From fb76e96c2b8a2ced7e0be20f22724b8e72fb5be1 Mon Sep 17 00:00:00 2001 From: 243f125ae746d3be14e966cee0aacb8b <243f125ae746d3be14e966cee0aacb8b@app-learninglab.inria.fr> Date: Fri, 24 Nov 2023 15:40:00 +0000 Subject: [PATCH] =?UTF-8?q?Premi=C3=A8re=20session=20de=20travail?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- module2/exo1/toy_notebook_fr.ipynb | 145 +- module3/exo1/syndrome-grippal.csv | 2038 +++++++++++++++++ module3/exo3/Cholera_Deaths.dbf | Bin 0 -> 2848 bytes module3/exo3/Cholera_Deaths.prj | 1 + module3/exo3/Cholera_Deaths.sbn | Bin 0 -> 2884 bytes module3/exo3/Cholera_Deaths.sbx | Bin 0 -> 396 bytes module3/exo3/Cholera_Deaths.shp | Bin 0 -> 7100 bytes module3/exo3/Cholera_Deaths.shx | Bin 0 -> 2100 bytes module3/exo3/Pumps.dbf | Bin 0 -> 122 bytes module3/exo3/Pumps.prj | 1 + module3/exo3/Pumps.sbx | Bin 0 -> 124 bytes module3/exo3/Pumps.shp | Bin 0 -> 324 bytes module3/exo3/Pumps.shx | Bin 0 -> 164 bytes ...nalyse-epidemie-cholera-londres-1854.ipynb | 264 +++ module3/exo3/exercice.ipynb | 25 - 15 files changed, 2446 insertions(+), 28 deletions(-) create mode 100644 module3/exo1/syndrome-grippal.csv create mode 100644 module3/exo3/Cholera_Deaths.dbf create mode 100644 module3/exo3/Cholera_Deaths.prj create mode 100644 module3/exo3/Cholera_Deaths.sbn create mode 100644 module3/exo3/Cholera_Deaths.sbx create mode 100644 module3/exo3/Cholera_Deaths.shp create mode 100644 module3/exo3/Cholera_Deaths.shx create mode 100644 module3/exo3/Pumps.dbf create mode 100644 module3/exo3/Pumps.prj create mode 100644 module3/exo3/Pumps.sbx create mode 100644 module3/exo3/Pumps.shp create mode 100644 module3/exo3/Pumps.shx create mode 100644 module3/exo3/analyse-epidemie-cholera-londres-1854.ipynb delete mode 100644 module3/exo3/exercice.ipynb diff --git a/module2/exo1/toy_notebook_fr.ipynb b/module2/exo1/toy_notebook_fr.ipynb index 0bbbe37..b65a189 100644 --- a/module2/exo1/toy_notebook_fr.ipynb +++ b/module2/exo1/toy_notebook_fr.ipynb @@ -1,5 +1,145 @@ { - "cells": [], + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# À propos du calcul de $\\pi$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## En demandant à la lib maths\n", + "Mon ordinateur m'indique que $\\pi$ vaut *aproximativement*" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3.141592653589793\n" + ] + } + ], + "source": [ + "from math import *\n", + "print(pi)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## En utilisant la méthode des aiguilles de Buffon\n", + "Mais calculé avec la **méthode** des [aiguilles de Buffon](https://fr.wikipedia.org/wiki/Aiguille_de_Buffon), on obtiendrait comme **approximation** :" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3.128911138923655" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Avec un argument \"fréquentiel\" de surface\n", + "Sinon, une méthode plus simple à comprendre et ne faisant pas intervenir d'appel à la fonction sinus se base sur le fait que si $X\\sim U(0,1)$ et $Y\\sim U(0,1)$ alors $P[X^2+Y^2\\leq 1] = \\pi/4$ (voir [méthode de Monte Carlo sur Wikipedia](https://fr.wikipedia.org/wiki/M%C3%A9thode_de_Monte-Carlo#D%C3%A9termination_de_la_valeur_de_%CF%80)). Le code suivant illustre ce fait :" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline \n", + "import matplotlib.pyplot as plt\n", + "\n", + "np.random.seed(seed=42)\n", + "N = 1000\n", + "x = np.random.uniform(size=N, low=0, high=1)\n", + "y = np.random.uniform(size=N, low=0, high=1)\n", + "\n", + "accept = (x*x+y*y) <= 1\n", + "reject = np.logical_not(accept)\n", + "\n", + "fig, ax = plt.subplots(1)\n", + "ax.scatter(x[accept], y[accept], c='b', alpha=0.2, edgecolor=None)\n", + "ax.scatter(x[reject], y[reject], c='r', alpha=0.2, edgecolor=None)\n", + "ax.set_aspect('equal')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Il est alors aisé d'obtenir une approximation (pas terrible) de $\\pi$ en comptant combien de fois, en moyenne, $X^2 + Y^2$ est inférieur à 1 :" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3.112" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "4*np.mean(accept)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext_rp2.ipython" + ] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +156,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } - diff --git a/module3/exo1/syndrome-grippal.csv b/module3/exo1/syndrome-grippal.csv new file mode 100644 index 0000000..bdc2bb6 --- /dev/null +++ b/module3/exo1/syndrome-grippal.csv @@ -0,0 +1,2038 @@ +# @source="réseau Sentinelles, INSERM, Sorbonne Université, https://www.sentiweb.fr", @meta={"period":[198444,202344],"geo":["PAY",1],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false,"age_group":false}, @date=2023-11-08T16:10:20+01:00, 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a/module3/exo3/Pumps.shp b/module3/exo3/Pumps.shp new file mode 100644 index 0000000000000000000000000000000000000000..eb76199858d5ff403d8b2512a78cb512f1c2fc47 GIT binary patch literal 324 zcmZQzQ0HR64i>#&W?