Proyecto Bootcamp Ford GoBike.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction\n",
    "\n",
    "For this analysis we are going to use data from Ford GoBike trips obtained during 2017 and until July 2018. This is a regional public bicycle sharing system in the San Francisco Bay Area, California. It comes as an alternative of automobile transportation in this crowded area, counts with over 7000 bikes around 540 stations in San Francisco, Oakland, Berkeley, Emeryville, and San Jose. You can ride as a costumer paying for one 30 minute trip or for unlimited 30 minute trips for a day or as a subscriber paying a monthly membership. The system also offers the Bike Share For All program for low-income residents. For more information see the link: [Ford GoBike](https://www.fordgobike.com/)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Ingestion\n",
    "\n",
    "In this stage of the analysis we consider the next steps in data ingestion:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dataset\n",
    "\n",
    "The extention of our dataset are csv files, in total we have 8 files, the first contains the data of 2017 and the rest, the data of every month of 2018 until July, giving a total size of 323 MB. In the code below we import pandas for a dataframe visualization of the dataset, then each csv file is assign to a variable using the *read_csv* function and finally we concatenate     "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Laura\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:12: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n",
      "of pandas will change to not sort by default.\n",
      "\n",
      "To accept the future behavior, pass 'sort=True'.\n",
      "\n",
      "To retain the current behavior and silence the warning, pass sort=False\n",
      "\n",
      "  if sys.path[0] == '':\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "df1 = pd.read_csv(\"https://s3.amazonaws.com/fordgobike-data/2017-fordgobike-tripdata.csv\",parse_dates=True)\n",
    "df2 = pd.read_csv(\"data/201801-fordgobike-tripdata.csv\",parse_dates=True)\n",
    "df3 = pd.read_csv(\"data/201802-fordgobike-tripdata.csv\",parse_dates=True)\n",
    "df4 = pd.read_csv(\"data/201803-fordgobike-tripdata.csv\",parse_dates=True)\n",
    "df5 = pd.read_csv(\"data/201804-fordgobike-tripdata.csv\",parse_dates=True)\n",
    "df6 = pd.read_csv(\"data/201805-fordgobike-tripdata.csv\",parse_dates=True)\n",
    "df7 = pd.read_csv(\"data/201806-fordgobike-tripdata.csv\",parse_dates=True)\n",
    "df8 = pd.read_csv(\"data/201807-fordgobike-tripdata.csv\",parse_dates=True)\n",
    "\n",
    "df = pd.concat([df1, df2, df3, df4, df5, df6, df7, df8], axis=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we get the head of the dataset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>bike_id</th>\n",
       "      <th>bike_share_for_all_trip</th>\n",
       "      <th>duration_sec</th>\n",
       "      <th>end_station_id</th>\n",
       "      <th>end_station_latitude</th>\n",
       "      <th>end_station_longitude</th>\n",
       "      <th>end_station_name</th>\n",
       "      <th>end_time</th>\n",
       "      <th>member_birth_year</th>\n",
       "      <th>member_gender</th>\n",
       "      <th>start_station_id</th>\n",
       "      <th>start_station_latitude</th>\n",
       "      <th>start_station_longitude</th>\n",
       "      <th>start_station_name</th>\n",
       "      <th>start_time</th>\n",
       "      <th>user_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>96</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80110</td>\n",
       "      <td>43.0</td>\n",
       "      <td>37.778768</td>\n",
       "      <td>-122.415929</td>\n",
       "      <td>San Francisco Public Library (Grove St at Hyde...</td>\n",
       "      <td>2018-01-01 15:12:50.2450</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>74.0</td>\n",
       "      <td>37.776435</td>\n",
       "      <td>-122.426244</td>\n",
       "      <td>Laguna St at Hayes St</td>\n",
       "      <td>2017-12-31 16:57:39.6540</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78800</td>\n",
       "      <td>96.0</td>\n",
       "      <td>37.766210</td>\n",
       "      <td>-122.426614</td>\n",
       "      <td>Dolores St at 15th St</td>\n",
       "      <td>2018-01-01 13:49:55.6170</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2017-12-31 15:56:34.8420</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45768</td>\n",
       "      <td>245.0</td>\n",
       "      <td>37.870348</td>\n",
       "      <td>-122.267764</td>\n",
       "      <td>Downtown Berkeley BART</td>\n",
       "      <td>2018-01-01 11:28:36.8830</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>245.0</td>\n",
       "      <td>37.870348</td>\n",
       "      <td>-122.267764</td>\n",
       "      <td>Downtown Berkeley BART</td>\n",
       "      <td>2017-12-31 22:45:48.4110</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2831</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62172</td>\n",
       "      <td>5.0</td>\n",
       "      <td>37.783899</td>\n",
       "      <td>-122.408445</td>\n",
       "      <td>Powell St BART Station (Market St at 5th St)</td>\n",
       "      <td>2018-01-01 10:47:23.5310</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60.0</td>\n",
       "      <td>37.774520</td>\n",
       "      <td>-122.409449</td>\n",
       "      <td>8th St at Ringold St</td>\n",
       "      <td>2017-12-31 17:31:10.6360</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3167</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43603</td>\n",
       "      <td>247.0</td>\n",
       "      <td>37.867789</td>\n",
       "      <td>-122.265896</td>\n",
       "      <td>Fulton St at Bancroft Way</td>\n",
       "      <td>2018-01-01 02:29:57.5710</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>239.0</td>\n",
       "      <td>37.868813</td>\n",
       "      <td>-122.258764</td>\n",
       "      <td>Bancroft Way at Telegraph Ave</td>\n",
       "      <td>2017-12-31 14:23:14.0010</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   bike_id bike_share_for_all_trip  duration_sec  end_station_id  \\\n",
       "0       96                     NaN         80110            43.0   \n",
       "1       88                     NaN         78800            96.0   \n",
       "2     1094                     NaN         45768           245.0   \n",
       "3     2831                     NaN         62172             5.0   \n",
       "4     3167                     NaN         43603           247.0   \n",
       "\n",
       "   end_station_latitude  end_station_longitude  \\\n",
       "0             37.778768            -122.415929   \n",
       "1             37.766210            -122.426614   \n",
       "2             37.870348            -122.267764   \n",
       "3             37.783899            -122.408445   \n",
       "4             37.867789            -122.265896   \n",
       "\n",
       "                                    end_station_name  \\\n",
       "0  San Francisco Public Library (Grove St at Hyde...   \n",
       "1                              Dolores St at 15th St   \n",
       "2                             Downtown Berkeley BART   \n",
       "3       Powell St BART Station (Market St at 5th St)   \n",
       "4                          Fulton St at Bancroft Way   \n",
       "\n",
       "                   end_time  member_birth_year member_gender  \\\n",
       "0  2018-01-01 15:12:50.2450             1987.0          Male   \n",
       "1  2018-01-01 13:49:55.6170             1965.0        Female   \n",
       "2  2018-01-01 11:28:36.8830                NaN           NaN   \n",
       "3  2018-01-01 10:47:23.5310                NaN           NaN   \n",
       "4  2018-01-01 02:29:57.5710             1997.0        Female   \n",
       "\n",
       "   start_station_id  start_station_latitude  start_station_longitude  \\\n",
       "0              74.0               37.776435              -122.426244   \n",
       "1             284.0               37.784872              -122.400876   \n",
       "2             245.0               37.870348              -122.267764   \n",
       "3              60.0               37.774520              -122.409449   \n",
       "4             239.0               37.868813              -122.258764   \n",
       "\n",
       "                                  start_station_name  \\\n",
       "0                              Laguna St at Hayes St   \n",
       "1  Yerba Buena Center for the Arts (Howard St at ...   \n",
       "2                             Downtown Berkeley BART   \n",
       "3                               8th St at Ringold St   \n",
       "4                      Bancroft Way at Telegraph Ave   \n",
       "\n",
       "                 start_time   user_type  \n",
       "0  2017-12-31 16:57:39.6540    Customer  \n",
       "1  2017-12-31 15:56:34.8420    Customer  \n",
       "2  2017-12-31 22:45:48.4110    Customer  \n",
       "3  2017-12-31 17:31:10.6360    Customer  \n",
       "4  2017-12-31 14:23:14.0010  Subscriber  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sort = False\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The features of the dataset include personal information of the user such as year of birth, gender, user type (customer or subscriber) and whether or not the user is enrolled in the Bike Share For All program. It also has information of the trip like the bike id, location, name and id of the start and end station, duration and date of the trip."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Explorative Data Analysis\n",
    "\n",
    "This stage is our first interaction with the dataset, in here we get to know how many observations and features we have and their type. We can also study possible correlations and try different types of data visualizations like histograms and boxplots. This stage can be divided in structure and content analysis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Structure Analysis\n",
    "\n",
    "A continuación, vamos a determinar algunas características básicas de estructura de la base de datos: \n",
    "\n",
    "First, we observe that the data set consists of 1538086 observations and 16 features.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1538086, 16)\n"
     ]
    }
   ],
   "source": [
    "print(df.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below we can see the name of each feature and the type of data it contains. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bike_id                      int64\n",
       "bike_share_for_all_trip     object\n",
       "duration_sec                 int64\n",
       "end_station_id             float64\n",
       "end_station_latitude       float64\n",
       "end_station_longitude      float64\n",
       "end_station_name            object\n",
       "end_time                    object\n",
       "member_birth_year          float64\n",
       "member_gender               object\n",
       "start_station_id           float64\n",
       "start_station_latitude     float64\n",
       "start_station_longitude    float64\n",
       "start_station_name          object\n",
       "start_time                  object\n",
       "user_type                   object\n",
       "dtype: object"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also see the amount of non-null observations of each feature, the \"bike_share_for_all_trip\" feature has less non-null observations than the rest because in 2017 this feature was not measured."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1538086 entries, 0 to 199221\n",
      "Data columns (total 16 columns):\n",
      "bike_id                    1538086 non-null int64\n",
      "bike_share_for_all_trip    1018386 non-null object\n",
      "duration_sec               1538086 non-null int64\n",
      "end_station_id             1532841 non-null float64\n",
      "end_station_latitude       1538086 non-null float64\n",
      "end_station_longitude      1538086 non-null float64\n",
      "end_station_name           1532841 non-null object\n",
      "end_time                   1538086 non-null object\n",
      "member_birth_year          1400419 non-null float64\n",
      "member_gender              1400760 non-null object\n",
      "start_station_id           1532841 non-null float64\n",
      "start_station_latitude     1538086 non-null float64\n",
      "start_station_longitude    1538086 non-null float64\n",
      "start_station_name         1532841 non-null object\n",
      "start_time                 1538086 non-null object\n",
      "user_type                  1538086 non-null object\n",
      "dtypes: float64(7), int64(2), object(7)\n",
      "memory usage: 199.5+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Content Analysis\n",
    "\n",
    "Now we analize content aspects as basic statistics, distribution of the features and count of values for categorical features.\n",
    "\n",
    "Below we can see the basic statistics for the quantitative features in the dataset, \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>bike_id</th>\n",
       "      <th>duration_sec</th>\n",
       "      <th>end_station_id</th>\n",
       "      <th>end_station_latitude</th>\n",
       "      <th>end_station_longitude</th>\n",
       "      <th>member_birth_year</th>\n",
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       "      <th>start_station_latitude</th>\n",
       "      <th>start_station_longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1.538086e+06</td>\n",
       "      <td>1.538086e+06</td>\n",
       "      <td>1.532841e+06</td>\n",
       "      <td>1.538086e+06</td>\n",
       "      <td>1.538086e+06</td>\n",
       "      <td>1.400419e+06</td>\n",
       "      <td>1.532841e+06</td>\n",
       "      <td>1.538086e+06</td>\n",
       "      <td>1.538086e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2.020603e+03</td>\n",
       "      <td>9.573795e+02</td>\n",
       "      <td>1.056254e+02</td>\n",
       "      <td>3.776912e+01</td>\n",
       "      <td>-1.223547e+02</td>\n",
       "      <td>1.981805e+03</td>\n",
       "      <td>1.076984e+02</td>\n",
       "      <td>3.776897e+01</td>\n",
       "      <td>-1.223553e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.152290e+03</td>\n",
       "      <td>2.891834e+03</td>\n",
       "      <td>9.259640e+01</td>\n",
       "      <td>9.756527e-02</td>\n",
       "      <td>1.517343e-01</td>\n",
       "      <td>1.056463e+01</td>\n",
       "      <td>9.297119e+01</td>\n",
       "      <td>9.766799e-02</td>\n",
       "      <td>1.521276e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000e+01</td>\n",
       "      <td>6.100000e+01</td>\n",
       "      <td>3.000000e+00</td>\n",
       "      <td>3.728000e+01</td>\n",
       "      <td>-1.224443e+02</td>\n",
       "      <td>1.881000e+03</td>\n",
       "      <td>3.000000e+00</td>\n",
       "      <td>3.731285e+01</td>\n",
       "      <td>-1.224443e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.045000e+03</td>\n",
       "      <td>3.610000e+02</td>\n",
       "      <td>2.700000e+01</td>\n",
       "      <td>3.777241e+01</td>\n",
       "      <td>-1.224103e+02</td>\n",
       "      <td>1.976000e+03</td>\n",
       "      <td>2.800000e+01</td>\n",
       "      <td>3.777179e+01</td>\n",
       "      <td>-1.224117e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2.072000e+03</td>\n",
       "      <td>5.690000e+02</td>\n",
       "      <td>7.700000e+01</td>\n",
       "      <td>3.778240e+01</td>\n",
       "      <td>-1.223974e+02</td>\n",
       "      <td>1.984000e+03</td>\n",
       "      <td>7.900000e+01</td>\n",
       "      <td>3.778175e+01</td>\n",
       "      <td>-1.223984e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2.952000e+03</td>\n",
       "      <td>8.970000e+02</td>\n",
       "      <td>1.710000e+02</td>\n",
       "      <td>3.779539e+01</td>\n",
       "      <td>-1.223881e+02</td>\n",
       "      <td>1.989000e+03</td>\n",
       "      <td>1.730000e+02</td>\n",
       "      <td>3.779539e+01</td>\n",
       "      <td>-1.223881e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4.307000e+03</td>\n",
       "      <td>8.636900e+04</td>\n",
       "      <td>3.570000e+02</td>\n",
       "      <td>4.551000e+01</td>\n",
       "      <td>-7.357000e+01</td>\n",
       "      <td>2.000000e+03</td>\n",
       "      <td>3.570000e+02</td>\n",
       "      <td>4.551000e+01</td>\n",
       "      <td>-7.357000e+01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            bike_id  duration_sec  end_station_id  end_station_latitude  \\\n",
       "count  1.538086e+06  1.538086e+06    1.532841e+06          1.538086e+06   \n",
       "mean   2.020603e+03  9.573795e+02    1.056254e+02          3.776912e+01   \n",
       "std    1.152290e+03  2.891834e+03    9.259640e+01          9.756527e-02   \n",
       "min    1.000000e+01  6.100000e+01    3.000000e+00          3.728000e+01   \n",
       "25%    1.045000e+03  3.610000e+02    2.700000e+01          3.777241e+01   \n",
       "50%    2.072000e+03  5.690000e+02    7.700000e+01          3.778240e+01   \n",
       "75%    2.952000e+03  8.970000e+02    1.710000e+02          3.779539e+01   \n",
       "max    4.307000e+03  8.636900e+04    3.570000e+02          4.551000e+01   \n",
       "\n",
       "       end_station_longitude  member_birth_year  start_station_id  \\\n",
       "count           1.538086e+06       1.400419e+06      1.532841e+06   \n",
       "mean           -1.223547e+02       1.981805e+03      1.076984e+02   \n",
       "std             1.517343e-01       1.056463e+01      9.297119e+01   \n",
       "min            -1.224443e+02       1.881000e+03      3.000000e+00   \n",
       "25%            -1.224103e+02       1.976000e+03      2.800000e+01   \n",
       "50%            -1.223974e+02       1.984000e+03      7.900000e+01   \n",
       "75%            -1.223881e+02       1.989000e+03      1.730000e+02   \n",
       "max            -7.357000e+01       2.000000e+03      3.570000e+02   \n",
       "\n",
       "       start_station_latitude  start_station_longitude  \n",
       "count            1.538086e+06             1.538086e+06  \n",
       "mean             3.776897e+01            -1.223553e+02  \n",
       "std              9.766799e-02             1.521276e-01  \n",
       "min              3.731285e+01            -1.224443e+02  \n",
       "25%              3.777179e+01            -1.224117e+02  \n",
       "50%              3.778175e+01            -1.223984e+02  \n",
       "75%              3.779539e+01            -1.223881e+02  \n",
       "max              4.551000e+01            -7.357000e+01  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "De la información anterior podemos observar que estaremos trabajando con un total de 1 538 086 observaciones y 16 variables o características. Los tipos de variables son bastante diversas, algunas de ellas son numéricas, como la duración en segundos del viaje, la latitud y longitud de la estación de partida y llegada. Sin embargo también contamos con variables categóricas como el género del usuario, el tipo de usuario, si este compartió la misma bicicleta durante todo el viaje **REVISAR**, e incluso de tipo string como el nombre de la estación de salida y llegada. \n",
    "\n",
    "Vamos ahora a explorar la distribución de algunas de las variables de la base mediante histogramas. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x217e37fc748>"
      ]
     },
     "execution_count": 20,
     "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": [
    "df['member_birth_year'].hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x217e134e278>"
      ]
     },
     "execution_count": 21,
     "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": [
    "df['duration_sec'].hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x217e15c0e80>"
      ]
     },
     "execution_count": 22,
     "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": [
    "df['end_station_latitude'].hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x217e1e91978>"
      ]
     },
     "execution_count": 23,
     "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": [
    "df['end_station_longitude'].hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x217df644a58>"
      ]
     },
     "execution_count": 24,
     "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": [
    "df['start_station_latitude'].hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x217da1ceac8>"
      ]
     },
     "execution_count": 25,
     "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": [
    "df['start_station_longitude'].hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "En general se puede observar que la latitud y longitud, tanto de las estaciones iniciales como las de llegada, poseen una distribución bastante asimétrica, pues esta se acumula principalmente a la izquierda. Algo similar sucede con la distribución de la duración en segundos de los viajes, pues en su mayoría se concentran entre 0 y 1000. \n",
    "\n",
    "Por otro lado, la información siguiente nos permite observar que los usuarios son en su mayoría hombres y además son más los miembros subscritos que clientes casuales quienes utilizan las bicicletas. Asimismo la mayoría de usuarios no compartieron la bicicleta durante todo el viaje *NO ESTOY SEGURA DE QUÉ SIGNIFICA ESTA ÚLTIMA VARIABLE, REVISAR*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "member_gender\n",
      "Female     336222\n",
      "Male      1043512\n",
      "Other       21026\n",
      "dtype: int64\n",
      "user_type\n",
      "Customer       271263\n",
      "Subscriber    1266823\n",
      "dtype: int64\n",
      "bike_share_for_all_trip\n",
      "No     934032\n",
      "Yes     84354\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(df.groupby(\"member_gender\").size())\n",
    "print(df.groupby(\"user_type\").size())\n",
    "print(df.groupby(\"bike_share_for_all_trip\").size())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "En las siguientes líneas de código vemos cuál es el máximo y mínimo número de veces que una estación de llegada o salida ha sido visitada por un usuario. Además se crearon unos histogramas que aproximan la distribución de la cantidad de veces que la estación de llegada o salida ha sido visitada, de donde se puede inferir que prácticamente las estaciones de llegada más visitadas son también las estaciones de salida más visitadas por los usuarios. Esta última idea será retomada más adelante con ayuda de algunos gráficos de dispersión. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "43013"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['end_station_id'].value_counts().max()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['end_station_id'].value_counts().min()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x217e1da8828>"
      ]
     },
     "execution_count": 29,
     "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": [
    "df['end_station_id'].value_counts().hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "37401"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['start_station_id'].value_counts().max()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['start_station_id'].value_counts().min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1e303422128>"
      ]
     },
     "execution_count": 57,
     "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": [
    "df['start_station_id'].value_counts().hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Las distribuciones de las variables también pueden ser aproximadas por medio de boxplots, en donde se pueden observar más fácilmente outliers. Por lo que en los siguientes gráficos se presentan boxplots de las variables de la base de datos. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "957.3794950347379"
      ]
     },
     "execution_count": 67,
     "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": [
    "df.plot(kind='box')\n",
    "df[\"duration_sec\"].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1e3034a12e8>"
      ]
     },
     "execution_count": 66,
     "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": [
    "df.plot(kind='box',ylim=[0,1000])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Uno de las características que sobresale de los gráficos anteriores es que existen algunos outliers para la variable duración en segundos del viaje, pues apersa de que la mayoría de las observaciones se encuentran alrededor entre 300 y 1000, e incluso su media es 957,38 segundos, existen observaciones de hasta más de 8000 segundos. \n",
    "\n",
    "Finalmente, es importante conocer la relación que existe entre las variables con las que se está trabajando, por lo que se calculó la matriz de correlación entre las variables numéricas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "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>bike_id</th>\n",
       "      <th>duration_sec</th>\n",
       "      <th>end_station_id</th>\n",
       "      <th>end_station_latitude</th>\n",
       "      <th>end_station_longitude</th>\n",
       "      <th>member_birth_year</th>\n",
       "      <th>start_station_id</th>\n",
       "      <th>start_station_latitude</th>\n",
       "      <th>start_station_longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>bike_id</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.009014</td>\n",
       "      <td>-0.053438</td>\n",
       "      <td>0.020492</td>\n",
       "      <td>-0.064389</td>\n",
       "      <td>0.018801</td>\n",
       "      <td>-0.055265</td>\n",
       "      <td>0.020229</td>\n",
       "      <td>-0.064182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>duration_sec</th>\n",
       "      <td>-0.009014</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.004209</td>\n",
       "      <td>0.001224</td>\n",
       "      <td>-0.004224</td>\n",
       "      <td>0.003733</td>\n",
       "      <td>-0.010187</td>\n",
       "      <td>0.000621</td>\n",
       "      <td>-0.003259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>end_station_id</th>\n",
       "      <td>-0.053438</td>\n",
       "      <td>-0.004209</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.317472</td>\n",
       "      <td>0.625223</td>\n",
       "      <td>0.106103</td>\n",
       "      <td>0.541569</td>\n",
       "      <td>-0.295858</td>\n",
       "      <td>0.631242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>end_station_latitude</th>\n",
       "      <td>0.020492</td>\n",
       "      <td>0.001224</td>\n",
       "      <td>-0.317472</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.477717</td>\n",
       "      <td>-0.074020</td>\n",
       "      <td>-0.292187</td>\n",
       "      <td>0.990668</td>\n",
       "      <td>-0.477264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>end_station_longitude</th>\n",
       "      <td>-0.064389</td>\n",
       "      <td>-0.004224</td>\n",
       "      <td>0.625223</td>\n",
       "      <td>-0.477717</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.070869</td>\n",
       "      <td>0.616172</td>\n",
       "      <td>-0.476294</td>\n",
       "      <td>0.996212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>member_birth_year</th>\n",
       "      <td>0.018801</td>\n",
       "      <td>0.003733</td>\n",
       "      <td>0.106103</td>\n",
       "      <td>-0.074020</td>\n",
       "      <td>0.070869</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.107115</td>\n",
       "      <td>-0.073836</td>\n",
       "      <td>0.070216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>start_station_id</th>\n",
       "      <td>-0.055265</td>\n",
       "      <td>-0.010187</td>\n",
       "      <td>0.541569</td>\n",
       "      <td>-0.292187</td>\n",
       "      <td>0.616172</td>\n",
       "      <td>0.107115</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.305187</td>\n",
       "      <td>0.613084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>start_station_latitude</th>\n",
       "      <td>0.020229</td>\n",
       "      <td>0.000621</td>\n",
       "      <td>-0.295858</td>\n",
       "      <td>0.990668</td>\n",
       "      <td>-0.476294</td>\n",
       "      <td>-0.073836</td>\n",
       "      <td>-0.305187</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.473076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>start_station_longitude</th>\n",
       "      <td>-0.064182</td>\n",
       "      <td>-0.003259</td>\n",
       "      <td>0.631242</td>\n",
       "      <td>-0.477264</td>\n",
       "      <td>0.996212</td>\n",
       "      <td>0.070216</td>\n",
       "      <td>0.613084</td>\n",
       "      <td>-0.473076</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          bike_id  duration_sec  end_station_id  \\\n",
       "bike_id                  1.000000     -0.009014       -0.053438   \n",
       "duration_sec            -0.009014      1.000000       -0.004209   \n",
       "end_station_id          -0.053438     -0.004209        1.000000   \n",
       "end_station_latitude     0.020492      0.001224       -0.317472   \n",
       "end_station_longitude   -0.064389     -0.004224        0.625223   \n",
       "member_birth_year        0.018801      0.003733        0.106103   \n",
       "start_station_id        -0.055265     -0.010187        0.541569   \n",
       "start_station_latitude   0.020229      0.000621       -0.295858   \n",
       "start_station_longitude -0.064182     -0.003259        0.631242   \n",
       "\n",
       "                         end_station_latitude  end_station_longitude  \\\n",
       "bike_id                              0.020492              -0.064389   \n",
       "duration_sec                         0.001224              -0.004224   \n",
       "end_station_id                      -0.317472               0.625223   \n",
       "end_station_latitude                 1.000000              -0.477717   \n",
       "end_station_longitude               -0.477717               1.000000   \n",
       "member_birth_year                   -0.074020               0.070869   \n",
       "start_station_id                    -0.292187               0.616172   \n",
       "start_station_latitude               0.990668              -0.476294   \n",
       "start_station_longitude             -0.477264               0.996212   \n",
       "\n",
       "                         member_birth_year  start_station_id  \\\n",
       "bike_id                           0.018801         -0.055265   \n",
       "duration_sec                      0.003733         -0.010187   \n",
       "end_station_id                    0.106103          0.541569   \n",
       "end_station_latitude             -0.074020         -0.292187   \n",
       "end_station_longitude             0.070869          0.616172   \n",
       "member_birth_year                 1.000000          0.107115   \n",
       "start_station_id                  0.107115          1.000000   \n",
       "start_station_latitude           -0.073836         -0.305187   \n",
       "start_station_longitude           0.070216          0.613084   \n",
       "\n",
       "                         start_station_latitude  start_station_longitude  \n",
       "bike_id                                0.020229                -0.064182  \n",
       "duration_sec                           0.000621                -0.003259  \n",
       "end_station_id                        -0.295858                 0.631242  \n",
       "end_station_latitude                   0.990668                -0.477264  \n",
       "end_station_longitude                 -0.476294                 0.996212  \n",
       "member_birth_year                     -0.073836                 0.070216  \n",
       "start_station_id                      -0.305187                 0.613084  \n",
       "start_station_latitude                 1.000000                -0.473076  \n",
       "start_station_longitude               -0.473076                 1.000000  "
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Es fácil observar que la latitud entre las estaciones de salida y llegada de los usuarios tienen una correlación lineal bastante elevada, pues es muy cercana a 1. Lo mismo sucede en el caso de la longitud. Para ilustrar esto se realizó gráficos de dispersión entre las variables en cuestión y es fácil observar la relación mencionada anteriormente, pues en general conforme mayor es la latitud de la estación de salida, mayor es la latitud de la estación de llegada, y lo mismo para la longitud, con una especial concentración en los valores menores.\n",
    "Esto último se complementa con los histogramas que se observaron anteriormente acerca de la distribución de la latitud y longitud de las estaciones de salida y llegada, pues se observó una acumulación importante en los valores más pequeños. Otra de las ideas que se refuerzan con esta acumulación de puntos, es que las estaciones de salida que más se utilizan son también las estaciones de llegada más utilizadas, como se pudo observar en histogramas anteriores. \n",
    "Y finalmente, algo que logra explicar la alta correlación entre la latitud así como la longitud de las estaciones de salida y llegada de cada usuario es que; como ya se señaló, los recorridos tienen en promedio una duración bastante corta, por lo que no es extraño que la estación de llegada de un usuario esté muy cerca de la que salió minutos antes. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1e330455fd0>"
      ]
     },
     "execution_count": 69,
     "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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.scatter(x='start_station_latitude', y='end_station_latitude')\n",
    "df.plot.scatter(x='start_station_longitude', y='end_station_longitude')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Cleaning and Transformation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Normalization\n",
    "\n",
    "Normalization processes should be applied to all Datasets, with the purpose that the magnitude and representation of the data will not be the cause of poor results.\n",
    "\n",
    "For this, the separation of the numerical and categorical attributes must be done, because the content of both is completely incompatible.\n",
    "\n",
    "Therefore, the normalization \"One-hot encoding\" is applied to the categorical attributes and \"z-score\" normalization to the numerical attributes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "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>bike_id</th>\n",
       "      <th>bike_share_for_all_trip</th>\n",
       "      <th>duration_sec</th>\n",
       "      <th>end_station_id</th>\n",
       "      <th>end_station_latitude</th>\n",
       "      <th>end_station_longitude</th>\n",
       "      <th>end_station_name</th>\n",
       "      <th>end_time</th>\n",
       "      <th>member_birth_year</th>\n",
       "      <th>member_gender</th>\n",
       "      <th>start_station_id</th>\n",
       "      <th>start_station_latitude</th>\n",
       "      <th>start_station_longitude</th>\n",
       "      <th>start_station_name</th>\n",
       "      <th>start_time</th>\n",
       "      <th>user_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>96</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80110</td>\n",
       "      <td>43.0</td>\n",
       "      <td>37.778768</td>\n",
       "      <td>-122.415929</td>\n",
       "      <td>San Francisco Public Library (Grove St at Hyde...</td>\n",
       "      <td>2018-01-01 15:12:50.2450</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>74.0</td>\n",
       "      <td>37.776435</td>\n",
       "      <td>-122.426244</td>\n",
       "      <td>Laguna St at Hayes St</td>\n",
       "      <td>2017-12-31 16:57:39.6540</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78800</td>\n",
       "      <td>96.0</td>\n",
       "      <td>37.766210</td>\n",
       "      <td>-122.426614</td>\n",
       "      <td>Dolores St at 15th St</td>\n",
       "      <td>2018-01-01 13:49:55.6170</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2017-12-31 15:56:34.8420</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45768</td>\n",
       "      <td>245.0</td>\n",
       "      <td>37.870348</td>\n",
       "      <td>-122.267764</td>\n",
       "      <td>Downtown Berkeley BART</td>\n",
       "      <td>2018-01-01 11:28:36.8830</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>245.0</td>\n",
       "      <td>37.870348</td>\n",
       "      <td>-122.267764</td>\n",
       "      <td>Downtown Berkeley BART</td>\n",
       "      <td>2017-12-31 22:45:48.4110</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2831</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62172</td>\n",
       "      <td>5.0</td>\n",
       "      <td>37.783899</td>\n",
       "      <td>-122.408445</td>\n",
       "      <td>Powell St BART Station (Market St at 5th St)</td>\n",
       "      <td>2018-01-01 10:47:23.5310</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60.0</td>\n",
       "      <td>37.774520</td>\n",
       "      <td>-122.409449</td>\n",
       "      <td>8th St at Ringold St</td>\n",
       "      <td>2017-12-31 17:31:10.6360</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3167</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43603</td>\n",
       "      <td>247.0</td>\n",
       "      <td>37.867789</td>\n",
       "      <td>-122.265896</td>\n",
       "      <td>Fulton St at Bancroft Way</td>\n",
       "      <td>2018-01-01 02:29:57.5710</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>239.0</td>\n",
       "      <td>37.868813</td>\n",
       "      <td>-122.258764</td>\n",
       "      <td>Bancroft Way at Telegraph Ave</td>\n",
       "      <td>2017-12-31 14:23:14.0010</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1487</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9226</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.776598</td>\n",
       "      <td>-122.395282</td>\n",
       "      <td>San Francisco Caltrain (Townsend St at 4th St)</td>\n",
       "      <td>2018-01-01 01:24:47.1660</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.776598</td>\n",
       "      <td>-122.395282</td>\n",
       "      <td>San Francisco Caltrain (Townsend St at 4th St)</td>\n",
       "      <td>2017-12-31 22:51:00.9180</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3539</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4507</td>\n",
       "      <td>259.0</td>\n",
       "      <td>37.866249</td>\n",
       "      <td>-122.299371</td>\n",
       "      <td>Addison St at Fourth St</td>\n",
       "      <td>2018-01-01 01:04:35.6190</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>259.0</td>\n",
       "      <td>37.866249</td>\n",
       "      <td>-122.299371</td>\n",
       "      <td>Addison St at Fourth St</td>\n",
       "      <td>2017-12-31 23:49:28.4220</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1503</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4334</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2018-01-01 00:58:51.2110</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2017-12-31 23:46:37.1960</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3125</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4150</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.791300</td>\n",
       "      <td>-122.399051</td>\n",
       "      <td>Mechanics Monument Plaza (Market St at Bush St)</td>\n",
       "      <td>2018-01-01 00:46:18.3080</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.791300</td>\n",
       "      <td>-122.399051</td>\n",
       "      <td>Mechanics Monument Plaza (Market St at Bush St)</td>\n",
       "      <td>2017-12-31 23:37:07.5480</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2543</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4238</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.791300</td>\n",
       "      <td>-122.399051</td>\n",
       "      <td>Mechanics Monument Plaza (Market St at Bush St)</td>\n",
       "      <td>2018-01-01 00:46:17.0530</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.791300</td>\n",
       "      <td>-122.399051</td>\n",
       "      <td>Mechanics Monument Plaza (Market St at Bush St)</td>\n",
       "      <td>2017-12-31 23:35:38.1450</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3058</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3292</td>\n",
       "      <td>22.0</td>\n",
       "      <td>37.789756</td>\n",
       "      <td>-122.394643</td>\n",
       "      <td>Howard St at Beale St</td>\n",
       "      <td>2018-01-01 00:41:24.6050</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2017-12-31 23:46:32.4030</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3197</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3177</td>\n",
       "      <td>22.0</td>\n",
       "      <td>37.789756</td>\n",
       "      <td>-122.394643</td>\n",
       "      <td>Howard St at Beale St</td>\n",
       "      <td>2018-01-01 00:41:09.5810</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2017-12-31 23:48:11.7570</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2311</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2183</td>\n",
       "      <td>24.0</td>\n",
       "      <td>37.789677</td>\n",
       "      <td>-122.390428</td>\n",
       "      <td>Spear St at Folsom St</td>\n",
       "      <td>2018-01-01 00:29:18.7430</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>67.0</td>\n",
       "      <td>37.776639</td>\n",
       "      <td>-122.395526</td>\n",
       "      <td>San Francisco Caltrain Station 2  (Townsend St...</td>\n",
       "      <td>2017-12-31 23:52:55.5810</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>3717</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2170</td>\n",
       "      <td>24.0</td>\n",
       "      <td>37.789677</td>\n",
       "      <td>-122.390428</td>\n",
       "      <td>Spear St at Folsom St</td>\n",
       "      <td>2018-01-01 00:29:06.9240</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>67.0</td>\n",
       "      <td>37.776639</td>\n",
       "      <td>-122.395526</td>\n",
       "      <td>San Francisco Caltrain Station 2  (Townsend St...</td>\n",
       "      <td>2017-12-31 23:52:55.9370</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>3452</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2697</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>2018-01-01 00:20:20.8130</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66.0</td>\n",
       "      <td>37.778742</td>\n",
       "      <td>-122.392741</td>\n",
       "      <td>3rd St at Townsend St</td>\n",
       "      <td>2017-12-31 23:35:23.2220</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>558</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1544</td>\n",
       "      <td>27.0</td>\n",
       "      <td>37.788059</td>\n",
       "      <td>-122.391865</td>\n",
       "      <td>Beale St at Harrison St</td>\n",
       "      <td>2018-01-01 00:19:23.0470</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.795001</td>\n",
       "      <td>-122.399970</td>\n",
       "      <td>Clay St at Battery St</td>\n",
       "      <td>2017-12-31 23:53:38.9430</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>3646</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1474</td>\n",
       "      <td>27.0</td>\n",
       "      <td>37.788059</td>\n",
       "      <td>-122.391865</td>\n",
       "      <td>Beale St at Harrison St</td>\n",
       "      <td>2018-01-01 00:19:14.3510</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.795001</td>\n",
       "      <td>-122.399970</td>\n",
