{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting folium\n",
      "  Downloading folium-0.12.1.post1-py2.py3-none-any.whl (95 kB)\n",
      "Requirement already satisfied: jinja2>=2.9 in c:\\users\\home\\anaconda3\\lib\\site-packages (from folium) (2.11.3)\n",
      "Collecting branca>=0.3.0\n",
      "  Downloading branca-0.5.0-py3-none-any.whl (24 kB)\n",
      "Requirement already satisfied: numpy in c:\\users\\home\\anaconda3\\lib\\site-packages (from folium) (1.20.3)\n",
      "Requirement already satisfied: requests in c:\\users\\home\\anaconda3\\lib\\site-packages (from folium) (2.26.0)\n",
      "Requirement already satisfied: MarkupSafe>=0.23 in c:\\users\\home\\anaconda3\\lib\\site-packages (from jinja2>=2.9->folium) (1.1.1)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\home\\anaconda3\\lib\\site-packages (from requests->folium) (2021.10.8)\n",
      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\home\\anaconda3\\lib\\site-packages (from requests->folium) (3.2)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in c:\\users\\home\\anaconda3\\lib\\site-packages (from requests->folium) (1.26.7)\n",
      "Requirement already satisfied: charset-normalizer~=2.0.0 in c:\\users\\home\\anaconda3\\lib\\site-packages (from requests->folium) (2.0.4)\n",
      "Installing collected packages: branca, folium\n",
      "Successfully installed branca-0.5.0 folium-0.12.1.post1\n"
     ]
    }
   ],
   "source": [
    "# !pip install folium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5"
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import warnings\n",
    "\n",
    "from datetime import datetime\n",
    "import calendar\n",
    "from math import sin, cos, sqrt, atan2, radians # radians = 파이/180 ex)math.radians(360) = 파이/180*360 = 2파이 = 2*3.14\n",
    "\n",
    "from folium import FeatureGroup, LayerControl, Map, Marker #folium: 엷은층\n",
    "from folium.plugins import HeatMap\n",
    "import matplotlib.dates as mdates\n",
    "import matplotlib as mpl\n",
    "from datetime import timedelta\n",
    "import datetime as dt\n",
    "warnings.filterwarnings('ignore')\n",
    "pd.set_option('display.max_colwidth', -1)\n",
    "plt.style.use('fivethirtyeight')\n",
    "\n",
    "import folium\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn import preprocessing\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.impute import SimpleImputer\n",
    "from sklearn import linear_model\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0",
    "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(625134, 9)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train=pd.read_csv(\"./input/train.csv\")\n",
    "test=pd.read_csv(\"./input/test.csv\")\n",
    "test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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>id</th>\n",
       "      <th>vendor_id</th>\n",
       "      <th>pickup_datetime</th>\n",
       "      <th>dropoff_datetime</th>\n",
       "      <th>passenger_count</th>\n",
       "      <th>pickup_longitude</th>\n",
       "      <th>pickup_latitude</th>\n",
       "      <th>dropoff_longitude</th>\n",
       "      <th>dropoff_latitude</th>\n",
       "      <th>store_and_fwd_flag</th>\n",
       "      <th>trip_duration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>id2875421</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-03-14 17:24:55</td>\n",
       "      <td>2016-03-14 17:32:30</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.982155</td>\n",
       "      <td>40.767937</td>\n",
       "      <td>-73.964630</td>\n",
       "      <td>40.765602</td>\n",
       "      <td>N</td>\n",
       "      <td>455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>id2377394</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-06-12 00:43:35</td>\n",
       "      <td>2016-06-12 00:54:38</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.980415</td>\n",
       "      <td>40.738564</td>\n",
       "      <td>-73.999481</td>\n",
       "      <td>40.731152</td>\n",
       "      <td>N</td>\n",
       "      <td>663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>id3858529</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-01-19 11:35:24</td>\n",
       "      <td>2016-01-19 12:10:48</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.979027</td>\n",
       "      <td>40.763939</td>\n",
       "      <td>-74.005333</td>\n",
       "      <td>40.710087</td>\n",
       "      <td>N</td>\n",
       "      <td>2124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>id3504673</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-04-06 19:32:31</td>\n",
       "      <td>2016-04-06 19:39:40</td>\n",
       "      <td>1</td>\n",
       "      <td>-74.010040</td>\n",
       "      <td>40.719971</td>\n",
       "      <td>-74.012268</td>\n",
       "      <td>40.706718</td>\n",
       "      <td>N</td>\n",
       "      <td>429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>id2181028</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-03-26 13:30:55</td>\n",
       "      <td>2016-03-26 13:38:10</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.973053</td>\n",
       "      <td>40.793209</td>\n",
       "      <td>-73.972923</td>\n",
       "      <td>40.782520</td>\n",
       "      <td>N</td>\n",
       "      <td>435</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id  vendor_id      pickup_datetime     dropoff_datetime  \\\n",
       "0  id2875421  2          2016-03-14 17:24:55  2016-03-14 17:32:30   \n",
       "1  id2377394  1          2016-06-12 00:43:35  2016-06-12 00:54:38   \n",
       "2  id3858529  2          2016-01-19 11:35:24  2016-01-19 12:10:48   \n",
       "3  id3504673  2          2016-04-06 19:32:31  2016-04-06 19:39:40   \n",
       "4  id2181028  2          2016-03-26 13:30:55  2016-03-26 13:38:10   \n",
       "\n",
       "   passenger_count  pickup_longitude  pickup_latitude  dropoff_longitude  \\\n",
       "0  1               -73.982155         40.767937       -73.964630           \n",
       "1  1               -73.980415         40.738564       -73.999481           \n",
       "2  1               -73.979027         40.763939       -74.005333           \n",
       "3  1               -74.010040         40.719971       -74.012268           \n",
       "4  1               -73.973053         40.793209       -73.972923           \n",
       "\n",
       "   dropoff_latitude store_and_fwd_flag  trip_duration  \n",
       "0  40.765602         N                  455            \n",
       "1  40.731152         N                  663            \n",
       "2  40.710087         N                  2124           \n",
       "3  40.706718         N                  429            \n",
       "4  40.782520         N                  435            "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "7c02ca083d10279f14caa3e70beaa7350953c439"
   },
   "source": [
    "### Convert to appropriate datatype \n",
    "\n",
    "픽업 날짜/시간 및 하차 날짜/시간을 날짜-시간 개체로 변환"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "_uuid": "a88d867fe3994276372f92299134482089b601f9"
   },
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>vendor_id</th>\n",
       "      <th>pickup_datetime</th>\n",
       "      <th>dropoff_datetime</th>\n",
       "      <th>passenger_count</th>\n",
       "      <th>pickup_longitude</th>\n",
       "      <th>pickup_latitude</th>\n",
       "      <th>dropoff_longitude</th>\n",
       "      <th>dropoff_latitude</th>\n",
       "      <th>store_and_fwd_flag</th>\n",
       "      <th>trip_duration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>id2875421</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-03-14 17:24:55</td>\n",
       "      <td>2016-03-14 17:32:30</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.982155</td>\n",
       "      <td>40.767937</td>\n",
       "      <td>-73.964630</td>\n",
       "      <td>40.765602</td>\n",
       "      <td>N</td>\n",
       "      <td>455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>id2377394</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-06-12 00:43:35</td>\n",
       "      <td>2016-06-12 00:54:38</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.980415</td>\n",
       "      <td>40.738564</td>\n",
       "      <td>-73.999481</td>\n",
       "      <td>40.731152</td>\n",
       "      <td>N</td>\n",
       "      <td>663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>id3858529</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-01-19 11:35:24</td>\n",
       "      <td>2016-01-19 12:10:48</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.979027</td>\n",
       "      <td>40.763939</td>\n",
       "      <td>-74.005333</td>\n",
       "      <td>40.710087</td>\n",
       "      <td>N</td>\n",
       "      <td>2124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>id3504673</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-04-06 19:32:31</td>\n",
       "      <td>2016-04-06 19:39:40</td>\n",
       "      <td>1</td>\n",
       "      <td>-74.010040</td>\n",
       "      <td>40.719971</td>\n",
       "      <td>-74.012268</td>\n",
       "      <td>40.706718</td>\n",
       "      <td>N</td>\n",
       "      <td>429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>id2181028</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-03-26 13:30:55</td>\n",
       "      <td>2016-03-26 13:38:10</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.973053</td>\n",
       "      <td>40.793209</td>\n",
       "      <td>-73.972923</td>\n",
       "      <td>40.782520</td>\n",
       "      <td>N</td>\n",
       "      <td>435</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id  vendor_id     pickup_datetime    dropoff_datetime  \\\n",
       "0  id2875421  2         2016-03-14 17:24:55 2016-03-14 17:32:30   \n",
       "1  id2377394  1         2016-06-12 00:43:35 2016-06-12 00:54:38   \n",
       "2  id3858529  2         2016-01-19 11:35:24 2016-01-19 12:10:48   \n",
       "3  id3504673  2         2016-04-06 19:32:31 2016-04-06 19:39:40   \n",
       "4  id2181028  2         2016-03-26 13:30:55 2016-03-26 13:38:10   \n",
       "\n",
       "   passenger_count  pickup_longitude  pickup_latitude  dropoff_longitude  \\\n",
       "0  1               -73.982155         40.767937       -73.964630           \n",
       "1  1               -73.980415         40.738564       -73.999481           \n",
       "2  1               -73.979027         40.763939       -74.005333           \n",
       "3  1               -74.010040         40.719971       -74.012268           \n",
       "4  1               -73.973053         40.793209       -73.972923           \n",
       "\n",
       "   dropoff_latitude store_and_fwd_flag  trip_duration  \n",
       "0  40.765602         N                  455            \n",
       "1  40.731152         N                  663            \n",
       "2  40.710087         N                  2124           \n",
       "3  40.706718         N                  429            \n",
       "4  40.782520         N                  435            "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train['pickup_datetime']=pd.to_datetime(train['pickup_datetime'],format='%Y-%m-%d %H:%M:%S')\n",
    "train['dropoff_datetime']=pd.to_datetime(train['dropoff_datetime'],format='%Y-%m-%d %H:%M:%S')\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "77f6e9397889efc6f5bd42656d66e6cc29a75d59"
   },
   "source": [
    "###  Are there any missing values in the data?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "_uuid": "a8643af580c772148c3dd1456f030cdf0cd598fd"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                    0  \n",
       "vendor_id             0.0\n",
       "passenger_count       0.0\n",
       "pickup_longitude      0.0\n",
       "pickup_latitude       0.0\n",
       "dropoff_longitude     0.0\n",
       "dropoff_latitude      0.0\n",
       "store_and_fwd_flag    0  \n",
       "trip_duration         0.0\n",
       "dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train[pd.isnull(train)].sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "60663267f3b080c475bd3ef477cf52678bee56f7"
   },
   "source": [
    "There are no missing values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "02c694beb932277a96f6e99405f9996147c6b428"
   },
   "source": [
    "### What is the time period of the dataset?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "_uuid": "9c5e748e0e3050293d8a5201754de70d0853085a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Min pickup time: 2016-01-01 00:00:17\n",
      "Max pickup time: 2016-06-30 23:59:39\n"
     ]
    }
   ],
   "source": [
    "# 날짜 기간 확인\n",
    "print(\"Min pickup time:\", min(train['pickup_datetime']))\n",
    "print(\"Max pickup time:\", max(train['pickup_datetime']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "e5ea815ec65cc9f30729ef678c89fc1dab748195"
   },
   "source": [
    "The data has 6 months of taxi trip data, from Jan to Jun 2016"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "b5fc051cd741c8081ae7d7256e308bacbbebbf72"
   },
   "source": [
    "### create new day,month, hour info from Pickup time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "_uuid": "7949d942f9d373b5900bba3d9d88b5890a81285c"
   },
   "outputs": [],
   "source": [
    "train['pickup_date']= train['pickup_datetime'].dt.date\n",
    "train['pickup_day']=train['pickup_datetime'].apply(lambda x:x.day)\n",
    "train['pickup_hour']=train['pickup_datetime'].apply(lambda x:x.hour)\n",
    "train['pickup_day_of_week']=train['pickup_datetime'].apply(lambda x:calendar.day_name[x.weekday()])\n",
    "train['dropoff_date']= train['dropoff_datetime'].dt.date\n",
    "train['dropoff_day']=train['dropoff_datetime'].apply(lambda x:x.day)\n",
    "train['dropoff_hour']=train['dropoff_datetime'].apply(lambda x:x.hour)\n",
    "train['dropoff_day_of_week']=train['dropoff_datetime'].apply(lambda x:calendar.day_name[x.weekday()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>vendor_id</th>\n",
       "      <th>pickup_datetime</th>\n",
       "      <th>dropoff_datetime</th>\n",
       "      <th>passenger_count</th>\n",
       "      <th>pickup_longitude</th>\n",
       "      <th>pickup_latitude</th>\n",
       "      <th>dropoff_longitude</th>\n",
       "      <th>dropoff_latitude</th>\n",
       "      <th>store_and_fwd_flag</th>\n",
       "      <th>trip_duration</th>\n",
       "      <th>pickup_date</th>\n",
       "      <th>pickup_day</th>\n",
       "      <th>pickup_hour</th>\n",
       "      <th>pickup_day_of_week</th>\n",
       "      <th>dropoff_date</th>\n",
       "      <th>dropoff_day</th>\n",
       "      <th>dropoff_hour</th>\n",
       "      <th>dropoff_day_of_week</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>id2875421</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-03-14 17:24:55</td>\n",
       "      <td>2016-03-14 17:32:30</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.982155</td>\n",
       "      <td>40.767937</td>\n",
       "      <td>-73.964630</td>\n",
       "      <td>40.765602</td>\n",
       "      <td>N</td>\n",
       "      <td>455</td>\n",
       "      <td>2016-03-14</td>\n",
       "      <td>14</td>\n",
       "      <td>17</td>\n",
       "      <td>Monday</td>\n",
       "      <td>2016-03-14</td>\n",
       "      <td>14</td>\n",
       "      <td>17</td>\n",
       "      <td>Monday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>id2377394</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-06-12 00:43:35</td>\n",
       "      <td>2016-06-12 00:54:38</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.980415</td>\n",
       "      <td>40.738564</td>\n",
       "      <td>-73.999481</td>\n",
       "      <td>40.731152</td>\n",
       "      <td>N</td>\n",
       "      <td>663</td>\n",
       "      <td>2016-06-12</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>2016-06-12</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>id3858529</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-01-19 11:35:24</td>\n",
       "      <td>2016-01-19 12:10:48</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.979027</td>\n",
