1473 lines
46 KiB
Plaintext
1473 lines
46 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Traitement de données avec python\n",
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"\n",
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"Dans ce TP, vous allez explorer concernant la population de toutes les villes française dans un premier temps puis les festivals.\n",
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"\n"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Villes de France\n",
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"\n",
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"À côté de ce document, vous trouverez un document `villes.csv` . Le copier dans son dossier personnel puis l'ouvrir avec notepad++\n",
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"\n",
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"### Description des données\n",
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"\n",
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"1. Décrire le format du fichier.\n",
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"2. Quelles sont les informations stockées dans ce fichier?\n",
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"3. À quoi correspond chaque ligne?\n",
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"3. Combien de lignes va-t-on pouvoir étudier?\n",
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"\n",
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"4. Rédiger deux questions qui pourrait être répondu en utilisant ce tableau.\n"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Ouverture et manipulation avec python\n",
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"\n",
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"Ouvrir pythonedu, copier/coller le programme ci-dessous et sauvegarder votre script (vide) dans le même dossier où vous avez mis le fichier `villes.csv`.\n",
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"\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"villes = pd.read_csv(\"villes.csv\")\n",
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"print(villes)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"6. Executer ce programme. Que fait-il? Commenter ce qui s'est écrit dans la console."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Festivals en France\n",
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"\n",
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"1. Aller sur la [plateforme d'opendata de l'état français](https://www.data.gouv.fr/fr/) et trouver des données sur les festivals de France\n",
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"2. Décrire les données trouvée\n",
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"3. Trouver 2 questions et essayer d'y répondre en utilisant Python"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Mémo Python et pandas"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Séléctionner une information\n",
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"\n",
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"- Séléctionner une ligne (ici la ligne 2)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"dep 1\n",
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"nom Plagne\n",
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"cp 1130\n",
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"nb_hab_2010 129\n",
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"nb_hab_1999 83\n",
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"nb_hab_2012 100\n",
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"dens 20\n",
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"surf 6.2\n",
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"long 5.73333\n",
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"lat 46.1833\n",
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"alt_min 560\n",
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"alt_max 922\n",
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"Name: 2, dtype: object"
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]
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},
