TD-villes.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exercice 2 - Les villes\n",
    "\n",
    "Importer la base des villes villes.xls\n",
    "\n",
    "Les noms de variables et les observations contiennent des espaces inutiles (exemple : ‘MAJ’) : commencer par nettoyer l’ensemble des chaines de caractères (à la fois dans les noms de colonnes et dans les observations)\n",
    "\n",
    "Trouver le nombre de codes INSEE différents (attention aux doublons)\n",
    "\n",
    "Comment calculer rapidement la moyenne, le nombre et le maximum pour chaque variable numérique ? (une ligne de code)\n",
    "\n",
    "Compter le nombre de villes dans chaque Region et en faire un dictionnaire où la clé est la région et la valeur le nombre de villes\n",
    "\n",
    "Représenter les communes en utilisant\n",
    "\n",
    "matplotlib (PAS NECESSAIRE POUR L'INSTANT mais scatter à utiliser en utilisant la longitude et la latitude)\n",
    "\n",
    "une librairie de cartographie (ex : folium) (BONUS POUR l'instant, on abordera le sujet) (https://france-geojson.gregoiredavid.fr/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Nom Ville</th>\n",
       "      <th>MAJ</th>\n",
       "      <th>Code Postal</th>\n",
       "      <th>Code INSEE</th>\n",
       "      <th>Code Région</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Eloignement</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>L'Abergement-Clémenciat</td>\n",
       "      <td>L ABERGEMENT CLEMENCIAT</td>\n",
       "      <td>1400</td>\n",
       "      <td>1001</td>\n",
       "      <td>82</td>\n",
       "      <td>46.150000</td>\n",
       "      <td>4.916667</td>\n",
       "      <td>1.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>L'Abergement-de-Varey</td>\n",
       "      <td>L ABERGEMENT DE VAREY</td>\n",
       "      <td>1640</td>\n",
       "      <td>1002</td>\n",
       "      <td>82</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>5.416667</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Amareins</td>\n",
       "      <td>AMAREINS</td>\n",
       "      <td>1090</td>\n",
       "      <td>1003</td>\n",
       "      <td>82</td>\n",
       "      <td>46.083333</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ambérieu-en-Bugey</td>\n",
       "      <td>AMBERIEU EN BUGEY</td>\n",
       "      <td>1500</td>\n",
       "      <td>1004</td>\n",
       "      <td>82</td>\n",
       "      <td>45.950000</td>\n",
       "      <td>5.35</td>\n",
       "      <td>0.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Ambérieux-en-Dombes</td>\n",
       "      <td>AMBERIEUX EN DOMBES</td>\n",
       "      <td>1330</td>\n",
       "      <td>1005</td>\n",
       "      <td>82</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35244</th>\n",
       "      <td>Saint-Michel</td>\n",
       "      <td>SAINT MICHEL</td>\n",
       "      <td>9100</td>\n",
       "      <td>9271</td>\n",
       "      <td>0</td>\n",
       "      <td>43.135000</td>\n",
       "      <td>1.5025</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35245</th>\n",
       "      <td>Lorp-Sentaraille</td>\n",
       "      <td>LORP SENTARAILLE</td>\n",
       "      <td>9190</td>\n",
       "      <td>9289</td>\n",
       "      <td>0</td>\n",
       "      <td>43.008888</td>\n",
       "      <td>1.119444</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35246</th>\n",
       "      <td>Soueix-Rogalle</td>\n",
       "      <td>SOUEIX ROGALLE</td>\n",
       "      <td>9140</td>\n",
       "      <td>9299</td>\n",
       "      <td>0</td>\n",
       "      <td>42.893333</td>\n",
       "      <td>1.211388</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35247</th>\n",
       "      <td>Soulan</td>\n",
       "      <td>SOULAN</td>\n",
       "      <td>9320</td>\n",
       "      <td>9301</td>\n",
       "      <td>0</td>\n",
       "      <td>42.913333</td>\n",
       "      <td>1.233055</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35248</th>\n",
       "      <td>Villeneuve</td>\n",
       "      <td>VILLENEUVE</td>\n",
       "      <td>9800</td>\n",
       "      <td>9335</td>\n",
       "      <td>0</td>\n",
       "      <td>42.938333</td>\n",
       "      <td>0.981666</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>35249 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Nom Ville                     MAJ      Code Postal   \\\n",
       "0       L'Abergement-Clémenciat   L ABERGEMENT CLEMENCIAT            1400   \n",
       "1         L'Abergement-de-Varey      L ABERGEMENT DE VAREY           1640   \n",
       "2                      Amareins                AMAREINS              1090   \n",
       "3             Ambérieu-en-Bugey         AMBERIEU EN BUGEY            1500   \n",
       "4           Ambérieux-en-Dombes       AMBERIEUX EN DOMBES            1330   \n",
       "...                          ...                       ...            ...   \n",
       "35244               Saint-Michel              SAINT MICHEL           9100   \n",
       "35245           Lorp-Sentaraille          LORP SENTARAILLE           9190   \n",
       "35246             Soueix-Rogalle            SOUEIX ROGALLE           9140   \n",