       "      <td>Clay St at Battery St</td>\n",
       "      <td>2017-12-31 23:54:40.1460</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1397</td>\n",
       "      <td>15.0</td>\n",
       "      <td>37.795392</td>\n",
       "      <td>-122.394203</td>\n",
       "      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>\n",
       "      <td>2018-01-01 00:18:26.7210</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78.0</td>\n",
       "      <td>37.773717</td>\n",
       "      <td>-122.411647</td>\n",
       "      <td>Folsom St at 9th St</td>\n",
       "      <td>2017-12-31 23:55:09.6860</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>3114</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1532</td>\n",
       "      <td>15.0</td>\n",
       "      <td>37.795392</td>\n",
       "      <td>-122.394203</td>\n",
       "      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>\n",
       "      <td>2018-01-01 00:18:21.9530</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>78.0</td>\n",
       "      <td>37.773717</td>\n",
       "      <td>-122.411647</td>\n",
       "      <td>Folsom St at 9th St</td>\n",
       "      <td>2017-12-31 23:52:49.4970</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1473</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1216</td>\n",
       "      <td>123.0</td>\n",
       "      <td>37.760594</td>\n",
       "      <td>-122.414817</td>\n",
       "      <td>Folsom St at 19th St</td>\n",
       "      <td>2018-01-01 00:06:50.0580</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>4.0</td>\n",
       "      <td>37.785881</td>\n",
       "      <td>-122.408915</td>\n",
       "      <td>Cyril Magnin St at Ellis St</td>\n",
       "      <td>2017-12-31 23:46:33.9930</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1603</td>\n",
       "      <td>NaN</td>\n",
       "      <td>386</td>\n",
       "      <td>296.0</td>\n",
       "      <td>37.325998</td>\n",
       "      <td>-121.877120</td>\n",
       "      <td>5th St at Virginia St</td>\n",
       "      <td>2018-01-01 00:05:27.8090</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>317.0</td>\n",
       "      <td>37.333955</td>\n",
       "      <td>-121.877349</td>\n",
       "      <td>San Salvador St at 9th St</td>\n",
       "      <td>2017-12-31 23:59:01.2610</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>809</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4174</td>\n",
       "      <td>6.0</td>\n",
       "      <td>37.804770</td>\n",
       "      <td>-122.403234</td>\n",
       "      <td>The Embarcadero at Sansome St</td>\n",
       "      <td>2018-01-01 00:01:56.6140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.776598</td>\n",
       "      <td>-122.395282</td>\n",
       "      <td>San Francisco Caltrain (Townsend St at 4th St)</td>\n",
       "      <td>2017-12-31 22:52:22.2860</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2415</td>\n",
       "      <td>NaN</td>\n",
       "      <td>422</td>\n",
       "      <td>99.0</td>\n",
       "      <td>37.767037</td>\n",
       "      <td>-122.415443</td>\n",
       "      <td>Folsom St at 15th St</td>\n",
       "      <td>2018-01-01 00:01:27.3540</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>139.0</td>\n",
       "      <td>37.751017</td>\n",
       "      <td>-122.411901</td>\n",
       "      <td>Garfield Square (25th St at Harrison St)</td>\n",
       "      <td>2017-12-31 23:54:25.3370</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>3671</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1165</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>2017-12-31 23:55:21.2200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66.0</td>\n",
       "      <td>37.778742</td>\n",
       "      <td>-122.392741</td>\n",
       "      <td>3rd St at Townsend St</td>\n",
       "      <td>2017-12-31 23:35:55.5430</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3375</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1149</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>2017-12-31 23:55:13.4650</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66.0</td>\n",
       "      <td>37.778742</td>\n",
       "      <td>-122.392741</td>\n",
       "      <td>3rd St at Townsend St</td>\n",
       "      <td>2017-12-31 23:36:03.5550</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2721</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1130</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>2017-12-31 23:55:06.0960</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66.0</td>\n",
       "      <td>37.778742</td>\n",
       "      <td>-122.392741</td>\n",
       "      <td>3rd St at Townsend St</td>\n",
       "      <td>2017-12-31 23:36:16.0690</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2522</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1003</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>2017-12-31 23:53:18.1950</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66.0</td>\n",
       "      <td>37.778742</td>\n",
       "      <td>-122.392741</td>\n",
       "      <td>3rd St at Townsend St</td>\n",
       "      <td>2017-12-31 23:36:34.5480</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>533</td>\n",
       "      <td>NaN</td>\n",
       "      <td>862</td>\n",
       "      <td>15.0</td>\n",
       "      <td>37.795392</td>\n",
       "      <td>-122.394203</td>\n",
       "      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>\n",
       "      <td>2017-12-31 23:52:47.5420</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>37.804770</td>\n",
       "      <td>-122.403234</td>\n",
       "      <td>The Embarcadero at Sansome St</td>\n",
       "      <td>2017-12-31 23:38:24.8740</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1456</td>\n",
       "      <td>NaN</td>\n",
       "      <td>871</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.795001</td>\n",
       "      <td>-122.399970</td>\n",
       "      <td>Clay St at Battery St</td>\n",
       "      <td>2017-12-31 23:52:18.4730</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>323.0</td>\n",
       "      <td>37.798014</td>\n",
       "      <td>-122.405950</td>\n",
       "      <td>Broadway at Kearny</td>\n",
       "      <td>2017-12-31 23:37:47.1920</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1691</td>\n",
       "      <td>NaN</td>\n",
       "      <td>784</td>\n",
       "      <td>15.0</td>\n",
       "      <td>37.795392</td>\n",
       "      <td>-122.394203</td>\n",
       "      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>\n",
       "      <td>2017-12-31 23:52:17.2930</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>37.804770</td>\n",
       "      <td>-122.403234</td>\n",
       "      <td>The Embarcadero at Sansome St</td>\n",
       "      <td>2017-12-31 23:39:13.0840</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199192</th>\n",
       "      <td>4009</td>\n",
       "      <td>No</td>\n",
       "      <td>896</td>\n",
       "      <td>345.0</td>\n",
       "      <td>37.766474</td>\n",
       "      <td>-122.398295</td>\n",
       "      <td>Hubbell St at 16th St</td>\n",
       "      <td>2018-07-01 00:42:28.1630</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>73.0</td>\n",
       "      <td>37.771793</td>\n",
       "      <td>-122.433708</td>\n",
       "      <td>Pierce St at Haight St</td>\n",
       "      <td>2018-07-01 00:27:31.9690</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199193</th>\n",
       "      <td>3787</td>\n",
       "      <td>No</td>\n",
       "      <td>534</td>\n",
       "      <td>25.0</td>\n",
       "      <td>37.787522</td>\n",
       "      <td>-122.397405</td>\n",
       "      <td>Howard St at 2nd St</td>\n",
       "      <td>2018-07-01 00:42:19.5870</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>61.0</td>\n",
       "      <td>37.776513</td>\n",
       "      <td>-122.411306</td>\n",
       "      <td>Howard St at 8th St</td>\n",
       "      <td>2018-07-01 00:33:24.6100</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199194</th>\n",
       "      <td>1098</td>\n",
       "      <td>No</td>\n",
       "      <td>1266</td>\n",
       "      <td>177.0</td>\n",
       "      <td>37.826286</td>\n",
       "      <td>-122.265100</td>\n",
       "      <td>MacArthur Blvd at Telegraph Ave</td>\n",
       "      <td>2018-07-01 00:40:26.2430</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>251.0</td>\n",
       "      <td>37.870555</td>\n",
       "      <td>-122.279720</td>\n",
       "      <td>California St at University Ave</td>\n",
       "      <td>2018-07-01 00:19:20.0470</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199195</th>\n",
       "      <td>48</td>\n",
       "      <td>Yes</td>\n",
       "      <td>785</td>\n",
       "      <td>305.0</td>\n",
       "      <td>37.342725</td>\n",
       "      <td>-121.895617</td>\n",
       "      <td>Ryland Park</td>\n",
       "      <td>2018-07-01 00:37:58.2190</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>308.0</td>\n",
       "      <td>37.336802</td>\n",
       "      <td>-121.894090</td>\n",
       "      <td>San Pedro Square</td>\n",
       "      <td>2018-07-01 00:24:52.8710</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199196</th>\n",
       "      <td>1079</td>\n",
       "      <td>No</td>\n",
       "      <td>708</td>\n",
       "      <td>62.0</td>\n",
       "      <td>37.777791</td>\n",
       "      <td>-122.406432</td>\n",
       "      <td>Victoria Manalo Draves Park</td>\n",
       "      <td>2018-07-01 00:37:56.5120</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.791300</td>\n",
       "      <td>-122.399051</td>\n",
       "      <td>Mechanics Monument Plaza (Market St at Bush St)</td>\n",
       "      <td>2018-07-01 00:26:07.5640</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199197</th>\n",
       "      <td>1088</td>\n",
       "      <td>No</td>\n",
       "      <td>323</td>\n",
       "      <td>95.0</td>\n",
       "      <td>37.766219</td>\n",
       "      <td>-122.431060</td>\n",
       "      <td>Sanchez St at 15th St</td>\n",
       "      <td>2018-07-01 00:34:08.9660</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>98.0</td>\n",
       "      <td>37.765052</td>\n",
       "      <td>-122.421866</td>\n",
       "      <td>Valencia St at 16th St</td>\n",
       "      <td>2018-07-01 00:28:45.0850</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199198</th>\n",
       "      <td>847</td>\n",
       "      <td>No</td>\n",
       "      <td>332</td>\n",
       "      <td>256.0</td>\n",
       "      <td>37.875112</td>\n",
       "      <td>-122.260553</td>\n",
       "      <td>Hearst Ave at Euclid Ave</td>\n",
       "      <td>2018-07-01 00:33:47.1990</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>258.0</td>\n",
       "      <td>37.872355</td>\n",
       "      <td>-122.266447</td>\n",
       "      <td>University Ave at Oxford St</td>\n",
       "      <td>2018-07-01 00:28:14.8430</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199199</th>\n",
       "      <td>709</td>\n",
       "      <td>No</td>\n",
       "      <td>1746</td>\n",
       "      <td>74.0</td>\n",
       "      <td>37.776435</td>\n",
       "      <td>-122.426244</td>\n",
       "      <td>Laguna St at Hayes St</td>\n",
       "      <td>2018-07-01 00:32:19.6470</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>6.0</td>\n",
       "      <td>37.804770</td>\n",
       "      <td>-122.403234</td>\n",
       "      <td>The Embarcadero at Sansome St</td>\n",
       "      <td>2018-07-01 00:03:13.1220</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199200</th>\n",
       "      <td>1655</td>\n",
       "      <td>Yes</td>\n",
       "      <td>146</td>\n",
       "      <td>314.0</td>\n",
       "      <td>37.333988</td>\n",
       "      <td>-121.894902</td>\n",
       "      <td>Santa Clara St at Almaden Blvd</td>\n",
       "      <td>2018-07-01 00:31:30.0570</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>307.0</td>\n",
       "      <td>37.332692</td>\n",
       "      <td>-121.900084</td>\n",
       "      <td>SAP Center</td>\n",
       "      <td>2018-07-01 00:29:03.9260</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199201</th>\n",
       "      <td>2137</td>\n",
       "      <td>No</td>\n",
       "      <td>713</td>\n",
       "      <td>208.0</td>\n",
       "      <td>37.330040</td>\n",
       "      <td>-121.881821</td>\n",
       "      <td>S. 4th St at San Carlos St</td>\n",
       "      <td>2018-07-01 00:31:23.4290</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>291.0</td>\n",
       "      <td>37.341335</td>\n",
       "      <td>-121.903183</td>\n",
       "      <td>Autumn Parkway at Coleman Ave</td>\n",
       "      <td>2018-07-01 00:19:29.7440</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199202</th>\n",
       "      <td>2597</td>\n",
       "      <td>Yes</td>\n",
       "      <td>306</td>\n",
       "      <td>305.0</td>\n",
       "      <td>37.342725</td>\n",
       "      <td>-121.895617</td>\n",
       "      <td>Ryland Park</td>\n",
       "      <td>2018-07-01 00:31:00.3860</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>291.0</td>\n",
       "      <td>37.341335</td>\n",
       "      <td>-121.903183</td>\n",
       "      <td>Autumn Parkway at Coleman Ave</td>\n",
       "      <td>2018-07-01 00:25:54.3620</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199203</th>\n",
       "      <td>685</td>\n",
       "      <td>Yes</td>\n",
       "      <td>270</td>\n",
       "      <td>305.0</td>\n",
       "      <td>37.342725</td>\n",
       "      <td>-121.895617</td>\n",
       "      <td>Ryland Park</td>\n",
       "      <td>2018-07-01 00:30:55.5700</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>291.0</td>\n",
       "      <td>37.341335</td>\n",
       "      <td>-121.903183</td>\n",
       "      <td>Autumn Parkway at Coleman Ave</td>\n",
       "      <td>2018-07-01 00:26:25.1560</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199204</th>\n",
       "      <td>1097</td>\n",
       "      <td>No</td>\n",
       "      <td>1099</td>\n",
       "      <td>211.0</td>\n",
       "      <td>37.827757</td>\n",
       "      <td>-122.256716</td>\n",
       "      <td>Broadway at 40th St</td>\n",
       "      <td>2018-07-01 00:30:12.4790</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>189.0</td>\n",
       "      <td>37.839649</td>\n",
       "      <td>-122.271756</td>\n",
       "      <td>Genoa St at 55th St</td>\n",
       "      <td>2018-07-01 00:11:52.9430</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199205</th>\n",
       "      <td>2802</td>\n",
       "      <td>No</td>\n",
       "      <td>542</td>\n",
       "      <td>266.0</td>\n",
       "      <td>37.862464</td>\n",
       "      <td>-122.264791</td>\n",
       "      <td>Parker St at Fulton St</td>\n",
       "      <td>2018-07-01 00:29:54.0920</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>266.0</td>\n",
       "      <td>37.862464</td>\n",
       "      <td>-122.264791</td>\n",
       "      <td>Parker St at Fulton St</td>\n",
       "      <td>2018-07-01 00:20:51.1510</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199206</th>\n",
       "      <td>2600</td>\n",
       "      <td>No</td>\n",
       "      <td>892</td>\n",
       "      <td>4.0</td>\n",
       "      <td>37.785881</td>\n",
       "      <td>-122.408915</td>\n",
       "      <td>Cyril Magnin St at Ellis St</td>\n",
       "      <td>2018-07-01 00:24:47.8920</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>324.0</td>\n",
       "      <td>37.788300</td>\n",
       "      <td>-122.408531</td>\n",
       "      <td>Union Square (Powell St at Post St)</td>\n",
       "      <td>2018-07-01 00:09:55.6900</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199207</th>\n",
       "      <td>3946</td>\n",
       "      <td>No</td>\n",
       "      <td>1316</td>\n",
       "      <td>324.0</td>\n",
       "      <td>37.788300</td>\n",
       "      <td>-122.408531</td>\n",
       "      <td>Union Square (Powell St at Post St)</td>\n",
       "      <td>2018-07-01 00:23:41.0450</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>37.0</td>\n",
       "      <td>37.785000</td>\n",
       "      <td>-122.395936</td>\n",
       "      <td>2nd St at Folsom St</td>\n",
       "      <td>2018-07-01 00:01:44.0490</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199208</th>\n",
       "      <td>2745</td>\n",
       "      <td>No</td>\n",
       "      <td>670</td>\n",
       "      <td>218.0</td>\n",
       "      <td>37.812331</td>\n",
       "      <td>-122.285171</td>\n",
       "      <td>DeFremery Park</td>\n",
       "      <td>2018-07-01 00:23:39.2560</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>179.0</td>\n",
       "      <td>37.816073</td>\n",
       "      <td>-122.267886</td>\n",
       "      <td>Telegraph Ave at 27th St</td>\n",
       "      <td>2018-07-01 00:12:29.0590</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199209</th>\n",
       "      <td>3266</td>\n",
       "      <td>No</td>\n",
       "      <td>887</td>\n",
       "      <td>251.0</td>\n",
       "      <td>37.870555</td>\n",
       "      <td>-122.279720</td>\n",
       "      <td>California St at University Ave</td>\n",
       "      <td>2018-07-01 00:20:53.0650</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>259.0</td>\n",
       "      <td>37.866249</td>\n",
       "      <td>-122.299371</td>\n",
       "      <td>Addison St at Fourth St</td>\n",
       "      <td>2018-07-01 00:06:05.3960</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199210</th>\n",
       "      <td>265</td>\n",
       "      <td>No</td>\n",
       "      <td>647</td>\n",
       "      <td>271.0</td>\n",
       "      <td>37.855783</td>\n",
       "      <td>-122.283127</td>\n",
       "      <td>San Pablo Park</td>\n",
       "      <td>2018-07-01 00:20:06.0600</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>240.0</td>\n",
       "      <td>37.866043</td>\n",
       "      <td>-122.258804</td>\n",
       "      <td>Haste St at Telegraph Ave</td>\n",
       "      <td>2018-07-01 00:09:18.1900</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199211</th>\n",
       "      <td>3859</td>\n",
       "      <td>No</td>\n",
       "      <td>283</td>\n",
       "      <td>60.0</td>\n",
       "      <td>37.774520</td>\n",
       "      <td>-122.409449</td>\n",
       "      <td>8th St at Ringold St</td>\n",
       "      <td>2018-07-01 00:15:40.8800</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>98.0</td>\n",
       "      <td>37.765052</td>\n",
       "      <td>-122.421866</td>\n",
       "      <td>Valencia St at 16th St</td>\n",
       "      <td>2018-07-01 00:10:57.0270</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199212</th>\n",
       "      <td>2250</td>\n",
       "      <td>Yes</td>\n",
       "      <td>341</td>\n",
       "      <td>314.0</td>\n",
       "      <td>37.333988</td>\n",
       "      <td>-121.894902</td>\n",
       "      <td>Santa Clara St at Almaden Blvd</td>\n",
       "      <td>2018-07-01 00:15:17.0180</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>278.0</td>\n",
       "      <td>37.331932</td>\n",
       "      <td>-121.904888</td>\n",
       "      <td>The Alameda at Bush St</td>\n",
       "      <td>2018-07-01 00:09:35.6540</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199213</th>\n",
       "      <td>1818</td>\n",
       "      <td>Yes</td>\n",
       "      <td>202</td>\n",
       "      <td>196.0</td>\n",
       "      <td>37.808894</td>\n",
       "      <td>-122.256460</td>\n",
       "      <td>Grand Ave at Perkins St</td>\n",
       "      <td>2018-07-01 00:14:32.9660</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>181.0</td>\n",
       "      <td>37.811377</td>\n",
       "      <td>-122.265192</td>\n",
       "      <td>Grand Ave at Webster St</td>\n",
       "      <td>2018-07-01 00:11:10.8430</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199214</th>\n",
       "      <td>2974</td>\n",
       "      <td>No</td>\n",
       "      <td>592</td>\n",
       "      <td>183.0</td>\n",
       "      <td>37.808702</td>\n",
       "      <td>-122.269927</td>\n",
       "      <td>Telegraph Ave at 19th St</td>\n",
       "      <td>2018-07-01 00:14:15.1200</td>\n",
       "      <td>1963.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>203.0</td>\n",
       "      <td>37.795195</td>\n",
       "      <td>-122.273970</td>\n",
       "      <td>Webster St at 2nd St</td>\n",
       "      <td>2018-07-01 00:04:22.9390</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199215</th>\n",
       "      <td>2938</td>\n",
       "      <td>No</td>\n",
       "      <td>508</td>\n",
       "      <td>92.0</td>\n",
       "      <td>37.772301</td>\n",
       "      <td>-122.393028</td>\n",
       "      <td>Mission Bay Kids Park</td>\n",
       "      <td>2018-07-01 00:13:02.3010</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>343.0</td>\n",
       "      <td>37.783172</td>\n",
       "      <td>-122.393572</td>\n",
       "      <td>Bryant St at 2nd St</td>\n",
       "      <td>2018-07-01 00:04:34.1800</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199216</th>\n",
       "      <td>1191</td>\n",
       "      <td>Yes</td>\n",
       "      <td>165</td>\n",
       "      <td>276.0</td>\n",
       "      <td>37.332233</td>\n",
       "      <td>-121.912517</td>\n",
       "      <td>Julian St at The Alameda</td>\n",
       "      <td>2018-07-01 00:10:58.5430</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>278.0</td>\n",
       "      <td>37.331932</td>\n",
       "      <td>-121.904888</td>\n",
       "      <td>The Alameda at Bush St</td>\n",
       "      <td>2018-07-01 00:08:12.8840</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199217</th>\n",
       "      <td>1874</td>\n",
       "      <td>No</td>\n",
       "      <td>130</td>\n",
       "      <td>267.0</td>\n",
       "      <td>37.861804</td>\n",
       "      <td>-122.253569</td>\n",
       "      <td>Derby St at College Ave</td>\n",
       "      <td>2018-07-01 00:09:49.9220</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>253.0</td>\n",
       "      <td>37.866418</td>\n",
       "      <td>-122.253799</td>\n",
       "      <td>Haste St at College Ave</td>\n",
       "      <td>2018-07-01 00:07:39.5680</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199218</th>\n",
       "      <td>3134</td>\n",
       "      <td>No</td>\n",
       "      <td>445</td>\n",
       "      <td>214.0</td>\n",
       "      <td>37.823321</td>\n",
       "      <td>-122.275732</td>\n",
       "      <td>Market St at Brockhurst St</td>\n",
       "      <td>2018-07-01 00:09:42.0840</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>179.0</td>\n",
       "      <td>37.816073</td>\n",
       "      <td>-122.267886</td>\n",
       "      <td>Telegraph Ave at 27th St</td>\n",
       "      <td>2018-07-01 00:02:16.5890</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199219</th>\n",
       "      <td>2700</td>\n",
       "      <td>No</td>\n",
       "      <td>490</td>\n",
       "      <td>208.0</td>\n",
       "      <td>37.330040</td>\n",
       "      <td>-121.881821</td>\n",
       "      <td>S. 4th St at San Carlos St</td>\n",
       "      <td>2018-07-01 00:08:51.6770</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>307.0</td>\n",
       "      <td>37.332692</td>\n",
       "      <td>-121.900084</td>\n",
       "      <td>SAP Center</td>\n",
       "      <td>2018-07-01 00:00:41.6330</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199220</th>\n",
       "      <td>3848</td>\n",
       "      <td>No</td>\n",
       "      <td>219</td>\n",
       "      <td>52.0</td>\n",
       "      <td>37.777416</td>\n",
       "      <td>-122.441838</td>\n",
       "      <td>McAllister St at Baker St</td>\n",
       "      <td>2018-07-01 00:08:12.3040</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>70.0</td>\n",
       "      <td>37.773311</td>\n",
       "      <td>-122.444293</td>\n",
       "      <td>Central Ave at Fell St</td>\n",
       "      <td>2018-07-01 00:04:32.9560</td>\n",
       "      <td>Customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199221</th>\n",
       "      <td>3787</td>\n",
       "      <td>No</td>\n",
       "      <td>368</td>\n",
       "      <td>61.0</td>\n",
       "      <td>37.776513</td>\n",
       "      <td>-122.411306</td>\n",
       "      <td>Howard St at 8th St</td>\n",
       "      <td>2018-07-01 00:07:31.8290</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>4.0</td>\n",
       "      <td>37.785881</td>\n",
       "      <td>-122.408915</td>\n",
       "      <td>Cyril Magnin St at Ellis St</td>\n",
       "      <td>2018-07-01 00:01:22.9220</td>\n",
       "      <td>Subscriber</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1538086 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        bike_id bike_share_for_all_trip  duration_sec  end_station_id  \\\n",
       "0            96                     NaN         80110            43.0   \n",
       "1            88                     NaN         78800            96.0   \n",
       "2          1094                     NaN         45768           245.0   \n",
       "3          2831                     NaN         62172             5.0   \n",
       "4          3167                     NaN         43603           247.0   \n",
       "5          1487                     NaN          9226            30.0   \n",
       "6          3539                     NaN          4507           259.0   \n",
       "7          1503                     NaN          4334           284.0   \n",
       "8          3125                     NaN          4150            20.0   \n",
       "9          2543                     NaN          4238            20.0   \n",
       "10         3058                     NaN          3292            22.0   \n",
       "11         3197                     NaN          3177            22.0   \n",
       "12         2311                     NaN          2183            24.0   \n",
       "13         3717                     NaN          2170            24.0   \n",
       "14         3452                     NaN          2697            23.0   \n",
       "15          558                     NaN          1544            27.0   \n",
       "16         3646                     NaN          1474            27.0   \n",
       "17         1667                     NaN          1397            15.0   \n",
       "18         3114                     NaN          1532            15.0   \n",
       "19         1473                     NaN          1216           123.0   \n",
       "20         1603                     NaN           386           296.0   \n",
       "21          809                     NaN          4174             6.0   \n",
       "22         2415                     NaN           422            99.0   \n",
       "23         3671                     NaN          1165            23.0   \n",
       "24         3375                     NaN          1149            23.0   \n",
       "25         2721                     NaN          1130            23.0   \n",
       "26         2522                     NaN          1003            23.0   \n",
       "27          533                     NaN           862            15.0   \n",
       "28         1456                     NaN           871            14.0   \n",
       "29         1691                     NaN           784            15.0   \n",
       "...         ...                     ...           ...             ...   \n",
       "199192     4009                      No           896           345.0   \n",
       "199193     3787                      No           534            25.0   \n",
       "199194     1098                      No          1266           177.0   \n",
       "199195       48                     Yes           785           305.0   \n",
       "199196     1079                      No           708            62.0   \n",
       "199197     1088                      No           323            95.0   \n",
       "199198      847                      No           332           256.0   \n",
       "199199      709                      No          1746            74.0   \n",
       "199200     1655                     Yes           146           314.0   \n",
       "199201     2137                      No           713           208.0   \n",
       "199202     2597                     Yes           306           305.0   \n",
       "199203      685                     Yes           270           305.0   \n",
       "199204     1097                      No          1099           211.0   \n",
       "199205     2802                      No           542           266.0   \n",
       "199206     2600                      No           892             4.0   \n",
       "199207     3946                      No          1316           324.0   \n",
       "199208     2745                      No           670           218.0   \n",
       "199209     3266                      No           887           251.0   \n",
       "199210      265                      No           647           271.0   \n",
       "199211     3859                      No           283            60.0   \n",
       "199212     2250                     Yes           341           314.0   \n",
       "199213     1818                     Yes           202           196.0   \n",
       "199214     2974                      No           592           183.0   \n",
       "199215     2938                      No           508            92.0   \n",
       "199216     1191                     Yes           165           276.0   \n",
       "199217     1874                      No           130           267.0   \n",
       "199218     3134                      No           445           214.0   \n",
       "199219     2700                      No           490           208.0   \n",
       "199220     3848                      No           219            52.0   \n",
       "199221     3787                      No           368            61.0   \n",
       "\n",
       "        end_station_latitude  end_station_longitude  \\\n",
       "0                  37.778768            -122.415929   \n",
       "1                  37.766210            -122.426614   \n",
       "2                  37.870348            -122.267764   \n",
       "3                  37.783899            -122.408445   \n",
       "4                  37.867789            -122.265896   \n",
       "5                  37.776598            -122.395282   \n",
       "6                  37.866249            -122.299371   \n",
       "7                  37.784872            -122.400876   \n",
       "8                  37.791300            -122.399051   \n",
       "9                  37.791300            -122.399051   \n",
       "10                 37.789756            -122.394643   \n",
       "11                 37.789756            -122.394643   \n",
       "12                 37.789677            -122.390428   \n",
       "13                 37.789677            -122.390428   \n",
       "14                 37.791464            -122.391034   \n",
       "15                 37.788059            -122.391865   \n",
       "16                 37.788059            -122.391865   \n",
       "17                 37.795392            -122.394203   \n",
       "18                 37.795392            -122.394203   \n",
       "19                 37.760594            -122.414817   \n",
       "20                 37.325998            -121.877120   \n",
       "21                 37.804770            -122.403234   \n",
       "22                 37.767037            -122.415443   \n",
       "23                 37.791464            -122.391034   \n",
       "24                 37.791464            -122.391034   \n",
       "25                 37.791464            -122.391034   \n",
       "26                 37.791464            -122.391034   \n",
       "27                 37.795392            -122.394203   \n",
       "28                 37.795001            -122.399970   \n",
       "29                 37.795392            -122.394203   \n",
       "...                      ...                    ...   \n",
       "199192             37.766474            -122.398295   \n",
       "199193             37.787522            -122.397405   \n",
       "199194             37.826286            -122.265100   \n",
       "199195             37.342725            -121.895617   \n",
       "199196             37.777791            -122.406432   \n",
       "199197             37.766219            -122.431060   \n",
       "199198             37.875112            -122.260553   \n",
       "199199             37.776435            -122.426244   \n",
       "199200             37.333988            -121.894902   \n",
       "199201             37.330040            -121.881821   \n",
       "199202             37.342725            -121.895617   \n",
       "199203             37.342725            -121.895617   \n",
       "199204             37.827757            -122.256716   \n",
       "199205             37.862464            -122.264791   \n",
       "199206             37.785881            -122.408915   \n",
       "199207             37.788300            -122.408531   \n",
       "199208             37.812331            -122.285171   \n",
       "199209             37.870555            -122.279720   \n",
       "199210             37.855783            -122.283127   \n",
       "199211             37.774520            -122.409449   \n",
       "199212             37.333988            -121.894902   \n",
       "199213             37.808894            -122.256460   \n",
       "199214             37.808702            -122.269927   \n",
       "199215             37.772301            -122.393028   \n",
       "199216             37.332233            -121.912517   \n",
       "199217             37.861804            -122.253569   \n",
       "199218             37.823321            -122.275732   \n",
       "199219             37.330040            -121.881821   \n",
       "199220             37.777416            -122.441838   \n",
       "199221             37.776513            -122.411306   \n",
       "\n",
       "                                         end_station_name  \\\n",
       "0       San Francisco Public Library (Grove St at Hyde...   \n",
       "1                                   Dolores St at 15th St   \n",
       "2                                  Downtown Berkeley BART   \n",
       "3            Powell St BART Station (Market St at 5th St)   \n",
       "4                               Fulton St at Bancroft Way   \n",
       "5          San Francisco Caltrain (Townsend St at 4th St)   \n",
       "6                                 Addison St at Fourth St   \n",
       "7       Yerba Buena Center for the Arts (Howard St at ...   \n",
       "8         Mechanics Monument Plaza (Market St at Bush St)   \n",
       "9         Mechanics Monument Plaza (Market St at Bush St)   \n",
       "10                                  Howard St at Beale St   \n",
       "11                                  Howard St at Beale St   \n",
       "12                                  Spear St at Folsom St   \n",
       "13                                  Spear St at Folsom St   \n",
       "14                          The Embarcadero at Steuart St   \n",
       "15                                Beale St at Harrison St   \n",
       "16                                Beale St at Harrison St   \n",
       "17      San Francisco Ferry Building (Harry Bridges Pl...   \n",
       "18      San Francisco Ferry Building (Harry Bridges Pl...   \n",
       "19                                   Folsom St at 19th St   \n",
       "20                                  5th St at Virginia St   \n",
       "21                          The Embarcadero at Sansome St   \n",
       "22                                   Folsom St at 15th St   \n",
       "23                          The Embarcadero at Steuart St   \n",
       "24                          The Embarcadero at Steuart St   \n",
       "25                          The Embarcadero at Steuart St   \n",
       "26                          The Embarcadero at Steuart St   \n",
       "27      San Francisco Ferry Building (Harry Bridges Pl...   \n",
       "28                                  Clay St at Battery St   \n",
       "29      San Francisco Ferry Building (Harry Bridges Pl...   \n",
       "...                                                   ...   \n",
       "199192                              Hubbell St at 16th St   \n",
       "199193                                Howard St at 2nd St   \n",
       "199194                    MacArthur Blvd at Telegraph Ave   \n",
       "199195                                        Ryland Park   \n",
       "199196                        Victoria Manalo Draves Park   \n",
       "199197                              Sanchez St at 15th St   \n",
       "199198                           Hearst Ave at Euclid Ave   \n",
       "199199                              Laguna St at Hayes St   \n",
       "199200                     Santa Clara St at Almaden Blvd   \n",
       "199201                         S. 4th St at San Carlos St   \n",
       "199202                                        Ryland Park   \n",
       "199203                                        Ryland Park   \n",
       "199204                                Broadway at 40th St   \n",
       "199205                             Parker St at Fulton St   \n",
       "199206                        Cyril Magnin St at Ellis St   \n",
       "199207                Union Square (Powell St at Post St)   \n",
       "199208                                     DeFremery Park   \n",
       "199209                    California St at University Ave   \n",
       "199210                                     San Pablo Park   \n",
       "199211                               8th St at Ringold St   \n",
       "199212                     Santa Clara St at Almaden Blvd   \n",
       "199213                            Grand Ave at Perkins St   \n",
       "199214                           Telegraph Ave at 19th St   \n",
       "199215                              Mission Bay Kids Park   \n",
       "199216                           Julian St at The Alameda   \n",
       "199217                            Derby St at College Ave   \n",
       "199218                         Market St at Brockhurst St   \n",
       "199219                         S. 4th St at San Carlos St   \n",
       "199220                          McAllister St at Baker St   \n",
       "199221                                Howard St at 8th St   \n",
       "\n",
       "                        end_time  member_birth_year member_gender  \\\n",
       "0       2018-01-01 15:12:50.2450             1987.0          Male   \n",
       "1       2018-01-01 13:49:55.6170             1965.0        Female   \n",
       "2       2018-01-01 11:28:36.8830                NaN           NaN   \n",
       "3       2018-01-01 10:47:23.5310                NaN           NaN   \n",
       "4       2018-01-01 02:29:57.5710             1997.0        Female   \n",
       "5       2018-01-01 01:24:47.1660                NaN           NaN   \n",
       "6       2018-01-01 01:04:35.6190             1991.0        Female   \n",
       "7       2018-01-01 00:58:51.2110                NaN           NaN   \n",
       "8       2018-01-01 00:46:18.3080                NaN           NaN   \n",
       "9       2018-01-01 00:46:17.0530                NaN           NaN   \n",
       "10      2018-01-01 00:41:24.6050                NaN           NaN   \n",
       "11      2018-01-01 00:41:09.5810                NaN           NaN   \n",
       "12      2018-01-01 00:29:18.7430             1990.0          Male   \n",
       "13      2018-01-01 00:29:06.9240             1990.0          Male   \n",
       "14      2018-01-01 00:20:20.8130                NaN           NaN   \n",
       "15      2018-01-01 00:19:23.0470             1980.0        Female   \n",
       "16      2018-01-01 00:19:14.3510             1979.0          Male   \n",
       "17      2018-01-01 00:18:26.7210                NaN           NaN   \n",
       "18      2018-01-01 00:18:21.9530             1988.0         Other   \n",
       "19      2018-01-01 00:06:50.0580             1971.0          Male   \n",
       "20      2018-01-01 00:05:27.8090             1992.0          Male   \n",
       "21      2018-01-01 00:01:56.6140                NaN           NaN   \n",
       "22      2018-01-01 00:01:27.3540             1985.0          Male   \n",
       "23      2017-12-31 23:55:21.2200                NaN           NaN   \n",
       "24      2017-12-31 23:55:13.4650                NaN           NaN   \n",
       "25      2017-12-31 23:55:06.0960                NaN           NaN   \n",
       "26      2017-12-31 23:53:18.1950                NaN           NaN   \n",
       "27      2017-12-31 23:52:47.5420                NaN           NaN   \n",
       "28      2017-12-31 23:52:18.4730             1979.0          Male   \n",
       "29      2017-12-31 23:52:17.2930                NaN           NaN   \n",
       "...                          ...                ...           ...   \n",
       "199192  2018-07-01 00:42:28.1630             1985.0          Male   \n",
       "199193  2018-07-01 00:42:19.5870             1968.0          Male   \n",
       "199194  2018-07-01 00:40:26.2430             1986.0          Male   \n",
       "199195  2018-07-01 00:37:58.2190             1991.0          Male   \n",
       "199196  2018-07-01 00:37:56.5120             1991.0          Male   \n",
       "199197  2018-07-01 00:34:08.9660             1976.0          Male   \n",
       "199198  2018-07-01 00:33:47.1990             1995.0          Male   \n",
       "199199  2018-07-01 00:32:19.6470             1998.0          Male   \n",
       "199200  2018-07-01 00:31:30.0570             1998.0          Male   \n",
       "199201  2018-07-01 00:31:23.4290             1997.0          Male   \n",
       "199202  2018-07-01 00:31:00.3860             1993.0          Male   \n",
       "199203  2018-07-01 00:30:55.5700             1993.0          Male   \n",
       "199204  2018-07-01 00:30:12.4790             1970.0          Male   \n",
       "199205  2018-07-01 00:29:54.0920             1999.0          Male   \n",
       "199206  2018-07-01 00:24:47.8920             1996.0          Male   \n",
       "199207  2018-07-01 00:23:41.0450             1994.0          Male   \n",
       "199208  2018-07-01 00:23:39.2560             1993.0        Female   \n",
       "199209  2018-07-01 00:20:53.0650             1992.0          Male   \n",
       "199210  2018-07-01 00:20:06.0600             1997.0          Male   \n",
       "199211  2018-07-01 00:15:40.8800             1980.0          Male   \n",
       "199212  2018-07-01 00:15:17.0180             1994.0          Male   \n",
       "199213  2018-07-01 00:14:32.9660             1966.0          Male   \n",
       "199214  2018-07-01 00:14:15.1200             1963.0        Female   \n",
       "199215  2018-07-01 00:13:02.3010             1993.0          Male   \n",
       "199216  2018-07-01 00:10:58.5430             1992.0          Male   \n",
       "199217  2018-07-01 00:09:49.9220             1997.0        Female   \n",
       "199218  2018-07-01 00:09:42.0840             1992.0         Other   \n",
       "199219  2018-07-01 00:08:51.6770             1997.0        Female   \n",
       "199220  2018-07-01 00:08:12.3040             1979.0          Male   \n",
