cityBikes_BayArea.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Analysis of City Bikes in the Bay Area\n",
    "\n",
    "* http://www.bayareabikeshare.com\n",
    "* https://www.fordgobike.com/system-data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<table class=\"tg\">\n",
    "  <tr>\n",
    "    <th class=\"tg-yw4l\"><img src=\"./images/prediction_bikeSupply_SanFranciscoCaltrain.png\"></th>\n",
    "    <th class=\"tg-yw4l\"><img src=\"./images/prediction_bikeSupply_SanFranciscoCaltrain_2015-06-11.png\"></th>\n",
    "  </tr>\n",
    "</table>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from datetime import datetime, timedelta, date\n",
    "import pytz\n",
    "from pytz import timezone\n",
    "import dill as pickle\n",
    "\n",
    "import fetchData as fd\n",
    "import exploratoryAnalysis as expAn\n",
    "import distanceMatrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'3.6.3 | packaged by conda-forge | (default, Oct  5 2017, 14:07:33) \\n[GCC 4.8.2 20140120 (Red Hat 4.8.2-15)]'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import sys\n",
    "sys.version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "stationName = 'San Francisco Caltrain (Townsend at 4th)'  \n",
    "#stationName = 'Market at Sansome' \n",
    "\n",
    "freq_hour = 1  ## sampling frequency to cumulate the nb. of bike trips\n",
    " \n",
    "paths = [r'../data/babs_open_data_year_2']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get, Read and Clean raw data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Uncomment to download and extract the data\n",
    "!mkdir -p ../data\n",
    "directory = \"../data/\"\n",
    "\n",
    "links = [\"https://s3.amazonaws.com/babs-open-data/babs_open_data_year_1.zip\",\n",
    "         \"https://s3.amazonaws.com/babs-open-data/babs_open_data_year_2.zip\",\n",
    "         \"https://s3.amazonaws.com/babs-open-data/babs_open_data_year_3.zip\"]\n",
    "for url in links:\n",
    "    (filename, path_to_file) = fd.download_file_by_url(url, directory)\n",
    "    fd.unzip_file(filename, path_to_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "201508_station_data.csv  201508_trip_data.csv\t  babs_open_data_year_2.zip\r\n",
      "201508_status_data.csv\t 201508_weather_data.csv  README.txt\r\n"
     ]
    }
   ],
   "source": [
    "!ls ../data/babs_open_data_year_2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2015-09-01 08:26:00+02:00\n",
      "Now in Oslo (Norway):  2017-10-08 21:06:41.054647+02:00\n",
      "Now in San Francisco:  2017-10-08 12:06:41.054983-07:00\n"
     ]
    }
   ],
   "source": [
    "# Making sure we get the time from the right timezone \n",
    "parse = lambda x: pytz.timezone('US/Pacific').localize(datetime.strptime(x,'%m/%d/%Y %H:%M')) #.astimezone(pytz.timezone('US/Pacific'))\n",
    "print(parse(\"8/31/2015 23:26\").astimezone(pytz.timezone('Europe/Paris')))\n",
    "\n",
    "print(\"Now in Oslo (Norway): \", pytz.timezone('Europe/Oslo').localize(datetime.now()))\n",
    "print(\"Now in San Francisco: \", pytz.timezone('Europe/Oslo').localize(datetime.now()).astimezone(pytz.timezone('America/Los_Angeles')))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Trips data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "## BikeTrips data (takes a few minutes!!)\n",
    "dataTrips = expAn.read_or_store_object('dataTrips', './pkl', expAn.read_dataTrips_from_csv_files, paths=paths, asUTC=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "## SUPPLY & DEMAND: Count how many bikes are arriving/leaving per x hour at a given station\n",
    "cumulEndTrips   = expAn.read_or_store_object('cumulEndTrips', './pkl',\n",
    "                                             expAn.count_bikes_arriving, dataTrips, stationName, freq_hour)\n",
    "cumulStartTrips = expAn.read_or_store_object('cumulStartTrips', './pkl',\n",
    "                                             expAn.count_bikes_leaving, dataTrips, stationName, freq_hour)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Trip ID                     int64\n",
       "Duration                    int64\n",
       "Start Date         datetime64[ns]\n",
       "Start Station              object\n",
       "Start Terminal              int64\n",
       "End Date           datetime64[ns]\n",
       "End Station                object\n",
       "End Terminal                int64\n",
       "Bike #                      int64\n",
       "Subscriber Type            object\n",
       "Zip Code                   object\n",
       "dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataTrips.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "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>Trip ID</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Start Date</th>\n",
       "      <th>Start Station</th>\n",
       "      <th>Start Terminal</th>\n",
