Dynamic Taxi Pricing (Innovents Hackathon).ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![taxi image](taxi.jpg)\n",
    "# Dynamic Taxi Pricing with ML\n",
    "### *Innovents Hackathon Submission - Kelly Hopkins*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Problem Statement:\n",
    "\n",
    "> *As part of the agency’s commitment to encourage innovation in the for-hire vehicle industry, DFHV seeks to introduce a dynamic pricing system for taxi cabs. DFHV wants to implement three pricing tiers (eg, off-peak-normal-peak, or low-medium-high) based on trip data. The tiers could be based on times or areas that have more or less demand for taxi cab service. As the taxi cab regulator, DFHV sets taxi cab rates and would establish parameters for dynamic pricing, which taxi cabs would follow.*\n",
    "\n",
    "link to the kaggle dataset: https://www.kaggle.com/bvc5283/dc-taxi-trips\n",
    "\n",
    "# Solution: \n",
    "Apply machine learning techniques to the taxi trips dataset to adjust pricing based on relative demand.\n",
    "\n",
    "Concepts explored in this presentation:\n",
    "- Tiered-based time clustering\n",
    "- Hourly time aggregation\n",
    "- Historical modeling using Linear Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'C:\\\\Users\\\\kah32\\\\Documents\\\\Code Projects\\\\Dynamic Taxi Pricing'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# data analysis packages\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sb\n",
    "import os\n",
    "from datetime import datetime\n",
    "\n",
    "import folium \n",
    "import branca\n",
    "from folium import plugins\n",
    "from folium.plugins import HeatMap\n",
    "\n",
    "# ML algorithms\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.model_selection import cross_val_score\n",
    "\n",
    "from sklearn.metrics import accuracy_score, mean_squared_error\n",
    "from sklearn.linear_model import LinearRegression, Ridge, Lasso, BayesianRidge\n",
    "from sklearn.ensemble import GradientBoostingRegressor\n",
    "\n",
    "from collections import defaultdict\n",
    "\n",
    "#display settings\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\"\n",
    "\n",
    "# set working directory\n",
    "os.chdir(r'C:\\Users\\kah32\\Documents\\Code Projects\\Dynamic Taxi Pricing')\n",
    "%pwd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sampling the Data Set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Type</th>\n",
       "      <th>PROVIDER NAME</th>\n",
       "      <th>StartDateTime</th>\n",
       "      <th>DateCreated</th>\n",
       "      <th>ID</th>\n",
       "      <th>ExternalID</th>\n",
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       "      <th>SurchargeAmount</th>\n",
       "      <th>ExtraFareAmount</th>\n",
       "      <th>...</th>\n",
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       "      <th>DestinationStreetName</th>\n",
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       "      <th>DestinationZip</th>\n",
       "      <th>DestinationLatitude</th>\n",
       "      <th>DestinationLongitude</th>\n",
       "      <th>Milage</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Unnamed: 31</th>\n",
       "    </tr>\n",
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       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Bay Cab</td>\n",
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       "      <td>38.900375</td>\n",
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       "      <td>3.05</td>\n",
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       "      <td>1</td>\n",
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       "      <td>2017-04-21 09:42:22.5300000 +00:00</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>4019 Minnesota Ave Ne</td>\n",
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       "      <td>20019</td>\n",
       "      <td>38.895720</td>\n",
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       "      <td>4.18</td>\n",
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       "      <td>2017-03-31 21:16:00.0000000 +00:00</td>\n",
       "      <td>2017-03-31 21:27:07.0566667 +00:00</td>\n",
       "      <td>G817__76572__2017-03-31T21:27:07.057_29752872</td>\n",
       "      <td>29752872</td>\n",
       "      <td>7.30</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2314-2324 S Clark St</td>\n",
       "      <td>Arlington</td>\n",
       "      <td>VA</td>\n",
       "      <td>22202</td>\n",
       "      <td>38.853150</td>\n",
       "      <td>-77.052240</td>\n",
       "      <td>1.50</td>\n",
       "      <td>7.0</td>\n",
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       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Bay Cab</td>\n",
       "      <td>2017-10-14 18:27:34.1860000 +00:00</td>\n",
       "      <td>2017-10-14 18:27:34.1860000 +00:00</td>\n",
       "      <td>73283_26K9FFWU</td>\n",
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       "      <td>11.35</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>--</td>\n",
       "      <td>-----</td>\n",
       "      <td>38.883991</td>\n",
       "      <td>-77.064572</td>\n",
       "      <td>2.24</td>\n",
       "      <td>737.0</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Hitch</td>\n",
       "      <td>2017-06-21 16:01:15.0000000 +00:00</td>\n",
       "      <td>2017-06-22 04:43:24.3866667 +00:00</td>\n",
       "      <td>F529__81317__2017-06-22T04:43:24.387_32897547</td>\n",
       "      <td>32897547</td>\n",
       "      <td>13.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Washington</td>\n",
       "      <td>DC</td>\n",
       "      <td>20004</td>\n",
       "      <td>38.890000</td>\n",
       "      <td>-77.010000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "<p>5 rows × 32 columns</p>\n",
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      "text/plain": [
       "   Type PROVIDER NAME                       StartDateTime  \\\n",
       "0   1.0       Bay Cab  2017-09-15 23:45:59.8810000 +00:00   \n",
       "1   1.0      VeriFone  2017-04-19 23:50:00.0000000 +00:00   \n",
       "2   1.0           UVC  2017-03-31 21:16:00.0000000 +00:00   \n",
       "3   1.0       Bay Cab  2017-10-14 18:27:34.1860000 +00:00   \n",
       "4   1.0         Hitch  2017-06-21 16:01:15.0000000 +00:00   \n",
       "\n",
       "                          DateCreated  \\\n",
       "0  2017-09-15 23:45:59.8810000 +00:00   \n",
       "1  2017-04-21 09:42:22.5300000 +00:00   \n",
       "2  2017-03-31 21:27:07.0566667 +00:00   \n",
       "3  2017-10-14 18:27:34.1860000 +00:00   \n",
       "4  2017-06-22 04:43:24.3866667 +00:00   \n",
       "\n",
       "                                              ID      ExternalID  FareAmount  \\\n",
       "0                                 75332_26IMIN0F  75332_26IMIN0F       17.02   \n",
       "1  E632__65329__2017-04-21T09:42:22.530_30551277        30551277       14.32   \n",
       "2  G817__76572__2017-03-31T21:27:07.057_29752872        29752872        7.30   \n",
       "3                                 73283_26K9FFWU  73283_26K9FFWU       11.35   \n",
       "4  F529__81317__2017-06-22T04:43:24.387_32897547        32897547       13.50   \n",
       "\n",
       "   GratuityAmount  SurchargeAmount  ExtraFareAmount  ...  \\\n",
       "0             0.0             0.25              1.0  ...   \n",
       "1             0.0             0.25              0.0  ...   \n",
       "2             2.0             0.25              3.0  ...   \n",
       "3             0.0             0.25              0.0  ...   \n",
       "4             0.0             0.25              0.0  ...   \n",
       "\n",
       "   DestinationStreetNumber  DestinationStreetName  DestinationCity  \\\n",
       "0                        -                      -                -   \n",
       "1                      NaN  4019 Minnesota Ave Ne       Washington   \n",
       "2                      NaN   2314-2324 S Clark St        Arlington   \n",
       "3                        -                      -                -   \n",
       "4                      NaN                    NaN       Washington   \n",
       "\n",
       "  DestinationState DestinationZip DestinationLatitude DestinationLongitude  \\\n",
       "0               --          -----           38.900375           -76.988367   \n",
       "1               DC          20019           38.895720           -76.948590   \n",
       "2               VA          22202           38.853150           -77.052240   \n",
       "3               --          -----           38.883991           -77.064572   \n",
       "4               DC          20004           38.890000           -77.010000   \n",
       "\n",
       "  Milage Duration Unnamed: 31  \n",
       "0   3.05   1416.0         NaN  \n",
       "1   4.18     16.0         NaN  \n",
       "2   1.50      7.0         NaN  \n",
       "3   2.24    737.0         NaN  \n",
       "4   0.00      NaN         NaN  \n",
       "\n",
       "[5 rows x 32 columns]"
      ]
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     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Index(['Type', 'PROVIDER NAME', 'StartDateTime', 'DateCreated', 'ID',\n",
       "       'ExternalID', 'FareAmount', 'GratuityAmount', 'SurchargeAmount',\n",
       "       'ExtraFareAmount', 'TollAmount', 'TotalAmount', 'PaymentType',\n",
       "       'StartDateTime.1', 'EndDateTime', 'OriginStreetNumber',\n",
       "       'OriginStreetName', 'OriginCity', 'OriginState', 'OriginZip',\n",
       "       'OriginLatitude', 'OriginLongitude', 'DestinationStreetNumber',\n",
       "       'DestinationStreetName', 'DestinationCity', 'DestinationState',\n",
       "       'DestinationZip', 'DestinationLatitude', 'DestinationLongitude',\n",
       "       'Milage', 'Duration', 'Unnamed: 31'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Generate random sample of data file using 'shuf -n 10000 taxi_final.csv > taxi_sample.csv' bash command\n",
    "#Take column names from original file and add to sample file\n",
    "\n",
    "path = \"dc-taxi-trips/taxi_sample7.csv\"\n",
    "header = pd.read_csv(\"dc-taxi-trips/taxi_final.csv\", header=0, nrows=0)\n",
    "h = pd.Series(list(header))\n",
    "taxi = pd.read_csv(path, header=None, parse_dates=True)\n",
    "taxi.columns = h\n",
    "taxi.head()\n",
    "taxi.columns\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# EDA, Data Cleansing, and Feature Engineering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Type                                   float64\n",
       "PROVIDER NAME                           object\n",
       "StartDateTime              datetime64[ns, UTC]\n",
       "DateCreated                             object\n",
       "ID                                      object\n",
       "ExternalID                              object\n",
       "FareAmount                             float64\n",
       "GratuityAmount                         float64\n",
       "SurchargeAmount                        float64\n",
       "ExtraFareAmount                        float64\n",
       "TollAmount                             float64\n",
       "TotalAmount                            float64\n",
       "PaymentType                            float64\n",
       "StartDateTime.1                         object\n",