       "199221  2018-07-01 00:07:31.8290             1977.0          Male   \n",
       "\n",
       "        start_station_id  start_station_latitude  start_station_longitude  \\\n",
       "0                   74.0               37.776435              -122.426244   \n",
       "1                  284.0               37.784872              -122.400876   \n",
       "2                  245.0               37.870348              -122.267764   \n",
       "3                   60.0               37.774520              -122.409449   \n",
       "4                  239.0               37.868813              -122.258764   \n",
       "5                   30.0               37.776598              -122.395282   \n",
       "6                  259.0               37.866249              -122.299371   \n",
       "7                  284.0               37.784872              -122.400876   \n",
       "8                   20.0               37.791300              -122.399051   \n",
       "9                   20.0               37.791300              -122.399051   \n",
       "10                 284.0               37.784872              -122.400876   \n",
       "11                 284.0               37.784872              -122.400876   \n",
       "12                  67.0               37.776639              -122.395526   \n",
       "13                  67.0               37.776639              -122.395526   \n",
       "14                  66.0               37.778742              -122.392741   \n",
       "15                  14.0               37.795001              -122.399970   \n",
       "16                  14.0               37.795001              -122.399970   \n",
       "17                  78.0               37.773717              -122.411647   \n",
       "18                  78.0               37.773717              -122.411647   \n",
       "19                   4.0               37.785881              -122.408915   \n",
       "20                 317.0               37.333955              -121.877349   \n",
       "21                  30.0               37.776598              -122.395282   \n",
       "22                 139.0               37.751017              -122.411901   \n",
       "23                  66.0               37.778742              -122.392741   \n",
       "24                  66.0               37.778742              -122.392741   \n",
       "25                  66.0               37.778742              -122.392741   \n",
       "26                  66.0               37.778742              -122.392741   \n",
       "27                   6.0               37.804770              -122.403234   \n",
       "28                 323.0               37.798014              -122.405950   \n",
       "29                   6.0               37.804770              -122.403234   \n",
       "...                  ...                     ...                      ...   \n",
       "199192              73.0               37.771793              -122.433708   \n",
       "199193              61.0               37.776513              -122.411306   \n",
       "199194             251.0               37.870555              -122.279720   \n",
       "199195             308.0               37.336802              -121.894090   \n",
       "199196              20.0               37.791300              -122.399051   \n",
       "199197              98.0               37.765052              -122.421866   \n",
       "199198             258.0               37.872355              -122.266447   \n",
       "199199               6.0               37.804770              -122.403234   \n",
       "199200             307.0               37.332692              -121.900084   \n",
       "199201             291.0               37.341335              -121.903183   \n",
       "199202             291.0               37.341335              -121.903183   \n",
       "199203             291.0               37.341335              -121.903183   \n",
       "199204             189.0               37.839649              -122.271756   \n",
       "199205             266.0               37.862464              -122.264791   \n",
       "199206             324.0               37.788300              -122.408531   \n",
       "199207              37.0               37.785000              -122.395936   \n",
       "199208             179.0               37.816073              -122.267886   \n",
       "199209             259.0               37.866249              -122.299371   \n",
       "199210             240.0               37.866043              -122.258804   \n",
       "199211              98.0               37.765052              -122.421866   \n",
       "199212             278.0               37.331932              -121.904888   \n",
       "199213             181.0               37.811377              -122.265192   \n",
       "199214             203.0               37.795195              -122.273970   \n",
       "199215             343.0               37.783172              -122.393572   \n",
       "199216             278.0               37.331932              -121.904888   \n",
       "199217             253.0               37.866418              -122.253799   \n",
       "199218             179.0               37.816073              -122.267886   \n",
       "199219             307.0               37.332692              -121.900084   \n",
       "199220              70.0               37.773311              -122.444293   \n",
       "199221               4.0               37.785881              -122.408915   \n",
       "\n",
       "                                       start_station_name  \\\n",
       "0                                   Laguna St at Hayes St   \n",
       "1       Yerba Buena Center for the Arts (Howard St at ...   \n",
       "2                                  Downtown Berkeley BART   \n",
       "3                                    8th St at Ringold St   \n",
       "4                           Bancroft Way at Telegraph Ave   \n",
       "5          San Francisco Caltrain (Townsend St at 4th St)   \n",
       "6                                 Addison St at Fourth St   \n",
       "7       Yerba Buena Center for the Arts (Howard St at ...   \n",
       "8         Mechanics Monument Plaza (Market St at Bush St)   \n",
       "9         Mechanics Monument Plaza (Market St at Bush St)   \n",
       "10      Yerba Buena Center for the Arts (Howard St at ...   \n",
       "11      Yerba Buena Center for the Arts (Howard St at ...   \n",
       "12      San Francisco Caltrain Station 2  (Townsend St...   \n",
       "13      San Francisco Caltrain Station 2  (Townsend St...   \n",
       "14                                  3rd St at Townsend St   \n",
       "15                                  Clay St at Battery St   \n",
       "16                                  Clay St at Battery St   \n",
       "17                                    Folsom St at 9th St   \n",
       "18                                    Folsom St at 9th St   \n",
       "19                            Cyril Magnin St at Ellis St   \n",
       "20                              San Salvador St at 9th St   \n",
       "21         San Francisco Caltrain (Townsend St at 4th St)   \n",
       "22               Garfield Square (25th St at Harrison St)   \n",
       "23                                  3rd St at Townsend St   \n",
       "24                                  3rd St at Townsend St   \n",
       "25                                  3rd St at Townsend St   \n",
       "26                                  3rd St at Townsend St   \n",
       "27                          The Embarcadero at Sansome St   \n",
       "28                                     Broadway at Kearny   \n",
       "29                          The Embarcadero at Sansome St   \n",
       "...                                                   ...   \n",
       "199192                             Pierce St at Haight St   \n",
       "199193                                Howard St at 8th St   \n",
       "199194                    California St at University Ave   \n",
       "199195                                   San Pedro Square   \n",
       "199196    Mechanics Monument Plaza (Market St at Bush St)   \n",
       "199197                             Valencia St at 16th St   \n",
       "199198                        University Ave at Oxford St   \n",
       "199199                      The Embarcadero at Sansome St   \n",
       "199200                                         SAP Center   \n",
       "199201                      Autumn Parkway at Coleman Ave   \n",
       "199202                      Autumn Parkway at Coleman Ave   \n",
       "199203                      Autumn Parkway at Coleman Ave   \n",
       "199204                                Genoa St at 55th St   \n",
       "199205                             Parker St at Fulton St   \n",
       "199206                Union Square (Powell St at Post St)   \n",
       "199207                                2nd St at Folsom St   \n",
       "199208                           Telegraph Ave at 27th St   \n",
       "199209                            Addison St at Fourth St   \n",
       "199210                          Haste St at Telegraph Ave   \n",
       "199211                             Valencia St at 16th St   \n",
       "199212                             The Alameda at Bush St   \n",
       "199213                            Grand Ave at Webster St   \n",
       "199214                               Webster St at 2nd St   \n",
       "199215                                Bryant St at 2nd St   \n",
       "199216                             The Alameda at Bush St   \n",
       "199217                            Haste St at College Ave   \n",
       "199218                           Telegraph Ave at 27th St   \n",
       "199219                                         SAP Center   \n",
       "199220                             Central Ave at Fell St   \n",
       "199221                        Cyril Magnin St at Ellis St   \n",
       "\n",
       "                      start_time   user_type  \n",
       "0       2017-12-31 16:57:39.6540    Customer  \n",
       "1       2017-12-31 15:56:34.8420    Customer  \n",
       "2       2017-12-31 22:45:48.4110    Customer  \n",
       "3       2017-12-31 17:31:10.6360    Customer  \n",
       "4       2017-12-31 14:23:14.0010  Subscriber  \n",
       "5       2017-12-31 22:51:00.9180    Customer  \n",
       "6       2017-12-31 23:49:28.4220    Customer  \n",
       "7       2017-12-31 23:46:37.1960    Customer  \n",
       "8       2017-12-31 23:37:07.5480    Customer  \n",
       "9       2017-12-31 23:35:38.1450    Customer  \n",
       "10      2017-12-31 23:46:32.4030    Customer  \n",
       "11      2017-12-31 23:48:11.7570    Customer  \n",
       "12      2017-12-31 23:52:55.5810  Subscriber  \n",
       "13      2017-12-31 23:52:55.9370  Subscriber  \n",
       "14      2017-12-31 23:35:23.2220    Customer  \n",
       "15      2017-12-31 23:53:38.9430  Subscriber  \n",
       "16      2017-12-31 23:54:40.1460  Subscriber  \n",
       "17      2017-12-31 23:55:09.6860    Customer  \n",
       "18      2017-12-31 23:52:49.4970  Subscriber  \n",
       "19      2017-12-31 23:46:33.9930  Subscriber  \n",
       "20      2017-12-31 23:59:01.2610  Subscriber  \n",
       "21      2017-12-31 22:52:22.2860    Customer  \n",
       "22      2017-12-31 23:54:25.3370  Subscriber  \n",
       "23      2017-12-31 23:35:55.5430    Customer  \n",
       "24      2017-12-31 23:36:03.5550    Customer  \n",
       "25      2017-12-31 23:36:16.0690    Customer  \n",
       "26      2017-12-31 23:36:34.5480    Customer  \n",
       "27      2017-12-31 23:38:24.8740    Customer  \n",
       "28      2017-12-31 23:37:47.1920  Subscriber  \n",
       "29      2017-12-31 23:39:13.0840    Customer  \n",
       "...                          ...         ...  \n",
       "199192  2018-07-01 00:27:31.9690  Subscriber  \n",
       "199193  2018-07-01 00:33:24.6100  Subscriber  \n",
       "199194  2018-07-01 00:19:20.0470    Customer  \n",
       "199195  2018-07-01 00:24:52.8710  Subscriber  \n",
       "199196  2018-07-01 00:26:07.5640  Subscriber  \n",
       "199197  2018-07-01 00:28:45.0850  Subscriber  \n",
       "199198  2018-07-01 00:28:14.8430  Subscriber  \n",
       "199199  2018-07-01 00:03:13.1220    Customer  \n",
       "199200  2018-07-01 00:29:03.9260  Subscriber  \n",
       "199201  2018-07-01 00:19:29.7440  Subscriber  \n",
       "199202  2018-07-01 00:25:54.3620  Subscriber  \n",
       "199203  2018-07-01 00:26:25.1560  Subscriber  \n",
       "199204  2018-07-01 00:11:52.9430  Subscriber  \n",
       "199205  2018-07-01 00:20:51.1510  Subscriber  \n",
       "199206  2018-07-01 00:09:55.6900  Subscriber  \n",
       "199207  2018-07-01 00:01:44.0490  Subscriber  \n",
       "199208  2018-07-01 00:12:29.0590    Customer  \n",
       "199209  2018-07-01 00:06:05.3960  Subscriber  \n",
       "199210  2018-07-01 00:09:18.1900  Subscriber  \n",
       "199211  2018-07-01 00:10:57.0270  Subscriber  \n",
       "199212  2018-07-01 00:09:35.6540  Subscriber  \n",
       "199213  2018-07-01 00:11:10.8430  Subscriber  \n",
       "199214  2018-07-01 00:04:22.9390  Subscriber  \n",
       "199215  2018-07-01 00:04:34.1800  Subscriber  \n",
       "199216  2018-07-01 00:08:12.8840  Subscriber  \n",
       "199217  2018-07-01 00:07:39.5680  Subscriber  \n",
       "199218  2018-07-01 00:02:16.5890  Subscriber  \n",
       "199219  2018-07-01 00:00:41.6330  Subscriber  \n",
       "199220  2018-07-01 00:04:32.9560    Customer  \n",
       "199221  2018-07-01 00:01:22.9220  Subscriber  \n",
       "\n",
       "[1538086 rows x 16 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## The initial dataset is presented, to remember its structure and content\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dummies technique is applied to certain categorical attributes.\n",
    "\n",
    "In this dataset an attribute to which it is advisable to apply \"one-hot encoding\" is to the user type column \"user_type\", since it has only two categories."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "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>Customer</th>\n",
       "      <th>Subscriber</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Customer  Subscriber\n",
       "0         1           0\n",
       "1         1           0\n",
       "2         1           0\n",
       "3         1           0\n",
       "4         0           1"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dummies_user_type = pd.get_dummies(df.user_type)\n",
    "dummies_user_type.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then you must concatenate the new columns to the dataset and delete the column to which dummies are applied."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\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>bike_id</th>\n",
       "      <th>bike_share_for_all_trip</th>\n",
       "      <th>duration_sec</th>\n",
       "      <th>end_station_id</th>\n",
       "      <th>end_station_latitude</th>\n",
       "      <th>end_station_longitude</th>\n",
       "      <th>end_station_name</th>\n",
       "      <th>end_time</th>\n",
       "      <th>member_birth_year</th>\n",
       "      <th>member_gender</th>\n",
       "      <th>start_station_id</th>\n",
       "      <th>start_station_latitude</th>\n",
       "      <th>start_station_longitude</th>\n",
       "      <th>start_station_name</th>\n",
       "      <th>start_time</th>\n",
       "      <th>user_type</th>\n",
       "      <th>Customer</th>\n",
       "      <th>Subscriber</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>96</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80110</td>\n",
       "      <td>43.0</td>\n",
       "      <td>37.778768</td>\n",
       "      <td>-122.415929</td>\n",
       "      <td>San Francisco Public Library (Grove St at Hyde...</td>\n",
       "      <td>2018-01-01 15:12:50.2450</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>74.0</td>\n",
       "      <td>37.776435</td>\n",
       "      <td>-122.426244</td>\n",
       "      <td>Laguna St at Hayes St</td>\n",
       "      <td>2017-12-31 16:57:39.6540</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78800</td>\n",
       "      <td>96.0</td>\n",
       "      <td>37.766210</td>\n",
       "      <td>-122.426614</td>\n",
       "      <td>Dolores St at 15th St</td>\n",
       "      <td>2018-01-01 13:49:55.6170</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2017-12-31 15:56:34.8420</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45768</td>\n",
       "      <td>245.0</td>\n",
       "      <td>37.870348</td>\n",
       "      <td>-122.267764</td>\n",
       "      <td>Downtown Berkeley BART</td>\n",
       "      <td>2018-01-01 11:28:36.8830</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>245.0</td>\n",
       "      <td>37.870348</td>\n",
       "      <td>-122.267764</td>\n",
       "      <td>Downtown Berkeley BART</td>\n",
       "      <td>2017-12-31 22:45:48.4110</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2831</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62172</td>\n",
       "      <td>5.0</td>\n",
       "      <td>37.783899</td>\n",
       "      <td>-122.408445</td>\n",
       "      <td>Powell St BART Station (Market St at 5th St)</td>\n",
       "      <td>2018-01-01 10:47:23.5310</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60.0</td>\n",
       "      <td>37.774520</td>\n",
       "      <td>-122.409449</td>\n",
       "      <td>8th St at Ringold St</td>\n",
       "      <td>2017-12-31 17:31:10.6360</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3167</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43603</td>\n",
       "      <td>247.0</td>\n",
       "      <td>37.867789</td>\n",
       "      <td>-122.265896</td>\n",
       "      <td>Fulton St at Bancroft Way</td>\n",
       "      <td>2018-01-01 02:29:57.5710</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>239.0</td>\n",
       "      <td>37.868813</td>\n",
       "      <td>-122.258764</td>\n",
       "      <td>Bancroft Way at Telegraph Ave</td>\n",
       "      <td>2017-12-31 14:23:14.0010</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1487</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9226</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.776598</td>\n",
       "      <td>-122.395282</td>\n",
       "      <td>San Francisco Caltrain (Townsend St at 4th St)</td>\n",
       "      <td>2018-01-01 01:24:47.1660</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.776598</td>\n",
       "      <td>-122.395282</td>\n",
       "      <td>San Francisco Caltrain (Townsend St at 4th St)</td>\n",
       "      <td>2017-12-31 22:51:00.9180</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3539</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4507</td>\n",
       "      <td>259.0</td>\n",
       "      <td>37.866249</td>\n",
       "      <td>-122.299371</td>\n",
       "      <td>Addison St at Fourth St</td>\n",
       "      <td>2018-01-01 01:04:35.6190</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>259.0</td>\n",
       "      <td>37.866249</td>\n",
       "      <td>-122.299371</td>\n",
       "      <td>Addison St at Fourth St</td>\n",
       "      <td>2017-12-31 23:49:28.4220</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1503</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4334</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2018-01-01 00:58:51.2110</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2017-12-31 23:46:37.1960</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3125</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4150</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.791300</td>\n",
       "      <td>-122.399051</td>\n",
       "      <td>Mechanics Monument Plaza (Market St at Bush St)</td>\n",
       "      <td>2018-01-01 00:46:18.3080</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.791300</td>\n",
       "      <td>-122.399051</td>\n",
       "      <td>Mechanics Monument Plaza (Market St at Bush St)</td>\n",
       "      <td>2017-12-31 23:37:07.5480</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2543</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4238</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.791300</td>\n",
       "      <td>-122.399051</td>\n",
       "      <td>Mechanics Monument Plaza (Market St at Bush St)</td>\n",
       "      <td>2018-01-01 00:46:17.0530</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.791300</td>\n",
       "      <td>-122.399051</td>\n",
       "      <td>Mechanics Monument Plaza (Market St at Bush St)</td>\n",
       "      <td>2017-12-31 23:35:38.1450</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3058</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3292</td>\n",
       "      <td>22.0</td>\n",
       "      <td>37.789756</td>\n",
       "      <td>-122.394643</td>\n",
       "      <td>Howard St at Beale St</td>\n",
       "      <td>2018-01-01 00:41:24.6050</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2017-12-31 23:46:32.4030</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3197</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3177</td>\n",
       "      <td>22.0</td>\n",
       "      <td>37.789756</td>\n",
       "      <td>-122.394643</td>\n",
       "      <td>Howard St at Beale St</td>\n",
       "      <td>2018-01-01 00:41:09.5810</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2017-12-31 23:48:11.7570</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2311</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2183</td>\n",
       "      <td>24.0</td>\n",
       "      <td>37.789677</td>\n",
       "      <td>-122.390428</td>\n",
       "      <td>Spear St at Folsom St</td>\n",
       "      <td>2018-01-01 00:29:18.7430</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>67.0</td>\n",
       "      <td>37.776639</td>\n",
       "      <td>-122.395526</td>\n",
       "      <td>San Francisco Caltrain Station 2  (Townsend St...</td>\n",
       "      <td>2017-12-31 23:52:55.5810</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>3717</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2170</td>\n",
       "      <td>24.0</td>\n",
       "      <td>37.789677</td>\n",
       "      <td>-122.390428</td>\n",
       "      <td>Spear St at Folsom St</td>\n",
       "      <td>2018-01-01 00:29:06.9240</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>67.0</td>\n",
       "      <td>37.776639</td>\n",
       "      <td>-122.395526</td>\n",
       "      <td>San Francisco Caltrain Station 2  (Townsend St...</td>\n",
       "      <td>2017-12-31 23:52:55.9370</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>3452</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2697</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>2018-01-01 00:20:20.8130</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66.0</td>\n",
       "      <td>37.778742</td>\n",
       "      <td>-122.392741</td>\n",
       "      <td>3rd St at Townsend St</td>\n",
       "      <td>2017-12-31 23:35:23.2220</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>558</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1544</td>\n",
       "      <td>27.0</td>\n",
       "      <td>37.788059</td>\n",
       "      <td>-122.391865</td>\n",
       "      <td>Beale St at Harrison St</td>\n",
       "      <td>2018-01-01 00:19:23.0470</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.795001</td>\n",
       "      <td>-122.399970</td>\n",
       "      <td>Clay St at Battery St</td>\n",
       "      <td>2017-12-31 23:53:38.9430</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>3646</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1474</td>\n",
       "      <td>27.0</td>\n",
       "      <td>37.788059</td>\n",
       "      <td>-122.391865</td>\n",
       "      <td>Beale St at Harrison St</td>\n",
       "      <td>2018-01-01 00:19:14.3510</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.795001</td>\n",
       "      <td>-122.399970</td>\n",
       "      <td>Clay St at Battery St</td>\n",
       "      <td>2017-12-31 23:54:40.1460</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1397</td>\n",
       "      <td>15.0</td>\n",
       "      <td>37.795392</td>\n",
       "      <td>-122.394203</td>\n",
       "      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>\n",
       "      <td>2018-01-01 00:18:26.7210</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78.0</td>\n",
       "      <td>37.773717</td>\n",
       "      <td>-122.411647</td>\n",
       "      <td>Folsom St at 9th St</td>\n",
       "      <td>2017-12-31 23:55:09.6860</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>3114</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1532</td>\n",
       "      <td>15.0</td>\n",
       "      <td>37.795392</td>\n",
       "      <td>-122.394203</td>\n",
       "      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>\n",
       "      <td>2018-01-01 00:18:21.9530</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>78.0</td>\n",
       "      <td>37.773717</td>\n",
       "      <td>-122.411647</td>\n",
       "      <td>Folsom St at 9th St</td>\n",
       "      <td>2017-12-31 23:52:49.4970</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1473</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1216</td>\n",
       "      <td>123.0</td>\n",
       "      <td>37.760594</td>\n",
       "      <td>-122.414817</td>\n",
       "      <td>Folsom St at 19th St</td>\n",
       "      <td>2018-01-01 00:06:50.0580</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>4.0</td>\n",
       "      <td>37.785881</td>\n",
       "      <td>-122.408915</td>\n",
       "      <td>Cyril Magnin St at Ellis St</td>\n",
       "      <td>2017-12-31 23:46:33.9930</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1603</td>\n",
       "      <td>NaN</td>\n",
       "      <td>386</td>\n",
       "      <td>296.0</td>\n",
       "      <td>37.325998</td>\n",
       "      <td>-121.877120</td>\n",
       "      <td>5th St at Virginia St</td>\n",
       "      <td>2018-01-01 00:05:27.8090</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>317.0</td>\n",
       "      <td>37.333955</td>\n",
       "      <td>-121.877349</td>\n",
       "      <td>San Salvador St at 9th St</td>\n",
       "      <td>2017-12-31 23:59:01.2610</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>809</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4174</td>\n",
       "      <td>6.0</td>\n",
       "      <td>37.804770</td>\n",
       "      <td>-122.403234</td>\n",
       "      <td>The Embarcadero at Sansome St</td>\n",
       "      <td>2018-01-01 00:01:56.6140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.776598</td>\n",
       "      <td>-122.395282</td>\n",
       "      <td>San Francisco Caltrain (Townsend St at 4th St)</td>\n",
       "      <td>2017-12-31 22:52:22.2860</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2415</td>\n",
       "      <td>NaN</td>\n",
       "      <td>422</td>\n",
       "      <td>99.0</td>\n",
       "      <td>37.767037</td>\n",
       "      <td>-122.415443</td>\n",
       "      <td>Folsom St at 15th St</td>\n",
       "      <td>2018-01-01 00:01:27.3540</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>139.0</td>\n",
       "      <td>37.751017</td>\n",
       "      <td>-122.411901</td>\n",
       "      <td>Garfield Square (25th St at Harrison St)</td>\n",
       "      <td>2017-12-31 23:54:25.3370</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>3671</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1165</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>2017-12-31 23:55:21.2200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66.0</td>\n",
       "      <td>37.778742</td>\n",
       "      <td>-122.392741</td>\n",
       "      <td>3rd St at Townsend St</td>\n",
       "      <td>2017-12-31 23:35:55.5430</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3375</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1149</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>2017-12-31 23:55:13.4650</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66.0</td>\n",
       "      <td>37.778742</td>\n",
       "      <td>-122.392741</td>\n",
       "      <td>3rd St at Townsend St</td>\n",
       "      <td>2017-12-31 23:36:03.5550</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2721</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1130</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>2017-12-31 23:55:06.0960</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66.0</td>\n",
       "      <td>37.778742</td>\n",
       "      <td>-122.392741</td>\n",
       "      <td>3rd St at Townsend St</td>\n",
       "      <td>2017-12-31 23:36:16.0690</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2522</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1003</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>2017-12-31 23:53:18.1950</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66.0</td>\n",
       "      <td>37.778742</td>\n",
       "      <td>-122.392741</td>\n",
       "      <td>3rd St at Townsend St</td>\n",
       "      <td>2017-12-31 23:36:34.5480</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>533</td>\n",
       "      <td>NaN</td>\n",
       "      <td>862</td>\n",
       "      <td>15.0</td>\n",
       "      <td>37.795392</td>\n",
       "      <td>-122.394203</td>\n",
       "      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>\n",
       "      <td>2017-12-31 23:52:47.5420</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>37.804770</td>\n",
       "      <td>-122.403234</td>\n",
       "      <td>The Embarcadero at Sansome St</td>\n",
       "      <td>2017-12-31 23:38:24.8740</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1456</td>\n",
       "      <td>NaN</td>\n",
       "      <td>871</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.795001</td>\n",
       "      <td>-122.399970</td>\n",
       "      <td>Clay St at Battery St</td>\n",
       "      <td>2017-12-31 23:52:18.4730</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>323.0</td>\n",
       "      <td>37.798014</td>\n",
       "      <td>-122.405950</td>\n",
       "      <td>Broadway at Kearny</td>\n",
       "      <td>2017-12-31 23:37:47.1920</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1691</td>\n",
       "      <td>NaN</td>\n",
       "      <td>784</td>\n",
       "      <td>15.0</td>\n",
       "      <td>37.795392</td>\n",
       "      <td>-122.394203</td>\n",
       "      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>\n",
       "      <td>2017-12-31 23:52:17.2930</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>37.804770</td>\n",
       "      <td>-122.403234</td>\n",
       "      <td>The Embarcadero at Sansome St</td>\n",
       "      <td>2017-12-31 23:39:13.0840</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199192</th>\n",
       "      <td>4009</td>\n",
       "      <td>No</td>\n",
       "      <td>896</td>\n",
       "      <td>345.0</td>\n",
       "      <td>37.766474</td>\n",
       "      <td>-122.398295</td>\n",
       "      <td>Hubbell St at 16th St</td>\n",
       "      <td>2018-07-01 00:42:28.1630</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>73.0</td>\n",
       "      <td>37.771793</td>\n",
       "      <td>-122.433708</td>\n",
       "      <td>Pierce St at Haight St</td>\n",
       "      <td>2018-07-01 00:27:31.9690</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199193</th>\n",
       "      <td>3787</td>\n",
       "      <td>No</td>\n",
       "      <td>534</td>\n",
       "      <td>25.0</td>\n",
       "      <td>37.787522</td>\n",
       "      <td>-122.397405</td>\n",
       "      <td>Howard St at 2nd St</td>\n",
       "      <td>2018-07-01 00:42:19.5870</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>61.0</td>\n",
       "      <td>37.776513</td>\n",
       "      <td>-122.411306</td>\n",
       "      <td>Howard St at 8th St</td>\n",
       "      <td>2018-07-01 00:33:24.6100</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199194</th>\n",
       "      <td>1098</td>\n",
       "      <td>No</td>\n",
       "      <td>1266</td>\n",
       "      <td>177.0</td>\n",
       "      <td>37.826286</td>\n",
       "      <td>-122.265100</td>\n",
       "      <td>MacArthur Blvd at Telegraph Ave</td>\n",
       "      <td>2018-07-01 00:40:26.2430</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>251.0</td>\n",
       "      <td>37.870555</td>\n",
       "      <td>-122.279720</td>\n",
       "      <td>California St at University Ave</td>\n",
       "      <td>2018-07-01 00:19:20.0470</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199195</th>\n",
       "      <td>48</td>\n",
       "      <td>Yes</td>\n",
       "      <td>785</td>\n",
       "      <td>305.0</td>\n",
       "      <td>37.342725</td>\n",
       "      <td>-121.895617</td>\n",
       "      <td>Ryland Park</td>\n",
       "      <td>2018-07-01 00:37:58.2190</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>308.0</td>\n",
       "      <td>37.336802</td>\n",
       "      <td>-121.894090</td>\n",
       "      <td>San Pedro Square</td>\n",
       "      <td>2018-07-01 00:24:52.8710</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199196</th>\n",
       "      <td>1079</td>\n",
       "      <td>No</td>\n",
       "      <td>708</td>\n",
       "      <td>62.0</td>\n",
       "      <td>37.777791</td>\n",
       "      <td>-122.406432</td>\n",
       "      <td>Victoria Manalo Draves Park</td>\n",
       "      <td>2018-07-01 00:37:56.5120</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.791300</td>\n",
       "      <td>-122.399051</td>\n",
       "      <td>Mechanics Monument Plaza (Market St at Bush St)</td>\n",
       "      <td>2018-07-01 00:26:07.5640</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199197</th>\n",
       "      <td>1088</td>\n",
       "      <td>No</td>\n",
       "      <td>323</td>\n",
       "      <td>95.0</td>\n",
       "      <td>37.766219</td>\n",
       "      <td>-122.431060</td>\n",
       "      <td>Sanchez St at 15th St</td>\n",
       "      <td>2018-07-01 00:34:08.9660</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>98.0</td>\n",
       "      <td>37.765052</td>\n",
       "      <td>-122.421866</td>\n",
       "      <td>Valencia St at 16th St</td>\n",
       "      <td>2018-07-01 00:28:45.0850</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199198</th>\n",
       "      <td>847</td>\n",
       "      <td>No</td>\n",
       "      <td>332</td>\n",
       "      <td>256.0</td>\n",
       "      <td>37.875112</td>\n",
       "      <td>-122.260553</td>\n",
       "      <td>Hearst Ave at Euclid Ave</td>\n",
       "      <td>2018-07-01 00:33:47.1990</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>258.0</td>\n",
       "      <td>37.872355</td>\n",
       "      <td>-122.266447</td>\n",
       "      <td>University Ave at Oxford St</td>\n",
       "      <td>2018-07-01 00:28:14.8430</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199199</th>\n",
       "      <td>709</td>\n",
       "      <td>No</td>\n",
       "      <td>1746</td>\n",
       "      <td>74.0</td>\n",
       "      <td>37.776435</td>\n",
       "      <td>-122.426244</td>\n",
       "      <td>Laguna St at Hayes St</td>\n",
       "      <td>2018-07-01 00:32:19.6470</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>6.0</td>\n",
       "      <td>37.804770</td>\n",
       "      <td>-122.403234</td>\n",
       "      <td>The Embarcadero at Sansome St</td>\n",
       "      <td>2018-07-01 00:03:13.1220</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199200</th>\n",
       "      <td>1655</td>\n",
       "      <td>Yes</td>\n",
       "      <td>146</td>\n",
       "      <td>314.0</td>\n",
       "      <td>37.333988</td>\n",
       "      <td>-121.894902</td>\n",
       "      <td>Santa Clara St at Almaden Blvd</td>\n",
       "      <td>2018-07-01 00:31:30.0570</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>307.0</td>\n",
       "      <td>37.332692</td>\n",
       "      <td>-121.900084</td>\n",
       "      <td>SAP Center</td>\n",
       "      <td>2018-07-01 00:29:03.9260</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199201</th>\n",
       "      <td>2137</td>\n",
       "      <td>No</td>\n",
       "      <td>713</td>\n",
       "      <td>208.0</td>\n",
       "      <td>37.330040</td>\n",
       "      <td>-121.881821</td>\n",
       "      <td>S. 4th St at San Carlos St</td>\n",
       "      <td>2018-07-01 00:31:23.4290</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>291.0</td>\n",
       "      <td>37.341335</td>\n",
       "      <td>-121.903183</td>\n",
       "      <td>Autumn Parkway at Coleman Ave</td>\n",
       "      <td>2018-07-01 00:19:29.7440</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199202</th>\n",
       "      <td>2597</td>\n",
       "      <td>Yes</td>\n",
       "      <td>306</td>\n",
       "      <td>305.0</td>\n",
       "      <td>37.342725</td>\n",
       "      <td>-121.895617</td>\n",
       "      <td>Ryland Park</td>\n",
       "      <td>2018-07-01 00:31:00.3860</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>291.0</td>\n",
       "      <td>37.341335</td>\n",
       "      <td>-121.903183</td>\n",
       "      <td>Autumn Parkway at Coleman Ave</td>\n",
       "      <td>2018-07-01 00:25:54.3620</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199203</th>\n",
       "      <td>685</td>\n",
       "      <td>Yes</td>\n",
       "      <td>270</td>\n",
       "      <td>305.0</td>\n",
       "      <td>37.342725</td>\n",
       "      <td>-121.895617</td>\n",
       "      <td>Ryland Park</td>\n",
       "      <td>2018-07-01 00:30:55.5700</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>291.0</td>\n",
       "      <td>37.341335</td>\n",
       "      <td>-121.903183</td>\n",
       "      <td>Autumn Parkway at Coleman Ave</td>\n",
       "      <td>2018-07-01 00:26:25.1560</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199204</th>\n",
       "      <td>1097</td>\n",
       "      <td>No</td>\n",
       "      <td>1099</td>\n",
       "      <td>211.0</td>\n",
       "      <td>37.827757</td>\n",
       "      <td>-122.256716</td>\n",
       "      <td>Broadway at 40th St</td>\n",
       "      <td>2018-07-01 00:30:12.4790</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>189.0</td>\n",
       "      <td>37.839649</td>\n",
       "      <td>-122.271756</td>\n",
       "      <td>Genoa St at 55th St</td>\n",
       "      <td>2018-07-01 00:11:52.9430</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199205</th>\n",
       "      <td>2802</td>\n",
       "      <td>No</td>\n",
       "      <td>542</td>\n",
       "      <td>266.0</td>\n",
       "      <td>37.862464</td>\n",
       "      <td>-122.264791</td>\n",
       "      <td>Parker St at Fulton St</td>\n",
       "      <td>2018-07-01 00:29:54.0920</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>266.0</td>\n",
       "      <td>37.862464</td>\n",
       "      <td>-122.264791</td>\n",
       "      <td>Parker St at Fulton St</td>\n",
       "      <td>2018-07-01 00:20:51.1510</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199206</th>\n",
       "      <td>2600</td>\n",
       "      <td>No</td>\n",
       "      <td>892</td>\n",
       "      <td>4.0</td>\n",
       "      <td>37.785881</td>\n",
       "      <td>-122.408915</td>\n",
       "      <td>Cyril Magnin St at Ellis St</td>\n",
       "      <td>2018-07-01 00:24:47.8920</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>324.0</td>\n",
       "      <td>37.788300</td>\n",
       "      <td>-122.408531</td>\n",
       "      <td>Union Square (Powell St at Post St)</td>\n",
       "      <td>2018-07-01 00:09:55.6900</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199207</th>\n",
       "      <td>3946</td>\n",
       "      <td>No</td>\n",
       "      <td>1316</td>\n",
       "      <td>324.0</td>\n",
       "      <td>37.788300</td>\n",
       "      <td>-122.408531</td>\n",
       "      <td>Union Square (Powell St at Post St)</td>\n",
       "      <td>2018-07-01 00:23:41.0450</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>37.0</td>\n",
       "      <td>37.785000</td>\n",
       "      <td>-122.395936</td>\n",
       "      <td>2nd St at Folsom St</td>\n",
       "      <td>2018-07-01 00:01:44.0490</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199208</th>\n",
       "      <td>2745</td>\n",
       "      <td>No</td>\n",
       "      <td>670</td>\n",
       "      <td>218.0</td>\n",
       "      <td>37.812331</td>\n",
       "      <td>-122.285171</td>\n",
       "      <td>DeFremery Park</td>\n",
       "      <td>2018-07-01 00:23:39.2560</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>179.0</td>\n",
       "      <td>37.816073</td>\n",
       "      <td>-122.267886</td>\n",
       "      <td>Telegraph Ave at 27th St</td>\n",
       "      <td>2018-07-01 00:12:29.0590</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199209</th>\n",
       "      <td>3266</td>\n",
       "      <td>No</td>\n",
       "      <td>887</td>\n",
       "      <td>251.0</td>\n",
       "      <td>37.870555</td>\n",
       "      <td>-122.279720</td>\n",
       "      <td>California St at University Ave</td>\n",
       "      <td>2018-07-01 00:20:53.0650</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>259.0</td>\n",
       "      <td>37.866249</td>\n",
       "      <td>-122.299371</td>\n",
       "      <td>Addison St at Fourth St</td>\n",
       "      <td>2018-07-01 00:06:05.3960</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199210</th>\n",
       "      <td>265</td>\n",
       "      <td>No</td>\n",
       "      <td>647</td>\n",
       "      <td>271.0</td>\n",
       "      <td>37.855783</td>\n",
       "      <td>-122.283127</td>\n",
       "      <td>San Pablo Park</td>\n",
       "      <td>2018-07-01 00:20:06.0600</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>240.0</td>\n",
       "      <td>37.866043</td>\n",
       "      <td>-122.258804</td>\n",
       "      <td>Haste St at Telegraph Ave</td>\n",
       "      <td>2018-07-01 00:09:18.1900</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199211</th>\n",
       "      <td>3859</td>\n",
       "      <td>No</td>\n",
       "      <td>283</td>\n",
       "      <td>60.0</td>\n",
       "      <td>37.774520</td>\n",
       "      <td>-122.409449</td>\n",
       "      <td>8th St at Ringold St</td>\n",
       "      <td>2018-07-01 00:15:40.8800</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>98.0</td>\n",
       "      <td>37.765052</td>\n",
       "      <td>-122.421866</td>\n",
       "      <td>Valencia St at 16th St</td>\n",
       "      <td>2018-07-01 00:10:57.0270</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199212</th>\n",
       "      <td>2250</td>\n",
       "      <td>Yes</td>\n",
       "      <td>341</td>\n",
       "      <td>314.0</td>\n",
       "      <td>37.333988</td>\n",
       "      <td>-121.894902</td>\n",
       "      <td>Santa Clara St at Almaden Blvd</td>\n",
       "      <td>2018-07-01 00:15:17.0180</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>278.0</td>\n",
       "      <td>37.331932</td>\n",
       "      <td>-121.904888</td>\n",
       "      <td>The Alameda at Bush St</td>\n",
       "      <td>2018-07-01 00:09:35.6540</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199213</th>\n",
       "      <td>1818</td>\n",
       "      <td>Yes</td>\n",
