{"cells": [{"cell_type": "markdown", "metadata": {}, "source": ["# 2A.eco - Mise en pratique des s\u00e9ances 1 et 2 - Utilisation de pandas et visualisation - correction\n", "\n", "Correction de l'exercice 3 et disponibilit\u00e9s des velibs."]}, {"cell_type": "code", "execution_count": 1, "metadata": {"collapsed": true}, "outputs": [], "source": ["%matplotlib inline"]}, {"cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [{"data": {"text/html": ["
run previous cell, wait for 2 seconds
\n", ""], "text/plain": [""]}, "execution_count": 3, "metadata": {}, "output_type": "execute_result"}], "source": ["from jyquickhelper import add_notebook_menu\n", "add_notebook_menu()"]}, {"cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [{"data": {"text/plain": ["['.\\\\Players_WC2014.xlsx',\n", " '.\\\\velib_t1.txt',\n", " '.\\\\velib_t2.txt',\n", " '.\\\\villes.txt']"]}, "execution_count": 4, "metadata": {}, "output_type": "execute_result"}], "source": ["from pyensae.datasource import download_data\n", "files = download_data(\"td2a_eco_exercices_de_manipulation_de_donnees.zip\",\n", " url=\"https://github.com/sdpython/ensae_teaching_cs/raw/master/_doc/notebooks/td2a_eco/data/\")\n", "files"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Exercice 3 - Disponibilit\u00e9 des v\u00e9libs\n", "\n", "Dur\u00e9e : 30 minutes\n", "\n", "1. Importer les donn\u00e9es sous la forme d'un dataFrame \n", "\n", " - `velib_t1.txt` - avec les donn\u00e9es des stations \u00e0 un instant $t$\n", " - `velib_t2.txt` - avec les donn\u00e9es des stations \u00e0 un instant $t + 1$\n", "\n", "2. Repr\u00e9senter la localisation des stations v\u00e9lib dans Paris\n", "\n", " - repr\u00e9senter les stations en fonction du nombre de places avec un gradient\n", "\n", "3. Comparer pour une station donn\u00e9e l'\u00e9volution de la disponibilit\u00e9 (en fusionnant les deux bases $t$ et $t+1$)\n", "\n", " - repr\u00e9senter les stations qui ont connu une \u00e9volution significative (plus de 5 changements) avec un gradient de couleurs "]}, {"cell_type": "code", "execution_count": 4, "metadata": {"collapsed": true}, "outputs": [], "source": ["import pandas as pd\n", "import json\n", "import matplotlib.pyplot as plt"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Importer le fichier sous forme d'un dataframe"]}, {"cell_type": "code", "execution_count": 5, "metadata": {"scrolled": true}, "outputs": [{"data": {"text/html": ["
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addressavailable_bike_standsavailable_bikesbankingbike_standsbonuscontract_namelast_updatenamenumberpositionstatus
0RUE DES CHAMPEAUX (PRES DE LA GARE ROUTIERE) -...473True50TrueParis144293266800031705 - CHAMPEAUX (BAGNOLET)31705{'lat': 48.8645278209514, 'lng': 2.41617072442...OPEN
152 RUE D'ENGHIEN / ANGLE RUE DU FAUBOURG POISS...033True33FalseParis144293245700010042 - POISSONNI\u00c8RE - ENGHIEN10042{'lat': 48.87242006305313, 'lng': 2.3483952362...OPEN
\n", "
"], "text/plain": [" address available_bike_stands \\\n", "0 RUE DES CHAMPEAUX (PRES DE LA GARE ROUTIERE) -... 47 \n", "1 52 RUE D'ENGHIEN / ANGLE RUE DU FAUBOURG POISS... 0 \n", "\n", " available_bikes banking bike_stands bonus contract_name last_update \\\n", "0 3 True 50 True Paris 1442932668000 \n", "1 33 True 33 False Paris 1442932457000 \n", "\n", " name number \\\n", "0 31705 - CHAMPEAUX (BAGNOLET) 31705 \n", "1 10042 - POISSONNI\u00c8RE - ENGHIEN 10042 \n", "\n", " position status \n", "0 {'lat': 48.8645278209514, 'lng': 2.41617072442... OPEN \n", "1 {'lat': 48.87242006305313, 'lng': 2.3483952362... OPEN "]}, "execution_count": 6, "metadata": {}, "output_type": "execute_result"}], "source": ["with open(\"velib_t1.txt\") as f:\n", " dic = json.load(f)\n", "df = pd.DataFrame.from_dict(dic)\n", "df.head(n=2)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Tracer la latitude et la longitude (elles sont dans un dico : il faut les r\u00e9cup\u00e9rer)"]}, {"cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [{"data": {"text/plain": [""]}, "execution_count": 7, "metadata": {}, "output_type": "execute_result"}, {"data": {"image/png": 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49gbgCVWtAK+KyFNU7RoK/EhVjwCIyMPAe4CvNtSbKcSV4sJH3mW0L31G0kuU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\nYkLCMAzD8GJCwjAMw/BiQsIwDMPw8v8DfsTCOAcmCCkAAAAASUVORK5CYII=\n", "text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["df['lat']=df['position'].map(lambda x : x['lat'])\n", "df['lng']=df['position'].map(lambda x : x['lng'])\n", "plt.scatter(df.lng, df.lat) \n", "plt.scatter(2.342529,48.892931, color=\"#CA9912\") # Maison\n", "plt.scatter(2.329119,48.872243, color=\"r\") #Bureau\n", "plt.title(\"Les