       "EndDateTime                datetime64[ns, UTC]\n",
       "OriginStreetNumber                      object\n",
       "OriginStreetName                        object\n",
       "OriginCity                              object\n",
       "OriginState                             object\n",
       "OriginZip                               object\n",
       "OriginLatitude                         float64\n",
       "OriginLongitude                        float64\n",
       "DestinationStreetNumber                 object\n",
       "DestinationStreetName                   object\n",
       "DestinationCity                         object\n",
       "DestinationState                        object\n",
       "DestinationZip                          object\n",
       "DestinationLatitude                    float64\n",
       "DestinationLongitude                   float64\n",
       "Milage                                 float64\n",
       "Duration                               float64\n",
       "Unnamed: 31                            float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert date columns to proper dtypes\n",
    "\n",
    "taxi['StartDateTime'] = pd.to_datetime(taxi['StartDateTime'], errors='coerce')\n",
    "taxi['EndDateTime'] = pd.to_datetime(taxi['EndDateTime'], errors='coerce')\n",
    "\n",
    "taxi.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(146328, 29)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data cleanup\n",
    "\n",
    "# Drop useless columns\n",
    "taxi.drop(['DateCreated', 'StartDateTime.1', 'Unnamed: 31'], axis=1, inplace=True)\n",
    "\n",
    "# Remove negative and wrong values\n",
    "taxi = taxi[taxi['FareAmount'] > 0]\n",
    "taxi = taxi[taxi['GratuityAmount'] >= 0]\n",
    "taxi = taxi[taxi['SurchargeAmount'] >= 0]\n",
    "taxi = taxi[taxi['ExtraFareAmount'] >= 0]\n",
    "taxi = taxi[taxi['TotalAmount'] > 0]\n",
    "taxi = taxi[taxi['Milage'] > 0]\n",
    "taxi = taxi[taxi['Milage'] < 500]\n",
    "taxi = taxi[taxi['Duration'] > 0]\n",
    "taxi = taxi[taxi['Duration'] < 480]\n",
    "\n",
    "# exclude rides under 1 mile/hour\n",
    "taxi = taxi[taxi['Duration'] / taxi['Milage'] < 60]\n",
    "#exclude rides over 1.5 miles/minute (90 mph)\n",
    "taxi = taxi[taxi['Milage'] / taxi['Duration'] < 1.5]\n",
    "\n",
    "taxi.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
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       "      <th>PROVIDER NAME</th>\n",
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       "      <th>SurchargeAmount</th>\n",
       "      <th>ExtraFareAmount</th>\n",
       "      <th>TollAmount</th>\n",
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       "      <th>DestinationLatitude</th>\n",
       "      <th>DestinationLongitude</th>\n",
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       "      <th>Duration</th>\n",
       "      <th>Date</th>\n",
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       "      <th>Weekday</th>\n",
       "      <th>DayofWeek</th>\n",
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       "      <th>IsWeekday</th>\n",
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       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>VeriFone</td>\n",
       "      <td>2017-04-19 23:50:00+00:00</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>2017-04-19</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>11:50 PM</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>UVC</td>\n",
       "      <td>2017-03-31 21:16:00+00:00</td>\n",
       "      <td>G817__76572__2017-03-31T21:27:07.057_29752872</td>\n",
       "      <td>29752872</td>\n",
       "      <td>7.30</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>38.85315</td>\n",
       "      <td>-77.05224</td>\n",
       "      <td>1.50</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2017-03-31</td>\n",
       "      <td>21</td>\n",
       "      <td>4</td>\n",
       "      <td>Friday</td>\n",
       "      <td>09:16 PM</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Transco</td>\n",
       "      <td>2017-02-08 12:40:00+00:00</td>\n",
       "      <td>D403__77526__2017-02-09T07:34:31.417_27516038</td>\n",
       "      <td>27516038</td>\n",
       "      <td>6.76</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>38.89256</td>\n",
       "      <td>-77.01279</td>\n",
       "      <td>0.94</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2017-02-08</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>12:40 PM</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>CMT</td>\n",
       "      <td>2017-07-12 09:43:41.856666700+00:00</td>\n",
       "      <td>C132__70120__2017-07-13T21:31:00.777_33618778</td>\n",
       "      <td>33618778</td>\n",
       "      <td>9.19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>38.89119</td>\n",
       "      <td>-77.00606</td>\n",
       "      <td>2.00</td>\n",
       "      <td>11.0</td>\n",
       "      <td>2017-07-12</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>09:43 AM</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Transco</td>\n",
       "      <td>2017-03-22 16:40:00+00:00</td>\n",
       "      <td>K880__81976__2017-03-23T18:08:22.787_29235058</td>\n",
       "      <td>29235058</td>\n",
       "      <td>7.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>38.94424</td>\n",
       "      <td>-76.98665</td>\n",
       "      <td>1.50</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2017-03-22</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>04:40 PM</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 35 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Type PROVIDER NAME                       StartDateTime  \\\n",
       "1   1.0      VeriFone           2017-04-19 23:50:00+00:00   \n",
       "2   1.0           UVC           2017-03-31 21:16:00+00:00   \n",
       "5   1.0       Transco           2017-02-08 12:40:00+00:00   \n",
       "6   1.0           CMT 2017-07-12 09:43:41.856666700+00:00   \n",
       "7   1.0       Transco           2017-03-22 16:40:00+00:00   \n",
       "\n",
       "                                              ID ExternalID  FareAmount  \\\n",
       "1  E632__65329__2017-04-21T09:42:22.530_30551277   30551277       14.32   \n",
       "2  G817__76572__2017-03-31T21:27:07.057_29752872   29752872        7.30   \n",
       "5  D403__77526__2017-02-09T07:34:31.417_27516038   27516038        6.76   \n",
       "6  C132__70120__2017-07-13T21:31:00.777_33618778   33618778        9.19   \n",
       "7  K880__81976__2017-03-23T18:08:22.787_29235058   29235058        7.03   \n",
       "\n",
       "   GratuityAmount  SurchargeAmount  ExtraFareAmount  TollAmount  ...  \\\n",
       "1             0.0             0.25              0.0         0.0  ...   \n",
       "2             2.0             0.25              3.0         0.0  ...   \n",
       "5             1.4             0.25              0.0         0.0  ...   \n",
       "6             0.0             0.25              1.0         0.0  ...   \n",
       "7             0.0             0.25              0.0         0.0  ...   \n",
       "\n",
       "   DestinationLatitude  DestinationLongitude Milage Duration        Date Hour  \\\n",
       "1             38.89572             -76.94859   4.18     16.0  2017-04-19   23   \n",
       "2             38.85315             -77.05224   1.50      7.0  2017-03-31   21   \n",
       "5             38.89256             -77.01279   0.94      7.0  2017-02-08   12   \n",
       "6             38.89119             -77.00606   2.00     11.0  2017-07-12    9   \n",
       "7             38.94424             -76.98665   1.50      6.0  2017-03-22   16   \n",
       "\n",
       "  Weekday  DayofWeek      Time  IsWeekday  \n",
       "1       2  Wednesday  11:50 PM          1  \n",
       "2       4     Friday  09:16 PM          1  \n",
       "5       2  Wednesday  12:40 PM          1  \n",
       "6       2  Wednesday  09:43 AM          1  \n",
       "7       2  Wednesday  04:40 PM          1  \n",
       "\n",
       "[5 rows x 35 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Parse Datetimes into more time options\n",
    "taxi['Date'] = taxi['StartDateTime'].dt.date\n",
    "taxi['Hour'] = taxi['StartDateTime'].dt.hour\n",
    "taxi['Weekday'] = taxi['StartDateTime'].dt.weekday\n",
    "taxi['DayofWeek'] = taxi['StartDateTime'].dt.weekday_name\n",
    "taxi['Time'] = taxi['StartDateTime'].dt.strftime(\"%I:%M %p\")\n",
    "# Classify weekdays and weekend\n",
    "#x = 0\n",
    "#taxi['IsWeekday'] = [x+1 if i<6 else x for i in taxi['Weekday']]\n",
    "taxi['IsWeekday'] = [0 if i in ['Saturday', 'Sunday'] else 1 for i in taxi['DayofWeek']]\n",
    "\n",
    "# Remove nulls and wrong values\n",
    "taxi['StartDateTime'].dropna(inplace=True)\n",
    "taxi = taxi[taxi['StartDateTime'] < taxi['EndDateTime']]\n",
    "\n",
    "taxi.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploring Our New Feature Set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2978117f5c8>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Breakdown of rides by day\n",
    "taxi['DayofWeek'].value_counts().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NNnl9lv5g8WDxNt9mSX52yZMHibXRzmclSW59++aDxLvHXy7Nub/17EFiJcmj/vsTOfzBBw0W79VXHJE3/PrBg8V763cOy4u3HC7eSTcclj03e+Vg8f7rpnfnQZsP9+/lqqWfyM6bvWSweJfc9OE8bdPh/n1+5uYj8vhNXj5IrC8uOypJ8phNXjZIvC8vO3rwf5t/eb/XDBbv7d87NKfutu9g8X7n/ONy9A6vGCzey752ZI7f+YDB4u1zyTE56wnPX/OO68iTzz7FCmkbgPUpcVtVq+QZrbUfr2T7k5McliSttUuq6pIZ7/1el4DdLcm2SXbo9vlQkt+vqmMySQhfuuJBW2tLkixJktuX3MPUOQAAwNTWp8RtVW5ezXu/lFhV1QOTvDbJo1prP6mqY5Ns1L19TJKPJ/lZkpNaa7ev47ECAMB6yXIA0xl7K2efzkqyb5JU1U5Jdu62b5FJsvfTqtomyV7LP9BNbnJtkr9OcuyQgwUAADZcG0LFbVWOSHJM1yJ5UZKvJElr7eKqujDJZUmuSnL2Cp87Lsm9WmtfG3KwAADAhmu9Sdxaa5utZNuxmVEZa61dnWSn7vktSfZexbH2X02oJyY5cq0HCgAAG6ANudVvXVhvErchVNX5mbRR/vlcjwUAANhwSNzugtbabnM9BgAAYMMjcQMAAHq3wKySU9FqCgAAMHISNwAAgJHTKgkAAPSu5noA85yKGwAAwMhJ3AAAAEauWjO7S49cXAAA+jYvuhDf99ADR/+78YHfeN9or6V73Hp02+ceMlisRU+5PDdf/aLB4m263Udz4/8cPFi8LbY6LD+/4+jB4t194ctyy21HDBZv40UHZenNfztYvM03fWOWXveyYWJtO/l7u/3ojQaJd7eX/SwX/vaeg8RKkkd8+r/y4YcfMFi8l3z1mHxgx5cPFm+/y47KK3/tNYPFe/f3D82bHjDc95a/+fZhg5/fC37l1YPF+9hPD8/iew93fkt+eGgO3naYeIddd2iS5I+3GSbee35waP78vsNdy3++5tC876EHDhbvwG+8L5961D6Dxdvr3ONz0dOfOVi8Xc84Ld97ye6Dxbvfh8/Lbe8e5udekix65c8GizUNywFMR6skAADAyEncAAAARk6rJAAA0LvSKjkVFTcAAICRk7gBAACMnFZJAACgdypG03H9AAAARk7iBgAAMHJaJQEAgN5ZgHs686LiVlWtqj404/XdqupHVfWf6+j4h1TVa9fFsQAAANa1eZG4Jbk5yU5VtXH3+ulJrpnD8QAAAAxmviRuSfKpJM/unu+T5Pjlb1TVr1bVv1fVJVV1TlXt3G0/pKqOrqozq+qqqjp4xmfeUFWXV9WnkzxkxvZXVNW5VXVxVZ1cVZtU1eZV9a2qWtTts0VVXb38NQAAsHo1Dx5jNp8StxOS7F1VGyXZOcmXZ7z3liQXttZ2TvJXST44472HJnlmkkcneXNVLaqq3ZLsneQRSV6Q5FEz9v9Ya+1RrbVdknw9yR+21pYmOTN3Jo57Jzm5tXbbioOsqsVVdV5VnXfUx2+Y+qQBAADmzeQkrbVLqmq7TKptn1zh7ScmeWG332eraquq+pXuvU+01m5NcmtV/TDJNkmelOSU1tqyJKmqU2cca6eq+rskWybZLMlp3fajkvxlkn9PckCSV6xinEuSLEmS2z73EHdgAgAAU5s3iVvn1CTvSLJHkq1mbF9ZZXN50nTrjG135M5zXlVSdWyS322tXVxV+3ex0lo7u6q2q6qnJFnYWrt0LcYPAAAbJLNKTmc+tUomydFJ/qa19tUVtp+VZN8kqao9klzfWrtxNcc5K8nzq2rjqto8yXNnvLd5kuu6+9f2XeFzH8zk3rpj1v4UAAAA7pp5VXFrrX0vyaEreeuQJMdU1SVJliXZbw3HuaCqTkxyUZJvJ/n8jLffmMn9c99O8tVMErnljkvyd5kxMQoAAEDf5kXi1lrbbCXbzsxkwpC01n6c5Hkr2eeQFV7vNOP5W5O8dSWfOSLJEasYyhOTfLS1ZtYRAABgMPMicRuDqjo8yV5JnjXXYwEAgPmm3OM2FYnbLLXWXj3XYwAAADZM821yEgAAgA2OihsAANC7BatcjYvZUHEDAAAYOYkbAADAyGmVBAAAelc11yOY31TcAAAARq5ac5Ngj1xcAAD6Ni9qWcfvfMDofzfe55JjRnsttUr26LK9njZYrB0/9Zl8+/ceM1i8