       "      <td>202</td>\n",
       "      <td>196.0</td>\n",
       "      <td>37.808894</td>\n",
       "      <td>-122.256460</td>\n",
       "      <td>Grand Ave at Perkins St</td>\n",
       "      <td>2018-07-01 00:14:32.9660</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>181.0</td>\n",
       "      <td>37.811377</td>\n",
       "      <td>-122.265192</td>\n",
       "      <td>Grand Ave at Webster St</td>\n",
       "      <td>2018-07-01 00:11:10.8430</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199214</th>\n",
       "      <td>2974</td>\n",
       "      <td>No</td>\n",
       "      <td>592</td>\n",
       "      <td>183.0</td>\n",
       "      <td>37.808702</td>\n",
       "      <td>-122.269927</td>\n",
       "      <td>Telegraph Ave at 19th St</td>\n",
       "      <td>2018-07-01 00:14:15.1200</td>\n",
       "      <td>1963.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>203.0</td>\n",
       "      <td>37.795195</td>\n",
       "      <td>-122.273970</td>\n",
       "      <td>Webster St at 2nd St</td>\n",
       "      <td>2018-07-01 00:04:22.9390</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199215</th>\n",
       "      <td>2938</td>\n",
       "      <td>No</td>\n",
       "      <td>508</td>\n",
       "      <td>92.0</td>\n",
       "      <td>37.772301</td>\n",
       "      <td>-122.393028</td>\n",
       "      <td>Mission Bay Kids Park</td>\n",
       "      <td>2018-07-01 00:13:02.3010</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>343.0</td>\n",
       "      <td>37.783172</td>\n",
       "      <td>-122.393572</td>\n",
       "      <td>Bryant St at 2nd St</td>\n",
       "      <td>2018-07-01 00:04:34.1800</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199216</th>\n",
       "      <td>1191</td>\n",
       "      <td>Yes</td>\n",
       "      <td>165</td>\n",
       "      <td>276.0</td>\n",
       "      <td>37.332233</td>\n",
       "      <td>-121.912517</td>\n",
       "      <td>Julian St at The Alameda</td>\n",
       "      <td>2018-07-01 00:10:58.5430</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>278.0</td>\n",
       "      <td>37.331932</td>\n",
       "      <td>-121.904888</td>\n",
       "      <td>The Alameda at Bush St</td>\n",
       "      <td>2018-07-01 00:08:12.8840</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199217</th>\n",
       "      <td>1874</td>\n",
       "      <td>No</td>\n",
       "      <td>130</td>\n",
       "      <td>267.0</td>\n",
       "      <td>37.861804</td>\n",
       "      <td>-122.253569</td>\n",
       "      <td>Derby St at College Ave</td>\n",
       "      <td>2018-07-01 00:09:49.9220</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>253.0</td>\n",
       "      <td>37.866418</td>\n",
       "      <td>-122.253799</td>\n",
       "      <td>Haste St at College Ave</td>\n",
       "      <td>2018-07-01 00:07:39.5680</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199218</th>\n",
       "      <td>3134</td>\n",
       "      <td>No</td>\n",
       "      <td>445</td>\n",
       "      <td>214.0</td>\n",
       "      <td>37.823321</td>\n",
       "      <td>-122.275732</td>\n",
       "      <td>Market St at Brockhurst St</td>\n",
       "      <td>2018-07-01 00:09:42.0840</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>179.0</td>\n",
       "      <td>37.816073</td>\n",
       "      <td>-122.267886</td>\n",
       "      <td>Telegraph Ave at 27th St</td>\n",
       "      <td>2018-07-01 00:02:16.5890</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199219</th>\n",
       "      <td>2700</td>\n",
       "      <td>No</td>\n",
       "      <td>490</td>\n",
       "      <td>208.0</td>\n",
       "      <td>37.330040</td>\n",
       "      <td>-121.881821</td>\n",
       "      <td>S. 4th St at San Carlos St</td>\n",
       "      <td>2018-07-01 00:08:51.6770</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>307.0</td>\n",
       "      <td>37.332692</td>\n",
       "      <td>-121.900084</td>\n",
       "      <td>SAP Center</td>\n",
       "      <td>2018-07-01 00:00:41.6330</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199220</th>\n",
       "      <td>3848</td>\n",
       "      <td>No</td>\n",
       "      <td>219</td>\n",
       "      <td>52.0</td>\n",
       "      <td>37.777416</td>\n",
       "      <td>-122.441838</td>\n",
       "      <td>McAllister St at Baker St</td>\n",
       "      <td>2018-07-01 00:08:12.3040</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>70.0</td>\n",
       "      <td>37.773311</td>\n",
       "      <td>-122.444293</td>\n",
       "      <td>Central Ave at Fell St</td>\n",
       "      <td>2018-07-01 00:04:32.9560</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199221</th>\n",
       "      <td>3787</td>\n",
       "      <td>No</td>\n",
       "      <td>368</td>\n",
       "      <td>61.0</td>\n",
       "      <td>37.776513</td>\n",
       "      <td>-122.411306</td>\n",
       "      <td>Howard St at 8th St</td>\n",
       "      <td>2018-07-01 00:07:31.8290</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>4.0</td>\n",
       "      <td>37.785881</td>\n",
       "      <td>-122.408915</td>\n",
       "      <td>Cyril Magnin St at Ellis St</td>\n",
       "      <td>2018-07-01 00:01:22.9220</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1538086 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        bike_id bike_share_for_all_trip  duration_sec  end_station_id  \\\n",
       "0            96                     NaN         80110            43.0   \n",
       "1            88                     NaN         78800            96.0   \n",
       "2          1094                     NaN         45768           245.0   \n",
       "3          2831                     NaN         62172             5.0   \n",
       "4          3167                     NaN         43603           247.0   \n",
       "5          1487                     NaN          9226            30.0   \n",
       "6          3539                     NaN          4507           259.0   \n",
       "7          1503                     NaN          4334           284.0   \n",
       "8          3125                     NaN          4150            20.0   \n",
       "9          2543                     NaN          4238            20.0   \n",
       "10         3058                     NaN          3292            22.0   \n",
       "11         3197                     NaN          3177            22.0   \n",
       "12         2311                     NaN          2183            24.0   \n",
       "13         3717                     NaN          2170            24.0   \n",
       "14         3452                     NaN          2697            23.0   \n",
       "15          558                     NaN          1544            27.0   \n",
       "16         3646                     NaN          1474            27.0   \n",
       "17         1667                     NaN          1397            15.0   \n",
       "18         3114                     NaN          1532            15.0   \n",
       "19         1473                     NaN          1216           123.0   \n",
       "20         1603                     NaN           386           296.0   \n",
       "21          809                     NaN          4174             6.0   \n",
       "22         2415                     NaN           422            99.0   \n",
       "23         3671                     NaN          1165            23.0   \n",
       "24         3375                     NaN          1149            23.0   \n",
       "25         2721                     NaN          1130            23.0   \n",
       "26         2522                     NaN          1003            23.0   \n",
       "27          533                     NaN           862            15.0   \n",
       "28         1456                     NaN           871            14.0   \n",
       "29         1691                     NaN           784            15.0   \n",
       "...         ...                     ...           ...             ...   \n",
       "199192     4009                      No           896           345.0   \n",
       "199193     3787                      No           534            25.0   \n",
       "199194     1098                      No          1266           177.0   \n",
       "199195       48                     Yes           785           305.0   \n",
       "199196     1079                      No           708            62.0   \n",
       "199197     1088                      No           323            95.0   \n",
       "199198      847                      No           332           256.0   \n",
       "199199      709                      No          1746            74.0   \n",
       "199200     1655                     Yes           146           314.0   \n",
       "199201     2137                      No           713           208.0   \n",
       "199202     2597                     Yes           306           305.0   \n",
       "199203      685                     Yes           270           305.0   \n",
       "199204     1097                      No          1099           211.0   \n",
       "199205     2802                      No           542           266.0   \n",
       "199206     2600                      No           892             4.0   \n",
       "199207     3946                      No          1316           324.0   \n",
       "199208     2745                      No           670           218.0   \n",
       "199209     3266                      No           887           251.0   \n",
       "199210      265                      No           647           271.0   \n",
       "199211     3859                      No           283            60.0   \n",
       "199212     2250                     Yes           341           314.0   \n",
       "199213     1818                     Yes           202           196.0   \n",
       "199214     2974                      No           592           183.0   \n",
       "199215     2938                      No           508            92.0   \n",
       "199216     1191                     Yes           165           276.0   \n",
       "199217     1874                      No           130           267.0   \n",
       "199218     3134                      No           445           214.0   \n",
       "199219     2700                      No           490           208.0   \n",
       "199220     3848                      No           219            52.0   \n",
       "199221     3787                      No           368            61.0   \n",
       "\n",
       "        end_station_latitude  end_station_longitude  \\\n",
       "0                  37.778768            -122.415929   \n",
       "1                  37.766210            -122.426614   \n",
       "2                  37.870348            -122.267764   \n",
       "3                  37.783899            -122.408445   \n",
       "4                  37.867789            -122.265896   \n",
       "5                  37.776598            -122.395282   \n",
       "6                  37.866249            -122.299371   \n",
       "7                  37.784872            -122.400876   \n",
       "8                  37.791300            -122.399051   \n",
       "9                  37.791300            -122.399051   \n",
       "10                 37.789756            -122.394643   \n",
       "11                 37.789756            -122.394643   \n",
       "12                 37.789677            -122.390428   \n",
       "13                 37.789677            -122.390428   \n",
       "14                 37.791464            -122.391034   \n",
       "15                 37.788059            -122.391865   \n",
       "16                 37.788059            -122.391865   \n",
       "17                 37.795392            -122.394203   \n",
       "18                 37.795392            -122.394203   \n",
       "19                 37.760594            -122.414817   \n",
       "20                 37.325998            -121.877120   \n",
       "21                 37.804770            -122.403234   \n",
       "22                 37.767037            -122.415443   \n",
       "23                 37.791464            -122.391034   \n",
       "24                 37.791464            -122.391034   \n",
       "25                 37.791464            -122.391034   \n",
       "26                 37.791464            -122.391034   \n",
       "27                 37.795392            -122.394203   \n",
       "28                 37.795001            -122.399970   \n",
       "29                 37.795392            -122.394203   \n",
       "...                      ...                    ...   \n",
       "199192             37.766474            -122.398295   \n",
       "199193             37.787522            -122.397405   \n",
       "199194             37.826286            -122.265100   \n",
       "199195             37.342725            -121.895617   \n",
       "199196             37.777791            -122.406432   \n",
       "199197             37.766219            -122.431060   \n",
       "199198             37.875112            -122.260553   \n",
       "199199             37.776435            -122.426244   \n",
       "199200             37.333988            -121.894902   \n",
       "199201             37.330040            -121.881821   \n",
       "199202             37.342725            -121.895617   \n",
       "199203             37.342725            -121.895617   \n",
       "199204             37.827757            -122.256716   \n",
       "199205             37.862464            -122.264791   \n",
       "199206             37.785881            -122.408915   \n",
       "199207             37.788300            -122.408531   \n",
       "199208             37.812331            -122.285171   \n",
       "199209             37.870555            -122.279720   \n",
       "199210             37.855783            -122.283127   \n",
       "199211             37.774520            -122.409449   \n",
       "199212             37.333988            -121.894902   \n",
       "199213             37.808894            -122.256460   \n",
       "199214             37.808702            -122.269927   \n",
       "199215             37.772301            -122.393028   \n",
       "199216             37.332233            -121.912517   \n",
       "199217             37.861804            -122.253569   \n",
       "199218             37.823321            -122.275732   \n",
       "199219             37.330040            -121.881821   \n",
       "199220             37.777416            -122.441838   \n",
       "199221             37.776513            -122.411306   \n",
       "\n",
       "                                         end_station_name  \\\n",
       "0       San Francisco Public Library (Grove St at Hyde...   \n",
       "1                                   Dolores St at 15th St   \n",
       "2                                  Downtown Berkeley BART   \n",
       "3            Powell St BART Station (Market St at 5th St)   \n",
       "4                               Fulton St at Bancroft Way   \n",
       "5          San Francisco Caltrain (Townsend St at 4th St)   \n",
       "6                                 Addison St at Fourth St   \n",
       "7       Yerba Buena Center for the Arts (Howard St at ...   \n",
       "8         Mechanics Monument Plaza (Market St at Bush St)   \n",
       "9         Mechanics Monument Plaza (Market St at Bush St)   \n",
       "10                                  Howard St at Beale St   \n",
       "11                                  Howard St at Beale St   \n",
       "12                                  Spear St at Folsom St   \n",
       "13                                  Spear St at Folsom St   \n",
       "14                          The Embarcadero at Steuart St   \n",
       "15                                Beale St at Harrison St   \n",
       "16                                Beale St at Harrison St   \n",
       "17      San Francisco Ferry Building (Harry Bridges Pl...   \n",
       "18      San Francisco Ferry Building (Harry Bridges Pl...   \n",
       "19                                   Folsom St at 19th St   \n",
       "20                                  5th St at Virginia St   \n",
       "21                          The Embarcadero at Sansome St   \n",
       "22                                   Folsom St at 15th St   \n",
       "23                          The Embarcadero at Steuart St   \n",
       "24                          The Embarcadero at Steuart St   \n",
       "25                          The Embarcadero at Steuart St   \n",
       "26                          The Embarcadero at Steuart St   \n",
       "27      San Francisco Ferry Building (Harry Bridges Pl...   \n",
       "28                                  Clay St at Battery St   \n",
       "29      San Francisco Ferry Building (Harry Bridges Pl...   \n",
       "...                                                   ...   \n",
       "199192                              Hubbell St at 16th St   \n",
       "199193                                Howard St at 2nd St   \n",
       "199194                    MacArthur Blvd at Telegraph Ave   \n",
       "199195                                        Ryland Park   \n",
       "199196                        Victoria Manalo Draves Park   \n",
       "199197                              Sanchez St at 15th St   \n",
       "199198                           Hearst Ave at Euclid Ave   \n",
       "199199                              Laguna St at Hayes St   \n",
       "199200                     Santa Clara St at Almaden Blvd   \n",
       "199201                         S. 4th St at San Carlos St   \n",
       "199202                                        Ryland Park   \n",
       "199203                                        Ryland Park   \n",
       "199204                                Broadway at 40th St   \n",
       "199205                             Parker St at Fulton St   \n",
       "199206                        Cyril Magnin St at Ellis St   \n",
       "199207                Union Square (Powell St at Post St)   \n",
       "199208                                     DeFremery Park   \n",
       "199209                    California St at University Ave   \n",
       "199210                                     San Pablo Park   \n",
       "199211                               8th St at Ringold St   \n",
       "199212                     Santa Clara St at Almaden Blvd   \n",
       "199213                            Grand Ave at Perkins St   \n",
       "199214                           Telegraph Ave at 19th St   \n",
       "199215                              Mission Bay Kids Park   \n",
       "199216                           Julian St at The Alameda   \n",
       "199217                            Derby St at College Ave   \n",
       "199218                         Market St at Brockhurst St   \n",
       "199219                         S. 4th St at San Carlos St   \n",
       "199220                          McAllister St at Baker St   \n",
       "199221                                Howard St at 8th St   \n",
       "\n",
       "                        end_time  member_birth_year member_gender  \\\n",
       "0       2018-01-01 15:12:50.2450             1987.0          Male   \n",
       "1       2018-01-01 13:49:55.6170             1965.0        Female   \n",
       "2       2018-01-01 11:28:36.8830                NaN           NaN   \n",
       "3       2018-01-01 10:47:23.5310                NaN           NaN   \n",
       "4       2018-01-01 02:29:57.5710             1997.0        Female   \n",
       "5       2018-01-01 01:24:47.1660                NaN           NaN   \n",
       "6       2018-01-01 01:04:35.6190             1991.0        Female   \n",
       "7       2018-01-01 00:58:51.2110                NaN           NaN   \n",
       "8       2018-01-01 00:46:18.3080                NaN           NaN   \n",
       "9       2018-01-01 00:46:17.0530                NaN           NaN   \n",
       "10      2018-01-01 00:41:24.6050                NaN           NaN   \n",
       "11      2018-01-01 00:41:09.5810                NaN           NaN   \n",
       "12      2018-01-01 00:29:18.7430             1990.0          Male   \n",
       "13      2018-01-01 00:29:06.9240             1990.0          Male   \n",
       "14      2018-01-01 00:20:20.8130                NaN           NaN   \n",
       "15      2018-01-01 00:19:23.0470             1980.0        Female   \n",
       "16      2018-01-01 00:19:14.3510             1979.0          Male   \n",
       "17      2018-01-01 00:18:26.7210                NaN           NaN   \n",
       "18      2018-01-01 00:18:21.9530             1988.0         Other   \n",
       "19      2018-01-01 00:06:50.0580             1971.0          Male   \n",
       "20      2018-01-01 00:05:27.8090             1992.0          Male   \n",
       "21      2018-01-01 00:01:56.6140                NaN           NaN   \n",
       "22      2018-01-01 00:01:27.3540             1985.0          Male   \n",
       "23      2017-12-31 23:55:21.2200                NaN           NaN   \n",
       "24      2017-12-31 23:55:13.4650                NaN           NaN   \n",
       "25      2017-12-31 23:55:06.0960                NaN           NaN   \n",
       "26      2017-12-31 23:53:18.1950                NaN           NaN   \n",
       "27      2017-12-31 23:52:47.5420                NaN           NaN   \n",
       "28      2017-12-31 23:52:18.4730             1979.0          Male   \n",
       "29      2017-12-31 23:52:17.2930                NaN           NaN   \n",
       "...                          ...                ...           ...   \n",
       "199192  2018-07-01 00:42:28.1630             1985.0          Male   \n",
       "199193  2018-07-01 00:42:19.5870             1968.0          Male   \n",
       "199194  2018-07-01 00:40:26.2430             1986.0          Male   \n",
       "199195  2018-07-01 00:37:58.2190             1991.0          Male   \n",
       "199196  2018-07-01 00:37:56.5120             1991.0          Male   \n",
       "199197  2018-07-01 00:34:08.9660             1976.0          Male   \n",
       "199198  2018-07-01 00:33:47.1990             1995.0          Male   \n",
       "199199  2018-07-01 00:32:19.6470             1998.0          Male   \n",
       "199200  2018-07-01 00:31:30.0570             1998.0          Male   \n",
       "199201  2018-07-01 00:31:23.4290             1997.0          Male   \n",
       "199202  2018-07-01 00:31:00.3860             1993.0          Male   \n",
       "199203  2018-07-01 00:30:55.5700             1993.0          Male   \n",
       "199204  2018-07-01 00:30:12.4790             1970.0          Male   \n",
       "199205  2018-07-01 00:29:54.0920             1999.0          Male   \n",
       "199206  2018-07-01 00:24:47.8920             1996.0          Male   \n",
       "199207  2018-07-01 00:23:41.0450             1994.0          Male   \n",
       "199208  2018-07-01 00:23:39.2560             1993.0        Female   \n",
       "199209  2018-07-01 00:20:53.0650             1992.0          Male   \n",
       "199210  2018-07-01 00:20:06.0600             1997.0          Male   \n",
       "199211  2018-07-01 00:15:40.8800             1980.0          Male   \n",
       "199212  2018-07-01 00:15:17.0180             1994.0          Male   \n",
       "199213  2018-07-01 00:14:32.9660             1966.0          Male   \n",
       "199214  2018-07-01 00:14:15.1200             1963.0        Female   \n",
       "199215  2018-07-01 00:13:02.3010             1993.0          Male   \n",
       "199216  2018-07-01 00:10:58.5430             1992.0          Male   \n",
       "199217  2018-07-01 00:09:49.9220             1997.0        Female   \n",
       "199218  2018-07-01 00:09:42.0840             1992.0         Other   \n",
       "199219  2018-07-01 00:08:51.6770             1997.0        Female   \n",
       "199220  2018-07-01 00:08:12.3040             1979.0          Male   \n",
       "199221  2018-07-01 00:07:31.8290             1977.0          Male   \n",
       "\n",
       "        start_station_id  start_station_latitude  start_station_longitude  \\\n",
       "0                   74.0               37.776435              -122.426244   \n",
       "1                  284.0               37.784872              -122.400876   \n",
       "2                  245.0               37.870348              -122.267764   \n",
       "3                   60.0               37.774520              -122.409449   \n",
       "4                  239.0               37.868813              -122.258764   \n",
       "5                   30.0               37.776598              -122.395282   \n",
       "6                  259.0               37.866249              -122.299371   \n",
       "7                  284.0               37.784872              -122.400876   \n",
       "8                   20.0               37.791300              -122.399051   \n",
       "9                   20.0               37.791300              -122.399051   \n",
       "10                 284.0               37.784872              -122.400876   \n",
       "11                 284.0               37.784872              -122.400876   \n",
       "12                  67.0               37.776639              -122.395526   \n",
       "13                  67.0               37.776639              -122.395526   \n",
       "14                  66.0               37.778742              -122.392741   \n",
       "15                  14.0               37.795001              -122.399970   \n",
       "16                  14.0               37.795001              -122.399970   \n",
       "17                  78.0               37.773717              -122.411647   \n",
       "18                  78.0               37.773717              -122.411647   \n",
       "19                   4.0               37.785881              -122.408915   \n",
       "20                 317.0               37.333955              -121.877349   \n",
       "21                  30.0               37.776598              -122.395282   \n",
       "22                 139.0               37.751017              -122.411901   \n",
       "23                  66.0               37.778742              -122.392741   \n",
       "24                  66.0               37.778742              -122.392741   \n",
       "25                  66.0               37.778742              -122.392741   \n",
       "26                  66.0               37.778742              -122.392741   \n",
       "27                   6.0               37.804770              -122.403234   \n",
       "28                 323.0               37.798014              -122.405950   \n",
       "29                   6.0               37.804770              -122.403234   \n",
       "...                  ...                     ...                      ...   \n",
       "199192              73.0               37.771793              -122.433708   \n",
       "199193              61.0               37.776513              -122.411306   \n",
       "199194             251.0               37.870555              -122.279720   \n",
       "199195             308.0               37.336802              -121.894090   \n",
       "199196              20.0               37.791300              -122.399051   \n",
       "199197              98.0               37.765052              -122.421866   \n",
       "199198             258.0               37.872355              -122.266447   \n",
       "199199               6.0               37.804770              -122.403234   \n",
       "199200             307.0               37.332692              -121.900084   \n",
       "199201             291.0               37.341335              -121.903183   \n",
       "199202             291.0               37.341335              -121.903183   \n",
       "199203             291.0               37.341335              -121.903183   \n",
       "199204             189.0               37.839649              -122.271756   \n",
       "199205             266.0               37.862464              -122.264791   \n",
       "199206             324.0               37.788300              -122.408531   \n",
       "199207              37.0               37.785000              -122.395936   \n",
       "199208             179.0               37.816073              -122.267886   \n",
       "199209             259.0               37.866249              -122.299371   \n",
       "199210             240.0               37.866043              -122.258804   \n",
       "199211              98.0               37.765052              -122.421866   \n",
       "199212             278.0               37.331932              -121.904888   \n",
       "199213             181.0               37.811377              -122.265192   \n",
       "199214             203.0               37.795195              -122.273970   \n",
       "199215             343.0               37.783172              -122.393572   \n",
       "199216             278.0               37.331932              -121.904888   \n",
       "199217             253.0               37.866418              -122.253799   \n",
       "199218             179.0               37.816073              -122.267886   \n",
       "199219             307.0               37.332692              -121.900084   \n",
       "199220              70.0               37.773311              -122.444293   \n",
       "199221               4.0               37.785881              -122.408915   \n",
       "\n",
       "                                       start_station_name  \\\n",
       "0                                   Laguna St at Hayes St   \n",
       "1       Yerba Buena Center for the Arts (Howard St at ...   \n",
       "2                                  Downtown Berkeley BART   \n",
       "3                                    8th St at Ringold St   \n",
       "4                           Bancroft Way at Telegraph Ave   \n",
       "5          San Francisco Caltrain (Townsend St at 4th St)   \n",
       "6                                 Addison St at Fourth St   \n",
       "7       Yerba Buena Center for the Arts (Howard St at ...   \n",
       "8         Mechanics Monument Plaza (Market St at Bush St)   \n",
       "9         Mechanics Monument Plaza (Market St at Bush St)   \n",
       "10      Yerba Buena Center for the Arts (Howard St at ...   \n",
       "11      Yerba Buena Center for the Arts (Howard St at ...   \n",
       "12      San Francisco Caltrain Station 2  (Townsend St...   \n",
       "13      San Francisco Caltrain Station 2  (Townsend St...   \n",
       "14                                  3rd St at Townsend St   \n",
       "15                                  Clay St at Battery St   \n",
       "16                                  Clay St at Battery St   \n",
       "17                                    Folsom St at 9th St   \n",
       "18                                    Folsom St at 9th St   \n",
       "19                            Cyril Magnin St at Ellis St   \n",
       "20                              San Salvador St at 9th St   \n",
       "21         San Francisco Caltrain (Townsend St at 4th St)   \n",
       "22               Garfield Square (25th St at Harrison St)   \n",
       "23                                  3rd St at Townsend St   \n",
       "24                                  3rd St at Townsend St   \n",
       "25                                  3rd St at Townsend St   \n",
       "26                                  3rd St at Townsend St   \n",
       "27                          The Embarcadero at Sansome St   \n",
       "28                                     Broadway at Kearny   \n",
       "29                          The Embarcadero at Sansome St   \n",
       "...                                                   ...   \n",
       "199192                             Pierce St at Haight St   \n",
       "199193                                Howard St at 8th St   \n",
       "199194                    California St at University Ave   \n",
       "199195                                   San Pedro Square   \n",
       "199196    Mechanics Monument Plaza (Market St at Bush St)   \n",
       "199197                             Valencia St at 16th St   \n",
       "199198                        University Ave at Oxford St   \n",
       "199199                      The Embarcadero at Sansome St   \n",
       "199200                                         SAP Center   \n",
       "199201                      Autumn Parkway at Coleman Ave   \n",
       "199202                      Autumn Parkway at Coleman Ave   \n",
       "199203                      Autumn Parkway at Coleman Ave   \n",
       "199204                                Genoa St at 55th St   \n",
       "199205                             Parker St at Fulton St   \n",
       "199206                Union Square (Powell St at Post St)   \n",
       "199207                                2nd St at Folsom St   \n",
       "199208                           Telegraph Ave at 27th St   \n",
       "199209                            Addison St at Fourth St   \n",
       "199210                          Haste St at Telegraph Ave   \n",
       "199211                             Valencia St at 16th St   \n",
       "199212                             The Alameda at Bush St   \n",
       "199213                            Grand Ave at Webster St   \n",
       "199214                               Webster St at 2nd St   \n",
       "199215                                Bryant St at 2nd St   \n",
       "199216                             The Alameda at Bush St   \n",
       "199217                            Haste St at College Ave   \n",
       "199218                           Telegraph Ave at 27th St   \n",
       "199219                                         SAP Center   \n",
       "199220                             Central Ave at Fell St   \n",
       "199221                        Cyril Magnin St at Ellis St   \n",
       "\n",
       "                      start_time   user_type  Customer  Subscriber  \n",
       "0       2017-12-31 16:57:39.6540    Customer         1           0  \n",
       "1       2017-12-31 15:56:34.8420    Customer         1           0  \n",
       "2       2017-12-31 22:45:48.4110    Customer         1           0  \n",
       "3       2017-12-31 17:31:10.6360    Customer         1           0  \n",
       "4       2017-12-31 14:23:14.0010  Subscriber         0           1  \n",
       "5       2017-12-31 22:51:00.9180    Customer         1           0  \n",
       "6       2017-12-31 23:49:28.4220    Customer         1           0  \n",
       "7       2017-12-31 23:46:37.1960    Customer         1           0  \n",
       "8       2017-12-31 23:37:07.5480    Customer         1           0  \n",
       "9       2017-12-31 23:35:38.1450    Customer         1           0  \n",
       "10      2017-12-31 23:46:32.4030    Customer         1           0  \n",
       "11      2017-12-31 23:48:11.7570    Customer         1           0  \n",
       "12      2017-12-31 23:52:55.5810  Subscriber         0           1  \n",
       "13      2017-12-31 23:52:55.9370  Subscriber         0           1  \n",
       "14      2017-12-31 23:35:23.2220    Customer         1           0  \n",
       "15      2017-12-31 23:53:38.9430  Subscriber         0           1  \n",
       "16      2017-12-31 23:54:40.1460  Subscriber         0           1  \n",
       "17      2017-12-31 23:55:09.6860    Customer         1           0  \n",
       "18      2017-12-31 23:52:49.4970  Subscriber         0           1  \n",
       "19      2017-12-31 23:46:33.9930  Subscriber         0           1  \n",
       "20      2017-12-31 23:59:01.2610  Subscriber         0           1  \n",
       "21      2017-12-31 22:52:22.2860    Customer         1           0  \n",
       "22      2017-12-31 23:54:25.3370  Subscriber         0           1  \n",
       "23      2017-12-31 23:35:55.5430    Customer         1           0  \n",
       "24      2017-12-31 23:36:03.5550    Customer         1           0  \n",
       "25      2017-12-31 23:36:16.0690    Customer         1           0  \n",
       "26      2017-12-31 23:36:34.5480    Customer         1           0  \n",
       "27      2017-12-31 23:38:24.8740    Customer         1           0  \n",
       "28      2017-12-31 23:37:47.1920  Subscriber         0           1  \n",
       "29      2017-12-31 23:39:13.0840    Customer         1           0  \n",
       "...                          ...         ...       ...         ...  \n",
       "199192  2018-07-01 00:27:31.9690  Subscriber         0           1  \n",
       "199193  2018-07-01 00:33:24.6100  Subscriber         0           1  \n",
       "199194  2018-07-01 00:19:20.0470    Customer         1           0  \n",
       "199195  2018-07-01 00:24:52.8710  Subscriber         0           1  \n",
       "199196  2018-07-01 00:26:07.5640  Subscriber         0           1  \n",
       "199197  2018-07-01 00:28:45.0850  Subscriber         0           1  \n",
       "199198  2018-07-01 00:28:14.8430  Subscriber         0           1  \n",
       "199199  2018-07-01 00:03:13.1220    Customer         1           0  \n",
       "199200  2018-07-01 00:29:03.9260  Subscriber         0           1  \n",
       "199201  2018-07-01 00:19:29.7440  Subscriber         0           1  \n",
       "199202  2018-07-01 00:25:54.3620  Subscriber         0           1  \n",
       "199203  2018-07-01 00:26:25.1560  Subscriber         0           1  \n",
       "199204  2018-07-01 00:11:52.9430  Subscriber         0           1  \n",
       "199205  2018-07-01 00:20:51.1510  Subscriber         0           1  \n",
       "199206  2018-07-01 00:09:55.6900  Subscriber         0           1  \n",
       "199207  2018-07-01 00:01:44.0490  Subscriber         0           1  \n",
       "199208  2018-07-01 00:12:29.0590    Customer         1           0  \n",
       "199209  2018-07-01 00:06:05.3960  Subscriber         0           1  \n",
       "199210  2018-07-01 00:09:18.1900  Subscriber         0           1  \n",
       "199211  2018-07-01 00:10:57.0270  Subscriber         0           1  \n",
       "199212  2018-07-01 00:09:35.6540  Subscriber         0           1  \n",
       "199213  2018-07-01 00:11:10.8430  Subscriber         0           1  \n",
       "199214  2018-07-01 00:04:22.9390  Subscriber         0           1  \n",
       "199215  2018-07-01 00:04:34.1800  Subscriber         0           1  \n",
       "199216  2018-07-01 00:08:12.8840  Subscriber         0           1  \n",
       "199217  2018-07-01 00:07:39.5680  Subscriber         0           1  \n",
       "199218  2018-07-01 00:02:16.5890  Subscriber         0           1  \n",
       "199219  2018-07-01 00:00:41.6330  Subscriber         0           1  \n",
       "199220  2018-07-01 00:04:32.9560    Customer         1           0  \n",
       "199221  2018-07-01 00:01:22.9220  Subscriber         0           1  \n",
       "\n",
       "[1538086 rows x 18 columns]"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#It is concatenated\n",
    "merged_user_type = pd.concat([df, dummies_user_type],axis='columns')\n",
    "merged_user_type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "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>bike_id</th>\n",
       "      <th>bike_share_for_all_trip</th>\n",
       "      <th>duration_sec</th>\n",
       "      <th>end_station_id</th>\n",
       "      <th>end_station_latitude</th>\n",
       "      <th>end_station_longitude</th>\n",
       "      <th>end_station_name</th>\n",
       "      <th>end_time</th>\n",
       "      <th>member_birth_year</th>\n",
       "      <th>member_gender</th>\n",
       "      <th>start_station_id</th>\n",
       "      <th>start_station_latitude</th>\n",
       "      <th>start_station_longitude</th>\n",
       "      <th>start_station_name</th>\n",
       "      <th>start_time</th>\n",
       "      <th>Customer</th>\n",
       "      <th>Subscriber</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>96</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80110</td>\n",
       "      <td>43.0</td>\n",
       "      <td>37.778768</td>\n",
       "      <td>-122.415929</td>\n",
       "      <td>San Francisco Public Library (Grove St at Hyde...</td>\n",
       "      <td>2018-01-01 15:12:50.2450</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>74.0</td>\n",
       "      <td>37.776435</td>\n",
       "      <td>-122.426244</td>\n",
       "      <td>Laguna St at Hayes St</td>\n",
       "      <td>2017-12-31 16:57:39.6540</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78800</td>\n",
       "      <td>96.0</td>\n",
       "      <td>37.766210</td>\n",
       "      <td>-122.426614</td>\n",
       "      <td>Dolores St at 15th St</td>\n",
       "      <td>2018-01-01 13:49:55.6170</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2017-12-31 15:56:34.8420</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45768</td>\n",
       "      <td>245.0</td>\n",
       "      <td>37.870348</td>\n",
       "      <td>-122.267764</td>\n",
       "      <td>Downtown Berkeley BART</td>\n",
       "      <td>2018-01-01 11:28:36.8830</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>245.0</td>\n",
       "      <td>37.870348</td>\n",
       "      <td>-122.267764</td>\n",
       "      <td>Downtown Berkeley BART</td>\n",
       "      <td>2017-12-31 22:45:48.4110</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2831</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62172</td>\n",
       "      <td>5.0</td>\n",
       "      <td>37.783899</td>\n",
       "      <td>-122.408445</td>\n",
       "      <td>Powell St BART Station (Market St at 5th St)</td>\n",
       "      <td>2018-01-01 10:47:23.5310</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60.0</td>\n",
       "      <td>37.774520</td>\n",
       "      <td>-122.409449</td>\n",
       "      <td>8th St at Ringold St</td>\n",
       "      <td>2017-12-31 17:31:10.6360</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3167</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43603</td>\n",
       "      <td>247.0</td>\n",
       "      <td>37.867789</td>\n",
       "      <td>-122.265896</td>\n",
       "      <td>Fulton St at Bancroft Way</td>\n",
       "      <td>2018-01-01 02:29:57.5710</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>239.0</td>\n",
       "      <td>37.868813</td>\n",
       "      <td>-122.258764</td>\n",
       "      <td>Bancroft Way at Telegraph Ave</td>\n",
       "      <td>2017-12-31 14:23:14.0010</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   bike_id bike_share_for_all_trip  duration_sec  end_station_id  \\\n",
       "0       96                     NaN         80110            43.0   \n",
       "1       88                     NaN         78800            96.0   \n",
       "2     1094                     NaN         45768           245.0   \n",
       "3     2831                     NaN         62172             5.0   \n",
       "4     3167                     NaN         43603           247.0   \n",
       "\n",
       "   end_station_latitude  end_station_longitude  \\\n",
       "0             37.778768            -122.415929   \n",
       "1             37.766210            -122.426614   \n",
       "2             37.870348            -122.267764   \n",
       "3             37.783899            -122.408445   \n",
       "4             37.867789            -122.265896   \n",
       "\n",
       "                                    end_station_name  \\\n",
