.0,FR,France +200221,3,5901,2212.0,9590.0,10,4.0,16.0,FR,France +200220,3,3803,1215.0,6391.0,6,2.0,10.0,FR,France +200219,3,6139,2598.0,9680.0,10,4.0,16.0,FR,France +200218,3,6083,2646.0,9520.0,10,4.0,16.0,FR,France +200217,3,7223,2678.0,11768.0,12,4.0,20.0,FR,France +200216,3,17762,9887.0,25637.0,30,17.0,43.0,FR,France +200215,3,21654,13662.0,29646.0,36,23.0,49.0,FR,France +200214,3,23877,15709.0,32045.0,40,26.0,54.0,FR,France +200213,3,27497,16289.0,38705.0,46,27.0,65.0,FR,France +200212,3,33510,20938.0,46082.0,56,35.0,77.0,FR,France +200211,3,40426,29171.0,51681.0,68,49.0,87.0,FR,France +200210,3,42915,24537.0,61293.0,72,41.0,103.0,FR,France +200209,3,63735,48368.0,79102.0,107,81.0,133.0,FR,France +200208,3,117204,95548.0,138860.0,197,161.0,233.0,FR,France +200207,3,170251,137065.0,203437.0,286,230.0,342.0,FR,France +200206,3,325084,296111.0,354057.0,546,497.0,595.0,FR,France +200205,3,456186,422559.0,489813.0,767,710.0,824.0,FR,France +200204,3,504715,470859.0,538571.0,848,791.0,905.0,FR,France +200203,3,383720,353019.0,414421.0,645,593.0,697.0,FR,France +200202,3,244028,217752.0,270304.0,410,366.0,454.0,FR,France +200201,3,115422,95696.0,135148.0,194,161.0,227.0,FR,France +200152,3,57999,43225.0,72773.0,98,73.0,123.0,FR,France +200151,3,45961,36017.0,55905.0,78,61.0,95.0,FR,France +200150,3,31309,22878.0,39740.0,53,39.0,67.0,FR,France +200149,3,34792,23268.0,46316.0,59,40.0,78.0,FR,France +200148,3,43283,20164.0,66402.0,73,34.0,112.0,FR,France +200147,3,27455,20021.0,34889.0,46,33.0,59.0,FR,France +200146,3,21127,14294.0,27960.0,36,24.0,48.0,FR,France +200145,3,20766,13979.0,27553.0,35,24.0,46.0,FR,France +200144,3,11410,6593.0,16227.0,19,11.0,27.0,FR,France +200143,3,23311,15652.0,30970.0,39,26.0,52.0,FR,France +200142,3,18963,11652.0,26274.0,32,20.0,44.0,FR,France +200141,3,20241,14032.0,26450.0,34,24.0,44.0,FR,France +200140,3,18113,9971.0,26255.0,31,17.0,45.0,FR,France +200139,3,25407,7785.0,43029.0,43,13.0,73.0,FR,France +200138,3,9736,4985.0,14487.0,16,8.0,24.0,FR,France +200137,3,8025,3527.0,12523.0,14,6.0,22.0,FR,France +200136,3,4663,654.0,8672.0,8,1.0,15.0,FR,France +200135,3,4399,0.0,9810.0,7,0.0,16.0,FR,France +200134,3,2990,0.0,6419.0,5,0.0,11.0,FR,France +200133,3,0,0.0,0.0,0,0.0,0.0,FR,France +200132,3,0,0.0,0.0,0,0.0,0.0,FR,France +200131,3,18999,4286.0,33712.0,32,7.0,57.0,FR,France +200130,3,2144,0.0,5670.0,4,0.0,10.0,FR,France +200129,3,2408,0.0,5215.0,4,0.0,9.0,FR,France +200128,3,3555,553.0,6557.0,6,1.0,11.0,FR,France +200127,3,4739,1122.0,8356.0,8,2.0,14.0,FR,France +200126,3,3335,466.0,6204.0,6,1.0,11.0,FR,France +200125,3,2643,527.0,4759.0,4,0.0,8.0,FR,France +200124,3,4784,2158.0,7410.0,8,4.0,12.0,FR,France +200123,3,6299,3161.0,9437.0,11,6.0,16.0,FR,France +200122,3,4544,2006.0,7082.0,8,4.0,12.0,FR,France +200121,3,8925,4094.0,13756.0,15,7.0,23.0,FR,France +200120,3,15269,8883.0,21655.0,26,15.0,37.0,FR,France +200119,3,17369,10575.0,24163.0,29,18.0,40.0,FR,France +200118,3,21043,14262.0,27824.0,36,25.0,47.0,FR,France +200117,3,25787,19109.0,32465.0,44,33.0,55.0,FR,France +200116,3,24025,16833.0,31217.0,41,29.0,53.0,FR,France +200115,3,24188,17340.0,31036.0,41,29.0,53.0,FR,France +200114,3,40429,31774.0,49084.0,68,53.0,83.0,FR,France +200113,3,48644,39517.0,57771.0,82,67.0,97.0,FR,France +200112,3,45411,35780.0,55042.0,77,61.0,93.0,FR,France +200111,3,49809,40534.0,59084.0,84,68.0,100.0,FR,France +200110,3,46649,37240.0,56058.0,79,63.0,95.0,FR,France +200109,3,58623,47346.0,69900.0,99,80.0,118.0,FR,France +200108,3,77423,63237.0,91609.0,131,107.0,155.0,FR,France +200107,3,126970,107898.0,146042.0,215,183.0,247.0,FR,France +200106,3,225969,198142.0,253796.0,382,335.0,429.0,FR,France +200105,3,278674,249486.0,307862.0,471,422.0,520.0,FR,France +200104,3,209193,189129.0,229257.0,354,320.0,388.0,FR,France +200103,3,139823,124243.0,155403.0,236,210.0,262.0,FR,France +200102,3,105356,92392.0,118320.0,178,156.0,200.0,FR,France +200101,3,98930,84599.0,113261.0,167,143.0,191.0,FR,France +200052,3,143525,124203.0,162847.0,244,211.0,277.0,FR,France +200051,3,125224,108719.0,141729.0,213,185.0,241.0,FR,France +200050,3,99177,84857.0,113497.0,169,145.0,193.0,FR,France +200049,3,74170,54196.0,94144.0,126,92.0,160.0,FR,France +200048,3,43642,34064.0,53220.0,74,58.0,90.0,FR,France +200047,3,64848,11322.0,118374.0,110,19.0,201.0,FR,France +200046,3,20598,14053.0,27143.0,35,24.0,46.0,FR,France +200045,3,25375,17229.0,33521.0,43,29.0,57.0,FR,France +200044,3,16330,9762.0,22898.0,28,17.0,39.0,FR,France +200043,3,36951,27693.0,46209.0,63,47.0,79.0,FR,France +200042,3,41200,30772.0,51628.0,70,52.0,88.0,FR,France +200041,3,40022,30939.0,49105.0,68,53.0,83.0,FR,France +200040,3,27237,19986.0,34488.0,46,34.0,58.0,FR,France +200039,3,19338,12649.0,26027.0,33,22.0,44.0,FR,France +200038,3,7417,3193.0,11641.0,13,6.0,20.0,FR,France +200037,3,2243,0.0,4722.0,4,0.0,8.0,FR,France +200036,3,2990,0.0,6416.0,5,0.0,11.0,FR,France +200035,3,5590,0.0,12003.0,10,0.0,21.0,FR,France +200034,3,5188,0.0,12418.0,9,0.0,21.0,FR,France +200033,3,1690,0.0,3859.0,3,0.0,7.0,FR,France +200032,3,1405,0.0,4239.0,2,0.0,7.0,FR,France +200031,3,2159,0.0,4744.0,4,0.0,8.0,FR,France +200030,3,218,0.0,783.0,0,0.0,1.0,FR,France +200029,3,1532,0.0,3751.0,3,0.0,7.0,FR,France +200028,3,1071,0.0,2881.0,2,0.0,5.0,FR,France +200027,3,2427,150.0,4704.0,4,0.0,8.0,FR,France +200026,3,1997,0.0,4996.0,3,0.0,8.0,FR,France +200025,3,4239,221.0,8257.0,7,0.0,14.0,FR,France +200024,3,5411,1122.0,9700.0,9,2.0,16.0,FR,France +200023,3,8757,4101.0,13413.0,15,7.0,23.0,FR,France +200022,3,4966,1694.0,8238.0,8,2.0,14.0,FR,France +200021,3,4271,1389.0,7153.0,7,2.0,12.0,FR,France +200020,3,4520,1478.0,7562.0,8,3.0,13.0,FR,France +200019,3,13867,8548.0,19186.0,24,15.0,33.0,FR,France +200018,3,5386,2261.0,8511.0,9,4.0,14.0,FR,France +200017,3,7018,1581.0,12455.0,12,3.0,21.0,FR,France +200016,3,5328,1433.0,9223.0,9,2.0,16.0,FR,France +200015,3,12020,6436.0,17604.0,20,11.0,29.0,FR,France +200014,3,10942,5691.0,16193.0,19,10.0,28.0,FR,France +200013,3,8572,3443.0,13701.0,15,6.0,24.0,FR,France +200012,3,7081,3097.0,11065.0,12,5.0,19.0,FR,France +200011,3,12172,7447.0,16897.0,21,13.0,29.0,FR,France +200010,3,9091,5450.0,12732.0,15,9.0,21.0,FR,France +200009,3,14631,9200.0,20062.0,25,16.0,34.0,FR,France +200008,3,23647,17172.0,30122.0,40,29.0,51.0,FR,France +200007,3,59173,48440.0,69906.0,101,83.0,119.0,FR,France +200006,3,146517,129961.0,163073.0,249,221.0,277.0,FR,France +200005,3,261687,239983.0,283391.0,445,408.0,482.0,FR,France +200004,3,374822,349785.0,399859.0,637,594.0,680.0,FR,France +200003,3,484233,456706.0,511760.0,824,777.0,871.0,FR,France +200002,3,521069,492185.0,549953.0,886,837.0,935.0,FR,France +200001,3,541945,511326.0,572564.0,922,870.0,974.0,FR,France +199952,3,387655,360652.0,414658.0,663,617.0,709.0,FR,France +199951,3,272075,250906.0,293244.0,465,429.0,501.0,FR,France +199950,3,181113,164571.0,197655.0,310,282.0,338.0,FR,France +199949,3,112328,99058.0,125598.0,192,169.0,215.0,FR,France +199948,3,58710,48651.0,68769.0,100,83.0,117.0,FR,France +199947,3,35912,23462.0,48362.0,61,40.0,82.0,FR,France +199946,3,8601,1503.0,15699.0,15,3.0,27.0,FR,France +199945,3,17781,10817.0,24745.0,30,18.0,42.0,FR,France +199944,3,18238,12870.0,23606.0,31,22.0,40.0,FR,France +199943,3,18135,12601.0,23669.0,31,22.0,40.0,FR,France +199942,3,19183,13258.0,25108.0,33,23.0,43.0,FR,France +199941,3,25171,18689.0,31653.0,43,32.0,54.0,FR,France +199940,3,24185,16184.0,32186.0,41,27.0,55.0,FR,France +199939,3,28553,20776.0,36330.0,49,36.0,62.0,FR,France +199938,3,12430,7759.0,17101.0,21,13.0,29.0,FR,France +199937,3,7543,4283.0,10803.0,13,7.0,19.0,FR,France +199936,3,8191,2827.0,13555.0,14,5.0,23.0,FR,France +199935,3,3334,1188.0,5480.0,6,2.0,10.0,FR,France +199934,3,7600,0.0,27730.0,13,0.0,47.0,FR,France +199933,3,9757,354.0,19160.0,17,1.0,33.0,FR,France +199932,3,7149,0.0,15077.0,12,0.0,26.0,FR,France +199931,3,2640,0.0,5463.0,5,0.0,10.0,FR,France +199930,3,1478,0.0,3153.0,3,0.0,6.0,FR,France +199929,3,3983,498.0,7468.0,7,1.0,13.0,FR,France +199928,3,3731,712.0,6750.0,6,1.0,11.0,FR,France +199927,3,5004,1597.0,8411.0,9,3.0,15.0,FR,France +199926,3,3459,699.0,6219.0,6,1.0,11.0,FR,France +199925,3,5302,2057.0,8547.0,9,3.0,15.0,FR,France +199924,3,4327,1646.0,7008.0,7,2.0,12.0,FR,France +199923,3,5370,2374.0,8366.0,9,4.0,14.0,FR,France +199922,3,4404,1643.0,7165.0,8,3.0,13.0,FR,France +199921,3,4180,1485.0,6875.0,7,2.0,12.0,FR,France +199920,3,6073,2775.0,9371.0,10,4.0,16.0,FR,France +199919,3,6241,3220.0,9262.0,11,6.0,16.0,FR,France +199918,3,3057,678.0,5436.0,5,1.0,9.0,FR,France +199917,3,2904,701.0,5107.0,5,1.0,9.0,FR,France +199916,3,7539,3360.0,11718.0,13,6.0,20.0,FR,France +199915,3,11535,6814.0,16256.0,20,12.0,28.0,FR,France +199914,3,18730,13131.0,24329.0,32,22.0,42.0,FR,France +199913,3,38453,29560.0,47346.0,66,51.0,81.0,FR,France +199912,3,58090,48072.0,68108.0,99,82.0,116.0,FR,France +199911,3,91329,78686.0,103972.0,156,134.0,178.0,FR,France +199910,3,147976,131058.0,164894.0,253,224.0,282.0,FR,France +199909,3,207450,188710.0,226190.0,355,323.0,387.0,FR,France +199908,3,313293,292280.0,334306.0,536,500.0,572.0,FR,France +199907,3,524136,496702.0,551570.0,896,849.0,943.0,FR,France +199906,3,493908,466605.0,521211.0,844,797.0,891.0,FR,France +199905,3,476884,449696.0,504072.0,815,769.0,861.0,FR,France +199904,3,368514,345131.0,391897.0,630,590.0,670.0,FR,France +199903,3,242388,224208.0,260568.0,414,383.0,445.0,FR,France +199902,3,160657,145209.0,176105.0,275,249.0,301.0,FR,France +199901,3,130133,115125.0,145141.0,222,196.0,248.0,FR,France +199853,3,107611,92301.0,122921.0,185,159.0,211.0,FR,France +199852,3,72373,61032.0,83714.0,124,105.0,143.0,FR,France +199851,3,78179,67156.0,89202.0,134,115.0,153.0,FR,France +199850,3,54775,45478.0,64072.0,94,78.0,110.0,FR,France +199849,3,33385,26332.0,40438.0,57,45.0,69.0,FR,France +199848,3,22636,16668.0,28604.0,39,29.0,49.0,FR,France +199847,3,14505,9746.0,19264.0,25,17.0,33.0,FR,France +199846,3,13804,9049.0,18559.0,24,16.0,32.0,FR,France +199845,3,13021,8113.0,17929.0,22,14.0,30.0,FR,France +199844,3,12631,7410.0,17852.0,22,13.0,31.0,FR,France +199843,3,12180,7125.0,17235.0,21,12.0,30.0,FR,France +199842,3,18885,12726.0,25044.0,32,21.0,43.0,FR,France +199841,3,24196,17506.0,30886.0,42,31.0,53.0,FR,France +199840,3,20235,14114.0,26356.0,35,25.0,45.0,FR,France +199839,3,17075,11538.0,22612.0,29,20.0,38.0,FR,France +199838,3,10837,6336.0,15338.0,19,11.0,27.0,FR,France +199837,3,6968,3227.0,10709.0,12,6.0,18.0,FR,France +199836,3,3033,580.0,5486.0,5,1.0,9.0,FR,France +199835,3,2491,0.0,5022.0,4,0.0,8.0,FR,France +199834,3,3853,589.0,7117.0,7,1.0,13.0,FR,France +199833,3,2934,0.0,6598.0,5,0.0,11.0,FR,France +199832,3,1308,0.0,2894.0,2,0.0,5.0,FR,France +199831,3,12147,0.0,29237.0,21,0.0,50.0,FR,France +199830,3,5309,1628.0,8990.0,9,3.0,15.0,FR,France +199829,3,6486,2465.0,10507.0,11,4.0,18.0,FR,France +199828,3,9577,4464.0,14690.0,16,7.0,25.0,FR,France +199827,3,12358,7158.0,17558.0,21,12.0,30.0,FR,France +199826,3,10415,6547.0,14283.0,18,11.0,25.0,FR,France +199825,3,18246,13050.0,23442.0,31,22.0,40.0,FR,France +199824,3,16263,11126.0,21400.0,28,19.0,37.0,FR,France +199823,3,8553,4911.0,12195.0,15,9.0,21.0,FR,France +199822,3,5181,2669.0,7693.0,9,5.0,13.0,FR,France +199821,3,4751,2416.0,7086.0,8,4.0,12.0,FR,France +199820,3,12129,8099.0,16159.0,21,14.0,28.0,FR,France +199819,3,24118,17906.0,30330.0,41,30.0,52.0,FR,France +199818,3,31612,24512.0,38712.0,54,42.0,66.0,FR,France +199817,3,61148,51894.0,70402.0,105,89.0,121.0,FR,France +199816,3,123195,109878.0,136512.0,211,188.0,234.0,FR,France +199815,3,171603,156715.0,186491.0,294,268.0,320.0,FR,France +199814,3,319092,298398.0,339786.0,547,512.0,582.0,FR,France +199813,3,298212,278513.0,317911.0,512,478.0,546.0,FR,France +199812,3,263585,246356.0,280814.0,452,422.0,482.0,FR,France +199811,3,220578,204894.0,236262.0,378,351.0,405.0,FR,France +199810,3,202354,186304.0,218404.0,347,319.0,375.0,FR,France +199809,3,227553,209970.0,245136.0,390,360.0,420.0,FR,France +199808,3,271362,252005.0,290719.0,465,432.0,498.0,FR,France +199807,3,190187,173694.0,206680.0,326,298.0,354.0,FR,France +199806,3,88217,76829.0,99605.0,151,131.0,171.0,FR,France +199805,3,45180,36970.0,53390.0,77,63.0,91.0,FR,France +199804,3,30005,23272.0,36738.0,51,39.0,63.0,FR,France +199803,3,23900,18221.0,29579.0,41,31.0,51.0,FR,France +199802,3,31143,23994.0,38292.0,53,41.0,65.0,FR,France +199801,3,24809,17786.0,31832.0,43,31.0,55.0,FR,France +199752,3,29039,21984.0,36094.0,50,38.0,62.0,FR,France +199751,3,34924,27737.0,42111.0,60,48.0,72.0,FR,France +199750,3,33527,26388.0,40666.0,58,46.0,70.0,FR,France +199749,3,15978,11147.0,20809.0,27,19.0,35.0,FR,France +199748,3,11507,7744.0,15270.0,20,14.0,26.0,FR,France +199747,3,11059,7151.0,14967.0,19,12.0,26.0,FR,France +199746,3,8073,4613.0,11533.0,14,8.0,20.0,FR,France +199745,3,18202,13113.0,23291.0,31,22.0,40.0,FR,France +199744,3,19770,14405.0,25135.0,34,25.0,43.0,FR,France +199743,3,16707,11945.0,21469.0,29,21.0,37.0,FR,France +199742,3,15340,10351.0,20329.0,26,17.0,35.0,FR,France +199741,3,16933,11941.0,21925.0,29,20.0,38.0,FR,France +199740,3,13292,8709.0,17875.0,23,15.0,31.0,FR,France +199739,3,10189,6279.0,14099.0,18,11.0,25.0,FR,France +199738,3,3231,1061.0,5401.0,6,2.0,10.0,FR,France +199737,3,4542,1949.0,7135.0,8,4.0,12.0,FR,France +199736,3,5131,2205.0,8057.0,9,4.0,14.0,FR,France +199735,3,1842,0.0,3740.0,3,0.0,6.0,FR,France +199734,3,3226,0.0,6717.0,6,0.0,12.0,FR,France +199733,3,1799,0.0,4368.0,3,0.0,7.0,FR,France +199732,3,2086,0.0,4411.0,4,0.0,8.0,FR,France +199731,3,1386,0.0,3332.0,2,0.0,5.0,FR,France +199730,3,2116,0.0,4919.0,4,0.0,9.0,FR,France +199729,3,1973,0.0,4347.0,3,0.0,7.0,FR,France +199728,3,1560,216.0,2904.0,3,1.0,5.0,FR,France +199727,3,2540,754.0,4326.0,4,1.0,7.0,FR,France +199726,3,5582,2699.0,8465.0,10,5.0,15.0,FR,France +199725,3,4012,1090.0,6934.0,7,2.0,12.0,FR,France +199724,3,4696,1824.0,7568.0,8,3.0,13.0,FR,France +199723,3,4709,2136.0,7282.0,8,4.0,12.0,FR,France +199722,3,2283,665.0,3901.0,4,1.0,7.0,FR,France +199721,3,2108,664.0,3552.0,4,2.0,6.0,FR,France +199720,3,3257,1519.0,4995.0,6,3.0,9.0,FR,France +199719,3,4646,2436.0,6856.0,8,4.0,12.0,FR,France +199718,3,5246,2764.0,7728.0,9,5.0,13.0,FR,France +199717,3,14236,9906.0,18566.0,24,17.0,31.0,FR,France +199716,3,12169,8111.0,16227.0,21,14.0,28.0,FR,France +199715,3,9516,6192.0,12840.0,16,10.0,22.0,FR,France +199714,3,13602,9659.0,17545.0,23,16.0,30.0,FR,France +199713,3,18032,13345.0,22719.0,31,23.0,39.0,FR,France +199712,3,17199,12707.0,21691.0,30,22.0,38.0,FR,France +199711,3,19988,15419.0,24557.0,34,26.0,42.0,FR,France +199710,3,21903,17338.0,26468.0,38,30.0,46.0,FR,France +199709,3,29860,24261.0,35459.0,51,41.0,61.0,FR,France +199708,3,55445,47857.0,63033.0,95,82.0,108.0,FR,France +199707,3,70876,62518.0,79234.0,122,108.0,136.0,FR,France +199706,3,76906,68152.0,85660.0,132,117.0,147.0,FR,France +199705,3,95900,86095.0,105705.0,165,148.0,182.0,FR,France +199704,3,96896,87079.0,106713.0,167,150.0,184.0,FR,France +199703,3,143844,131917.0,155771.0,248,227.0,269.0,FR,France +199702,3,211578,197395.0,225761.0,364,340.0,388.0,FR,France +199701,3,280440,263783.0,297097.0,483,454.0,512.0,FR,France +199652,3,388201,369211.0,407191.0,670,637.0,703.0,FR,France +199651,3,640627,617388.0,663866.0,1106,1066.0,1146.0,FR,France +199650,3,535205,514568.0,555842.0,924,888.0,960.0,FR,France +199649,3,411498,393335.0,429661.0,710,679.0,741.0,FR,France +199648,3,195568,182563.0,208573.0,338,316.0,360.0,FR,France +199647,3,71980,63619.0,80341.0,124,110.0,138.0,FR,France +199646,3,32138,26358.0,37918.0,55,45.0,65.0,FR,France +199645,3,25551,20136.0,30966.0,44,35.0,53.0,FR,France +199644,3,10753,7230.0,14276.0,19,13.0,25.0,FR,France +199643,3,12971,9311.0,16631.0,22,16.0,28.0,FR,France +199642,3,11929,8472.0,15386.0,21,15.0,27.0,FR,France +199641,3,9918,6674.0,13162.0,17,11.0,23.0,FR,France +199640,3,10765,7067.0,14463.0,19,13.0,25.0,FR,France +199639,3,8377,5183.0,11571.0,14,8.0,20.0,FR,France +199638,3,9470,5965.0,12975.0,16,10.0,22.0,FR,France +199637,3,2925,829.0,5021.0,5,1.0,9.0,FR,France +199636,3,1122,23.0,2221.0,2,0.0,4.0,FR,France +199635,3,1674,93.0,3255.0,3,0.0,6.0,FR,France +199634,3,1273,122.0,2424.0,2,0.0,4.0,FR,France +199633,3,540,0.0,1246.0,1,0.0,2.0,FR,France +199632,3,1453,176.0,2730.0,3,1.0,5.0,FR,France +199631,3,3010,752.0,5268.0,5,1.0,9.0,FR,France +199630,3,2992,706.0,5278.0,5,1.0,9.0,FR,France +199629,3,1559,144.0,2974.0,3,1.0,5.0,FR,France +199628,3,3109,541.0,5677.0,5,1.0,9.0,FR,France +199627,3,4456,1595.0,7317.0,8,3.0,13.0,FR,France +199626,3,2871,1138.0,4604.0,5,2.0,8.0,FR,France +199625,3,2308,856.0,3760.0,4,1.0,7.0,FR,France +199624,3,2490,1067.0,3913.0,4,2.0,6.0,FR,France +199623,3,2819,1262.0,4376.0,5,2.0,8.0,FR,France +199622,3,4005,1984.0,6026.0,7,4.0,10.0,FR,France +199621,3,7042,4291.0,9793.0,12,7.0,17.0,FR,France +199620,3,10619,7365.0,13873.0,18,12.0,24.0,FR,France +199619,3,11898,8065.0,15731.0,21,14.0,28.0,FR,France +199618,3,18338,13352.0,23324.0,32,23.0,41.0,FR,France +199617,3,24954,19100.0,30808.0,43,33.0,53.0,FR,France +199616,3,29313,23868.0,34758.0,51,42.0,60.0,FR,France +199615,3,51703,43644.0,59762.0,89,75.0,103.0,FR,France +199614,3,44414,36774.0,52054.0,77,64.0,90.0,FR,France +199613,3,30622,25062.0,36182.0,53,43.0,63.0,FR,France +199612,3,31818,25852.0,37784.0,55,45.0,65.0,FR,France +199611,3,24427,19499.0,29355.0,42,33.0,51.0,FR,France +199610,3,20910,16198.0,25622.0,36,28.0,44.0,FR,France +199609,3,19594,15228.0,23960.0,34,26.0,42.0,FR,France +199608,3,19046,14850.0,23242.0,33,26.0,40.0,FR,France +199607,3,23041,18338.0,27744.0,40,32.0,48.0,FR,France +199606,3,21810,17153.0,26467.0,38,30.0,46.0,FR,France +199605,3,25275,20410.0,30140.0,44,36.0,52.0,FR,France +199604,3,43359,36948.0,49770.0,75,64.0,86.0,FR,France +199603,3,54691,48016.0,61366.0,94,82.0,106.0,FR,France +199602,3,105606,96106.0,115106.0,182,166.0,198.0,FR,France +199601,3,223830,209274.0,238386.0,386,361.0,411.0,FR,France +199552,3,397122,378252.0,415992.0,688,655.0,721.0,FR,France +199551,3,749988,725434.0,774542.0,1299,1256.0,1342.0,FR,France +199550,3,604926,583100.0,626752.0,1047,1009.0,1085.0,FR,France +199549,3,375500,358200.0,392800.0,650,620.0,680.0,FR,France +199548,3,206446,193457.0,219435.0,357,335.0,379.0,FR,France +199547,3,120472,110526.0,130418.0,209,192.0,226.0,FR,France +199546,3,62380,55042.0,69718.0,108,95.0,121.0,FR,France +199545,3,29791,24523.0,35059.0,52,43.0,61.0,FR,France +199544,3,13168,9820.0,16516.0,23,17.0,29.0,FR,France +199543,3,16188,12389.0,19987.0,28,21.0,35.0,FR,France +199542,3,15178,11387.0,18969.0,26,19.0,33.0,FR,France +199541,3,14980,10851.0,19109.0,26,19.0,33.0,FR,France +199540,3,16245,11610.0,20880.0,28,20.0,36.0,FR,France +199539,3,18499,13844.0,23154.0,32,24.0,40.0,FR,France +199538,3,13123,9410.0,16836.0,23,17.0,29.0,FR,France +199537,3,4895,2666.0,7124.0,8,4.0,12.0,FR,France +199536,3,3659,1574.0,5744.0,6,2.0,10.0,FR,France +199535,3,2496,644.0,4348.0,4,1.0,7.0,FR,France +199534,3,1887,214.0,3560.0,3,0.0,6.0,FR,France +199533,3,905,0.0,2007.0,2,0.0,4.0,FR,France +199532,3,700,0.0,1699.0,1,0.0,3.0,FR,France +199531,3,1946,92.0,3800.0,3,0.0,6.0,FR,France +199530,3,1898,46.0,3750.0,3,0.0,6.0,FR,France +199529,3,2148,687.0,3609.0,4,1.0,7.0,FR,France +199528,3,3312,1430.0,5194.0,6,3.0,9.0,FR,France +199527,3,4853,2683.0,7023.0,8,4.0,12.0,FR,France +199526,3,4986,2911.0,7061.0,9,5.0,13.0,FR,France +199525,3,4571,2520.0,6622.0,8,4.0,12.0,FR,France +199524,3,8058,5054.0,11062.0,14,9.0,19.0,FR,France +199523,3,13820,9801.0,17839.0,24,17.0,31.0,FR,France +199522,3,14124,9999.0,18249.0,24,17.0,31.0,FR,France +199521,3,11931,8655.0,15207.0,21,15.0,27.0,FR,France +199520,3,18846,14311.0,23381.0,33,25.0,41.0,FR,France +199519,3,26261,21488.0,31034.0,45,37.0,53.0,FR,France +199518,3,39231,33258.0,45204.0,68,58.0,78.0,FR,France +199517,3,88640,79343.0,97937.0,153,137.0,169.0,FR,France +199516,3,140488,129439.0,151537.0,243,224.0,262.0,FR,France +199515,3,181007,169110.0,192904.0,313,292.0,334.0,FR,France +199514,3,248704,235144.0,262264.0,431,408.0,454.0,FR,France +199513,3,209839,197191.0,222487.0,363,341.0,385.0,FR,France +199512,3,122434,112497.0,132371.0,212,195.0,229.0,FR,France +199511,3,81730,73346.0,90114.0,142,127.0,157.0,FR,France +199510,3,49387,42703.0,56071.0,86,74.0,98.0,FR,France +199509,3,39696,33259.0,46133.0,69,58.0,80.0,FR,France +199508,3,38008,32225.0,43791.0,66,56.0,76.0,FR,France +199507,3,30550,25479.0,35621.0,53,44.0,62.0,FR,France +199506,3,37351,32007.0,42695.0,65,56.0,74.0,FR,France +199505,3,27876,23218.0,32534.0,48,40.0,56.0,FR,France +199504,3,27643,22818.0,32468.0,48,40.0,56.0,FR,France +199503,3,24844,20391.0,29297.0,43,35.0,51.0,FR,France +199502,3,23480,19249.0,27711.0,41,34.0,48.0,FR,France +199501,3,26556,21916.0,31196.0,46,38.0,54.0,FR,France +199452,3,22036,17495.0,26577.0,38,30.0,46.0,FR,France +199451,3,26912,21750.0,32074.0,47,38.0,56.0,FR,France +199450,3,28831,23470.0,34192.0,50,41.0,59.0,FR,France +199449,3,21161,16559.0,25763.0,37,29.0,45.0,FR,France +199448,3,18487,14456.0,22518.0,32,25.0,39.0,FR,France +199447,3,15206,11578.0,18834.0,26,20.0,32.0,FR,France +199446,3,14252,10525.0,17979.0,25,19.0,31.0,FR,France +199445,3,12152,8448.0,15856.0,21,15.0,27.0,FR,France +199444,3,11307,7688.0,14926.0,20,14.0,26.0,FR,France +199443,3,11254,8002.0,14506.0,20,14.0,26.0,FR,France +199442,3,14406,10653.0,18159.0,25,18.0,32.0,FR,France +199441,3,14073,10341.0,17805.0,24,18.0,30.0,FR,France +199440,3,15962,11850.0,20074.0,28,21.0,35.0,FR,France +199439,3,15878,11643.0,20113.0,28,21.0,35.0,FR,France +199438,3,15366,11100.0,19632.0,27,20.0,34.0,FR,France +199437,3,5949,3561.0,8337.0,10,6.0,14.0,FR,France +199436,3,2806,1133.0,4479.0,5,2.0,8.0,FR,France +199435,3,4556,2358.0,6754.0,8,4.0,12.0,FR,France +199434,3,3459,1444.0,5474.0,6,2.0,10.0,FR,France +199433,3,4272,977.0,7567.0,7,1.0,13.0,FR,France +199432,3,4786,1613.0,7959.0,8,2.0,14.0,FR,France +199431,3,5027,1580.0,8474.0,9,3.0,15.0,FR,France +199430,3,2100,520.0,3680.0,4,1.0,7.0,FR,France +199429,3,1188,0.0,2384.0,2,0.0,4.0,FR,France +199428,3,1581,316.0,2846.0,3,1.0,5.0,FR,France +199427,3,713,0.0,1459.0,1,0.0,2.0,FR,France +199426,3,990,80.0,1900.0,2,0.0,4.0,FR,France +199425,3,5431,3222.0,7640.0,9,5.0,13.0,FR,France +199424,3,6288,3723.0,8853.0,11,7.0,15.0,FR,France +199423,3,6440,1052.0,11828.0,11,2.0,20.0,FR,France +199422,3,845,0.0,2449.0,1,0.0,4.0,FR,France +199421,3,2197,395.0,3999.0,4,1.0,7.0,FR,France +199420,3,2217,852.0,3582.0,4,2.0,6.0,FR,France +199419,3,1483,406.0,2560.0,3,1.0,5.0,FR,France +199418,3,3705,1940.0,5470.0,6,3.0,9.0,FR,France +199417,3,2288,1064.0,3512.0,4,2.0,6.0,FR,France +199416,3,5156,3176.0,7136.0,9,6.0,12.0,FR,France +199415,3,6952,4678.0,9226.0,12,8.0,16.0,FR,France +199414,3,4671,2784.0,6558.0,8,5.0,11.0,FR,France +199413,3,3343,1641.0,5045.0,6,3.0,9.0,FR,France +199412,3,4305,2412.0,6198.0,7,4.0,10.0,FR,France +199411,3,5399,3327.0,7471.0,9,5.0,13.0,FR,France +199410,3,4548,2529.0,6567.0,8,4.0,12.0,FR,France +199409,3,5635,3251.0,8019.0,10,6.0,14.0,FR,France +199408,3,9539,6652.0,12426.0,17,12.0,22.0,FR,France +199407,3,14639,11188.0,18090.0,25,19.0,31.0,FR,France +199406,3,17308,13395.0,21221.0,30,23.0,37.0,FR,France +199405,3,18489,14290.0,22688.0,32,25.0,39.0,FR,France +199404,3,23712,19048.0,28376.0,41,33.0,49.0,FR,France +199403,3,29882,24817.0,34947.0,52,43.0,61.0,FR,France +199402,3,47402,41415.0,53389.0,82,72.0,92.0,FR,France +199401,3,118119,108182.0,128056.0,205,188.0,222.0,FR,France +199352,3,233137,218608.0,247666.0,406,381.0,431.0,FR,France +199351,3,377472,359792.0,395152.0,658,627.0,689.0,FR,France +199350,3,627639,607097.0,648181.0,1094,1058.0,1130.0,FR,France +199349,3,898045,873419.0,922671.0,1565,1522.0,1608.0,FR,France +199348,3,527582,507752.0,547412.0,920,885.0,955.0,FR,France +199347,3,241371,226769.0,255973.0,421,396.0,446.0,FR,France +199346,3,76034,68003.0,84065.0,133,119.0,147.0,FR,France +199345,3,32289,27022.0,37556.0,56,47.0,65.0,FR,France +199344,3,17832,14015.0,21649.0,31,24.0,38.0,FR,France +199343,3,15098,11333.0,18863.0,26,19.0,33.0,FR,France +199342,3,19187,14893.0,23481.0,33,26.0,40.0,FR,France +199341,3,18285,14384.0,22186.0,32,25.0,39.0,FR,France +199340,3,13805,10348.0,17262.0,24,18.0,30.0,FR,France +199339,3,14783,11173.0,18393.0,26,20.0,32.0,FR,France +199338,3,10492,7329.0,13655.0,18,12.0,24.0,FR,France +199337,3,7023,4503.0,9543.0,12,8.0,16.0,FR,France +199336,3,4361,2445.0,6277.0,8,5.0,11.0,FR,France +199335,3,5589,3066.0,8112.0,10,6.0,14.0,FR,France +199334,3,2984,1209.0,4759.0,5,2.0,8.0,FR,France +199333,3,3217,758.0,5676.0,6,2.0,10.0,FR,France +199332,3,3755,1051.0,6459.0,7,2.0,12.0,FR,France +199331,3,4163,1768.0,6558.0,7,3.0,11.0,FR,France +199330,3,4055,1907.0,6203.0,7,3.0,11.0,FR,France +199329,3,3714,1668.0,5760.0,6,2.0,10.0,FR,France +199328,3,1774,484.0,3064.0,3,1.0,5.0,FR,France +199327,3,2574,918.0,4230.0,4,1.0,7.0,FR,France +199326,3,3048,1450.0,4646.0,5,2.0,8.0,FR,France +199325,3,8348,5260.0,11436.0,15,10.0,20.0,FR,France +199324,3,6624,3747.0,9501.0,12,7.0,17.0,FR,France +199323,3,7424,4302.0,10546.0,13,8.0,18.0,FR,France +199322,3,3432,1849.0,5015.0,6,3.0,9.0,FR,France +199321,3,5942,3670.0,8214.0,10,6.0,14.0,FR,France +199320,3,5137,3157.0,7117.0,9,6.0,12.0,FR,France +199319,3,4593,2725.0,6461.0,8,5.0,11.0,FR,France +199318,3,5027,3075.0,6979.0,9,6.0,12.0,FR,France +199317,3,8111,5138.0,11084.0,14,9.0,19.0,FR,France +199316,3,24932,19468.0,30396.0,43,33.0,53.0,FR,France +199315,3,22181,17147.0,27215.0,39,30.0,48.0,FR,France +199314,3,38266,30865.0,45667.0,67,54.0,80.0,FR,France +199313,3,62987,54506.0,71468.0,110,95.0,125.0,FR,France +199312,3,63493,55956.0,71030.0,111,98.0,124.0,FR,France +199311,3,80548,72628.0,88468.0,140,126.0,154.0,FR,France +199310,3,127910,117688.0,138132.0,223,205.0,241.0,FR,France +199309,3,184150,171378.0,196922.0,321,299.0,343.0,FR,France +199308,3,222932,209051.0,236813.0,389,365.0,413.0,FR,France +199307,3,248494,234936.0,262052.0,433,409.0,457.0,FR,France +199306,3,286939,271830.0,302048.0,500,474.0,526.0,FR,France +199305,3,255890,241516.0,270264.0,446,421.0,471.0,FR,France +199304,3,193107,181261.0,204953.0,337,316.0,358.0,FR,France +199303,3,147854,137256.0,158452.0,258,240.0,276.0,FR,France +199302,3,90269,82164.0,98374.0,157,143.0,171.0,FR,France +199301,3,75288,67244.0,83332.0,131,117.0,145.0,FR,France +199253,3,56622,49107.0,64137.0,99,86.0,112.0,FR,France +199252,3,49588,42568.0,56608.0,87,75.0,99.0,FR,France +199251,3,41156,35024.0,47288.0,72,61.0,83.0,FR,France +199250,3,40100,34699.0,45501.0,70,61.0,79.0,FR,France +199249,3,39146,33847.0,44445.0,69,60.0,78.0,FR,France +199248,3,32392,27499.0,37285.0,57,48.0,66.0,FR,France +199247,3,26276,21797.0,30755.0,46,38.0,54.0,FR,France +199246,3,22758,18462.0,27054.0,40,32.0,48.0,FR,France +199245,3,22023,17804.0,26242.0,39,32.0,46.0,FR,France +199244,3,27619,22945.0,32293.0,48,40.0,56.0,FR,France +199243,3,24969,20704.0,29234.0,44,37.0,51.0,FR,France +199242,3,29980,25261.0,34699.0,52,44.0,60.0,FR,France +199241,3,24091,19953.0,28229.0,42,35.0,49.0,FR,France +199240,3,17593,13885.0,21301.0,31,25.0,37.0,FR,France +199239,3,13535,10301.0,16769.0,24,18.0,30.0,FR,France +199238,3,9837,7106.0,12568.0,17,12.0,22.0,FR,France +199237,3,7480,5130.0,9830.0,13,9.0,17.0,FR,France +199236,3,5155,2958.0,7352.0,9,5.0,13.0,FR,France +199235,3,6383,3687.0,9079.0,11,6.0,16.0,FR,France +199234,3,2953,922.0,4984.0,5,1.0,9.0,FR,France +199233,3,4046,1549.0,6543.0,7,3.0,11.0,FR,France +199232,3,4963,2215.0,7711.0,9,4.0,14.0,FR,France +199231,3,4233,1733.0,6733.0,7,3.0,11.0,FR,France +199230,3,3091,1145.0,5037.0,5,2.0,8.0,FR,France +199229,3,3586,1583.0,5589.0,6,2.0,10.0,FR,France +199228,3,4179,2133.0,6225.0,7,3.0,11.0,FR,France +199227,3,5568,3134.0,8002.0,10,6.0,14.0,FR,France +199226,3,5886,3229.0,8543.0,10,5.0,15.0,FR,France +199225,3,5304,2805.0,7803.0,9,5.0,13.0,FR,France +199224,3,5928,3482.0,8374.0,10,6.0,14.0,FR,France +199223,3,3914,1855.0,5973.0,7,3.0,11.0,FR,France +199222,3,4899,2641.0,7157.0,9,5.0,13.0,FR,France +199221,3,5059,2889.0,7229.0,9,5.0,13.0,FR,France +199220,3,4308,2226.0,6390.0,8,4.0,12.0,FR,France +199219,3,2982,1181.0,4783.0,5,2.0,8.0,FR,France +199218,3,3887,1777.0,5997.0,7,3.0,11.0,FR,France +199217,3,3614,1216.0,6012.0,6,2.0,10.0,FR,France +199216,3,5460,2934.0,7986.0,10,6.0,14.0,FR,France +199215,3,8642,5029.0,12255.0,15,9.0,21.0,FR,France +199214,3,11346,7536.0,15156.0,20,13.0,27.0,FR,France +199213,3,11693,8096.0,15290.0,20,14.0,26.0,FR,France +199212,3,11752,7834.0,15670.0,21,14.0,28.0,FR,France +199211,3,11689,7575.0,15803.0,20,13.0,27.0,FR,France +199210,3,19224,12971.0,25477.0,34,23.0,45.0,FR,France +199209,3,26629,20275.0,32983.0,47,36.0,58.0,FR,France +199208,3,37667,30887.0,44447.0,66,54.0,78.0,FR,France +199207,3,57312,48777.0,65847.0,100,85.0,115.0,FR,France +199206,3,112450,99989.0,124911.0,197,175.0,219.0,FR,France +199205,3,165474,151342.0,179606.0,290,265.0,315.0,FR,France +199204,3,147959,133595.0,162323.0,259,234.0,284.0,FR,France +199203,3,137893,122944.0,152842.0,241,215.0,267.0,FR,France +199202,3,185852,166558.0,205146.0,325,291.0,359.0,FR,France +199201,3,247688,222574.0,272802.0,434,390.0,478.0,FR,France +199152,3,349815,325499.0,374131.0,615,572.0,658.0,FR,France +199151,3,378413,355928.0,400898.0,666,626.0,706.0,FR,France +199150,3,198721,182878.0,214564.0,350,322.0,378.0,FR,France +199149,3,93903,82992.0,104814.0,165,146.0,184.0,FR,France +199148,3,45173,37384.0,52962.0,79,65.0,93.0,FR,France +199147,3,35691,28224.0,43158.0,63,50.0,76.0,FR,France +199146,3,23685,17531.0,29839.0,42,31.0,53.0,FR,France +199145,3,19565,13551.0,25579.0,34,23.0,45.0,FR,France +199144,3,21571,15477.0,27665.0,38,27.0,49.0,FR,France +199143,3,28842,21958.0,35726.0,51,39.0,63.0,FR,France +199142,3,27483,20385.0,34581.0,48,36.0,60.0,FR,France +199141,3,28185,20655.0,35715.0,50,37.0,63.0,FR,France +199140,3,26740,16049.0,37431.0,47,28.0,66.0,FR,France +199139,3,14373,8734.0,20012.0,25,15.0,35.0,FR,France +199138,3,7460,3700.0,11220.0,13,6.0,20.0,FR,France +199137,3,2429,434.0,4424.0,4,0.0,8.0,FR,France +199136,3,2380,0.0,4882.0,4,0.0,8.0,FR,France +199135,3,2372,0.0,5025.0,4,0.0,9.0,FR,France +199134,3,2099,0.0,5104.0,4,0.0,9.0,FR,France +199133,3,1654,0.0,4102.0,3,0.0,7.0,FR,France +199132,3,625,0.0,2190.0,1,0.0,4.0,FR,France +199131,3,2464,0.0,5830.0,4,0.0,10.0,FR,France +199130,3,2382,0.0,6857.0,4,0.0,12.0,FR,France +199129,3,3837,40.0,7634.0,7,0.0,14.0,FR,France +199128,3,3297,152.0,6442.0,6,0.0,12.0,FR,France +199127,3,3164,934.0,5394.0,6,2.0,10.0,FR,France +199126,3,6376,3324.0,9428.0,11,6.0,16.0,FR,France +199125,3,8218,4776.0,11660.0,14,8.0,20.0,FR,France +199124,3,8223,4660.0,11786.0,14,8.0,20.0,FR,France +199123,3,6801,3596.0,10006.0,12,6.0,18.0,FR,France +199122,3,6050,2682.0,9418.0,11,5.0,17.0,FR,France +199121,3,6391,3385.0,9397.0,11,6.0,16.0,FR,France +199120,3,8633,4683.0,12583.0,15,8.0,22.0,FR,France +199119,3,7785,3986.0,11584.0,14,7.0,21.0,FR,France +199118,3,10856,6457.0,15255.0,19,11.0,27.0,FR,France +199117,3,15603,10950.0,20256.0,27,19.0,35.0,FR,France +199116,3,15665,11184.0,20146.0,28,20.0,36.0,FR,France +199115,3,15062,10715.0,19409.0,26,18.0,34.0,FR,France +199114,3,27862,21583.0,34141.0,49,38.0,60.0,FR,France +199113,3,32179,25829.0,38529.0,57,46.0,68.0,FR,France +199112,3,27873,22312.0,33434.0,49,39.0,59.0,FR,France +199111,3,46186,38876.0,53496.0,81,68.0,94.0,FR,France +199110,3,88750,77784.0,99716.0,156,137.0,175.0,FR,France +199109,3,139093,124326.0,153860.0,245,219.0,271.0,FR,France +199108,3,216369,198630.0,234108.0,381,350.0,412.0,FR,France +199107,3,208836,191789.0,225883.0,367,337.0,397.0,FR,France +199106,3,134737,121280.0,148194.0,237,213.0,261.0,FR,France +199105,3,73564,62716.0,84412.0,129,110.0,148.0,FR,France +199104,3,48253,39031.0,57475.0,85,69.0,101.0,FR,France +199103,3,29382,22258.0,36506.0,52,39.0,65.0,FR,France +199102,3,29759,22044.0,37474.0,52,38.0,66.0,FR,France +199101,3,42927,33706.0,52148.0,76,60.0,92.0,FR,France +199052,3,41262,31607.0,50917.0,73,56.0,90.0,FR,France +199051,3,46924,37544.0,56304.0,83,66.0,100.0,FR,France +199050,3,44125,36137.0,52113.0,78,64.0,92.0,FR,France +199049,3,38379,30603.0,46155.0,68,54.0,82.0,FR,France +199048,3,29571,22315.0,36827.0,52,39.0,65.0,FR,France +199047,3,23358,15890.0,30826.0,41,28.0,54.0,FR,France +199046,3,20246,7930.0,32562.0,36,14.0,58.0,FR,France +199045,3,17571,11591.0,23551.0,31,20.0,42.0,FR,France +199044,3,16182,10305.0,22059.0,29,19.0,39.0,FR,France +199043,3,17579,11588.0,23570.0,31,20.0,42.0,FR,France +199042,3,13011,7875.0,18147.0,23,14.0,32.0,FR,France +199041,3,19723,13330.0,26116.0,35,24.0,46.0,FR,France +199040,3,20433,14614.0,26252.0,36,26.0,46.0,FR,France +199039,3,15618,10315.0,20921.0,28,19.0,37.0,FR,France +199038,3,11146,6197.0,16095.0,20,11.0,29.0,FR,France +199037,3,4051,1022.0,7080.0,7,2.0,12.0,FR,France +199036,3,2542,124.0,4960.0,4,0.0,8.0,FR,France +199035,3,934,0.0,2681.0,2,0.0,5.0,FR,France +199034,3,201,0.0,595.0,0,0.0,1.0,FR,France +199033,3,0,0.0,0.0,0,0.0,0.0,FR,France +199032,3,1399,0.0,3849.0,2,0.0,6.0,FR,France +199031,3,881,0.0,2206.0,2,0.0,4.0,FR,France +199030,3,425,0.0,1262.0,1,0.0,2.0,FR,France +199029,3,1077,0.0,2643.0,2,0.0,5.0,FR,France +199028,3,959,0.0,2252.0,2,0.0,4.0,FR,France +199027,3,2948,793.0,5103.0,5,1.0,9.0,FR,France +199026,3,7236,2651.0,11821.0,13,5.0,21.0,FR,France +199025,3,7879,3136.0,12622.0,14,6.0,22.0,FR,France +199024,3,5727,2460.0,8994.0,10,4.0,16.0,FR,France +199023,3,3655,1043.0,6267.0,6,1.0,11.0,FR,France +199022,3,4196,1292.0,7100.0,7,2.0,12.0,FR,France +199021,3,1004,0.0,2367.0,2,0.0,4.0,FR,France +199020,3,4506,1771.0,7241.0,8,3.0,13.0,FR,France +199019,3,5897,2440.0,9354.0,10,4.0,16.0,FR,France +199018,3,1738,141.0,3335.0,3,0.0,6.0,FR,France +199017,3,5278,2197.0,8359.0,9,4.0,14.0,FR,France +199016,3,8129,3754.0,12504.0,14,6.0,22.0,FR,France +199015,3,11707,5831.0,17583.0,21,11.0,31.0,FR,France +199014,3,12862,8177.0,17547.0,23,15.0,31.0,FR,France +199013,3,21879,15088.0,28670.0,39,27.0,51.0,FR,France +199012,3,17035,11135.0,22935.0,30,20.0,40.0,FR,France +199011,3,20018,14311.0,25725.0,35,25.0,45.0,FR,France +199010,3,16294,11045.0,21543.0,29,20.0,38.0,FR,France +199009,3,21793,15460.0,28126.0,39,28.0,50.0,FR,France +199008,3,26110,19342.0,32878.0,46,34.0,58.0,FR,France +199007,3,61742,49720.0,73764.0,109,88.0,130.0,FR,France +199006,3,399984,353345.0,446623.0,707,625.0,789.0,FR,France +199005,3,161765,146354.0,177176.0,286,259.0,313.0,FR,France +199004,3,287771,267698.0,307844.0,509,474.0,544.0,FR,France +199003,3,315466,296550.0,334382.0,558,525.0,591.0,FR,France +199002,3,345060,326087.0,364033.0,610,576.0,644.0,FR,France +199001,3,483600,460913.0,506287.0,855,815.0,895.0,FR,France +198952,3,581149,556023.0,606275.0,1035,990.0,1080.0,FR,France +198951,3,821540,793846.0,849234.0,1463,1414.0,1512.0,FR,France +198950,3,749283,723633.0,774933.0,1334,1288.0,1380.0,FR,France +198949,3,358043,340053.0,376033.0,638,606.0,670.0,FR,France +198948,3,119087,108253.0,129921.0,212,193.0,231.0,FR,France +198947,3,40963,33897.0,48029.0,73,60.0,86.0,FR,France +198946,3,23547,17952.0,29142.0,42,32.0,52.0,FR,France +198945,3,22711,16999.0,28423.0,40,30.0,50.0,FR,France +198944,3,23405,17475.0,29335.0,42,31.0,53.0,FR,France +198943,3,29549,23287.0,35811.0,53,42.0,64.0,FR,France +198942,3,39410,32172.0,46648.0,70,57.0,83.0,FR,France +198941,3,43763,35245.0,52281.0,78,63.0,93.0,FR,France +198940,3,31453,24288.0,38618.0,56,43.0,69.0,FR,France +198939,3,24622,18425.0,30819.0,44,33.0,55.0,FR,France +198938,3,18296,13483.0,23109.0,33,24.0,42.0,FR,France +198937,3,12022,8082.0,15962.0,21,14.0,28.0,FR,France +198936,3,4769,2299.0,7239.0,8,4.0,12.0,FR,France +198935,3,4661,1696.0,7626.0,8,3.0,13.0,FR,France +198934,3,6039,2185.0,9893.0,11,4.0,18.0,FR,France +198933,3,7940,3858.0,12022.0,14,7.0,21.0,FR,France +198932,3,7114,2361.0,11867.0,13,5.0,21.0,FR,France +198931,3,2721,0.0,5478.0,5,0.0,10.0,FR,France +198930,3,3168,561.0,5775.0,6,1.0,11.0,FR,France +198929,3,3909,1504.0,6314.0,7,3.0,11.0,FR,France +198928,3,1284,105.0,2463.0,2,0.0,4.0,FR,France +198927,3,3641,1350.0,5932.0,6,2.0,10.0,FR,France +198926,3,5753,2885.0,8621.0,10,5.0,15.0,FR,France +198925,3,6299,3454.0,9144.0,11,6.0,16.0,FR,France +198924,3,6337,3537.0,9137.0,11,6.0,16.0,FR,France +198923,3,11779,7984.0,15574.0,21,14.0,28.0,FR,France +198922,3,9104,4764.0,13444.0,16,8.0,24.0,FR,France +198921,3,9554,4316.0,14792.0,17,8.0,26.0,FR,France +198920,3,6093,1023.0,11163.0,11,2.0,20.0,FR,France +198919,3,0,,,0,,,FR,France +198918,3,13452,1365.0,25539.0,24,2.0,46.0,FR,France +198917,3,10949,7147.0,14751.0,19,12.0,26.0,FR,France +198916,3,10908,7494.0,14322.0,19,13.0,25.0,FR,France +198915,3,9667,6209.0,13125.0,17,11.0,23.0,FR,France +198914,3,15230,10469.0,19991.0,27,19.0,35.0,FR,France +198913,3,10564,6767.0,14361.0,19,12.0,26.0,FR,France +198912,3,13419,9542.0,17296.0,24,17.0,31.0,FR,France +198911,3,16633,12140.0,21126.0,30,22.0,38.0,FR,France +198910,3,12387,8750.0,16024.0,22,16.0,28.0,FR,France +198909,3,12895,9183.0,16607.0,23,16.0,30.0,FR,France +198908,3,19746,15258.0,24234.0,35,27.0,43.0,FR,France +198907,3,27277,21760.0,32794.0,49,39.0,59.0,FR,France +198906,3,47844,40320.0,55368.0,85,72.0,98.0,FR,France +198905,3,52840,45665.0,60015.0,94,81.0,107.0,FR,France +198904,3,54942,47750.0,62134.0,98,85.0,111.0,FR,France +198903,3,66010,58065.0,73955.0,118,104.0,132.0,FR,France +198902,3,112284,102003.0,122565.0,200,182.0,218.0,FR,France +198901,3,202266,188305.0,216227.0,360,335.0,385.0,FR,France +198852,3,467971,447033.0,488909.0,837,800.0,874.0,FR,France +198851,3,872748,846468.0,899028.0,1562,1515.0,1609.0,FR,France +198850,3,1001824,974799.0,1028849.0,1793,1745.0,1841.0,FR,France +198849,3,966523,940068.0,992978.0,1729,1682.0,1776.0,FR,France +198848,3,637811,614785.0,660837.0,1141,1100.0,1182.0,FR,France +198847,3,246062,231234.0,260890.0,440,413.0,467.0,FR,France +198846,3,92484,83160.0,101808.0,165,148.0,182.0,FR,France +198845,3,53940,46148.0,61732.0,97,83.0,111.0,FR,France +198844,3,42106,35336.0,48876.0,75,63.0,87.0,FR,France +198843,3,38252,31909.0,44595.0,68,57.0,79.0,FR,France +198842,3,45495,38467.0,52523.0,81,68.0,94.0,FR,France +198841,3,46336,39344.0,53328.0,83,70.0,96.0,FR,France +198840,3,39882,33507.0,46257.0,71,60.0,82.0,FR,France +198839,3,43730,36755.0,50705.0,78,66.0,90.0,FR,France +198838,3,35243,29367.0,41119.0,63,52.0,74.0,FR,France +198837,3,15537,11911.0,19163.0,28,22.0,34.0,FR,France +198836,3,7539,4840.0,10238.0,13,8.0,18.0,FR,France +198835,3,7797,4762.0,10832.0,14,9.0,19.0,FR,France +198834,3,4950,2005.0,7895.0,9,4.0,14.0,FR,France +198833,3,7937,3861.0,12013.0,14,7.0,21.0,FR,France +198832,3,7033,2595.0,11471.0,13,5.0,21.0,FR,France +198831,3,8758,3591.0,13925.0,16,7.0,25.0,FR,France +198830,3,4205,1224.0,7186.0,8,3.0,13.0,FR,France +198829,3,6103,1013.0,11193.0,11,2.0,20.0,FR,France +198828,3,8562,3483.0,13641.0,15,6.0,24.0,FR,France +198827,3,4690,2196.0,7184.0,8,4.0,12.0,FR,France +198826,3,7065,3905.0,10225.0,13,7.0,19.0,FR,France +198825,3,7657,4664.0,10650.0,14,9.0,19.0,FR,France +198824,3,6676,3978.0,9374.0,12,7.0,17.0,FR,France +198823,3,8695,5755.0,11635.0,16,11.0,21.0,FR,France +198822,3,11566,8282.0,14850.0,21,15.0,27.0,FR,France +198821,3,11107,7742.0,14472.0,20,14.0,26.0,FR,France +198820,3,14118,10223.0,18013.0,25,18.0,32.0,FR,France +198819,3,18260,13847.0,22673.0,33,25.0,41.0,FR,France +198818,3,20415,16281.0,24549.0,37,30.0,44.0,FR,France +198817,3,21750,17436.0,26064.0,39,31.0,47.0,FR,France +198816,3,33730,27496.0,39964.0,60,49.0,71.0,FR,France +198815,3,70616,61754.0,79478.0,126,110.0,142.0,FR,France +198814,3,123868,113211.0,134525.0,222,203.0,241.0,FR,France +198813,3,193710,181519.0,205901.0,347,325.0,369.0,FR,France +198812,3,283445,268834.0,298056.0,507,481.0,533.0,FR,France +198811,3,316175,300858.0,331492.0,566,539.0,593.0,FR,France +198810,3,235142,222004.0,248280.0,421,397.0,445.0,FR,France +198809,3,135564,125263.0,145865.0,243,225.0,261.0,FR,France +198808,3,87753,78449.0,97057.0,157,140.0,174.0,FR,France +198807,3,77099,68423.0,85775.0,138,122.0,154.0,FR,France +198806,3,69349,61502.0,77196.0,124,110.0,138.0,FR,France +198805,3,72705,64952.0,80458.0,130,116.0,144.0,FR,France +198804,3,72818,64944.0,80692.0,130,116.0,144.0,FR,France +198803,3,68869,60922.0,76816.0,123,109.0,137.0,FR,France +198802,3,59743,51907.0,67579.0,107,93.0,121.0,FR,France +198801,3,60929,52573.0,69285.0,109,94.0,124.0,FR,France +198753,3,47257,38170.0,56344.0,85,69.0,101.0,FR,France +198752,3,11935,2353.0,21517.0,21,4.0,38.0,FR,France +198751,3,47744,34266.0,61222.0,86,62.0,110.0,FR,France +198750,3,57767,50181.0,65353.0,104,90.0,118.0,FR,France +198749,3,49380,42461.0,56299.0,89,77.0,101.0,FR,France +198748,3,41871,35115.0,48627.0,75,63.0,87.0,FR,France +198747,3,29688,23465.0,35911.0,53,42.0,64.0,FR,France +198746,3,37216,30199.0,44233.0,67,54.0,80.0,FR,France +198745,3,35456,29024.0,41888.0,64,52.0,76.0,FR,France +198744,3,41024,33829.0,48219.0,74,61.0,87.0,FR,France +198743,3,46356,38370.0,54342.0,83,69.0,97.0,FR,France +198742,3,38021,30236.0,45806.0,68,54.0,82.0,FR,France +198741,3,42021,32016.0,52026.0,76,58.0,94.0,FR,France +198740,3,24641,15930.0,33352.0,44,28.0,60.0,FR,France +198739,3,32328,23548.0,41108.0,58,42.0,74.0,FR,France +198738,3,16782,11870.0,21694.0,30,21.0,39.0,FR,France +198737,3,11208,6542.0,15874.0,20,12.0,28.0,FR,France +198736,3,7906,4014.0,11798.0,14,7.0,21.0,FR,France +198735,3,6149,2970.0,9328.0,11,5.0,17.0,FR,France +198734,3,6631,2734.0,10528.0,12,5.0,19.0,FR,France +198733,3,6404,1834.0,10974.0,12,4.0,20.0,FR,France +198732,3,7215,2353.0,12077.0,13,4.0,22.0,FR,France +198731,3,8233,3655.0,12811.0,15,7.0,23.0,FR,France +198730,3,4642,1301.0,7983.0,8,2.0,14.0,FR,France +198729,3,4389,913.0,7865.0,8,2.0,14.0,FR,France +198728,3,2702,138.0,5266.0,5,0.0,10.0,FR,France +198727,3,10171,5904.0,14438.0,18,10.0,26.0,FR,France +198726,3,12341,7824.0,16858.0,22,14.0,30.0,FR,France +198725,3,23413,15490.0,31336.0,42,28.0,56.0,FR,France +198724,3,11289,7282.0,15296.0,20,13.0,27.0,FR,France +198723,3,15857,10943.0,20771.0,29,20.0,38.0,FR,France +198722,3,14887,9743.0,20031.0,27,18.0,36.0,FR,France +198721,3,17619,12649.0,22589.0,32,23.0,41.0,FR,France +198720,3,10344,6454.0,14234.0,19,12.0,26.0,FR,France +198719,3,12539,7943.0,17135.0,23,15.0,31.0,FR,France +198718,3,16095,10330.0,21860.0,29,19.0,39.0,FR,France +198717,3,21256,14850.0,27662.0,38,26.0,50.0,FR,France +198716,3,32416,25100.0,39732.0,58,45.0,71.0,FR,France +198715,3,44292,36456.0,52128.0,80,66.0,94.0,FR,France +198714,3,50642,41866.0,59418.0,91,75.0,107.0,FR,France +198713,3,62246,52749.0,71743.0,112,95.0,129.0,FR,France +198712,3,59625,50653.0,68597.0,107,91.0,123.0,FR,France +198711,3,53561,45035.0,62087.0,96,81.0,111.0,FR,France +198710,3,93067,80519.0,105615.0,167,144.0,190.0,FR,France +198709,3,147006,133519.0,160493.0,264,240.0,288.0,FR,France +198708,3,217779,202179.0,233379.0,391,363.0,419.0,FR,France +198707,3,288180,270718.0,305642.0,518,487.0,549.0,FR,France +198706,3,296702,279051.0,314353.0,533,501.0,565.0,FR,France +198705,3,236046,219483.0,252609.0,424,394.0,454.0,FR,France +198704,3,158333,143625.0,173041.0,285,259.0,311.0,FR,France +198703,3,103841,91699.0,115983.0,187,165.0,209.0,FR,France +198702,3,74213,64014.0,84412.0,133,115.0,151.0,FR,France +198701,3,69745,59207.0,80283.0,125,106.0,144.0,FR,France +198652,3,76263,64958.0,87568.0,138,118.0,158.0,FR,France +198651,3,72920,63047.0,82793.0,132,114.0,150.0,FR,France +198650,3,73413,64019.0,82807.0,133,116.0,150.0,FR,France +198649,3,56296,48229.0,64363.0,102,87.0,117.0,FR,France +198648,3,46031,38578.0,53484.0,83,70.0,96.0,FR,France +198647,3,36740,29710.0,43770.0,66,53.0,79.0,FR,France +198646,3,32134,25327.0,38941.0,58,46.0,70.0,FR,France +198645,3,38964,31382.0,46546.0,70,56.0,84.0,FR,France +198644,3,28646,22048.0,35244.0,52,40.0,64.0,FR,France +198643,3,27532,20842.0,34222.0,50,38.0,62.0,FR,France +198642,3,31815,25124.0,38506.0,57,45.0,69.0,FR,France +198641,3,32864,25939.0,39789.0,59,47.0,71.0,FR,France +198640,3,33516,26776.0,40256.0,60,48.0,72.0,FR,France +198639,3,28665,22477.0,34853.0,52,41.0,63.0,FR,France +198638,3,26615,20479.0,32751.0,48,37.0,59.0,FR,France +198637,3,15998,10802.0,21194.0,29,20.0,38.0,FR,France +198636,3,9182,4982.0,13382.0,17,9.0,25.0,FR,France +198635,3,10587,4470.0,16704.0,19,8.0,30.0,FR,France +198634,3,5762,858.0,10666.0,10,1.0,19.0,FR,France +198633,3,3115,554.0,5676.0,6,1.0,11.0,FR,France +198632,3,1027,0.0,2311.0,2,0.0,4.0,FR,France +198631,3,2247,0.0,4574.0,4,0.0,8.0,FR,France +198630,3,2346,141.0,4551.0,4,0.0,8.0,FR,France +198629,3,3654,931.0,6377.0,7,2.0,12.0,FR,France +198628,3,2327,0.0,5318.0,4,0.0,9.0,FR,France +198627,3,7529,3353.0,11705.0,14,6.0,22.0,FR,France +198626,3,8778,5106.0,12450.0,16,9.0,23.0,FR,France +198625,3,11075,6804.0,15346.0,20,12.0,28.0,FR,France +198624,3,11160,7252.0,15068.0,20,13.0,27.0,FR,France +198623,3,14372,9896.0,18848.0,26,18.0,34.0,FR,France +198622,3,9717,5594.0,13840.0,18,11.0,25.0,FR,France +198621,3,14460,9575.0,19345.0,26,17.0,35.0,FR,France +198620,3,17133,12106.0,22160.0,31,22.0,40.0,FR,France +198619,3,22177,16008.0,28346.0,40,29.0,51.0,FR,France +198618,3,31736,24115.0,39357.0,57,43.0,71.0,FR,France +198617,3,34874,27440.0,42308.0,63,50.0,76.0,FR,France +198616,3,41196,32894.0,49498.0,74,59.0,89.0,FR,France +198615,3,42659,33537.0,51781.0,77,61.0,93.0,FR,France +198614,3,49792,39728.0,59856.0,90,72.0,108.0,FR,France +198613,3,87249,63562.0,110936.0,157,114.0,200.0,FR,France +198612,3,124777,97237.0,152317.0,225,175.0,275.0,FR,France +198611,3,168146,151035.0,185257.0,303,272.0,334.0,FR,France +198610,3,257305,231225.0,283385.0,464,417.0,511.0,FR,France +198609,3,321140,296644.0,345636.0,580,536.0,624.0,FR,France +198608,3,448786,419219.0,478353.0,810,757.0,863.0,FR,France +198607,3,490723,460150.0,521296.0,886,831.0,941.0,FR,France +198606,3,439300,411764.0,466836.0,793,743.0,843.0,FR,France +198605,3,364727,339868.0,389586.0,658,613.0,703.0,FR,France +198604,3,348509,322464.0,374554.0,629,582.0,676.0,FR,France +198603,3,271539,248654.0,294424.0,490,449.0,531.0,FR,France +198602,3,178138,159344.0,196932.0,322,288.0,356.0,FR,France +198601,3,112614,96539.0,128689.0,203,174.0,232.0,FR,France +198552,3,86452,72250.0,100654.0,157,131.0,183.0,FR,France +198551,3,114666,99538.0,129794.0,208,181.0,235.0,FR,France +198550,3,86031,73604.0,98458.0,156,133.0,179.0,FR,France +198549,3,65931,55326.0,76536.0,120,101.0,139.0,FR,France +198548,3,68291,57581.0,79001.0,124,105.0,143.0,FR,France +198547,3,66177,55221.0,77133.0,120,100.0,140.0,FR,France +198546,3,70534,58788.0,82280.0,128,107.0,149.0,FR,France +198545,3,57514,47167.0,67861.0,104,85.0,123.0,FR,France +198544,3,67356,55744.0,78968.0,122,101.0,143.0,FR,France +198543,3,87402,74208.0,100596.0,158,134.0,182.0,FR,France +198542,3,76218,64604.0,87832.0,138,117.0,159.0,FR,France +198541,3,45712,36755.0,54669.0,83,67.0,99.0,FR,France +198540,3,49739,40335.0,59143.0,90,73.0,107.0,FR,France +198539,3,39819,31234.0,48404.0,72,56.0,88.0,FR,France +198538,3,27605,20614.0,34596.0,50,37.0,63.0,FR,France +198537,3,22219,15626.0,28812.0,40,28.0,52.0,FR,France +198536,3,27986,18992.0,36980.0,51,35.0,67.0,FR,France +198535,3,30215,18546.0,41884.0,55,34.0,76.0,FR,France +198534,3,40389,24786.0,55992.0,73,45.0,101.0,FR,France +198533,3,22611,8819.0,36403.0,41,16.0,66.0,FR,France +198532,3,7488,1851.0,13125.0,14,4.0,24.0,FR,France +198531,3,16958,8479.0,25437.0,31,16.0,46.0,FR,France +198530,3,11598,5507.0,17689.0,21,10.0,32.0,FR,France +198529,3,13054,6474.0,19634.0,24,12.0,36.0,FR,France +198528,3,14588,7659.0,21517.0,26,13.0,39.0,FR,France +198527,3,19670,11761.0,27579.0,36,22.0,50.0,FR,France +198526,3,18609,12637.0,24581.0,34,23.0,45.0,FR,France +198525,3,19362,12454.0,26270.0,35,22.0,48.0,FR,France +198524,3,19855,13577.0,26133.0,36,25.0,47.0,FR,France +198523,3,19373,10010.0,28736.0,35,18.0,52.0,FR,France +198522,3,24099,17190.0,31008.0,44,31.0,57.0,FR,France +198521,3,26096,19621.0,32571.0,47,35.0,59.0,FR,France +198520,3,27896,20885.0,34907.0,51,38.0,64.0,FR,France +198519,3,43154,32821.0,53487.0,78,59.0,97.0,FR,France +198518,3,40555,29935.0,51175.0,74,55.0,93.0,FR,France +198517,3,34053,24366.0,43740.0,62,44.0,80.0,FR,France +198516,3,50362,36451.0,64273.0,91,66.0,116.0,FR,France +198515,3,63881,45538.0,82224.0,116,83.0,149.0,FR,France +198514,3,134545,114400.0,154690.0,244,207.0,281.0,FR,France +198513,3,197206,176080.0,218332.0,357,319.0,395.0,FR,France +198512,3,245240,223304.0,267176.0,445,405.0,485.0,FR,France +198511,3,276205,252399.0,300011.0,501,458.0,544.0,FR,France +198510,3,353231,326279.0,380183.0,640,591.0,689.0,FR,France +198509,3,369895,341109.0,398681.0,670,618.0,722.0,FR,France +198508,3,389886,359529.0,420243.0,707,652.0,762.0,FR,France +198507,3,471852,432599.0,511105.0,855,784.0,926.0,FR,France +198506,3,565825,518011.0,613639.0,1026,939.0,1113.0,FR,France +198505,3,637302,592795.0,681809.0,1155,1074.0,1236.0,FR,France +198504,3,424937,390794.0,459080.0,770,708.0,832.0,FR,France +198503,3,213901,174689.0,253113.0,388,317.0,459.0,FR,France +198502,3,97586,80949.0,114223.0,177,147.0,207.0,FR,France +198501,3,85489,65918.0,105060.0,155,120.0,190.0,FR,France +198452,3,84830,60602.0,109058.0,154,110.0,198.0,FR,France +198451,3,101726,80242.0,123210.0,185,146.0,224.0,FR,France +198450,3,123680,101401.0,145959.0,225,184.0,266.0,FR,France +198449,3,101073,81684.0,120462.0,184,149.0,219.0,FR,France +198448,3,78620,60634.0,96606.0,143,110.0,176.0,FR,France +198447,3,72029,54274.0,89784.0,131,99.0,163.0,FR,France +198446,3,87330,67686.0,106974.0,159,123.0,195.0,FR,France +198445,3,135223,101414.0,169032.0,246,184.0,308.0,FR,France +198444,3,68422,20056.0,116788.0,125,37.0,213.0,FR,France -- 2.18.1