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"execution_count": 2,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"villes.iloc[2]"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"- Séléctionner une seule information (ici `cp` de la ligne 2)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"'1130'"
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]
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},
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"execution_count": 3,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"villes.loc[2,'cp']"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"- Séléctionner tout une colonne (ici `nom`)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"0 Ozan\n",
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"1 Cormoranche-sur-Saône\n",
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"2 Plagne\n",
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"3 Tossiat\n",
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"4 Pouillat\n",
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" ... \n",
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"36695 Sada\n",
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"36696 Tsingoni\n",
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"36697 Saint-Barthélemy\n",
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"36698 Saint-Martin\n",
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||
"36699 Saint-Pierre-et-Miquelon\n",
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||
"Name: nom, Length: 36700, dtype: object"
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]
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||
},
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||
"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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||
}
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||
],
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"source": [
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"villes[\"nom\"]"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"- Séléctionner les lignes suivant une caractéristique (ici les villes avec une altitude minimum supérieur à 1500)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
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||
" }\n",
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||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
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||
" }\n",
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||
"\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",
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||
" <th></th>\n",
|
||
" <th>dep</th>\n",
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" <th>nom</th>\n",
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||
" <th>cp</th>\n",
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||
" <th>nb_hab_2010</th>\n",
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||
" <th>nb_hab_1999</th>\n",
|
||
" <th>nb_hab_2012</th>\n",
|
||
" <th>dens</th>\n",
|
||
" <th>surf</th>\n",
|
||
" <th>long</th>\n",
|
||
" <th>lat</th>\n",
|
||
" <th>alt_min</th>\n",
|
||
" <th>alt_max</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>1618</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>Larche</td>\n",
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||
" <td>4540</td>\n",
|
||
" <td>74</td>\n",
|
||
" <td>83</td>\n",
|
||
" <td>100</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>68.86</td>\n",
|
||
" <td>6.85000</td>\n",
|
||
" <td>44.4500</td>\n",
|
||
" <td>1606.0</td>\n",
|
||
" <td>3165.0</td>\n",
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||
" </tr>\n",
|
||
" <tr>\n",
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||
" <th>1790</th>\n",
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||
" <td>5</td>\n",
|
||
" <td>Ristolas</td>\n",
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||
" <td>5460</td>\n",
|
||
" <td>90</td>\n",
|
||
" <td>78</td>\n",
|
||
" <td>100</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>82.18</td>\n",
|
||
" <td>6.95000</td>\n",
|
||
" <td>44.7667</td>\n",
|
||
" <td>1571.0</td>\n",
|
||
" <td>3294.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1798</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>Saint-Véran</td>\n",
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||
" <td>5350</td>\n",