*0h$|)^9RAsNG;OOBPym&D$o8vySs!J=i6deDA`aSfOV{^o= z9Yqvm3>S!KT&ykfQeDCE5u1D?ha^}p6HM-De6nyL(4L;<-HN-Vz;ZwrK=i@ffMh2N zOb+Ir2mZw?9*TnXvBKn9eu`wy(o}GKB7QxO4I;+|lM`%X*NN6paNHK}c=?hLSRXq~ jj{Cb^Nik3#%+Ek^4w&49j51RNpdZ+zuAI6i$mR$DvIaWH literal 0 HcmV?d00001 diff --git a/module3/exo3/Pumps.shx b/module3/exo3/Pumps.shx new file mode 100644 index 0000000000000000000000000000000000000000..4cc4dce7a38b6134528db8643ce7a4e6fe70b25d GIT binary patch literal 164 zcmZQzQ0HR64uW1VGcYg$<&>5ls&2gVu)uokM3XXq5{T}+tu{mPb ejv{IV=1.13 in /opt/conda/lib/python3.6/site-packages (from pygeos) (1.19.5)\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import geopandas as gpd\n", + "from geopandas.tools import overlay" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Localisation des décès liés au choléra et des pompes à eau" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Les données sur l'emplacement des décès liés au choléra et des pompes à eau sont disponibles sur [le blog du docteur Robin Wilson](https://blog.rtwilson.com/). Nous les récupérons sous forme de fichiers au format SHP, SHX et DBF." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Adresse du téléchargement des données : https://rtwilson.com/downloads/SnowGIS_SHP.zip\n", + "\n", + "Dans le cas de ce fichier computationnel, nous utiliserons directement données qui ont été importées dans le dossier Jupyter de l'exercice." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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mpAnuxak2Jfg9YTZV1ZxTkrQRuBqYJWmE4orYjcC6NLI5RJrPiYgXJT0IvAQcBm6OiN8C+yStArZJ+l9gN/CZ9CPWA/dLGqYYIS1LxxqVdCfwTGp3R0RUT7i3rf7+o+eUwO8Js6lBxaCkfVQqlRgaGmp1N5picLCYQ9qzpxgh9fd7kttOX5J2RESlVju/9y1jfk+YTUV+m4mZZcWhZGZZcSiZWVYcSmaWFYeSmWXFoWRmWXEomVlWHEpmlhWHkpllxaFkZllxKJlZVhxKZpYVh5KZZcWhZGZZcSiZWVYcSmaWFYeSmWXFoWRmWXEomVlWHEpmlhWHkpllxaFkZllxKJlZVhxKZpYVh5KZZcWhZGZZcSiZWVZqhpKkDZL2S3qhVJsvabuknZKGJC0obbtV0rCkVyQtSbVzUtvx2y8l3ZO2nSVpU9rnKUndpWP1StqVbr3NfOBmlqd6Rkr3AtdU1dYAqyJiPnB7WkfSpcAy4LK0z9cknRERb0bE/PEbsBt4OB3rBuBgRFwM3A2sTsc6H1gJXAEsAFZKmtHwIzWz00LNUIqIbcBodRk4Ny1PB/al5aXAAxHx64h4DRimCJR3SLoEuAB4orTPfWn5IWCRJAFLgK0RMRoRB4GtHBuOZtZmOhrc7xZgi6S1FMF2ZapfCGwvtRtJtbLrgU0REaV99gJExGFJbwAzy/XjHAsASX1AH8DcuXMbfEhmloNGJ7pvApZHxBxgObA+1TVB26haXwZsLK2/2z71HKsoRgxERCUiKl1dXcftuJnlrdFQ6uXInNBmjpyijQBzSu1mc+TUDkkfBjoiYkepzTv7SOqgOB0crXUsM2tPjYbSPuCqtLwQ2JWWHwGWpStqFwGXAE+X9rueo0dJ4/uMX1m7DngsndptARZLmpEmuBenmpm1sZpzSpI2AlcDsySNUFwRuxFYl0Y2h0jzORHxoqQHgZeAw8DNEfHb0uH+AviTqh+xHrhf0jDFCGlZOtaopDuBZ1K7OyKiesLdzNqMjsw3t4dKpRJDQ0Ot7oaZVZG0IyIqtdr5Fd1mlhWHkpllxaFkZllxKJlZVhxKZpYVh5KZZcWhZNZkg4PQ3Q3TphX3g4Ot