       "      <td>40.763939</td>\n",
       "      <td>-74.005333</td>\n",
       "      <td>40.710087</td>\n",
       "      <td>N</td>\n",
       "      <td>2124</td>\n",
       "      <td>2016-01-19</td>\n",
       "      <td>19</td>\n",
       "      <td>11</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>2016-01-19</td>\n",
       "      <td>19</td>\n",
       "      <td>12</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>id3504673</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-04-06 19:32:31</td>\n",
       "      <td>2016-04-06 19:39:40</td>\n",
       "      <td>1</td>\n",
       "      <td>-74.010040</td>\n",
       "      <td>40.719971</td>\n",
       "      <td>-74.012268</td>\n",
       "      <td>40.706718</td>\n",
       "      <td>N</td>\n",
       "      <td>429</td>\n",
       "      <td>2016-04-06</td>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>2016-04-06</td>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>Wednesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>id2181028</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-03-26 13:30:55</td>\n",
       "      <td>2016-03-26 13:38:10</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.973053</td>\n",
       "      <td>40.793209</td>\n",
       "      <td>-73.972923</td>\n",
       "      <td>40.782520</td>\n",
       "      <td>N</td>\n",
       "      <td>435</td>\n",
       "      <td>2016-03-26</td>\n",
       "      <td>26</td>\n",
       "      <td>13</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>2016-03-26</td>\n",
       "      <td>26</td>\n",
       "      <td>13</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id  vendor_id     pickup_datetime    dropoff_datetime  \\\n",
       "0  id2875421  2         2016-03-14 17:24:55 2016-03-14 17:32:30   \n",
       "1  id2377394  1         2016-06-12 00:43:35 2016-06-12 00:54:38   \n",
       "2  id3858529  2         2016-01-19 11:35:24 2016-01-19 12:10:48   \n",
       "3  id3504673  2         2016-04-06 19:32:31 2016-04-06 19:39:40   \n",
       "4  id2181028  2         2016-03-26 13:30:55 2016-03-26 13:38:10   \n",
       "\n",
       "   passenger_count  pickup_longitude  pickup_latitude  dropoff_longitude  \\\n",
       "0  1               -73.982155         40.767937       -73.964630           \n",
       "1  1               -73.980415         40.738564       -73.999481           \n",
       "2  1               -73.979027         40.763939       -74.005333           \n",
       "3  1               -74.010040         40.719971       -74.012268           \n",
       "4  1               -73.973053         40.793209       -73.972923           \n",
       "\n",
       "   dropoff_latitude store_and_fwd_flag  trip_duration pickup_date  pickup_day  \\\n",
       "0  40.765602         N                  455            2016-03-14  14           \n",
       "1  40.731152         N                  663            2016-06-12  12           \n",
       "2  40.710087         N                  2124           2016-01-19  19           \n",
       "3  40.706718         N                  429            2016-04-06  6            \n",
       "4  40.782520         N                  435            2016-03-26  26           \n",
       "\n",
       "   pickup_hour pickup_day_of_week dropoff_date  dropoff_day  dropoff_hour  \\\n",
       "0  17           Monday             2016-03-14   14           17             \n",
       "1  0            Sunday             2016-06-12   12           0              \n",
       "2  11           Tuesday            2016-01-19   19           12             \n",
       "3  19           Wednesday          2016-04-06   6            19             \n",
       "4  13           Saturday           2016-03-26   26           13             \n",
       "\n",
       "  dropoff_day_of_week  \n",
       "0  Monday              \n",
       "1  Sunday              \n",
       "2  Tuesday             \n",
       "3  Wednesday           \n",
       "4  Saturday            "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "2c24b476ebdd7b96c8fa43094456807d72b9671b"
   },
   "source": [
    "### Round(반올림) lat lng to 3 decimal places"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "_uuid": "b6390223b7115f7a8fcb6be96fb23058a2fa96f1"
   },
   "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>id</th>\n",
       "      <th>vendor_id</th>\n",
       "      <th>pickup_datetime</th>\n",
       "      <th>dropoff_datetime</th>\n",
       "      <th>passenger_count</th>\n",
       "      <th>pickup_longitude</th>\n",
       "      <th>pickup_latitude</th>\n",
       "      <th>dropoff_longitude</th>\n",
       "      <th>dropoff_latitude</th>\n",
       "      <th>store_and_fwd_flag</th>\n",
       "      <th>...</th>\n",
       "      <th>pickup_hour</th>\n",
       "      <th>pickup_day_of_week</th>\n",
       "      <th>dropoff_date</th>\n",
       "      <th>dropoff_day</th>\n",
       "      <th>dropoff_hour</th>\n",
       "      <th>dropoff_day_of_week</th>\n",
       "      <th>pickup_latitude_round3</th>\n",
       "      <th>pickup_longitude_round3</th>\n",
       "      <th>dropoff_latitude_round3</th>\n",
       "      <th>dropoff_longitude_round3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>id2875421</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-03-14 17:24:55</td>\n",
       "      <td>2016-03-14 17:32:30</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.982155</td>\n",
       "      <td>40.767937</td>\n",
       "      <td>-73.964630</td>\n",
       "      <td>40.765602</td>\n",
       "      <td>N</td>\n",
       "      <td>...</td>\n",
       "      <td>17</td>\n",
       "      <td>Monday</td>\n",
       "      <td>2016-03-14</td>\n",
       "      <td>14</td>\n",
       "      <td>17</td>\n",
       "      <td>Monday</td>\n",
       "      <td>40.768</td>\n",
       "      <td>-73.982</td>\n",
       "      <td>40.766</td>\n",
       "      <td>-73.965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>id2377394</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-06-12 00:43:35</td>\n",
       "      <td>2016-06-12 00:54:38</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.980415</td>\n",
       "      <td>40.738564</td>\n",
       "      <td>-73.999481</td>\n",
       "      <td>40.731152</td>\n",
       "      <td>N</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>2016-06-12</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>40.739</td>\n",
       "      <td>-73.980</td>\n",
       "      <td>40.731</td>\n",
       "      <td>-73.999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>id3858529</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-01-19 11:35:24</td>\n",
       "      <td>2016-01-19 12:10:48</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.979027</td>\n",
       "      <td>40.763939</td>\n",
       "      <td>-74.005333</td>\n",
       "      <td>40.710087</td>\n",
       "      <td>N</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>2016-01-19</td>\n",
       "      <td>19</td>\n",
       "      <td>12</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>40.764</td>\n",
       "      <td>-73.979</td>\n",
       "      <td>40.710</td>\n",
       "      <td>-74.005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>id3504673</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-04-06 19:32:31</td>\n",
       "      <td>2016-04-06 19:39:40</td>\n",
       "      <td>1</td>\n",
       "      <td>-74.010040</td>\n",
       "      <td>40.719971</td>\n",
       "      <td>-74.012268</td>\n",
       "      <td>40.706718</td>\n",
       "      <td>N</td>\n",
       "      <td>...</td>\n",
       "      <td>19</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>2016-04-06</td>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>40.720</td>\n",
       "      <td>-74.010</td>\n",
       "      <td>40.707</td>\n",
       "      <td>-74.012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>id2181028</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-03-26 13:30:55</td>\n",
       "      <td>2016-03-26 13:38:10</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.973053</td>\n",
       "      <td>40.793209</td>\n",
       "      <td>-73.972923</td>\n",
       "      <td>40.782520</td>\n",
       "      <td>N</td>\n",
       "      <td>...</td>\n",
       "      <td>13</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>2016-03-26</td>\n",
       "      <td>26</td>\n",
       "      <td>13</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>40.793</td>\n",
       "      <td>-73.973</td>\n",
       "      <td>40.783</td>\n",
       "      <td>-73.973</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          id  vendor_id     pickup_datetime    dropoff_datetime  \\\n",
       "0  id2875421  2         2016-03-14 17:24:55 2016-03-14 17:32:30   \n",
       "1  id2377394  1         2016-06-12 00:43:35 2016-06-12 00:54:38   \n",
       "2  id3858529  2         2016-01-19 11:35:24 2016-01-19 12:10:48   \n",
       "3  id3504673  2         2016-04-06 19:32:31 2016-04-06 19:39:40   \n",
       "4  id2181028  2         2016-03-26 13:30:55 2016-03-26 13:38:10   \n",
       "\n",
       "   passenger_count  pickup_longitude  pickup_latitude  dropoff_longitude  \\\n",
       "0  1               -73.982155         40.767937       -73.964630           \n",
       "1  1               -73.980415         40.738564       -73.999481           \n",
       "2  1               -73.979027         40.763939       -74.005333           \n",
       "3  1               -74.010040         40.719971       -74.012268           \n",
       "4  1               -73.973053         40.793209       -73.972923           \n",
       "\n",
       "   dropoff_latitude store_and_fwd_flag  ...  pickup_hour pickup_day_of_week  \\\n",
       "0  40.765602         N                  ...  17           Monday              \n",
       "1  40.731152         N                  ...  0            Sunday              \n",
       "2  40.710087         N                  ...  11           Tuesday             \n",
       "3  40.706718         N                  ...  19           Wednesday           \n",
       "4  40.782520         N                  ...  13           Saturday            \n",
       "\n",
       "   dropoff_date  dropoff_day dropoff_hour dropoff_day_of_week  \\\n",
       "0  2016-03-14    14           17           Monday               \n",
       "1  2016-06-12    12           0            Sunday               \n",
       "2  2016-01-19    19           12           Tuesday              \n",
       "3  2016-04-06    6            19           Wednesday            \n",
       "4  2016-03-26    26           13           Saturday             \n",
       "\n",
       "   pickup_latitude_round3  pickup_longitude_round3 dropoff_latitude_round3  \\\n",
       "0  40.768                 -73.982                   40.766                   \n",
       "1  40.739                 -73.980                   40.731                   \n",
       "2  40.764                 -73.979                   40.710                   \n",
       "3  40.720                 -74.010                   40.707                   \n",
       "4  40.793                 -73.973                   40.783                   \n",
       "\n",
       "   dropoff_longitude_round3  \n",
       "0 -73.965                    \n",
       "1 -73.999                    \n",
       "2 -74.005                    \n",
       "3 -74.012                    \n",
       "4 -73.973                    \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train['pickup_latitude_round3']=train['pickup_latitude'].apply(lambda x:round(x,3))\n",
    "train['pickup_longitude_round3']=train['pickup_longitude'].apply(lambda x:round(x,3))\n",
    "train['dropoff_latitude_round3']=train['dropoff_latitude'].apply(lambda x:round(x,3))\n",
    "train['dropoff_longitude_round3']=train['dropoff_longitude'].apply(lambda x:round(x,3))\n",
    "\n",
    "train.head()"
   ]
  },
  {
   "attachments": {
    "image-2.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "a804f7796b30c56477bc324577322a39aac7553a"
   },
   "source": [
    "### Based on Latitude and Longitude get the distance of the trip in km\n",
    "This uses Haversine Distance\n",
    "![image-2.png](attachment:image-2.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "_uuid": "236fdba94aa0898b2662afef2598b965d89de343"
   },
   "outputs": [],
   "source": [
    "# 위도/경도/거리 -> 라디안 위도/경도/거리 -> 하버사인공식으로 거리를 바꾼다.\n",
    "def calculateDistance(row):\n",
    "    # 라디안 위도/경도로 변환\n",
    "    R=6373.0 # approximate radius of earth in km\n",
    "    pickup_lat=radians(row['pickup_latitude'])\n",
    "    pickup_lon=radians(row['pickup_longitude'])\n",
    "    dropoff_lat=radians(row['dropoff_latitude'])\n",
    "    dropoff_lon=radians(row['dropoff_longitude'])\n",
    "    \n",
    "    # 라디안 거리\n",
    "    dlon = dropoff_lon - pickup_lon\n",
    "    dlat = dropoff_lat - pickup_lat\n",
    "    \n",
    "    # 하버사인 거리\n",
    "    a = sin(dlat / 2)**2 + cos(pickup_lat) * cos(dropoff_lat) * sin(dlon / 2)**2\n",
    "    c = 2 * atan2(sqrt(a), sqrt(1 - a))\n",
    "    distance = R * c\n",
    "    return distance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "_uuid": "aebc4a8f87ebd6a08ff3f24c5c972d905a52aa81"
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>vendor_id</th>\n",
       "      <th>pickup_datetime</th>\n",
       "      <th>dropoff_datetime</th>\n",
       "      <th>passenger_count</th>\n",
       "      <th>pickup_longitude</th>\n",
       "      <th>pickup_latitude</th>\n",
       "      <th>dropoff_longitude</th>\n",
       "      <th>dropoff_latitude</th>\n",
       "      <th>store_and_fwd_flag</th>\n",
       "      <th>...</th>\n",
       "      <th>pickup_day_of_week</th>\n",
       "      <th>dropoff_date</th>\n",
       "      <th>dropoff_day</th>\n",
       "      <th>dropoff_hour</th>\n",
       "      <th>dropoff_day_of_week</th>\n",
       "      <th>pickup_latitude_round3</th>\n",
       "      <th>pickup_longitude_round3</th>\n",
       "      <th>dropoff_latitude_round3</th>\n",
       "      <th>dropoff_longitude_round3</th>\n",
       "      <th>trip_distance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>id2875421</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-03-14 17:24:55</td>\n",
       "      <td>2016-03-14 17:32:30</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.982155</td>\n",
       "      <td>40.767937</td>\n",
       "      <td>-73.964630</td>\n",
       "      <td>40.765602</td>\n",
       "      <td>N</td>\n",
       "      <td>...</td>\n",
       "      <td>Monday</td>\n",
       "      <td>2016-03-14</td>\n",
       "      <td>14</td>\n",
       "      <td>17</td>\n",
       "      <td>Monday</td>\n",
       "      <td>40.768</td>\n",
       "      <td>-73.982</td>\n",
       "      <td>40.766</td>\n",
       "      <td>-73.965</td>\n",
       "      <td>1.498991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>id2377394</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-06-12 00:43:35</td>\n",
       "      <td>2016-06-12 00:54:38</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.980415</td>\n",
       "      <td>40.738564</td>\n",
       "      <td>-73.999481</td>\n",
       "      <td>40.731152</td>\n",
       "      <td>N</td>\n",
       "      <td>...</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>2016-06-12</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>40.739</td>\n",
       "      <td>-73.980</td>\n",
       "      <td>40.731</td>\n",
       "      <td>-73.999</td>\n",
       "      <td>1.806074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>id3858529</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-01-19 11:35:24</td>\n",
       "      <td>2016-01-19 12:10:48</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.979027</td>\n",
       "      <td>40.763939</td>\n",
       "      <td>-74.005333</td>\n",
       "      <td>40.710087</td>\n",
       "      <td>N</td>\n",
       "      <td>...</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>2016-01-19</td>\n",