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||
" <td>257</td>\n",
|
||
" <td>265</td>\n",
|
||
" <td>300</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>44.75</td>\n",
|
||
" <td>6.86667</td>\n",
|
||
" <td>44.7000</td>\n",
|
||
" <td>1756.0</td>\n",
|
||
" <td>3175.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
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||
" <th>1847</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>Molines-en-Queyras</td>\n",
|
||
" <td>5350</td>\n",
|
||
" <td>315</td>\n",
|
||
" <td>322</td>\n",
|
||
" <td>300</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>53.62</td>\n",
|
||
" <td>6.85000</td>\n",
|
||
" <td>44.7333</td>\n",
|
||
" <td>1625.0</td>\n",
|
||
" <td>3160.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1904</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>Abriès</td>\n",
|
||
" <td>5460</td>\n",
|
||
" <td>365</td>\n",
|
||
" <td>358</td>\n",
|
||
" <td>400</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>77.13</td>\n",
|
||
" <td>6.93333</td>\n",
|
||
" <td>44.7833</td>\n",
|
||
" <td>1513.0</td>\n",
|
||
" <td>3305.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1923</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>Villar-d'Arêne</td>\n",
|
||
" <td>5480</td>\n",
|
||
" <td>287</td>\n",
|
||
" <td>217</td>\n",
|
||
" <td>300</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>77.51</td>\n",
|
||
" <td>6.33711</td>\n",
|
||
" <td>45.0423</td>\n",
|
||
" <td>1519.0</td>\n",
|
||
" <td>3883.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>26927</th>\n",
|
||
" <td>66</td>\n",
|
||
" <td>La Llagonne</td>\n",
|
||
" <td>66210</td>\n",
|
||
" <td>242</td>\n",
|
||
" <td>264</td>\n",
|
||
" <td>300</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>23.09</td>\n",
|
||
" <td>2.11667</td>\n",
|
||
" <td>42.5333</td>\n",
|
||
" <td>1546.0</td>\n",
|
||
" <td>2196.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>26943</th>\n",
|
||
" <td>66</td>\n",
|
||
" <td>Caudiès-de-Conflent</td>\n",
|
||
" <td>66360</td>\n",
|
||
" <td>13</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>6.50</td>\n",
|
||
" <td>2.16139</td>\n",
|
||
" <td>42.5673</td>\n",
|
||
" <td>1616.0</td>\n",
|
||
" <td>2045.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>27039</th>\n",
|
||
" <td>66</td>\n",
|
||
" <td>Porté-Puymorens</td>\n",
|
||
" <td>66760</td>\n",
|
||
" <td>131</td>\n",
|
||
" <td>147</td>\n",
|
||
" <td>100</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>49.42</td>\n",
|
||
" <td>1.83333</td>\n",
|
||
" <td>42.5500</td>\n",
|
||
" <td>1557.0</td>\n",
|
||
" <td>2827.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>27125</th>\n",
|
||
" <td>66</td>\n",
|
||
" <td>Mont-Louis</td>\n",
|
||
" <td>66210</td>\n",
|
||
" <td>247</td>\n",
|
||
" <td>272</td>\n",
|
||
" <td>300</td>\n",
|
||
" <td>633</td>\n",
|
||
" <td>0.39</td>\n",
|
||
" <td>2.11667</td>\n",
|
||
" <td>42.5167</td>\n",
|
||
" <td>1516.0</td>\n",
|
||
" <td>1608.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>27134</th>\n",
|
||
" <td>66</td>\n",
|
||
" <td>Angles</td>\n",
|
||
" <td>66210</td>\n",
|
||
" <td>566</td>\n",
|
||
" <td>589</td>\n",
|
||
" <td>600</td>\n",
|
||
" <td>13</td>\n",
|
||
" <td>43.20</td>\n",
|
||
" <td>2.07445</td>\n",
|
||
" <td>42.5778</td>\n",
|
||
" <td>1531.0</td>\n",
|
||
" <td>2808.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>29970</th>\n",
|
||
" <td>73</td>\n",
|
||
" <td>Bessans</td>\n",
|
||
" <td>73480</td>\n",
|
||
" <td>343</td>\n",
|
||
" <td>310</td>\n",
|
||
" <td>300</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>128.08</td>\n",
|
||
" <td>6.99167</td>\n",
|
||
" <td>45.3167</td>\n",
|
||
" <td>1673.0</td>\n",
|
||
" <td>3754.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>30114</th>\n",
|
||
" <td>73</td>\n",
|
||
" <td>Val-d'Isère</td>\n",
|
||
" <td>73150</td>\n",
|
||
" <td>1563</td>\n",
|
||
" <td>1628</td>\n",
|
||
" <td>1600</td>\n",
|
||
" <td>16</td>\n",
|
||
" <td>94.39</td>\n",
|
||
" <td>6.98333</td>\n",
|
||
" <td>45.4500</td>\n",
|
||
" <td>1785.0</td>\n",
|
||
" <td>3599.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>30127</th>\n",
|
||
" <td>73</td>\n",
|
||
" <td>Bonneval-sur-Arc</td>\n",
|
||
" <td>73480</td>\n",
|
||
" <td>241</td>\n",