B3zky/nRy3ccLN69jrosdxy/+WDxFu6zNEt/sHiweJtvsyRLf/THw8W713uy7Iph1pLf5MGfTJLcesFjB4l3j0eekzs+se0gsZJk4bOvy8/fsdlg8e7+2psG/9q77qW7DhZv2w9elG8+70mDxdv+Pz6fi5/xjMHi7XL66Tn90f9nsHjP+MqJ+c/d9h0s3nPOPy7vecgfDRLrjy9/b5Lk2B1fPki8/S87Kh8YKFaS7HfZUTn7Sc8bLN4TPv8f+dYLHzdYvAee/KWc99Rhfg4lye6f/WTOfPwLB4u3xxdPzoW/vedg8R7x6f8aLNY0FliAeypaJQEAAEZO4gYAADByWiUBAIDelekfpqLiBgAAMHISNwAAgJGTuAEAAIyce9wAAIDeLRjtCmnzg4obAADAyEncAAAARm50iVtVvaGqLquqS6rqoqp6zGr23b+q7rMOYp5ZVbtPexwAAGDlFlQb/WPMRnWPW1U9LslzkjyytXZrVW2d5O6r+cj+SS5Ncu1diHG31trtUw0UAABgQGOruG2b5PrW2q1J0lq7vrV2bVW9qarOrapLq2pJTbwoye5JjusqcxtX1dVdspeq2r2qzuyeH9J97vQkH+z2PaGr6p2YZOPlA6iqI6rqvK7q95Zu29Oq6pQZ+zy9qj421EUBAAA2bGNL3E5Pcv+quqKq3lNVT+m2v6u19qjW2k6ZJFnPaa19NMl5SfZtre3aWrtlDcfeLcnzWmsvSXJQkmWttZ2TvLV7b7k3tNZ2T7JzkqdU1c5JPpvkYVV1r26fA5Ics7IgVbW4S/zOO+m719zlCwAAAOujShv9Y8xGlbi11m7KJIlanORHSU6sqv2T/FZVfbmqvprkqUl2XIvDnzojuXtykn/rYl6S5JIZ+/1eVV2Q5MIuzg6ttZbkQ0l+v6q2TPK4JJ9axTksaa3t3lrb/cX3v+9aDBMAAOD/tdb3uFXVPZa3NK5LrbU7kpyZ5MwuUTswk+rX7q2171bVIUk2WsXHb8+dyeiK+9y8YqgVP1xVD0zy2iSPaq39pKqOnXGcY5J8PMnPkpzkPjkAAGAos6q4VdXRK7zeLMkn1/VgquohVbX9jE27Jrm8e359F/dFM95fmmTzGa+vzp1tjy9cTaizkuzbxdwpk8QwSbbIJMH7aVVtk2Sv5R9orV2bySQof53k2FmfFAAAMOczRm4os0peU1VHtNYOqqp7JvlEkiN7GM9mSQ7v2hFvT3JlJm2TNyT5aiaJ2bkz9j82yXur6pZM2hffkuT9VfVXSb68mjhHJDmmqi5JclGSryRJa+3iqrowyWVJrkpy9gqfOy7JvVprX5viHAEAAO6SWSVurbU3VtU/VtV7M6lova21dvK6Hkxr7fwkj1/JW3/dPVbc/+QkM8fx+SQPXsl+h6zw+pYke69iDPuvZohPTD8JKwAAwCqtNnGrqhfMePmVJG/s/mxV9YLW2gYzJX5VnZ9JG+Wfz/VYAABgvqmRtyKO3Zoqbs9d4fWFSRZ121uSDSZxa63ttua9AAAA1r3VJm6ttQOGGggAAAArN9tZJR9cVZ+pqku71ztX1S/dcwYAALAyC+bBY8xmO74jk7w+yW3J/y5avdLJPQAAAFi3Zpu4bdJa+8oK2yxADQAAMIDZJm7XV9VvZDIhSarqRUmu621UAAAA/K/ZLsD9yiRLkjy0qq5J8q0kv9/bqAAAgPWK5QCmU63N/gJW1aZJFrTWlvY3pPWKf50AAPSt5noAs/GJ3V8y+t+Nn33eh0d7LWdVcauqbZL8fZL7tNb2qqodkjyutfb+Xkc3z33hib87WKwnfuHf87VnP3WweDt84rO56gVPGCzegz52dm5790aDxVv0yp9l2RXPGizeJg/+ZG788Z8NFm+LX31nbv7O/xkk1qa/fmKS5NYLHjtIvHs88pzcdvaOg8RKkkVPuCy3v/ceg8W72x/dmhv/bLvB4m3xzqsHj/f9/XYZLN6vfeDifHfvRw0W7/4nnJtvPGePweI99D/PzKV7/vZg8Xb6r08P9rPviV/49yTJOU9ZccnZfjz2cx/PV5/59EFiJcnDTzsj3/69xwwW7wEf+XJueM2DBou35aFX5foDHzZYvK3f9/Vc/4odhot35Ndyy1u2Hizexm++frBYzJ3Z3uN2bJLTktyne31Fkj/pY0AAAMD6Z0G10T/GbLaJ29attY8k+UWStNZuT3JHb6MCAADgf802cbu5qrbKnbNKPjbJT3sbFQAAAP9rtrNK/lmSU5P8RlWdneReSV7U26gAAID1ilklpzOrxK21dkFVPSXJQzKZteby1tptvY4MAACAJGtI3Krq4iRfSPLFJGe31i4bZFQAAAD8rzVV3PZN8vgkT0/y5m4dty8uf7TWvtzz+AAAgPXAAkscT2W1iVtr7dIklyZZkiRVtXWSvTNZCuAdSRb2PUAAAIAN3ZpaJRcmeUQmVbcnJPmNJNckOSrJl3ofHQAAAGtslbwxydeTvDvJ61pr3+p/SKtXVW9I8pJM1pH7RZIDp23ZrKpDktzUWnvH9CMEAABWZFbJ6awpcXt5ksd1fx5QVedmUmn7Umvtmr4Ht6KqelyS5yR5ZGvt1q518+5DjwMAAGBIq12Au7V2fGvt4NbaE5LsmeTjmSwJcGZVfXuIAa5g2yTXt9Zu7cZ3fWvt2qq6ukviUlW7V9WZ3fNDquroqjqzqq6qqoOXH6iq3lBVl1fVpzM5p+XbX1FV51bVxVV1clVtUlWbV9W3qmpRt88WXcxFA547AACwgVpt4pYkVbVpVT01k0W4/2+SP01yUyZJ3NBOT3L/qrqiqt7TrS23Jg9N8swkj85kZsxFVbVbJpOsPCLJC5I8asb+H2utPaq1tksmbaJ/2FpbmuTMJM/u9tk7yckrW8uuqhZX1XlVdd6p37967c4SAAAYpap6TVVdWlWXVdWfdNt+tarOqKpvdn/es9teVXVYVV1ZVZdU1SPXNu5qE7equjDJd5L8ZSYzSP5zku1aa49orb1qbYOurdbaTUl2S7I4yY+SnFhV+6/hY59ord3aWrs+yQ+TbJPkSUlOaa0ta63dmOTUGfvvVFWfr6qvZrIcwo7d9qOSHNA9PyDJMasY45LW2u6ttd1/59e2u8vnCAAA66MF1Ub/WJOq2inJKzIpCu2S5DlVtX2S1yX5TGtt+ySf6V4nyV5Jtu8ei5McsbbXb033uJ2S5G+TPKG19oW1DbIutdbuyKT6dWaXXO2X5PbcmYRutMJHbp3x/I7cec6r+ps5NsnvttYu7pLCPbq4Z1fVdl2Vb2G3VAIAALDheFiSc1pry5Kkqj6X5PlJnpcub0jygUzylf/bbf9ga60lOaeqtqyqbVtr193VwGtqlXxBF+Swu3rgPlTVQ7qMdrldk3w7ydWZVOKS5IWzONRZSZ5fVRtX1eZJnjvjvc2TXNfdv7bvCp/7YJLjs4pqGwAAsF67NMmTq2qrqtokybOS3D/JNsuTse7Pe3f73zfJd2d8/nvdtrtsTRW3r1fV1UnuVVWXzNhekzG1ndcm6BQ2S3J4VW2ZSZXtykxKjg9L8v6q+qska1waoLV2QVWdmOSiTBK/z894+43dMb6d5KuZJHLLHZfk7zJJ3gAAgFmaD8sBVNXiTPKL5Za01pYsf9Fa+3pV/WOSMzKZ9+PiTPKSVR5yJdvW6kKsNnFrre1TVb+W5LQkv7M2Adal1tr5mSwGvqLPJ3nwSvY/ZIXXO814/tYkb13JZ47IqntPn5jko621G2Y/agAAYD7okrQla9jn/UnenyRV9feZVNF+sLwFsqq2zWRujXTv3X/Gx++X5Nq1GdsaZ5VsrX2/m2HxukyqT5snuba1NhfLAcyZqjo8ydsyuecPAADYAFXVvbs/fz2TGeqPz2Syw/26XfZL8h/d81OTvMgJfOkAACAASURBVLSbXfKxSX66Nve3JWtulVw+uKdkcn/X1ZmU++5fVfu11s5am6DzUWvt1XM9BgAAmK9mM2vjPHFyVW2V5LYkr2yt/aSq3pbkI1X1h5nMyv/ibt9PZnIf3JVJluXOWervslklbknemeQZrbXLk6SqHpxJZrnbaj8FAACwHmmtPWkl2/4nydNWsr0leeW6iLvGVsnOouVJWzeAK5IsWhcDAAAAYPVmW3E7r6ren+RD3et9k5zfz5AAAID1zXyYVXLMZpu4HZRJie/gTO5xOyvJe/oaFAAAAHeabeL29CT/2lp7Z5+DAQAA4JfN9h63vZN8s6reXlUP63NAAADA+qfSRv8Ys5pMdDKLHau2SLJPJlNYtiTHJDm+tba0v+HNe+P+2wcAYH1Qcz2A2TjrCc8f/e/GTz77lNFey9m2Sqa1dmNVnZxk4yR/kuT5Sf6iqg5rrR3e1wDnsztO2nKwWAtffEOWXfncweJt8psfz403/tVg8bbY4u9zy21HDBZv40UH5aZb/mmweJtt/Be56dqXDhfvPh/Mz8979CCx7r77V5IkP3zZToPEu/fRl+ZdD/mjQWIlyasuf29+d4vhlnn89xsPz4u3PHiweCfdcFi23fyXZj3uzXVLP5+tNh1upZn/ufn8LFyw6WDx7vjFzbn7ol8bLN7Pb/t+Ntto+8Hi3fSzb2bnzV4ySKxLbvpwkuSRm/7BIPEuuPlD2W3T/da84zpy/s0fGPxr/fAHHzRYvFdfcUTe9qBXDRbvdVe9K6futu9g8X7n/ONy7R88YrB49/nQhYPFYu7MqlWyqp5bVack+WwmywA8urW2V5Jdkry2x/EBAABs8GZbcXtxkn9prZ01c2NrbVlVvWzdDwsAAFifLLAcwFRmlbi11lbZw9Va+8y6Gw4AAAArmm2r5GOr6tyquqmqfl5Vd1TVjX0PDgAAgNm3Sr4rkyUBTkqye5KXJvnNvgYFAACsX0qr5FTuyqySV1bVwtbaHUmOqaov9jguAAAAOrNN3JZV1d2TXFRVb09yXZLh5k8GAADYgM02cfuDTO6He1WSP01y/yQv7GtQAADA+sWsktOZ7ayS366qe3XP39LvkAAAAJhptbNK1sQhVXV9km8kuaKqflRVb1qXg6iqrarqou7x/aq6pnt+Q1V9bV3GWkX8/avqXX3HAQAAWBtrWg7gT5I8IcmjWmtbtdbumeQxSZ5QVX+6rgbRWvuf1tqurbVdk7w3k8W+d02ya5JfrO1xq2rWk68AAAD9qWqjf4zZmhK3lybZp7X2reUbWmtXJfn97r0hLKyqI6vqsqo6vao2TpKqOrOqdu+eb11VV3fP96+qk6rq40lOr6ptq+qsroJ3aVU9qdvvgKq6oqo+l0lymm77c6vqy1V1YVV9uqq2qaoFVfXN5e2i3esrq2rrga4BAACwAVtT4raotXb9ihtbaz9KsqifIf2S7ZO8u7W2Y5IbMrtJUR6XZL/W2lOTvCTJaV0Fb5dMZsbcNslbMknYnp5khxmf/UKSx7bWHpHkhCR/2Vr7RZJ/S7Jvt89vJ7l4ZdemqhZX1XlVdd6Rn/75WpwuAADA/2tNrYSryzyGykq+1Vq7qHt+fpLtZvGZM1prP+6en5vk6KpalOTfW2sXVdXTkpzZJaCpqhOTPLjb/35JTuySu7snWV5tPDrJfyT51yQvS3LMygK31pYkWZIkd5y05bjrrQAAMJCxtyKO3ZoqbrtU1Y0reSxN8vAhBpjk1hnP78idyebtuXP8G63wmZuXP2mtnZXkyUmuSfKhqlre4rmqfzmHJ3lXa+3hSQ5cfuzW2neT/KCqnprJfX6fWquzAQAAuItWm7i11ha21rZYyWPz1tpQrZKrcnWS3brnL1rVTlX1gCQ/bK0dmeT9SR6Z5MtJ9uhms1yU5MUzPvIrmSR5SbLfCoc7KpOWyY+01u6Y+gwAAABmYT7PuviOJB+pqj9I8tnV7LdHkr+oqtuS3JTkpa2166rqkCRfSnJdkguSLOz2PyTJSVV1TZJzkjxwxrFOzaRFcqVtkgAAwMpZgHs6o0vcWmuHzHh+dZKdZrx+x4zn30iy84yP/nW3/dgkx87Y7wNJPrCSOCtNwFpr/5HJvWwrs0smk5J8YxanAgAAsE6MLnEbq6p6XZKDcufMkgAAAINY0+QkdFprb2utPaC19oW5HgsAALBhUXEDAAB6ZzmA6ai4AQAAjJzEDQAAYOS0SgIAAL3TKjkdFTcAAICRq9Zkvj1ycQEA6FvN9QBm4/yn7TX63413+8ynRnsttUr26Lazdxws1qInXJalP1g8WLzNt1mSm5b9w2DxNtvk9bkjxw0Wb2H2za23HzlYvHvc7RVZuvRNg8XbfPO/yS3feOYgsTZ+6GlJkmV//WuDxNvk776fj+663yCxkuRFF30gb/j1gweL99bvHJb9t37NYPGOvf7Q7LTZ3oPFu/SmE/LITf9gsHgX3PyhbLHxDoPFu/GWr+Xemz12sHg/vOmcPGjzZw8W76qln8jjN3n5ILG+uOyoJBns/K5a+ok8bpM/HCRWknxp2ftz8LbDfa0fdt2hOfJhw/0e8YqvL8n7HnrgYPEO/Mb7cu5vDfe18Kj//kRu/fstB4t3j7+6YbBY01igVXIqWiUBAABGTuIGAAAwclolAQCA3plVcjoqbgAAACMncQMAABg5rZIAAEDvtEpOR8UNAABg5CRuAAAAIydxAwAAGDn3uAEAAL1b4B63qYyy4lZVW1XVRd3j+1V1zYzXd+8h3heqatd1fVwAAIB1YZQVt9ba/yTZNUmq6pAkN7XW3jGngwIAAJgjo6y4rUpV/WZVXTTj9euq6q+759tX1WlVdX5VnVVVD+62711Vl1bVxVX13922TarqpKq6pKpOSLLRjGMuqarzquqyqnpTt+2ZVXXSjH32qqqPDHTaAAAw71W10T/GbF4lbmuwJMkft9Z2S/L6JO/qtr85ydNaa7skeX637VVJftJa2znJPyZ5xIzjvK61tnuSXZI8vap2SHJGkp2raqtunwOSHLOyQVTV4i7xO++o//jJOjw9AABgQzXKVsm7qqq2TPLYJCdX1fLNy8/t7CQf7CpmH+u2PTnJ25OktXZhVV0243D7VNUfdp+/T5IdWmtfq6oPJ3lJVR2XZLck+6xsLK21JZkkkbnt7B3HnbYDAADzwnxL3G7P/1sl3KjbVkmub62tbIKRVyR5TJLnJLm4qnbutv9SUlVV2yd5TZJHt9ZuqKp/y51tlEcnObl7fmJr7Y5pTwYAADYUY29FHLv51ir5/ST3qap7VtVGSZ6dJK21nyS5rqqenyRVtaCqduk+86DW2jlJ3pjkJ0num+SsJPt2++6SZMdu3y2SLE1yY1Vtm+SZywO31r6b5Pokr0tybJ8nCQAAMNO8qri11n5WVX+f5NwkVyX52oy3905yRDcL5d2T/FuSi5P8S1U9MJOq3OmttUur6qokH6iqS5JckOS87hgXdMe8tDv+2SsM4cNJtmitXdHH+QEAAKzM6BO31tohK7x+Z5J3rmS/qzKjQjZj+++sZNuyJC9eRcg/WM1wnpjkyNW8DwAArEQt0Co5jdEnbmPRLUPwkyQHz/VYAACADYvEbZZWMfEJAABA7yRuAABA7xbUL+Z6CPPafJtVEgAAYIMjcQMAABg5rZIAAEDvLMA9HRU3AACAkavWZL49cnEBAOhbzfUAZuPy5z5l9L8bP+TjnxvttdQq2aPbPv+wwWItetLXc/PVLxos3qbbfTQ3LfuHweJttsnrc0eOGyzewuybW247YrB4Gy86KEtv/tvB4m2+6Rtzyzd+ab36Xmz80NOSJDe85kGDxNvy0Kvy3oceOEisJPmjb7wvL7nnawaL9+GfHJq9B4x3wk8OzcZ3//XB4t3y8+8MHq9q0WDxWrstCxZsPFi8X/zilvzKJjsNFu+nyy7NgzZ/9iCxrlr6iSTJ/TZ/6iDxvrf0s9lu870GiZUkVy/9VPb91eG+1o/78aF5y3avHizem68+PP/8m388WLw/v/I9OfPxLxws3h5fPDk3vf4+g8Xb7B+uHSwWc0fiBgAA9M49btNxjxsAAMDISdwAAABGTqskAADQO62S01FxAwAAGDmJGwAAwMhplQQAAHpXC7RKTkPFDQAAYOQkbgAAACOnVRIAAOjdArNKTqW3iltV/UtV/cmM16dV1VEzXv9zVf3ZLI91SFW9to9xdsffv6re1dfxAQAAptFnq+QXkzw+SapqQZKtk+w44/3HJzm7x/gAAADrhT4Tt7PTJW6ZJGyXJllaVfesqnskeViSC6vqL6rq3Kq6pKresvzDVfWGqrq8qj6d5CEztp9ZVf9YVV+pqiuq6knd9oVV9U8zjnVgt33bqjqrqi6qqktn7H9A9/nPJXnCjOM/t6q+XFUXVtWnq2qbqlpQVd+sqnt1+yyoqiurauserx8AAKw3qn4x+seYVWv99ZpW1dVJnpxkrySV5L5JvpTkp0n+IcnfJXlRkgO7909N8vYkNyc5NsljMrkP74Ik722tvaOqzkxyfmvtz6vqWUn+rLX221W1OMm9W2t/1yWGZyd5cZIXJNmotfbWqlqYZJMkmyX5cpLdurH8d5ILW2uvqqp7Jrmhtdaq6uVJHtbFenOSn7bW/rWqnpHkwNbaC1dyzouTLO5eLmmtLVmL67Z4bT63toaMtz6fm3jiiTd38dbncxNPPPHmLt76fG5z4VsvfNzob3J74Mlfqrkew6r0Pavk8qrb4zNJ2L404/UXkzyje1yYSXL20CTbJ3lSklNaa8taazdmktDN9LHuz/OTbNc9f0aSl1bVRZkkZVt1xzo3yQFVdUiSh7fWlmaSEJ7ZWvtRa+3nSU6ccez7JTmtqr6a5C9yZ3vn0Ule2j1/WZJjVnbCrbUlrbXdu8fafuEtXvMu69SQ8dbncxNPPPHmLt76fG7iiSfe3MVbn8+NeabvxG35fW4Pz6RV8pwkj8ud97dVkn9ore3aPX6ztfb+7rOry8hv7f68I3fOjFlJXj3jWA9srZ3eWjsrk6rfNUk+VFXLk69VHf/wJO9qrT08k0rgRknSWvtukh9U1VMzSfw+NfvLAAAAsPaGqLg9J8mPW2t3tNZ+nGTLTJK3LyU5LcnLqmqzJKmq+1bVvZOcleT5VbVxVW2e5LmziHVakoOqalF3rAdX1aZV9YAkP2ytHZnk/UkemUlFbo+q2qrb/8UzjvMrmSR5SbLfCjGOSvJvST7SWrvjrl0KAADYcFW10T/GrO913L6ayWySH15h22atteuTnF5VD0vypapKkpuS/H5r7YKqOjHJRUm+neTzs4h1VCZtkxfU5GA/SvK7SfZI8hdVdVt3/Je21q7rWie/lOS6TNo0F3bHOSTJSVV1TSYVwgfOiHFqJi2SK22TXIeG7m0eMt76fG7iiSfe3MVbn89NPPHEm7t46/O5Mc/0OjnJ+qaqdk/yL621J831WAAAYD65+kWPHX3isd1Hzxnt5CR9V9zWG1X1uiQHJdl3rscCAADzTS0Yfd42an3f47beaK29rbX2gNbaF+Z6LAAAwIZF4jYiVbVnt+j4lV2Fr89YR1fVD6vq0j7jzIh3/6r676r6elVdVlWv6TneRt0i7Rd38d6y5k+tk7gLu8Xb/3OAWFdX1Ve7xeXPGyDellX10ar6Rvf3+LgeYz2kO6/ljxur6k96jPen3b+TS6vq+KraqK9YXbzXdLEu6+O8Vvb1XVW/WlVnVNU3uz/v2XO8F3fn94uuzXydWUW8f+r+bV5SVadU1ZY9x/vbLtZFVXV6Vd2nz3gz3nttVbWq2rrPeFV1SFVdM+Nr8Fl9xuu2v7r7GXhZVb29z3hVdeKMc7u6JksJ9Rlv16o6Z/n366p6dM/xdqmqL3U/Iz5eVVuso1gr/Vne1/eX1cTr5fvLauL18v1lNfF6+/7C/CZxG4maLA7+7kwWK98hyT5VtUOPIY9NsmePx1/R7Un+vLX2sCSPTfLKns/v1iRPba3tkmTXJHtW1WN7jLfca5J8fYA4y/1Wt/zFOv3FeBUOTfJfrbWHJtklPZ5na+3y5Ut7JNktybIkp/QRq6rum+TgJLu31nbKZKKivfuI1cXbKckrkjw6k+v4nKrafh2HOTa//PX9uiSfaa1tn+Qz3es+412a5AWZzBK8rq0s3hlJdmqt7ZzkiiSv7zneP7XWdu7+jf5nkjf1HC9Vdf8kT0/ynXUYa5XxMrmne/kSO5/sM15V/VaS5yXZubW2Y5J39BmvtfZ/ZnyPOTl3rg/bS7wkb0/yli7em7rXfcY7KsnruqWNTslkXdp1YVU/y/v6/rKqeH19f1lVvL6+v6wqXp/fX+bUXM8YOd9nlZS4jcejk1zZWruqWxT8hEx+iPWiW9/ux30dfyXxrmutXdA9X5rJL/337TFea63d1L1c1D16/WqsqvsleXYmPzDXK93/1j45kyU10lr7eWvthoHCPy3J/9da+3aPMe6WZOOquluSTZJc22OshyU5p7W2rLV2e5LPJXn+ugywiq/v5yX5QPf8A5nMuttbvNba11trl6+rGLOId3p3PZPJjMD36znejTNebpp1+P1lNd+f/yXJX67LWGuI14tVxDsoydtaa7d2+/yw53hJkqqqJL+X5Pie47Uky6tev5J1+D1mFfEekjuTmjOSvHAdxVrVz/Jevr+sKl5f319WE6+X7y+ridfb9xfmN4nbeNw3yXdnvP5eekxs5lJVbZfkEZmsp9dnnIVd+8sPk5zRWus1XpJ/zeSXql/0HGe5lsmSGudX1eKeYz0okyU2jqlJK+hRVbVpzzGX2zvr8JeqFbXWrsnkf/e/k8nyID9trZ3eV7xM/qf4yTVZR3KTJM9Kcv8e4y23TWvtumTyy0KSew8Qc668LMmn+g5SVW+tqu9mMmlVr/8jXlW/k+Sa1trFfcZZwau6dq2j11Xr22o8OMmTqurLVfW5qvr/27vXGN2usg7g/2d6QQS0gFwqBUGsaGJCLYhFIpAWEQhpkUCCIlZorJqCwgejiIkx8YN4I6AJplqwYKuUAtKowRAuJsbQyqUFoTWUi/QEKBguCaACnuWHd58wNnPaw+xZM8+U3y+ZvJfZZ9bu7jl73v9+nrX2j0we75gfT3LrGOPDk8d5YZI/WP6+/GH2tiK8k39Lcv7y/JmZcI65ze/y6eeX/frscALjTTm/3Ha8/Ty/cHgIbn3stPTone4KS21utv6GJC+8zRWlPbfc9P2sbK6MPWppUZuiqp6azY3e3zNrjB08ZoxxdjbttZdU1WMnjnVyNjevf+UY44eTfDl722q3o6o6NZsPH6+fOMY9s7la/JAk353kblX1s7PGG2PcmOSl2VwFf0uSG7Jpl2EPVNVLsjmeV8wea4zxkjHGA5exnj9rnCXgvyT7++HtlUkemk2r+aeS/NHk8U5Ocs9s2sV+LclVSzVstp/OxAtD2/xykhctf19elKV7YaLnZfN74T1J7pHkq3v5w/fzd3mn8WadX3Yab7/OL/vtoNsgtUqyV47k/18ROyNz27X2XVWdks2J6Yoxxl7OJ7hdS0vfOzN3Tt9jkpxfVR/Pps313