       "0  San Francisco Public Library (Grove St at Hyde...   \n",
       "1                              Dolores St at 15th St   \n",
       "2                             Downtown Berkeley BART   \n",
       "3       Powell St BART Station (Market St at 5th St)   \n",
       "4                          Fulton St at Bancroft Way   \n",
       "\n",
       "                   end_time  member_birth_year member_gender  \\\n",
       "0  2018-01-01 15:12:50.2450             1987.0          Male   \n",
       "1  2018-01-01 13:49:55.6170             1965.0        Female   \n",
       "2  2018-01-01 11:28:36.8830                NaN           NaN   \n",
       "3  2018-01-01 10:47:23.5310                NaN           NaN   \n",
       "4  2018-01-01 02:29:57.5710             1997.0        Female   \n",
       "\n",
       "   start_station_id  start_station_latitude  start_station_longitude  \\\n",
       "0              74.0               37.776435              -122.426244   \n",
       "1             284.0               37.784872              -122.400876   \n",
       "2             245.0               37.870348              -122.267764   \n",
       "3              60.0               37.774520              -122.409449   \n",
       "4             239.0               37.868813              -122.258764   \n",
       "\n",
       "                                  start_station_name  \\\n",
       "0                              Laguna St at Hayes St   \n",
       "1  Yerba Buena Center for the Arts (Howard St at ...   \n",
       "2                             Downtown Berkeley BART   \n",
       "3                               8th St at Ringold St   \n",
       "4                      Bancroft Way at Telegraph Ave   \n",
       "\n",
       "                 start_time  Customer  Subscriber  \n",
       "0  2017-12-31 16:57:39.6540         1           0  \n",
       "1  2017-12-31 15:56:34.8420         1           0  \n",
       "2  2017-12-31 22:45:48.4110         1           0  \n",
       "3  2017-12-31 17:31:10.6360         1           0  \n",
       "4  2017-12-31 14:23:14.0010         0           1  "
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#The dummies column is removed\n",
    "df_temporal = merged_user_type.drop(['user_type'], axis='columns')\n",
    "df_temporal.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The same applies to the person's gender column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Female</th>\n",
       "      <th>Male</th>\n",
       "      <th>Other</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Female  Male  Other\n",
       "0       0     1      0\n",
       "1       1     0      0\n",
       "2       0     0      0\n",
       "3       0     0      0\n",
       "4       1     0      0"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dummies_member_gender = pd.get_dummies(df.member_gender)\n",
    "dummies_member_gender.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the case of numerical attributes or columns, the standard normalization is applied, which consists in subtracting its mean from the data and dividing it by the standard deviation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>bike_id</th>\n",
       "      <th>bike_share_for_all_trip</th>\n",
       "      <th>duration_sec</th>\n",
       "      <th>end_station_id</th>\n",
       "      <th>end_station_latitude</th>\n",
       "      <th>end_station_longitude</th>\n",
       "      <th>end_station_name</th>\n",
       "      <th>end_time</th>\n",
       "      <th>member_birth_year</th>\n",
       "      <th>member_gender</th>\n",
       "      <th>start_station_id</th>\n",
       "      <th>start_station_latitude</th>\n",
       "      <th>start_station_longitude</th>\n",
       "      <th>start_station_name</th>\n",
       "      <th>start_time</th>\n",
       "      <th>Customer</th>\n",
       "      <th>Subscriber</th>\n",
       "      <th>zscores_duration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>96</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80110</td>\n",
       "      <td>43.0</td>\n",
       "      <td>37.778768</td>\n",
       "      <td>-122.415929</td>\n",
       "      <td>San Francisco Public Library (Grove St at Hyde...</td>\n",
       "      <td>2018-01-01 15:12:50.2450</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>74.0</td>\n",
       "      <td>37.776435</td>\n",
       "      <td>-122.426244</td>\n",
       "      <td>Laguna St at Hayes St</td>\n",
       "      <td>2017-12-31 16:57:39.6540</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>27.371085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78800</td>\n",
       "      <td>96.0</td>\n",
       "      <td>37.766210</td>\n",
       "      <td>-122.426614</td>\n",
       "      <td>Dolores St at 15th St</td>\n",
       "      <td>2018-01-01 13:49:55.6170</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2017-12-31 15:56:34.8420</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>26.918085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45768</td>\n",
       "      <td>245.0</td>\n",
       "      <td>37.870348</td>\n",
       "      <td>-122.267764</td>\n",
       "      <td>Downtown Berkeley BART</td>\n",
       "      <td>2018-01-01 11:28:36.8830</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>245.0</td>\n",
       "      <td>37.870348</td>\n",
       "      <td>-122.267764</td>\n",
       "      <td>Downtown Berkeley BART</td>\n",
       "      <td>2017-12-31 22:45:48.4110</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>15.495574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2831</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62172</td>\n",
       "      <td>5.0</td>\n",
       "      <td>37.783899</td>\n",
       "      <td>-122.408445</td>\n",
       "      <td>Powell St BART Station (Market St at 5th St)</td>\n",
       "      <td>2018-01-01 10:47:23.5310</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60.0</td>\n",
       "      <td>37.774520</td>\n",
       "      <td>-122.409449</td>\n",
       "      <td>8th St at Ringold St</td>\n",
       "      <td>2017-12-31 17:31:10.6360</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>21.168100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3167</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43603</td>\n",
       "      <td>247.0</td>\n",
       "      <td>37.867789</td>\n",
       "      <td>-122.265896</td>\n",
       "      <td>Fulton St at Bancroft Way</td>\n",
       "      <td>2018-01-01 02:29:57.5710</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>239.0</td>\n",
       "      <td>37.868813</td>\n",
       "      <td>-122.258764</td>\n",
       "      <td>Bancroft Way at Telegraph Ave</td>\n",
       "      <td>2017-12-31 14:23:14.0010</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>14.746914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1487</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9226</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.776598</td>\n",
       "      <td>-122.395282</td>\n",
       "      <td>San Francisco Caltrain (Townsend St at 4th St)</td>\n",
       "      <td>2018-01-01 01:24:47.1660</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.776598</td>\n",
       "      <td>-122.395282</td>\n",
       "      <td>San Francisco Caltrain (Townsend St at 4th St)</td>\n",
       "      <td>2017-12-31 22:51:00.9180</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2.859300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3539</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4507</td>\n",
       "      <td>259.0</td>\n",
       "      <td>37.866249</td>\n",
       "      <td>-122.299371</td>\n",
       "      <td>Addison St at Fourth St</td>\n",
       "      <td>2018-01-01 01:04:35.6190</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>259.0</td>\n",
       "      <td>37.866249</td>\n",
       "      <td>-122.299371</td>\n",
       "      <td>Addison St at Fourth St</td>\n",
       "      <td>2017-12-31 23:49:28.4220</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.227464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1503</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4334</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2018-01-01 00:58:51.2110</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2017-12-31 23:46:37.1960</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.167640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3125</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4150</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.791300</td>\n",
       "      <td>-122.399051</td>\n",
       "      <td>Mechanics Monument Plaza (Market St at Bush St)</td>\n",
       "      <td>2018-01-01 00:46:18.3080</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.791300</td>\n",
       "      <td>-122.399051</td>\n",
       "      <td>Mechanics Monument Plaza (Market St at Bush St)</td>\n",
       "      <td>2017-12-31 23:37:07.5480</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.104013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2543</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4238</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.791300</td>\n",
       "      <td>-122.399051</td>\n",
       "      <td>Mechanics Monument Plaza (Market St at Bush St)</td>\n",
       "      <td>2018-01-01 00:46:17.0530</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.791300</td>\n",
       "      <td>-122.399051</td>\n",
       "      <td>Mechanics Monument Plaza (Market St at Bush St)</td>\n",
       "      <td>2017-12-31 23:35:38.1450</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.134443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3058</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3292</td>\n",
       "      <td>22.0</td>\n",
       "      <td>37.789756</td>\n",
       "      <td>-122.394643</td>\n",
       "      <td>Howard St at Beale St</td>\n",
       "      <td>2018-01-01 00:41:24.6050</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2017-12-31 23:46:32.4030</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.807315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3197</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3177</td>\n",
       "      <td>22.0</td>\n",
       "      <td>37.789756</td>\n",
       "      <td>-122.394643</td>\n",
       "      <td>Howard St at Beale St</td>\n",
       "      <td>2018-01-01 00:41:09.5810</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2017-12-31 23:48:11.7570</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.767548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2311</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2183</td>\n",
       "      <td>24.0</td>\n",
       "      <td>37.789677</td>\n",
       "      <td>-122.390428</td>\n",
       "      <td>Spear St at Folsom St</td>\n",
       "      <td>2018-01-01 00:29:18.7430</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>67.0</td>\n",
       "      <td>37.776639</td>\n",
       "      <td>-122.395526</td>\n",
       "      <td>San Francisco Caltrain Station 2  (Townsend St...</td>\n",
       "      <td>2017-12-31 23:52:55.5810</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.423821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>3717</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2170</td>\n",
       "      <td>24.0</td>\n",
       "      <td>37.789677</td>\n",
       "      <td>-122.390428</td>\n",
       "      <td>Spear St at Folsom St</td>\n",
       "      <td>2018-01-01 00:29:06.9240</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>67.0</td>\n",
       "      <td>37.776639</td>\n",
       "      <td>-122.395526</td>\n",
       "      <td>San Francisco Caltrain Station 2  (Townsend St...</td>\n",
       "      <td>2017-12-31 23:52:55.9370</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.419326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>3452</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2697</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>2018-01-01 00:20:20.8130</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66.0</td>\n",
       "      <td>37.778742</td>\n",
       "      <td>-122.392741</td>\n",
       "      <td>3rd St at Townsend St</td>\n",
       "      <td>2017-12-31 23:35:23.2220</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.601563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>558</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1544</td>\n",
       "      <td>27.0</td>\n",
       "      <td>37.788059</td>\n",
       "      <td>-122.391865</td>\n",
       "      <td>Beale St at Harrison St</td>\n",
       "      <td>2018-01-01 00:19:23.0470</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.795001</td>\n",
       "      <td>-122.399970</td>\n",
       "      <td>Clay St at Battery St</td>\n",
       "      <td>2017-12-31 23:53:38.9430</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.202854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>3646</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1474</td>\n",
       "      <td>27.0</td>\n",
       "      <td>37.788059</td>\n",
       "      <td>-122.391865</td>\n",
       "      <td>Beale St at Harrison St</td>\n",
       "      <td>2018-01-01 00:19:14.3510</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.795001</td>\n",
       "      <td>-122.399970</td>\n",
       "      <td>Clay St at Battery St</td>\n",
       "      <td>2017-12-31 23:54:40.1460</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.178648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1397</td>\n",
       "      <td>15.0</td>\n",
       "      <td>37.795392</td>\n",
       "      <td>-122.394203</td>\n",
       "      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>\n",
       "      <td>2018-01-01 00:18:26.7210</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78.0</td>\n",
       "      <td>37.773717</td>\n",
       "      <td>-122.411647</td>\n",
       "      <td>Folsom St at 9th St</td>\n",
       "      <td>2017-12-31 23:55:09.6860</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.152021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>3114</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1532</td>\n",
       "      <td>15.0</td>\n",
       "      <td>37.795392</td>\n",
       "      <td>-122.394203</td>\n",
       "      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>\n",
       "      <td>2018-01-01 00:18:21.9530</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>78.0</td>\n",
       "      <td>37.773717</td>\n",
       "      <td>-122.411647</td>\n",
       "      <td>Folsom St at 9th St</td>\n",
       "      <td>2017-12-31 23:52:49.4970</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.198705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1473</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1216</td>\n",
       "      <td>123.0</td>\n",
       "      <td>37.760594</td>\n",
       "      <td>-122.414817</td>\n",
       "      <td>Folsom St at 19th St</td>\n",
       "      <td>2018-01-01 00:06:50.0580</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>4.0</td>\n",
       "      <td>37.785881</td>\n",
       "      <td>-122.408915</td>\n",
       "      <td>Cyril Magnin St at Ellis St</td>\n",
       "      <td>2017-12-31 23:46:33.9930</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.089431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1603</td>\n",
       "      <td>NaN</td>\n",
       "      <td>386</td>\n",
       "      <td>296.0</td>\n",
       "      <td>37.325998</td>\n",
       "      <td>-121.877120</td>\n",
       "      <td>5th St at Virginia St</td>\n",
       "      <td>2018-01-01 00:05:27.8090</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>317.0</td>\n",
       "      <td>37.333955</td>\n",
       "      <td>-121.877349</td>\n",
       "      <td>San Salvador St at 9th St</td>\n",
       "      <td>2017-12-31 23:59:01.2610</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.197584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>809</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4174</td>\n",
       "      <td>6.0</td>\n",
       "      <td>37.804770</td>\n",
       "      <td>-122.403234</td>\n",
       "      <td>The Embarcadero at Sansome St</td>\n",
       "      <td>2018-01-01 00:01:56.6140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.776598</td>\n",
       "      <td>-122.395282</td>\n",
       "      <td>San Francisco Caltrain (Townsend St at 4th St)</td>\n",
       "      <td>2017-12-31 22:52:22.2860</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.112312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2415</td>\n",
       "      <td>NaN</td>\n",
       "      <td>422</td>\n",
       "      <td>99.0</td>\n",
       "      <td>37.767037</td>\n",
       "      <td>-122.415443</td>\n",
       "      <td>Folsom St at 15th St</td>\n",
       "      <td>2018-01-01 00:01:27.3540</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>139.0</td>\n",
       "      <td>37.751017</td>\n",
       "      <td>-122.411901</td>\n",
       "      <td>Garfield Square (25th St at Harrison St)</td>\n",
       "      <td>2017-12-31 23:54:25.3370</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.185135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>3671</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1165</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>2017-12-31 23:55:21.2200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66.0</td>\n",
       "      <td>37.778742</td>\n",
       "      <td>-122.392741</td>\n",
       "      <td>3rd St at Townsend St</td>\n",
       "      <td>2017-12-31 23:35:55.5430</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.071795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3375</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1149</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>2017-12-31 23:55:13.4650</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66.0</td>\n",
       "      <td>37.778742</td>\n",
       "      <td>-122.392741</td>\n",
       "      <td>3rd St at Townsend St</td>\n",
       "      <td>2017-12-31 23:36:03.5550</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.066263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2721</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1130</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>2017-12-31 23:55:06.0960</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66.0</td>\n",
       "      <td>37.778742</td>\n",
       "      <td>-122.392741</td>\n",
       "      <td>3rd St at Townsend St</td>\n",
       "      <td>2017-12-31 23:36:16.0690</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.059692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2522</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1003</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>2017-12-31 23:53:18.1950</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66.0</td>\n",
       "      <td>37.778742</td>\n",
       "      <td>-122.392741</td>\n",
       "      <td>3rd St at Townsend St</td>\n",
       "      <td>2017-12-31 23:36:34.5480</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.015776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>533</td>\n",
       "      <td>NaN</td>\n",
       "      <td>862</td>\n",
       "      <td>15.0</td>\n",
       "      <td>37.795392</td>\n",
       "      <td>-122.394203</td>\n",
       "      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>\n",
       "      <td>2017-12-31 23:52:47.5420</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>37.804770</td>\n",
       "      <td>-122.403234</td>\n",
       "      <td>The Embarcadero at Sansome St</td>\n",
       "      <td>2017-12-31 23:38:24.8740</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.032982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1456</td>\n",
       "      <td>NaN</td>\n",
       "      <td>871</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.795001</td>\n",
       "      <td>-122.399970</td>\n",
       "      <td>Clay St at Battery St</td>\n",
       "      <td>2017-12-31 23:52:18.4730</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>323.0</td>\n",
       "      <td>37.798014</td>\n",
       "      <td>-122.405950</td>\n",
       "      <td>Broadway at Kearny</td>\n",
       "      <td>2017-12-31 23:37:47.1920</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.029870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1691</td>\n",
       "      <td>NaN</td>\n",
       "      <td>784</td>\n",
       "      <td>15.0</td>\n",
       "      <td>37.795392</td>\n",
       "      <td>-122.394203</td>\n",
       "      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>\n",
       "      <td>2017-12-31 23:52:17.2930</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>37.804770</td>\n",
       "      <td>-122.403234</td>\n",
       "      <td>The Embarcadero at Sansome St</td>\n",
       "      <td>2017-12-31 23:39:13.0840</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.059955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199192</th>\n",
       "      <td>4009</td>\n",
       "      <td>No</td>\n",
       "      <td>896</td>\n",
       "      <td>345.0</td>\n",
       "      <td>37.766474</td>\n",
       "      <td>-122.398295</td>\n",
       "      <td>Hubbell St at 16th St</td>\n",
       "      <td>2018-07-01 00:42:28.1630</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>73.0</td>\n",
       "      <td>37.771793</td>\n",
       "      <td>-122.433708</td>\n",
       "      <td>Pierce St at Haight St</td>\n",
       "      <td>2018-07-01 00:27:31.9690</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.021225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199193</th>\n",
       "      <td>3787</td>\n",
       "      <td>No</td>\n",
       "      <td>534</td>\n",
       "      <td>25.0</td>\n",
       "      <td>37.787522</td>\n",
       "      <td>-122.397405</td>\n",
       "      <td>Howard St at 2nd St</td>\n",
       "      <td>2018-07-01 00:42:19.5870</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>61.0</td>\n",
       "      <td>37.776513</td>\n",
       "      <td>-122.411306</td>\n",
       "      <td>Howard St at 8th St</td>\n",
       "      <td>2018-07-01 00:33:24.6100</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.146405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199194</th>\n",
       "      <td>1098</td>\n",
       "      <td>No</td>\n",
       "      <td>1266</td>\n",
       "      <td>177.0</td>\n",
       "      <td>37.826286</td>\n",
       "      <td>-122.265100</td>\n",
       "      <td>MacArthur Blvd at Telegraph Ave</td>\n",
       "      <td>2018-07-01 00:40:26.2430</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>251.0</td>\n",
       "      <td>37.870555</td>\n",
       "      <td>-122.279720</td>\n",
       "      <td>California St at University Ave</td>\n",
       "      <td>2018-07-01 00:19:20.0470</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.106721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199195</th>\n",
       "      <td>48</td>\n",
       "      <td>Yes</td>\n",
       "      <td>785</td>\n",
       "      <td>305.0</td>\n",
       "      <td>37.342725</td>\n",
       "      <td>-121.895617</td>\n",
       "      <td>Ryland Park</td>\n",
       "      <td>2018-07-01 00:37:58.2190</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>308.0</td>\n",
       "      <td>37.336802</td>\n",
       "      <td>-121.894090</td>\n",
       "      <td>San Pedro Square</td>\n",
       "      <td>2018-07-01 00:24:52.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.059609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199196</th>\n",
       "      <td>1079</td>\n",
       "      <td>No</td>\n",
       "      <td>708</td>\n",
       "      <td>62.0</td>\n",
       "      <td>37.777791</td>\n",
       "      <td>-122.406432</td>\n",
       "      <td>Victoria Manalo Draves Park</td>\n",
       "      <td>2018-07-01 00:37:56.5120</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.791300</td>\n",
       "      <td>-122.399051</td>\n",
       "      <td>Mechanics Monument Plaza (Market St at Bush St)</td>\n",
       "      <td>2018-07-01 00:26:07.5640</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.086236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199197</th>\n",
       "      <td>1088</td>\n",
       "      <td>No</td>\n",
       "      <td>323</td>\n",
       "      <td>95.0</td>\n",
       "      <td>37.766219</td>\n",
       "      <td>-122.431060</td>\n",
       "      <td>Sanchez St at 15th St</td>\n",
       "      <td>2018-07-01 00:34:08.9660</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>98.0</td>\n",
       "      <td>37.765052</td>\n",
       "      <td>-122.421866</td>\n",
       "      <td>Valencia St at 16th St</td>\n",
       "      <td>2018-07-01 00:28:45.0850</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.219369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199198</th>\n",
       "      <td>847</td>\n",
       "      <td>No</td>\n",
       "      <td>332</td>\n",
       "      <td>256.0</td>\n",
       "      <td>37.875112</td>\n",
       "      <td>-122.260553</td>\n",
       "      <td>Hearst Ave at Euclid Ave</td>\n",
       "      <td>2018-07-01 00:33:47.1990</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>258.0</td>\n",
       "      <td>37.872355</td>\n",
       "      <td>-122.266447</td>\n",
       "      <td>University Ave at Oxford St</td>\n",
       "      <td>2018-07-01 00:28:14.8430</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.216257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199199</th>\n",
       "      <td>709</td>\n",
       "      <td>No</td>\n",
       "      <td>1746</td>\n",
       "      <td>74.0</td>\n",
       "      <td>37.776435</td>\n",
       "      <td>-122.426244</td>\n",
       "      <td>Laguna St at Hayes St</td>\n",
       "      <td>2018-07-01 00:32:19.6470</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>6.0</td>\n",
       "      <td>37.804770</td>\n",
       "      <td>-122.403234</td>\n",
       "      <td>The Embarcadero at Sansome St</td>\n",
       "      <td>2018-07-01 00:03:13.1220</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.272706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199200</th>\n",
       "      <td>1655</td>\n",
       "      <td>Yes</td>\n",
       "      <td>146</td>\n",
       "      <td>314.0</td>\n",
       "      <td>37.333988</td>\n",
       "      <td>-121.894902</td>\n",
       "      <td>Santa Clara St at Almaden Blvd</td>\n",
       "      <td>2018-07-01 00:31:30.0570</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>307.0</td>\n",
       "      <td>37.332692</td>\n",
       "      <td>-121.900084</td>\n",
       "      <td>SAP Center</td>\n",
       "      <td>2018-07-01 00:29:03.9260</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.280576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199201</th>\n",
       "      <td>2137</td>\n",
       "      <td>No</td>\n",
       "      <td>713</td>\n",
       "      <td>208.0</td>\n",
       "      <td>37.330040</td>\n",
       "      <td>-121.881821</td>\n",
       "      <td>S. 4th St at San Carlos St</td>\n",
       "      <td>2018-07-01 00:31:23.4290</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>291.0</td>\n",
       "      <td>37.341335</td>\n",
       "      <td>-121.903183</td>\n",
       "      <td>Autumn Parkway at Coleman Ave</td>\n",
       "      <td>2018-07-01 00:19:29.7440</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.084507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199202</th>\n",
       "      <td>2597</td>\n",
       "      <td>Yes</td>\n",
       "      <td>306</td>\n",
       "      <td>305.0</td>\n",
       "      <td>37.342725</td>\n",
       "      <td>-121.895617</td>\n",
       "      <td>Ryland Park</td>\n",
       "      <td>2018-07-01 00:31:00.3860</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>291.0</td>\n",
       "      <td>37.341335</td>\n",
       "      <td>-121.903183</td>\n",
       "      <td>Autumn Parkway at Coleman Ave</td>\n",
       "      <td>2018-07-01 00:25:54.3620</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.225248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199203</th>\n",
       "      <td>685</td>\n",
       "      <td>Yes</td>\n",
       "      <td>270</td>\n",
       "      <td>305.0</td>\n",
       "      <td>37.342725</td>\n",
       "      <td>-121.895617</td>\n",
       "      <td>Ryland Park</td>\n",
       "      <td>2018-07-01 00:30:55.5700</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>291.0</td>\n",
       "      <td>37.341335</td>\n",
       "      <td>-121.903183</td>\n",
       "      <td>Autumn Parkway at Coleman Ave</td>\n",
       "      <td>2018-07-01 00:26:25.1560</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.237697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199204</th>\n",
       "      <td>1097</td>\n",
       "      <td>No</td>\n",
       "      <td>1099</td>\n",
       "      <td>211.0</td>\n",
       "      <td>37.827757</td>\n",
       "      <td>-122.256716</td>\n",
       "      <td>Broadway at 40th St</td>\n",
       "      <td>2018-07-01 00:30:12.4790</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>189.0</td>\n",
       "      <td>37.839649</td>\n",
       "      <td>-122.271756</td>\n",
       "      <td>Genoa St at 55th St</td>\n",
       "      <td>2018-07-01 00:11:52.9430</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.048973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199205</th>\n",
       "      <td>2802</td>\n",
       "      <td>No</td>\n",
       "      <td>542</td>\n",
       "      <td>266.0</td>\n",
       "      <td>37.862464</td>\n",
       "      <td>-122.264791</td>\n",
       "      <td>Parker St at Fulton St</td>\n",
       "      <td>2018-07-01 00:29:54.0920</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>266.0</td>\n",
       "      <td>37.862464</td>\n",
       "      <td>-122.264791</td>\n",
       "      <td>Parker St at Fulton St</td>\n",
       "      <td>2018-07-01 00:20:51.1510</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.143639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199206</th>\n",
       "      <td>2600</td>\n",
       "      <td>No</td>\n",
       "      <td>892</td>\n",
       "      <td>4.0</td>\n",
       "      <td>37.785881</td>\n",
       "      <td>-122.408915</td>\n",
       "      <td>Cyril Magnin St at Ellis St</td>\n",
       "      <td>2018-07-01 00:24:47.8920</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>324.0</td>\n",
       "      <td>37.788300</td>\n",
       "      <td>-122.408531</td>\n",
       "      <td>Union Square (Powell St at Post St)</td>\n",
       "      <td>2018-07-01 00:09:55.6900</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.022608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199207</th>\n",
       "      <td>3946</td>\n",
       "      <td>No</td>\n",
       "      <td>1316</td>\n",
       "      <td>324.0</td>\n",
       "      <td>37.788300</td>\n",
       "      <td>-122.408531</td>\n",
       "      <td>Union Square (Powell St at Post St)</td>\n",
       "      <td>2018-07-01 00:23:41.0450</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>37.0</td>\n",
       "      <td>37.785000</td>\n",
       "      <td>-122.395936</td>\n",
       "      <td>2nd St at Folsom St</td>\n",
       "      <td>2018-07-01 00:01:44.0490</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.124011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199208</th>\n",
       "      <td>2745</td>\n",
       "      <td>No</td>\n",
       "      <td>670</td>\n",
       "      <td>218.0</td>\n",
       "      <td>37.812331</td>\n",
       "      <td>-122.285171</td>\n",
       "      <td>DeFremery Park</td>\n",
       "      <td>2018-07-01 00:23:39.2560</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>179.0</td>\n",
       "      <td>37.816073</td>\n",
       "      <td>-122.267886</td>\n",
       "      <td>Telegraph Ave at 27th St</td>\n",
       "      <td>2018-07-01 00:12:29.0590</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.099376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199209</th>\n",
       "      <td>3266</td>\n",
       "      <td>No</td>\n",
       "      <td>887</td>\n",
       "      <td>251.0</td>\n",
       "      <td>37.870555</td>\n",
       "      <td>-122.279720</td>\n",
       "      <td>California St at University Ave</td>\n",
       "      <td>2018-07-01 00:20:53.0650</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>259.0</td>\n",
       "      <td>37.866249</td>\n",
       "      <td>-122.299371</td>\n",
       "      <td>Addison St at Fourth St</td>\n",
       "      <td>2018-07-01 00:06:05.3960</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.024337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199210</th>\n",
       "      <td>265</td>\n",
       "      <td>No</td>\n",
       "      <td>647</td>\n",
       "      <td>271.0</td>\n",
       "      <td>37.855783</td>\n",
       "      <td>-122.283127</td>\n",
       "      <td>San Pablo Park</td>\n",
       "      <td>2018-07-01 00:20:06.0600</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>240.0</td>\n",
       "      <td>37.866043</td>\n",
       "      <td>-122.258804</td>\n",
       "      <td>Haste St at Telegraph Ave</td>\n",
       "      <td>2018-07-01 00:09:18.1900</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.107330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199211</th>\n",
       "      <td>3859</td>\n",
       "      <td>No</td>\n",
       "      <td>283</td>\n",
       "      <td>60.0</td>\n",
       "      <td>37.774520</td>\n",
       "      <td>-122.409449</td>\n",
       "      <td>8th St at Ringold St</td>\n",
       "      <td>2018-07-01 00:15:40.8800</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>98.0</td>\n",
       "      <td>37.765052</td>\n",
       "      <td>-122.421866</td>\n",
       "      <td>Valencia St at 16th St</td>\n",
       "      <td>2018-07-01 00:10:57.0270</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.233201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199212</th>\n",
       "      <td>2250</td>\n",
       "      <td>Yes</td>\n",
       "      <td>341</td>\n",
       "      <td>314.0</td>\n",
       "      <td>37.333988</td>\n",
       "      <td>-121.894902</td>\n",
       "      <td>Santa Clara St at Almaden Blvd</td>\n",
       "      <td>2018-07-01 00:15:17.0180</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>278.0</td>\n",
       "      <td>37.331932</td>\n",
       "      <td>-121.904888</td>\n",
       "      <td>The Alameda at Bush St</td>\n",
       "      <td>2018-07-01 00:09:35.6540</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.213145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199213</th>\n",
       "      <td>1818</td>\n",
       "      <td>Yes</td>\n",
       "      <td>202</td>\n",
       "      <td>196.0</td>\n",
       "      <td>37.808894</td>\n",
       "      <td>-122.256460</td>\n",
       "      <td>Grand Ave at Perkins St</td>\n",
       "      <td>2018-07-01 00:14:32.9660</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>181.0</td>\n",
       "      <td>37.811377</td>\n",
       "      <td>-122.265192</td>\n",
       "      <td>Grand Ave at Webster St</td>\n",
       "      <td>2018-07-01 00:11:10.8430</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.261211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199214</th>\n",
       "      <td>2974</td>\n",
       "      <td>No</td>\n",
       "      <td>592</td>\n",
       "      <td>183.0</td>\n",
       "      <td>37.808702</td>\n",
       "      <td>-122.269927</td>\n",
       "      <td>Telegraph Ave at 19th St</td>\n",
       "      <td>2018-07-01 00:14:15.1200</td>\n",
       "      <td>1963.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>203.0</td>\n",
       "      <td>37.795195</td>\n",
       "      <td>-122.273970</td>\n",
       "      <td>Webster St at 2nd St</td>\n",
       "      <td>2018-07-01 00:04:22.9390</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.126349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199215</th>\n",
       "      <td>2938</td>\n",
       "      <td>No</td>\n",
       "      <td>508</td>\n",
       "      <td>92.0</td>\n",
       "      <td>37.772301</td>\n",
       "      <td>-122.393028</td>\n",
       "      <td>Mission Bay Kids Park</td>\n",
       "      <td>2018-07-01 00:13:02.3010</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>343.0</td>\n",
       "      <td>37.783172</td>\n",
       "      <td>-122.393572</td>\n",
       "      <td>Bryant St at 2nd St</td>\n",
       "      <td>2018-07-01 00:04:34.1800</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.155396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199216</th>\n",
       "      <td>1191</td>\n",
       "      <td>Yes</td>\n",
       "      <td>165</td>\n",
       "      <td>276.0</td>\n",
       "      <td>37.332233</td>\n",
       "      <td>-121.912517</td>\n",
       "      <td>Julian St at The Alameda</td>\n",
       "      <td>2018-07-01 00:10:58.5430</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>278.0</td>\n",
       "      <td>37.331932</td>\n",
       "      <td>-121.904888</td>\n",
       "      <td>The Alameda at Bush St</td>\n",
       "      <td>2018-07-01 00:08:12.8840</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.274006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199217</th>\n",
       "      <td>1874</td>\n",
       "      <td>No</td>\n",
       "      <td>130</td>\n",
       "      <td>267.0</td>\n",
       "      <td>37.861804</td>\n",
       "      <td>-122.253569</td>\n",
       "      <td>Derby St at College Ave</td>\n",
       "      <td>2018-07-01 00:09:49.9220</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>253.0</td>\n",
       "      <td>37.866418</td>\n",
       "      <td>-122.253799</td>\n",
       "      <td>Haste St at College Ave</td>\n",
       "      <td>2018-07-01 00:07:39.5680</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.286109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199218</th>\n",
       "      <td>3134</td>\n",
       "      <td>No</td>\n",
       "      <td>445</td>\n",
       "      <td>214.0</td>\n",
       "      <td>37.823321</td>\n",
       "      <td>-122.275732</td>\n",
       "      <td>Market St at Brockhurst St</td>\n",
       "      <td>2018-07-01 00:09:42.0840</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>179.0</td>\n",
       "      <td>37.816073</td>\n",
       "      <td>-122.267886</td>\n",
       "      <td>Telegraph Ave at 27th St</td>\n",
       "      <td>2018-07-01 00:02:16.5890</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.177182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199219</th>\n",
       "      <td>2700</td>\n",
       "      <td>No</td>\n",
       "      <td>490</td>\n",
       "      <td>208.0</td>\n",
       "      <td>37.330040</td>\n",
       "      <td>-121.881821</td>\n",
       "      <td>S. 4th St at San Carlos St</td>\n",
       "      <td>2018-07-01 00:08:51.6770</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>307.0</td>\n",
       "      <td>37.332692</td>\n",
       "      <td>-121.900084</td>\n",
       "      <td>SAP Center</td>\n",
       "      <td>2018-07-01 00:00:41.6330</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.161620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199220</th>\n",
       "      <td>3848</td>\n",
       "      <td>No</td>\n",
       "      <td>219</td>\n",
       "      <td>52.0</td>\n",
       "      <td>37.777416</td>\n",
       "      <td>-122.441838</td>\n",
       "      <td>McAllister St at Baker St</td>\n",
       "      <td>2018-07-01 00:08:12.3040</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>70.0</td>\n",
       "      <td>37.773311</td>\n",
       "      <td>-122.444293</td>\n",
       "      <td>Central Ave at Fell St</td>\n",
       "      <td>2018-07-01 00:04:32.9560</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.255333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199221</th>\n",
       "      <td>3787</td>\n",
       "      <td>No</td>\n",
       "      <td>368</td>\n",
       "      <td>61.0</td>\n",
       "      <td>37.776513</td>\n",
       "      <td>-122.411306</td>\n",
       "      <td>Howard St at 8th St</td>\n",
       "      <td>2018-07-01 00:07:31.8290</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>4.0</td>\n",
       "      <td>37.785881</td>\n",
       "      <td>-122.408915</td>\n",
       "      <td>Cyril Magnin St at Ellis St</td>\n",
       "      <td>2018-07-01 00:01:22.9220</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.203808</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1538086 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        bike_id bike_share_for_all_trip  duration_sec  end_station_id  \\\n",
       "0            96                     NaN         80110            43.0   \n",
       "1            88                     NaN         78800            96.0   \n",
       "2          1094                     NaN         45768           245.0   \n",
       "3          2831                     NaN         62172             5.0   \n",
       "4          3167                     NaN         43603           247.0   \n",
       "5          1487                     NaN          9226            30.0   \n",
       "6          3539                     NaN          4507           259.0   \n",
       "7          1503                     NaN          4334           284.0   \n",
       "8          3125                     NaN          4150            20.0   \n",
       "9          2543                     NaN          4238            20.0   \n",
       "10         3058                     NaN          3292            22.0   \n",
       "11         3197                     NaN          3177            22.0   \n",
       "12         2311                     NaN          2183            24.0   \n",
       "13         3717                     NaN          2170            24.0   \n",
       "14         3452                     NaN          2697            23.0   \n",
       "15          558                     NaN          1544            27.0   \n",
       "16         3646                     NaN          1474            27.0   \n",
       "17         1667                     NaN          1397            15.0   \n",
       "18         3114                     NaN          1532            15.0   \n",
       "19         1473                     NaN          1216           123.0   \n",
       "20         1603                     NaN           386           296.0   \n",
       "21          809                     NaN          4174             6.0   \n",
       "22         2415                     NaN           422            99.0   \n",
       "23         3671                     NaN          1165            23.0   \n",
       "24         3375                     NaN          1149            23.0   \n",
       "25         2721                     NaN          1130            23.0   \n",
       "26         2522                     NaN          1003            23.0   \n",
       "27          533                     NaN           862            15.0   \n",
       "28         1456                     NaN           871            14.0   \n",
       "29         1691                     NaN           784            15.0   \n",
       "...         ...                     ...           ...             ...   \n",
       "199192     4009                      No           896           345.0   \n",