|
||
" <td>239</td>\n",
|
||
" <td>200</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>82.72</td>\n",
|
||
" <td>7.05000</td>\n",
|
||
" <td>45.3667</td>\n",
|
||
" <td>1759.0</td>\n",
|
||
" <td>3642.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" dep nom cp nb_hab_2010 nb_hab_1999 nb_hab_2012 \\\n",
|
||
"1618 4 Larche 4540 74 83 100 \n",
|
||
"1790 5 Ristolas 5460 90 78 100 \n",
|
||
"1798 5 Saint-Véran 5350 257 265 300 \n",
|
||
"1847 5 Molines-en-Queyras 5350 315 322 300 \n",
|
||
"1904 5 Abriès 5460 365 358 400 \n",
|
||
"1923 5 Villar-d'Arêne 5480 287 217 300 \n",
|
||
"26927 66 La Llagonne 66210 242 264 300 \n",
|
||
"26943 66 Caudiès-de-Conflent 66360 13 6 0 \n",
|
||
"27039 66 Porté-Puymorens 66760 131 147 100 \n",
|
||
"27125 66 Mont-Louis 66210 247 272 300 \n",
|
||
"27134 66 Angles 66210 566 589 600 \n",
|
||
"29970 73 Bessans 73480 343 310 300 \n",
|
||
"30114 73 Val-d'Isère 73150 1563 1628 1600 \n",
|
||
"30127 73 Bonneval-sur-Arc 73480 241 239 200 \n",
|
||
"\n",
|
||
" dens surf long lat alt_min alt_max \n",
|
||
"1618 1 68.86 6.85000 44.4500 1606.0 3165.0 \n",
|
||
"1790 1 82.18 6.95000 44.7667 1571.0 3294.0 \n",
|
||
"1798 5 44.75 6.86667 44.7000 1756.0 3175.0 \n",
|
||
"1847 5 53.62 6.85000 44.7333 1625.0 3160.0 \n",
|
||
"1904 4 77.13 6.93333 44.7833 1513.0 3305.0 \n",
|
||
"1923 3 77.51 6.33711 45.0423 1519.0 3883.0 \n",
|
||
"26927 10 23.09 2.11667 42.5333 1546.0 2196.0 \n",
|
||
"26943 2 6.50 2.16139 42.5673 1616.0 2045.0 \n",
|
||
"27039 2 49.42 1.83333 42.5500 1557.0 2827.0 \n",
|
||
"27125 633 0.39 2.11667 42.5167 1516.0 1608.0 \n",
|
||
"27134 13 43.20 2.07445 42.5778 1531.0 2808.0 \n",
|
||
"29970 2 128.08 6.99167 45.3167 1673.0 3754.0 \n",
|
||
"30114 16 94.39 6.98333 45.4500 1785.0 3599.0 \n",
|
||
"30127 2 82.72 7.05000 45.3667 1759.0 3642.0 "
|
||
]
|
||
},
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"villes[villes[\"alt_min\"]>1500]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Analyser des données"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"- Compter le nombre de ligne"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"dep 36700\n",
|
||
"nom 36700\n",
|
||
"cp 36700\n",
|
||
"nb_hab_2010 36700\n",
|
||
"nb_hab_1999 36700\n",
|
||
"nb_hab_2012 36700\n",
|
||
"dens 36700\n",
|
||
"surf 36700\n",
|
||
"long 36700\n",
|
||
"lat 36700\n",
|
||
"alt_min 36568\n",
|
||
"alt_max 36568\n",
|
||
"dtype: int64"
|
||
]
|
||
},
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"villes.count()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"- Calculer une moyenne (ici la moyenne des habitants en 2010)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"1768.0113079019075"
|
||
]
|
||
},
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"villes[\"nb_hab_2010\"].mean()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"- Trouver un minimum (ici des habitants en 2010)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0"
|
||
]
|
||
},
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"villes[\"nb_hab_2010\"].min()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"- Trouver un maximum (ici des habitants en 2010)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"2243833"
|
||
]
|
||
},
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"villes[\"nb_hab_2010\"].max()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Trier les données\n",
|
||
"\n",
|
||
"- Trier en ordre croissant de la population en 2010"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"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>dep</th>\n",
|
||
" <th>nom</th>\n",
|
||
" <th>cp</th>\n",
|
||
" <th>nb_hab_2010</th>\n",
|
||
" <th>nb_hab_1999</th>\n",
|
||
" <th>nb_hab_2012</th>\n",
|
||
" <th>dens</th>\n",
|
||
" <th>surf</th>\n",
|
||
" <th>long</th>\n",
|
||
" <th>lat</th>\n",
|
||
" <th>alt_min</th>\n",
|
||
" <th>alt_max</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>21096</th>\n",
|
||
" <td>55</td>\n",
|
||
" <td>Bezonvaux</td>\n",
|
||
" <td>55100</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>9.23</td>\n",
|
||
" <td>5.46750</td>\n",
|
||
" <td>49.2367</td>\n",
|
||
" <td>226.0</td>\n",
|
||
" <td>367.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21155</th>\n",
|
||
" <td>55</td>\n",
|
||
" <td>Louvemont-Côte-du-Poivre</td>\n",