       "      <th>End Date</th>\n",
       "      <th>End Station</th>\n",
       "      <th>End Terminal</th>\n",
       "      <th>Bike #</th>\n",
       "      <th>Subscriber Type</th>\n",
       "      <th>Zip Code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>913460</td>\n",
       "      <td>765</td>\n",
       "      <td>2015-08-31 23:26:00</td>\n",
       "      <td>Harry Bridges Plaza (Ferry Building)</td>\n",
       "      <td>50</td>\n",
       "      <td>2015-08-31 23:39:00</td>\n",
       "      <td>San Francisco Caltrain (Townsend at 4th)</td>\n",
       "      <td>70</td>\n",
       "      <td>288</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>2139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>913459</td>\n",
       "      <td>1036</td>\n",
       "      <td>2015-08-31 23:11:00</td>\n",
       "      <td>San Antonio Shopping Center</td>\n",
       "      <td>31</td>\n",
       "      <td>2015-08-31 23:28:00</td>\n",
       "      <td>Mountain View City Hall</td>\n",
       "      <td>27</td>\n",
       "      <td>35</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>95032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>913455</td>\n",
       "      <td>307</td>\n",
       "      <td>2015-08-31 23:13:00</td>\n",
       "      <td>Post at Kearny</td>\n",
       "      <td>47</td>\n",
       "      <td>2015-08-31 23:18:00</td>\n",
       "      <td>2nd at South Park</td>\n",
       "      <td>64</td>\n",
       "      <td>468</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>94107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>913454</td>\n",
       "      <td>409</td>\n",
       "      <td>2015-08-31 23:10:00</td>\n",
       "      <td>San Jose City Hall</td>\n",
       "      <td>10</td>\n",
       "      <td>2015-08-31 23:17:00</td>\n",
       "      <td>San Salvador at 1st</td>\n",
       "      <td>8</td>\n",
       "      <td>68</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>95113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>913453</td>\n",
       "      <td>789</td>\n",
       "      <td>2015-08-31 23:09:00</td>\n",
       "      <td>Embarcadero at Folsom</td>\n",
       "      <td>51</td>\n",
       "      <td>2015-08-31 23:22:00</td>\n",
       "      <td>Embarcadero at Sansome</td>\n",
       "      <td>60</td>\n",
       "      <td>487</td>\n",
       "      <td>Customer</td>\n",
       "      <td>9069</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Trip ID  Duration          Start Date  \\\n",
       "0   913460       765 2015-08-31 23:26:00   \n",
       "1   913459      1036 2015-08-31 23:11:00   \n",
       "2   913455       307 2015-08-31 23:13:00   \n",
       "3   913454       409 2015-08-31 23:10:00   \n",
       "4   913453       789 2015-08-31 23:09:00   \n",
       "\n",
       "                          Start Station  Start Terminal            End Date  \\\n",
       "0  Harry Bridges Plaza (Ferry Building)              50 2015-08-31 23:39:00   \n",
       "1           San Antonio Shopping Center              31 2015-08-31 23:28:00   \n",
       "2                        Post at Kearny              47 2015-08-31 23:18:00   \n",
       "3                    San Jose City Hall              10 2015-08-31 23:17:00   \n",
       "4                 Embarcadero at Folsom              51 2015-08-31 23:22:00   \n",
       "\n",
       "                                End Station  End Terminal  Bike #  \\\n",
       "0  San Francisco Caltrain (Townsend at 4th)            70     288   \n",
       "1                   Mountain View City Hall            27      35   \n",
       "2                         2nd at South Park            64     468   \n",
       "3                       San Salvador at 1st             8      68   \n",
       "4                    Embarcadero at Sansome            60     487   \n",
       "\n",
       "  Subscriber Type Zip Code  \n",
       "0      Subscriber     2139  \n",
       "1      Subscriber    95032  \n",
       "2      Subscriber    94107  \n",
       "3      Subscriber    95113  \n",
       "4        Customer     9069  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataTrips.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stations data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IDs of neighbouring stations to San Francisco Caltrain (Townsend at 4th): [61 69]\n",
      "Names stations nearby San Francisco Caltrain (Townsend at 4th):\n",
      "['2nd at Townsend', 'San Francisco Caltrain 2 (330 Townsend)']\n"
     ]
    }
   ],
   "source": [
    "stationData  = expAn.read_dataStation_from_csv_files(paths)\n",
    "stationID    = expAn.get_stationID(stationName, stationData)\n",
    "stationDockcount = expAn.get_stationDockcount(stationName, stationData)\n",
    "(lat, lon)    = expAn.get_station_coordinates(stationName, stationData)\n",