stations de v\u00e9lib\")\n", "#plt.show()"]}, {"cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [{"data": {"text/plain": [""]}, "execution_count": 8, "metadata": {}, "output_type": "execute_result"}, {"data": {"image/png": 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mUOD5qz5N/aoLCITTUN1gzkWex0sYZn3QjKyjCpFRtCiFBILEt+8m+szzhFpm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\nOghxgp+YSfjBrWhbpO/XDSypwakIeAOHm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"text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["plt.scatter(df.lng, df.lat, c=df.bike_stands, cmap=\"YlOrRd\") \n", "plt.colorbar()\n", "plt.title(\"Les plus grosses stations de v\u00e9lib\")"]}, {"cell_type": "code", "execution_count": 8, "metadata": {"collapsed": true}, "outputs": [], "source": ["import json\n", "import pandas as pd\n", "\n", "\n", "file = 'velib_t2.txt'\n", "with open(file) as file_stations_t2:\n", " data_stations_t2 = json.loads(file_stations_t2.read())\n", "\n", "df_stations_t2 = pd.DataFrame(data_stations_t2)\n", "liste_stations = df_stations_t2['number'].tolist()"]}, {"cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [{"data": {"text/plain": ["Index(['address_x', 'available_bike_stands_x', 'available_bikes_x',\n", " 'banking_x', 'bike_stands_x', 'bonus_x', 'contract_name_x',\n", " 'last_update_x', 'name_x', 'number', 'position_x', 'status_x', 'lat',\n", " 'lng', 'address_y', 'available_bike_stands_y', 'available_bikes_y',\n", " 'banking_y', 'bike_stands_y', 'bonus_y', 'contract_name_y',\n", " 'last_update_y', 'name_y', 'position_y', 'status_y'],\n", " dtype='object')"]}, "execution_count": 10, "metadata": {}, "output_type": "execute_result"}], "source": ["evolutions_stations = pd.merge(left = df, right = df_stations_t2, on = 'number') \n", "evolutions_stations.columns"]}, {"cell_type": "code", "execution_count": 10, "metadata": {"collapsed": true}, "outputs": [], "source": ["evolutions_stations = evolutions_stations[['address_x', 'number',\n", " 'available_bike_stands_x','available_bike_stands_y','lng','lat']]\n", "\n", "evolutions_stations['variation'] = evolutions_stations['available_bike_stands_x'] - \\\n", " evolutions_stations['available_bike_stands_y']"]}, {"cell_type": "code", "execution_count": 11, "metadata": {"collapsed": true}, "outputs": [], "source": ["lng_var = evolutions_stations[evolutions_stations['variation']>5][\"lng\"].tolist()\n", "lat_var = evolutions_stations[evolutions_stations['variation']>5][\"lat\"].tolist()\n", "valeurs = evolutions_stations[evolutions_stations['variation']>5][\"variation\"].tolist()\n", "labels = evolutions_stations[evolutions_stations['variation']>5][\"address_x\"].tolist()"]}, {"cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [{"data": {"text/plain": [""]}, "execution_count": 13, "metadata": {}, "output_type": "execute_result"}, {"data": {"image/png": 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dd98V2GZe8HP72onu7u7YbDZycnJISUkx13m7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LWdO7r0nw2VUJ/3a9jZ2WHVqlVYuXIlAKBLly74/vvvkZOTAwBITk5GWVkZWrdu/Zvu48+2YsUK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\nX3jhBSPAo5QiOjqamJgY2rVr97vsNfdbnDlzhilTpvDWW2/Rtm1bPDw87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"text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["lng_var = evolutions_stations[evolutions_stations['variation']>5][\"lng\"].tolist()\n", "lat_var = evolutions_stations[evolutions_stations['variation']>5][\"lat\"].tolist()\n", "\n", "valeurs = evolutions_stations[evolutions_stations['variation']>5][\"variation\"].tolist()\n", "\n", "labels = evolutions_stations[evolutions_stations['variation']>5][\"address_x\"].tolist()\n", "scaled_z = []\n", "for value in valeurs : \n", " scaled_z.append((value - min(valeurs)) / (max(valeurs) - min(valeurs)))\n", " \n", "colors = plt.cm.coolwarm(scaled_z)\n", "\n", "fig = plt.figure(figsize=(20,15))\n", "\n", "for label, x, y in zip(labels, lng_var, lat_var):\n", " plt.annotate(label, xy = (x, y),)\n", "\n", "plt.scatter(x = lng_var , y = lat_var, c = colors, marker = \"o\", s = 100)"]}, {"cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [{"data": {"text/plain": ["[17, 10, 6, 6, 10, 7, 8, 6, 8, 16, 6, 7, 9, 8, 7, 7, 6, 6, 6, 8, 8, 6, 7]"]}, "execution_count": 14, "metadata": {}, "output_type": "execute_result"}], "source": ["valeurs"]}, {"cell_type": "code", "execution_count": 14, "metadata": {"collapsed": true}, "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": "3.6.1"}}, "nbformat": 4, "nbformat_minor": 2}