|
||
" <td>55100</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>8.25</td>\n",
|
||
" <td>5.39834</td>\n",
|
||
" <td>49.2378</td>\n",
|
||
" <td>214.0</td>\n",
|
||
" <td>375.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21038</th>\n",
|
||
" <td>55</td>\n",
|
||
" <td>Fleury-devant-Douaumont</td>\n",
|
||
" <td>55100</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>10.27</td>\n",
|
||
" <td>5.43445</td>\n",
|
||
" <td>49.1950</td>\n",
|
||
" <td>227.0</td>\n",
|
||
" <td>390.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21051</th>\n",
|
||
" <td>55</td>\n",
|
||
" <td>Haumont-près-Samogneux</td>\n",
|
||
" <td>55100</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>10.81</td>\n",
|
||
" <td>5.35251</td>\n",
|
||
" <td>49.2728</td>\n",
|
||
" <td>194.0</td>\n",
|
||
" <td>355.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21300</th>\n",
|
||
" <td>55</td>\n",
|
||
" <td>Beaumont-en-Verdunois</td>\n",
|
||
" <td>55100</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>7.87</td>\n",
|
||
" <td>5.40778</td>\n",
|
||
" <td>49.2587</td>\n",
|
||
" <td>233.0</td>\n",
|
||
" <td>372.0</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",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2049</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Nice</td>\n",
|
||
" <td>06000-06100-06200-06300</td>\n",
|
||
" <td>343304</td>\n",
|
||
" <td>343123</td>\n",
|
||
" <td>344900</td>\n",
|
||
" <td>4773</td>\n",
|
||
" <td>71.92</td>\n",
|
||
" <td>7.25000</td>\n",
|
||
" <td>43.7000</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>520.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11718</th>\n",
|
||
" <td>31</td>\n",
|
||
" <td>Toulouse</td>\n",
|
||
" <td>31000-31100-31200-31300-31400-31500</td>\n",
|
||
" <td>441802</td>\n",
|
||
" <td>390301</td>\n",
|
||
" <td>439600</td>\n",
|
||
" <td>3734</td>\n",
|
||
" <td>118.30</td>\n",
|
||
" <td>1.43333</td>\n",
|
||
" <td>43.6000</td>\n",
|
||
" <td>115.0</td>\n",
|
||
" <td>263.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>28152</th>\n",
|
||
" <td>69</td>\n",
|
||
" <td>Lyon</td>\n",
|
||
" <td>69001-69002-69003-69004-69005-69006-69007-6900...</td>\n",
|
||
" <td>484344</td>\n",
|
||
" <td>445274</td>\n",
|
||
" <td>474900</td>\n",
|
||
" <td>10117</td>\n",
|
||
" <td>47.87</td>\n",
|
||
" <td>4.84139</td>\n",
|
||
" <td>45.7589</td>\n",
|
||
" <td>162.0</td>\n",
|
||
" <td>312.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4439</th>\n",
|
||
" <td>13</td>\n",
|
||
" <td>Marseille</td>\n",
|
||
" <td>13001-13002-13003-13004-13005-13006-13007-1300...</td>\n",
|
||
" <td>850726</td>\n",
|
||
" <td>797491</td>\n",
|
||
" <td>851400</td>\n",
|
||
" <td>3535</td>\n",
|
||
" <td>240.62</td>\n",
|
||
" <td>5.37639</td>\n",
|
||
" <td>43.2967</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>640.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>30437</th>\n",
|
||
" <td>75</td>\n",
|
||
" <td>Paris</td>\n",
|
||
" <td>75001-75002-75003-75004-75005-75006-75007-7500...</td>\n",
|
||
" <td>2243833</td>\n",
|
||
" <td>2125851</td>\n",
|
||
" <td>2211000</td>\n",
|
||
" <td>21288</td>\n",
|
||
" <td>105.40</td>\n",
|
||
" <td>2.34445</td>\n",
|
||
" <td>48.8600</td>\n",
|
||
" <td>27.0</td>\n",
|
||
" <td>127.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>36700 rows × 12 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" dep nom \\\n",
|
||
"21096 55 Bezonvaux \n",
|
||
"21155 55 Louvemont-Côte-du-Poivre \n",
|
||
"21038 55 Fleury-devant-Douaumont \n",
|
||
"21051 55 Haumont-près-Samogneux \n",
|
||
"21300 55 Beaumont-en-Verdunois \n",
|
||
"... .. ... \n",
|
||
"2049 6 Nice \n",
|
||
"11718 31 Toulouse \n",
|
||
"28152 69 Lyon \n",
|
||
"4439 13 Marseille \n",
|
||
"30437 75 Paris \n",
|
||
"\n",
|
||
" cp nb_hab_2010 \\\n",
|
||
"21096 55100 0 \n",
|
||
"21155 55100 0 \n",
|
||
"21038 55100 0 \n",
|
||
"21051 55100 0 \n",
|
||
"21300 55100 0 \n",
|
||
"... ... ... \n",
|
||
"2049 06000-06100-06200-06300 343304 \n",
|
||
"11718 31000-31100-31200-31300-31400-31500 441802 \n",
|
||
"28152 69001-69002-69003-69004-69005-69006-69007-6900... 484344 \n",
|
||
"4439 13001-13002-13003-13004-13005-13006-13007-1300... 850726 \n",
|
||
"30437 75001-75002-75003-75004-75005-75006-75007-7500... 2243833 \n",
|