Kr6q4njZYzxyeXxM9nMYdizye47OJLkyLaq5dXZBLnZnpzkvWOMWyeO8YQkHxtjfHaM8bVs5rr82MTxMsa4bIxx9hjjsdm0OM2+2p8kt1bV6UmyPO5ZK1oXVXVhkqcmefbY35uUXpk9akU7jodmc2HhhuUcc0aS91bV/WcNOMa4dbn4dTTJn2fu+SXZnGPeuLS5X5dN58KeLcCyk6U1+ulJXjdznMWF+cY8utdn8vEcY9w0xnjiGOMR2QTTj+zVzz7O7/Jp55f9/uxwvPFmnV9O4L9v9vmFQ0Rw6+Nfk5xZVQ9ZqgzPSnLNAe/TnlmunF6W5MYxxh/vw3j3ObbqU1XdNZsP5zfNGm+M8eIxxhljjAdn8//u7WOMaVWbqrpbVd3j2PMkT8ymNWaKMcank9xSVQ9b3jovyYdmjbfNflwN/0SSc6rq25e/p+dl8gIzVXXf5fFB2Xxw3I8r/tdk8+Exy+Ob92HMfVNVT0ry60nOH2N8ZR/G276gzPmZe375wBjjvmOMBy/nmCNJzl7+XU5x7EP44qcy8fyy+Nsk5y5jf3+SU5P85+Qxn5DkpjHGkcnjJJsLsY9bnp+byRdrtp1jtpL8VpI/26Ofe7zf5VPOLwfw2WHH8WadX25nvH07v3C4uAF3E2OMr1fV85P8Yzar2r1qjPHBWeNV1V8neXyS76qqI0l+e4wxs3XjMUmek+QD9Y1ll39z7O1KZdudnuTyZbXOrSRXjTGmL9G/j+6X5E1LJ9HJSa4cY7xl8pgvSHLFcmHho0meO3OwpT3sJ5L84sxxxhjXVtXVSd6bTQvM+5JcOnPMJG+oqnsn+VqSS8YYn9/LH77Tv+8kv5dN+9lF2YTVZ04e73NJ/iTJfZL8fVVdP8b4yYnjvTjJXZK8dfl38a4xxi9NHO8py4WMo0n+I8mejHW88Waen4/z3/f4qjorm5b9j2cP/x0eZ7xXJXlVbZa0/2qSC/eqqnE7x3PK/Nnj/Pf9QpKXL1W+/06yZ/OSjzPe3avqkmWTNyZ59R4Nt+Pv8sw7vxxvvLtkzvnleOO9InPOL8cb76JZ55eD5gbc69T+dpMAAADfio78zCPbB48zrnz3fsyv3RWtkgAAAM0JbgAAAM2Z4wYAAExXtV+3ur1zUnEDAABoTnADAABoTqskANNV1ZfGGHff9vrnkzxyjPH8g9srAPaT2wGso+IGwKG13KsRAO70BDcADlRVfU9Vva2q3r88Pmh5/y+r6hnbtvvS8vj4qnpHVV2Z5AMHtNsAsK+0SgKwH+5aVddve32vJNcsz/80yWvGGJdX1fOSvCLJ0+7g5z0qyQ+NMT6297sKwAxVWiXXENwA2A//NcY469iLY3PclpePTvL05flrk/z+Cfy864Q2AL6VaJUEoJtjl2S/nuX3VFVVklO3bfPl/d4pADhIghsAB+1fkjxref7sJP+8PP94kkcszy9Icsr+7hYAe6lqtP/qTHAD4KD9SpLnVtX7kzwnya8u7/95ksdV1XVJfjSqbAB8C6sxeidLAADg8Pv0hQ9vHzzuf/kNddD7cDwWJwEAAKZzA+51tEoCAAA0J7gBAAA0p1USAACYruroQe/CoabiBgAA0JzgBgAA0JzgBgAA0Jw5bgAAwHRuB7COihsAAEBzghsAAEBzWiUBAIDpqrRKrqHiBgAA0JzgBgAA0JxWSQAAYD6rSq6i4gYAANCc4AYAANCcVkkAAGC6qqMHvQuHmoobAABAc4IbAABAc1olAQCA6cqqkquouAEAADQnuAEAADQnuAEAADRnjhsAADBdlTlua6i4AQAANCe4AQAAnKCqOq2qrq6qm6rqxqp6dFXdq6reWlUfXh7vuWxbVfWKqrq5qt5fVWfvdlzBDQAAmK62RvuvE/TyJG8ZY/xAkocnuTHJbyR52xjjzCRvW14nyZOTnLl8XZzklbs9foIbAADACaiq70jy2CSXJckY46tjjC8kuSDJ5ctmlyd52vL8giSvGRvvSnJaVZ2+m7EFNwAAgCRVdXFVvXvb18W32eR7k3w2yaur6n1V9RdVdbck9xtjfCpJlsf7Lts/IMkt2/78keW9b5pVJQEAgPm2jh70HtyhMcalSS69nU1OTnJ2kheMMa6tqpfnG22RO6mdhtnNvqm4AQAAnJgjSY6MMa5dXl+dTZC79VgL5PL4mW3bP3Dbnz8jySd3M7DgBgAAcALGGJ9OcktVPWx567wkH0pyTZILl/cuTPLm5fk1SX5uWV3ynCRfPNZS+c3SKgkAAEx3J7oB9wuSXFFVpyb5aJLnZlMQu6qqLkryiSTPXLb9hyRPSXJzkq8s2+6K4AYAAHCCxhjXJ3nkDt86b4dtR5JL9mJcrZIAAADNqbgBAADTfRM3uGYHKm4AAADNCW4AAADNaZUEAADmOwQ34O5MxQ0AAKA5wQ0AAKA5wQ0AAKA5c9wAAIDpqtwOYA0VNwAAgOYENwAAgOa0SgIAANPVllbJNVTcAAAAmhPcAAAAmtMqCQAAzLd19KD34FBTcQMAAGhOcAMAAGhOqyQAADCdG3Cvo+IGAADQnOAGAADQnFZJAABgOjfgXkfFDQAAoDnBDQAAoDnBDQAAoDlz3AAAgPm2jh70HhxqKm4AAADNCW4AAADNaZUEAACmq3I7gDVU3AAAAJoT3AAAAJrTKgkAAMy3pVVyDRU3AACA5gQ3AACA5rRKAgAA05VWyVVU3AAAAJoT3AAAAJrTKgkAAMy3dfSg9+BQU3EDAABoTnADAABoTnADAABozhw3AABguiq3A1hDxQ0AAKA5wQ0AAKA5rZIAAMB8W1ol11BxAwAAaE5wAwAAaE6rJAAAMN/W0YPeg0NNxQ0AAKA5wQ0AAKA5rZIAAMB0ZVXJVVTcAAAAmhPcAAAAmtMqCQAAzFdaJddQcQMAAGhOcAMAAGhOqyQAADCfVSVXUXEDAABoTnADAABoTnADAABozhw3AABgujLHbRUVNwAAgOYENwAAgOa0SgIAAPNplVxFxQ0AAKA5wQ0AAKA5rZIAAMB8SkarOHwAAADNCW4AAADNaZUEAACmcwPudVTcAAAAmhPcAAAAmtMqCQAAzFcHvQOHm4obAABAc4IbAABAc4IbAABAc+a4AQAA8ykZreLwAQAANCe4AQAANKdVEgAAmE/JaBWHDwAAoDnBDQAAoDmtkgAAwHxbddB7cKipuAEAADQnuAEAADSnVRIAAJiulIxWcfgAAACaE9wAAACa0yoJAADMZ1XJVVTcAAAAmhPcAAAAmtMqCQAAzKdVchUVNwAAgOYENwAAgOYENwAAgObMcQMAAOYzx20VFTcAAIDmBDcAAIDmtEoCAADzlZrRGo4eAABAc4IbAABAc1olAQCAMx0SuAAABiFJREFU+awquYqKGwAAQHOCGwAAQHNaJQEAgPm21IzWcPQAAACaE9wAAACa0yoJAADMp1VyFUcPAACgOcENAACgOcENAACgOXPcAACA+bbqoPfgUFNxAwAAaE5wAwAAaE6rJAAAMJ/bAazi6AEAADQnuAEAADSnVRIAAJhPq+Qqjh4AAEBzghsAAEBzWiUBAID5tEqu4ugBAAA0J7gBAAA0p1USAACYbmiVXMXRAwAAaE5wAwAAaE5wAwAAaM4cNwAAYL6tkw56Dw41FTcAAIDmBDcAAIDmtEoCAADzuR3AKo4eAABAc4IbAADACaiqb6uq66rqhqr6YFX9zvL+Q6rq2qr6cFW9rqpOXd6/y/L65uX7D97t2IIbAAAw39ZW/6879j9Jzh1jPDzJWUmeVFXnJHlpkpeNMc5M8vkkFy3bX5Tk82OM70vysmW73R2+3f5BAACAbyVj40vLy1OWr5Hk3CRXL+9fnuRpy/MLltdZvn9eVdVuxhbcAAAAklTVxVX17m1fF++wzUlVdX2SzyR5a5KPJPnCGOPryyZHkjxgef6AJLckyfL9Lya59272zaqSAADAfIdgVckxxqVJLr2Dbf43yVlVdVqSNyX5wZ02Wx53qq6NHd67Q/2PHgAAQDNjjC8keWeSc5KcVlXHimJnJPnk8vxIkgcmyfL970zyud2MJ7gBAACcgKq6z1JpS1XdNckTktyY5B1JnrFsdmGSNy/Pr1leZ/n+28cYu6q4aZUEAACmG1snHfQu7IXTk1xeVSdlUwS7aozxd1X1oSR/U1W/m+R9SS5btr8syWur6uZsKm3P2u3AtcvABwAAcMK+9k8Pax88Tnncv+9qxcf9oFUSAACgOa2SAADAfIdgVcnOHD0AAIDmBDcAAIDmBDcAAIDmzHEDAADmM8dtFUcPAACgOcENAACgOa2SAADAfFsnHfQeHGoqbgAAAM0JbgAAAM1plQQAAKYbpWa0hqMHAADQnOAGAADQnFZJAABgPqtKrqLiBgAA0JzgBgAA0JxWSQAAYD6tkquouAEAADQnuAEAADQnuAEAADRnjhsAADDd2FIzWsPRAwAAaE5wAwAAaE6rJAAAMJ/bAayi4gYAANCc4AYAANCcVkkAAGC6oVVyFRU3AACA5gQ3AACA5rRKAgAA82mVXEXFDQAAoDnBDQAAoDmtkgAAwHRWlVxHxQ0AAKA5wQ0AAKA5rZIAAMB8WiVXUXEDAABoTnADAABoTnADAABozhw3AABgOrcDWEfFDQAAoDnBDQAAoDmtkgAAwHxaJVdRcQMAAGhOcAMAAGhOqyQAADCdVSXXUXEDAABoTnADAABoTqskAAAw35bosYaKGwAAQHOCGwAAQHPqlQAAwHxWlVxFxQ0AAKA5wQ0AAKA5wQ0AAKA5c9wAAIDphtsBrKLiBgAA0JzgBgAA0Jx6JQAAMJ/bAayi4gYAANCc4AYAANCcVkkAAGC6UaLHGipuAAAAzQluAAAAzalXAgAA87kB9yoqbgAAAM0JbgAAAM2pVwIAAPNplVxFxQ0AAKA5wQ0AAKA5wQ0AAKA5jaYAAMB0wxy3VVTcAAAAmhPcAAAAmlOvBAAA5ivRYw0VNwAAgOYENwAAgObUKwEAgPmsKrmKihsAAEBzghsAAEBz6pUAAMB8WiVXUXEDAABoTnADAABoTr0SAACYrtyAexUVNwAAgOYENwAAgObUKwEAgPm2TjnoPTjUVNwAAACaE9wAAACaE9wAAACaM8cNAACYzu0A1lFxAwAAaE5wAwAAaE69EgAAmE+r5CoqbgAAAM0JbgAAAM2pVwIAANPVluixhoobAABAc4IbAABAc+qVAADAdG7AvY6KGwAAQHOCGwAAQHPqlQAAwHRaJddRcQMAAGhOcAMAAGhOcAMAAGhOoykAADDdljluq6i4AQAANCe4AQAANKdeCQAATFd10kHvwqGm4gYAANCc4AYAANCcVkkAAGC6sqrkKipuAAAAzQluAAAAzalXAgAA021tWVVyDRU3AACA5gQ3AACA5mqMcdD7AAAAwO1QcQMAAGhOcAMAAGhOcAMAAGhOcAMAAGhOcAMAAGhOcAMAAGju/wArPqEGqPzwIQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Breadown of demand into weekly time table\n",
    "time_map=pd.pivot_table(taxi,index=['DayofWeek'],columns =['Hour'],aggfunc='size')\n",
    "fig, ax = plt.subplots(figsize=(15,15)) \n",
    "ax=sb.heatmap(time_map,linewidths=0.1,square=True,cmap='inferno_r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creating Off-Peak, Normal, and Peak Pricing Tiers (Weekday and Weekend) Using K-means Clustering Algorithm\n",
    "\n",
    "## Process:\n",
    "1. Separate data into weekday and weekend rides\n",
    "2. Calculate number of rides per hour (demand)\n",
    "3. Apply K-means clustering to hour groups to get 3 clusters/pricing groups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>Hour</th>\n",
       "      <th>Demand</th>\n",
       "      <th>WeekdayLabel</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1636</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1001</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>603</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>255</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>361</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>603</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1043</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>2690</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>4781</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>6002</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>6231</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>7422</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>7402</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>8010</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>7966</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>7585</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>7246</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>7389</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>7167</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>6200</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>5193</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>5169</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>4377</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>3060</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      "text/plain": [
       "    Hour  Demand  WeekdayLabel\n",
       "0      0    1636             0\n",
       "1      1    1001             0\n",
       "2      2     603             0\n",
       "3      3     255             0\n",
       "4      4     361             0\n",
       "5      5     603             0\n",
       "6      6    1043             0\n",
       "7      7    2690             2\n",
       "8      8    4781             2\n",
       "9      9    6002             1\n",
       "10    10    6231             1\n",
       "11    11    7422             1\n",
       "12    12    7402             1\n",
       "13    13    8010             1\n",
       "14    14    7966             1\n",
       "15    15    7585             1\n",
       "16    16    7246             1\n",
       "17    17    7389             1\n",
       "18    18    7167             1\n",
       "19    19    6200             1\n",
       "20    20    5193             2\n",
       "21    21    5169             2\n",
       "22    22    4377             2\n",
       "23    23    3060             2"
      ]
     },
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       "      <td>16</td>\n",
       "      <td>16</td>\n",
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       "      <td>17</td>\n",
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       "      <td>2</td>\n",
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       "      <td>23</td>\n",
       "      <td>23</td>\n",
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      "text/plain": [
       "    Hour  Demand  WeekendLabel\n",
       "0      0    1649             2\n",
       "1      1    1485             0\n",
       "2      2    1381             0\n",
       "3      3     820             1\n",
       "4      4     344             1\n",
       "5      5     263             1\n",
       "6      6     367             1\n",
       "7      7     480             1\n",
       "8      8     609             1\n",
       "9      9     915             1\n",
       "10    10    1227             0\n",
       "11    11    1257             0\n",
       "12    12    1408             0\n",
       "13    13    1499             0\n",
       "14    14    1684             2\n",
       "15    15    1731             2\n",
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   "source": [
    "# label weekday\n",
    "df1 = pd.DataFrame(taxi[taxi['IsWeekday']==1]['Hour'].value_counts().sort_index())\n",
    "df1 = df1.reset_index()\n",
    "df1.columns = ['Hour', 'Demand']\n",
    "\n",
    "kmeans_wd = KMeans(n_clusters=3).fit(df1)\n",
    "df1['WeekdayLabel'] = kmeans_wd.labels_\n",
    "\n",
    "df1\n",
    "\n",
    "df2 = pd.DataFrame(taxi[taxi['IsWeekday']==0]['Hour'].value_counts().sort_index())\n",
    "df2 = df2.reset_index()\n",
    "df2.columns = ['Hour', 'Demand']\n",
    "\n",
    "kmeans_we = KMeans(n_clusters=3).fit(df2)\n",
    "df2['WeekendLabel'] = kmeans_we.labels_\n",
    "\n",
    "df2"
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   "source": [
    "# Calculating Surge Pricing Multipliers for our 3 Pricing Tiers\n",
    "\n",
    "## What are Multipliers?\n",
    "\n",
    "> *The taxi’s surge charge is designed to maintain a balance between supply and demand. As the surge price multiplier increases, the number of people willing to pay the surge fee decreases. When done right, the result creates a perfect marketplace, where there enough taxis to satisfy the demand.*\n",
    "\n",
    "> *As prices rise in an area, other taxis arrive, increasing the supply of drivers serving the market. The additional drivers increase the supply of rides available, which helps to push the surge price multiplier down.*\n",
