Velib.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Paris Velib fun using DataFrames, matplotlib and folium\n",
    "\n",
    "To get a JC Decaux API key:\n",
    "https://developer.jcdecaux.com/#/home\n",
    "\n",
    "Let's retrieve some real time data from JC Decaux open data API, and explore them:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data retrieved on: 2017/10/30 00:19:48\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>address</th>\n",
       "      <th>available_bike_stands</th>\n",
       "      <th>available_bikes</th>\n",
       "      <th>banking</th>\n",
       "      <th>bike_stands</th>\n",
       "      <th>bonus</th>\n",
       "      <th>contract_name</th>\n",
       "      <th>last_update</th>\n",
       "      <th>name</th>\n",
       "      <th>number</th>\n",
       "      <th>position</th>\n",
       "      <th>status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>RUE DES CHAMPEAUX (PRES DE LA GARE ROUTIERE) -...</td>\n",
       "      <td>48</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>50</td>\n",
       "      <td>True</td>\n",
       "      <td>Paris</td>\n",
       "      <td>1509318853000</td>\n",
       "      <td>31705 - CHAMPEAUX (BAGNOLET)</td>\n",
       "      <td>31705</td>\n",
       "      <td>{'lat': 48.8645278209514, 'lng': 2.41617072442...</td>\n",
       "      <td>OPEN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>52 RUE D'ENGHIEN / ANGLE RUE DU FAUBOURG POISS...</td>\n",
       "      <td>8</td>\n",
       "      <td>25</td>\n",
       "      <td>True</td>\n",
       "      <td>33</td>\n",
       "      <td>False</td>\n",
       "      <td>Paris</td>\n",
       "      <td>1509318760000</td>\n",
       "      <td>10042 - POISSONNIÈRE - ENGHIEN</td>\n",
       "      <td>10042</td>\n",
       "      <td>{'lat': 48.87242006305313, 'lng': 2.3483952362...</td>\n",
       "      <td>OPEN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>74 BOULEVARD DES BATIGNOLLES - 75008 PARIS</td>\n",
       "      <td>41</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>44</td>\n",
       "      <td>True</td>\n",
       "      <td>Paris</td>\n",
       "      <td>1509318767000</td>\n",
       "      <td>08020 - METRO ROME</td>\n",
       "      <td>8020</td>\n",
       "      <td>{'lat': 48.882148945631904, 'lng': 2.319860054...</td>\n",
       "      <td>OPEN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>139 AVENUE JEAN LOLIVE / MAIL CHARLES DE GAULL...</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "      <td>25</td>\n",
       "      <td>False</td>\n",
       "      <td>Paris</td>\n",
       "      <td>1509318988000</td>\n",
       "      <td>35014 - DE GAULLE (PANTIN)</td>\n",
       "      <td>35014</td>\n",
       "      <td>{'lat': 48.893268664697416, 'lng': 2.412715733...</td>\n",
       "      <td>OPEN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>57 &amp; 36 RUE JULIEN LACROIX - 75020 PARIS</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>26</td>\n",
       "      <td>False</td>\n",
       "      <td>Paris</td>\n",
       "      <td>1509318966000</td>\n",
       "      <td>20040 - PARC DE BELLEVILLE</td>\n",
       "      <td>20040</td>\n",
       "      <td>{'lat': 48.870393671603765, 'lng': 2.384222472...</td>\n",
       "      <td>OPEN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             address  available_bike_stands  \\\n",
       "0  RUE DES CHAMPEAUX (PRES DE LA GARE ROUTIERE) -...                     48   \n",
       "1  52 RUE D'ENGHIEN / ANGLE RUE DU FAUBOURG POISS...                      8   \n",
       "2         74 BOULEVARD DES BATIGNOLLES - 75008 PARIS                     41   \n",
       "3  139 AVENUE JEAN LOLIVE / MAIL CHARLES DE GAULL...                     12   \n",
       "4           57 & 36 RUE JULIEN LACROIX - 75020 PARIS                      0   \n",
       "\n",
       "   available_bikes  banking  bike_stands  bonus contract_name    last_update  \\\n",
       "0                1     True           50   True         Paris  1509318853000   \n",
       "1               25     True           33  False         Paris  1509318760000   \n",
       "2                3     True           44   True         Paris  1509318767000   \n",
       "3                6     True           25  False         Paris  1509318988000   \n",
       "4                0     True           26  False         Paris  1509318966000   \n",
       "\n",
       "                             name  number  \\\n",
       "0    31705 - CHAMPEAUX (BAGNOLET)   31705   \n",
       "1  10042 - POISSONNIÈRE - ENGHIEN   10042   \n",
       "2              08020 - METRO ROME    8020   \n",