||
"\n",
|
||
" nb_hab_1999 nb_hab_2012 dens surf long lat alt_min \\\n",
|
||
"21096 0 0 0 9.23 5.46750 49.2367 226.0 \n",
|
||
"21155 0 0 0 8.25 5.39834 49.2378 214.0 \n",
|
||
"21038 0 0 0 10.27 5.43445 49.1950 227.0 \n",
|
||
"21051 0 0 0 10.81 5.35251 49.2728 194.0 \n",
|
||
"21300 0 0 0 7.87 5.40778 49.2587 233.0 \n",
|
||
"... ... ... ... ... ... ... ... \n",
|
||
"2049 343123 344900 4773 71.92 7.25000 43.7000 0.0 \n",
|
||
"11718 390301 439600 3734 118.30 1.43333 43.6000 115.0 \n",
|
||
"28152 445274 474900 10117 47.87 4.84139 45.7589 162.0 \n",
|
||
"4439 797491 851400 3535 240.62 5.37639 43.2967 0.0 \n",
|
||
"30437 2125851 2211000 21288 105.40 2.34445 48.8600 27.0 \n",
|
||
"\n",
|
||
" alt_max \n",
|
||
"21096 367.0 \n",
|
||
"21155 375.0 \n",
|
||
"21038 390.0 \n",
|
||
"21051 355.0 \n",
|
||
"21300 372.0 \n",
|
||
"... ... \n",
|
||
"2049 520.0 \n",
|
||
"11718 263.0 \n",
|
||
"28152 312.0 \n",
|
||
"4439 640.0 \n",
|
||
"30437 127.0 \n",
|
||
"\n",
|
||
"[36700 rows x 12 columns]"
|
||
]
|
||
},
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"villes.sort_values(by=\"nb_hab_2010\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"- Trie en ordre décroissant (ici de l'altitude)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"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>dep</th>\n",
|
||
" <th>nom</th>\n",
|
||
" <th>cp</th>\n",
|
||
" <th>nb_hab_2010</th>\n",
|
||
" <th>nb_hab_1999</th>\n",
|
||
" <th>nb_hab_2012</th>\n",
|
||
" <th>dens</th>\n",
|
||
" <th>surf</th>\n",
|
||
" <th>long</th>\n",
|
||
" <th>lat</th>\n",
|
||
" <th>alt_min</th>\n",
|
||
" <th>alt_max</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>30114</th>\n",
|
||
" <td>73</td>\n",
|
||
" <td>Val-d'Isère</td>\n",
|
||
" <td>73150</td>\n",
|
||
" <td>1563</td>\n",
|
||
" <td>1628</td>\n",
|
||
" <td>1600</td>\n",
|
||
" <td>16</td>\n",
|
||
" <td>94.39</td>\n",
|
||
" <td>6.98333</td>\n",
|
||
" <td>45.45000</td>\n",
|
||
" <td>1785.0</td>\n",
|
||
" <td>3599.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>30127</th>\n",
|
||
" <td>73</td>\n",
|
||
" <td>Bonneval-sur-Arc</td>\n",
|
||
" <td>73480</td>\n",
|
||
" <td>241</td>\n",
|
||
" <td>239</td>\n",
|
||
" <td>200</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>82.72</td>\n",
|
||
" <td>7.05000</td>\n",
|
||
" <td>45.36670</td>\n",
|
||
" <td>1759.0</td>\n",
|
||
" <td>3642.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1798</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>Saint-Véran</td>\n",
|
||
" <td>5350</td>\n",
|
||
" <td>257</td>\n",
|
||
" <td>265</td>\n",
|
||
" <td>300</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>44.75</td>\n",
|
||
" <td>6.86667</td>\n",
|
||
" <td>44.70000</td>\n",
|
||
" <td>1756.0</td>\n",
|
||
" <td>3175.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>29970</th>\n",
|
||
" <td>73</td>\n",
|
||
" <td>Bessans</td>\n",
|
||
" <td>73480</td>\n",
|
||
" <td>343</td>\n",
|
||
" <td>310</td>\n",
|
||
" <td>300</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>128.08</td>\n",
|
||
" <td>6.99167</td>\n",
|
||
" <td>45.31670</td>\n",
|
||
" <td>1673.0</td>\n",
|
||
" <td>3754.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1847</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>Molines-en-Queyras</td>\n",
|
||
" <td>5350</td>\n",
|
||
" <td>315</td>\n",
|
||
" <td>322</td>\n",
|
||
" <td>300</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>53.62</td>\n",
|
||
" <td>6.85000</td>\n",
|
||
" <td>44.73330</td>\n",
|
||
" <td>1625.0</td>\n",
|
||
" <td>3160.0</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",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>36695</th>\n",
|
||
" <td>976</td>\n",
|
||
" <td>Sada</td>\n",
|
||
" <td>97640</td>\n",
|
||
" <td>10195</td>\n",
|
||
" <td>10195</td>\n",
|
||
" <td>10195</td>\n",
|
||
" <td>933</td>\n",
|
||
" <td>10.92</td>\n",
|
||
" <td>45.10470</td>\n",
|
||
" <td>-12.84860</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>36696</th>\n",
|
||
" <td>976</td>\n",
|
||
" <td>Tsingoni</td>\n",
|
||
" <td>97680</td>\n",
|
||
" <td>10454</td>\n",
|
||
" <td>10454</td>\n",
|
||
" <td>10454</td>\n",
|
||
" <td>300</td>\n",
|
||
" <td>34.76</td>\n",
|
||
" <td>45.10700</td>\n",
|
||
" <td>-12.78970</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>36697</th>\n",