    "\n",
    "> *Taxi drivers are more motivated to drive during peak hours, as the extra fees mean they earn more money. This motivation further helps to increase the supply of drivers during periods of high demand.*\n",
    "\n",
    "source - https://www.quicklizard.com/2019/11/27/surge-pricing-your-taxi/"
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                    pointToLayer: function (feature, latLng) {
                        if (feature.properties.icon == 'marker') {
                            if(feature.properties.iconstyle){
                                return new L.Marker(latLng, {
                                    icon: L.icon(feature.properties.iconstyle)});
                            }
                            //else
                            return new L.Marker(latLng);
                        }
                        if (feature.properties.icon == 'circle') {
                            if (feature.properties.iconstyle) {
                                return new L.circleMarker(latLng, feature.properties.iconstyle)
                                };
                            //else
                            return new L.circleMarker(latLng);
                        }
                        //else

                        return new L.Marker(latLng);
                    },
                    style: function (feature) {
                        return feature.properties.style;
                    },
                    onEachFeature: function(feature, layer) {
                        if (feature.properties.popup) {
                        layer.bindPopup(feature.properties.popup);
                        }
                    }
                })

            var timestamped_geo_json_6aec5a0c092147e99c9b1b3af493e31b = L.timeDimension.layer.geoJson(
                geoJsonLayer,
                {
                    updateTimeDimension: true,
                    addlastPoint: true,
                    duration: undefined,
                }
            ).addTo(map_d8ef1f40493d4694b2b77eb79b74212a);
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x297f7361dc8>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#co-ordinates\n",
    "LaGuardia = {\n",
    "    \"minLat\": 38.81,\n",
    "    \"maxLat\": 38.99,\n",
    "    \"minLong\": -77.123,\n",
    "    \"maxLong\": -76.906\n",
    "}\n",
    "#taxi['pickup_datetime'] = pd.to_datetime(train.pickup_datetime)\n",
    "#taxi['dropoff_datetime'] = pd.to_datetime(train.dropoff_datetime)\n",
    "\n",
    "LaGuardiaData = taxi[(taxi['OriginLongitude'].apply(lambda x: (x >=LaGuardia[\"minLong\"]) & (x <= LaGuardia[\"maxLong\"])))]\n",
    "LaGuardiaData = taxi[(taxi['OriginLatitude'].apply(lambda x: (x >=LaGuardia[\"minLat\"]) & (x <= LaGuardia[\"maxLat\"])))]\n",
    "LaGuardiaData = taxi[(taxi['DestinationLongitude'].apply(lambda x: (x >=LaGuardia[\"minLong\"]) & (x <= LaGuardia[\"maxLong\"])))]\n",
    "LaGuardiaData = taxi[(taxi['DestinationLatitude'].apply(lambda x: (x >=LaGuardia[\"minLat\"]) & (x <= LaGuardia[\"maxLat\"])))]\n",
    "\n",
    "m = folium.Map(\n",
    "    location=[38.898, -77.027],\n",
    "    zoom_start=12,\n",
    "    tiles='cartodbdark_matter'\n",
    ")\n",
    "folium.Marker(location=[38.898, -77.027],icon=folium.Icon(color='black') ,popup='LA Guardia International Airport').add_to(m)\n",
    "\n",
    "#shortTripsDF=LaGuardiaData[LaGuardiaData.trip_duration==900]\n",
    "\n",
    "lines = [\n",
    "    {\n",
    "        'coordinates': [\n",
    "            [taxi.OriginLongitude.iloc[index], taxi.OriginLatitude.iloc[index]],\n",
    "            [taxi.DestinationLongitude.iloc[index], taxi.DestinationLatitude.iloc[index]],\n",
    "        ],\n",
    "        'dates': [\n",
    "        str(taxi.StartDateTime.iloc[index]),\n",
    "        str(taxi.EndDateTime.iloc[index])\n",
    "        ],\n",
    "        'color': 'gold'\n",
    "    }\n",
    "    for index in range(1000)\n",
    "]\n",
    "features = [\n",
    "    {\n",
    "        'type': 'Feature',\n",
    "        'geometry': {\n",
    "            'type': 'LineString',\n",
    "            'coordinates': line['coordinates'],\n",
    "        },\n",
    "        'properties': {\n",
    "            'times': line['dates'],\n",
    "            'style': {\n",
    "                'color': line['color'],\n",
    "                'weight': 1 #line['weight'] if 'weight' in line else 10\n",
    "            }\n",
    "        }\n",
    "    }\n",
    "    for line in lines\n",
    "]\n",
    "\n",
    "\n",
    "plugins.TimestampedGeoJson({\n",
    "    'type': 'FeatureCollection',\n",
    "    'features': features,\n",
    "}, period='PT24H', add_last_point=True).add_to(m)\n",
    "m"
   ]
  },
  {
   "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>WeekdayLabel</th>\n",
       "      <th>Demand</th>\n",
       "      <th>Mult</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5502</td>\n",
       "      <td>0.217729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>25270</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>78620</td>\n",
       "      <td>3.111199</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   WeekdayLabel  Demand      Mult\n",
       "0             0    5502  0.217729\n",
       "1             2   25270  1.000000\n",
       "2             1   78620  3.111199"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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>WeekendLabel</th>\n",
       "      <th>Demand</th>\n",
       "      <th>Mult</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3798</td>\n",
       "      <td>0.354523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>10713</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>15478</td>\n",
       "      <td>1.444787</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   WeekendLabel  Demand      Mult\n",
       "0             1    3798  0.354523\n",
       "1             2   10713  1.000000\n",
       "2             0   15478  1.444787"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weekday_tiers = df1.copy()\n",
    "weekday_tiers = weekday_tiers[['Demand', 'WeekdayLabel']].groupby('WeekdayLabel').sum().sort_values(by='Demand').reset_index()\n",
    "weekday_tiers['Mult'] = weekday_tiers['Demand'] / weekday_tiers['Demand'].median()\n",
    "weekday_tiers\n",
    "\n",
    "weekend_tiers = df2.copy()\n",
    "weekend_tiers = weekend_tiers[['Demand', 'WeekendLabel']].groupby('WeekendLabel').sum().sort_values(by='Demand').reset_index()\n",
    "weekend_tiers['Mult'] = weekend_tiers['Demand'] / weekend_tiers['Demand'].median()\n",
    "weekend_tiers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploring Hour-Based Multipliers"
   ]
  },
  {
   "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>Hour</th>\n",
       "      <th>Demand</th>\n",
       "      <th>WeekdayLabel</th>\n",
       "      <th>WDHourMult</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1636</td>\n",
       "      <td>0</td>\n",
       "      <td>0.315769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1001</td>\n",
       "      <td>0</td>\n",
       "      <td>0.193206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>603</td>\n",
       "      <td>0</td>\n",
       "      <td>0.116387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>255</td>\n",
       "      <td>0</td>\n",
       "      <td>0.049218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>361</td>\n",
       "      <td>0</td>\n",
       "      <td>0.069678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>603</td>\n",
       "      <td>0</td>\n",
       "      <td>0.116387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1043</td>\n",
       "      <td>0</td>\n",
       "      <td>0.201312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>2690</td>\n",
       "      <td>2</td>\n",
       "      <td>0.519205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>4781</td>\n",
       "      <td>2</td>\n",
       "      <td>0.922795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>6002</td>\n",
       "      <td>1</td>\n",
       "      <td>1.158464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>6231</td>\n",
       "      <td>1</td>\n",
       "      <td>1.202664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>7422</td>\n",
       "      <td>1</td>\n",
       "      <td>1.432542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>7402</td>\n",
       "      <td>1</td>\n",
       "      <td>1.428682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>8010</td>\n",
       "      <td>1</td>\n",
       "      <td>1.546034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>7966</td>\n",
       "      <td>1</td>\n",
       "      <td>1.537541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>7585</td>\n",
       "      <td>1</td>\n",
       "      <td>1.464003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>7246</td>\n",
       "      <td>1</td>\n",
       "      <td>1.398572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>7389</td>\n",
       "      <td>1</td>\n",
       "      <td>1.426173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>7167</td>\n",
       "      <td>1</td>\n",
       "      <td>1.383324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>6200</td>\n",
       "      <td>1</td>\n",
       "      <td>1.196680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>5193</td>\n",
       "      <td>2</td>\n",
       "      <td>1.002316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>5169</td>\n",
       "      <td>2</td>\n",
       "      <td>0.997684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>4377</td>\n",
       "      <td>2</td>\n",
       "      <td>0.844818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>3060</td>\n",
       "      <td>2</td>\n",
       "      <td>0.590620</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Hour  Demand  WeekdayLabel  WDHourMult\n",
       "0      0    1636             0    0.315769\n",
       "1      1    1001             0    0.193206\n",
       "2      2     603             0    0.116387\n",
       "3      3     255             0    0.049218\n",
       "4      4     361             0    0.069678\n",
       "5      5     603             0    0.116387\n",
       "6      6    1043             0    0.201312\n",
       "7      7    2690             2    0.519205\n",
       "8      8    4781             2    0.922795\n",
       "9      9    6002             1    1.158464\n",
       "10    10    6231             1    1.202664\n",
       "11    11    7422             1    1.432542\n",
       "12    12    7402             1    1.428682\n",
       "13    13    8010             1    1.546034\n",
       "14    14    7966             1    1.537541\n",
       "15    15    7585             1    1.464003\n",
       "16    16    7246             1    1.398572\n",
       "17    17    7389             1    1.426173\n",
       "18    18    7167             1    1.383324\n",
       "19    19    6200             1    1.196680\n",
       "20    20    5193             2    1.002316\n",
       "21    21    5169             2    0.997684\n",
       "22    22    4377             2    0.844818\n",
       "23    23    3060             2    0.590620"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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>Hour</th>\n",
       "      <th>Demand</th>\n",
       "      <th>WeekendLabel</th>\n",
       "      <th>WEHourMult</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1649</td>\n",
       "      <td>2</td>\n",
       "      <td>1.182503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1485</td>\n",
       "      <td>0</td>\n",
       "      <td>1.064898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1381</td>\n",
       "      <td>0</td>\n",
       "      <td>0.990319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>820</td>\n",
       "      <td>1</td>\n",
       "      <td>0.588024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>344</td>\n",
       "      <td>1</td>\n",
       "      <td>0.246683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>263</td>\n",
       "      <td>1</td>\n",
       "      <td>0.188598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>367</td>\n",
       "      <td>1</td>\n",
       "      <td>0.263177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>480</td>\n",
       "      <td>1</td>\n",
       "      <td>0.344209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>609</td>\n",
       "      <td>1</td>\n",
       "      <td>0.436716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>915</td>\n",
       "      <td>1</td>\n",
       "      <td>0.656149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>1227</td>\n",
       "      <td>0</td>\n",
       "      <td>0.879885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>1257</td>\n",
       "      <td>0</td>\n",
       "      <td>0.901398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1408</td>\n",
       "      <td>0</td>\n",
       "      <td>1.009681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>1499</td>\n",
       "      <td>0</td>\n",
       "      <td>1.074937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>1684</td>\n",
       "      <td>2</td>\n",
       "      <td>1.207601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1731</td>\n",
       "      <td>2</td>\n",
       "      <td>1.241305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>1950</td>\n",
       "      <td>2</td>\n",
       "      <td>1.398351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>1880</td>\n",
       "      <td>2</td>\n",
       "      <td>1.348153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>1819</td>\n",
       "      <td>2</td>\n",
       "      <td>1.304410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>1576</td>\n",
       "      <td>0</td>\n",
       "      <td>1.130154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>1327</td>\n",
       "      <td>0</td>\n",
       "      <td>0.951596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>1458</td>\n",
       "      <td>0</td>\n",
       "      <td>1.045536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>1527</td>\n",
       "      <td>0</td>\n",
       "      <td>1.095016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>1333</td>\n",
       "      <td>0</td>\n",
       "      <td>0.955898</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Hour  Demand  WeekendLabel  WEHourMult\n",
       "0      0    1649             2    1.182503\n",
       "1      1    1485             0    1.064898\n",
       "2      2    1381             0    0.990319\n",
       "3      3     820             1    0.588024\n",
       "4      4     344             1    0.246683\n",
       "5      5     263             1    0.188598\n",
       "6      6     367             1    0.263177\n",
       "7      7     480             1    0.344209\n",
       "8      8     609             1    0.436716\n",
       "9      9     915             1    0.656149\n",
       "10    10    1227             0    0.879885\n",
       "11    11    1257             0    0.901398\n",
       "12    12    1408             0    1.009681\n",
       "13    13    1499             0    1.074937\n",
       "14    14    1684             2    1.207601\n",
       "15    15    1731             2    1.241305\n",
       "16    16    1950             2    1.398351\n",
       "17    17    1880             2    1.348153\n",
       "18    18    1819             2    1.304410\n",
       "19    19    1576             0    1.130154\n",
       "20    20    1327             0    0.951596\n",
       "21    21    1458             0    1.045536\n",
       "22    22    1527             0    1.095016\n",
       "23    23    1333             0    0.955898"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wd_hour_tiers = df1.groupby('Hour').sum()\n",
    "wd_hour_tiers['WDHourMult'] = wd_hour_tiers['Demand'] / wd_hour_tiers['Demand'].median()\n",
    "wd_hour_tiers = wd_hour_tiers.reset_index()\n",
    "wd_hour_tiers\n",
    "\n",
    "we_hour_tiers = df2.groupby('Hour').sum()\n",
    "we_hour_tiers['WEHourMult'] = we_hour_tiers['Demand'] / we_hour_tiers['Demand'].median()\n",
    "we_hour_tiers = we_hour_tiers.reset_index()\n",
    "we_hour_tiers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting Time vs. Multipliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1080x720 with 0 Axes>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x29780c5a808>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Weekday Demand\n",
    "plt.figure(figsize=(15,10))\n",
    "sb.barplot(x='Hour', y='WDHourMult', data=wd_hour_tiers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1080x720 with 0 Axes>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x297fec1fa48>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Weekend Demand\n",
    "plt.figure(figsize=(15,10))\n",
    "sb.barplot(x='Hour', y='WEHourMult', data=we_hour_tiers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>Type</th>\n",
       "      <th>PROVIDER NAME</th>\n",
       "      <th>StartDateTime</th>\n",
       "      <th>ID</th>\n",
       "      <th>ExternalID</th>\n",
       "      <th>FareAmount</th>\n",
       "      <th>GratuityAmount</th>\n",
       "      <th>SurchargeAmount</th>\n",
       "      <th>ExtraFareAmount</th>\n",
       "      <th>TollAmount</th>\n",
       "      <th>...</th>\n",
       "      <th>Date</th>\n",
       "      <th>Hour</th>\n",
       "      <th>Weekday</th>\n",
       "      <th>DayofWeek</th>\n",
       "      <th>Time</th>\n",
       "      <th>IsWeekday</th>\n",
       "      <th>WeekdayLabel</th>\n",
       "      <th>WeekendLabel</th>\n",
       "      <th>WDHourMult</th>\n",
       "      <th>WEHourMult</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>VeriFone</td>\n",
       "      <td>2017-04-19 23:50:00+00:00</td>\n",
       "      <td>E632__65329__2017-04-21T09:42:22.530_30551277</td>\n",
       "      <td>30551277</td>\n",
       "      <td>14.32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-04-19</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>11:50 PM</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.59062</td>\n",
       "      <td>0.955898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Hitch</td>\n",
       "      <td>2017-05-18 23:27:32+00:00</td>\n",
       "      <td>J808__58346__2017-05-19T06:43:09.007_31688383</td>\n",
       "      <td>31688383</td>\n",
       "      <td>10.98</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-05-18</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>11:27 PM</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.59062</td>\n",
       "      <td>0.955898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>DC VIP Cab</td>\n",
       "      <td>2017-01-20 23:04:00+00:00</td>\n",
       "      <td>D575__65746__2017-01-22T06:40:14.540_26953844</td>\n",
       "      <td>26953844</td>\n",
       "      <td>12.97</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-01-20</td>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "      <td>Friday</td>\n",
       "      <td>11:04 PM</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.59062</td>\n",
       "      <td>0.955898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Hitch</td>\n",
       "      <td>2017-05-16 23:43:56+00:00</td>\n",
       "      <td>C312__75695__2017-05-17T06:31:24.340_31588019</td>\n",
       "      <td>31588019</td>\n",
       "      <td>5.14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-05-16</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>11:43 PM</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.59062</td>\n",
       "      <td>0.955898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>VeriFone</td>\n",
       "      <td>2017-09-16 23:33:00+00:00</td>\n",
       "      <td>D243__77124__2017-09-17T06:16:45.360_35203591</td>\n",
       "      <td>35203591</td>\n",
       "      <td>20.53</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-09-16</td>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>11:33 PM</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.59062</td>\n",
       "      <td>0.955898</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 39 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Type PROVIDER NAME             StartDateTime  \\\n",
       "0   1.0      VeriFone 2017-04-19 23:50:00+00:00   \n",
       "1   1.0         Hitch 2017-05-18 23:27:32+00:00   \n",
       "2   1.0    DC VIP Cab 2017-01-20 23:04:00+00:00   \n",
       "3   1.0         Hitch 2017-05-16 23:43:56+00:00   \n",
       "4   1.0      VeriFone 2017-09-16 23:33:00+00:00   \n",
       "\n",
       "                                              ID ExternalID  FareAmount  \\\n",
       "0  E632__65329__2017-04-21T09:42:22.530_30551277   30551277       14.32   \n",
       "1  J808__58346__2017-05-19T06:43:09.007_31688383   31688383       10.98   \n",
       "2  D575__65746__2017-01-22T06:40:14.540_26953844   26953844       12.97   \n",
       "3  C312__75695__2017-05-17T06:31:24.340_31588019   31588019        5.14   \n",
       "4  D243__77124__2017-09-17T06:16:45.360_35203591   35203591       20.53   \n",
       "\n",
       "   GratuityAmount  SurchargeAmount  ExtraFareAmount  TollAmount  ...  \\\n",
       "0             0.0             0.25              0.0         0.0  ...   \n",
       "1             0.0             0.25              0.0         0.0  ...   \n",
       "2             5.0             0.25              1.0         0.0  ...   \n",
       "3             0.0             0.25              0.0         0.0  ...   \n",
       "4             0.0             0.25              0.0         0.0  ...   \n",
       "\n",
       "         Date  Hour Weekday  DayofWeek      Time IsWeekday WeekdayLabel  \\\n",
       "0  2017-04-19    23       2  Wednesday  11:50 PM         1            2   \n",
       "1  2017-05-18    23       3   Thursday  11:27 PM         1            2   \n",
       "2  2017-01-20    23       4     Friday  11:04 PM         1            2   \n",
       "3  2017-05-16    23       1    Tuesday  11:43 PM         1            2   \n",
       "4  2017-09-16    23       5   Saturday  11:33 PM         0            2   \n",
       "\n",
       "  WeekendLabel  WDHourMult  WEHourMult  \n",
       "0            0     0.59062    0.955898  \n",
       "1            0     0.59062    0.955898  \n",
       "2            0     0.59062    0.955898  \n",
       "3            0     0.59062    0.955898  \n",
       "4            0     0.59062    0.955898  \n",
       "\n",
       "[5 rows x 39 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Merge labels\n",
    "df1 = df1.loc[:,['Hour', 'WeekdayLabel']]\n",