    "neighboursIDs = expAn.get_neighbouring_stationIDs(stationData, stationName, radius=.65)\n",
    "print(\"IDs of neighbouring stations to {statName}: {IDs}\".format(statName=stationName, IDs=neighboursIDs))\n",
    "print(\"Names stations nearby {statName}:\\n{Names}\".format(statName=stationName,\n",
    "                                                                   Names=expAn.get_stationNames(neighboursIDs, stationData)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Weather data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "dateparse = lambda x: pytz.timezone('US/Pacific').localize(datetime.strptime(x,'%m/%d/%Y')).astimezone(timezone('UTC'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "datetime.datetime(2014, 9, 1, 7, 0, tzinfo=<UTC>)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dateparse('9/1/2014')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('../data/babs_open_data_year_2/201508_weather_data.csv', index_col=0, date_parser=dateparse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "postal codes available with weather forecast:  [94107 94063 94301 94041 95113]\n",
      "post codes of neighborhood:  [94158, 94103, 94105, 94107]\n"
     ]
    }
   ],
   "source": [
    "weatherData = expAn.read_dataWeather_from_csv_files(paths=paths)\n",
    "print(\"postal codes available with weather forecast: \", weatherData['Zip'].unique())\n",
    "(precipitation_mm, temperature_celcius) = expAn.get_weatherInfos(weatherData, stationData, stationName)\n",
    "weatherInfos = {}\n",
    "weatherInfos['precipitation_mm']    = precipitation_mm\n",
    "weatherInfos['temperature_celcius'] = temperature_celcius"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predictions for a given station:\n",
    "\n",
    "* Build a prediction model for the **supply** and **demand** of bikes which takes into account:\n",
    "    * earlier samples,\n",
    "    * the weather data,\n",
    "    * possibly information about neighbour stations\n",
    "\n",
    "\n",
    "### Predict the number of bikes arriving, and compare various algorithms\n",
    "\n",
    "* linear regression\n",
    "* decision tree regressor\n",
    "* Random Forest\n",
    "* Boosted decision tree\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "inputsDemand = [{'title':'Prediction of bike demand from {stationName}'.format(stationName=stationName),\n",
    "                 'data':cumulStartTrips,\n",
    "                 'freq_hour':freq_hour, 'supply_demand':'demand', 'checkDockAvailable':False,\n",
    "                 'withWeather':True,\n",
    "                 'label':'Linear Regression', 'algo':'LinearRegression',\n",
    "                 'ratioTest':0.3, }]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "inputsSupply = [{\n",
    "                 'title':'Prediction of bike supply @ {stationName}'.format(stationName=stationName),\n",
    "                 'data' : cumulEndTrips, \n",
    "                 'freq_hour':freq_hour, 'supply_demand':'supply', 'checkDockAvailable':True,\n",
    "                 'withWeather': True,\n",
    "                 'label':'Linear Regression', 'algo':'LinearRegression',\n",
    "                 'ratioTest':0.3,\n",
    "                 }]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Description of the features in this simple autoregressive model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2013-08-29\n",
      "earliestTime:  2013-09-26 00:00:00\n",
      "[Timestamp('2013-09-25 23:00:00'), Timestamp('2013-09-25 22:00:00'), Timestamp('2013-09-25 21:00:00'), Timestamp('2013-09-25 16:00:00'), Timestamp('2013-09-25 00:00:00'), Timestamp('2013-09-19 00:00:00'), Timestamp('2013-09-12 00:00:00'), Timestamp('2013-08-29 00:00:00')]\n"
     ]
    }
   ],
   "source": [
    "offsetsTrip = [pd.DateOffset(**k) for k in [{'hours': 1*freq_hour},{'hours': 2*freq_hour},\\\n",
    "                                            {'hours': 3*freq_hour}, {'hours': 8*freq_hour},\\\n",
    "                                            {'days': 1}, {'days': 7}, {'days': 14},\\\n",
    "                                            {'days': 28}]]\n",
    "# weatherInfos['precipitation_mm'].index.asof(str(date(2013,8,29)))\n",
    "print(date(2013,8,29))\n",
    "earliestTime =  date(2013,8,29) + offsetsTrip[-1]\n",
    "print(\"earliestTime: \",earliestTime)\n",
    "print([earliestTime-i for i in offsetsTrip])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['precipitation_mm', 'temperature_celcius'])"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weatherInfos.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "(X_full, y_full) = expAn.build_modelInputs(inputsSupply[0], weatherInfos)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "def build_split_train_predict(inputs, weatherInfos={}):\n",
    "    from sklearn import preprocessing\n",