       "3      35014 - DE GAULLE (PANTIN)   35014   \n",
       "4      20040 - PARC DE BELLEVILLE   20040   \n",
       "\n",
       "                                            position status  \n",
       "0  {'lat': 48.8645278209514, 'lng': 2.41617072442...   OPEN  \n",
       "1  {'lat': 48.87242006305313, 'lng': 2.3483952362...   OPEN  \n",
       "2  {'lat': 48.882148945631904, 'lng': 2.319860054...   OPEN  \n",
       "3  {'lat': 48.893268664697416, 'lng': 2.412715733...   OPEN  \n",
       "4  {'lat': 48.870393671603765, 'lng': 2.384222472...   OPEN  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import urllib\n",
    "import pandas as pd\n",
    "\n",
    "jc_decaux_api_key = \"YOUR_KEY_HERE\"\n",
    "jc_decaux_api_url = \"https://api.jcdecaux.com/vls/v1/stations?contract=Paris&apiKey=\" + jc_decaux_api_key\n",
    "\n",
    "with urllib.request.urlopen(jc_decaux_api_url) as response:\n",
    "    velib_data = pd.read_json(response.read())\n",
    "\n",
    "from datetime import datetime\n",
    "now = datetime.now()\n",
    "date_of_data=now.strftime('%Y/%m/%d %H:%M:%S')\n",
    "\n",
    "print ('Data retrieved on: ' + str(date_of_data))\n",
    "    \n",
    "velib_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Let's do some basic statistics:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 916 Velib stands in Paris\n",
      "There are 30374 bike stands in total\n",
      "There are 13084 available bikes\n",
      "There are 15104 available bikes stands\n",
      "\n",
      "Biggest stations with 72 bike stands:\n",
      "['7 RUE DE METZ - 75010 PARIS' '29 BOULEVARD NEY - 75018 PARIS']\n",
      "\n",
      "Smallest stations with 8 bike stands:\n",
      "['1 PLACE HENRI ROLLET - 75015 PARIS' '3 RUE BOUDREAU - 75009 PARIS']\n"
     ]
    }
   ],
   "source": [
    "print(\"There are {0} Velib stands in Paris\".format(velib_data.address.count()))\n",
    "print(\"There are {0} bike stands in total\".format(velib_data.bike_stands.sum()))\n",
    "print(\"There are {0} available bikes\".format(velib_data.available_bikes.sum()))\n",
    "print(\"There are {0} available bikes stands\".format(velib_data.available_bike_stands.sum()))\n",
    "print(\"\")\n",
    "\n",
    "bike_stands_max = velib_data.bike_stands.max()\n",
    "bike_stands_max_query = \"bike_stands == \" + str(bike_stands_max)\n",
    "print(\"Biggest stations with {0} bike stands:\".format(bike_stands_max))\n",
    "print(velib_data.query(bike_stands_max_query).address.values)\n",
    "print(\"\")\n",
    "\n",
    "bike_stands_min = velib_data.bike_stands.min()\n",
    "bike_stands_min_query = \"bike_stands == \" + str(bike_stands_min)\n",
    "print(\"Smallest stations with {0} bike stands:\".format(bike_stands_min))\n",
    "print(velib_data.query(bike_stands_min_query).address.values)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Now extract the nested JSon position and add 2 columns (latitude, longitude) to the dataframe:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>address</th>\n",
       "      <th>available_bike_stands</th>\n",
       "      <th>available_bikes</th>\n",
       "      <th>banking</th>\n",
       "      <th>bike_stands</th>\n",
       "      <th>bonus</th>\n",
       "      <th>contract_name</th>\n",
       "      <th>last_update</th>\n",
       "      <th>name</th>\n",
       "      <th>number</th>\n",
       "      <th>position</th>\n",
       "      <th>status</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>RUE DES CHAMPEAUX (PRES DE LA GARE ROUTIERE) -...</td>\n",
       "      <td>48</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>50</td>\n",
       "      <td>True</td>\n",
       "      <td>Paris</td>\n",
       "      <td>1509318853000</td>\n",
       "      <td>31705 - CHAMPEAUX (BAGNOLET)</td>\n",
       "      <td>31705</td>\n",
       "      <td>{'lat': 48.8645278209514, 'lng': 2.41617072442...</td>\n",
       "      <td>OPEN</td>\n",
       "      <td>48.864528</td>\n",
       "      <td>2.416171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>52 RUE D'ENGHIEN / ANGLE RUE DU FAUBOURG POISS...</td>\n",
       "      <td>8</td>\n",
       "      <td>25</td>\n",
       "      <td>True</td>\n",
       "      <td>33</td>\n",
       "      <td>False</td>\n",
       "      <td>Paris</td>\n",
       "      <td>1509318760000</td>\n",
       "      <td>10042 - POISSONNIÈRE - ENGHIEN</td>\n",
       "      <td>10042</td>\n",
       "      <td>{'lat': 48.87242006305313, 'lng': 2.3483952362...</td>\n",
       "      <td>OPEN</td>\n",
       "      <td>48.872420</td>\n",