7tHppdE35JrZBAYHoa8PxsaK9d27i3WAnp7W9et04pGSWROtWHEkkMaNjRV1q49DyayJ9uyZXN2O5VAya6J3+zgvf8xX/RxKZk3U3w+dnUfXOjuLutXHoWTWRD09MDAA8+aBVNwPDHiSezJ89c2syXp6HEInwiMlM8uKQ8nMsuJQMrOsOJTMLCsOJTPLStt9RrekAxRfC34iZgG/bEJ3msl9qo/7VJ9W9GleRNT8Ysa2C6VmkDRUzwecn0ruU33cp/rk2KdxPn0zs6w4lMwsKw6liQ20ugMTcJ/q4z7VJ8c+AZ5TMrPMeKRkZnmJiLa6Aa8DzwM7gaFU+zLwMvAc8C3gvFQ/E/hGav8T4OpU7wS+k/Z5EfhS6fhnAZuAYeApoLu0rRfYlW69zexT2va9VHsR+FfgjFb3qXS8R4AXMnmefgi8ko6zE7gggz6dSXHK9LO076db2SfgnNLzs5Pi5QH3NNqnpv4fbnWINP0BFf9gs6pqi4GOtLwaWJ2Wbwa+kZYvAHZQjB47gY+X/lGfAD6Z1j8H/GtaXgZsSsvnA6+m+xlpeUaz+pTWz033Av4dWNbqPqXanwH/xtGh1Mrn6YdAZYLfjVb2aRVwV1qeNn7MVv/blfbfAfxxo31q5m1KnL5FxPcj4nBa3Q7MTsuXAo+mNvuB/6H4ZR6LiMdT/TfAs6V9lgL3peWHgEWSBCwBtkbEaEQcBLYC1zSrT2n9V6lNB0VYjk8ItqxPkt4HfAG4q+pwLevTcbSyT58F/jFt+7+IGH/hYsufJ0mXUATWE83sU6PaMZQC+L6kHZL6Jtj+WeC7afknwFJJHZIuAi4H5pQbSzoP+BTpHxa4ENgLkH4J3gBmluvJSKo1tU+StgD7gTcpfmFa3ac7gX8Cqj4uv7XPE/ANSTsl3Zb+Q7WsT+l3COBOSc9K2izp/Zk8TwDXU4yGxv/INdKnpmnHD3n7WETsk3QBsFXSyxGxDUDSCuAwMP5NXBuA3weGKN6a8qO0ndS+A9gIfCUiXh0vT/Az4zj1pvYpIpZIem9qv5Dir1VL+iRpPnBxRCyX1F31c1r5PPVExM8lnUNxmvvXwDdb2KcOipHLf0bEFyR9AVib+tXS36dkWerLuEb61DRtN1KKiH3pfj/FhN8CAEm9wJ9S/MJGanM4IpZHxPyIWAqcRzGBN24A2BUR95RqI6S/NCm0pgOj5XoyGxjvSzP7REQcophYXtriPn0UuFzS68CTwO9J+mGrn6eI+Hm6f5NirmtBi/v03xQjyW+l428G/rDVz1Pa58MUc1E7Sj9r0n1qqkYno3K8AWcD55SWf0RxznsN8BLQVdW+Ezg7LX8C2FbadhfFX9lpVfvczNGTgA/GkUnA1ygmAGek5fOb1SfgfcAH0nIHxdWRz7eyT1Vtujl6ortVz1MHRyaR30Nxivv3rX6egAeAhWn5M8DmVvcp1b4ErDqR3/Gm/z9udZA09cHABynOoccvm69I9WGKc+Hxy5/jT3g3xaXjnwI/oHgXMxR/ASLVx/f5u7TtvRR/6YaBp4EPln7+Z1N9GPjbJvfp/cAzFJd8XwT+mSNXW1rSp6rnvpujQ6lVz9PZFFeSxp+ndRx56UTLnidgHrAt9etRYG6r+5S2vwp8qKo2qT41++ZXdJtZVtpuTsnMTm8OJTPLikPJzLLiUDKzrDiUzCwrDiUzy4pDycyy4lAys6z8P0wISEHFUvdoAAAAAElFTkSuQmCC\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pompes=gpd.read_file('Pumps.shp')\n", + "pompes.plot(color='blue')" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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4h/3XXXo98CKRs36dS68vqutEi9cQRCqLEI5731Wp6zzgZa5x050lfe+MqUgw8QLuA14Ffkbkd7qWqEdxN/A0UXjDubHy+4gc/Idd+bNd/lfc5/fc3//i8k8G7icKlXgSOCu2r2tc/l7gap8TmljxGvpbuOhB9BGNPMurSnhDXZqOzRrT2K+glteQtokVr6G/hbPis2Zn/VeVzttHFyIeQpCzWFqKAmWH/D/PwMRr0hiHt/DSUno0fNa5pT2kTTSdq+4zzxquYynnBeIOydrOwMRr0hi65TWiL8vYhwhMje8nKXx1/l95Q5YGLlyqJl6Tx9B9XiN8ne5NCrPPEKO6x65jKeddoyF21iTwFS+bVWJcGJcI7KyYqeSsok3Eqo1ipj75yeJpcOqOUKgTPJxXRnVypsvxUbghbRNreXVFaB+T7xqGoS2LsgO661peTfm8huwycGDNRqMRktMjr1lT7QH0PUaTTaD4cbJ67pp0isf9aqPjlwmYLZrqZ0idNTFMvIbGEAJMx+GNn+eILxKCMuJSpj5VLbCizo0+/x9yMPEaEiGd7UkRDNncCrniddv4WCp5ItDUy6ROr2Oe+A6xs8Zh4jUkQoU5+FhGdW5qX0ulb2/8qhMUtiEAdXod814mmzf335LPwMRrSOSJQpmbztcyqiouPvvv4xu/TOxY2emdm6qbz/+ojCj38f+SgYnXkMhrzoSY57zKWz2NtIdl9eqo/n1+w7cxYNuHNL9mXZdB3jChvlvEGZh4dUVZx/vS0ok9dsltdtbv2E1bXvHzG1kpo/31QbTKRrOPhLyJc0jzPeYNFarTxGv6pdUyJl5dUOUt6is4vt3nRUIYKpShb9H8ZccRjl4KTdQ5b9GOJqwh33vI9yXYMSZeXVDFfxHaCZ7XBA1lXfRxHGWTMziEqktT1pCv72v16n5YyAWYeHVBnhBVmYOqyk3exuwSoToYQtKHWTXiTWrfLZTg+4aCDMDv5SteNraxDEXzheeNOcsab5a3pLvvvn3KhVxwI29fXY2p63qhkeSq3Gk0OT5zcRHWri0u15dVo0Lgo3BD2hqzvHz8PFVnIyh6Y4uEmUMqFEXn2cXbvW0/XLIZWmT1tDE+08cFMUaWV+diE3oLLl5FwpK8GXyEKIu8m69KnbMekhD+n6WlaudY5Ti+dW1zTGTZQdxdxoy1IeYBMfEKgc9NmnxQy4pdnDYc4SEtlKbqG2oiwPi+QgpaGb9W0bUIWb+8Xs6+hLN4YOIVAp+bNH5zFold0YPXRtMnpOA0Ud+qTe+0/aQ15UJczzpBr8lZOVavDn/9BjosaISJVwiKbtLkjVZkcfnGamXdfCFuzNC9cqEeljI9dUV1bdonVzU2bxxm5WgBE68QlBWjUMIQYhhJ2WjzLuY/z2seVnm4fQWwrk+uqnVYprk5wZh4haCsYIRokmUdM6s3K6v3smy0edG5haas07uojmX2F8KyqeKXKzOMZ4DNvVCYeIWibG+X7/qCaZZV2QDHLCvCJ9q8qTX/fK9X2Sj0Ud3q7q8JgW7inCe46Wji1RU+YQpVLI6imzx+XB+hCxWWUXRuWeJd5vx8xMbHqulq8dkRZf73AxlE3QQmXn2linU1evCqNAWT+yiqR50mi0+z2beuZS2kEJ0lbVAmuLVP9a5KhQ4dE6++UsYxnSZSZZzwyW1q6tjcW3kPTdXZB3w6LIoCeKHaVDttR9iHom54TZ+p+D8x8eorVQbuFt28VQSxaGsqaDWvrnlzXvlQ9i3fl5ioOoHNXeFz7Sp2YJl49ZUmmk1Vm6JFohni3Hxj4WZnm+tEqFrXtmnCD9kEvteuYuiQiVceXb1x42/Yqan0f6qvtZXcb8hOgDrWVxMdFk04r/NEtCua8EM2ga9FZZZXYPHq6o2bdtw1a8LN/54X/pC3pYlo09elbHBqE5ZXH+ckW1pqdsbVUPhaVObzCixebQx+Dn1cX0sx7WYZ3WhZq1un+ZmavC7xc/ER26YENK+p3aX1VSTifbDAygZMW29jIPHqasbNqsctenslb468OaOybqSiuKu6VB0G1OSQpaJzrnvcqq6JIv9l26Mg0oKp09ZJCDjFtIlXFkOzvPJ+V7cJ7GMFxf0tVR7IkMOAQvsqi2KsqlLn/+JzvdpoQmadQ9Y1C2itmnhl0Sefl89xs27g0QNc9UYqIyp1hLJKT2haJHwT/7emLM66L0ifoWJN369l/28BWy7BxAu4C3gNeCaWdw7wOPAUsAKc5/JngUeAw8Dtif2cC/wtsBf4KiAu/yRgp8t/ApiP/WYLsMdtW3xOaBC9jWXikPIcuHWczmXHFvqMl0w7N59mos8q1U1ZzFmWRJ0evlCuibz/UdMv3LKxgwGtwZDi9XHgIwnxehi41KUvAx516Q8AHwOuSxGvJ4HzAQH+Mvb764E7XPoKYKdLrwdecH/XufS6ovr2Ps6rDEVd53UCG8tOQZP3QOZZRaF8OE35Kpvo4QsltEXWcZMdC3lWfcMtl6DNRmA+IV4PAb/j0lcCf5Io/6m4eAGnAc/HPl8JfC22r/NdehXwuhO498u4774GXFlU17ESr6KgxTpOZ1/Lq0iEioJL83pAQziyQ7zxs869zgSNoR7wpjsW8o6bN5a2wZZL0+L1K8AB4CXgx8BconxSvBaAb8U+/0vgf7v0M8AZse9+BGwAPgP851j+54DPZNRvq2u+rmzatCnohewUnwc2z+lcNFmhj2M47qyvGlwa4mZv0ldZZME2Eawbsn5N0ZF7pWnx+irwCZf+7bgwabp4/YsU8fozl342Rbxmgf+UIl7/saiuY2V5+TywRaKSd3OXfatv2xZmxtM616OJh6noGnY9bCjv/zSGU+c0LV5vcczhLsBPEuWt2RgKnwe2zs3t6xQua3m19cCHErQi/1wX02THKRMYOnCaFq/ngAtcejOwO1H+OPFyed8DfpVjDvvLXP4NHO+w/7pLrwdeJHLWr3Pp9UV1HTvx8qWqT8jXcivTO9nWg95EUzLPsuzSAusqxKcDgokXcB/wKvAz4GXgWqIexd3A00ThDefGyu8DDhGFS7wMnO3yF4j8Wz8Cbo9ZbicD9xOFSjwJnBXb1zUufy9wtc8J9U68sqKUQzd/6gZGFlludZb7aoomnPhFIt2lpdNViE/LBLW8hrQ1Il5Vb5o0QVmzJvxafXXrqVosBHkPdVcLmzYRPlFkiY6hj6lvmHiFoo5FU6ap1bXvIu08V68+fubVtDFtXc4LXzR0qqqQLy21O7eYcRwmXqGo0jTxCc7s4xs9/sCniVVczLputiwtZa+IXXdG1tH+J8TH1DdMvEJRtmlSdSBy397oeUGpXfld4i+FtP/LyArMqnvZjoSkmPdFuMccE69QlLW8qgxE7uMbvW8Oep+XwkicQvcYlrXCJsSx3hQmXqEoe+OWCeIsO7VMmw9EX/x1ZZvgMzOqa9eGrW+ZF5g1N2tj4hWSMsKRN1yn6gPUxQNRpvkb2l9X1Dysu5WtbxnXQZNjMCcEE6+u8BGvUAuqNv1AJEW7jSjvqj7DMluTlldXM/WOEb7iNYURlkOHsr8Tgbk52LEDFhf993ngQHb+8jLMz8PUVPR3eblMbfNZXIR9++C996K/t90GMzPHl5mZge3bwx3z5pvhyJFw+0tSpb7bt6ef92WXnXjtN21K30dWvlEdH4Ub0ta55dVm1HcLcyudQFM9cGV9W3Nz6SERec1Mkeg3dc8769ihwjQmHKzZ2BFN+Key9tnFYN08f1SdOat8m4pps2oUiUoT16apAFnDxKtTmhq7mNxn2/4V3znAyp5LkZ+w7PCjoql+QvxPzLfVGCZek0DbjnzfZl2eMJR1yI+G6SQFp+gFUVTXutaw9So2honXJNB2CEXdwNW8MYN5FldyvyEmaawrNBbP1RgmXpNCm/6VMg715OIQZS2uvEUxfK0en06AEJ0M5tsKiq94jebUGhsWFhZ0ZWWl62qMJ8vLsHWrfyjD0tKxkJD5edi/P7vs7CysXRuFf2zalF82C5EorCNJ3rFnZsqHrhiNIiK7VXWhqJzFeRn+LC5GD/rc3LGYtdnZ7PK/93vH4qDyxGhmJoohi8eUzc1llxdJz8+KpUqL0xpx5EgUW2YMDhMvoxxpgatZvPFGJFp51v30dLrlkyc4qukCdvhwepDuSHSzyAoCDklWMHGTQcbjjk/bckjbxPm8+oDveM6yPX5FIQ9Z83ll7TPP/9XklDdp/r6RTy9UrNwYgTnsjdao4oz3FYg853zZcIU6wbB1KDtN0vT0RHcCmHgZ7dLUIO68kIQqgaJlhiGFitmqMzPGBFpiJl5Gt+SJTtkQg6zydQJFfQQlVLR81WZ1aBEdCL7iZQ77SaJN53Baz+TIab516zFH/v790ee8uiQ7CUbO/azZHnxmjfCZ5aEvM0G00aEwRHwUbkibWV4JmhhIXYdQw2ri55U1hKjo93n+r5DXpsjKG31vKxapqr/l1bnYhN5MvGKEHiITIqI8xIDmoqE5vvVsa4GNPB9b/Fg25EhVTbwM1TADqUeEerBCWF55qwP1cT6tMtfOhhyZeBkaZgWgot65kL2HIc4r67uyy56FxkTJGxMvo95AalW/ZmeVHrm6D3KV5eX6YIEZXviKl/U2jjN5Q2ySvPHGiT1+PvPJV+mRy+o99KXMecWxcYxjhYnXOJMMV8gbRA3Rgx0Ppyia2SH04hu+jM5rerr8b6vMVmH0EhOvcSdu5axdm192FHNVNJgaIiEcDajuYnDx4iLcc095C0zEBj+PCau6roDRIkXBjtPT/nN1jYRww4aoyTliJIDQ/BxZo/1v2QJHj/r9RjWyMG3+rsFjkxFOEkWT8pVdLzHvN9PTkWXUhkhMTRVbinGyJi00eoFNRjgplGmyZTm6R03AvAkAkxRZaUePFg/7CUVWp0GWT2xqypqO44BPl+SQtokKlagSM5UXppC2v9WrVdesOfEYvuEJbQxtyboOeWs4hlhL0+K2GgGL85oAmlh+K+2hTMvzjbVqax3DLDHJW7Go6nWqGmhrgudFMPEC7gJeA56J5Z0DPA48BawA58W++yywF/ghcHEs/3eAHwDPAl+J5Z8E7HS/eQKYj323Bdjjti0+JzRR4tXlwqe+E/v1YVBxyOtUVQzrjCyYMNELKV4fBz6SEK+HgUtd+jLgUZc+G3jaCdIvAj8CpoFZ4ACw0ZW7B9js0tcDd7j0FcBOl14PvOD+rnPpdUX1nSjx6nrh0+TA5rTmZR8etJAzWeQJdp4YVq3DBA7W9hWvQoe9qj4GHEpmA6e49KnAKy59OfCnqvr/VPVFZ02dB5wF/L2qHnTlvgV8Ivabe1z6AWCziAhwMbBLVQ+p6pvALuCSovpOFHXmswpBPIbs9dfhrrtOnL+rDyEJoa5T0YiDvNEGWWEqReErace0kQJA9d7GG4FbROQl4FaipiLA6cBLsXIvu7y9wC+LyLyIrAJ+Ezgz+RtVfRd4i8hSy9rXCYjIVhFZEZGVgwcPphUZT7Im/OtKMOoO+2mKUNepSGguuyz7uyxhKxpeVVX0JoCq4rUNuElVzwRuAu50+WkL6qmznLYR+bb+GtgHvJv3m5z8tAPsUNUFVV3YuHGj90mMBX0VjL4R4joVCc1