    "    from sklearn.linear_model import LinearRegression\n",
    "    from sklearn.tree import DecisionTreeRegressor\n",
    "    from sklearn.ensemble import RandomForestRegressor, AdaBoostRegressor, GradientBoostingRegressor\n",
    "    outputs = []\n",
    "    for inp in inputs:\n",
    "        ## READ AND COMPLETE INPUTS WITH DEFAULT VALUES IF MISSING\n",
    "        inpDF = inp['data']\n",
    "        output = inp\n",
    "        if 'algo' not in inp.keys():\n",
    "            output['algo'] = 'LinearRegression'\n",
    "        if 'ratioTest' not in inp.keys():\n",
    "            output['ratioTest'] = 0.3\n",
    "        if 'withWeather' not in inp.keys():\n",
    "            output['withWeather'] = True\n",
    "        if 'checkDockAvailable' not in inp.keys():\n",
    "            output['checkDockAvailable'] = True\n",
    "        if 'checkBikeAvailable' not in inp.keys():\n",
    "            output['checkBikeAvailable'] = True\n",
    "        ## build the model\n",
    "        (X_full, y_full) = expAn.build_modelInputs(inp, weatherInfos)\n",
    "\n",
    "        # Split the data into training/testing sets\n",
    "        nTest = int(round(len(X_full)*output['ratioTest']))\n",
    "        X_trainingSet = X_full[:-nTest]\n",
    "        X_testingSet  = X_full[-nTest:]\n",
    "        # Split the targets into training/testing sets\n",
    "        y_train = y_full[:-nTest]\n",
    "        y_test  = y_full[-nTest:]\n",
    "        output['X_full'] = X_full\n",
    "        output['y_full'] = y_full\n",
    "        output['X_trainingSet'] = X_trainingSet\n",
    "        output['X_testingSet'] = X_testingSet\n",
    "        output['y_train'] = y_train\n",
    "        output['y_test'] = y_test\n",
    "        output['dates_train'] = inpDF.index[:-nTest]\n",
    "        output['dates_test'] = inpDF.index[-nTest:]\n",
    "        print(inp['algo'])\n",
    "\n",
    "        ## Normalizing the model coefficients for meaningful comparison\n",
    "        ## Standardization, or mean removal and variance scaling\n",
    "        ## (http://scikit-learn.org/stable/modules/preprocessing.html#preprocessing)\n",
    "        scaler = preprocessing.StandardScaler(copy=True, with_mean=True, with_std=True).fit(X_trainingSet)\n",
    "        X_trainingSet = scaler.transform(X_trainingSet)\n",
    "        X_testingSet = scaler.transform(X_testingSet)\n",
    "        \n",
    "        # Train the model using the training sets\n",
    "        print('\\nLabel: {}'.format(output['label']))\n",
    "        \n",
    "        algo = {'LinearRegression':LinearRegression()}[inp['algo']]        \n",
    "        model = algo.fit(X_trainingSet, y_train)\n",
    "        output['model'] = model\n",
    "        \n",
    "        RSS = sum((y_train - model.predict(X_trainingSet))**2)  ## residual sum of squares (RSS) p.62\n",
    "        TSS = sum((y_train - np.mean(y_train))**2)\n",
    "        \n",
    "        ## The residual standard error (RSE) provides an absolute measure of lack of fit of the model to the data.\n",
    "        RSE = (RSS/(len(y_train)-2))**(0.5) ## residual standard error (RSE) p.69\n",
    "        \n",
    "        ## But since the RSE is measured in the units of Y , it is not always clear what constitutes a good RSE.\n",
    "        ## The R**2 statistic provides an alternative measure of fit. It takes the form of a proportion\n",
    "        ## — the proportion of variance explained — and so it always takes on a value between 0 and 1, and is \n",
    "        ## independent of the scale of Y. (p.69-70)\n",
    "        R2statistic = 1. - RSS/TSS\n",
    "        \n",
    "        # prediction\n",
    "        y_predict = model.predict(X_testingSet) # to compare to the real values: y_test\n",
    "        output['y_predict'] = y_predict\n",
    "\n",
    "        ### Explained variance score: 1 is perfect prediction\n",
    "        #if inp['algo'] != 'RandomForestRegressor':\n",
    "        scoreVarTrain = model.score(X_trainingSet, y_train)\n",
    "        scoreVarTest = model.score(X_testingSet, y_test)\n",
    "        sse = np.mean((y_predict - y_test) ** 2)\n",
    "        print(\"sum of squared errors of prediction (SSE): %.2f\" % sse)\n",
    "        print('Variance score on training set: %.2f' % scoreVarTrain)\n",
    "        print('Variance score on test set: %.2f' % scoreVarTest)\n",
    "        print('RSE: %.2f' % RSE)\n",
    "        print('R^2: %.2f' % R2statistic)\n",
    "        stats = {'scoreVarTrain':scoreVarTrain,\n",
    "                 'scoreVarTest':scoreVarTest, 'sse':sse,\n",
    "                 'RSS':RSS, 'TSS':TSS, 'RSE':RSE,\n",
    "                 'R2statistic':R2statistic}\n",
    "        output['stats'] = stats\n",
    "        outputs.append(output)\n",