    "df2 = df2.loc[:,['Hour', 'WeekendLabel']]\n",
    "\n",
    "taxi = taxi.merge(df1, on = 'Hour')\n",
    "taxi = taxi.merge(df2, on = 'Hour')\n",
    "\n",
    "taxi = taxi.merge(wd_hour_tiers.loc[:,['Hour', 'WDHourMult']], on='Hour')\n",
    "taxi = taxi.merge(we_hour_tiers.loc[:,['Hour', 'WEHourMult']], on='Hour')\n",
    "\n",
    "taxi.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pricing Dictionaries\n",
    "\n",
    "Here we assign each k-means cluster representing our pricing groups a pricing category of off-peak, normal, or peak depending on the relative cluster size which represents demand.\n",
    "\n",
    "The flat pricing dictionaries (commented out) represent a 0.85 multiplier (15% discount) for off-peak rides, a 1.15 multiplier (15% surcharge) or peak rides, and no price change for normal rides.\n",
    "\n",
    "The pricing dictionaries are then dynamically created based on the ordering of the clusters based on their size (rider demand)\n",
    "\n",
    "(Smallest demand group gets smallest multiplier, largest demand group gets largest multiplier)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# weekday_pricing = {\n",
    "#     0: {\n",
    "#         'category': 'off-peak',\n",
    "#         'mult': 0.85,\n",
    "#         'description': 'weekday off-peak'\n",
    "#     },\n",
    "#     1: {\n",
    "#         'category': 'normal',\n",
    "#         'mult': 1,\n",
    "#         'description': 'weekday normal'\n",
    "#     },\n",
    "#     2: {\n",
    "#         'category': 'peak',\n",
    "#         'mult': 1.15,\n",
    "#         'description': 'weekday peak'\n",
    "#     }\n",
    "# }\n",
    "\n",
    "# weekend_pricing = {\n",
    "#     0: {\n",
    "#         'category': 'off-peak',\n",
    "#         'mult': 0.85,\n",
    "#         'description': 'weekend off-peak'\n",
    "#     },\n",
    "#     1: {\n",
    "#         'category': 'normal',\n",
    "#         'mult': 1,\n",
    "#         'description': 'weekend normal'\n",
    "#     },\n",
    "#     2: {\n",
    "#         'category': 'peak',\n",
    "#         'mult': 1.15,\n",
    "#         'description': 'weekend peak'\n",
    "#     }\n",
    "# }\n",
    "\n",
    "weekday_pricing = {\n",
    "    int(weekday_tiers.loc[0]['WeekdayLabel']): {\n",
    "        'category': 'off-peak',\n",
    "        'mult': weekday_tiers.loc[0]['Mult'],\n",
    "        'description': 'weekday off-peak'\n",
    "    },\n",
    "    int(weekday_tiers.loc[1]['WeekdayLabel']): {\n",
    "        'category': 'normal',\n",
    "        'mult': weekday_tiers.loc[1]['Mult'],\n",
    "        'description': 'weekday normal'\n",
    "    },\n",
    "    int(weekday_tiers.loc[2]['WeekdayLabel']): {\n",
    "        'category': 'peak',\n",
    "        'mult': weekday_tiers.loc[2]['Mult'],\n",
    "        'description': 'weekday peak'\n",
    "    }\n",
    "}\n",
    "\n",
    "\n",
    "weekend_pricing = {\n",
    "    int(weekend_tiers.loc[0]['WeekendLabel']): {\n",
    "        'category': 'off-peak',\n",
    "        'mult': weekend_tiers.loc[0]['Mult'],\n",
    "        'description': 'weekend off-peak'\n",
    "    },\n",
    "    int(weekend_tiers.loc[1]['WeekendLabel']): {\n",
    "        'category': 'normal',\n",
    "        'mult': weekend_tiers.loc[1]['Mult'],\n",
    "        'description': 'weekend normal'\n",
    "    },\n",
    "    int(weekend_tiers.loc[2]['WeekendLabel']): {\n",
    "        'category': 'peak',\n",
    "        'mult': weekend_tiers.loc[2]['Mult'],\n",
    "        'description': 'weekend peak'\n",
    "    }\n",
    "}\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Looking at Our New Pricing Dictionaries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: {'category': 'off-peak',\n",
       "  'mult': 0.21772853185595567,\n",
       "  'description': 'weekday off-peak'},\n",
       " 2: {'category': 'normal', 'mult': 1.0, 'description': 'weekday normal'},\n",
       " 1: {'category': 'peak',\n",
       "  'mult': 3.111199050257222,\n",
       "  'description': 'weekday peak'}}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "{1: {'category': 'off-peak',\n",
       "  'mult': 0.3545225427051246,\n",
       "  'description': 'weekend off-peak'},\n",
       " 2: {'category': 'normal', 'mult': 1.0, 'description': 'weekend normal'},\n",
       " 0: {'category': 'peak',\n",
       "  'mult': 1.444786707738262,\n",
       "  'description': 'weekend peak'}}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weekday_pricing\n",
    "weekend_pricing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Mapping Our Pricing Dictionaries to the Cluster Labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>Type</th>\n",
       "      <th>PROVIDER NAME</th>\n",
       "      <th>StartDateTime</th>\n",
       "      <th>ID</th>\n",
       "      <th>ExternalID</th>\n",
       "      <th>FareAmount</th>\n",
       "      <th>GratuityAmount</th>\n",
       "      <th>SurchargeAmount</th>\n",
       "      <th>ExtraFareAmount</th>\n",
       "      <th>TollAmount</th>\n",
       "      <th>...</th>\n",
       "      <th>DayofWeek</th>\n",
       "      <th>Time</th>\n",
       "      <th>IsWeekday</th>\n",
       "      <th>WeekdayLabel</th>\n",
       "      <th>WeekendLabel</th>\n",
       "      <th>WDHourMult</th>\n",
       "      <th>WEHourMult</th>\n",
       "      <th>Pricing</th>\n",
       "      <th>PricingCat</th>\n",
       "      <th>PricingMult</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>VeriFone</td>\n",
       "      <td>2017-04-19 23:50:00+00:00</td>\n",
       "      <td>E632__65329__2017-04-21T09:42:22.530_30551277</td>\n",
       "      <td>30551277</td>\n",
       "      <td>14.32</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>11:50 PM</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.59062</td>\n",
       "      <td>0.955898</td>\n",
       "      <td>{'category': 'normal', 'mult': 1.0, 'descripti...</td>\n",
       "      <td>weekday normal</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Hitch</td>\n",
       "      <td>2017-05-18 23:27:32+00:00</td>\n",
       "      <td>J808__58346__2017-05-19T06:43:09.007_31688383</td>\n",
       "      <td>31688383</td>\n",
       "      <td>10.98</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>11:27 PM</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.59062</td>\n",
       "      <td>0.955898</td>\n",
       "      <td>{'category': 'normal', 'mult': 1.0, 'descripti...</td>\n",
       "      <td>weekday normal</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>DC VIP Cab</td>\n",
       "      <td>2017-01-20 23:04:00+00:00</td>\n",
       "      <td>D575__65746__2017-01-22T06:40:14.540_26953844</td>\n",
       "      <td>26953844</td>\n",
       "      <td>12.97</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Friday</td>\n",
       "      <td>11:04 PM</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.59062</td>\n",
       "      <td>0.955898</td>\n",
       "      <td>{'category': 'normal', 'mult': 1.0, 'descripti...</td>\n",
       "      <td>weekday normal</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Hitch</td>\n",
       "      <td>2017-05-16 23:43:56+00:00</td>\n",
       "      <td>C312__75695__2017-05-17T06:31:24.340_31588019</td>\n",
       "      <td>31588019</td>\n",
       "      <td>5.14</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>11:43 PM</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.59062</td>\n",
       "      <td>0.955898</td>\n",
       "      <td>{'category': 'normal', 'mult': 1.0, 'descripti...</td>\n",
       "      <td>weekday normal</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Transco</td>\n",
       "      <td>2017-01-20 23:24:00+00:00</td>\n",
       "      <td>A012__66155__2017-01-21T05:00:20.193_26914493</td>\n",
       "      <td>26914493</td>\n",
       "      <td>24.04</td>\n",
       "      <td>5.46</td>\n",
       "      <td>0.25</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Friday</td>\n",
       "      <td>11:24 PM</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.59062</td>\n",
       "      <td>0.955898</td>\n",
       "      <td>{'category': 'normal', 'mult': 1.0, 'descripti...</td>\n",
       "      <td>weekday normal</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 42 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Type PROVIDER NAME             StartDateTime  \\\n",
       "0   1.0      VeriFone 2017-04-19 23:50:00+00:00   \n",
       "1   1.0         Hitch 2017-05-18 23:27:32+00:00   \n",
       "2   1.0    DC VIP Cab 2017-01-20 23:04:00+00:00   \n",
       "3   1.0         Hitch 2017-05-16 23:43:56+00:00   \n",
       "6   1.0       Transco 2017-01-20 23:24:00+00:00   \n",
       "\n",
       "                                              ID ExternalID  FareAmount  \\\n",
       "0  E632__65329__2017-04-21T09:42:22.530_30551277   30551277       14.32   \n",
       "1  J808__58346__2017-05-19T06:43:09.007_31688383   31688383       10.98   \n",
       "2  D575__65746__2017-01-22T06:40:14.540_26953844   26953844       12.97   \n",
       "3  C312__75695__2017-05-17T06:31:24.340_31588019   31588019        5.14   \n",
       "6  A012__66155__2017-01-21T05:00:20.193_26914493   26914493       24.04   \n",
       "\n",
       "   GratuityAmount  SurchargeAmount  ExtraFareAmount  TollAmount  ...  \\\n",
       "0            0.00             0.25              0.0         0.0  ...   \n",
       "1            0.00             0.25              0.0         0.0  ...   \n",
       "2            5.00             0.25              1.0         0.0  ...   \n",
       "3            0.00             0.25              0.0         0.0  ...   \n",
       "6            5.46             0.25              3.0         0.0  ...   \n",
       "\n",
       "   DayofWeek      Time IsWeekday WeekdayLabel WeekendLabel WDHourMult  \\\n",
       "0  Wednesday  11:50 PM         1            2            0    0.59062   \n",
       "1   Thursday  11:27 PM         1            2            0    0.59062   \n",
       "2     Friday  11:04 PM         1            2            0    0.59062   \n",
       "3    Tuesday  11:43 PM         1            2            0    0.59062   \n",
       "6     Friday  11:24 PM         1            2            0    0.59062   \n",
       "\n",
       "  WEHourMult                                            Pricing  \\\n",
       "0   0.955898  {'category': 'normal', 'mult': 1.0, 'descripti...   \n",
       "1   0.955898  {'category': 'normal', 'mult': 1.0, 'descripti...   \n",
       "2   0.955898  {'category': 'normal', 'mult': 1.0, 'descripti...   \n",
       "3   0.955898  {'category': 'normal', 'mult': 1.0, 'descripti...   \n",
       "6   0.955898  {'category': 'normal', 'mult': 1.0, 'descripti...   \n",
       "\n",
       "       PricingCat  PricingMult  \n",
       "0  weekday normal          1.0  \n",
       "1  weekday normal          1.0  \n",
       "2  weekday normal          1.0  \n",
       "3  weekday normal          1.0  \n",
       "6  weekday normal          1.0  \n",
       "\n",
       "[5 rows x 42 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df['Pricing'] = df['WeekdayLabel'].map(weekday_mults)\n",
    "# df['PricingCat'] = df['Pricing'].apply(lambda x: x.get('category'))\n",
    "# df['PricingMult'] = df['Pricing'].apply(lambda x: x.get('mult'))\n",
    "\n",
    "weekday = taxi[taxi.IsWeekday == 1].copy()\n",