f/EX2d1Wtv6qiNwFUFa8twDdc+n6ipiFE1tGZsXJn4JqUqvpnqvpRVT2fyJm/J/kbZ5WdStRMzdyXYXRC0YDwPGuoqvXXtWugz/g4xoB5jnfYPwdc4NKbgd0u/U843mH/AjDtvvuQ+7uOqJfyl9znGzjeYf91Peawf9GVX+fS64vqOlEOe6M+VRYDaXu6ZuttrNzbeB/wKvAzImvoWuBjwG4nVE8A58bK30zUy/hDXI9kbD9/57YrYvknE1lve4EngbNi313j8vcCV/uckImX4U2deK2i302Y4IQkmHgNbTPxMrypE0JRdqTCmIc3hMRXvGxgtjG55A3oXlqq3vmRNQB+bi7qLDBysYHZhlFEXo9dnUHlFt7QCiZexuQxmolj//6o5y+NOoGgFt7QCiZek0QXM572jeXlY7PFQnazEaIyVa6RhTe0gonXpBB/aFWPzXg6aQLms6hInCrXqG8jH8YUc9hPCuZEjig76ypM3jXqGHO66hpJAAAFEklEQVTYG8djTuSILL9T3spKk3aNBoKJ16RgTuSILH/UbbdlT4Nd9RqZj7FRTLwmBXMiR+T5o0JeI/MxNo9PJOuQNouwz8GGrBQT6hp1PVHkgMEi7I1aLC9HPXMHDkTNpu3brbesDFkdA7bsWiHmsDeqY02e+piPsXFMvIwTsamH62M+xsYx8TJOxMIq6mOBqo2zqusKGD1k06b0gFZr8pRjcdHEqkHM8jJOxJo8xgAw8TJOxJo8xgCwZqORjjV5jJ5jlpdhGIPExMswjEFi4mUYxiAx8TIMY5CYeBmGMUjGbmC2iBwEUiIsG2UD8HrLx6yD1bdZrL71mFPVjUWFxk68ukBEVnxGwfcFq2+zWH3bwZqNhmEMEhMvwzAGiYlXGHZ0XYGSWH2bxerbAubzMgxjkJjlZRjGIJl48RKRfSLytyLylIisuLxbROR5EfmBiHxTRD7o8teIyN2u/NMicoHLnxGRP3e/eVZE/iC2/5NEZKeI7BWRJ0RkPvbdFhHZ47YtbdXXffdXLu9ZEblDRKb7XN/Y/h4UkWcGcH0fFZEfuv08JSIf6nl914jIDhH5e/fbTzRR36D4rNIxzhuwD9iQyLsIWOXSXwa+7NI3AHe79IeA3UQvgBngX7n8NcBfA5e6z9cDd7j0FcBOl14PvOD+rnPpdW3U130+xf0V4H8BV/S5vi7v3wJ/AjwTy+tlfYFHgYWU/fe1vl8AvuTSU6N9hq5vyG3iLa80VPVhVX3XfXwcOMOlzwa+7cq8Bvxfohv0iKo+4vL/Efh+7DeXA/e49APAZhER4GJgl6oeUtU3gV3AJW3U133+iSuzikhwR87PXtZXRNYCnwa+lNhdL+ubQ1/rew3w39x376nqKGi18fpWxcQremgfFpHdIrI15ftrgL906aeBy0VklYj8InAucGa8sDPRfwN3kwCnAy8BuBvqLWA2nu942eW1Vl8ReQh4DXib6Mbsc32/CPx3ILEySG/rC3C3a859zj3wvazvqFkJfFFEvi8i94vILzRU32DYZITwa6r6ivNJ7BKR51X1MQARuRl4Fxit+XUX8CvACtEQpL9x3+PKrwLuA76qqi+MslOOqTn5rdVXVS8WkZNd+QuJ3p69q6+InAN8WFVvivtcHL2rr/tuUVV/LCI/T9Qsvwr4nz2t7yoi6+z/qOqnReTTwK2uzqHrG4yJt7xU9RX39zXgm8B5EDkjgX9DdBOqK/Ouqt6kqueo6uXAB4E9sd3tAPao6h/F8l7GvY2duJ0KHIrnO84AXmm5vqjqO8CDRM2Dvtb3fOBcEdkHfBf4JRF5tMf1RVV/7P6+TeSnO6/H9X2DyKL9ptvt/cBHmqhvUNp0sPVtAz4A/Hws/TdE7fZLgL8DNibKzwAfcOl/DTwW++5LRG/YqcRvbuB4h+fX9ZjD80UiZ+c6l17fRn2BtcBpLr0K2An8h77WN1FmnuMd9r2rr7umI4f3aqIm+XV9ra/7/KfAhS79KeD+0PUN/vy2ebC+bcBZRH6Ap4FngZtd/l6i9vxTbhv98+aBHwLPAd8iGv0O0VtHXf7oN7/rvjuZ6E22F3gSOCt2/Gtc/l7g6hbr+wvA94AfuP38D471TvWuvol9znO8ePWuvkRCsjt2fW8DpvtaX/fdHPCYq/O3gU2h6xt6swh7wzAGycT7vAzDGCYmXoZhDBITL8MwBomJl2EYg8TEyzCMQWLiZRjGIDHxMgxjkJh4GYYxSP4/ERP6mYzChs0AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "deces=gpd.read_file('Cholera_Deaths.shp')\n", + "deces.plot(color='red')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous venons d'afficher les données. Aucune erreur à signaler à priori, cependant elles ne sont pas très lisibles dans l'état." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "ename": "AttributeError", + "evalue": "'GeoDataFrame' object has no attribute 'overlay'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtest\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdeces\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moverlay\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpompes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhow\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"union\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mtest\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m 5139\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_can_hold_identifiers_and_holds_name\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5140\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 5141\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 5142\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5143\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mAttributeError\u001b[0m: 'GeoDataFrame' object has no attribute 'overlay'" + ] + } + ], + "source": [ + "fusion = deces.overlay(pompes, how=\"union\")\n", + "fusion.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous avons d'abord essayé d'utiliser la méthode overlay ainsi, mais il s'avère que la version de pandas installée par pip sur Jupyter ne permet pas de l'utiliser comme cela." + ] + }, + { + "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": [ + "fusion = gpd.overlay(deces, pompes, how='union')\n", + "fusion.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous sommes parvenus à afficher les 2 fichiers de données simultanément en utilisant une version antérieure de overlay() (et il se peut qu'il soit nécessaire mettre à jour pygeos et rtree pour pouvoir lancer la commande).\n", + "\n", + "Cela serait encore mieux si on pouvait afficher les pompes et les décès d'une couleur différente." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = deces.plot(color='red', edgecolor='none')\n", + "pompes.plot(ax=ax, color='blue', edgecolor='black', linewidths=1.5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finalement, nous avons réussi à afficher les pompes et les décès d'une couleur différente grâce à une autre méthode." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb deleted file mode 100644 index 0bbbe37..0000000 --- a/module3/exo3/exercice.ipynb +++ /dev/null @@ -1,25 +0,0 @@ -{ - "cells": [], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} - -- 2.18.1