       "199193     3787                      No           534            25.0   \n",
       "199194     1098                      No          1266           177.0   \n",
       "199195       48                     Yes           785           305.0   \n",
       "199196     1079                      No           708            62.0   \n",
       "199197     1088                      No           323            95.0   \n",
       "199198      847                      No           332           256.0   \n",
       "199199      709                      No          1746            74.0   \n",
       "199200     1655                     Yes           146           314.0   \n",
       "199201     2137                      No           713           208.0   \n",
       "199202     2597                     Yes           306           305.0   \n",
       "199203      685                     Yes           270           305.0   \n",
       "199204     1097                      No          1099           211.0   \n",
       "199205     2802                      No           542           266.0   \n",
       "199206     2600                      No           892             4.0   \n",
       "199207     3946                      No          1316           324.0   \n",
       "199208     2745                      No           670           218.0   \n",
       "199209     3266                      No           887           251.0   \n",
       "199210      265                      No           647           271.0   \n",
       "199211     3859                      No           283            60.0   \n",
       "199212     2250                     Yes           341           314.0   \n",
       "199213     1818                     Yes           202           196.0   \n",
       "199214     2974                      No           592           183.0   \n",
       "199215     2938                      No           508            92.0   \n",
       "199216     1191                     Yes           165           276.0   \n",
       "199217     1874                      No           130           267.0   \n",
       "199218     3134                      No           445           214.0   \n",
       "199219     2700                      No           490           208.0   \n",
       "199220     3848                      No           219            52.0   \n",
       "199221     3787                      No           368            61.0   \n",
       "\n",
       "        end_station_latitude  end_station_longitude  \\\n",
       "0                  37.778768            -122.415929   \n",
       "1                  37.766210            -122.426614   \n",
       "2                  37.870348            -122.267764   \n",
       "3                  37.783899            -122.408445   \n",
       "4                  37.867789            -122.265896   \n",
       "5                  37.776598            -122.395282   \n",
       "6                  37.866249            -122.299371   \n",
       "7                  37.784872            -122.400876   \n",
       "8                  37.791300            -122.399051   \n",
       "9                  37.791300            -122.399051   \n",
       "10                 37.789756            -122.394643   \n",
       "11                 37.789756            -122.394643   \n",
       "12                 37.789677            -122.390428   \n",
       "13                 37.789677            -122.390428   \n",
       "14                 37.791464            -122.391034   \n",
       "15                 37.788059            -122.391865   \n",
       "16                 37.788059            -122.391865   \n",
       "17                 37.795392            -122.394203   \n",
       "18                 37.795392            -122.394203   \n",
       "19                 37.760594            -122.414817   \n",
       "20                 37.325998            -121.877120   \n",
       "21                 37.804770            -122.403234   \n",
       "22                 37.767037            -122.415443   \n",
       "23                 37.791464            -122.391034   \n",
       "24                 37.791464            -122.391034   \n",
       "25                 37.791464            -122.391034   \n",
       "26                 37.791464            -122.391034   \n",
       "27                 37.795392            -122.394203   \n",
       "28                 37.795001            -122.399970   \n",
       "29                 37.795392            -122.394203   \n",
       "...                      ...                    ...   \n",
       "199192             37.766474            -122.398295   \n",
       "199193             37.787522            -122.397405   \n",
       "199194             37.826286            -122.265100   \n",
       "199195             37.342725            -121.895617   \n",
       "199196             37.777791            -122.406432   \n",
       "199197             37.766219            -122.431060   \n",
       "199198             37.875112            -122.260553   \n",
       "199199             37.776435            -122.426244   \n",
       "199200             37.333988            -121.894902   \n",
       "199201             37.330040            -121.881821   \n",
       "199202             37.342725            -121.895617   \n",
       "199203             37.342725            -121.895617   \n",
       "199204             37.827757            -122.256716   \n",
       "199205             37.862464            -122.264791   \n",
       "199206             37.785881            -122.408915   \n",
       "199207             37.788300            -122.408531   \n",
       "199208             37.812331            -122.285171   \n",
       "199209             37.870555            -122.279720   \n",
       "199210             37.855783            -122.283127   \n",
       "199211             37.774520            -122.409449   \n",
       "199212             37.333988            -121.894902   \n",
       "199213             37.808894            -122.256460   \n",
       "199214             37.808702            -122.269927   \n",
       "199215             37.772301            -122.393028   \n",
       "199216             37.332233            -121.912517   \n",
       "199217             37.861804            -122.253569   \n",
       "199218             37.823321            -122.275732   \n",
       "199219             37.330040            -121.881821   \n",
       "199220             37.777416            -122.441838   \n",
       "199221             37.776513            -122.411306   \n",
       "\n",
       "                                         end_station_name  \\\n",
       "0       San Francisco Public Library (Grove St at Hyde...   \n",
       "1                                   Dolores St at 15th St   \n",
       "2                                  Downtown Berkeley BART   \n",
       "3            Powell St BART Station (Market St at 5th St)   \n",
       "4                               Fulton St at Bancroft Way   \n",
       "5          San Francisco Caltrain (Townsend St at 4th St)   \n",
       "6                                 Addison St at Fourth St   \n",
       "7       Yerba Buena Center for the Arts (Howard St at ...   \n",
       "8         Mechanics Monument Plaza (Market St at Bush St)   \n",
       "9         Mechanics Monument Plaza (Market St at Bush St)   \n",
       "10                                  Howard St at Beale St   \n",
       "11                                  Howard St at Beale St   \n",
       "12                                  Spear St at Folsom St   \n",
       "13                                  Spear St at Folsom St   \n",
       "14                          The Embarcadero at Steuart St   \n",
       "15                                Beale St at Harrison St   \n",
       "16                                Beale St at Harrison St   \n",
       "17      San Francisco Ferry Building (Harry Bridges Pl...   \n",
       "18      San Francisco Ferry Building (Harry Bridges Pl...   \n",
       "19                                   Folsom St at 19th St   \n",
       "20                                  5th St at Virginia St   \n",
       "21                          The Embarcadero at Sansome St   \n",
       "22                                   Folsom St at 15th St   \n",
       "23                          The Embarcadero at Steuart St   \n",
       "24                          The Embarcadero at Steuart St   \n",
       "25                          The Embarcadero at Steuart St   \n",
       "26                          The Embarcadero at Steuart St   \n",
       "27      San Francisco Ferry Building (Harry Bridges Pl...   \n",
       "28                                  Clay St at Battery St   \n",
       "29      San Francisco Ferry Building (Harry Bridges Pl...   \n",
       "...                                                   ...   \n",
       "199192                              Hubbell St at 16th St   \n",
       "199193                                Howard St at 2nd St   \n",
       "199194                    MacArthur Blvd at Telegraph Ave   \n",
       "199195                                        Ryland Park   \n",
       "199196                        Victoria Manalo Draves Park   \n",
       "199197                              Sanchez St at 15th St   \n",
       "199198                           Hearst Ave at Euclid Ave   \n",
       "199199                              Laguna St at Hayes St   \n",
       "199200                     Santa Clara St at Almaden Blvd   \n",
       "199201                         S. 4th St at San Carlos St   \n",
       "199202                                        Ryland Park   \n",
       "199203                                        Ryland Park   \n",
       "199204                                Broadway at 40th St   \n",
       "199205                             Parker St at Fulton St   \n",
       "199206                        Cyril Magnin St at Ellis St   \n",
       "199207                Union Square (Powell St at Post St)   \n",
       "199208                                     DeFremery Park   \n",
       "199209                    California St at University Ave   \n",
       "199210                                     San Pablo Park   \n",
       "199211                               8th St at Ringold St   \n",
       "199212                     Santa Clara St at Almaden Blvd   \n",
       "199213                            Grand Ave at Perkins St   \n",
       "199214                           Telegraph Ave at 19th St   \n",
       "199215                              Mission Bay Kids Park   \n",
       "199216                           Julian St at The Alameda   \n",
       "199217                            Derby St at College Ave   \n",
       "199218                         Market St at Brockhurst St   \n",
       "199219                         S. 4th St at San Carlos St   \n",
       "199220                          McAllister St at Baker St   \n",
       "199221                                Howard St at 8th St   \n",
       "\n",
       "                        end_time  member_birth_year member_gender  \\\n",
       "0       2018-01-01 15:12:50.2450             1987.0          Male   \n",
       "1       2018-01-01 13:49:55.6170             1965.0        Female   \n",
       "2       2018-01-01 11:28:36.8830                NaN           NaN   \n",
       "3       2018-01-01 10:47:23.5310                NaN           NaN   \n",
       "4       2018-01-01 02:29:57.5710             1997.0        Female   \n",
       "5       2018-01-01 01:24:47.1660                NaN           NaN   \n",
       "6       2018-01-01 01:04:35.6190             1991.0        Female   \n",
       "7       2018-01-01 00:58:51.2110                NaN           NaN   \n",
       "8       2018-01-01 00:46:18.3080                NaN           NaN   \n",
       "9       2018-01-01 00:46:17.0530                NaN           NaN   \n",
       "10      2018-01-01 00:41:24.6050                NaN           NaN   \n",
       "11      2018-01-01 00:41:09.5810                NaN           NaN   \n",
       "12      2018-01-01 00:29:18.7430             1990.0          Male   \n",
       "13      2018-01-01 00:29:06.9240             1990.0          Male   \n",
       "14      2018-01-01 00:20:20.8130                NaN           NaN   \n",
       "15      2018-01-01 00:19:23.0470             1980.0        Female   \n",
       "16      2018-01-01 00:19:14.3510             1979.0          Male   \n",
       "17      2018-01-01 00:18:26.7210                NaN           NaN   \n",
       "18      2018-01-01 00:18:21.9530             1988.0         Other   \n",
       "19      2018-01-01 00:06:50.0580             1971.0          Male   \n",
       "20      2018-01-01 00:05:27.8090             1992.0          Male   \n",
       "21      2018-01-01 00:01:56.6140                NaN           NaN   \n",
       "22      2018-01-01 00:01:27.3540             1985.0          Male   \n",
       "23      2017-12-31 23:55:21.2200                NaN           NaN   \n",
       "24      2017-12-31 23:55:13.4650                NaN           NaN   \n",
       "25      2017-12-31 23:55:06.0960                NaN           NaN   \n",
       "26      2017-12-31 23:53:18.1950                NaN           NaN   \n",
       "27      2017-12-31 23:52:47.5420                NaN           NaN   \n",
       "28      2017-12-31 23:52:18.4730             1979.0          Male   \n",
       "29      2017-12-31 23:52:17.2930                NaN           NaN   \n",
       "...                          ...                ...           ...   \n",
       "199192  2018-07-01 00:42:28.1630             1985.0          Male   \n",
       "199193  2018-07-01 00:42:19.5870             1968.0          Male   \n",
       "199194  2018-07-01 00:40:26.2430             1986.0          Male   \n",
       "199195  2018-07-01 00:37:58.2190             1991.0          Male   \n",
       "199196  2018-07-01 00:37:56.5120             1991.0          Male   \n",
       "199197  2018-07-01 00:34:08.9660             1976.0          Male   \n",
       "199198  2018-07-01 00:33:47.1990             1995.0          Male   \n",
       "199199  2018-07-01 00:32:19.6470             1998.0          Male   \n",
       "199200  2018-07-01 00:31:30.0570             1998.0          Male   \n",
       "199201  2018-07-01 00:31:23.4290             1997.0          Male   \n",
       "199202  2018-07-01 00:31:00.3860             1993.0          Male   \n",
       "199203  2018-07-01 00:30:55.5700             1993.0          Male   \n",
       "199204  2018-07-01 00:30:12.4790             1970.0          Male   \n",
       "199205  2018-07-01 00:29:54.0920             1999.0          Male   \n",
       "199206  2018-07-01 00:24:47.8920             1996.0          Male   \n",
       "199207  2018-07-01 00:23:41.0450             1994.0          Male   \n",
       "199208  2018-07-01 00:23:39.2560             1993.0        Female   \n",
       "199209  2018-07-01 00:20:53.0650             1992.0          Male   \n",
       "199210  2018-07-01 00:20:06.0600             1997.0          Male   \n",
       "199211  2018-07-01 00:15:40.8800             1980.0          Male   \n",
       "199212  2018-07-01 00:15:17.0180             1994.0          Male   \n",
       "199213  2018-07-01 00:14:32.9660             1966.0          Male   \n",
       "199214  2018-07-01 00:14:15.1200             1963.0        Female   \n",
       "199215  2018-07-01 00:13:02.3010             1993.0          Male   \n",
       "199216  2018-07-01 00:10:58.5430             1992.0          Male   \n",
       "199217  2018-07-01 00:09:49.9220             1997.0        Female   \n",
       "199218  2018-07-01 00:09:42.0840             1992.0         Other   \n",
       "199219  2018-07-01 00:08:51.6770             1997.0        Female   \n",
       "199220  2018-07-01 00:08:12.3040             1979.0          Male   \n",
       "199221  2018-07-01 00:07:31.8290             1977.0          Male   \n",
       "\n",
       "        start_station_id  start_station_latitude  start_station_longitude  \\\n",
       "0                   74.0               37.776435              -122.426244   \n",
       "1                  284.0               37.784872              -122.400876   \n",
       "2                  245.0               37.870348              -122.267764   \n",
       "3                   60.0               37.774520              -122.409449   \n",
       "4                  239.0               37.868813              -122.258764   \n",
       "5                   30.0               37.776598              -122.395282   \n",
       "6                  259.0               37.866249              -122.299371   \n",
       "7                  284.0               37.784872              -122.400876   \n",
       "8                   20.0               37.791300              -122.399051   \n",
       "9                   20.0               37.791300              -122.399051   \n",
       "10                 284.0               37.784872              -122.400876   \n",
       "11                 284.0               37.784872              -122.400876   \n",
       "12                  67.0               37.776639              -122.395526   \n",
       "13                  67.0               37.776639              -122.395526   \n",
       "14                  66.0               37.778742              -122.392741   \n",
       "15                  14.0               37.795001              -122.399970   \n",
       "16                  14.0               37.795001              -122.399970   \n",
       "17                  78.0               37.773717              -122.411647   \n",
       "18                  78.0               37.773717              -122.411647   \n",
       "19                   4.0               37.785881              -122.408915   \n",
       "20                 317.0               37.333955              -121.877349   \n",
       "21                  30.0               37.776598              -122.395282   \n",
       "22                 139.0               37.751017              -122.411901   \n",
       "23                  66.0               37.778742              -122.392741   \n",
       "24                  66.0               37.778742              -122.392741   \n",
       "25                  66.0               37.778742              -122.392741   \n",
       "26                  66.0               37.778742              -122.392741   \n",
       "27                   6.0               37.804770              -122.403234   \n",
       "28                 323.0               37.798014              -122.405950   \n",
       "29                   6.0               37.804770              -122.403234   \n",
       "...                  ...                     ...                      ...   \n",
       "199192              73.0               37.771793              -122.433708   \n",
       "199193              61.0               37.776513              -122.411306   \n",
       "199194             251.0               37.870555              -122.279720   \n",
       "199195             308.0               37.336802              -121.894090   \n",
       "199196              20.0               37.791300              -122.399051   \n",
       "199197              98.0               37.765052              -122.421866   \n",
       "199198             258.0               37.872355              -122.266447   \n",
       "199199               6.0               37.804770              -122.403234   \n",
       "199200             307.0               37.332692              -121.900084   \n",
       "199201             291.0               37.341335              -121.903183   \n",
       "199202             291.0               37.341335              -121.903183   \n",
       "199203             291.0               37.341335              -121.903183   \n",
       "199204             189.0               37.839649              -122.271756   \n",
       "199205             266.0               37.862464              -122.264791   \n",
       "199206             324.0               37.788300              -122.408531   \n",
       "199207              37.0               37.785000              -122.395936   \n",
       "199208             179.0               37.816073              -122.267886   \n",
       "199209             259.0               37.866249              -122.299371   \n",
       "199210             240.0               37.866043              -122.258804   \n",
       "199211              98.0               37.765052              -122.421866   \n",
       "199212             278.0               37.331932              -121.904888   \n",
       "199213             181.0               37.811377              -122.265192   \n",
       "199214             203.0               37.795195              -122.273970   \n",
       "199215             343.0               37.783172              -122.393572   \n",
       "199216             278.0               37.331932              -121.904888   \n",
       "199217             253.0               37.866418              -122.253799   \n",
       "199218             179.0               37.816073              -122.267886   \n",
       "199219             307.0               37.332692              -121.900084   \n",
       "199220              70.0               37.773311              -122.444293   \n",
       "199221               4.0               37.785881              -122.408915   \n",
       "\n",
       "                                       start_station_name  \\\n",
       "0                                   Laguna St at Hayes St   \n",
       "1       Yerba Buena Center for the Arts (Howard St at ...   \n",
       "2                                  Downtown Berkeley BART   \n",
       "3                                    8th St at Ringold St   \n",
       "4                           Bancroft Way at Telegraph Ave   \n",
       "5          San Francisco Caltrain (Townsend St at 4th St)   \n",
       "6                                 Addison St at Fourth St   \n",
       "7       Yerba Buena Center for the Arts (Howard St at ...   \n",
       "8         Mechanics Monument Plaza (Market St at Bush St)   \n",
       "9         Mechanics Monument Plaza (Market St at Bush St)   \n",
       "10      Yerba Buena Center for the Arts (Howard St at ...   \n",
       "11      Yerba Buena Center for the Arts (Howard St at ...   \n",
       "12      San Francisco Caltrain Station 2  (Townsend St...   \n",
       "13      San Francisco Caltrain Station 2  (Townsend St...   \n",
       "14                                  3rd St at Townsend St   \n",
       "15                                  Clay St at Battery St   \n",
       "16                                  Clay St at Battery St   \n",
       "17                                    Folsom St at 9th St   \n",
       "18                                    Folsom St at 9th St   \n",
       "19                            Cyril Magnin St at Ellis St   \n",
       "20                              San Salvador St at 9th St   \n",
       "21         San Francisco Caltrain (Townsend St at 4th St)   \n",
       "22               Garfield Square (25th St at Harrison St)   \n",
       "23                                  3rd St at Townsend St   \n",
       "24                                  3rd St at Townsend St   \n",
       "25                                  3rd St at Townsend St   \n",
       "26                                  3rd St at Townsend St   \n",
       "27                          The Embarcadero at Sansome St   \n",
       "28                                     Broadway at Kearny   \n",
       "29                          The Embarcadero at Sansome St   \n",
       "...                                                   ...   \n",
       "199192                             Pierce St at Haight St   \n",
       "199193                                Howard St at 8th St   \n",
       "199194                    California St at University Ave   \n",
       "199195                                   San Pedro Square   \n",
       "199196    Mechanics Monument Plaza (Market St at Bush St)   \n",
       "199197                             Valencia St at 16th St   \n",
       "199198                        University Ave at Oxford St   \n",
       "199199                      The Embarcadero at Sansome St   \n",
       "199200                                         SAP Center   \n",
       "199201                      Autumn Parkway at Coleman Ave   \n",
       "199202                      Autumn Parkway at Coleman Ave   \n",
       "199203                      Autumn Parkway at Coleman Ave   \n",
       "199204                                Genoa St at 55th St   \n",
       "199205                             Parker St at Fulton St   \n",
       "199206                Union Square (Powell St at Post St)   \n",
       "199207                                2nd St at Folsom St   \n",
       "199208                           Telegraph Ave at 27th St   \n",
       "199209                            Addison St at Fourth St   \n",
       "199210                          Haste St at Telegraph Ave   \n",
       "199211                             Valencia St at 16th St   \n",
       "199212                             The Alameda at Bush St   \n",
       "199213                            Grand Ave at Webster St   \n",
       "199214                               Webster St at 2nd St   \n",
       "199215                                Bryant St at 2nd St   \n",
       "199216                             The Alameda at Bush St   \n",
       "199217                            Haste St at College Ave   \n",
       "199218                           Telegraph Ave at 27th St   \n",
       "199219                                         SAP Center   \n",
       "199220                             Central Ave at Fell St   \n",
       "199221                        Cyril Magnin St at Ellis St   \n",
       "\n",
       "                      start_time  Customer  Subscriber  zscores_duration  \n",
       "0       2017-12-31 16:57:39.6540         1           0         27.371085  \n",
       "1       2017-12-31 15:56:34.8420         1           0         26.918085  \n",
       "2       2017-12-31 22:45:48.4110         1           0         15.495574  \n",
       "3       2017-12-31 17:31:10.6360         1           0         21.168100  \n",
       "4       2017-12-31 14:23:14.0010         0           1         14.746914  \n",
       "5       2017-12-31 22:51:00.9180         1           0          2.859300  \n",
       "6       2017-12-31 23:49:28.4220         1           0          1.227464  \n",
       "7       2017-12-31 23:46:37.1960         1           0          1.167640  \n",
       "8       2017-12-31 23:37:07.5480         1           0          1.104013  \n",
       "9       2017-12-31 23:35:38.1450         1           0          1.134443  \n",
       "10      2017-12-31 23:46:32.4030         1           0          0.807315  \n",
       "11      2017-12-31 23:48:11.7570         1           0          0.767548  \n",
       "12      2017-12-31 23:52:55.5810         0           1          0.423821  \n",
       "13      2017-12-31 23:52:55.9370         0           1          0.419326  \n",
       "14      2017-12-31 23:35:23.2220         1           0          0.601563  \n",
       "15      2017-12-31 23:53:38.9430         0           1          0.202854  \n",
       "16      2017-12-31 23:54:40.1460         0           1          0.178648  \n",
       "17      2017-12-31 23:55:09.6860         1           0          0.152021  \n",
       "18      2017-12-31 23:52:49.4970         0           1          0.198705  \n",
       "19      2017-12-31 23:46:33.9930         0           1          0.089431  \n",
       "20      2017-12-31 23:59:01.2610         0           1         -0.197584  \n",
       "21      2017-12-31 22:52:22.2860         1           0          1.112312  \n",
       "22      2017-12-31 23:54:25.3370         0           1         -0.185135  \n",
       "23      2017-12-31 23:35:55.5430         1           0          0.071795  \n",
       "24      2017-12-31 23:36:03.5550         1           0          0.066263  \n",
       "25      2017-12-31 23:36:16.0690         1           0          0.059692  \n",
       "26      2017-12-31 23:36:34.5480         1           0          0.015776  \n",
       "27      2017-12-31 23:38:24.8740         1           0         -0.032982  \n",
       "28      2017-12-31 23:37:47.1920         0           1         -0.029870  \n",
       "29      2017-12-31 23:39:13.0840         1           0         -0.059955  \n",
       "...                          ...       ...         ...               ...  \n",
       "199192  2018-07-01 00:27:31.9690         0           1         -0.021225  \n",
       "199193  2018-07-01 00:33:24.6100         0           1         -0.146405  \n",
       "199194  2018-07-01 00:19:20.0470         1           0          0.106721  \n",
       "199195  2018-07-01 00:24:52.8710         0           1         -0.059609  \n",
       "199196  2018-07-01 00:26:07.5640         0           1         -0.086236  \n",
       "199197  2018-07-01 00:28:45.0850         0           1         -0.219369  \n",
       "199198  2018-07-01 00:28:14.8430         0           1         -0.216257  \n",
       "199199  2018-07-01 00:03:13.1220         1           0          0.272706  \n",
       "199200  2018-07-01 00:29:03.9260         0           1         -0.280576  \n",
       "199201  2018-07-01 00:19:29.7440         0           1         -0.084507  \n",
       "199202  2018-07-01 00:25:54.3620         0           1         -0.225248  \n",
       "199203  2018-07-01 00:26:25.1560         0           1         -0.237697  \n",
       "199204  2018-07-01 00:11:52.9430         0           1          0.048973  \n",
       "199205  2018-07-01 00:20:51.1510         0           1         -0.143639  \n",
       "199206  2018-07-01 00:09:55.6900         0           1         -0.022608  \n",
       "199207  2018-07-01 00:01:44.0490         0           1          0.124011  \n",
       "199208  2018-07-01 00:12:29.0590         1           0         -0.099376  \n",
       "199209  2018-07-01 00:06:05.3960         0           1         -0.024337  \n",
       "199210  2018-07-01 00:09:18.1900         0           1         -0.107330  \n",
       "199211  2018-07-01 00:10:57.0270         0           1         -0.233201  \n",
       "199212  2018-07-01 00:09:35.6540         0           1         -0.213145  \n",
       "199213  2018-07-01 00:11:10.8430         0           1         -0.261211  \n",
       "199214  2018-07-01 00:04:22.9390         0           1         -0.126349  \n",
       "199215  2018-07-01 00:04:34.1800         0           1         -0.155396  \n",
       "199216  2018-07-01 00:08:12.8840         0           1         -0.274006  \n",
       "199217  2018-07-01 00:07:39.5680         0           1         -0.286109  \n",
       "199218  2018-07-01 00:02:16.5890         0           1         -0.177182  \n",
       "199219  2018-07-01 00:00:41.6330         0           1         -0.161620  \n",
       "199220  2018-07-01 00:04:32.9560         1           0         -0.255333  \n",
       "199221  2018-07-01 00:01:22.9220         0           1         -0.203808  \n",
       "\n",
       "[1538086 rows x 18 columns]"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from scipy.stats import zscore\n",
    "colum='duration_sec'\n",
    "df_temporal['zscores_duration'] = (df_temporal[colum] - df_temporal[colum].mean())/df_temporal[colum].std(ddof=0)\n",
    "df_temporal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Null Values Treatment\n",
    "\n",
    "In the following section, the null values will be treated so that they do not affect the results of the predictions of the models.\n",
    "\n",
    "It starts showing the total sum of all null values in all dataset columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bike_id                         0\n",
       "bike_share_for_all_trip    519700\n",
       "duration_sec                    0\n",
       "end_station_id               5245\n",
       "end_station_latitude            0\n",
       "end_station_longitude           0\n",
       "end_station_name             5245\n",
       "end_time                        0\n",
       "member_birth_year          137667\n",
       "member_gender              137326\n",
       "start_station_id             5245\n",
       "start_station_latitude          0\n",
       "start_station_longitude         0\n",
       "start_station_name           5245\n",
       "start_time                      0\n",
       "Customer                        0\n",
       "Subscriber                      0\n",
       "zscores_duration                0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_temporal.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "137667"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#individual observation of a specific column\n",
    "df_temporal['member_birth_year'].isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "media 1981.804579200939\n",
      "mediana 1984.0\n",
      "modo 0    1988.0\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "media = df_temporal['member_birth_year'].mean()\n",
    "mediana = df_temporal['member_birth_year'].median()\n",
    "modo = df_temporal['member_birth_year'].mode()\n",
    "print('media',media)\n",
    "print('mediana',mediana)\n",
    "print('modo',modo)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "#the nulls are replaced by the median\n",
    "df_temporal['member_birth_year'] = df_temporal['member_birth_year'].replace(np.NaN, mediana)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bike_id                         0\n",
       "bike_share_for_all_trip    519700\n",
       "duration_sec                    0\n",
       "end_station_id               5245\n",
       "end_station_latitude            0\n",
       "end_station_longitude           0\n",
       "end_station_name             5245\n",
       "end_time                        0\n",
       "member_birth_year               0\n",
       "member_gender              137326\n",
       "start_station_id             5245\n",
       "start_station_latitude          0\n",
       "start_station_longitude         0\n",
       "start_station_name           5245\n",
       "start_time                      0\n",
       "Customer                        0\n",
       "Subscriber                      0\n",
       "zscores_duration                0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#the changes in the null table are observed\n",
    "df_temporal.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "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>bike_id</th>\n",
       "      <th>bike_share_for_all_trip</th>\n",
       "      <th>duration_sec</th>\n",
       "      <th>end_station_id</th>\n",
       "      <th>end_station_latitude</th>\n",
       "      <th>end_station_longitude</th>\n",
       "      <th>end_station_name</th>\n",
       "      <th>end_time</th>\n",
       "      <th>member_birth_year</th>\n",
       "      <th>member_gender</th>\n",
       "      <th>start_station_id</th>\n",
       "      <th>start_station_latitude</th>\n",
       "      <th>start_station_longitude</th>\n",
       "      <th>start_station_name</th>\n",
       "      <th>start_time</th>\n",
       "      <th>Customer</th>\n",
       "      <th>Subscriber</th>\n",
       "      <th>zscores_duration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>96</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80110</td>\n",
       "      <td>43.0</td>\n",
       "      <td>37.778768</td>\n",
       "      <td>-122.415929</td>\n",
       "      <td>San Francisco Public Library (Grove St at Hyde...</td>\n",
       "      <td>2018-01-01 15:12:50.2450</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>74.0</td>\n",
       "      <td>37.776435</td>\n",
       "      <td>-122.426244</td>\n",
       "      <td>Laguna St at Hayes St</td>\n",
       "      <td>2017-12-31 16:57:39.6540</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>27.371085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78800</td>\n",
       "      <td>96.0</td>\n",
       "      <td>37.766210</td>\n",
       "      <td>-122.426614</td>\n",
       "      <td>Dolores St at 15th St</td>\n",
       "      <td>2018-01-01 13:49:55.6170</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2017-12-31 15:56:34.8420</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>26.918085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45768</td>\n",
       "      <td>245.0</td>\n",
       "      <td>37.870348</td>\n",
       "      <td>-122.267764</td>\n",
       "      <td>Downtown Berkeley BART</td>\n",
       "      <td>2018-01-01 11:28:36.8830</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>245.0</td>\n",
       "      <td>37.870348</td>\n",
       "      <td>-122.267764</td>\n",
       "      <td>Downtown Berkeley BART</td>\n",
       "      <td>2017-12-31 22:45:48.4110</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>15.495574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2831</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62172</td>\n",
       "      <td>5.0</td>\n",
       "      <td>37.783899</td>\n",
       "      <td>-122.408445</td>\n",
       "      <td>Powell St BART Station (Market St at 5th St)</td>\n",
       "      <td>2018-01-01 10:47:23.5310</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60.0</td>\n",
       "      <td>37.774520</td>\n",
       "      <td>-122.409449</td>\n",
       "      <td>8th St at Ringold St</td>\n",
       "      <td>2017-12-31 17:31:10.6360</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>21.168100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3167</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43603</td>\n",
       "      <td>247.0</td>\n",
       "      <td>37.867789</td>\n",
       "      <td>-122.265896</td>\n",
       "      <td>Fulton St at Bancroft Way</td>\n",
       "      <td>2018-01-01 02:29:57.5710</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>239.0</td>\n",
       "      <td>37.868813</td>\n",
       "      <td>-122.258764</td>\n",
       "      <td>Bancroft Way at Telegraph Ave</td>\n",
       "      <td>2017-12-31 14:23:14.0010</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>14.746914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1487</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9226</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.776598</td>\n",
       "      <td>-122.395282</td>\n",
       "      <td>San Francisco Caltrain (Townsend St at 4th St)</td>\n",
       "      <td>2018-01-01 01:24:47.1660</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.776598</td>\n",
       "      <td>-122.395282</td>\n",
       "      <td>San Francisco Caltrain (Townsend St at 4th St)</td>\n",
       "      <td>2017-12-31 22:51:00.9180</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2.859300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3539</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4507</td>\n",
       "      <td>259.0</td>\n",
       "      <td>37.866249</td>\n",
       "      <td>-122.299371</td>\n",
       "      <td>Addison St at Fourth St</td>\n",
       "      <td>2018-01-01 01:04:35.6190</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>259.0</td>\n",
       "      <td>37.866249</td>\n",
       "      <td>-122.299371</td>\n",
       "      <td>Addison St at Fourth St</td>\n",
       "      <td>2017-12-31 23:49:28.4220</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.227464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1503</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4334</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2018-01-01 00:58:51.2110</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2017-12-31 23:46:37.1960</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.167640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3125</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4150</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.791300</td>\n",
       "      <td>-122.399051</td>\n",
       "      <td>Mechanics Monument Plaza (Market St at Bush St)</td>\n",
       "      <td>2018-01-01 00:46:18.3080</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.791300</td>\n",
       "      <td>-122.399051</td>\n",
       "      <td>Mechanics Monument Plaza (Market St at Bush St)</td>\n",
       "      <td>2017-12-31 23:37:07.5480</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.104013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2543</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4238</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.791300</td>\n",
       "      <td>-122.399051</td>\n",
       "      <td>Mechanics Monument Plaza (Market St at Bush St)</td>\n",
       "      <td>2018-01-01 00:46:17.0530</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.791300</td>\n",
       "      <td>-122.399051</td>\n",
       "      <td>Mechanics Monument Plaza (Market St at Bush St)</td>\n",
       "      <td>2017-12-31 23:35:38.1450</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.134443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3058</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3292</td>\n",
       "      <td>22.0</td>\n",
       "      <td>37.789756</td>\n",
       "      <td>-122.394643</td>\n",
       "      <td>Howard St at Beale St</td>\n",
       "      <td>2018-01-01 00:41:24.6050</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2017-12-31 23:46:32.4030</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.807315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3197</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3177</td>\n",
       "      <td>22.0</td>\n",
       "      <td>37.789756</td>\n",
       "      <td>-122.394643</td>\n",
       "      <td>Howard St at Beale St</td>\n",
       "      <td>2018-01-01 00:41:09.5810</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2017-12-31 23:48:11.7570</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.767548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2311</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2183</td>\n",
       "      <td>24.0</td>\n",
       "      <td>37.789677</td>\n",
       "      <td>-122.390428</td>\n",
       "      <td>Spear St at Folsom St</td>\n",
       "      <td>2018-01-01 00:29:18.7430</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>67.0</td>\n",
       "      <td>37.776639</td>\n",
       "      <td>-122.395526</td>\n",
       "      <td>San Francisco Caltrain Station 2  (Townsend St...</td>\n",
       "      <td>2017-12-31 23:52:55.5810</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.423821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>3717</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2170</td>\n",
       "      <td>24.0</td>\n",
       "      <td>37.789677</td>\n",
       "      <td>-122.390428</td>\n",
       "      <td>Spear St at Folsom St</td>\n",
       "      <td>2018-01-01 00:29:06.9240</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>67.0</td>\n",
       "      <td>37.776639</td>\n",
       "      <td>-122.395526</td>\n",
       "      <td>San Francisco Caltrain Station 2  (Townsend St...</td>\n",
       "      <td>2017-12-31 23:52:55.9370</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.419326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>3452</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2697</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>2018-01-01 00:20:20.8130</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66.0</td>\n",