    "    return outputs\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LinearRegression\n",
      "\n",
      "Label: Linear Regression\n",
      "sum of squared errors of prediction (SSE): 7.64\n",
      "Variance score on training set: 0.83\n",
      "Variance score on test set: 0.83\n",
      "RSE: 3.21\n",
      "R^2: 0.83\n"
     ]
    }
   ],
   "source": [
    "results_supply = build_split_train_predict(inputsSupply, weatherInfos)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LinearRegression\n",
      "\n",
      "Label: Linear Regression\n",
      "sum of squared errors of prediction (SSE): 5.30\n",
      "Variance score on training set: 0.80\n",
      "Variance score on test set: 0.82\n",
      "RSE: 2.75\n",
      "R^2: 0.80\n"
     ]
    }
   ],
   "source": [
    "results_demand = build_split_train_predict(inputsDemand, weatherInfos)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot to compare the combinations of input parameters and AI algo."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"eb647121-fa7c-4d40-97dc-3bf02692dedc\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id !== undefined) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io import _state; print(_state.uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var element_id = msg.content.text.trim();\n",
       "            Bokeh.index[element_id].model.document.clear();\n",
       "            delete Bokeh.index[element_id];\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"from bokeh import io; io._destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
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       "    var output = handle.output;\n",
       "\n",
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       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(`.${CLASS_NAME.split(' ')[0]}`);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[0].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[0].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
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       "      // store reference to server id on output_area\n",
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       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[0]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"eb647121-fa7c-4d40-97dc-3bf02692dedc\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "    }\n",
       "    finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.info(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(js_urls, callback) {\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = js_urls.length;\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var s = document.createElement('script');\n",
       "      s.src = url;\n",
       "      s.async = false;\n",
       "      s.onreadystatechange = s.onload = function() {\n",
       "        root._bokeh_is_loading--;\n",
       "        if (root._bokeh_is_loading === 0) {\n",
       "          console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "          run_callbacks()\n",
       "        }\n",
       "      };\n",
       "      s.onerror = function() {\n",
       "        console.warn(\"failed to load library \" + url);\n",
       "      };\n",
       "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "  };var element = document.getElementById(\"eb647121-fa7c-4d40-97dc-3bf02692dedc\");\n",
       "  if (element == null) {\n",
       "    console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'eb647121-fa7c-4d40-97dc-3bf02692dedc' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.9.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.9.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.9.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.9.min.js\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    function(Bokeh) {\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.9.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.9.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.9.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.9.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.9.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.9.min.css\");\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"eb647121-fa7c-4d40-97dc-3bf02692dedc\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(js_urls, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"eb647121-fa7c-4d40-97dc-3bf02692dedc\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n    }\n    finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.info(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(js_urls, callback) {\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = js_urls.length;\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var s = document.createElement('script');\n      s.src = url;\n      s.async = false;\n      s.onreadystatechange = s.onload = function() {\n        