       "35247                     Soulan                    SOULAN           9320   \n",
       "35248                 Villeneuve                VILLENEUVE           9800   \n",
       "\n",
       "        Code INSEE   Code Région   Latitude   Longitude   Eloignement   \n",
       "0              1001           82   46.150000    4.916667          1.46  \n",
       "1              1002           82   46.000000    5.416667             1  \n",
       "2              1003           82   46.083333         4.8          1.85  \n",
       "3              1004           82   45.950000        5.35           0.8  \n",
       "4              1005           82   46.000000         4.9          1.72  \n",
       "...             ...          ...         ...         ...           ...  \n",
       "35244          9271            0   43.135000      1.5025           NaN  \n",
       "35245          9289            0   43.008888    1.119444           NaN  \n",
       "35246          9299            0   42.893333    1.211388           NaN  \n",
       "35247          9301            0   42.913333    1.233055           NaN  \n",
       "35248          9335            0   42.938333    0.981666           NaN  \n",
       "\n",
       "[35249 rows x 8 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe = pd.read_csv(\"villes.txt\", \"\\t\")\n",
    "dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Nom Ville',\n",
       " 'MAJ',\n",
       " 'Code Postal',\n",
       " 'Code INSEE',\n",
       " 'Code Région',\n",
       " 'Latitude',\n",
       " 'Longitude',\n",
       " 'Eloignement']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe.rename(columns=lambda x: x.strip(), inplace=True)\n",
    "list(dataframe)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " 2624,\n",
       " 2625,\n",
       " ...]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(dataframe['Code INSEE'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code Postal</th>\n",
       "      <th>Code INSEE</th>\n",
       "      <th>Code Région</th>\n",
       "      <th>Latitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>35249.000000</td>\n",
       "      <td>35249.000000</td>\n",
       "      <td>35249.000000</td>\n",
       "      <td>35249.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>46291.014554</td>\n",
       "      <td>46186.992822</td>\n",
       "      <td>48.532497</td>\n",
       "      <td>46.998450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>25418.598824</td>\n",
       "      <td>25411.240496</td>\n",
       "      <td>27.264257</td>\n",
       "      <td>2.206877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1001.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>41.391667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>24640.000000</td>\n",
       "      <td>24550.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>45.216667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>49150.000000</td>\n",
       "      <td>49074.000000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>47.450000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>66720.000000</td>\n",
       "      <td>66203.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>48.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>95880.000000</td>\n",
       "      <td>95690.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>51.083333</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Code Postal    Code INSEE   Code Région      Latitude\n",
       "count  35249.000000  35249.000000  35249.000000  35249.000000\n",
       "mean   46291.014554  46186.992822     48.532497     46.998450\n",
       "std    25418.598824  25411.240496     27.264257      2.206877\n",
       "min     1000.000000   1001.000000      0.000000     41.391667\n",
       "25%    24640.000000  24550.000000     24.000000     45.216667\n",
       "50%    49150.000000  49074.000000     43.000000     47.450000\n",
       "75%    66720.000000  66203.000000     72.000000     48.850000\n",
       "max    95880.000000  95690.000000     94.000000     51.083333"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Code Région\n",
       "0       86\n",
       "11    4181\n",
       "21    1462\n",
       "22    1433\n",
       "23    1342\n",
       "24    1766\n",
       "25    1774\n",
       "26    1483\n",
       "31    1494\n",
       "41    1825\n",
       "43    1104\n",
       "52    1188\n",
       "53    1243\n",
       "54     830\n",
       "72    5450\n",
       "73    1535\n",
       "74     837\n",
       "82    2368\n",
       "83     977\n",
       "91    1871\n",
       "93     662\n",
       "94     338\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe.groupby('Code Région')[['Nom Ville']].size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1f8fde13a00>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataframe.Longitude = dataframe.Longitude.apply(lambda x: \"0\" if x.strip() == \"-\" else x).astype(float)\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.scatter(dataframe.Longitude, dataframe.Latitude, s=0.1)"
   ]
  }
 ],
 "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": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}