       "      <td>37.778742</td>\n",
       "      <td>-122.392741</td>\n",
       "      <td>3rd St at Townsend St</td>\n",
       "      <td>2017-12-31 23:35:23.2220</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.601563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>558</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1544</td>\n",
       "      <td>27.0</td>\n",
       "      <td>37.788059</td>\n",
       "      <td>-122.391865</td>\n",
       "      <td>Beale St at Harrison St</td>\n",
       "      <td>2018-01-01 00:19:23.0470</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.795001</td>\n",
       "      <td>-122.399970</td>\n",
       "      <td>Clay St at Battery St</td>\n",
       "      <td>2017-12-31 23:53:38.9430</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.202854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>3646</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1474</td>\n",
       "      <td>27.0</td>\n",
       "      <td>37.788059</td>\n",
       "      <td>-122.391865</td>\n",
       "      <td>Beale St at Harrison St</td>\n",
       "      <td>2018-01-01 00:19:14.3510</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.795001</td>\n",
       "      <td>-122.399970</td>\n",
       "      <td>Clay St at Battery St</td>\n",
       "      <td>2017-12-31 23:54:40.1460</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.178648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1397</td>\n",
       "      <td>15.0</td>\n",
       "      <td>37.795392</td>\n",
       "      <td>-122.394203</td>\n",
       "      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>\n",
       "      <td>2018-01-01 00:18:26.7210</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78.0</td>\n",
       "      <td>37.773717</td>\n",
       "      <td>-122.411647</td>\n",
       "      <td>Folsom St at 9th St</td>\n",
       "      <td>2017-12-31 23:55:09.6860</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.152021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>3114</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1532</td>\n",
       "      <td>15.0</td>\n",
       "      <td>37.795392</td>\n",
       "      <td>-122.394203</td>\n",
       "      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>\n",
       "      <td>2018-01-01 00:18:21.9530</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>78.0</td>\n",
       "      <td>37.773717</td>\n",
       "      <td>-122.411647</td>\n",
       "      <td>Folsom St at 9th St</td>\n",
       "      <td>2017-12-31 23:52:49.4970</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.198705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1473</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1216</td>\n",
       "      <td>123.0</td>\n",
       "      <td>37.760594</td>\n",
       "      <td>-122.414817</td>\n",
       "      <td>Folsom St at 19th St</td>\n",
       "      <td>2018-01-01 00:06:50.0580</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>4.0</td>\n",
       "      <td>37.785881</td>\n",
       "      <td>-122.408915</td>\n",
       "      <td>Cyril Magnin St at Ellis St</td>\n",
       "      <td>2017-12-31 23:46:33.9930</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.089431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1603</td>\n",
       "      <td>NaN</td>\n",
       "      <td>386</td>\n",
       "      <td>296.0</td>\n",
       "      <td>37.325998</td>\n",
       "      <td>-121.877120</td>\n",
       "      <td>5th St at Virginia St</td>\n",
       "      <td>2018-01-01 00:05:27.8090</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>317.0</td>\n",
       "      <td>37.333955</td>\n",
       "      <td>-121.877349</td>\n",
       "      <td>San Salvador St at 9th St</td>\n",
       "      <td>2017-12-31 23:59:01.2610</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.197584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>809</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4174</td>\n",
       "      <td>6.0</td>\n",
       "      <td>37.804770</td>\n",
       "      <td>-122.403234</td>\n",
       "      <td>The Embarcadero at Sansome St</td>\n",
       "      <td>2018-01-01 00:01:56.6140</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.776598</td>\n",
       "      <td>-122.395282</td>\n",
       "      <td>San Francisco Caltrain (Townsend St at 4th St)</td>\n",
       "      <td>2017-12-31 22:52:22.2860</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.112312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2415</td>\n",
       "      <td>NaN</td>\n",
       "      <td>422</td>\n",
       "      <td>99.0</td>\n",
       "      <td>37.767037</td>\n",
       "      <td>-122.415443</td>\n",
       "      <td>Folsom St at 15th St</td>\n",
       "      <td>2018-01-01 00:01:27.3540</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>139.0</td>\n",
       "      <td>37.751017</td>\n",
       "      <td>-122.411901</td>\n",
       "      <td>Garfield Square (25th St at Harrison St)</td>\n",
       "      <td>2017-12-31 23:54:25.3370</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.185135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>3671</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1165</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>2017-12-31 23:55:21.2200</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66.0</td>\n",
       "      <td>37.778742</td>\n",
       "      <td>-122.392741</td>\n",
       "      <td>3rd St at Townsend St</td>\n",
       "      <td>2017-12-31 23:35:55.5430</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.071795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3375</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1149</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>2017-12-31 23:55:13.4650</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66.0</td>\n",
       "      <td>37.778742</td>\n",
       "      <td>-122.392741</td>\n",
       "      <td>3rd St at Townsend St</td>\n",
       "      <td>2017-12-31 23:36:03.5550</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.066263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2721</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1130</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>2017-12-31 23:55:06.0960</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66.0</td>\n",
       "      <td>37.778742</td>\n",
       "      <td>-122.392741</td>\n",
       "      <td>3rd St at Townsend St</td>\n",
       "      <td>2017-12-31 23:36:16.0690</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.059692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2522</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1003</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>2017-12-31 23:53:18.1950</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66.0</td>\n",
       "      <td>37.778742</td>\n",
       "      <td>-122.392741</td>\n",
       "      <td>3rd St at Townsend St</td>\n",
       "      <td>2017-12-31 23:36:34.5480</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.015776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>533</td>\n",
       "      <td>NaN</td>\n",
       "      <td>862</td>\n",
       "      <td>15.0</td>\n",
       "      <td>37.795392</td>\n",
       "      <td>-122.394203</td>\n",
       "      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>\n",
       "      <td>2017-12-31 23:52:47.5420</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>37.804770</td>\n",
       "      <td>-122.403234</td>\n",
       "      <td>The Embarcadero at Sansome St</td>\n",
       "      <td>2017-12-31 23:38:24.8740</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.032982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1456</td>\n",
       "      <td>NaN</td>\n",
       "      <td>871</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.795001</td>\n",
       "      <td>-122.399970</td>\n",
       "      <td>Clay St at Battery St</td>\n",
       "      <td>2017-12-31 23:52:18.4730</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>323.0</td>\n",
       "      <td>37.798014</td>\n",
       "      <td>-122.405950</td>\n",
       "      <td>Broadway at Kearny</td>\n",
       "      <td>2017-12-31 23:37:47.1920</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.029870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1691</td>\n",
       "      <td>NaN</td>\n",
       "      <td>784</td>\n",
       "      <td>15.0</td>\n",
       "      <td>37.795392</td>\n",
       "      <td>-122.394203</td>\n",
       "      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>\n",
       "      <td>2017-12-31 23:52:17.2930</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>37.804770</td>\n",
       "      <td>-122.403234</td>\n",
       "      <td>The Embarcadero at Sansome St</td>\n",
       "      <td>2017-12-31 23:39:13.0840</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.059955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199192</th>\n",
       "      <td>4009</td>\n",
       "      <td>No</td>\n",
       "      <td>896</td>\n",
       "      <td>345.0</td>\n",
       "      <td>37.766474</td>\n",
       "      <td>-122.398295</td>\n",
       "      <td>Hubbell St at 16th St</td>\n",
       "      <td>2018-07-01 00:42:28.1630</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>73.0</td>\n",
       "      <td>37.771793</td>\n",
       "      <td>-122.433708</td>\n",
       "      <td>Pierce St at Haight St</td>\n",
       "      <td>2018-07-01 00:27:31.9690</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.021225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199193</th>\n",
       "      <td>3787</td>\n",
       "      <td>No</td>\n",
       "      <td>534</td>\n",
       "      <td>25.0</td>\n",
       "      <td>37.787522</td>\n",
       "      <td>-122.397405</td>\n",
       "      <td>Howard St at 2nd St</td>\n",
       "      <td>2018-07-01 00:42:19.5870</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>61.0</td>\n",
       "      <td>37.776513</td>\n",
       "      <td>-122.411306</td>\n",
       "      <td>Howard St at 8th St</td>\n",
       "      <td>2018-07-01 00:33:24.6100</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.146405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199194</th>\n",
       "      <td>1098</td>\n",
       "      <td>No</td>\n",
       "      <td>1266</td>\n",
       "      <td>177.0</td>\n",
       "      <td>37.826286</td>\n",
       "      <td>-122.265100</td>\n",
       "      <td>MacArthur Blvd at Telegraph Ave</td>\n",
       "      <td>2018-07-01 00:40:26.2430</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>251.0</td>\n",
       "      <td>37.870555</td>\n",
       "      <td>-122.279720</td>\n",
       "      <td>California St at University Ave</td>\n",
       "      <td>2018-07-01 00:19:20.0470</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.106721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199195</th>\n",
       "      <td>48</td>\n",
       "      <td>Yes</td>\n",
       "      <td>785</td>\n",
       "      <td>305.0</td>\n",
       "      <td>37.342725</td>\n",
       "      <td>-121.895617</td>\n",
       "      <td>Ryland Park</td>\n",
       "      <td>2018-07-01 00:37:58.2190</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>308.0</td>\n",
       "      <td>37.336802</td>\n",
       "      <td>-121.894090</td>\n",
       "      <td>San Pedro Square</td>\n",
       "      <td>2018-07-01 00:24:52.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.059609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199196</th>\n",
       "      <td>1079</td>\n",
       "      <td>No</td>\n",
       "      <td>708</td>\n",
       "      <td>62.0</td>\n",
       "      <td>37.777791</td>\n",
       "      <td>-122.406432</td>\n",
       "      <td>Victoria Manalo Draves Park</td>\n",
       "      <td>2018-07-01 00:37:56.5120</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.791300</td>\n",
       "      <td>-122.399051</td>\n",
       "      <td>Mechanics Monument Plaza (Market St at Bush St)</td>\n",
       "      <td>2018-07-01 00:26:07.5640</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.086236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199197</th>\n",
       "      <td>1088</td>\n",
       "      <td>No</td>\n",
       "      <td>323</td>\n",
       "      <td>95.0</td>\n",
       "      <td>37.766219</td>\n",
       "      <td>-122.431060</td>\n",
       "      <td>Sanchez St at 15th St</td>\n",
       "      <td>2018-07-01 00:34:08.9660</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>98.0</td>\n",
       "      <td>37.765052</td>\n",
       "      <td>-122.421866</td>\n",
       "      <td>Valencia St at 16th St</td>\n",
       "      <td>2018-07-01 00:28:45.0850</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.219369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199198</th>\n",
       "      <td>847</td>\n",
       "      <td>No</td>\n",
       "      <td>332</td>\n",
       "      <td>256.0</td>\n",
       "      <td>37.875112</td>\n",
       "      <td>-122.260553</td>\n",
       "      <td>Hearst Ave at Euclid Ave</td>\n",
       "      <td>2018-07-01 00:33:47.1990</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>258.0</td>\n",
       "      <td>37.872355</td>\n",
       "      <td>-122.266447</td>\n",
       "      <td>University Ave at Oxford St</td>\n",
       "      <td>2018-07-01 00:28:14.8430</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.216257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199199</th>\n",
       "      <td>709</td>\n",
       "      <td>No</td>\n",
       "      <td>1746</td>\n",
       "      <td>74.0</td>\n",
       "      <td>37.776435</td>\n",
       "      <td>-122.426244</td>\n",
       "      <td>Laguna St at Hayes St</td>\n",
       "      <td>2018-07-01 00:32:19.6470</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>6.0</td>\n",
       "      <td>37.804770</td>\n",
       "      <td>-122.403234</td>\n",
       "      <td>The Embarcadero at Sansome St</td>\n",
       "      <td>2018-07-01 00:03:13.1220</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.272706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199200</th>\n",
       "      <td>1655</td>\n",
       "      <td>Yes</td>\n",
       "      <td>146</td>\n",
       "      <td>314.0</td>\n",
       "      <td>37.333988</td>\n",
       "      <td>-121.894902</td>\n",
       "      <td>Santa Clara St at Almaden Blvd</td>\n",
       "      <td>2018-07-01 00:31:30.0570</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>307.0</td>\n",
       "      <td>37.332692</td>\n",
       "      <td>-121.900084</td>\n",
       "      <td>SAP Center</td>\n",
       "      <td>2018-07-01 00:29:03.9260</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.280576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199201</th>\n",
       "      <td>2137</td>\n",
       "      <td>No</td>\n",
       "      <td>713</td>\n",
       "      <td>208.0</td>\n",
       "      <td>37.330040</td>\n",
       "      <td>-121.881821</td>\n",
       "      <td>S. 4th St at San Carlos St</td>\n",
       "      <td>2018-07-01 00:31:23.4290</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>291.0</td>\n",
       "      <td>37.341335</td>\n",
       "      <td>-121.903183</td>\n",
       "      <td>Autumn Parkway at Coleman Ave</td>\n",
       "      <td>2018-07-01 00:19:29.7440</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.084507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199202</th>\n",
       "      <td>2597</td>\n",
       "      <td>Yes</td>\n",
       "      <td>306</td>\n",
       "      <td>305.0</td>\n",
       "      <td>37.342725</td>\n",
       "      <td>-121.895617</td>\n",
       "      <td>Ryland Park</td>\n",
       "      <td>2018-07-01 00:31:00.3860</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>291.0</td>\n",
       "      <td>37.341335</td>\n",
       "      <td>-121.903183</td>\n",
       "      <td>Autumn Parkway at Coleman Ave</td>\n",
       "      <td>2018-07-01 00:25:54.3620</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.225248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199203</th>\n",
       "      <td>685</td>\n",
       "      <td>Yes</td>\n",
       "      <td>270</td>\n",
       "      <td>305.0</td>\n",
       "      <td>37.342725</td>\n",
       "      <td>-121.895617</td>\n",
       "      <td>Ryland Park</td>\n",
       "      <td>2018-07-01 00:30:55.5700</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>291.0</td>\n",
       "      <td>37.341335</td>\n",
       "      <td>-121.903183</td>\n",
       "      <td>Autumn Parkway at Coleman Ave</td>\n",
       "      <td>2018-07-01 00:26:25.1560</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.237697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199204</th>\n",
       "      <td>1097</td>\n",
       "      <td>No</td>\n",
       "      <td>1099</td>\n",
       "      <td>211.0</td>\n",
       "      <td>37.827757</td>\n",
       "      <td>-122.256716</td>\n",
       "      <td>Broadway at 40th St</td>\n",
       "      <td>2018-07-01 00:30:12.4790</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>189.0</td>\n",
       "      <td>37.839649</td>\n",
       "      <td>-122.271756</td>\n",
       "      <td>Genoa St at 55th St</td>\n",
       "      <td>2018-07-01 00:11:52.9430</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.048973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199205</th>\n",
       "      <td>2802</td>\n",
       "      <td>No</td>\n",
       "      <td>542</td>\n",
       "      <td>266.0</td>\n",
       "      <td>37.862464</td>\n",
       "      <td>-122.264791</td>\n",
       "      <td>Parker St at Fulton St</td>\n",
       "      <td>2018-07-01 00:29:54.0920</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>266.0</td>\n",
       "      <td>37.862464</td>\n",
       "      <td>-122.264791</td>\n",
       "      <td>Parker St at Fulton St</td>\n",
       "      <td>2018-07-01 00:20:51.1510</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.143639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199206</th>\n",
       "      <td>2600</td>\n",
       "      <td>No</td>\n",
       "      <td>892</td>\n",
       "      <td>4.0</td>\n",
       "      <td>37.785881</td>\n",
       "      <td>-122.408915</td>\n",
       "      <td>Cyril Magnin St at Ellis St</td>\n",
       "      <td>2018-07-01 00:24:47.8920</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>324.0</td>\n",
       "      <td>37.788300</td>\n",
       "      <td>-122.408531</td>\n",
       "      <td>Union Square (Powell St at Post St)</td>\n",
       "      <td>2018-07-01 00:09:55.6900</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.022608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199207</th>\n",
       "      <td>3946</td>\n",
       "      <td>No</td>\n",
       "      <td>1316</td>\n",
       "      <td>324.0</td>\n",
       "      <td>37.788300</td>\n",
       "      <td>-122.408531</td>\n",
       "      <td>Union Square (Powell St at Post St)</td>\n",
       "      <td>2018-07-01 00:23:41.0450</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>37.0</td>\n",
       "      <td>37.785000</td>\n",
       "      <td>-122.395936</td>\n",
       "      <td>2nd St at Folsom St</td>\n",
       "      <td>2018-07-01 00:01:44.0490</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.124011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199208</th>\n",
       "      <td>2745</td>\n",
       "      <td>No</td>\n",
       "      <td>670</td>\n",
       "      <td>218.0</td>\n",
       "      <td>37.812331</td>\n",
       "      <td>-122.285171</td>\n",
       "      <td>DeFremery Park</td>\n",
       "      <td>2018-07-01 00:23:39.2560</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>179.0</td>\n",
       "      <td>37.816073</td>\n",
       "      <td>-122.267886</td>\n",
       "      <td>Telegraph Ave at 27th St</td>\n",
       "      <td>2018-07-01 00:12:29.0590</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.099376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199209</th>\n",
       "      <td>3266</td>\n",
       "      <td>No</td>\n",
       "      <td>887</td>\n",
       "      <td>251.0</td>\n",
       "      <td>37.870555</td>\n",
       "      <td>-122.279720</td>\n",
       "      <td>California St at University Ave</td>\n",
       "      <td>2018-07-01 00:20:53.0650</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>259.0</td>\n",
       "      <td>37.866249</td>\n",
       "      <td>-122.299371</td>\n",
       "      <td>Addison St at Fourth St</td>\n",
       "      <td>2018-07-01 00:06:05.3960</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.024337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199210</th>\n",
       "      <td>265</td>\n",
       "      <td>No</td>\n",
       "      <td>647</td>\n",
       "      <td>271.0</td>\n",
       "      <td>37.855783</td>\n",
       "      <td>-122.283127</td>\n",
       "      <td>San Pablo Park</td>\n",
       "      <td>2018-07-01 00:20:06.0600</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>240.0</td>\n",
       "      <td>37.866043</td>\n",
       "      <td>-122.258804</td>\n",
       "      <td>Haste St at Telegraph Ave</td>\n",
       "      <td>2018-07-01 00:09:18.1900</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.107330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199211</th>\n",
       "      <td>3859</td>\n",
       "      <td>No</td>\n",
       "      <td>283</td>\n",
       "      <td>60.0</td>\n",
       "      <td>37.774520</td>\n",
       "      <td>-122.409449</td>\n",
       "      <td>8th St at Ringold St</td>\n",
       "      <td>2018-07-01 00:15:40.8800</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>98.0</td>\n",
       "      <td>37.765052</td>\n",
       "      <td>-122.421866</td>\n",
       "      <td>Valencia St at 16th St</td>\n",
       "      <td>2018-07-01 00:10:57.0270</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.233201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199212</th>\n",
       "      <td>2250</td>\n",
       "      <td>Yes</td>\n",
       "      <td>341</td>\n",
       "      <td>314.0</td>\n",
       "      <td>37.333988</td>\n",
       "      <td>-121.894902</td>\n",
       "      <td>Santa Clara St at Almaden Blvd</td>\n",
       "      <td>2018-07-01 00:15:17.0180</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>278.0</td>\n",
       "      <td>37.331932</td>\n",
       "      <td>-121.904888</td>\n",
       "      <td>The Alameda at Bush St</td>\n",
       "      <td>2018-07-01 00:09:35.6540</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.213145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199213</th>\n",
       "      <td>1818</td>\n",
       "      <td>Yes</td>\n",
       "      <td>202</td>\n",
       "      <td>196.0</td>\n",
       "      <td>37.808894</td>\n",
       "      <td>-122.256460</td>\n",
       "      <td>Grand Ave at Perkins St</td>\n",
       "      <td>2018-07-01 00:14:32.9660</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>181.0</td>\n",
       "      <td>37.811377</td>\n",
       "      <td>-122.265192</td>\n",
       "      <td>Grand Ave at Webster St</td>\n",
       "      <td>2018-07-01 00:11:10.8430</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.261211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199214</th>\n",
       "      <td>2974</td>\n",
       "      <td>No</td>\n",
       "      <td>592</td>\n",
       "      <td>183.0</td>\n",
       "      <td>37.808702</td>\n",
       "      <td>-122.269927</td>\n",
       "      <td>Telegraph Ave at 19th St</td>\n",
       "      <td>2018-07-01 00:14:15.1200</td>\n",
       "      <td>1963.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>203.0</td>\n",
       "      <td>37.795195</td>\n",
       "      <td>-122.273970</td>\n",
       "      <td>Webster St at 2nd St</td>\n",
       "      <td>2018-07-01 00:04:22.9390</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.126349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199215</th>\n",
       "      <td>2938</td>\n",
       "      <td>No</td>\n",
       "      <td>508</td>\n",
       "      <td>92.0</td>\n",
       "      <td>37.772301</td>\n",
       "      <td>-122.393028</td>\n",
       "      <td>Mission Bay Kids Park</td>\n",
       "      <td>2018-07-01 00:13:02.3010</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>343.0</td>\n",
       "      <td>37.783172</td>\n",
       "      <td>-122.393572</td>\n",
       "      <td>Bryant St at 2nd St</td>\n",
       "      <td>2018-07-01 00:04:34.1800</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.155396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199216</th>\n",
       "      <td>1191</td>\n",
       "      <td>Yes</td>\n",
       "      <td>165</td>\n",
       "      <td>276.0</td>\n",
       "      <td>37.332233</td>\n",
       "      <td>-121.912517</td>\n",
       "      <td>Julian St at The Alameda</td>\n",
       "      <td>2018-07-01 00:10:58.5430</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>278.0</td>\n",
       "      <td>37.331932</td>\n",
       "      <td>-121.904888</td>\n",
       "      <td>The Alameda at Bush St</td>\n",
       "      <td>2018-07-01 00:08:12.8840</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.274006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199217</th>\n",
       "      <td>1874</td>\n",
       "      <td>No</td>\n",
       "      <td>130</td>\n",
       "      <td>267.0</td>\n",
       "      <td>37.861804</td>\n",
       "      <td>-122.253569</td>\n",
       "      <td>Derby St at College Ave</td>\n",
       "      <td>2018-07-01 00:09:49.9220</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>253.0</td>\n",
       "      <td>37.866418</td>\n",
       "      <td>-122.253799</td>\n",
       "      <td>Haste St at College Ave</td>\n",
       "      <td>2018-07-01 00:07:39.5680</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.286109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199218</th>\n",
       "      <td>3134</td>\n",
       "      <td>No</td>\n",
       "      <td>445</td>\n",
       "      <td>214.0</td>\n",
       "      <td>37.823321</td>\n",
       "      <td>-122.275732</td>\n",
       "      <td>Market St at Brockhurst St</td>\n",
       "      <td>2018-07-01 00:09:42.0840</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>179.0</td>\n",
       "      <td>37.816073</td>\n",
       "      <td>-122.267886</td>\n",
       "      <td>Telegraph Ave at 27th St</td>\n",
       "      <td>2018-07-01 00:02:16.5890</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.177182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199219</th>\n",
       "      <td>2700</td>\n",
       "      <td>No</td>\n",
       "      <td>490</td>\n",
       "      <td>208.0</td>\n",
       "      <td>37.330040</td>\n",
       "      <td>-121.881821</td>\n",
       "      <td>S. 4th St at San Carlos St</td>\n",
       "      <td>2018-07-01 00:08:51.6770</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>307.0</td>\n",
       "      <td>37.332692</td>\n",
       "      <td>-121.900084</td>\n",
       "      <td>SAP Center</td>\n",
       "      <td>2018-07-01 00:00:41.6330</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.161620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199220</th>\n",
       "      <td>3848</td>\n",
       "      <td>No</td>\n",
       "      <td>219</td>\n",
       "      <td>52.0</td>\n",
       "      <td>37.777416</td>\n",
       "      <td>-122.441838</td>\n",
       "      <td>McAllister St at Baker St</td>\n",
       "      <td>2018-07-01 00:08:12.3040</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>70.0</td>\n",
       "      <td>37.773311</td>\n",
       "      <td>-122.444293</td>\n",
       "      <td>Central Ave at Fell St</td>\n",
       "      <td>2018-07-01 00:04:32.9560</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.255333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199221</th>\n",
       "      <td>3787</td>\n",
       "      <td>No</td>\n",
       "      <td>368</td>\n",
       "      <td>61.0</td>\n",
       "      <td>37.776513</td>\n",
       "      <td>-122.411306</td>\n",
       "      <td>Howard St at 8th St</td>\n",
       "      <td>2018-07-01 00:07:31.8290</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>4.0</td>\n",
       "      <td>37.785881</td>\n",
       "      <td>-122.408915</td>\n",
       "      <td>Cyril Magnin St at Ellis St</td>\n",
       "      <td>2018-07-01 00:01:22.9220</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.203808</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1538086 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        bike_id bike_share_for_all_trip  duration_sec  end_station_id  \\\n",
       "0            96                     NaN         80110            43.0   \n",
       "1            88                     NaN         78800            96.0   \n",
       "2          1094                     NaN         45768           245.0   \n",
       "3          2831                     NaN         62172             5.0   \n",
       "4          3167                     NaN         43603           247.0   \n",
       "5          1487                     NaN          9226            30.0   \n",
       "6          3539                     NaN          4507           259.0   \n",
       "7          1503                     NaN          4334           284.0   \n",
       "8          3125                     NaN          4150            20.0   \n",
       "9          2543                     NaN          4238            20.0   \n",
       "10         3058                     NaN          3292            22.0   \n",
       "11         3197                     NaN          3177            22.0   \n",
       "12         2311                     NaN          2183            24.0   \n",
       "13         3717                     NaN          2170            24.0   \n",
       "14         3452                     NaN          2697            23.0   \n",
       "15          558                     NaN          1544            27.0   \n",
       "16         3646                     NaN          1474            27.0   \n",
       "17         1667                     NaN          1397            15.0   \n",
       "18         3114                     NaN          1532            15.0   \n",
       "19         1473                     NaN          1216           123.0   \n",
       "20         1603                     NaN           386           296.0   \n",
       "21          809                     NaN          4174             6.0   \n",
       "22         2415                     NaN           422            99.0   \n",
       "23         3671                     NaN          1165            23.0   \n",
       "24         3375                     NaN          1149            23.0   \n",
       "25         2721                     NaN          1130            23.0   \n",
       "26         2522                     NaN          1003            23.0   \n",
       "27          533                     NaN           862            15.0   \n",
       "28         1456                     NaN           871            14.0   \n",
       "29         1691                     NaN           784            15.0   \n",
       "...         ...                     ...           ...             ...   \n",
       "199192     4009                      No           896           345.0   \n",
       "199193     3787                      No           534            25.0   \n",
       "199194     1098                      No          1266           177.0   \n",
       "199195       48                     Yes           785           305.0   \n",
       "199196     1079                      No           708            62.0   \n",
       "199197     1088                      No           323            95.0   \n",
       "199198      847                      No           332           256.0   \n",
       "199199      709                      No          1746            74.0   \n",
       "199200     1655                     Yes           146           314.0   \n",
       "199201     2137                      No           713           208.0   \n",
       "199202     2597                     Yes           306           305.0   \n",
       "199203      685                     Yes           270           305.0   \n",
       "199204     1097                      No          1099           211.0   \n",
       "199205     2802                      No           542           266.0   \n",
       "199206     2600                      No           892             4.0   \n",
       "199207     3946                      No          1316           324.0   \n",
       "199208     2745                      No           670           218.0   \n",
       "199209     3266                      No           887           251.0   \n",
       "199210      265                      No           647           271.0   \n",
       "199211     3859                      No           283            60.0   \n",
       "199212     2250                     Yes           341           314.0   \n",
       "199213     1818                     Yes           202           196.0   \n",
       "199214     2974                      No           592           183.0   \n",
       "199215     2938                      No           508            92.0   \n",
       "199216     1191                     Yes           165           276.0   \n",
       "199217     1874                      No           130           267.0   \n",
       "199218     3134                      No           445           214.0   \n",
       "199219     2700                      No           490           208.0   \n",
       "199220     3848                      No           219            52.0   \n",
       "199221     3787                      No           368            61.0   \n",
       "\n",
       "        end_station_latitude  end_station_longitude  \\\n",
       "0                  37.778768            -122.415929   \n",
       "1                  37.766210            -122.426614   \n",
       "2                  37.870348            -122.267764   \n",
       "3                  37.783899            -122.408445   \n",
       "4                  37.867789            -122.265896   \n",
       "5                  37.776598            -122.395282   \n",
       "6                  37.866249            -122.299371   \n",
       "7                  37.784872            -122.400876   \n",
       "8                  37.791300            -122.399051   \n",
       "9                  37.791300            -122.399051   \n",
       "10                 37.789756            -122.394643   \n",
       "11                 37.789756            -122.394643   \n",
       "12                 37.789677            -122.390428   \n",
       "13                 37.789677            -122.390428   \n",
       "14                 37.791464            -122.391034   \n",
       "15                 37.788059            -122.391865   \n",
       "16                 37.788059            -122.391865   \n",
       "17                 37.795392            -122.394203   \n",
       "18                 37.795392            -122.394203   \n",
       "19                 37.760594            -122.414817   \n",
       "20                 37.325998            -121.877120   \n",
       "21                 37.804770            -122.403234   \n",
       "22                 37.767037            -122.415443   \n",
       "23                 37.791464            -122.391034   \n",
       "24                 37.791464            -122.391034   \n",
       "25                 37.791464            -122.391034   \n",
       "26                 37.791464            -122.391034   \n",
       "27                 37.795392            -122.394203   \n",
       "28                 37.795001            -122.399970   \n",
       "29                 37.795392            -122.394203   \n",
       "...                      ...                    ...   \n",
       "199192             37.766474            -122.398295   \n",
       "199193             37.787522            -122.397405   \n",
       "199194             37.826286            -122.265100   \n",
       "199195             37.342725            -121.895617   \n",
       "199196             37.777791            -122.406432   \n",
       "199197             37.766219            -122.431060   \n",
       "199198             37.875112            -122.260553   \n",
       "199199             37.776435            -122.426244   \n",
       "199200             37.333988            -121.894902   \n",
       "199201             37.330040            -121.881821   \n",
       "199202             37.342725            -121.895617   \n",
       "199203             37.342725            -121.895617   \n",
       "199204             37.827757            -122.256716   \n",
       "199205             37.862464            -122.264791   \n",
       "199206             37.785881            -122.408915   \n",
       "199207             37.788300            -122.408531   \n",
       "199208             37.812331            -122.285171   \n",
       "199209             37.870555            -122.279720   \n",
       "199210             37.855783            -122.283127   \n",
       "199211             37.774520            -122.409449   \n",
       "199212             37.333988            -121.894902   \n",
       "199213             37.808894            -122.256460   \n",
       "199214             37.808702            -122.269927   \n",
       "199215             37.772301            -122.393028   \n",
       "199216             37.332233            -121.912517   \n",
       "199217             37.861804            -122.253569   \n",
       "199218             37.823321            -122.275732   \n",
       "199219             37.330040            -121.881821   \n",
       "199220             37.777416            -122.441838   \n",
       "199221             37.776513            -122.411306   \n",
       "\n",
       "                                         end_station_name  \\\n",
       "0       San Francisco Public Library (Grove St at Hyde...   \n",
       "1                                   Dolores St at 15th St   \n",
       "2                                  Downtown Berkeley BART   \n",
       "3            Powell St BART Station (Market St at 5th St)   \n",
       "4                               Fulton St at Bancroft Way   \n",
       "5          San Francisco Caltrain (Townsend St at 4th St)   \n",
       "6                                 Addison St at Fourth St   \n",
       "7       Yerba Buena Center for the Arts (Howard St at ...   \n",
       "8         Mechanics Monument Plaza (Market St at Bush St)   \n",
       "9         Mechanics Monument Plaza (Market St at Bush St)   \n",
       "10                                  Howard St at Beale St   \n",
       "11                                  Howard St at Beale St   \n",
       "12                                  Spear St at Folsom St   \n",
       "13                                  Spear St at Folsom St   \n",
       "14                          The Embarcadero at Steuart St   \n",
       "15                                Beale St at Harrison St   \n",
       "16                                Beale St at Harrison St   \n",
       "17      San Francisco Ferry Building (Harry Bridges Pl...   \n",
       "18      San Francisco Ferry Building (Harry Bridges Pl...   \n",
       "19                                   Folsom St at 19th St   \n",
       "20                                  5th St at Virginia St   \n",
       "21                          The Embarcadero at Sansome St   \n",
       "22                                   Folsom St at 15th St   \n",
       "23                          The Embarcadero at Steuart St   \n",
       "24                          The Embarcadero at Steuart St   \n",
       "25                          The Embarcadero at Steuart St   \n",
       "26                          The Embarcadero at Steuart St   \n",
       "27      San Francisco Ferry Building (Harry Bridges Pl...   \n",
       "28                                  Clay St at Battery St   \n",
       "29      San Francisco Ferry Building (Harry Bridges Pl...   \n",
       "...                                                   ...   \n",
       "199192                              Hubbell St at 16th St   \n",
       "199193                                Howard St at 2nd St   \n",
       "199194                    MacArthur Blvd at Telegraph Ave   \n",
       "199195                                        Ryland Park   \n",
       "199196                        Victoria Manalo Draves Park   \n",
       "199197                              Sanchez St at 15th St   \n",
       "199198                           Hearst Ave at Euclid Ave   \n",
       "199199                              Laguna St at Hayes St   \n",
       "199200                     Santa Clara St at Almaden Blvd   \n",
       "199201                         S. 4th St at San Carlos St   \n",
       "199202                                        Ryland Park   \n",
       "199203                                        Ryland Park   \n",
       "199204                                Broadway at 40th St   \n",
       "199205                             Parker St at Fulton St   \n",
       "199206                        Cyril Magnin St at Ellis St   \n",
       "199207                Union Square (Powell St at Post St)   \n",
       "199208                                     DeFremery Park   \n",
       "199209                    California St at University Ave   \n",
       "199210                                     San Pablo Park   \n",
       "199211                               8th St at Ringold St   \n",
       "199212                     Santa Clara St at Almaden Blvd   \n",
       "199213                            Grand Ave at Perkins St   \n",
       "199214                           Telegraph Ave at 19th St   \n",
       "199215                              Mission Bay Kids Park   \n",
       "199216                           Julian St at The Alameda   \n",
       "199217                            Derby St at College Ave   \n",
       "199218                         Market St at Brockhurst St   \n",
       "199219                         S. 4th St at San Carlos St   \n",
       "199220                          McAllister St at Baker St   \n",
       "199221                                Howard St at 8th St   \n",
       "\n",
       "                        end_time  member_birth_year member_gender  \\\n",
       "0       2018-01-01 15:12:50.2450             1987.0          Male   \n",
       "1       2018-01-01 13:49:55.6170             1965.0        Female   \n",
       "2       2018-01-01 11:28:36.8830             1984.0           NaN   \n",
       "3       2018-01-01 10:47:23.5310             1984.0           NaN   \n",
       "4       2018-01-01 02:29:57.5710             1997.0        Female   \n",
       "5       2018-01-01 01:24:47.1660             1984.0           NaN   \n",
       "6       2018-01-01 01:04:35.6190             1991.0        Female   \n",
       "7       2018-01-01 00:58:51.2110             1984.0           NaN   \n",
       "8       2018-01-01 00:46:18.3080             1984.0           NaN   \n",
       "9       2018-01-01 00:46:17.0530             1984.0           NaN   \n",
       "10      2018-01-01 00:41:24.6050             1984.0           NaN   \n",
       "11      2018-01-01 00:41:09.5810             1984.0           NaN   \n",