    "weekday['Pricing'] = weekday['WeekdayLabel'].map(weekday_pricing)\n",
    "weekday['PricingCat'] = weekday['Pricing'].apply(lambda x: x.get('description'))\n",
    "weekday['PricingMult'] = weekday['Pricing'].apply(lambda x: x.get('mult'))\n",
    "#weekday.head()\n",
    "\n",
    "weekend = taxi[taxi.IsWeekday == 0].copy()\n",
    "weekend['Pricing'] = weekend['WeekendLabel'].map(weekend_pricing)\n",
    "weekend['PricingCat'] = weekend['Pricing'].apply(lambda x: x.get('description'))\n",
    "weekend['PricingMult'] = weekend['Pricing'].apply(lambda x: x.get('mult'))\n",
    "#weekend.head()\n",
    "\n",
    "taxi = pd.concat([weekday, weekend])\n",
    "taxi.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Breakdown of Pricing Tiers by Size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x297f912e248>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "taxi['PricingCat'].value_counts().sort_values().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting Milage vs. Duration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 720x720 with 0 Axes>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "(0, 60)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "(0, 40)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x297f86ab748>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x720 with 0 Axes>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "(0, 60)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "(0, 40)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x297f7d80d48>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.ylim(0,60)\n",
    "plt.xlim(0,40)\n",
    "sb.scatterplot(data=taxi, x='Milage', y='Duration')\n",
    "\n",
    "\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.ylim(0,60)\n",
    "plt.xlim(0,40)\n",
    "sb.scatterplot(data=taxi, x='Milage', y='Duration', alpha=0.01)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting Cost per Minute Rate vs. Duration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 720x720 with 0 Axes>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "(0, 6)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "(0, 60)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x297f34c6f48>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x720 with 0 Axes>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "(0, 6)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "(0, 60)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x297f7ccb948>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rate_df = taxi.copy()\n",
    "rate_df['Rate'] = rate_df.FareAmount / rate_df.Duration\n",
    "\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.ylim(0,6)\n",
    "plt.xlim(0,60)\n",
    "sb.scatterplot(data=rate_df, x='Duration', y='Rate')\n",
    "\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.ylim(0,6)\n",
    "plt.xlim(0,60)\n",
    "sb.scatterplot(data=rate_df, x='Duration', y='Rate', alpha=0.01)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fitting Our Data to a Linear Regression Model to Create a Historical Pricing Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9463129491556981"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = taxi[['FareAmount', 'Milage', 'Duration']]\n",
    "target = 'FareAmount'\n",
    "mfn = GradientBoostingRegressor()\n",
    "\n",
    "y = df[target]\n",
    "x = df.drop(columns=[target], axis=1)\n",
    "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.3)\n",
    "\n",
    "model = mfn.fit(x_train, y_train)\n",
    "model.score(x_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Using our K-means and Regression Models to Calculate Surge Pricing\n",
    "\n",
    "Using the price_trip() function:\n",
    "1. Get the starting hour from the ride's timestamp\n",
    "2. Use the IsWeekday boolean to get the K-means label for the particular hour\n",
    "3. Map the label to the appropriate pricing dictionary to get the pricing tier and surcharge multiplier\n",
    "4. Use the historical model to predict the base fare based on the milage and duration of the trip\n",
    "5. Multiply the predicted fare by the pricing tier's multiplier to return the final surcharge price of the ride"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def price_trip(trip):\n",
    "\n",
    "    hour = trip['Hour'].values[0]\n",
    "\n",
    "    if (trip['IsWeekday'] == 1).all():\n",
    "        trip['WeekdayLabel'] = df1['WeekdayLabel'][df1.Hour == hour]\n",
    "        trip['Pricing'] = weekday['WeekdayLabel'].map(weekday_pricing)\n",
    "        trip['PricingCat'] = weekday['Pricing'].apply(lambda x: x.get('description'))\n",
    "        trip['PricingMult'] = weekday['Pricing'].apply(lambda x: x.get('mult'))\n",
    "\n",
    "        trip['HourMult'] = trip['WDHourMult']\n",
    "    else:\n",
    "        trip['WeekendLabel'] = df2['WeekendLabel'][df2.Hour == hour]\n",
    "        trip['Pricing'] = weekend['WeekendLabel'].map(weekend_pricing)\n",
    "        trip['PricingCat'] = weekend['Pricing'].apply(lambda x: x.get('description'))\n",
    "        trip['PricingMult'] = weekend['Pricing'].apply(lambda x: x.get('mult'))\n",
    "\n",
    "        trip['HourMult'] = trip['WEHourMult']\n",
    "\n",
    "    trip['PredictedPrice'] = mfn.predict(trip[['Milage', 'Duration']])\n",
    "    trip['PredictedPrice'] = trip['PredictedPrice'].round(2)\n",
    "    trip['SurgePricing'] = trip['PredictedPrice'] * trip['PricingMult']\n",
    "    trip['SurgePricing'] = trip['SurgePricing'].round(2)\n",
    "    trip['HourSurgePricing'] = trip['PredictedPrice'] * trip['HourMult']\n",
    "    trip['HourSurgePricing'] = trip['HourSurgePricing'].round(2)\n",
    "\n",
    "    return trip"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Calculating Surcharge Pricing for Holdout Sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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>Trip Details</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>PROVIDER NAME</td>\n",
       "      <td>UVC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Date</td>\n",
       "      <td>2017-07-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>DayofWeek</td>\n",
       "      <td>Wednesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Time</td>\n",
       "      <td>02:57 PM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>PricingCat</td>\n",
       "      <td>weekday peak</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Milage</td>\n",
       "      <td>3.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Duration</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>FareAmount</td>\n",
       "      <td>10.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>PredictedPrice</td>\n",
       "      <td>10.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>PricingMult</td>\n",
       "      <td>3.1112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>SurgePricing</td>\n",
       "      <td>33.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>HourMult</td>\n",
       "      <td>1.53754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>HourSurgePricing</td>\n",
       "      <td>16.67</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Trip Details\n",
       "PROVIDER NAME              UVC\n",
       "Date                2017-07-05\n",
       "DayofWeek            Wednesday\n",
       "Time                  02:57 PM\n",
       "PricingCat        weekday peak\n",
       "Milage                     3.4\n",
       "Duration                     8\n",
       "FareAmount               10.81\n",
       "PredictedPrice           10.84\n",
       "PricingMult             3.1112\n",
       "SurgePricing             33.73\n",
       "HourMult               1.53754\n",
       "HourSurgePricing         16.67"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "holdout = taxi.sample()\n",
    "new_trip = price_trip(holdout)\n",
    "\n",
    "t = new_trip[['PROVIDER NAME', 'Date', 'DayofWeek', 'Time', 'PricingCat', 'Milage', 'Duration', 'FareAmount', 'PredictedPrice', 'PricingMult', 'SurgePricing', 'HourMult',  'HourSurgePricing']].reset_index().drop(columns=['index']).loc[0].to_frame()\n",
    "t.columns = ['Trip Details']\n",
    "t"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Appendix: Creating a Pricing Model for Each Provider Using Hourly Multipliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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>Provider</th>\n",
       "      <th>Price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>DC VIP Cab</td>\n",
       "      <td>14.833009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>CMT</td>\n",
       "      <td>15.344148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>Capitol Cab</td>\n",
       "      <td>16.095625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>Yellow Cab</td>\n",
       "      <td>16.431548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>My taxi Control</td>\n",
       "      <td>16.828266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>UVC</td>\n",
       "      <td>17.086108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Hitch</td>\n",
       "      <td>17.548244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Transco</td>\n",
       "      <td>17.672179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>VeriFone</td>\n",
       "      <td>17.933461</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Provider      Price\n",
       "2       DC VIP Cab  14.833009\n",
       "4              CMT  15.344148\n",
       "8      Capitol Cab  16.095625\n",
       "5       Yellow Cab  16.431548\n",
       "7  My taxi Control  16.828266\n",
       "6              UVC  17.086108\n",
       "1            Hitch  17.548244\n",
       "3          Transco  17.672179\n",
       "0         VeriFone  17.933461"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "providers = list(taxi['PROVIDER NAME'].unique())\n",
    "\n",
    "provider_dfs = [taxi[taxi['PROVIDER NAME'] == i] for i in providers]\n",
    "\n",
    "provider_dfs = dict(zip(providers, provider_dfs))\n",
    "\n",
    "target = 'FareAmount'\n",
    "reg = GradientBoostingRegressor()\n",
    "\n",
    "models = []\n",
    "model_scores = []\n",
    "\n",
    "for p in providers:\n",
    "    df = provider_dfs[p]\n",
    "    df = df[['FareAmount', 'Milage', 'Duration']]\n",
    "\n",
    "    y = df[target]\n",
    "    x = df.drop(columns=[target], axis=1)\n",
    "    x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.3)\n",
    "\n",
    "    model = GradientBoostingRegressor().fit(x_train, y_train)\n",
    "    score = model.score(x_test, y_test)\n",
    "    models.append(model)\n",
    "    model_scores.append(score)\n",
    "\n",
    "\n",
    "provider_models = dict(zip(providers, models))\n",
    "\n",
    "trip_preds = [i.predict(new_trip[['Milage', 'Duration']]) for i in models]\n",
    "\n",
    "provider_preds = []\n",
    "\n",
    "for i in range(len(trip_preds)):\n",
    "    provider_preds.append(trip_preds[i][0])\n",
    "    \n",
    "\n",
    "preds_df = pd.DataFrame({'Provider': providers, 'Prediction': provider_preds})\n",
    "\n",
    "new_trip = new_trip.reset_index()\n",
    "mult = new_trip['HourMult'].values[0]\n",
    "preds_df['Price'] = preds_df['Prediction'] * mult\n",
    "\n",
    "preds_df[['Provider', 'Price']].sort_values(by='Price')"
   ]
  }
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