|
||
" <td>971</td>\n",
|
||
" <td>Saint-Barthélemy</td>\n",
|
||
" <td>97133</td>\n",
|
||
" <td>8938</td>\n",
|
||
" <td>8938</td>\n",
|
||
" <td>8938</td>\n",
|
||
" <td>372</td>\n",
|
||
" <td>24.00</td>\n",
|
||
" <td>-62.83330</td>\n",
|
||
" <td>17.91670</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>36698</th>\n",
|
||
" <td>971</td>\n",
|
||
" <td>Saint-Martin</td>\n",
|
||
" <td>97150</td>\n",
|
||
" <td>36979</td>\n",
|
||
" <td>36979</td>\n",
|
||
" <td>36979</td>\n",
|
||
" <td>695</td>\n",
|
||
" <td>53.20</td>\n",
|
||
" <td>18.09130</td>\n",
|
||
" <td>-63.08290</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>36699</th>\n",
|
||
" <td>975</td>\n",
|
||
" <td>Saint-Pierre-et-Miquelon</td>\n",
|
||
" <td>97500</td>\n",
|
||
" <td>6080</td>\n",
|
||
" <td>6080</td>\n",
|
||
" <td>6080</td>\n",
|
||
" <td>25</td>\n",
|
||
" <td>242.00</td>\n",
|
||
" <td>46.71070</td>\n",
|
||
" <td>1.71819</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>36700 rows × 12 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" dep nom cp nb_hab_2010 nb_hab_1999 \\\n",
|
||
"30114 73 Val-d'Isère 73150 1563 1628 \n",
|
||
"30127 73 Bonneval-sur-Arc 73480 241 239 \n",
|
||
"1798 5 Saint-Véran 5350 257 265 \n",
|
||
"29970 73 Bessans 73480 343 310 \n",
|
||
"1847 5 Molines-en-Queyras 5350 315 322 \n",
|
||
"... ... ... ... ... ... \n",
|
||
"36695 976 Sada 97640 10195 10195 \n",
|
||
"36696 976 Tsingoni 97680 10454 10454 \n",
|
||
"36697 971 Saint-Barthélemy 97133 8938 8938 \n",
|
||
"36698 971 Saint-Martin 97150 36979 36979 \n",
|
||
"36699 975 Saint-Pierre-et-Miquelon 97500 6080 6080 \n",
|
||
"\n",
|
||
" nb_hab_2012 dens surf long lat alt_min alt_max \n",
|
||
"30114 1600 16 94.39 6.98333 45.45000 1785.0 3599.0 \n",
|
||
"30127 200 2 82.72 7.05000 45.36670 1759.0 3642.0 \n",
|
||
"1798 300 5 44.75 6.86667 44.70000 1756.0 3175.0 \n",
|
||
"29970 300 2 128.08 6.99167 45.31670 1673.0 3754.0 \n",
|
||
"1847 300 5 53.62 6.85000 44.73330 1625.0 3160.0 \n",
|
||
"... ... ... ... ... ... ... ... \n",
|
||
"36695 10195 933 10.92 45.10470 -12.84860 NaN NaN \n",
|
||
"36696 10454 300 34.76 45.10700 -12.78970 NaN NaN \n",
|
||
"36697 8938 372 24.00 -62.83330 17.91670 NaN NaN \n",
|
||
"36698 36979 695 53.20 18.09130 -63.08290 NaN NaN \n",
|
||
"36699 6080 25 242.00 46.71070 1.71819 NaN NaN \n",
|
||
"\n",
|
||
"[36700 rows x 12 columns]"
|
||
]
|
||
},
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"villes.sort_values(by=\"alt_min\", ascending=False)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Faire des opérations avec les données\n",
|
||
"\n",
|
||
"On pourrait vouloir calculer la différence entre la population en 2010 et en 2012 et ajouter le résultat dans une nouvelle colonne\n",
|
||
"On peut le faire ainsi"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"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>dep</th>\n",
|
||
" <th>nom</th>\n",
|
||
" <th>cp</th>\n",
|
||
" <th>nb_hab_2010</th>\n",
|
||
" <th>nb_hab_1999</th>\n",
|
||
" <th>nb_hab_2012</th>\n",
|
||
" <th>dens</th>\n",
|
||
" <th>surf</th>\n",
|
||
" <th>long</th>\n",
|
||
" <th>lat</th>\n",
|
||
" <th>alt_min</th>\n",
|
||
" <th>alt_max</th>\n",
|
||
" <th>diff_10_12</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Ozan</td>\n",
|
||
" <td>1190</td>\n",
|
||
" <td>618</td>\n",
|
||
" <td>469</td>\n",
|
||
" <td>500</td>\n",
|
||
" <td>93</td>\n",
|
||
" <td>6.60</td>\n",
|
||
" <td>4.91667</td>\n",
|
||
" <td>46.38330</td>\n",
|
||
" <td>170.0</td>\n",
|
||
" <td>205.0</td>\n",
|
||
" <td>-118</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Cormoranche-sur-Saône</td>\n",
|
||
" <td>1290</td>\n",
|
||
" <td>1058</td>\n",
|
||
" <td>903</td>\n",
|
||
" <td>1000</td>\n",
|
||
" <td>107</td>\n",
|
||
" <td>9.85</td>\n",
|
||
" <td>4.83333</td>\n",
|
||
" <td>46.23330</td>\n",
|
||
" <td>168.0</td>\n",
|
||
" <td>211.0</td>\n",
|
||
" <td>-58</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Plagne</td>\n",
|
||
" <td>1130</td>\n",
|
||
" <td>129</td>\n",
|
||
" <td>83</td>\n",
|
||
" <td>100</td>\n",
|
||
" <td>20</td>\n",
|
||
" <td>6.20</td>\n",
|
||
" <td>5.73333</td>\n",
|
||
" <td>46.18330</td>\n",
|
||
" <td>560.0</td>\n",
|
||
" <td>922.0</td>\n",
|
||