       "      <td>19</td>\n",
       "      <td>12</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>40.764</td>\n",
       "      <td>-73.979</td>\n",
       "      <td>40.710</td>\n",
       "      <td>-74.005</td>\n",
       "      <td>6.387103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>id3504673</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-04-06 19:32:31</td>\n",
       "      <td>2016-04-06 19:39:40</td>\n",
       "      <td>1</td>\n",
       "      <td>-74.010040</td>\n",
       "      <td>40.719971</td>\n",
       "      <td>-74.012268</td>\n",
       "      <td>40.706718</td>\n",
       "      <td>N</td>\n",
       "      <td>...</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>2016-04-06</td>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>40.720</td>\n",
       "      <td>-74.010</td>\n",
       "      <td>40.707</td>\n",
       "      <td>-74.012</td>\n",
       "      <td>1.485965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>id2181028</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-03-26 13:30:55</td>\n",
       "      <td>2016-03-26 13:38:10</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.973053</td>\n",
       "      <td>40.793209</td>\n",
       "      <td>-73.972923</td>\n",
       "      <td>40.782520</td>\n",
       "      <td>N</td>\n",
       "      <td>...</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>2016-03-26</td>\n",
       "      <td>26</td>\n",
       "      <td>13</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>40.793</td>\n",
       "      <td>-73.973</td>\n",
       "      <td>40.783</td>\n",
       "      <td>-73.973</td>\n",
       "      <td>1.188962</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          id  vendor_id     pickup_datetime    dropoff_datetime  \\\n",
       "0  id2875421  2         2016-03-14 17:24:55 2016-03-14 17:32:30   \n",
       "1  id2377394  1         2016-06-12 00:43:35 2016-06-12 00:54:38   \n",
       "2  id3858529  2         2016-01-19 11:35:24 2016-01-19 12:10:48   \n",
       "3  id3504673  2         2016-04-06 19:32:31 2016-04-06 19:39:40   \n",
       "4  id2181028  2         2016-03-26 13:30:55 2016-03-26 13:38:10   \n",
       "\n",
       "   passenger_count  pickup_longitude  pickup_latitude  dropoff_longitude  \\\n",
       "0  1               -73.982155         40.767937       -73.964630           \n",
       "1  1               -73.980415         40.738564       -73.999481           \n",
       "2  1               -73.979027         40.763939       -74.005333           \n",
       "3  1               -74.010040         40.719971       -74.012268           \n",
       "4  1               -73.973053         40.793209       -73.972923           \n",
       "\n",
       "   dropoff_latitude store_and_fwd_flag  ...  pickup_day_of_week dropoff_date  \\\n",
       "0  40.765602         N                  ...  Monday              2016-03-14    \n",
       "1  40.731152         N                  ...  Sunday              2016-06-12    \n",
       "2  40.710087         N                  ...  Tuesday             2016-01-19    \n",
       "3  40.706718         N                  ...  Wednesday           2016-04-06    \n",
       "4  40.782520         N                  ...  Saturday            2016-03-26    \n",
       "\n",
       "   dropoff_day  dropoff_hour dropoff_day_of_week pickup_latitude_round3  \\\n",
       "0  14           17            Monday              40.768                  \n",
       "1  12           0             Sunday              40.739                  \n",
       "2  19           12            Tuesday             40.764                  \n",
       "3  6            19            Wednesday           40.720                  \n",
       "4  26           13            Saturday            40.793                  \n",
       "\n",
       "   pickup_longitude_round3  dropoff_latitude_round3 dropoff_longitude_round3  \\\n",
       "0 -73.982                   40.766                  -73.965                    \n",
       "1 -73.980                   40.731                  -73.999                    \n",
       "2 -73.979                   40.710                  -74.005                    \n",
       "3 -74.010                   40.707                  -74.012                    \n",
       "4 -73.973                   40.783                  -73.973                    \n",
       "\n",
       "   trip_distance  \n",
       "0  1.498991       \n",
       "1  1.806074       \n",
       "2  6.387103       \n",
       "3  1.485965       \n",
       "4  1.188962       \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train['trip_distance']=train.apply(lambda row:calculateDistance(row),axis=1)\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "_uuid": "62fd279ce69d7fc8da77b0454caa3f8258d817d7"
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>vendor_id</th>\n",
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       "      <th>dropoff_datetime</th>\n",
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       "      <th>pickup_longitude</th>\n",
       "      <th>pickup_latitude</th>\n",
       "      <th>dropoff_longitude</th>\n",
       "      <th>dropoff_latitude</th>\n",
       "      <th>store_and_fwd_flag</th>\n",
       "      <th>...</th>\n",
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       "      <th>dropoff_day_of_week</th>\n",
       "      <th>pickup_latitude_round3</th>\n",
       "      <th>pickup_longitude_round3</th>\n",
       "      <th>dropoff_latitude_round3</th>\n",
       "      <th>dropoff_longitude_round3</th>\n",
       "      <th>trip_distance</th>\n",
       "      <th>trip_duration_in_hour</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>id2875421</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-03-14 17:24:55</td>\n",
       "      <td>2016-03-14 17:32:30</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.982155</td>\n",
       "      <td>40.767937</td>\n",
       "      <td>-73.964630</td>\n",
       "      <td>40.765602</td>\n",
       "      <td>N</td>\n",
       "      <td>...</td>\n",
       "      <td>2016-03-14</td>\n",
       "      <td>14</td>\n",
       "      <td>17</td>\n",
       "      <td>Monday</td>\n",
       "      <td>40.768</td>\n",
       "      <td>-73.982</td>\n",
       "      <td>40.766</td>\n",
       "      <td>-73.965</td>\n",
       "      <td>1.498991</td>\n",
       "      <td>0.126389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>id2377394</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-06-12 00:43:35</td>\n",
       "      <td>2016-06-12 00:54:38</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.980415</td>\n",
       "      <td>40.738564</td>\n",
       "      <td>-73.999481</td>\n",
       "      <td>40.731152</td>\n",
       "      <td>N</td>\n",
       "      <td>...</td>\n",
       "      <td>2016-06-12</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>40.739</td>\n",
       "      <td>-73.980</td>\n",
       "      <td>40.731</td>\n",
       "      <td>-73.999</td>\n",
       "      <td>1.806074</td>\n",
       "      <td>0.184167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>id3858529</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-01-19 11:35:24</td>\n",
       "      <td>2016-01-19 12:10:48</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.979027</td>\n",
       "      <td>40.763939</td>\n",
       "      <td>-74.005333</td>\n",
       "      <td>40.710087</td>\n",
       "      <td>N</td>\n",
       "      <td>...</td>\n",
       "      <td>2016-01-19</td>\n",
       "      <td>19</td>\n",
       "      <td>12</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>40.764</td>\n",
       "      <td>-73.979</td>\n",
       "      <td>40.710</td>\n",
       "      <td>-74.005</td>\n",
       "      <td>6.387103</td>\n",
       "      <td>0.590000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>id3504673</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-04-06 19:32:31</td>\n",
       "      <td>2016-04-06 19:39:40</td>\n",
       "      <td>1</td>\n",
       "      <td>-74.010040</td>\n",
       "      <td>40.719971</td>\n",
       "      <td>-74.012268</td>\n",
       "      <td>40.706718</td>\n",
       "      <td>N</td>\n",
       "      <td>...</td>\n",
       "      <td>2016-04-06</td>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>40.720</td>\n",
       "      <td>-74.010</td>\n",
       "      <td>40.707</td>\n",
       "      <td>-74.012</td>\n",
       "      <td>1.485965</td>\n",
       "      <td>0.119167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>id2181028</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-03-26 13:30:55</td>\n",
       "      <td>2016-03-26 13:38:10</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.973053</td>\n",
       "      <td>40.793209</td>\n",
       "      <td>-73.972923</td>\n",
       "      <td>40.782520</td>\n",
       "      <td>N</td>\n",
       "      <td>...</td>\n",
       "      <td>2016-03-26</td>\n",
       "      <td>26</td>\n",
       "      <td>13</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>40.793</td>\n",
       "      <td>-73.973</td>\n",
       "      <td>40.783</td>\n",
       "      <td>-73.973</td>\n",
       "      <td>1.188962</td>\n",
       "      <td>0.120833</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          id  vendor_id     pickup_datetime    dropoff_datetime  \\\n",
       "0  id2875421  2         2016-03-14 17:24:55 2016-03-14 17:32:30   \n",
       "1  id2377394  1         2016-06-12 00:43:35 2016-06-12 00:54:38   \n",
       "2  id3858529  2         2016-01-19 11:35:24 2016-01-19 12:10:48   \n",
       "3  id3504673  2         2016-04-06 19:32:31 2016-04-06 19:39:40   \n",
       "4  id2181028  2         2016-03-26 13:30:55 2016-03-26 13:38:10   \n",
       "\n",
       "   passenger_count  pickup_longitude  pickup_latitude  dropoff_longitude  \\\n",
       "0  1               -73.982155         40.767937       -73.964630           \n",
       "1  1               -73.980415         40.738564       -73.999481           \n",
       "2  1               -73.979027         40.763939       -74.005333           \n",
       "3  1               -74.010040         40.719971       -74.012268           \n",
       "4  1               -73.973053         40.793209       -73.972923           \n",
       "\n",
       "   dropoff_latitude store_and_fwd_flag  ...  dropoff_date dropoff_day  \\\n",
       "0  40.765602         N                  ...  2016-03-14    14           \n",
       "1  40.731152         N                  ...  2016-06-12    12           \n",
       "2  40.710087         N                  ...  2016-01-19    19           \n",
       "3  40.706718         N                  ...  2016-04-06    6            \n",
       "4  40.782520         N                  ...  2016-03-26    26           \n",
       "\n",
       "   dropoff_hour  dropoff_day_of_week pickup_latitude_round3  \\\n",
       "0  17            Monday               40.768                  \n",
       "1  0             Sunday               40.739                  \n",
       "2  12            Tuesday              40.764                  \n",
       "3  19            Wednesday            40.720                  \n",
       "4  13            Saturday             40.793                  \n",
       "\n",
       "  pickup_longitude_round3  dropoff_latitude_round3  dropoff_longitude_round3  \\\n",
       "0 -73.982                  40.766                  -73.965                     \n",
       "1 -73.980                  40.731                  -73.999                     \n",
       "2 -73.979                  40.710                  -74.005                     \n",
       "3 -74.010                  40.707                  -74.012                     \n",
       "4 -73.973                  40.783                  -73.973                     \n",
       "\n",
       "  trip_distance  trip_duration_in_hour  \n",
       "0  1.498991      0.126389               \n",
       "1  1.806074      0.184167               \n",
       "2  6.387103      0.590000               \n",
       "3  1.485965      0.119167               \n",
       "4  1.188962      0.120833               \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train['trip_duration_in_hour']=train['trip_duration'].apply(lambda x:x/3600)\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "8aa50e8d2bd0840c68f1a6b14b677c7139fb1808"
   },
   "source": [
    "### Exploratory Analysis\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "_uuid": "4cea6d1f4372850e6c5692d7be7ca1cee3bdb42e"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Trip Duration (in hour)')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "sns.distplot(train['trip_duration_in_hour']).set_title(\"Distribution of Trip Duration\")\n",
    "plt.xlabel(\"Trip Duration (in hour)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "08faa55c0d1bf19a8bfbbb55d19ba6eb26577001"
   },
   "source": [
    "24시간을 초과하는 트립 기간이 있습니다. 이거 조사해야 돼요?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "_uuid": "46b8de3ba82a76482a9386c16e6fc08c5603fb23"
   },
   "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>id</th>\n",
       "      <th>vendor_id</th>\n",
       "      <th>pickup_datetime</th>\n",
       "      <th>dropoff_datetime</th>\n",
       "      <th>passenger_count</th>\n",
       "      <th>pickup_longitude</th>\n",
       "      <th>pickup_latitude</th>\n",
       "      <th>dropoff_longitude</th>\n",
       "      <th>dropoff_latitude</th>\n",
       "      <th>store_and_fwd_flag</th>\n",
       "      <th>...</th>\n",
       "      <th>dropoff_date</th>\n",
       "      <th>dropoff_day</th>\n",
       "      <th>dropoff_hour</th>\n",
       "      <th>dropoff_day_of_week</th>\n",
       "      <th>pickup_latitude_round3</th>\n",
       "      <th>pickup_longitude_round3</th>\n",
       "      <th>dropoff_latitude_round3</th>\n",
       "      <th>dropoff_longitude_round3</th>\n",
       "      <th>trip_distance</th>\n",
       "      <th>trip_duration_in_hour</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>355003</th>\n",
       "      <td>id1864733</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-01-05 00:19:42</td>\n",
       "      <td>2016-01-27 11:08:38</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.789650</td>\n",
       "      <td>40.643559</td>\n",
       "      <td>-73.956810</td>\n",
       "      <td>40.773087</td>\n",
       "      <td>N</td>\n",
       "      <td>...</td>\n",
       "      <td>2016-01-27</td>\n",
       "      <td>27</td>\n",
       "      <td>11</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>40.644</td>\n",
       "      <td>-73.790</td>\n",
       "      <td>40.773</td>\n",
       "      <td>-73.957</td>\n",
       "      <td>20.154989</td>\n",
       "      <td>538.815556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680594</th>\n",
       "      <td>id0369307</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-02-13 22:38:00</td>\n",
       "      <td>2016-03-08 15:57:38</td>\n",
       "      <td>2</td>\n",
       "      <td>-73.921677</td>\n",
       "      <td>40.735252</td>\n",
       "      <td>-73.984749</td>\n",
       "      <td>40.759979</td>\n",
       "      <td>N</td>\n",
       "      <td>...</td>\n",
       "      <td>2016-03-08</td>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>40.735</td>\n",
       "      <td>-73.922</td>\n",
       "      <td>40.760</td>\n",
       "      <td>-73.985</td>\n",
       "      <td>5.984365</td>\n",
       "      <td>569.327222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>924150</th>\n",
       "      <td>id1325766</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-01-05 06:14:15</td>\n",
       "      <td>2016-01-31 01:01:07</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.983788</td>\n",
       "      <td>40.742325</td>\n",
       "      <td>-73.985489</td>\n",
       "      <td>40.727676</td>\n",
       "      <td>N</td>\n",
       "      <td>...</td>\n",
       "      <td>2016-01-31</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>40.742</td>\n",