       "      <td>2.348395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>74 BOULEVARD DES BATIGNOLLES - 75008 PARIS</td>\n",
       "      <td>41</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>44</td>\n",
       "      <td>True</td>\n",
       "      <td>Paris</td>\n",
       "      <td>1509318767000</td>\n",
       "      <td>08020 - METRO ROME</td>\n",
       "      <td>8020</td>\n",
       "      <td>{'lat': 48.882148945631904, 'lng': 2.319860054...</td>\n",
       "      <td>OPEN</td>\n",
       "      <td>48.882149</td>\n",
       "      <td>2.319860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>139 AVENUE JEAN LOLIVE / MAIL CHARLES DE GAULL...</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "      <td>25</td>\n",
       "      <td>False</td>\n",
       "      <td>Paris</td>\n",
       "      <td>1509318988000</td>\n",
       "      <td>35014 - DE GAULLE (PANTIN)</td>\n",
       "      <td>35014</td>\n",
       "      <td>{'lat': 48.893268664697416, 'lng': 2.412715733...</td>\n",
       "      <td>OPEN</td>\n",
       "      <td>48.893269</td>\n",
       "      <td>2.412716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>57 &amp; 36 RUE JULIEN LACROIX - 75020 PARIS</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>26</td>\n",
       "      <td>False</td>\n",
       "      <td>Paris</td>\n",
       "      <td>1509318966000</td>\n",
       "      <td>20040 - PARC DE BELLEVILLE</td>\n",
       "      <td>20040</td>\n",
       "      <td>{'lat': 48.870393671603765, 'lng': 2.384222472...</td>\n",
       "      <td>OPEN</td>\n",
       "      <td>48.870394</td>\n",
       "      <td>2.384222</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             address  available_bike_stands  \\\n",
       "0  RUE DES CHAMPEAUX (PRES DE LA GARE ROUTIERE) -...                     48   \n",
       "1  52 RUE D'ENGHIEN / ANGLE RUE DU FAUBOURG POISS...                      8   \n",
       "2         74 BOULEVARD DES BATIGNOLLES - 75008 PARIS                     41   \n",
       "3  139 AVENUE JEAN LOLIVE / MAIL CHARLES DE GAULL...                     12   \n",
       "4           57 & 36 RUE JULIEN LACROIX - 75020 PARIS                      0   \n",
       "\n",
       "   available_bikes  banking  bike_stands  bonus contract_name    last_update  \\\n",
       "0                1     True           50   True         Paris  1509318853000   \n",
       "1               25     True           33  False         Paris  1509318760000   \n",
       "2                3     True           44   True         Paris  1509318767000   \n",
       "3                6     True           25  False         Paris  1509318988000   \n",
       "4                0     True           26  False         Paris  1509318966000   \n",
       "\n",
       "                             name  number  \\\n",
       "0    31705 - CHAMPEAUX (BAGNOLET)   31705   \n",
       "1  10042 - POISSONNIÈRE - ENGHIEN   10042   \n",
       "2              08020 - METRO ROME    8020   \n",
       "3      35014 - DE GAULLE (PANTIN)   35014   \n",
       "4      20040 - PARC DE BELLEVILLE   20040   \n",
       "\n",
       "                                            position status   latitude  \\\n",
       "0  {'lat': 48.8645278209514, 'lng': 2.41617072442...   OPEN  48.864528   \n",
       "1  {'lat': 48.87242006305313, 'lng': 2.3483952362...   OPEN  48.872420   \n",
       "2  {'lat': 48.882148945631904, 'lng': 2.319860054...   OPEN  48.882149   \n",
       "3  {'lat': 48.893268664697416, 'lng': 2.412715733...   OPEN  48.893269   \n",
       "4  {'lat': 48.870393671603765, 'lng': 2.384222472...   OPEN  48.870394   \n",
       "\n",
       "   longitude  \n",
       "0   2.416171  \n",
       "1   2.348395  \n",
       "2   2.319860  \n",
       "3   2.412716  \n",
       "4   2.384222  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "velib_data['latitude'] = velib_data['position'].apply(lambda x: x['lat'])\n",
    "velib_data['longitude'] = velib_data['position'].apply(lambda x: x['lng'])\n",
    "velib_data.head()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the stations using a scatter graph from matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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eAoJQQK0lLEVZoRu/v+xMQ8pSslSVvpcTbGrbK/WsRMt16sufMVuuZmaIjNX1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\nYEBAREREYEBAREREYEBAREREAP4fP9Nnq+Da0gcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ae042b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "plt.style.use('ggplot')\n",
    "fig, ax = plt.subplots(figsize=(8, 8))\n",