" <td>-29</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Tossiat</td>\n",
|
||
" <td>1250</td>\n",
|
||
" <td>1406</td>\n",
|
||
" <td>1111</td>\n",
|
||
" <td>1400</td>\n",
|
||
" <td>138</td>\n",
|
||
" <td>10.17</td>\n",
|
||
" <td>5.31667</td>\n",
|
||
" <td>46.13330</td>\n",
|
||
" <td>244.0</td>\n",
|
||
" <td>501.0</td>\n",
|
||
" <td>-6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Pouillat</td>\n",
|
||
" <td>1250</td>\n",
|
||
" <td>88</td>\n",
|
||
" <td>58</td>\n",
|
||
" <td>100</td>\n",
|
||
" <td>14</td>\n",
|
||
" <td>6.23</td>\n",
|
||
" <td>5.43333</td>\n",
|
||
" <td>46.33330</td>\n",
|
||
" <td>333.0</td>\n",
|
||
" <td>770.0</td>\n",
|
||
" <td>12</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",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>36695</th>\n",
|
||
" <td>976</td>\n",
|
||
" <td>Sada</td>\n",
|
||
" <td>97640</td>\n",
|
||
" <td>10195</td>\n",
|
||
" <td>10195</td>\n",
|
||
" <td>10195</td>\n",
|
||
" <td>933</td>\n",
|
||
" <td>10.92</td>\n",
|
||
" <td>45.10470</td>\n",
|
||
" <td>-12.84860</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>36696</th>\n",
|
||
" <td>976</td>\n",
|
||
" <td>Tsingoni</td>\n",
|
||
" <td>97680</td>\n",
|
||
" <td>10454</td>\n",
|
||
" <td>10454</td>\n",
|
||
" <td>10454</td>\n",
|
||
" <td>300</td>\n",
|
||
" <td>34.76</td>\n",
|
||
" <td>45.10700</td>\n",
|
||
" <td>-12.78970</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>36697</th>\n",
|
||
" <td>971</td>\n",
|
||
" <td>Saint-Barthélemy</td>\n",
|
||
" <td>97133</td>\n",
|
||
" <td>8938</td>\n",
|
||
" <td>8938</td>\n",
|
||
" <td>8938</td>\n",
|
||
" <td>372</td>\n",
|
||
" <td>24.00</td>\n",
|
||
" <td>-62.83330</td>\n",
|
||
" <td>17.91670</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>36698</th>\n",
|
||
" <td>971</td>\n",
|
||
" <td>Saint-Martin</td>\n",
|
||
" <td>97150</td>\n",
|
||
" <td>36979</td>\n",
|
||
" <td>36979</td>\n",
|
||
" <td>36979</td>\n",
|
||
" <td>695</td>\n",
|
||
" <td>53.20</td>\n",
|
||
" <td>18.09130</td>\n",
|
||
" <td>-63.08290</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>36699</th>\n",
|
||
" <td>975</td>\n",
|
||
" <td>Saint-Pierre-et-Miquelon</td>\n",
|
||
" <td>97500</td>\n",
|
||
" <td>6080</td>\n",
|
||
" <td>6080</td>\n",
|
||
" <td>6080</td>\n",
|
||
" <td>25</td>\n",
|
||
" <td>242.00</td>\n",
|
||
" <td>46.71070</td>\n",
|
||
" <td>1.71819</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>36700 rows × 13 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" dep nom cp nb_hab_2010 nb_hab_1999 \\\n",
|
||
"0 1 Ozan 1190 618 469 \n",
|
||
"1 1 Cormoranche-sur-Saône 1290 1058 903 \n",
|
||
"2 1 Plagne 1130 129 83 \n",
|
||
"3 1 Tossiat 1250 1406 1111 \n",
|
||
"4 1 Pouillat 1250 88 58 \n",
|
||
"... ... ... ... ... ... \n",
|
||
"36695 976 Sada 97640 10195 10195 \n",
|
||
"36696 976 Tsingoni 97680 10454 10454 \n",
|
||
"36697 971 Saint-Barthélemy 97133 8938 8938 \n",
|
||
"36698 971 Saint-Martin 97150 36979 36979 \n",
|
||
"36699 975 Saint-Pierre-et-Miquelon 97500 6080 6080 \n",
|
||
"\n",
|
||
" nb_hab_2012 dens surf long lat alt_min alt_max \\\n",
|
||
"0 500 93 6.60 4.91667 46.38330 170.0 205.0 \n",
|
||
"1 1000 107 9.85 4.83333 46.23330 168.0 211.0 \n",
|
||
"2 100 20 6.20 5.73333 46.18330 560.0 922.0 \n",
|
||
"3 1400 138 10.17 5.31667 46.13330 244.0 501.0 \n",
|
||
"4 100 14 6.23 5.43333 46.33330 333.0 770.0 \n",
|
||
"... ... ... ... ... ... ... ... \n",
|
||
"36695 10195 933 10.92 45.10470 -12.84860 NaN NaN \n",
|
||
"36696 10454 300 34.76 45.10700 -12.78970 NaN NaN \n",
|
||
"36697 8938 372 24.00 -62.83330 17.91670 NaN NaN \n",
|
||
"36698 36979 695 53.20 18.09130 -63.08290 NaN NaN \n",
|
||
"36699 6080 25 242.00 46.71070 1.71819 NaN NaN \n",
|
||
"\n",
|
||
" diff_10_12 \n",
|
||
"0 -118 \n",
|
||
"1 -58 \n",
|
||
"2 -29 \n",
|
||
"3 -6 \n",
|
||
"4 12 \n",
|
||
"... ... \n",
|
||
"36695 0 \n",
|
||
"36696 0 \n",
|
||
"36697 0 \n",
|
||
"36698 0 \n",
|
||
"36699 0 \n",
|
||
"\n",
|
||
"[36700 rows x 13 columns]"
|
||
]
|
||
},
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"villes[\"diff_10_12\"] = villes[\"nb_hab_2012\"] - villes[\"nb_hab_2010\"]\n",
|
||
"villes"
|
||
]
|
||
},
|
||
{
|
||
"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": "3.8.1"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|