       "      <td>-73.984</td>\n",
       "      <td>40.728</td>\n",
       "      <td>-73.985</td>\n",
       "      <td>1.635641</td>\n",
       "      <td>618.781111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978383</th>\n",
       "      <td>id0053347</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-02-13 22:46:52</td>\n",
       "      <td>2016-03-25 18:18:14</td>\n",
       "      <td>1</td>\n",
       "      <td>-73.783905</td>\n",
       "      <td>40.648632</td>\n",
       "      <td>-73.978271</td>\n",
       "      <td>40.750202</td>\n",
       "      <td>N</td>\n",
       "      <td>...</td>\n",
       "      <td>2016-03-25</td>\n",
       "      <td>25</td>\n",
       "      <td>18</td>\n",
       "      <td>Friday</td>\n",
       "      <td>40.649</td>\n",
       "      <td>-73.784</td>\n",
       "      <td>40.750</td>\n",
       "      <td>-73.978</td>\n",
       "      <td>19.906909</td>\n",
       "      <td>979.522778</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               id  vendor_id     pickup_datetime    dropoff_datetime  \\\n",
       "355003  id1864733  1         2016-01-05 00:19:42 2016-01-27 11:08:38   \n",
       "680594  id0369307  1         2016-02-13 22:38:00 2016-03-08 15:57:38   \n",
       "924150  id1325766  1         2016-01-05 06:14:15 2016-01-31 01:01:07   \n",
       "978383  id0053347  1         2016-02-13 22:46:52 2016-03-25 18:18:14   \n",
       "\n",
       "        passenger_count  pickup_longitude  pickup_latitude  dropoff_longitude  \\\n",
       "355003  1               -73.789650         40.643559       -73.956810           \n",
       "680594  2               -73.921677         40.735252       -73.984749           \n",
       "924150  1               -73.983788         40.742325       -73.985489           \n",
       "978383  1               -73.783905         40.648632       -73.978271           \n",
       "\n",
       "        dropoff_latitude store_and_fwd_flag  ...  dropoff_date dropoff_day  \\\n",
       "355003  40.773087         N                  ...  2016-01-27    27           \n",
       "680594  40.759979         N                  ...  2016-03-08    8            \n",
       "924150  40.727676         N                  ...  2016-01-31    31           \n",
       "978383  40.750202         N                  ...  2016-03-25    25           \n",
       "\n",
       "        dropoff_hour  dropoff_day_of_week pickup_latitude_round3  \\\n",
       "355003  11            Wednesday            40.644                  \n",
       "680594  15            Tuesday              40.735                  \n",
       "924150  1             Sunday               40.742                  \n",
       "978383  18            Friday               40.649                  \n",
       "\n",
       "       pickup_longitude_round3  dropoff_latitude_round3  \\\n",
       "355003 -73.790                  40.773                    \n",
       "680594 -73.922                  40.760                    \n",
       "924150 -73.984                  40.728                    \n",
       "978383 -73.784                  40.750                    \n",
       "\n",
       "        dropoff_longitude_round3 trip_distance  trip_duration_in_hour  \n",
       "355003 -73.957                    20.154989     538.815556             \n",
       "680594 -73.985                    5.984365      569.327222             \n",
       "924150 -73.985                    1.635641      618.781111             \n",
       "978383 -73.978                    19.906909     979.522778             \n",
       "\n",
       "[4 rows x 25 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "outlier_trip_duration=train.loc[train['trip_duration_in_hour']>24]\n",
    "outlier_trip_duration"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "6d7f4d9545bbf21cfd400788d901a9d4ade4254e"
   },
   "source": [
    "여행 시간은 매우 높지만 여행 거리는 매우 낮은 4개의 기록이 있습니다.\n",
    "이것들은 특이치입니다. 하지만 이 여행이 시작되거나 끝나는 특별한 장소가 있나요?\n",
    "여행 지속시간도 왜곡되어 있으므로 로그 변환을 수행하겠습니다.\n",
    "\n",
    "이러한 데이터도 테스트 데이터의 일부일 수 있으므로 분석에서 제거하지 않습니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "_uuid": "3828e77bf2bbd9a71de43d06fdb44dae5e1bb221"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Distribution of trip duration (sec) in Log Scale')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "sns.distplot(np.log(train['trip_duration'].values)).set_title(\"Distribution of Trip Duration\")\n",
    "plt.title(\"Distribution of trip duration (sec) in Log Scale\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "ffd37d3fb5c95e4ad18af39eb2901aaf21483672"
   },
   "source": [
    "여행 기간의 로그 변환은 정규 분포를 따릅니다. 대부분의 트립은 54초(exp(4) ~ 2980초(exp(8)) 사이입니다.\n",
    "이것은 대부분의 여행이 1시간 이내임을 나타냅니다. 하지만 1분도 안 되어 자세히 살펴봐야 하는 여행도 있습니다. 100시간 동안 가는 여행도 있는데, 택시도 뉴욕 안에 있어서 이상해요."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "c223a2e183d696c27cf29f31673210e0c7da0364"
   },
   "source": [
    "####  Heatmap of common locations from where pickup and dropoff occurs3\n",
    "픽업 및 하차가 발생하는 공통 위치의 열 지도입니다.\n"
   ]
  },
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   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "_uuid": "5d3849d4a8465f32d096ac7577dfb7419e203f48"
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   "outputs": [
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       "       pickup_latitude_round3  pickup_longitude_round3  Num_Trips\n",
       "0      34.360                 -65.848                   1        \n",
       "1      34.712                 -75.354                   1        \n",
       "2      35.082                 -71.800                   1        \n",
       "3      35.310                 -72.074                   1        \n",
       "4      36.029                 -77.441                   1        \n",
       "...       ...                     ...                  ..        \n",
       "13019  43.140                 -72.591                   1        \n",
       "13020  43.487                 -74.195                   1        \n",
       "13021  43.912                 -71.882                   1        \n",
       "13022  44.372                 -66.972                   1        \n",
       "13023  51.881                 -72.810                   1        \n",
       "\n",
       "[13024 rows x 3 columns]"
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     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "pickup=train.groupby(['pickup_latitude_round3','pickup_longitude_round3'])['id'].count().reset_index().rename(columns={'id':'Num_Trips'})\n",
    "pickup"
   ]
  },
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   "execution_count": 17,
   "metadata": {
    "_uuid": "c884539065b0b802022567847ba03df434ea72eb"
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1.0], [40.894, -73.914, 1.0], [40.894, -73.86, 1.0], [40.894, -73.857, 1.0], [40.895, -73.851, 1.0], [40.895, -73.446, 1.0], [40.896, -74.015, 1.0], [40.896, -73.897, 1.0], [40.896, -73.885, 1.0], [40.896, -73.872, 1.0], [40.896, -73.864, 1.0], [40.896, -73.863, 1.0], [40.896, -73.633, 1.0], [40.896, -73.428, 1.0], [40.897, -73.871, 1.0], [40.898, -74.041, 1.0], [40.898, -73.867, 1.0], [40.899, -74.511, 1.0], [40.899, -73.867, 1.0], [40.899, -73.8, 1.0], [40.9, -74.255, 1.0], [40.9, -73.792, 1.0], [40.901, -73.767, 1.0], [40.902, -74.135, 2.0], [40.904, -74.101, 1.0], [40.904, -73.905, 1.0], [40.904, -73.867, 1.0], [40.904, -73.85, 1.0], [40.904, -73.807, 1.0], [40.905, -73.906, 1.0], [40.905, -73.905, 1.0], [40.906, -74.049, 1.0], [40.907, -74.006, 1.0], [40.907, -73.871, 1.0], [40.908, -73.988, 1.0], [40.909, -73.784, 1.0], [40.91, -74.392, 1.0], [40.911, -73.907, 1.0], [40.911, -73.778, 1.0], [40.912, -73.831, 1.0], [40.913, -73.966, 1.0], [40.914, -74.179, 1.0], [40.914, -73.858, 1.0], [40.914, -73.778, 1.0], [40.917, -73.897, 1.0], [40.92, -73.861, 1.0], [40.921, -73.869, 1.0], [40.922, -73.969, 1.0], [40.922, -73.809, 1.0], [40.923, -73.965, 1.0], [40.923, -73.892, 1.0], [40.923, -73.841, 1.0], [40.924, -73.79, 1.0], [40.924, -73.788, 1.0], [40.925, -74.037, 1.0], [40.927, -73.854, 2.0], [40.929, -73.736, 1.0], [40.933, -73.754, 1.0], [40.935, -74.017, 1.0], [40.935, -73.901, 1.0], [40.937, -73.764, 1.0], [40.94, -73.75, 1.0], [40.942, -73.789, 1.0], [40.943, -73.955, 1.0], [40.944, -73.89, 1.0], [40.946, -73.839, 1.0], [40.948, -73.723, 1.0], [40.949, -73.793, 1.0], [40.95, -73.83, 1.0], [40.951, -73.83, 1.0], [40.953, -73.888, 1.0], [40.953, -73.783, 1.0], [40.954, -73.092, 1.0], [40.955, -73.825, 1.0], [40.957, -73.813, 1.0], [40.957, -73.738, 1.0], [40.959, -73.688, 1.0], [40.961, -74.226, 1.0], [40.961, -73.882, 1.0], [40.961, -73.687, 1.0], [40.97, -74.405, 1.0], [40.973, -73.879, 1.0], [40.976, -74.169, 1.0], [40.977, -74.011, 1.0], [40.977, -73.7, 1.0], [40.98, -73.77, 1.0], [40.98, -73.678, 1.0], [40.981, -74.095, 1.0], [40.982, -74.103, 1.0], [40.986, -73.832, 1.0], [40.986, -73.765, 1.0], [40.988, -73.809, 1.0], [40.989, -73.672, 2.0], [40.992, -73.754, 1.0], [40.995, -73.809, 1.0], [40.998, -73.877, 1.0], [40.998, -73.699, 1.0], [41.001, -73.826, 1.0], [41.002, -74.196, 1.0], [41.003, -73.804, 1.0], [41.004, -73.682, 1.0], [41.006, -73.689, 1.0], [41.013, -73.796, 1.0], [41.015, -73.86, 1.0], [41.017, -73.649, 1.0], [41.019, -73.781, 1.0], [41.019, -73.624, 1.0], [41.019, -73.623, 1.0], [41.021, -73.666, 1.0], [41.022, -74.183, 1.0], [41.024, -73.771, 1.0], [41.027, -73.582, 1.0], [41.03, -73.761, 1.0], [41.03, -73.602, 1.0], [41.032, -73.767, 1.0], [41.033, -73.778, 1.0], [41.033, -73.764, 1.0], [41.034, -73.979, 1.0], [41.035, -73.77, 1.0], [41.039, -73.773, 1.0], [41.041, -73.977, 1.0], [41.043, -73.805, 1.0], [41.044, -73.55, 1.0], [41.045, -73.689, 2.0], [41.045, -73.543, 1.0], [41.05, -73.539, 1.0], [41.051, -73.858, 1.0], [41.053, -73.535, 1.0], [41.054, -73.532, 1.0], [41.06, -74.09, 1.0], [41.06, -73.833, 1.0], [41.062, -73.839, 1.0], [41.064, -73.951, 1.0], [41.069, -73.548, 1.0], [41.071, -73.862, 1.0], [41.077, -73.826, 1.0], [41.077, -73.71, 1.0], [41.091, -73.518, 1.0], [41.095, -73.724, 1.0], [41.107, -73.803, 1.0], [41.107, -73.725, 2.0], [41.121, -73.706, 1.0], [41.123, -73.371, 1.0], [41.131, -73.375, 1.0], [41.139, -73.426, 1.0], [41.157, -73.774, 1.0], [41.168, -73.312, 2.0], [41.19, -73.882, 1.0], [41.194, -73.853, 1.0], [41.211, -73.803, 1.0], [41.217, -73.896, 1.0], [41.221, -73.248, 1.0], [41.257, -73.687, 1.0], [41.276, -73.702, 1.0], [41.292, -73.678, 2.0], [41.298, -72.927, 1.0], [41.301, -72.924, 1.0], [41.318, -73.898, 1.0], [41.319, -74.127, 1.0], [41.431, -75.241, 1.0], [41.586, -79.57, 1.0], [41.688, -73.903, 1.0], [41.697, -73.906, 1.0], [42.459, -70.512, 1.0], [43.018, -70.852, 1.0], [43.14, -72.591, 1.0], [43.487, -74.195, 1.0], [43.912, -71.882, 1.0], [44.372, -66.972, 1.0], [51.881, -72.81, 1.0]],\n",
       "                {&quot;blur&quot;: 15, &quot;maxZoom&quot;: 1, &quot;minOpacity&quot;: 0.2, &quot;radius&quot;: 5}\n",
       "            ).addTo(map_21f59034f69c6bd8470db09d42883697);\n",
       "        \n",
       "&lt;/script&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x248af9a65e0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pickup['Num_Trips'] = pickup['Num_Trips'].astype('float64')\n",
    "\n",
    "pickup_map = folium.Map(location = [40.730610,-73.935242],zoom_start = 10,)\n",
    "hm_wide = HeatMap(list(zip(pickup['pickup_latitude_round3'].values,\n",
    "                           pickup['pickup_longitude_round3'].values, \n",
    "                           pickup['Num_Trips'].values)),\n",
    "                     min_opacity=0.2,\n",
    "                     radius=5, blur=15,\n",
    "                     max_zoom=1)\n",
    "\n",
    "pickup_map.add_child(hm_wide)\n",
    "pickup_map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "_uuid": "2b890379d13f8e4e594940cb26813547963b98b5"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-74.03, -73.75)"
      ]
     },
     "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": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "city_long_border = (-74.03, -73.75)\n",
    "city_lat_border = (40.63, 40.85)\n",
    "fig, ax = plt.subplots(ncols=1, sharex=True, sharey=True)\n",
    "ax.scatter(train['pickup_longitude'], train['pickup_latitude'],\n",
    "              color='blue', label='train', alpha=0.1)\n",
    "\n",
    "fig.suptitle('Lat Lng of Pickups in Train Data as Scatter Plot')\n",
    "\n",
    "ax.set_ylabel('latitude')\n",
    "ax.set_xlabel('longitude')\n",
    "plt.ylim(city_lat_border)\n",
    "plt.xlim(city_long_border)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "8a2e9b01fcd0d87c7bdb940d0b9f7688b0be9df9"
   },
   "source": [
    "###### This graph clearly shows heavy density of pickups near JFK"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "_uuid": "c38c13850f27d21e71f2ff49df9569c2cd868279"
   },
   "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>dropoff_latitude_round3</th>\n",
       "      <th>dropoff_longitude_round3</th>\n",
       "      <th>Num_Trips</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>32.181</td>\n",
       "      <td>-73.835</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>34.360</td>\n",
       "      <td>-65.848</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>35.174</td>\n",
       "      <td>-72.022</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>36.029</td>\n",
       "      <td>-77.441</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>36.119</td>\n",
       "      <td>-68.778</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31444</th>\n",
       "      <td>43.148</td>\n",
       "      <td>-69.048</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31445</th>\n",
       "      <td>43.487</td>\n",
       "      <td>-74.195</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31446</th>\n",
       "      <td>43.674</td>\n",
       "      <td>-79.554</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31447</th>\n",
       "      <td>43.912</td>\n",
       "      <td>-71.882</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31448</th>\n",
       "      <td>43.921</td>\n",
       "      <td>-79.519</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>31449 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       dropoff_latitude_round3  dropoff_longitude_round3  Num_Trips\n",
       "0      32.181                  -73.835                    1        \n",
       "1      34.360                  -65.848                    1        \n",
       "2      35.174                  -72.022                    1        \n",
       "3      36.029                  -77.441                    1        \n",
       "4      36.119                  -68.778                    1        \n",
       "...       ...                      ...                   ..        \n",
       "31444  43.148                  -69.048                    1        \n",
       "31445  43.487                  -74.195                    1        \n",
       "31446  43.674                  -79.554                    1        \n",
       "31447  43.912                  -71.882                    1        \n",
       "31448  43.921                  -79.519                    1        \n",
       "\n",
       "[31449 rows x 3 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drop=train.groupby(['dropoff_latitude_round3','dropoff_longitude_round3'])['id'].count().reset_index().rename(columns={'id':'Num_Trips'})\n",
    "drop"
   ]
  },
  {
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   "execution_count": 20,
   "metadata": {
    "_uuid": "8e5c66ddbfa9f839e551d4d8a6a363c88f68e4eb"
   },
   "outputs": [
    {