    "velib_data.plot(ax = ax, kind='scatter', y='latitude', x='longitude', title='Paris Velib stations location');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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fr776KiorKyGRSLBy5UpMmjQJAFBVVYWXXnoJXq8XF110EW699VZxVXae4c//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\nDgaDwWAMif8HXiQdZaudOmMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1077adbe0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "velib_data.plot(kind='scatter', y='latitude', x='longitude' , c='bike_stands', title='Paris Velib station bike stands');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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aAdgDpVJp9m0qFAqUlpaafbttJcS4hBgTwHG1lBDjEmJMgG3E1dy7F7KW4xo/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\niAgiA78QQggRQWTgF0IIISLIfwD3PrgrkViVawAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113e9ac18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "velib_data.query(\"available_bikes == 0\").plot.scatter(y='latitude', x='longitude',\n",
    "                                                      title='Paris Velib stations with no bike available as of '+str(date_of_data));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Now extract a postcode from the addresses using a regular expression, and store it in a new column. Then draw a histogram to show how many stations there are by area:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0aKBx48Zp1qxZrn9vvvmmZs2a5XavmnTpsIU8fn5+evLJJ/W73/1Or776qjIz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\nSU6Nycl5sJMrKSlJfn5+bhu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66quvrGPHjhXr8Z9//rn1/PPPW3PmzLGeffZZa/369ZZl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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114030588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import re\n",
    "velib_data['postcode'] = velib_data['address'].apply(lambda x: re.findall('\\d{5}',x)[0] )\n",
    "plt.figure(figsize=(10, 6))\n",
    "velib_data.groupby('postcode').size().plot.bar();\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compute the percentage of available bikes by station. Then plot the result."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YOnRoqXJhYWGIjo6G1WrF1atXkZSUhPT0dIc8BQUFOHToEFq1alXj18EYY4wx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GbJ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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11428dcf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 8))\n",
    "velib_data['availability'] = 100 * velib_data['available_bikes'] / velib_data['bike_stands']\n",
    "velib_data.plot(ax = ax, kind='scatter', y='latitude', x='longitude' , c='availability', cmap=plt.get_cmap('RdYlGn'));\n",
    "\n",
    "plt.title('Paris Velib station bike availability on ' + date_of_data);\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Draw the real time bike availability heatmap using folium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "<folium.folium.Map at 0x114900358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import folium\n",
    "from folium.plugins import HeatMap\n",
    "\n",
    "m = folium.Map(location=[48.86, 2.35], zoom_start=12)\n",
    "\n",
    "data = [[a,b,c] for a,b,c in zip(velib_data.latitude.values,\n",
    "                                 velib_data.longitude.values,\n",
    "                                 velib_data.availability.values) ]\n",
    "gradient={'0': 'Red','0.5': 'Yellow','1': 'Green'}\n",
    "\n",
    "# plot heatmap\n",
    "m.add_child(HeatMap(data, radius=7, gradient=gradient) )\n",
    "\n",
    "display(m)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Display location of station with bonuses\n",
    "These stations are located up hill (Montmartre, Belleville, Montagne Ste Genevieve, ...)\n",
    "You get a reward if you get your bike back there ;)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
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                ).addTo(map_da2b2cf851fd4a60a2f421725ad6f66b);
            
    
            var circle_marker_003dd1212a804aacaf7a12ec4e8cbf31 = L.circleMarker(
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</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1148efd30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m = folium.Map(location=[48.86, 2.35], zoom_start=12)\n",
    "df = velib_data.query(\"bonus == True\")\n",
    "for lat,lon in zip(df.latitude,df.longitude):\n",
    "    folium.CircleMarker(location = [lat, lon], radius=7 ).add_to(m)\n",
    "display(m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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