root._bokeh_is_loading--;\n        if (root._bokeh_is_loading === 0) {\n          console.log(\"Bokeh: all BokehJS libraries loaded\");\n          run_callbacks()\n        }\n      };\n      s.onerror = function() {\n        console.warn(\"failed to load library \" + url);\n      };\n      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.getElementsByTagName(\"head\")[0].appendChild(s);\n    }\n  };var element = document.getElementById(\"eb647121-fa7c-4d40-97dc-3bf02692dedc\");\n  if (element == null) {\n    console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'eb647121-fa7c-4d40-97dc-3bf02692dedc' but no matching script tag was found. \")\n    return false;\n  }\n\n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.9.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.9.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.9.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.9.min.js\"];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.9.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.9.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.9.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.9.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.9.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.9.min.css\");\n    }\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"eb647121-fa7c-4d40-97dc-3bf02692dedc\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(js_urls, function() {\n      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.io import push_notebook, show, output_notebook, output_file\n",
    "from bokeh.layouts import row\n",
    "from bokeh.plotting import figure\n",
    "from bokeh.models.formatters import DatetimeTickFormatter\n",
    "from bokeh.models.ranges import Range1d\n",
    "from bokeh.models import LinearAxis\n",
    "from bokeh.palettes import brewer\n",
    "output_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_prediction(outputs, title=\"\", weatherInfos={}):\n",
    "    timeUTC = outputs[0]['dates_test'].tolist()\n",
    "    timePST = [pytz.timezone('UTC').localize(x).astimezone(timezone('US/Pacific')) for x in timeUTC]\n",
    "    actual_data = outputs[0]['y_test']\n",
    "    temper = [weatherInfos['temperature_celcius'][weatherInfos['temperature_celcius'].index.asof(i)] for i in outputs[0]['dates_test']]\n",
    "    precip = [weatherInfos['precipitation_mm'][weatherInfos['precipitation_mm'].index.asof(i)] for i in outputs[0]['dates_test']]\n",
    "    \n",
    "    p = figure(title=title, #toolbar_location=None,\n",
    "               plot_width=800, plot_height=600, x_axis_type='datetime')\n",
    "    p.y_range = Range1d(0, 45.)\n",
    "    p.extra_y_ranges = {\"Precipitations\": Range1d(start=0, end=5)}\n",
    "    p.add_layout(LinearAxis(y_range_name=\"Precipitations\"), 'right')\n",
    "    p.grid.grid_line_color = None\n",
    "#     p.background_fill_color = \"#eeeeee\"\n",
    "    for output in outputs:\n",
    "        p.line(timePST, np.array(output['y_predict']),\n",
    "               line_width=2, line_color=\"green\")\n",
    "        p.circle(timePST, np.array(output['y_predict']), fill_color=\"green\", line_color=\"green\", size=6,\n",
    "                 legend=output['label'])\n",
    "    p.line(timePST, np.array(temper), line_width=2, line_color=\"red\", legend='Temp. (C)')\n",
    "    p.line(timePST, precip, y_range_name='Precipitations', line_width=2, line_color=\"blue\",  legend='Rain (mm)')\n",
    "    \n",
    "    p.patches(timePST, precip, color=\"blue\", alpha=0.5, line_color='blue')\n",
    "    \n",
    "    \n",
    "    \n",
    "    p.line(timePST, actual_data, line_width=2, line_color=\"gray\", line_dash=\"4 4\")\n",
    "    p.circle(timePST, actual_data, fill_color=\"gray\", line_color=\"gray\", size=6, legend='Actual', line_dash=\"4 4\")\n",
    "    p.xaxis.axis_label = 'Time'\n",
    "    p.xaxis.formatter = DatetimeTickFormatter(days=[\"%a\\n%d %b\"])\n",
    "    p.yaxis.axis_label = 'Bikes'\n",
    "    output_file(\"predictions.html\", title=\"Bay Area citybikes\")\n",
    "    show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "W-1005 (SNAPPED_TOOLBAR_ANNOTATIONS): Snapped toolbars and annotations on the same side MAY overlap visually: Figure(id='a52983a3-8adb-4e72-8e1e-80eeb83d4730', ...)\n"
     ]
    },
    {
     "data": {
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       "    <div class=\"bk-plotdiv\" id=\"a92482c3-aea4-4fff-bb01-f7435dd82225\"></div>\n",
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     "output_type": "display_data"
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    "title = 'cityBikes/Prediction of bike supply @ {stationName}'.format(stationName=stationName)\n",
    "plot_prediction(results_supply,title = title, weatherInfos=weatherInfos)"
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