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[41.037, -73.63, 1.0], [41.039, -73.773, 1.0], [41.04, -73.873, 1.0], [41.04, -73.585, 1.0], [41.041, -73.977, 1.0], [41.042, -74.143, 1.0], [41.043, -74.086, 1.0], [41.043, -74.079, 1.0], [41.043, -73.805, 1.0], [41.044, -73.689, 1.0], [41.044, -73.594, 1.0], [41.044, -73.55, 1.0], [41.045, -73.804, 1.0], [41.045, -73.689, 7.0], [41.045, -73.543, 1.0], [41.046, -73.543, 1.0], [41.047, -73.705, 1.0], [41.047, -73.568, 1.0], [41.048, -74.001, 1.0], [41.048, -73.568, 1.0], [41.049, -73.645, 1.0], [41.049, -73.536, 1.0], [41.05, -74.117, 1.0], [41.05, -73.772, 1.0], [41.05, -73.539, 1.0], [41.051, -73.858, 2.0], [41.051, -73.857, 1.0], [41.051, -73.535, 2.0], [41.052, -74.104, 1.0], [41.052, -73.542, 1.0], [41.052, -73.535, 1.0], [41.053, -73.825, 1.0], [41.053, -73.547, 1.0], [41.053, -73.535, 1.0], [41.054, -73.532, 1.0], [41.055, -74.069, 1.0], [41.055, -73.537, 1.0], [41.055, -73.535, 1.0], [41.056, -73.822, 1.0], [41.056, -73.811, 1.0], [41.059, -74.006, 1.0], [41.059, -73.828, 1.0], [41.059, -73.634, 1.0], [41.06, -73.833, 4.0], [41.06, -73.538, 1.0], [41.06, -73.537, 1.0], [41.061, -73.863, 2.0], [41.061, -73.837, 4.0], [41.061, -73.834, 1.0], [41.062, -73.839, 1.0], [41.063, -73.847, 1.0], [41.063, -73.562, 1.0], [41.064, -73.951, 1.0], [41.064, -73.851, 1.0], [41.065, -73.836, 1.0], [41.066, -74.132, 1.0], [41.069, -73.704, 2.0], [41.069, -73.548, 1.0], [41.071, -74.086, 1.0], [41.071, -73.862, 1.0], [41.071, -73.706, 1.0], [41.075, -73.857, 1.0], [41.075, -73.76, 1.0], [41.077, -73.863, 1.0], [41.077, -73.827, 1.0], [41.077, -73.71, 1.0], [41.079, -73.86, 1.0], [41.079, -73.508, 1.0], [41.084, -73.655, 1.0], [41.087, -73.931, 1.0], [41.089, -73.925, 1.0], [41.089, -73.86, 1.0], [41.091, -73.518, 1.0], [41.093, -74.012, 1.0], [41.093, -73.454, 1.0], [41.096, -73.725, 1.0], [41.102, -73.418, 1.0], [41.107, -74.027, 1.0], [41.107, -73.73, 1.0], [41.107, -73.725, 3.0], [41.107, -73.724, 1.0], [41.108, -73.565, 1.0], [41.111, -74.063, 1.0], [41.112, -74.011, 1.0], [41.116, -73.428, 1.0], [41.118, -74.148, 1.0], [41.121, -73.706, 1.0], [41.123, -73.371, 1.0], [41.131, -73.375, 1.0], [41.134, -73.855, 1.0], [41.138, -73.287, 1.0], [41.139, -73.426, 1.0], [41.139, -73.291, 1.0], [41.143, -73.258, 1.0], [41.147, -73.836, 1.0], [41.149, -73.415, 1.0], [41.15, -73.775, 1.0], [41.15, -73.426, 1.0], [41.158, -73.783, 1.0], [41.168, -73.312, 2.0], [41.171, -73.832, 1.0], [41.181, -73.85, 1.0], [41.187, -73.734, 1.0], [41.19, -73.882, 1.0], [41.194, -73.853, 1.0], [41.197, -73.725, 1.0], [41.201, -75.57, 1.0], [41.202, -73.685, 1.0], [41.211, -73.803, 1.0], [41.217, -73.896, 1.0], [41.221, -73.248, 1.0], [41.236, -73.047, 1.0], [41.257, -73.687, 1.0], [41.276, -73.702, 1.0], [41.282, -74.076, 1.0], [41.292, -73.678, 2.0], [41.298, -72.927, 1.0], [41.301, -72.924, 1.0], [41.312, -72.711, 1.0], [41.318, -74.126, 1.0], [41.318, -73.898, 1.0], [41.32, -72.906, 1.0], [41.335, -73.684, 1.0], [41.361, -73.712, 1.0], [41.387, -73.901, 1.0], [41.389, -72.912, 1.0], [41.421, -73.629, 1.0], [41.428, -79.339, 1.0], [41.481, -73.626, 1.0], [41.688, -73.903, 1.0], [41.693, -73.905, 1.0], [42.09, -80.355, 1.0], [42.459, -70.512, 1.0], [43.018, -70.852, 1.0], [43.14, -72.591, 1.0], [43.148, -69.048, 1.0], [43.487, -74.195, 1.0], [43.674, -79.554, 1.0], [43.912, -71.882, 1.0], [43.921, -79.519, 1.0]],\n",
       "                {&quot;blur&quot;: 15, &quot;maxZoom&quot;: 1, &quot;minOpacity&quot;: 0.2, &quot;radius&quot;: 5}\n",
       "            ).addTo(map_05a72c507c2a1a6898d8d373e1c69973);\n",
       "        \n",
       "&lt;/script&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x248b55171f0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drop['Num_Trips'] = drop['Num_Trips'].astype('float64')\n",
    "drop_map = folium.Map(location = [40.730610,-73.935242],zoom_start = 10,)\n",
    "#print(pickup.shape)\n",
    "### For each pickup point add a circlemarker\n",
    "'''\n",
    "for index, row in drop.iterrows():\n",
    "    \n",
    "    folium.CircleMarker([row['dropoff_latitude_round3'], row['dropoff_longitude_round3']],\n",
    "                        radius=3,\n",
    "                        \n",
    "                        color=\"#008000\", \n",
    "                        fill_opacity=0.9\n",
    "                       ).add_to(drop_map)\n",
    "    count=count + 1\n",
    "\n",
    "'''\n",
    "hm_wide = HeatMap( list(zip(drop.dropoff_latitude_round3.values, drop.dropoff_longitude_round3.values, drop.Num_Trips.values)),\n",
    "                     min_opacity=0.2,\n",
    "                     radius=5, blur=15,\n",
    "                     max_zoom=1 \n",
    "                 )\n",
    "drop_map.add_child(hm_wide)\n",
    "drop_map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "018292d69e030a95eb7994b57b0146e419873c12"
   },
   "source": [
    "Dropoff Heatmap is similar to pickup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "dfe9458684de5b623449e70e6f874ea438b56575"
   },
   "source": [
    "### heatmap of trip duration, when pickup originates from a point"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "_uuid": "f7ea2192f655bdcee2f5f83341638c147b423dc3"
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pickup_latitude_round3</th>\n",
       "      <th>pickup_longitude_round3</th>\n",
       "      <th>Avg_Trip_duration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>34.360</td>\n",
       "      <td>-65.848</td>\n",
       "      <td>961.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>34.712</td>\n",
       "      <td>-75.354</td>\n",
       "      <td>875.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>35.082</td>\n",
       "      <td>-71.800</td>\n",
       "      <td>611.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>35.310</td>\n",
       "      <td>-72.074</td>\n",
       "      <td>317.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>36.029</td>\n",
       "      <td>-77.441</td>\n",
       "      <td>782.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13019</th>\n",
       "      <td>43.140</td>\n",
       "      <td>-72.591</td>\n",
       "      <td>799.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13020</th>\n",
       "      <td>43.487</td>\n",
       "      <td>-74.195</td>\n",
       "      <td>674.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13021</th>\n",
       "      <td>43.912</td>\n",
       "      <td>-71.882</td>\n",
       "      <td>632.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13022</th>\n",
       "      <td>44.372</td>\n",
       "      <td>-66.972</td>\n",
       "      <td>1131.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13023</th>\n",
       "      <td>51.881</td>\n",
       "      <td>-72.810</td>\n",
       "      <td>792.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>13024 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       pickup_latitude_round3  pickup_longitude_round3  Avg_Trip_duration\n",
       "0      34.360                 -65.848                   961.0            \n",
       "1      34.712                 -75.354                   875.0            \n",
       "2      35.082                 -71.800                   611.0            \n",
       "3      35.310                 -72.074                   317.0            \n",
       "4      36.029                 -77.441                   782.0            \n",
       "...       ...                     ...                     ...            \n",
       "13019  43.140                 -72.591                   799.0            \n",
       "13020  43.487                 -74.195                   674.0            \n",
       "13021  43.912                 -71.882                   632.0            \n",
       "13022  44.372                 -66.972                   1131.0           \n",
       "13023  51.881                 -72.810                   792.0            \n",
       "\n",
       "[13024 rows x 3 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pickup=train.groupby(['pickup_latitude_round3','pickup_longitude_round3'])['trip_duration'].mean().reset_index().rename(columns={'trip_duration':'Avg_Trip_duration'})\n",
    "pickup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "_uuid": "cf3e1ce6a844019dc01804e20c703df954ea5763"
   },
   "outputs": [
    {
     "data": {
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       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;head&gt;    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
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       "    \n",
       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
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       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
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       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
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       "                #map_bb601827e5582253a4fd36330785e33e {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
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       "    &lt;script src=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium@master/folium/templates/leaflet_heat.min.js&quot;&gt;&lt;/script&gt;\n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_bb601827e5582253a4fd36330785e33e&quot; &gt;&lt;/div&gt;\n",
       "        \n",
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       "&lt;script&gt;    \n",
       "    \n",
       "            var map_bb601827e5582253a4fd36330785e33e = L.map(\n",
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       "                {\n",
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       "\n",
       "            \n",
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       "        \n",
       "    \n",
       "            var tile_layer_696599425c3c945faca13935b8f65577 = L.tileLayer(\n",
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       "            ).addTo(map_bb601827e5582253a4fd36330785e33e);\n",
       "        \n",
       "    \n",
       "            var heat_map_092962949e2f9a003820cea32c65021c = L.heatLayer(\n",
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-73.882, 5.0], [40.961, -73.687, 3.0], [40.97, -74.405, 694.0], [40.973, -73.879, 33.0], [40.976, -74.169, 47.0], [40.977, -74.011, 55.0], [40.977, -73.7, 69.0], [40.98, -73.77, 36.0], [40.98, -73.678, 25.0], [40.981, -74.095, 28.0], [40.982, -74.103, 18.0], [40.986, -73.832, 431.0], [40.986, -73.765, 3.0], [40.988, -73.809, 65.0], [40.989, -73.672, 62.0], [40.992, -73.754, 77.0], [40.995, -73.809, 25.0], [40.998, -73.877, 60.0], [40.998, -73.699, 26.0], [41.001, -73.826, 3.0], [41.002, -74.196, 3.0], [41.003, -73.804, 29.0], [41.004, -73.682, 2211.0], [41.006, -73.689, 5226.0], [41.013, -73.796, 69.0], [41.015, -73.86, 50.0], [41.017, -73.649, 147.0], [41.019, -73.781, 139.0], [41.019, -73.624, 33.0], [41.019, -73.623, 41.0], [41.021, -73.666, 28.0], [41.022, -74.183, 73.0], [41.024, -73.771, 34.0], [41.027, -73.582, 6.0], [41.03, -73.761, 3.0], [41.03, -73.602, 45.0], [41.032, -73.767, 31.0], [41.033, -73.778, 47.0], [41.033, -73.764, 36.0], [41.034, -73.979, 32.0], [41.035, -73.77, 19.0], [41.039, -73.773, 29.0], [41.041, -73.977, 18.0], [41.043, -73.805, 138.0], [41.044, -73.55, 34.0], [41.045, -73.689, 26.5], [41.045, -73.543, 30.0], [41.05, -73.539, 104.0], [41.051, -73.858, 26.0], [41.053, -73.535, 26.0], [41.054, -73.532, 9.0], [41.06, -74.09, 1650.0], [41.06, -73.833, 36.0], [41.062, -73.839, 14.0], [41.064, -73.951, 53.0], [41.069, -73.548, 54.0], [41.071, -73.862, 550.0], [41.077, -73.826, 47.0], [41.077, -73.71, 78.0], [41.091, -73.518, 42.0], [41.095, -73.724, 94.0], [41.107, -73.803, 2069.0], [41.107, -73.725, 59.0], [41.121, -73.706, 47.0], [41.123, -73.371, 8.0], [41.131, -73.375, 153.0], [41.139, -73.426, 100.0], [41.157, -73.774, 1056.0], [41.168, -73.312, 170.0], [41.19, -73.882, 41.0], [41.194, -73.853, 58.0], [41.211, -73.803, 51.0], [41.217, -73.896, 4.0], [41.221, -73.248, 28.0], [41.257, -73.687, 62.0], [41.276, -73.702, 22.0], [41.292, -73.678, 16.0], [41.298, -72.927, 25.0], [41.301, -72.924, 19.0], [41.318, -73.898, 21.0], [41.319, -74.127, 3190.0], [41.431, -75.241, 684.0], [41.586, -79.57, 548.0], [41.688, -73.903, 158.0], [41.697, -73.906, 476.0], [42.459, -70.512, 224.0], [43.018, -70.852, 1486.0], [43.14, -72.591, 799.0], [43.487, -74.195, 674.0], [43.912, -71.882, 632.0], [44.372, -66.972, 1131.0], [51.881, -72.81, 792.0]],\n",
       "                {&quot;blur&quot;: 15, &quot;maxZoom&quot;: 1, &quot;minOpacity&quot;: 0.2, &quot;radius&quot;: 7}\n",
       "            ).addTo(map_bb601827e5582253a4fd36330785e33e);\n",
       "        \n",
       "&lt;/script&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x248b54db970>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pickup_map = folium.Map(location = [40.730610,-73.935242],zoom_start = 10,)\n",
    "\n",
    "\n",
    "hm_wide = HeatMap( list(zip(pickup.pickup_latitude_round3.values, pickup.pickup_longitude_round3.values, pickup.Avg_Trip_duration.values)),\n",
    "                     min_opacity=0.2,\n",
    "                     radius=7, blur=15,\n",
    "                     max_zoom=1 \n",
    "                 )\n",
    "pickup_map.add_child(hm_wide)\n",
    "pickup_map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "e6960085d77b34f428b7643d67b6a259345c5b04"
   },
   "source": [
    "JFK에서 출발하는 여행의 평균 여행 기간이 더 깁니다. 확대하면 맨해튼 이후 JFK 픽업이 더 긴 여행 시간을 갖는 경향이 있음을 알 수 있습니다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "96e605a8754e1a4e80bcef9b94663399f899557a"
   },
   "source": [
    "### Which hours are pickup and dropoff higher?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "_uuid": "7d40f72dcaa7ea7ea626ce5cf38515fce1e6bc93"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Pickup Hours Distribution')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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iIiISwJBEREREJIAhiYiIiEgAQxIRERGRAIYkIiIiIgFNtN0AERFRY3M6rkztGn1cmmqgE9ImhiQiIqLn4HJ0qdo1urg310AnVF883UZEREQkgCGJiIiISABDEhEREZEAhiQiIiIiAQxJRERERAIYkoiIiIgEMCQRERERCWBIIiIiIhLAkEREREQkgCGJiIiISABDEhEREZEAhiQiIiIiAQxJRERERAIYkoiIiIgEMCQRERERCWBIIiIiIhLAkEREREQkgCGJiIiISEATbTdAREREqrn39SO1ttfzallt2aOIW2rVbOndQa3tGxPOJBEREREJYEgiIiIiEsCQRERERCSAIYmIiIhIAEMSERERkQCGJCIiIiIBDElEREREAhiSiIiIiARoLSSVl5cjODgYPXr0gFQqRY8ePRAcHIwnT57Ix8hkMoSEhMDKygqGhoZwc3PDpUuXFOqUlpZi/vz5MDc3h5GREcaOHYucnByFMQUFBfD19YWpqSlMTU3h6+uLgoIChTHZ2dnw9PSEkZERzM3NsWDBAjx+/LjBnj8RERE1bloLSRs2bEBERARWrlyJ1NRUrFixAlu3bsW6devkYzZu3IjQ0FCsXLkSp06dgoGBAUaPHo0HDx7Ix/j7++PIkSPYtm0bYmNj8eDBA3h6eqK8vFw+xtvbG+np6Thw4ACioqKQnp6OqVOnyteXl5fD09MTRUVFiI2NxbZt2xATE4OAgIDn82IQERFRo6O1P0uSmpoKFxcXuLq6AgDMzMzg6uqKX375BcDTWaTNmzdjzpw5GDlyJABg8+bNsLCwQFRUFLy8vFBYWIgdO3YgNDQUgwYNAgCEh4fDxsYGCQkJcHJyQkZGBk6ePIm4uDg4ODgAANavXw9XV1dkZmbCwsICp06dwqVLl3D+/HkYGxsDAJYuXYpZs2ZhyZIlaNu27fN+eYiIiP4xSr65qNb2Lf7VTUOdKEdrM0mOjo5ISkrC5cuXAQB//PEHEhMTMXToUABAVlYWcnNzMXjwYPk2LVu2RJ8+fZCSkgIASEtLQ1lZmcIYY2NjWFpaysekpqaidevW8oBU+dg6OjoKYywtLeUBCQCcnJxQWlqKtLS0hnkBiIiIqFHT2kzSnDlzUFRUBAcHB4jFYjx58gTz5s2Dt7c3ACA3NxcAYGBgoLCdgYEBbt16+sf38vLyIBaLoa+vX21MXl6efIy+vj5EIpF8vUgkQrt27RTGVH0cfX19iMVi+RghmZmZqjx1IiJq9DqqXaH6Z4Spxmu2g3ENI1WrBwDGaK3xmiZqVWy4z1sLC4ta12stJEVHR2Pv3r2IiIiAlZUVzp8/j0WLFsHU1BSTJk2Sj3s23ABPT8NVXVZV1TFC4+szprblQN0vLhERvZjuXC1Tu0bVz4jL50s1XvNe0iON1gOARz/e0njNkmT1Trdp6/NWa6fbAgMDMXPmTIwZMwbW1tYYO3YsZsyYgfXr1wMApFIpAFSbybl796581qd9+/YoLy9Hfn5+rWPu3r0LmUwmXy+TyZCfn68wpurj5Ofno7y8vNoMExEREb0ctBaSHj58CLFYrLBMLBajoqICwNMLuaVSKeLj4+XrS0pKcObMGfn1RXZ2dmjatKnCmJycHGRkZMjH2Nvbo6ioCKmpqfIxqampKC4uVhiTkZGhcOuA+Ph4NG/eHHZ2dpp94kRERPRC0NrpNhcXF2zYsAFmZmawsrJCeno6QkNDMXbsWABPT3P5+flh7dq1sLCwQOfOnbFmzRro6OjAw8MDAKCrq4uJEyciMDAQBgYG0NPTQ0BAAKytrTFw4EAAgKWlJYYMGYK5c+di48aNkMlkmDt3LpydneXTd4MHD0bXrl0xbdo0BAcH4969ewgMDMSkSZP4zTYiIqKXlNZC0qpVq/D555/jk08+wd27dyGVSjF58mQsWLBAPmb27Nl49OgR5s+fj4KCAvTq1QvR0dFo06aNfMzy5cshFovh5eWFkpIS9O/fH2FhYQqzVFu3bsXChQvh7u4OAHB1dcWqVavk68ViMfbt24d58+bBxcUFLVq0gIeHB4KDg5/DK0FERESNkaigoEBW9zAiIqKXx+k49S/c7uPSVOHny9HqX7jdxb25ws/3vlbvwm09r5bVlj2KUO/C7ZbeHaot432SiIiIiP5BGJKIiIiIBDAkEREREQlgSCIiIiISoLVvtxEREWnCgR/UvyD6PafmdQ+ilw5nkoiIiIgEMCQRERERCWBIIiIiIhLAkEREREQkgCGJiIiISAC/3UZE9A8w+cTPateIHPqmBjoh+ufgTBIRERGRAIYkIiIiIgEMSUREREQCGJKIiIiIBDAkEREREQlgSCIiIiISwJBEREREJID3SSIiqsOEE0fV2n7X0OEa6uT5mnLyqto1tg3ppIFOiLSDIYmISAs+OBGv1vY7hw7SUCdEVBOebiMiIiISwJBEREREJIAhiYiIiEgAQxIRERGRAF64TURERC+U0h2n1a7RfGKfOsdwJomIiIhIAEMSERERkQCGJCIiIiIBvCaJiP5Rxp/cp3aN3UM8NdAJEb3oOJNEREREJIAhiYiIiEgAT7cRUb2Mi1+mdo09gwI10AkR0fPBkET0DzTnlPrX1GwYrP61PURELzKebiMiIiISwJBEREREJIAhiYiIiEgAQxIRERGRAF64TURaM/7UFrVr7B7sq4FOiIiq40wSERERkQCGJCIiIiIBDElEREREAnhNEhERPTdLTt1Xu8Zng9tqoBOiunEmiYiIiEgAQxIRERGRAIYkIiIiIgEMSUREREQCGJKIiIiIBDAkEREREQlgSCIiIiISwJBEREREJECrIen27duYNm0aOnXqBKlUCgcHByQlJcnXy2QyhISEwMrKCoaGhnBzc8OlS5cUapSWlmL+/PkwNzeHkZERxo4di5ycHIUxBQUF8PX1hampKUxNTeHr64uCggKFMdnZ2fD09ISRkRHMzc2xYMECPH78uMGeOxERETVuWgtJBQUFcHZ2hkwmw/79+5GSkoJVq1bBwMBAPmbjxo0IDQ3FypUrcerUKRgYGGD06NF48OCBfIy/vz+OHDmCbdu2ITY2Fg8ePICnpyfKy8vlY7y9vZGeno4DBw4gKioK6enpmDp1qnx9eXk5PD09UVRUhNjYWGzbtg0xMTEICAh4Pi8GERERNTpa+7MkX3zxBQwNDREeHi5f1rFjR/n/y2QybN68GXPmzMHIkSMBAJs3b4aFhQWioqLg5eWFwsJC7NixA6GhoRg0aBAAIDw8HDY2NkhISICTkxMyMjJw8uRJxMXFwcHBAQCwfv16uLq6IjMzExYWFjh16hQuXbqE8+fPw9jYGACwdOlSzJo1C0uWLEHbtrwFPhER0ctGazNJ3333HXr16gUvLy907twZffv2xZYtWyCTyQAAWVlZyM3NxeDBg+XbtGzZEn369EFKSgoAIC0tDWVlZQpjjI2NYWlpKR+TmpqK1q1bywMSADg6OkJHR0dhjKWlpTwgAYCTkxNKS0uRlpbWYK8BERERNV5am0m6fv06tm3bhunTp2POnDk4f/48Fi5cCADw9fVFbm4uACicfqv8+datWwCAvLw8iMVi6OvrVxuTl5cnH6Ovrw+RSCRfLxKJ0K5dO4UxVR9HX18fYrFYPkZIZmamKk+d6IXQEPv3y1rzRehRuKb6v0dXryltgJqmDVCzYwPU1Hyf7WBcw0jV6gGAMVprvKaJWhWr11T/lYT8bFJttBaSKioq8MYbbyAoKAgAYGtri2vXriEiIgK+vr7ycc+GG+Dpabiqy6qqOkZofH3G1LYcQJ0vLpHWZKtfotr+fbMBambHa75m1n81X/N6hmbrAcB19V7Q6j3+rFY9wZpZVzVfM/u+xmum3SjVeM07V8s0XvPyec33eS/pkUbrAcCjH29pvGZJ8kWN1iw9e0etekI1hWjtdJtUKoWlpaXCsi5duuDmzZvy9QCqzeTcvXtXPuvTvn17lJeXIz8/v9Yxd+/elZ/GA54GpPz8fIUxVR8nPz8f5eXl1WaYiIiI6OWgtZDk6OiIK1euKCy7cuUKTEyeTsqZmZlBKpUiPv5/v2mWlJTgzJkz8uuL7Ozs0LRpU4UxOTk5yMjIkI+xt7dHUVERUlNT5WNSU1NRXFysMCYjI0Ph1gHx8fFo3rw57OzsNPvEiYiI6IWgtZA0ffp0nDt3DmvWrMG1a9dw6NAhbNmyBd7e3gCenuby8/PDhg0bEBMTg4sXL2L69OnQ0dGBh4cHAEBXVxcTJ05EYGAgEhIS8Ntvv2Hq1KmwtrbGwIEDAQCWlpYYMmQI5s6di3PnziE1NRVz586Fs7OzfKpt8ODB6Nq1K6ZNm4bffvsNCQkJCAwMxKRJk/jNNiIiopeU1q5J6tmzJ3bt2oVly5Zh9erVMDY2xuLFi+UhCQBmz56NR48eYf78+SgoKECvXr0QHR2NNm3ayMcsX74cYrEYXl5eKCkpQf/+/REWFgaxWCwfs3XrVixcuBDu7u4AAFdXV6xatUq+XiwWY9++fZg3bx5cXFzQokULeHh4IDg4+Dm8EkRERNQYaS0kAYCzszOcnZ1rXC8SieDv7w9/f/8ax7Ro0QKrV6/G6tWraxyjp6eHLVu21NqLiYkJ9u3bV3fTRERE9FLg324jIiIiEsCQRERERCSAIYmIiIhIAEMSERERkQCGJCIiIiIBDElEREREAhiSiIiIiARo9T5JRAR8Gfe+2jVmuuzXQCdERPQsziQRERERCWBIIiIiIhLAkEREREQkQKmQZGtri9jY2BrXx8XFwdbWVu2miIiIiLRNqZB048YNFBcX17i+uLgY2dnZajdFREREpG1Kn24TiUQ1rrty5QratGmjVkNEREREjUGdtwDYvXs39uzZI/95zZo1iIyMrDauoKAAFy9ehLOzs2Y7bMQe7z6ido1m49/VQCdERESkaXWGpOLiYuTm5sp/LiwsREVFhcIYkUiEVq1aYfLkyVi0aJHmuyQiIiJ6zuoMST4+PvDx8QEA9OjRAytWrMA777zT4I0RERERaZNSd9xOT09vqD6IiIiIGhWV/izJgwcPcPPmTdy7dw8ymaza+rffflvtxoiIiIi0SamQdO/ePSxcuBDffvstysvLq62XyWQQiUT4+++/NdYgERERkTYoFZLmzp2Lo0ePwsfHB2+//TYkEkkDtUVERESkXUqFpJMnT2Lq1Kn4/PPPG6ofIiIiokZBqZtJNmvWDJ06dWqoXoiIiIgaDaVC0siRI3HixImG6oWIiIio0VAqJH300Ue4ffs2pk2bhnPnzuH27du4c+dOtf+IiIiIXnRKXZPUq1cviEQipKWlYf/+/TWO47fbiIiI6EWnVEhasGBBrX/gloiIiOifQqmQ5O/v31B9EBERETUqSl2TRERERPSyUGomaeXKlXWOEYlEWLBggcoNERERETUGSoWkFStW1LhOJBLJ/ywJQxIRERG96JT+221VVVRU4MaNGwgPD0dKSgqioqI01hwRERGRtqh9TdIrr7yCjh07IiQkBGZmZli0aJEm+iIiIiLSKo1euN2vXz8cP35ckyWJiIiItEKjISkzMxMymUyTJYmIiIi0QqlrkpKTkwWXFxYWIjExEVu3bsWoUaM00RcRERGRVikVkoYPHy54x22ZTAaxWIwxY8bU6zYBRERERI2dUiHpyJEj1ZaJRCJIJBKYmpqiTZs2GmuMiIiISJuUCkl9+/ZtqD6IiIiIGhWlQlKlBw8eICkpCTdu3AAAmJqaom/fvpxJIiIion8MpUNSeHg4goODUVxcrPBNNh0dHSxZsgRTp07VaINERERE2qBUSNq7dy8WLVqEXr16wc/PD5aWlpDJZLh8+TLCwsLg7+8PPT09vP/++w3VLxEREdFzoVRICg0NhYODA44ePYomTf63qY2NDUaOHInhw4dj06ZNDElERET0wlPqZpKZmZlwd3dXCEiVmjRpAnd3d1y5ckVjzRERERFpi1IhSUdHB7m5uTWuz83NRatWrdRuioiIiEjblApJgwcPRnh4OBITE6utS0pKwpYtW+Dk5KSx5oiIiIi0RalrkoKCgnD69GmMHDkSPXr0QJcuXQAAly9fRnp6Ojp06ICgoKAGaZSIiIjoeVJqJsnY2BiJiYmYPn06Hj58iJiYGMTExODhw4eYMWMGEhMT8dprrzVUr0RERETPjVIzScXFxSguLkZwcDCCg4Orrc/OzkaLFi14XRIRERG98JSaSVq8eDHGjx9f4/oJEyZgyZIlajdFREREpG1KhaT4+HgMHz68xvXDhw/HDz/8oHZTRERERNqmVEjKzc2FoaFhjeulUilu376tUiNr166FRCLB/Pnz5ctkMhlCQkJgZWUFQ0NDuLm54dKlSwrblZaWYv78+TA3N4eRkRHGjh2LnJwchTEFBQXw9fWFqakpTE1N4evri4KCAoUx2dnZ8PT0hJGREczNzbFgwQI8fvxYpedCRERELz6lQlK7du2qhZRnXbp0Cbq6uko3ce7cOURGRsLa2lph+caNGxEaGoqVK1fi1KlTMDAwwOjRo/HgwQP5GH9/fxw5cgTbtm1DbGwsHjx4AE9PT5SXl8vHeHt7Iz09HQcOHEBUVBTS09MV/sZceXk5PD09UVRUhNjYWGzbtg0xMTEICAhQ+rkQERHRP4NSIWno0KGIjIxESkpKtXWVQWfo0KFKNVBYWAgfHx9s2rQJEolEvlwmk2Hz5s2YM2cORo4ciW7dumHz5s0oKipCVFSUfNsdO3Zg2bJlGDRoEOzs7BAeHo4LFy4gISEBAJCRkYGTJ09iw4YNcHBwgL29PdavX4/jx48jMzMTAHDq1ClcunQJ4eHhsLOzw6BBg7B06VJs374d9+/fV+r5EBER0T+DUt9u8/f3x4kTJ/DOO+9gyJAh6NatG0QiES5cuICTJ09CKpUqPftSGYIGDBiAVatWyZdnZWUhNzcXgwcPli9r2bIl+vTpg5SUFHh5eSEtLQ1lZWUKY4yNjWFpaYmUlBQ4OTkhNTUVrVu3hoODg3yMo6MjdHR0kJKSAgsLC6SmpsLS0hLGxsbyMU5OTigtLUVaWhr69++v1HNSRmVQI1JHQ+xHrNl46z2/mkr9Hl3PmtIGqGnaADU7NkBNzffZDsY1jFStHgAYo7XGa5qoVbF6TfVfyac1LSwsah2jVEiSSqWIj49HUFAQvvvuO3z//fcAgDZt2sDT0xNBQUGQSut/AERGRuLatWsIDw+vtq7yz58YGBgoLDcwMMCtW7cAAHl5eRCLxdDX1682Ji8vTz5GX18fIpFIvl4kEqFdu3YKY6o+jr6+PsRisXxMQ6nrH4j++Y5fVb9Gtf0ouwFq3myAmtnxmq+Z9V/N17yeodl6AHBdvRe0eo8/q1VPsGaW+jtn9X9z9Wfnq9ZMu1Gq8Zp3rpZpvObl85rv817SI43WA4BHP97SeM2S5IsarVl69o5a9YRqClEqJAFA+/btsXnzZshkMty9excymQwGBgYKIaQ+MjMzsWzZMhw7dgzNmjWrcVzVujKZrM7HqjpGaHx9xtS2nIiIiP7ZVJ5LFYlEMDAwQPv27VUKEqmpqcjPz8dbb70FfX196OvrIzk5GREREdDX18err74KANVmcu7evSuf9Wnfvj3Ky8uRn59f65jKMFdJJpMhPz9fYUzVx8nPz0d5eXm1GSYiIiJ6Oah/wllFbm5uOH36NBITE+X/vfHGGxgzZgwSExPRuXNn+em9SiUlJThz5oz8+iI7Ozs0bdpUYUxOTg4yMjLkY+zt7VFUVITU1FT5mNTUVBQXFyuMycjIULh1QHx8PJo3bw47O7uGfBmIiIiokVL6dJumSCQShW+zAUCrVq2gp6eHbt26AQD8/Pywdu1aWFhYoHPnzlizZg10dHTg4eEBANDV1cXEiRMRGBgIAwMD6OnpISAgANbW1hg4cCAAwNLSEkOGDMHcuXOxceNGyGQyzJ07F87OzvLzkYMHD0bXrl0xbdo0BAcH4969ewgMDMSkSZPQtm3b5/aaAEDJ7i1q12gx3lcDnRAREb3ctBaS6mP27Nl49OgR5s+fj4KCAvTq1QvR0dFo06aNfMzy5cshFovh5eWFkpIS9O/fH2FhYRCLxfIxW7duxcKFC+Hu7g4AcHV1VfgmnVgsxr59+zBv3jy4uLigRYsW8PDwEPz7dERERPRyaFQh6bvvvlP4WSQSwd/fH/7+/jVu06JFC6xevRqrV6+ucYyenh62bKl9hsbExAT79u1TrmEiIiL6x9LaNUlEREREjRlDEhEREZEAhiQiIiIiAQxJRERERAIYkoiIiIgEMCQRERERCWBIIiIiIhLAkEREREQkgCGJiIiISABDEhEREZEAhiQiIiIiAQxJRERERAIYkoiIiIgENNF2A0Qvkr0x76tdY+yI/RrohIiIGhpnkoiIiIgEMCQRERERCWBIIiIiIhLAkEREREQkgCGJiIiISABDEhEREZEAhiQiIiIiAQxJRERERAIYkoiIiIgEMCQRERERCWBIIiIiIhLAkEREREQkgCGJiIiISABDEhEREZEAhiQiIiIiAU203QA1vMLIKWrX0J28TQOdEBERvTg4k0REREQkgCGJiIiISABDEhEREZEAhiQiIiIiAQxJRERERAIYkoiIiIgEMCQRERERCWBIIiIiIhLAkEREREQkgCGJiIiISABDEhEREZEAhiQiIiIiAQxJRERERAIYkoiIiIgEMCQRERERCWBIIiIiIhLAkEREREQkgCGJiIiISABDEhEREZEAhiQiIiIiAVoLSevWrcOgQYNgYmKCTp06wdPTExcvXlQYI5PJEBISAisrKxgaGsLNzQ2XLl1SGFNaWor58+fD3NwcRkZGGDt2LHJychTGFBQUwNfXF6ampjA1NYWvry8KCgoUxmRnZ8PT0xNGRkYwNzfHggUL8Pjx4wZ57kRERNT4NdHWAyclJWHKlCno2bMnZDIZli9fjlGjRiElJQV6enoAgI0bNyI0NBShoaGwsLDAqlWrMHr0aJw7dw5t2rQBAPj7+yM2Nhbbtm2Dnp4eAgIC4OnpiR9//BFisRgA4O3tjZs3b+LAgQMQiUSYNWsWpk6din379gEAysvL4enpCT09PcTGxuLevXvw8/ODTCbD6tWrtfMCNXKX936gdo0uY3dqoBMiIqKGobWQFB0drfBzeHg4TE1NcfbsWbi6ukImk2Hz5s2YM2cORo4cCQDYvHkzLCwsEBUVBS8vLxQWFmLHjh0IDQ3FoEGD5HVsbGyQkJAAJycnZGRk4OTJk4iLi4ODgwMAYP369XB1dUVmZiYsLCxw6tQpXLp0CefPn4exsTEAYOnSpZg1axaWLFmCtm3bPsdXhoiIiBqDRnNNUlFRESoqKiCRSAAAWVlZyM3NxeDBg+VjWrZsiT59+iAlJQUAkJaWhrKyMoUxxsbGsLS0lI9JTU1F69at5QEJABwdHaGjo6MwxtLSUh6QAMDJyQmlpaVIS0trqKdMREREjZjWZpKqWrRoEWxsbGBvbw8AyM3NBQAYGBgojDMwMMCtW7cAAHl5eRCLxdDX1682Ji8vTz5GX18fIpFIvl4kEqFdu3YKY6o+jr6+PsRisXxMQ8nMzFT42aQBarZvgJqa0BA1XwQvymvJmo233vOrqf7v0dVrShugpmkD1OzYADU132c7GNcwUrV6AGCM1hqvqe5nW9Wa6r+SkJ9Nqk2jCEmLFy/G2bNnERcXJ7+OqNKz4QZ4ejF31WVVVR0jNL4+Y2pbrilV/4FKzsVrvGbhabVLVqt5+RfN13wR/HKp7jF1qfq8j1/VfE1kN0DNmw1QM1vz+zuy/qv5mtczNFsPAK6r94JW7/FnteoJ1sxSf+es/m9+X+M1026UarzmnatlGq95+bzm+7yX9Eij9QDg0Y+3NF6zJPmiwEjVa5aevaNWPaGaQrR+us3f3x8HDx5ETEwMOnbsKF8ulT79baPqTM7du3flsz7t27dHeXk58vPzax1z9+5dyGQy+XqZTIb8/HyFMVUfJz8/H+Xl5dVmmIiIiOjloNWQtHDhQkRFRSEmJgZdunRRWGdmZgapVIr4+P/9pllSUoIzZ87Iry+ys7ND06ZNFcbk5OQgIyNDPsbe3h5FRUVITU2Vj0lNTUVxcbHCmIyMDIVbB8THx6N58+aws7PT+PMmIiKixk9rp9vmzZuHffv2YefOnZBIJPJrkHR0dNC6dWuIRCL4+flh7dq1sLCwQOfOnbFmzRro6OjAw8MDAKCrq4uJEyciMDAQBgYG8lsAWFtbY+DAgQAAS0tLDBkyBHPnzsXGjRshk8kwd+5cODs7y6faBg8ejK5du2LatGkIDg7GvXv3EBgYiEmTJvGbbURERC8prYWkiIgIAJB/vb/SwoUL4e/vDwCYPXs2Hj16hPnz56OgoAC9evVCdHS0/B5JALB8+XKIxWJ4eXmhpKQE/fv3R1hYmMK1TVu3bsXChQvh7u4OAHB1dcWqVavk68ViMfbt24d58+bBxcUFLVq0gIeHB4KDgxvs+RMREVHjprWQVPWO10JEIhH8/f3loUlIixYtsHr16lpv+qinp4ctW7bU+lgmJibym0sSERERaf3CbSIiIqLGiCGJiIiISABDEhEREZEAhiQiIiIiAQxJRERERAIYkoiIiIgENIq/3UYEAGejxqm1vaPHHg11QkRExJkkIiIiIkGcSaJ/tLhoT7W2d3HnDUaJiF5WnEkiIiIiEsCQRERERCSAIYmIiIhIAEMSERERkQCGJCIiIiIBDElEREREAhiSiIiIiAQwJBEREREJYEgiIiIiEsCQRERERCSAIYmIiIhIAEMSERERkQCGJCIiIiIBDElEREREAhiSiIiIiAQwJBEREREJYEgiIiIiEsCQRERERCSAIYmIiIhIAEMSERERkQCGJCIiIiIBDElEREREAhiSiIiIiAQwJBEREREJYEgiIiIiEsCQRERERCSAIYmIiIhIAEMSERERkQCGJCIiIiIBDElEREREAhiSiIiIiAQwJBEREREJYEgiIiIiEsCQRERERCSAIYmIiIhIAEMSERERkQCGJCIiIiIBDElEREREAhiSiIiIiAQwJBEREREJYEgiIiIiEsCQVEVERAR69OgBqVSKAQMG4PTp09puiYiIiLSAIekZ0dHRWLRoET755BP89NNPsLe3x3vvvYfs7Gxtt0ZERETPGUPSM0JDQzF+/HhMnjwZlpaWWL16NaRSKf7zn/9ouzUiIiJ6zkQFBQUybTfRGDx+/BgdOnTAtm3bMGrUKPnyefPm4eLFi4iNjdVec0RERPTccSbp/+Xn56O8vBwGBgYKyw0MDJCXl6elroiIiEhbGJKqEIlECj/LZLJqy4iIiOifjyHp/+nr60MsFlebNbp792612SUiIiL652NI+n/NmjWDnZ0d4uPjFZbHx8fDwcFBS10RERGRtjTRdgONyYwZMzB16lT06tULDg4O+M9//oPbt2/Dy8tL260RERHRc8aZpGe4u7sjJCQEq1evRr9+/XD27Fns378fpqamStfS9E0pk5OTMXbsWHTt2hUSiQS7du1Sq966deswaNAgmJiYoFOnTvD09MTFixfVqrl161b06dMHJiYmMDExwdChQ3H8+HG1aj5r7dq1kEgkmD9/vlp1QkJCIJFIFP7r0qWLWjVv376NadOmoVOnTpBKpXBwcEBSUpLK9WxsbKr1KJFI8P7776tcs7y8HMHBwfL9skePHggODsaTJ09UrgkADx48wKJFi9C9e3cYGhpi2LBh+O9//1vv7evat2UyGUJCQmBlZQVDQ0O4ubnh0qVLatWMiYmBu7s7OnXqBIlEgsTERLX6LCsrQ1BQEPr06QMjIyNYWlrC29u7znus1dVncHAwevfuDSMjI5iZmWHEiBFISUlRq+azZs+eDYlEgk2bNqlcz8/Pr9p+OmTIELV7vHLlCj744AOYmpqiQ4cO6N+/PzIyMlSuKXQ8SSQSzJs3T+WaRUVFmD9/Prp16wZDQ0O8+eabCA0NVeu55+Xlwc/PD1ZWVujQoQPGjBmDq1ev1livPu/lyh5D9amp7DFUV01VjqH69KnKMfQshqQqvL29cf78eeTl5eHHH3/E22+/rXSNhrgpZXFxMbp164YVK1agZcuWKteplJSUhClTpuD48eOIiYlBkyZNMGrUKNy7d0/lmkZGRli6dCl+/PFHxMfHo3///pgwYQJ+//13tfs9d+4cIiMjYW1trXYtALCwsEBGRob8P3VCbEFBAZydnSGTybB//36kpKRg1apVal3LFh8fr9Dfjz/+CJFIpHB7CmVt2LABERERWLlyJVJTU7FixQps3boV69atU7kmAMyaNQunTp3C5s2bcfr0aQwaNAijRo3CX3/9Va/t69q3N27ciNDQUKxcuRKnTp2CgYEBRo8ejQcPHqhc8+HDh7C3t8fnn39e7+dZW82HDx/it99+w7x58/Djjz9i9+7dyMnJgYeHR60htK4+LSwssGbNGpw+fRpxcXEwMzODh4dHrd+4re97xeHDh/Hf//4XHTp0UPl5Vxo4cKDC/nrgwAG1al6/fh3Ozs4wMzNDTEwMzpw5g08//RQ6Ojoq13y2v4yMDOzduxcAaj2m6qoZEBCA77//HmFhYUhJScEnn3yCpUuXymsrW1Mmk2HChAm4du0adu3ahZ9++gkmJiYYOXIkiouLBevV571c2WOoPjWVPYbqqqnKMVSfPlU5hp7F+yQ1ACcnJ1hbW+OLL76QL+vZsydGjhyJoKAgteu/9tprWLVqFSZMmKB2rUpFRUUwNTXFrl274OrqqrG6HTt2RFBQkFqnLAsLCzFgwABs3LgRq1atQrdu3bB69WqV64WEhMjfeDVh2bJlSE5O1uisWVVr1qzBF198gT/++AOtWrVSqYanpyf09PQQFhYmXzZt2jTcu3cP+/btU6nmo0ePYGxsjO3bt8PNzU2+fMCAARg6dCg+/fRTpepV3bdlMhmsrKzg4+Mj/43/0aNHsLCwwGeffVav/aq24yU/Px+dOnXCkSNH0K9fP5X7FPLHH3/A0dERycnJ9Qr39al5//59mJqa4uDBg3ByclK55o0bN+Ds7IxDhw7Bw8MDvr6++Oijj1Sq5+fnh7///lvlfUiopre3N0QiEbZu3aqxmlXNmjULp0+fxs8//6xyzbfeegvvvvsuFi9eLF/2zjvvwNraul7vUVVrXrlyBW+++SYSExNhY2MDAKioqECXLl0QGBiISZMm1Vmz6nu5Jo6h2j4fVD2G6vOZo+wxVJ+ayh5DnEnSsMePHyMtLQ2DBw9WWD548GClpviet6KiIlRUVEAikWikXnl5OQ4ePIji4mLY29urVWvOnDkYOXIkBgwYoJHegKe/qXbt2hU9evTAhx9+iOvXr6tc67vvvkOvXr3g5eWFzp07o2/fvtiyZQtkMs38/iGTybBjxw54enqqHJAAwNHREUlJSbh8+TKAp29AiYmJGDp0qMo1nzx5gvLycrRo0UJhecuWLTUSQrOyspCbm6twPLVs2RJ9+vRp1McTAPlv6Zo6ph4/fozIyEi0bdtW/gGqiidPnsDb2xvz5s2DpaWlRno7c+YMOnfujF69emHWrFm4c+eOyrUqKioQFxcHS0tLjBkzBp06dcKgQYMQHR2tkV6Bp/820dHRmDx5slp1HB0dERcXh5s3bwIAUlJS8Pvvv9frw1dIaWkpACgcT6+88gqaN29e7+Op6nu5Jo4hTX8+1LemssdQXTVVOYZ44baGvag3pVy0aBFsbGzUDjQXLlzAsGHDUFJSAh0dHezcuVOtU2SRkZG4du0awsPD1errWW+++Sa++uorWFhY4O7du1i9ejWGDRuGs2fP4tVXX1W63vXr17Ft2zZMnz4dc+bMwfnz57Fw4UIAgK+vr9r9xsfHIysrCxMnTlSrzpw5c1BUVAQHBweIxWI8efIE8+bNg7e3t8o127RpA3t7e6xZswZdu3aFVCpFVFQUUlNTYW5urla/AJCbmwsAgsfTrVu31K7fUB4/foxPP/0ULi4ueO2119SqFRcXhylTpuDhw4cwNDTEt99+i/bt26tcLyQkBHp6epgyZYpafVUaMmQI3n33XZiZmeHGjRsIDg7GiBEjkJCQgObNmytd786dOygqKsK6deuwePFiBAUF4aeffoKPjw9atWoFFxcXtXs+ePAgSktLMW7cOLXqrFy5EnPnzkX37t3RpMnTj9NVq1ap3GOXLl1gYmKCZcuW4YsvvoCOjg6++uor5OTkyI+FulR9L9fEMaSpzwdlaqpyDNVUU51jiCGpgbxIN6VcvHgxzp49i7i4OIjFYrVqWVhYIDExEYWFhYiJiYGfnx+OHj2Kbt26KV0rMzMTy5Ytw7Fjx9CsWTO1+npW1ZmTN998E3Z2dti9ezdmzpypdL2Kigq88cYb8lOptra2uHbtGiIiIjQSkiIjI9GzZ0/06NFDrTrR0dHYu3cvIiIiYGVlhfPnz2PRokUwNTWt1zR+TcLDwzFjxgx069YNYrEYtra28PDwwG+//aZWv896kY6nJ0+ewNfXF4WFhdizZ4/a9fr164fExETk5+cjMjIS//rXv3DixAkYGhoqXSspKQm7d++u14Xq9TVmzBj5/1tbW8POzg42NjY4fvw4RowYoXS9iooKAE9PW1Uejz169EBaWhoiIiI0EpIiIyPh5uaGdu3aqVUnPDwcKSkp2LNnD0xMTHD69GksWbIEpqamdV68LqRp06bYsWMHZs6ciddffx1isRgDBw6s92xvbe/lqh5Dmvx8qG9NVY6h2mqqcwzxdJuGvWg3pfT398fBgwcRExODjh07ql2vWbNmMDc3l4cGGxsbfPXVVyrVSk1NRX5+Pt566y3o6+tDX18fycnJiIiIgL6+vnxqWl2tW7eGlZUVrl27ptL2Uqm02mmLLl26yKfg1XHnzh3ExsaqfVoAAAIDAzFz5kyMGTMG1tbWGDt2LGbMmIH169erVff1119HbGwscnJycOHCBZw6dQplZWUwMzNTu2epVAoAL8zx9OTJE0yZMgUXLlzA4cOHVZqZrEpHRwfm5ubo3bs3vvzySzRt2hTbt29XqVZiYiJu374NS0tL+TGVnZ2NoKAglX6REdKhQwcYGRmpfDzp6+ujSZMmDXZMpaen49dff1X7mHr06BGWLVuGpUuXwtXVFd27d4evry/c3d1r/bZgXezs7JCUlISsrCxkZGTg4MGD+Pvvv+s8nmp6L1fnGNL050N9aqpyDNVVU51jiCFJw16km1IuXLgQUVFRiImJUfsr8DWpqKjA48ePVdrWzc0Np0+fRmJiovy/N954A2PGjEFiYqLGZpdKSkqQmZkpfzNRlqOjI65cuaKw7MqVKzAxMVG7t127dqF58+Zwd3dXu9bDhw+r/YYlFovlv7mrS0dHB4aGhigoKMAPP/yAd955R+2aZmZmkEqlCsdTSUkJzpw50+iOp7KyMnh5eeHChQs4cuSIyvtTXdQ5pry9vZGcnKxwTHXo0AHTp0/H4cOHNdJffn4+bt26pfLzb9asGXr27InMzEyF5Zo6piIjI2FqaoqBAweqVaesrAxlZWUNdkzp6uqiXbt2uHr1Kn799ddaj6fa3stVPYYa4vOhrpqqHEOq9KnMMcTTbQ2gIW5KWVRUJP/NrKKiAjdv3kR6ejr09PRUeuOYN28e9u3bh507d0IikcjPW+vo6KB169Yq9fjvf/8bw4YNw2uvvYaioiJERUUhKSkJ+/fvV6le5X1MntWqVSvo6emp9Vtv5XluY2Nj+TVJDx8+VPn6hOnTp2PYsGFYs2YN3N3dkZ6eji1btmDJkiUq9wg8nQ7fvn073N3d0aZNG7VqAYCLiws2bNgAMzMzWFlZIT09HaGhoRg7dqxadX/44QdUVFTAwsICf/75J5YsWQILC4t6f/uyrn3bz88Pa9euhYWFBTp37ow1a9ZAR0cHHh4eKte8d+8esrOzUVhYCAD4888/oaurC6lUWuMbc201O3TogMmTJ+PXX3/Fnj17IBKJ5MdU27Zta/zqfG01dXV18cUXX8DFxQVSqRT5+fnYunUr/vrrr1q/tl7Xc686e9CkSRNIpVJYWFgoXU9PTw8rVqzAiBEjIJVKcePGDSxbtgwGBgYYPny4yj3OmjULXl5e6NOnD/r374/ExERER0fXes+n+rxHPnz4EAcOHMCsWbPqdaqprppvv/02li5dCh0dHZiYmCA5ORl79+7F0qVLVa556NAhvPrqqzA1NcWFCxewaNEiuLm5VfsyUKW63stFIpHSx1B9Ph+UPYbqqvnkyROlj6G6at6/f1+lY+hZvAVAA4mIiMDGjRuRm5uLrl27Yvny5Srdc6lSYmIi3n333WrLx40bh82bNytdr6ar/xcuXAh/f3+l6wFPvwqcmJiIvLw8tG3bFtbW1pg1a5bK3/QQ4ubmpvYtAD788EOcPn0a+fn5aNeuHd58800EBATAyspK5ZrHjx/HsmXLcOXKFRgbG8PHxwdTp05V67qZn376CSNGjMAPP/yAXr16qVyn0oMHD/D555/j6NGjuHv3LqRSKcaMGYMFCxZU+3aaMr799lssXboUf/31F/T09DBixAh8+umn0NXVrdf2de3bMpkMK1aswDfffIOCggL06tULa9asqTUo11Vz165dmDFjRrX1te3/tdVctGgRbG1tBbcLDQ2tMTDWVnPt2rXw8fHBL7/8gr///huvvvoq3njjDXzyySd48803BevVVVPovcLGxqbWWwDUVm/dunWYMGEC0tPTUVhYCKlUin79+iEgIADGxsZq9bhr1y6sW7cOOTk5MDc3x8cff1xrMK5PzZ07d2L27Nn4/fff67w/VH1q5ubmYunSpYiPj8e9e/dgYmKCSZMmYebMmTUe+3XVDAsLw6ZNm5CXlwepVIqxY8diwYIFNc6c1+e9XNljqD41lT2G6qqZlZWl9DFUV82HDx+qdAw9iyGJiIiISACvSSIiIiISwJBEREREJIAhiYiIiEgAQxIRERGRAIYkIiIiIgEMSUREREQCGJKIiIiIBDAkEZHWuLm5wc3NTentJBIJ5s6d2wAdqa8x90ZEymFIIiIiIhLAv91GRFrz7bffarsFIqIacSaJiLSmWbNmNf5NKtKMhw8farsFohcWQxIRaVxISAgkEgn++OMP+Pj4wNTUFGZmZvjoo49w//59+Tiha5JkMhm2bt2Kvn37wtDQEObm5hg1ahROnz5d62OGhYXJ/yo98PQPt/r5+VUb5+fnBxsbG/nPWVlZkEgkWL9+PcLDw9GjRw8YGhpiyJAh+Pnnn1V+DU6cOIF+/fpBKpWiZ8+eiIqKqjYmOzsbPj4+MDc3h1QqRd++fbFnzx6FMYmJiZBIJEhMTKy2vUQiQUhIiPznZ1/3adOm4fXXX4ejo6PKz4HoZcfTbUTUYD788EMYGRlhyZIlOH/+PLZv346bN2/Weppt9uzZ2L59OwYOHIjx48dDJpMhNTUVZ86cQZ8+fQS3WbduHZYtW4Zly5Zh1qxZKvV64MABFBYWYsqUKaioqEBERARGjRqFhIQEdO7cWala586dw3fffQcvLy9MnDgR27dvh6+vL2xsbGBpaQkAyM/Ph4uLC+7duwdfX18YGhoiOjoafn5+KCgoEAx49eXl5QVTU1MEBATg8ePHKtchetkxJBFRgzEyMsKBAwcgEokAAFKpFKtXr8apU6cwePDgauMTExOxfft2TJ48GRs3bpQvnzFjBmQymeBjBAcHY+3atVi9ejV8fHxU7vXKlSs4d+4czMzMAACjRo2Co6MjVqxYgYiICKVq/fHHH0hOTpYHolGjRqF79+7YuXMnPvvsMwDA+vXrkZOTg8OHD2PAgAEAnoZKV1dXBAcHY/z48dDV1VXpuXTu3Bk7duxQaVsi+h+ebiOiBuPj4yMPSAAwbdo0AMD3338vOD4mJgYA8Omnn1Zb92ydSosXL8a6devwxRdfqBWQAMDV1VUekICnQcPJyQknTpxQula/fv3kAQkA2rdvDwsLC1y/fl2+7Pjx4+jRo4c8IAFPr9Hy8/NDcXExkpKSVHsiAKZMmaLytkT0PwxJRNRgOnXqpPCzvr4+JBIJsrOzBcf/+eefMDAwgIGBQZ21Dxw4gK+++grBwcGYOHGixnutXFZYWIjCwkKlapmYmFRbJpFIcO/ePfnPN27cQJcuXaqNqwxXN27cUOoxn9WxY0eVtyWi/2FIIqIGIzT7U9Nps8p1QtsIsbe3R4cOHbBt2zbk5eXV67EBoLy8XCO91kYsFgsur0+9qmOUfR4A0LJlyzofh4jqxpBERA3mypUrCj/n5+ejsLBQcKYFAMzNzZGXl4c7d+7UWdvMzAyHDh1CYWEhRo0apTBLAzyduRGaAappFqtqrwBw7do16OrqqnxtUG1MTU1x+fLlasszMzPl64GnzwNAteeizkwTEdUPQxIRNZitW7cqzIyEhYUBAIYOHSo4fsSIEQCA5cuXV1snNAtjaWmJ6Oho5OTkwN3dXeH2Aubm5jh37hxKS0vly9LS0pCSkiL42HFxccjKypL/fOXKFfzwww8YMmRIbU9RZc7OzkhPT8dPP/0kX1ZWVoawsDC0atUKffv2BfA0LInF4mq3ANiyZUuD9EVE/8NvtxFRg/nrr7/w3nvvwdnZGb///jsiIyMxYMAAODk5CY7v168fxo8fj6+//hrXr1/HsGHDADz9Sr21tTU++eSTatv06NEDUVFRGD16NDw9PXHw4EG0atUKXl5eOHToEEaPHo0xY8bg1q1b+Prrr2FlZYUHDx5Uq9OpUye888478Pb2RkVFBbZu3YrmzZtj4cKFmn1R/t/cuXMRHR2NcePGYerUqZBKpfj2229x7tw5LF++XD571bZtW4wZMwYREREQiUSwsLBAYmKiwkXgRNQwGJKIqMFs27YNa9eulX/tfcKECYKzRM/68ssvYW1tjR07diAoKAitW7eGra0t3n777Rq36d27N/bu3Yv33nsPEyZMwN69ezFgwACsXLkSmzZtwuLFi2FlZYWIiAjs379f8Jtj7733Hlq1aoXQ0FDk5uaie/fuWL58ueDF1Zqgr6+P48ePY+nSpfj666/x8OFDdO7cGZs3b8a4ceMUxq5cuRJPnjzBzp078corr2DYsGGIiopS+v5NRKQcUUFBgWpXJhIR1SAkJAQrV65ERkYGpFKpttupVVZWFmxtbREUFIS5c+dqux0iakR4TRIRERGRAJ5uIyKqQ3l5Oe7evVvrmBYtWjTIt+CISHsYkoiI6nDz5k3Y2trWOmbcuHHYvHnzc+qIiJ4HXpNERFSHkpISnD17ttYxhoaGsLKyek4dEdHzwJBEREREJIAXbhMREREJYEgiIiIiEsCQRERERCSAIYmIiIhIwP8BpLA80zSzuVMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "sns.countplot(x=train['pickup_hour']).set_title(\"Pickup Hours Distribution\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "74bd4fb65a306f05fafe0906153519e5812161fd"
   },
   "source": [
    "픽업은 이른 아침에 훨씬 낮습니다. 대부분의 피크는 오후 6시에서 8시 사이에 가장 높습니다.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "_uuid": "dc446fa445142f6cb5d07a3467692ccc2f99538b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Dropoff Hours Distribution')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "sns.countplot(x=train['dropoff_hour']).set_title(\"Dropoff Hours Distribution\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "09ace750102acfb9f135abf62ad88f6b90faad3d"
   },
   "source": [
    "픽업 시간과 매우 유사한 하차 시간 분포\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "a28543f2f6d6d74aab5fc8c8234fd78235b32adb"
   },
   "source": [
    "### Pickups over the entire time period"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "_uuid": "93f60b28f6ab4ad07493567cdc9e87f8ae3b22ab"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Distribution of Pickups over time')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "plt.plot(train.groupby('pickup_date').count()[['id']], 'o-',label='train')\n",
    "\n",
    "\n",
    "plt.title(\"Distribution of Pickups over time\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "b7ecc60bae3f57d4396b9eb96ee2f8a47d42a734"
   },
   "source": [
    "2016년 1월 말에 픽업 횟수가 감소했습니다.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "94d602834d8c360d354dac42b2659c21dcf329df"
   },
   "source": [
    "### What is the distribution of Trip distance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "_uuid": "bc7ff3cb3e0d749ddd43650abe6c80a8bae26278"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Trip Distance (log)')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "sns.kdeplot(np.log(train['trip_distance'].values)).set_title(\"Trip Distance Distribution\")\n",
    "plt.xlabel(\"Trip Distance (log)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "7a3b9e63ad37296741f3616a0b37677decba9d7c"
   },
   "source": [
    "### Trip Duration vs Trip Distance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "_uuid": "5484de5325a39b677ab51b98ac464041d51df21c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Trip Duration (log scale)')"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(np.log(train['trip_distance'].values), np.log(train['trip_duration'].values),\n",
    "              color='blue', label='train')\n",
    "plt.title(\"Distribution of Trip Distance vs Trip Duration\")\n",
    "plt.xlabel(\"Trip Distance (log scale)\")\n",
    "plt.ylabel(\"Trip Duration (log scale)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "24438defbc526e5d1f00248a345267f7ef8ebf23"
   },
   "source": [
    "### Is the trip duration higher at different hours?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "_uuid": "f58ca48924f60d988ecb55b758792d40acb457e1"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x248bc2b38b0>]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "avg_duration_hour=train.groupby(['pickup_hour'])['trip_duration'].mean().reset_index().rename(columns={'trip_duration':'avg_trip_duration'})\n",
    "plt.figure(figsize=(8,5))\n",
    "plt.plot(train.groupby(['pickup_hour'])['trip_duration'].mean(),'o-')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "0e80760e2a98dfab3cd2b60e2dad5a6e65c1b54e"
   },
   "source": [
    "Trip duration increases between 10 to 15 hours. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "f1c10ccea538b2c02ce8136df7c0d26cf360d80e"
   },
   "source": [
    "### Distribution of Pickups across Days\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "_uuid": "384ffbcddebe6fc4fd97eb2b34ad60b770c974c8"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='pickup_day_of_week', ylabel='count'>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "sns.countplot(train['pickup_day_of_week'],order=['Monday','Tuesday','Wednesday','Thursday','Friday','Saturday', 'Sunday'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "bd956612618222fd7082ef2838414f67855b37dc"
   },
   "source": [
    "월요일 픽업 횟수가 매우 적습니다.화요일부터 금요일까지 픽업 횟수가 계속 증가합니다.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "0dda0709d7dc3b26e3a878a4dfe803fa88d28670"
   },
   "source": [
    "### Avg Trip Duration over Days of week"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "_uuid": "befa0654e3e6d666e0559825d2181bed67f9bfa9"
   },
   "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>pickup_day_of_week</th>\n",
       "      <th>avg_trip_duration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Friday</td>\n",
       "      <td>990.224200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Monday</td>\n",
       "      <td>897.947839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Saturday</td>\n",
       "      <td>948.051175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Sunday</td>\n",
       "      <td>901.639395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Thursday</td>\n",
       "      <td>1006.528654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Tuesday</td>\n",
       "      <td>983.463124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Wednesday</td>\n",
       "      <td>975.450494</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  pickup_day_of_week  avg_trip_duration\n",
       "0  Friday             990.224200       \n",
       "1  Monday             897.947839       \n",
       "2  Saturday           948.051175       \n",
       "3  Sunday             901.639395       \n",
       "4  Thursday           1006.528654      \n",
       "5  Tuesday            983.463124       \n",
       "6  Wednesday          975.450494       "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "avg_duration_day=train.groupby(['pickup_day_of_week'])['trip_duration'].mean().reset_index().rename(columns={'trip_duration':'avg_trip_duration'})\n",
    "avg_duration_day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "_uuid": "f0d80e8e15217ab503c0b9faf512e3cc735df499"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Avg Trip Duration vs Pickup Days of Week')"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "sns.barplot(x='pickup_day_of_week', y='avg_trip_duration', data=avg_duration_day,order=['Monday','Tuesday','Wednesday','Thursday','Friday','Saturday', 'Sunday']).set_title(\"Avg Trip Duration vs Pickup Days of Week\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "92deadec6739b472c7a1d484bf2b7d383ea19483"
   },
   "source": [
    "The highest average speed is on Thursday"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "3b5c94cbfe08815891d782777c0787497eaf0116"
   },
   "source": [
    "### Create a caluclated field Bearing \n",
    "\n",
    "Bearing measures the direction of travel\n",
    "The formula is:\n",
    "    θ = atan2( sin Δλ ⋅ cos φ2 , cos φ1 ⋅ sin φ2 − sin φ1 ⋅ cos φ2 ⋅ cos Δλ )\n",
    "    λ is the longitude"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "_uuid": "d99f2b29590664c54624fa3a76ad918f8b45f789"
   },
   "outputs": [],
   "source": [
    "def calculateBearing(lat1,lng1,lat2,lng2):\n",
    "    R = 6371 \n",
    "    lng_delta_rad = np.radians(lng2 - lng1)\n",
    "    lat1, lng1, lat2, lng2 = map(np.radians, (lat1, lng1, lat2, lng2))\n",
    "    y = np.sin(lng_delta_rad) * np.cos(lat2)\n",
    "    x = np.cos(lat1) * np.sin(lat2) - np.sin(lat1) * np.cos(lat2) * np.cos(lng_delta_rad)\n",
    "    return np.degrees(np.arctan2(y, x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "_uuid": "1b0e359e7f9e9b541e4c78809700b701f3a3829b"
   },
   "outputs": [],
   "source": [
    "train['bearing']=train.apply(lambda row:calculateBearing(row['pickup_latitude_round3'],row['pickup_longitude_round3'],row['dropoff_latitude_round3'],row['dropoff_longitude_round3']),axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "cfd15644754aa73daba2e37f640d6a6941c9724e"
   },
   "source": [
    "### Distribution of Bearing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "_uuid": "fa637eda8c7ce885646f679826e3651bf8103e63"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='bearing', ylabel='Density'>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(train['bearing'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "6ba75a92a76400971ff7732e3e3f22a5416cf8de"
   },
   "source": [
    "### Bearing vs Trip Duration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "_uuid": "215e79381a9c88bd6afb094f9a4a91d029051fef"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Trip Duration (log scale)')"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "plt.scatter(train['bearing'].values,y=np.log(train['trip_duration'].values))\n",
    "plt.xlabel(\"Bearing\")\n",
    "plt.ylabel(\"Trip Duration (log scale)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "cd6209b13768be096536339cc1c12c0341a46522"
   },
   "source": [
    "여행 기간의 이상치는 모두 베어링 -50도입니다.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "95f36d8e1e7e05281a1567ee766ddf704830abd5"
   },
   "source": [
    "### Distribution of Store and FWD Flag"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "_uuid": "d211958d5aa7d228c47627abf9778e1ca4c9806f"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "N    1450599\n",
       "Y    8045   \n",
       "Name: store_and_fwd_flag, dtype: int64"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train['store_and_fwd_flag'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "_uuid": "67ecde0975c72a098fe1c18f5157bf3fda6bf0cb"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Density')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "sns.kdeplot(np.log(train.loc[train['store_and_fwd_flag']=='Y','trip_duration'].values),label= 'Store and Fwd =Yes')\n",
    "sns.kdeplot(np.log(train.loc[train['store_and_fwd_flag']=='N','trip_duration'].values),label= 'Store and Fwd =No')\n",
    "   \n",
    "plt.title(\"Distribution of  Store and Fwd Flag vs Trip Duration(log scale)\")\n",
    "plt.xlabel('Trip Duration (log scale)')\n",
    "plt.ylabel('Density')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "8bdf0e5aa29a53b5cb9a332e97b843692670cb30"
   },
   "source": [
    "### Group Locations into cluster\n",
    "\n",
    "이것은 이웃을 만드는 데 도움이 될 것입니다. 특정 동네에서 픽업하는 경우 이동 시간이 더 길어질 수 있습니다.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 40.76793671, -73.98215485],\n",
       "       [ 40.73856354, -73.98041534],\n",
       "       [ 40.7639389 , -73.97902679],\n",
       "       ...,\n",
       "       [ 40.74866486, -73.87660217],\n",
       "       [ 40.89178848, -73.85426331],\n",
       "       [ 40.76937866, -73.96932983]])"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coords = np.vstack((train[['pickup_latitude', 'pickup_longitude']].values,\n",
    "                    train[['dropoff_latitude', 'dropoff_longitude']].values,\n",
    "                    test[['pickup_latitude', 'pickup_longitude']].values,\n",
    "                    test[['dropoff_latitude', 'dropoff_longitude']].values))\n",
    "coords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "_uuid": "4100640166da4135ca399e0538c2ac48fd5189c3"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-74.03, -73.75)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmeans = KMeans(n_clusters=8, random_state=0).fit(coords)\n",
    "\n",
    "train.loc[:, 'pickup_neighbourhood'] = kmeans.predict(train[['pickup_latitude', 'pickup_longitude']])\n",
    "train.loc[:, 'dropoff_neighbourhood'] = kmeans.predict(train[['dropoff_latitude', 'dropoff_longitude']])\n",
    "\n",
    "city_long_border = (-74.03, -73.75)\n",
    "city_lat_border = (40.63, 40.85)\n",
    "\n",
    "fig, ax = plt.subplots(ncols=1, sharex=True, sharey=True)\n",
    "ax.scatter(train['pickup_longitude'], train['pickup_latitude'],\n",
    "              c=train['pickup_neighbourhood'], label='train', alpha=0.1)\n",
    "\n",
    "fig.suptitle('Pickup Neighbourhood')\n",
    "\n",
    "ax.set_ylabel('latitude')\n",
    "ax.set_xlabel('longitude')\n",
    "plt.ylim(city_lat_border)\n",
    "plt.xlim(city_long_border)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "d24bb7eab2d26deeb684060ac1509741ea6712a6"
   },
   "source": [
    "### Number of pickups in each neighbourhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "_uuid": "8f25162badaabf722940cf0c1d9a3d376f275745"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Distribution of Number of Pickups across Neighbourhoods')"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "sns.countplot(train['pickup_neighbourhood']).set_title(\"Distribution of Number of Pickups across Neighbourhoods\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "_uuid": "9efed8f68029122fbea4a208e1bca747ee2d3aee"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Avg Trip Duration vs Neighbourhood')"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "avg_duration_neighbourhood=train.groupby(['pickup_neighbourhood'])['trip_duration'].mean().reset_index().rename(columns={'trip_duration':'avg_trip_duration'})\n",
    "plt.figure(figsize=(8,5))\n",
    "sns.barplot(x='pickup_neighbourhood',y='avg_trip_duration',data=avg_duration_neighbourhood).set_title(\"Avg Trip Duration vs Neighbourhood\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "35d67d1e0addd4a1cd4783396fe7d2d738c81a61"
   },
   "source": [
    "이웃 2는 평균 이동 시간이 매우 길지만 이웃 0에는 대부분의 픽업이 있습니다.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "c56d7758c4f868c4acad223d3b4ac80eac29590e"
   },
   "source": [
    "### Distribution of Average speed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "_uuid": "539a18a826a8c4c80d69d38cfbf9fd178219d1e1"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Distribution of Average Speed (in kph)')"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train['avg_speed_kph']=train['trip_distance']/train['trip_duration_in_hour']\n",
    "plt.figure(figsize=(8,5))\n",
    "sns.kdeplot(train['avg_speed_kph'].values).set_title(\"Distribution of Average Speed (in kph)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "_uuid": "84083eab8989fd38709ccdbe6dc2313b82e3026b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average speed is 14.427736738458675 kph\n"
     ]
    }
   ],
   "source": [
    "print(\"Average speed is\",np.mean(train['avg_speed_kph']),\"kph\") #The average speed is 14 kmph"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "471f618ac362f11b7f37fb97137abde1858ca709"
   },
   "source": [
    "### Average Speed across days of week - this is indication of traffic speed.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "_uuid": "34bc201d9dedb72d94f9c53c8438239c4384d2e0"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Avg Speed (kph) vs Pickup Days of Week')"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "avg_speed_per_day=train.groupby(['pickup_day_of_week'])['avg_speed_kph'].mean().reset_index()\n",
    "plt.figure(figsize=(8,5))\n",
    "sns.barplot(x='pickup_day_of_week',y='avg_speed_kph',data=avg_speed_per_day,order=['Monday','Tuesday','Wednesday','Thursday','Friday','Saturday', 'Sunday']).set_title(\"Avg Speed (kph) vs Pickup Days of Week\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "3bc7fe871d9efd2383a3942b84e0f3f256c3910b"
   },
   "source": [
    "The average speed is higher on sunday and monday. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "fad8499b6e7beddbd8f52567a9a423e8c5aecedf"
   },
   "source": [
    "### Feature Engineering on Test Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "_uuid": "16b3e54ccc943b30cae8e8396d0c69a3aa449b91"
   },
   "outputs": [],
   "source": [
    "test['pickup_datetime']=pd.to_datetime(test['pickup_datetime'],format='%Y-%m-%d %H:%M:%S')\n",
    "#test['dropoff_datetime']=pd.to_datetime(test['dropoff_datetime'],format='%Y-%m-%d %H:%M:%S')\n",
    "test['pickup_date']= test['pickup_datetime'].dt.date\n",
    "test['pickup_day']=test['pickup_datetime'].apply(lambda x:x.day)\n",
    "test['pickup_hour']=test['pickup_datetime'].apply(lambda x:x.hour)\n",
    "test['pickup_day_of_week']=test['pickup_datetime'].apply(lambda x:calendar.day_name[x.weekday()])\n",
    "#test['dropoff_date']= test['dropoff_datetime'].dt.date\n",
    "#test['dropoff_day']=test['dropoff_datetime'].apply(lambda x:x.day)\n",
    "#test['dropoff_hour']=test['dropoff_datetime'].apply(lambda x:x.hour)\n",
    "#test['dropoff_day_of_week']=test['dropoff_datetime'].apply(lambda x:calendar.day_name[x.weekday()])\n",
    "test['pickup_latitude_round3']=test['pickup_latitude'].apply(lambda x:round(x,3))\n",
    "test['pickup_longitude_round3']=test['pickup_longitude'].apply(lambda x:round(x,3))\n",
    "test['dropoff_latitude_round3']=test['dropoff_latitude'].apply(lambda x:round(x,3))\n",
    "test['dropoff_longitude_round3']=test['dropoff_longitude'].apply(lambda x:round(x,3))\n",
    "test['trip_distance']=test.apply(lambda row:calculateDistance(row),axis=1)\n",
    "#test['trip_duration_in_hour']=test['trip_duration'].apply(lambda x:x/3600)\n",
    "test['bearing']=test.apply(lambda row:calculateBearing(row['pickup_latitude_round3'],row['pickup_longitude_round3'],row['dropoff_latitude_round3'],row['dropoff_longitude_round3']),axis=1)\n",
    "test.loc[:, 'pickup_neighbourhood'] = kmeans.predict(test[['pickup_latitude', 'pickup_longitude']])\n",
    "test.loc[:, 'dropoff_neighbourhood'] = kmeans.predict(test[['dropoff_latitude', 'dropoff_longitude']])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "9b6369499de0a3edd18dec5a14186e8bf34c123f"
   },
   "source": [
    "### Building Models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "102ff40d04d536e6f823f1b9ff00ce0aedd51abf"
   },
   "source": [
    "교육 데이터에서 \"dropoff datetime 기능\"을 삭제해야 합니다. 우리는 또한 lat lng을 소수점 3자리로 반올림해서 보관합니다.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "_uuid": "5841bbab56eafc96a8300ca7d4d70a9f93f3bb6e"
   },
   "outputs": [],
   "source": [
    "drop_cols=['avg_speed_kph','trip_duration_in_hour','dropoff_date','dropoff_day','dropoff_hour','dropoff_day_of_week','dropoff_datetime','pickup_latitude','pickup_longitude','dropoff_latitude','dropoff_longitude']\n",
    "training=train.drop(drop_cols,axis=1)\n",
    "testing=test.drop(['pickup_latitude','pickup_longitude','dropoff_latitude','dropoff_longitude'],axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "9710b07227047e6d84a85cbd5cc5fc1a1dd28da3"
   },
   "source": [
    "우리는 trip_duration을 예측해야 합니다. 로그 척도로 변환하고 예측합니다.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "_uuid": "a3b99067661ce4a4cfd6e82f523ce00bf7883e77"
   },
   "outputs": [],
   "source": [
    "training['log_trip_duration']=training['trip_duration'].apply(lambda x:np.log(x))\n",
    "training.drop(['trip_duration'],axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "_uuid": "f22fe62d5afd5cf42008dd92b4c57ed590fe7da8"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training Data Shape  (1458644, 18)\n",
      "Testing Data Shape  (625134, 17)\n"
     ]
    }
   ],
   "source": [
    "print(\"Training Data Shape \",training.shape)\n",
    "print(\"Testing Data Shape \",testing.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "50b45a75ec4dcb06d530cd02b409f5e599faec9e"
   },
   "source": [
    "또한 요일을 숫자로 인코딩합니다.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "_uuid": "945793c28f32b851b42cab36a09bdc02b9dc21d8"
   },
   "outputs": [],
   "source": [
    "def encodeDays(day_of_week):\n",
    "    day_dict={'Sunday':0,'Monday':1,'Tuesday':2,'Wednesday':3,'Thursday':4,'Friday':5,'Saturday':6}\n",
    "    return day_dict[day_of_week]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "_uuid": "5cba892a1e6e8d6130f84706ed6fdaf34a128899"
   },
   "outputs": [],
   "source": [
    "training['pickup_day_of_week']=training['pickup_day_of_week'].apply(lambda x:encodeDays(x))\n",
    "testing['pickup_day_of_week']=testing['pickup_day_of_week'].apply(lambda x:encodeDays(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "_uuid": "20f11b20810fb0c74617fef834c260972add2bf6"
   },
   "outputs": [],
   "source": [
    "training.to_csv(\"input_training.csv\",index=False)\n",
    "testing.to_csv(\"input_testing.csv\",index=False)\n",
    "del training\n",
    "del testing\n",
    "del train\n",
    "del test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "_uuid": "7c99a3272ad8a2191885afc6939ad71c1ccf4679"
   },
   "outputs": [],
   "source": [
    "def LabelEncoding(train_df,test_df,max_levels=2):\n",
    "    for col in train_df:\n",
    "        if train_df[col].dtype == 'object':\n",
    "            if len(list(train_df[col].unique())) <= max_levels:\n",
    "                le = preprocessing.LabelEncoder()\n",
    "                le.fit(train_df[col])\n",
    "                train_df[col]=le.transform(train_df[col])\n",
    "                test_df[col]=le.transform(test_df[col])\n",
    "    return [train_df,test_df]\n",
    "                \n",
    "\n",
    "def readInputAndEncode(input_path, train_file, test_file, target_column):\n",
    "    training = pd.read_csv(input_path+train_file)\n",
    "    testing = pd.read_csv(input_path+test_file)\n",
    "   \n",
    "    training, testing = LabelEncoding(training, testing)\n",
    "    \n",
    "    #print(\"Training Data Shape after Encoding \",training.shape)\n",
    "    #print(\"Testing Data Shape after Encoding \",testing.shape)\n",
    "    #Check if all train columns are there in test data. If not add the column to test data and replace it with zero\n",
    "    train_cols = training.columns.tolist()\n",
    "    test_cols = testing.columns.tolist()\n",
    "    col_in_train_not_test = set(train_cols)-set(test_cols)\n",
    "    for col in col_in_train_not_test:\n",
    "        if col != target_column:\n",
    "            testing[col] = 0\n",
    "            \n",
    "    col_in_test_not_train = set(test_cols)-set(train_cols)\n",
    "    \n",
    "    for col in col_in_test_not_train:\n",
    "        training[col] = 0\n",
    "        \n",
    "    print(\"Training Data Shape after Processing \", training.shape)\n",
    "    print(\"Testing Data Shape after Processing \", testing.shape)\n",
    "    return [training,testing]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "_uuid": "6df3b8198585260cc90dd15d9aa62f3e4c5a1902"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training Data Shape after Processing  (1458644, 18)\n",
      "Testing Data Shape after Processing  (625134, 17)\n"
     ]
    }
   ],
   "source": [
    "train, test = readInputAndEncode(\"\", 'input_training.csv', 'input_testing.csv', 'log_trip_duration')\n",
    "train.drop(['pickup_date'],axis=1,inplace=True)\n",
    "test.drop(['pickup_date'],axis=1,inplace=True)\n",
    "train.drop(['pickup_datetime'],axis=1,inplace=True)\n",
    "test.drop(['pickup_datetime'],axis=1,inplace=True)\n",
    "\n",
    "test_id=test['id']\n",
    "train.drop(['id'],axis=1,inplace=True)\n",
    "test.drop(['id'],axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "_uuid": "d3ea66ecec3618aee833e7476cfa22ee92104ba6"
   },
   "outputs": [],
   "source": [
    "def GetFeaturesAndSplit(train, test, target, imputing_strategy='median', split=0.25, imputation=True):\n",
    "    labels = np.array(train[target]) # train['log_trip_duration']\n",
    "    training = train.drop(target, axis = 1)\n",
    "    training = np.array(training)\n",
    "    testing = np.array(test)\n",
    "    \n",
    "    if imputation==True:\n",
    "        imputer=Imputer(strategy=imputing_strategy,missing_values=np.nan)\n",
    "        imputer.fit(training)\n",
    "        training=imputer.transform(training)\n",
    "        testing=imputer.transform(testing)\n",
    "        \n",
    "    train_features, validation_features, train_labels, validation_labels = train_test_split(training, labels, test_size = split, random_state = 42)\n",
    "    return [train_features,validation_features,train_labels,validation_labels,testing]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "_uuid": "fd88cb7638873e201518652c755d4af5f0d45a28"
   },
   "outputs": [],
   "source": [
    "train_features, validation_features, train_labels, validation_labels, testing = GetFeaturesAndSplit(train, test, \n",
    "                                                                                                    'log_trip_duration',\n",
    "                                                                                                    imputation=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "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>vendor_id</th>\n",
       "      <th>passenger_count</th>\n",
       "      <th>store_and_fwd_flag</th>\n",
       "      <th>pickup_day</th>\n",
       "      <th>pickup_hour</th>\n",
       "      <th>pickup_day_of_week</th>\n",
       "      <th>pickup_latitude_round3</th>\n",
       "      <th>pickup_longitude_round3</th>\n",
       "      <th>dropoff_latitude_round3</th>\n",
       "      <th>dropoff_longitude_round3</th>\n",
       "      <th>trip_distance</th>\n",
       "      <th>bearing</th>\n",
       "      <th>pickup_neighbourhood</th>\n",
       "      <th>dropoff_neighbourhood</th>\n",
       "      <th>log_trip_duration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>40.768</td>\n",
       "      <td>-73.982</td>\n",
       "      <td>40.766</td>\n",
       "      <td>-73.965</td>\n",
       "      <td>1.498991</td>\n",
       "      <td>98.823984</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>6.120297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40.739</td>\n",
       "      <td>-73.980</td>\n",
       "      <td>40.731</td>\n",
       "      <td>-73.999</td>\n",
       "      <td>1.806074</td>\n",
       "      <td>-119.053505</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>6.496775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>40.764</td>\n",
       "      <td>-73.979</td>\n",
       "      <td>40.710</td>\n",
       "      <td>-74.005</td>\n",
       "      <td>6.387103</td>\n",
       "      <td>-159.948291</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>7.661056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>40.720</td>\n",
       "      <td>-74.010</td>\n",
       "      <td>40.707</td>\n",
       "      <td>-74.012</td>\n",
       "      <td>1.485965</td>\n",
       "      <td>-173.347990</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>6.061457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "      <td>40.793</td>\n",
       "      <td>-73.973</td>\n",
       "      <td>40.783</td>\n",
       "      <td>-73.973</td>\n",
       "      <td>1.188962</td>\n",
       "      <td>180.000000</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>6.075346</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   vendor_id  passenger_count  store_and_fwd_flag  pickup_day  pickup_hour  \\\n",
       "0  2          1                0                   14          17            \n",
       "1  1          1                0                   12          0             \n",
       "2  2          1                0                   19          11            \n",
       "3  2          1                0                   6           19            \n",
       "4  2          1                0                   26          13            \n",
       "\n",
       "   pickup_day_of_week  pickup_latitude_round3  pickup_longitude_round3  \\\n",
       "0  1                   40.768                 -73.982                    \n",
       "1  0                   40.739                 -73.980                    \n",
       "2  2                   40.764                 -73.979                    \n",
       "3  3                   40.720                 -74.010                    \n",
       "4  6                   40.793                 -73.973                    \n",
       "\n",
       "   dropoff_latitude_round3  dropoff_longitude_round3  trip_distance  \\\n",
       "0  40.766                  -73.965                    1.498991        \n",
       "1  40.731                  -73.999                    1.806074        \n",
       "2  40.710                  -74.005                    6.387103        \n",
       "3  40.707                  -74.012                    1.485965        \n",
       "4  40.783                  -73.973                    1.188962        \n",
       "\n",
       "      bearing  pickup_neighbourhood  dropoff_neighbourhood  log_trip_duration  \n",
       "0  98.823984   0                     5                      6.120297           \n",
       "1 -119.053505  0                     4                      6.496775           \n",
       "2 -159.948291  0                     4                      7.661056           \n",
       "3 -173.347990  4                     4                      6.061457           \n",
       "4  180.000000  5                     5                      6.075346           "
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "918eab7aeba6c11a4126bed08b49fb161af9188c"
   },
   "source": [
    "#### Apply Linear Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "_uuid": "be053688649eb0bd7c077a0330ee4c911380c0de"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression()"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lm = linear_model.LinearRegression()\n",
    "lm.fit(train_features, train_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "_uuid": "d08d08e657a0f9a0a270f690ef358478cc738005"
   },
   "outputs": [],
   "source": [
    "valid_pred = lm.predict(validation_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "_uuid": "bf3e5903c59e254b4ad1b54472ea2a4a021ac39d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Root Mean Squared Error for Linear Regression(log scale)  0.4031176249688167\n"
     ]
    }
   ],
   "source": [
    "rmse = mean_squared_error(validation_labels, valid_pred)\n",
    "print(\"Root Mean Squared Error for Linear Regression(log scale) \",rmse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "_uuid": "e7863aea9806b00003d782320bf371f30ab68eca"
   },
   "outputs": [],
   "source": [
    "test_pred = lm.predict(testing)\n",
    "submit = pd.DataFrame()\n",
    "submit['id'] = test_id\n",
    "submit['trip_duration'] = np.exp(test_pred)\n",
    "submit.to_csv(\"submission_linear_regression_baseline.csv\",index=False) #0.64221 on Leader board\n",
    "del submit"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "de5ae9e7b00ce88514409c805f82df9a176d9b6d"
   },
   "source": [
    "#### Apply Random Forest Regressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "_uuid": "22698636ea17134e5155c4274fd7f946075d59a4"
   },
   "outputs": [],
   "source": [
    "rf = RandomForestRegressor(n_estimators = 100, random_state = 42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "_uuid": "45f717b46856738aa8fa5f04db618a20bdec1692"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestRegressor(random_state=42)"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rf.fit(train_features, train_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "_uuid": "42ca650b51bf432ec4239c03ac8e43452af1b186"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Root Mean Squared Error for Random Forest 0.1658653809014289\n"
     ]
    }
   ],
   "source": [
    "valid_pred_rf = rf.predict(validation_features)\n",
    "rmse = mean_squared_error(validation_labels, valid_pred_rf)\n",
    "print(\"Root Mean Squared Error for Random Forest\",rmse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "_uuid": "bb2e854761493dd5e5b98f88e77ffdd70732345e"
   },
   "outputs": [],
   "source": [
    "test_pred = rf.predict(testing)\n",
    "submit = pd.DataFrame()\n",
    "submit['id'] = test_id\n",
    "submit['trip_duration'] = np.exp(test_pred)\n",
    "submit.to_csv(\"submission_random_forest_baseline.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "_uuid": "8dd0d489c924d48fd2a8640a02cdc0ad38d4c8bd",
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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