       "12      2018-01-01 00:29:18.7430             1990.0          Male   \n",
       "13      2018-01-01 00:29:06.9240             1990.0          Male   \n",
       "14      2018-01-01 00:20:20.8130             1984.0           NaN   \n",
       "15      2018-01-01 00:19:23.0470             1980.0        Female   \n",
       "16      2018-01-01 00:19:14.3510             1979.0          Male   \n",
       "17      2018-01-01 00:18:26.7210             1984.0           NaN   \n",
       "18      2018-01-01 00:18:21.9530             1988.0         Other   \n",
       "19      2018-01-01 00:06:50.0580             1971.0          Male   \n",
       "20      2018-01-01 00:05:27.8090             1992.0          Male   \n",
       "21      2018-01-01 00:01:56.6140             1984.0           NaN   \n",
       "22      2018-01-01 00:01:27.3540             1985.0          Male   \n",
       "23      2017-12-31 23:55:21.2200             1984.0           NaN   \n",
       "24      2017-12-31 23:55:13.4650             1984.0           NaN   \n",
       "25      2017-12-31 23:55:06.0960             1984.0           NaN   \n",
       "26      2017-12-31 23:53:18.1950             1984.0           NaN   \n",
       "27      2017-12-31 23:52:47.5420             1984.0           NaN   \n",
       "28      2017-12-31 23:52:18.4730             1979.0          Male   \n",
       "29      2017-12-31 23:52:17.2930             1984.0           NaN   \n",
       "...                          ...                ...           ...   \n",
       "199192  2018-07-01 00:42:28.1630             1985.0          Male   \n",
       "199193  2018-07-01 00:42:19.5870             1968.0          Male   \n",
       "199194  2018-07-01 00:40:26.2430             1986.0          Male   \n",
       "199195  2018-07-01 00:37:58.2190             1991.0          Male   \n",
       "199196  2018-07-01 00:37:56.5120             1991.0          Male   \n",
       "199197  2018-07-01 00:34:08.9660             1976.0          Male   \n",
       "199198  2018-07-01 00:33:47.1990             1995.0          Male   \n",
       "199199  2018-07-01 00:32:19.6470             1998.0          Male   \n",
       "199200  2018-07-01 00:31:30.0570             1998.0          Male   \n",
       "199201  2018-07-01 00:31:23.4290             1997.0          Male   \n",
       "199202  2018-07-01 00:31:00.3860             1993.0          Male   \n",
       "199203  2018-07-01 00:30:55.5700             1993.0          Male   \n",
       "199204  2018-07-01 00:30:12.4790             1970.0          Male   \n",
       "199205  2018-07-01 00:29:54.0920             1999.0          Male   \n",
       "199206  2018-07-01 00:24:47.8920             1996.0          Male   \n",
       "199207  2018-07-01 00:23:41.0450             1994.0          Male   \n",
       "199208  2018-07-01 00:23:39.2560             1993.0        Female   \n",
       "199209  2018-07-01 00:20:53.0650             1992.0          Male   \n",
       "199210  2018-07-01 00:20:06.0600             1997.0          Male   \n",
       "199211  2018-07-01 00:15:40.8800             1980.0          Male   \n",
       "199212  2018-07-01 00:15:17.0180             1994.0          Male   \n",
       "199213  2018-07-01 00:14:32.9660             1966.0          Male   \n",
       "199214  2018-07-01 00:14:15.1200             1963.0        Female   \n",
       "199215  2018-07-01 00:13:02.3010             1993.0          Male   \n",
       "199216  2018-07-01 00:10:58.5430             1992.0          Male   \n",
       "199217  2018-07-01 00:09:49.9220             1997.0        Female   \n",
       "199218  2018-07-01 00:09:42.0840             1992.0         Other   \n",
       "199219  2018-07-01 00:08:51.6770             1997.0        Female   \n",
       "199220  2018-07-01 00:08:12.3040             1979.0          Male   \n",
       "199221  2018-07-01 00:07:31.8290             1977.0          Male   \n",
       "\n",
       "        start_station_id  start_station_latitude  start_station_longitude  \\\n",
       "0                   74.0               37.776435              -122.426244   \n",
       "1                  284.0               37.784872              -122.400876   \n",
       "2                  245.0               37.870348              -122.267764   \n",
       "3                   60.0               37.774520              -122.409449   \n",
       "4                  239.0               37.868813              -122.258764   \n",
       "5                   30.0               37.776598              -122.395282   \n",
       "6                  259.0               37.866249              -122.299371   \n",
       "7                  284.0               37.784872              -122.400876   \n",
       "8                   20.0               37.791300              -122.399051   \n",
       "9                   20.0               37.791300              -122.399051   \n",
       "10                 284.0               37.784872              -122.400876   \n",
       "11                 284.0               37.784872              -122.400876   \n",
       "12                  67.0               37.776639              -122.395526   \n",
       "13                  67.0               37.776639              -122.395526   \n",
       "14                  66.0               37.778742              -122.392741   \n",
       "15                  14.0               37.795001              -122.399970   \n",
       "16                  14.0               37.795001              -122.399970   \n",
       "17                  78.0               37.773717              -122.411647   \n",
       "18                  78.0               37.773717              -122.411647   \n",
       "19                   4.0               37.785881              -122.408915   \n",
       "20                 317.0               37.333955              -121.877349   \n",
       "21                  30.0               37.776598              -122.395282   \n",
       "22                 139.0               37.751017              -122.411901   \n",
       "23                  66.0               37.778742              -122.392741   \n",
       "24                  66.0               37.778742              -122.392741   \n",
       "25                  66.0               37.778742              -122.392741   \n",
       "26                  66.0               37.778742              -122.392741   \n",
       "27                   6.0               37.804770              -122.403234   \n",
       "28                 323.0               37.798014              -122.405950   \n",
       "29                   6.0               37.804770              -122.403234   \n",
       "...                  ...                     ...                      ...   \n",
       "199192              73.0               37.771793              -122.433708   \n",
       "199193              61.0               37.776513              -122.411306   \n",
       "199194             251.0               37.870555              -122.279720   \n",
       "199195             308.0               37.336802              -121.894090   \n",
       "199196              20.0               37.791300              -122.399051   \n",
       "199197              98.0               37.765052              -122.421866   \n",
       "199198             258.0               37.872355              -122.266447   \n",
       "199199               6.0               37.804770              -122.403234   \n",
       "199200             307.0               37.332692              -121.900084   \n",
       "199201             291.0               37.341335              -121.903183   \n",
       "199202             291.0               37.341335              -121.903183   \n",
       "199203             291.0               37.341335              -121.903183   \n",
       "199204             189.0               37.839649              -122.271756   \n",
       "199205             266.0               37.862464              -122.264791   \n",
       "199206             324.0               37.788300              -122.408531   \n",
       "199207              37.0               37.785000              -122.395936   \n",
       "199208             179.0               37.816073              -122.267886   \n",
       "199209             259.0               37.866249              -122.299371   \n",
       "199210             240.0               37.866043              -122.258804   \n",
       "199211              98.0               37.765052              -122.421866   \n",
       "199212             278.0               37.331932              -121.904888   \n",
       "199213             181.0               37.811377              -122.265192   \n",
       "199214             203.0               37.795195              -122.273970   \n",
       "199215             343.0               37.783172              -122.393572   \n",
       "199216             278.0               37.331932              -121.904888   \n",
       "199217             253.0               37.866418              -122.253799   \n",
       "199218             179.0               37.816073              -122.267886   \n",
       "199219             307.0               37.332692              -121.900084   \n",
       "199220              70.0               37.773311              -122.444293   \n",
       "199221               4.0               37.785881              -122.408915   \n",
       "\n",
       "                                       start_station_name  \\\n",
       "0                                   Laguna St at Hayes St   \n",
       "1       Yerba Buena Center for the Arts (Howard St at ...   \n",
       "2                                  Downtown Berkeley BART   \n",
       "3                                    8th St at Ringold St   \n",
       "4                           Bancroft Way at Telegraph Ave   \n",
       "5          San Francisco Caltrain (Townsend St at 4th St)   \n",
       "6                                 Addison St at Fourth St   \n",
       "7       Yerba Buena Center for the Arts (Howard St at ...   \n",
       "8         Mechanics Monument Plaza (Market St at Bush St)   \n",
       "9         Mechanics Monument Plaza (Market St at Bush St)   \n",
       "10      Yerba Buena Center for the Arts (Howard St at ...   \n",
       "11      Yerba Buena Center for the Arts (Howard St at ...   \n",
       "12      San Francisco Caltrain Station 2  (Townsend St...   \n",
       "13      San Francisco Caltrain Station 2  (Townsend St...   \n",
       "14                                  3rd St at Townsend St   \n",
       "15                                  Clay St at Battery St   \n",
       "16                                  Clay St at Battery St   \n",
       "17                                    Folsom St at 9th St   \n",
       "18                                    Folsom St at 9th St   \n",
       "19                            Cyril Magnin St at Ellis St   \n",
       "20                              San Salvador St at 9th St   \n",
       "21         San Francisco Caltrain (Townsend St at 4th St)   \n",
       "22               Garfield Square (25th St at Harrison St)   \n",
       "23                                  3rd St at Townsend St   \n",
       "24                                  3rd St at Townsend St   \n",
       "25                                  3rd St at Townsend St   \n",
       "26                                  3rd St at Townsend St   \n",
       "27                          The Embarcadero at Sansome St   \n",
       "28                                     Broadway at Kearny   \n",
       "29                          The Embarcadero at Sansome St   \n",
       "...                                                   ...   \n",
       "199192                             Pierce St at Haight St   \n",
       "199193                                Howard St at 8th St   \n",
       "199194                    California St at University Ave   \n",
       "199195                                   San Pedro Square   \n",
       "199196    Mechanics Monument Plaza (Market St at Bush St)   \n",
       "199197                             Valencia St at 16th St   \n",
       "199198                        University Ave at Oxford St   \n",
       "199199                      The Embarcadero at Sansome St   \n",
       "199200                                         SAP Center   \n",
       "199201                      Autumn Parkway at Coleman Ave   \n",
       "199202                      Autumn Parkway at Coleman Ave   \n",
       "199203                      Autumn Parkway at Coleman Ave   \n",
       "199204                                Genoa St at 55th St   \n",
       "199205                             Parker St at Fulton St   \n",
       "199206                Union Square (Powell St at Post St)   \n",
       "199207                                2nd St at Folsom St   \n",
       "199208                           Telegraph Ave at 27th St   \n",
       "199209                            Addison St at Fourth St   \n",
       "199210                          Haste St at Telegraph Ave   \n",
       "199211                             Valencia St at 16th St   \n",
       "199212                             The Alameda at Bush St   \n",
       "199213                            Grand Ave at Webster St   \n",
       "199214                               Webster St at 2nd St   \n",
       "199215                                Bryant St at 2nd St   \n",
       "199216                             The Alameda at Bush St   \n",
       "199217                            Haste St at College Ave   \n",
       "199218                           Telegraph Ave at 27th St   \n",
       "199219                                         SAP Center   \n",
       "199220                             Central Ave at Fell St   \n",
       "199221                        Cyril Magnin St at Ellis St   \n",
       "\n",
       "                      start_time  Customer  Subscriber  zscores_duration  \n",
       "0       2017-12-31 16:57:39.6540         1           0         27.371085  \n",
       "1       2017-12-31 15:56:34.8420         1           0         26.918085  \n",
       "2       2017-12-31 22:45:48.4110         1           0         15.495574  \n",
       "3       2017-12-31 17:31:10.6360         1           0         21.168100  \n",
       "4       2017-12-31 14:23:14.0010         0           1         14.746914  \n",
       "5       2017-12-31 22:51:00.9180         1           0          2.859300  \n",
       "6       2017-12-31 23:49:28.4220         1           0          1.227464  \n",
       "7       2017-12-31 23:46:37.1960         1           0          1.167640  \n",
       "8       2017-12-31 23:37:07.5480         1           0          1.104013  \n",
       "9       2017-12-31 23:35:38.1450         1           0          1.134443  \n",
       "10      2017-12-31 23:46:32.4030         1           0          0.807315  \n",
       "11      2017-12-31 23:48:11.7570         1           0          0.767548  \n",
       "12      2017-12-31 23:52:55.5810         0           1          0.423821  \n",
       "13      2017-12-31 23:52:55.9370         0           1          0.419326  \n",
       "14      2017-12-31 23:35:23.2220         1           0          0.601563  \n",
       "15      2017-12-31 23:53:38.9430         0           1          0.202854  \n",
       "16      2017-12-31 23:54:40.1460         0           1          0.178648  \n",
       "17      2017-12-31 23:55:09.6860         1           0          0.152021  \n",
       "18      2017-12-31 23:52:49.4970         0           1          0.198705  \n",
       "19      2017-12-31 23:46:33.9930         0           1          0.089431  \n",
       "20      2017-12-31 23:59:01.2610         0           1         -0.197584  \n",
       "21      2017-12-31 22:52:22.2860         1           0          1.112312  \n",
       "22      2017-12-31 23:54:25.3370         0           1         -0.185135  \n",
       "23      2017-12-31 23:35:55.5430         1           0          0.071795  \n",
       "24      2017-12-31 23:36:03.5550         1           0          0.066263  \n",
       "25      2017-12-31 23:36:16.0690         1           0          0.059692  \n",
       "26      2017-12-31 23:36:34.5480         1           0          0.015776  \n",
       "27      2017-12-31 23:38:24.8740         1           0         -0.032982  \n",
       "28      2017-12-31 23:37:47.1920         0           1         -0.029870  \n",
       "29      2017-12-31 23:39:13.0840         1           0         -0.059955  \n",
       "...                          ...       ...         ...               ...  \n",
       "199192  2018-07-01 00:27:31.9690         0           1         -0.021225  \n",
       "199193  2018-07-01 00:33:24.6100         0           1         -0.146405  \n",
       "199194  2018-07-01 00:19:20.0470         1           0          0.106721  \n",
       "199195  2018-07-01 00:24:52.8710         0           1         -0.059609  \n",
       "199196  2018-07-01 00:26:07.5640         0           1         -0.086236  \n",
       "199197  2018-07-01 00:28:45.0850         0           1         -0.219369  \n",
       "199198  2018-07-01 00:28:14.8430         0           1         -0.216257  \n",
       "199199  2018-07-01 00:03:13.1220         1           0          0.272706  \n",
       "199200  2018-07-01 00:29:03.9260         0           1         -0.280576  \n",
       "199201  2018-07-01 00:19:29.7440         0           1         -0.084507  \n",
       "199202  2018-07-01 00:25:54.3620         0           1         -0.225248  \n",
       "199203  2018-07-01 00:26:25.1560         0           1         -0.237697  \n",
       "199204  2018-07-01 00:11:52.9430         0           1          0.048973  \n",
       "199205  2018-07-01 00:20:51.1510         0           1         -0.143639  \n",
       "199206  2018-07-01 00:09:55.6900         0           1         -0.022608  \n",
       "199207  2018-07-01 00:01:44.0490         0           1          0.124011  \n",
       "199208  2018-07-01 00:12:29.0590         1           0         -0.099376  \n",
       "199209  2018-07-01 00:06:05.3960         0           1         -0.024337  \n",
       "199210  2018-07-01 00:09:18.1900         0           1         -0.107330  \n",
       "199211  2018-07-01 00:10:57.0270         0           1         -0.233201  \n",
       "199212  2018-07-01 00:09:35.6540         0           1         -0.213145  \n",
       "199213  2018-07-01 00:11:10.8430         0           1         -0.261211  \n",
       "199214  2018-07-01 00:04:22.9390         0           1         -0.126349  \n",
       "199215  2018-07-01 00:04:34.1800         0           1         -0.155396  \n",
       "199216  2018-07-01 00:08:12.8840         0           1         -0.274006  \n",
       "199217  2018-07-01 00:07:39.5680         0           1         -0.286109  \n",
       "199218  2018-07-01 00:02:16.5890         0           1         -0.177182  \n",
       "199219  2018-07-01 00:00:41.6330         0           1         -0.161620  \n",
       "199220  2018-07-01 00:04:32.9560         1           0         -0.255333  \n",
       "199221  2018-07-01 00:01:22.9220         0           1         -0.203808  \n",
       "\n",
       "[1538086 rows x 18 columns]"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_temporal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "#the null values of the gender column are replaced by the third category \"other\"\n",
    "df_temporal['member_gender'] = df_temporal['member_gender'].fillna('Other')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "        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>bike_id</th>\n",
       "      <th>bike_share_for_all_trip</th>\n",
       "      <th>duration_sec</th>\n",
       "      <th>end_station_id</th>\n",
       "      <th>end_station_latitude</th>\n",
       "      <th>end_station_longitude</th>\n",
       "      <th>end_station_name</th>\n",
       "      <th>end_time</th>\n",
       "      <th>member_birth_year</th>\n",
       "      <th>member_gender</th>\n",
       "      <th>start_station_id</th>\n",
       "      <th>start_station_latitude</th>\n",
       "      <th>start_station_longitude</th>\n",
       "      <th>start_station_name</th>\n",
       "      <th>start_time</th>\n",
       "      <th>Customer</th>\n",
       "      <th>Subscriber</th>\n",
       "      <th>zscores_duration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>96</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80110</td>\n",
       "      <td>43.0</td>\n",
       "      <td>37.778768</td>\n",
       "      <td>-122.415929</td>\n",
       "      <td>San Francisco Public Library (Grove St at Hyde...</td>\n",
       "      <td>2018-01-01 15:12:50.2450</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>74.0</td>\n",
       "      <td>37.776435</td>\n",
       "      <td>-122.426244</td>\n",
       "      <td>Laguna St at Hayes St</td>\n",
       "      <td>2017-12-31 16:57:39.6540</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>27.371085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78800</td>\n",
       "      <td>96.0</td>\n",
       "      <td>37.766210</td>\n",
       "      <td>-122.426614</td>\n",
       "      <td>Dolores St at 15th St</td>\n",
       "      <td>2018-01-01 13:49:55.6170</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2017-12-31 15:56:34.8420</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>26.918085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45768</td>\n",
       "      <td>245.0</td>\n",
       "      <td>37.870348</td>\n",
       "      <td>-122.267764</td>\n",
       "      <td>Downtown Berkeley BART</td>\n",
       "      <td>2018-01-01 11:28:36.8830</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>245.0</td>\n",
       "      <td>37.870348</td>\n",
       "      <td>-122.267764</td>\n",
       "      <td>Downtown Berkeley BART</td>\n",
       "      <td>2017-12-31 22:45:48.4110</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>15.495574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2831</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62172</td>\n",
       "      <td>5.0</td>\n",
       "      <td>37.783899</td>\n",
       "      <td>-122.408445</td>\n",
       "      <td>Powell St BART Station (Market St at 5th St)</td>\n",
       "      <td>2018-01-01 10:47:23.5310</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>60.0</td>\n",
       "      <td>37.774520</td>\n",
       "      <td>-122.409449</td>\n",
       "      <td>8th St at Ringold St</td>\n",
       "      <td>2017-12-31 17:31:10.6360</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>21.168100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3167</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43603</td>\n",
       "      <td>247.0</td>\n",
       "      <td>37.867789</td>\n",
       "      <td>-122.265896</td>\n",
       "      <td>Fulton St at Bancroft Way</td>\n",
       "      <td>2018-01-01 02:29:57.5710</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>239.0</td>\n",
       "      <td>37.868813</td>\n",
       "      <td>-122.258764</td>\n",
       "      <td>Bancroft Way at Telegraph Ave</td>\n",
       "      <td>2017-12-31 14:23:14.0010</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>14.746914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1487</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9226</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.776598</td>\n",
       "      <td>-122.395282</td>\n",
       "      <td>San Francisco Caltrain (Townsend St at 4th St)</td>\n",
       "      <td>2018-01-01 01:24:47.1660</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.776598</td>\n",
       "      <td>-122.395282</td>\n",
       "      <td>San Francisco Caltrain (Townsend St at 4th St)</td>\n",
       "      <td>2017-12-31 22:51:00.9180</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2.859300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3539</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4507</td>\n",
       "      <td>259.0</td>\n",
       "      <td>37.866249</td>\n",
       "      <td>-122.299371</td>\n",
       "      <td>Addison St at Fourth St</td>\n",
       "      <td>2018-01-01 01:04:35.6190</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>259.0</td>\n",
       "      <td>37.866249</td>\n",
       "      <td>-122.299371</td>\n",
       "      <td>Addison St at Fourth St</td>\n",
       "      <td>2017-12-31 23:49:28.4220</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.227464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1503</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4334</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2018-01-01 00:58:51.2110</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2017-12-31 23:46:37.1960</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.167640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3125</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4150</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.791300</td>\n",
       "      <td>-122.399051</td>\n",
       "      <td>Mechanics Monument Plaza (Market St at Bush St)</td>\n",
       "      <td>2018-01-01 00:46:18.3080</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.791300</td>\n",
       "      <td>-122.399051</td>\n",
       "      <td>Mechanics Monument Plaza (Market St at Bush St)</td>\n",
       "      <td>2017-12-31 23:37:07.5480</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.104013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2543</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4238</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.791300</td>\n",
       "      <td>-122.399051</td>\n",
       "      <td>Mechanics Monument Plaza (Market St at Bush St)</td>\n",
       "      <td>2018-01-01 00:46:17.0530</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.791300</td>\n",
       "      <td>-122.399051</td>\n",
       "      <td>Mechanics Monument Plaza (Market St at Bush St)</td>\n",
       "      <td>2017-12-31 23:35:38.1450</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.134443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3058</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3292</td>\n",
       "      <td>22.0</td>\n",
       "      <td>37.789756</td>\n",
       "      <td>-122.394643</td>\n",
       "      <td>Howard St at Beale St</td>\n",
       "      <td>2018-01-01 00:41:24.6050</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2017-12-31 23:46:32.4030</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.807315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3197</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3177</td>\n",
       "      <td>22.0</td>\n",
       "      <td>37.789756</td>\n",
       "      <td>-122.394643</td>\n",
       "      <td>Howard St at Beale St</td>\n",
       "      <td>2018-01-01 00:41:09.5810</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2017-12-31 23:48:11.7570</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.767548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2311</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2183</td>\n",
       "      <td>24.0</td>\n",
       "      <td>37.789677</td>\n",
       "      <td>-122.390428</td>\n",
       "      <td>Spear St at Folsom St</td>\n",
       "      <td>2018-01-01 00:29:18.7430</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>67.0</td>\n",
       "      <td>37.776639</td>\n",
       "      <td>-122.395526</td>\n",
       "      <td>San Francisco Caltrain Station 2  (Townsend St...</td>\n",
       "      <td>2017-12-31 23:52:55.5810</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.423821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>3717</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2170</td>\n",
       "      <td>24.0</td>\n",
       "      <td>37.789677</td>\n",
       "      <td>-122.390428</td>\n",
       "      <td>Spear St at Folsom St</td>\n",
       "      <td>2018-01-01 00:29:06.9240</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>67.0</td>\n",
       "      <td>37.776639</td>\n",
       "      <td>-122.395526</td>\n",
       "      <td>San Francisco Caltrain Station 2  (Townsend St...</td>\n",
       "      <td>2017-12-31 23:52:55.9370</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.419326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>3452</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2697</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>2018-01-01 00:20:20.8130</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>66.0</td>\n",
       "      <td>37.778742</td>\n",
       "      <td>-122.392741</td>\n",
       "      <td>3rd St at Townsend St</td>\n",
       "      <td>2017-12-31 23:35:23.2220</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.601563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>558</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1544</td>\n",
       "      <td>27.0</td>\n",
       "      <td>37.788059</td>\n",
       "      <td>-122.391865</td>\n",
       "      <td>Beale St at Harrison St</td>\n",
       "      <td>2018-01-01 00:19:23.0470</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.795001</td>\n",
       "      <td>-122.399970</td>\n",
       "      <td>Clay St at Battery St</td>\n",
       "      <td>2017-12-31 23:53:38.9430</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.202854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>3646</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1474</td>\n",
       "      <td>27.0</td>\n",
       "      <td>37.788059</td>\n",
       "      <td>-122.391865</td>\n",
       "      <td>Beale St at Harrison St</td>\n",
       "      <td>2018-01-01 00:19:14.3510</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.795001</td>\n",
       "      <td>-122.399970</td>\n",
       "      <td>Clay St at Battery St</td>\n",
       "      <td>2017-12-31 23:54:40.1460</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.178648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1397</td>\n",
       "      <td>15.0</td>\n",
       "      <td>37.795392</td>\n",
       "      <td>-122.394203</td>\n",
       "      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>\n",
       "      <td>2018-01-01 00:18:26.7210</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>78.0</td>\n",
       "      <td>37.773717</td>\n",
       "      <td>-122.411647</td>\n",
       "      <td>Folsom St at 9th St</td>\n",
       "      <td>2017-12-31 23:55:09.6860</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.152021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>3114</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1532</td>\n",
       "      <td>15.0</td>\n",
       "      <td>37.795392</td>\n",
       "      <td>-122.394203</td>\n",
       "      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>\n",
       "      <td>2018-01-01 00:18:21.9530</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>78.0</td>\n",
       "      <td>37.773717</td>\n",
       "      <td>-122.411647</td>\n",
       "      <td>Folsom St at 9th St</td>\n",
       "      <td>2017-12-31 23:52:49.4970</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.198705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1473</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1216</td>\n",
       "      <td>123.0</td>\n",
       "      <td>37.760594</td>\n",
       "      <td>-122.414817</td>\n",
       "      <td>Folsom St at 19th St</td>\n",
       "      <td>2018-01-01 00:06:50.0580</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>4.0</td>\n",
       "      <td>37.785881</td>\n",
       "      <td>-122.408915</td>\n",
       "      <td>Cyril Magnin St at Ellis St</td>\n",
       "      <td>2017-12-31 23:46:33.9930</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.089431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1603</td>\n",
       "      <td>NaN</td>\n",
       "      <td>386</td>\n",
       "      <td>296.0</td>\n",
       "      <td>37.325998</td>\n",
       "      <td>-121.877120</td>\n",
       "      <td>5th St at Virginia St</td>\n",
       "      <td>2018-01-01 00:05:27.8090</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>317.0</td>\n",
       "      <td>37.333955</td>\n",
       "      <td>-121.877349</td>\n",
       "      <td>San Salvador St at 9th St</td>\n",
       "      <td>2017-12-31 23:59:01.2610</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.197584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>809</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4174</td>\n",
       "      <td>6.0</td>\n",
       "      <td>37.804770</td>\n",
       "      <td>-122.403234</td>\n",
       "      <td>The Embarcadero at Sansome St</td>\n",
       "      <td>2018-01-01 00:01:56.6140</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.776598</td>\n",
       "      <td>-122.395282</td>\n",
       "      <td>San Francisco Caltrain (Townsend St at 4th St)</td>\n",
       "      <td>2017-12-31 22:52:22.2860</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.112312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2415</td>\n",
       "      <td>NaN</td>\n",
       "      <td>422</td>\n",
       "      <td>99.0</td>\n",
       "      <td>37.767037</td>\n",
       "      <td>-122.415443</td>\n",
       "      <td>Folsom St at 15th St</td>\n",
       "      <td>2018-01-01 00:01:27.3540</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>139.0</td>\n",
       "      <td>37.751017</td>\n",
       "      <td>-122.411901</td>\n",
       "      <td>Garfield Square (25th St at Harrison St)</td>\n",
       "      <td>2017-12-31 23:54:25.3370</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.185135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>3671</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1165</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>2017-12-31 23:55:21.2200</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>66.0</td>\n",
       "      <td>37.778742</td>\n",
       "      <td>-122.392741</td>\n",
       "      <td>3rd St at Townsend St</td>\n",
       "      <td>2017-12-31 23:35:55.5430</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.071795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3375</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1149</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>2017-12-31 23:55:13.4650</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>66.0</td>\n",
       "      <td>37.778742</td>\n",
       "      <td>-122.392741</td>\n",
       "      <td>3rd St at Townsend St</td>\n",
       "      <td>2017-12-31 23:36:03.5550</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.066263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2721</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1130</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>2017-12-31 23:55:06.0960</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>66.0</td>\n",
       "      <td>37.778742</td>\n",
       "      <td>-122.392741</td>\n",
       "      <td>3rd St at Townsend St</td>\n",
       "      <td>2017-12-31 23:36:16.0690</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.059692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2522</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1003</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>2017-12-31 23:53:18.1950</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>66.0</td>\n",
       "      <td>37.778742</td>\n",
       "      <td>-122.392741</td>\n",
       "      <td>3rd St at Townsend St</td>\n",
       "      <td>2017-12-31 23:36:34.5480</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.015776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>533</td>\n",
       "      <td>NaN</td>\n",
       "      <td>862</td>\n",
       "      <td>15.0</td>\n",
       "      <td>37.795392</td>\n",
       "      <td>-122.394203</td>\n",
       "      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>\n",
       "      <td>2017-12-31 23:52:47.5420</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>6.0</td>\n",
       "      <td>37.804770</td>\n",
       "      <td>-122.403234</td>\n",
       "      <td>The Embarcadero at Sansome St</td>\n",
       "      <td>2017-12-31 23:38:24.8740</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.032982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1456</td>\n",
       "      <td>NaN</td>\n",
       "      <td>871</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.795001</td>\n",
       "      <td>-122.399970</td>\n",
       "      <td>Clay St at Battery St</td>\n",
       "      <td>2017-12-31 23:52:18.4730</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>323.0</td>\n",
       "      <td>37.798014</td>\n",
       "      <td>-122.405950</td>\n",
       "      <td>Broadway at Kearny</td>\n",
       "      <td>2017-12-31 23:37:47.1920</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.029870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1691</td>\n",
       "      <td>NaN</td>\n",
       "      <td>784</td>\n",
       "      <td>15.0</td>\n",
       "      <td>37.795392</td>\n",
       "      <td>-122.394203</td>\n",
       "      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>\n",
       "      <td>2017-12-31 23:52:17.2930</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>6.0</td>\n",
       "      <td>37.804770</td>\n",
       "      <td>-122.403234</td>\n",
       "      <td>The Embarcadero at Sansome St</td>\n",
       "      <td>2017-12-31 23:39:13.0840</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.059955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199192</th>\n",
       "      <td>4009</td>\n",
       "      <td>No</td>\n",
       "      <td>896</td>\n",
       "      <td>345.0</td>\n",
       "      <td>37.766474</td>\n",
       "      <td>-122.398295</td>\n",
       "      <td>Hubbell St at 16th St</td>\n",
       "      <td>2018-07-01 00:42:28.1630</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>73.0</td>\n",
       "      <td>37.771793</td>\n",
       "      <td>-122.433708</td>\n",
       "      <td>Pierce St at Haight St</td>\n",
       "      <td>2018-07-01 00:27:31.9690</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.021225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199193</th>\n",
       "      <td>3787</td>\n",
       "      <td>No</td>\n",
       "      <td>534</td>\n",
       "      <td>25.0</td>\n",
       "      <td>37.787522</td>\n",
       "      <td>-122.397405</td>\n",
       "      <td>Howard St at 2nd St</td>\n",
       "      <td>2018-07-01 00:42:19.5870</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>61.0</td>\n",
       "      <td>37.776513</td>\n",
       "      <td>-122.411306</td>\n",
       "      <td>Howard St at 8th St</td>\n",
       "      <td>2018-07-01 00:33:24.6100</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.146405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199194</th>\n",
       "      <td>1098</td>\n",
       "      <td>No</td>\n",
       "      <td>1266</td>\n",
       "      <td>177.0</td>\n",
       "      <td>37.826286</td>\n",
       "      <td>-122.265100</td>\n",
       "      <td>MacArthur Blvd at Telegraph Ave</td>\n",
       "      <td>2018-07-01 00:40:26.2430</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>251.0</td>\n",
       "      <td>37.870555</td>\n",
       "      <td>-122.279720</td>\n",
       "      <td>California St at University Ave</td>\n",
       "      <td>2018-07-01 00:19:20.0470</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.106721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199195</th>\n",
       "      <td>48</td>\n",
       "      <td>Yes</td>\n",
       "      <td>785</td>\n",
       "      <td>305.0</td>\n",
       "      <td>37.342725</td>\n",
       "      <td>-121.895617</td>\n",
       "      <td>Ryland Park</td>\n",
       "      <td>2018-07-01 00:37:58.2190</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>308.0</td>\n",
       "      <td>37.336802</td>\n",
       "      <td>-121.894090</td>\n",
       "      <td>San Pedro Square</td>\n",
       "      <td>2018-07-01 00:24:52.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.059609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199196</th>\n",
       "      <td>1079</td>\n",
       "      <td>No</td>\n",
       "      <td>708</td>\n",
       "      <td>62.0</td>\n",
       "      <td>37.777791</td>\n",
       "      <td>-122.406432</td>\n",
       "      <td>Victoria Manalo Draves Park</td>\n",
       "      <td>2018-07-01 00:37:56.5120</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.791300</td>\n",
       "      <td>-122.399051</td>\n",
       "      <td>Mechanics Monument Plaza (Market St at Bush St)</td>\n",
       "      <td>2018-07-01 00:26:07.5640</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.086236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199197</th>\n",
       "      <td>1088</td>\n",
       "      <td>No</td>\n",
       "      <td>323</td>\n",
       "      <td>95.0</td>\n",
       "      <td>37.766219</td>\n",
       "      <td>-122.431060</td>\n",
       "      <td>Sanchez St at 15th St</td>\n",
       "      <td>2018-07-01 00:34:08.9660</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>98.0</td>\n",
       "      <td>37.765052</td>\n",
       "      <td>-122.421866</td>\n",
       "      <td>Valencia St at 16th St</td>\n",
       "      <td>2018-07-01 00:28:45.0850</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.219369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199198</th>\n",
       "      <td>847</td>\n",
       "      <td>No</td>\n",
       "      <td>332</td>\n",
       "      <td>256.0</td>\n",
       "      <td>37.875112</td>\n",
       "      <td>-122.260553</td>\n",
       "      <td>Hearst Ave at Euclid Ave</td>\n",
       "      <td>2018-07-01 00:33:47.1990</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>258.0</td>\n",
       "      <td>37.872355</td>\n",
       "      <td>-122.266447</td>\n",
       "      <td>University Ave at Oxford St</td>\n",
       "      <td>2018-07-01 00:28:14.8430</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.216257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199199</th>\n",
       "      <td>709</td>\n",
       "      <td>No</td>\n",
       "      <td>1746</td>\n",
       "      <td>74.0</td>\n",
       "      <td>37.776435</td>\n",
       "      <td>-122.426244</td>\n",
       "      <td>Laguna St at Hayes St</td>\n",
       "      <td>2018-07-01 00:32:19.6470</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>6.0</td>\n",
       "      <td>37.804770</td>\n",
       "      <td>-122.403234</td>\n",
       "      <td>The Embarcadero at Sansome St</td>\n",
       "      <td>2018-07-01 00:03:13.1220</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.272706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199200</th>\n",
       "      <td>1655</td>\n",
       "      <td>Yes</td>\n",
       "      <td>146</td>\n",
       "      <td>314.0</td>\n",
       "      <td>37.333988</td>\n",
       "      <td>-121.894902</td>\n",
       "      <td>Santa Clara St at Almaden Blvd</td>\n",
       "      <td>2018-07-01 00:31:30.0570</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>307.0</td>\n",
       "      <td>37.332692</td>\n",
       "      <td>-121.900084</td>\n",
       "      <td>SAP Center</td>\n",
       "      <td>2018-07-01 00:29:03.9260</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.280576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199201</th>\n",
       "      <td>2137</td>\n",
       "      <td>No</td>\n",
       "      <td>713</td>\n",
       "      <td>208.0</td>\n",
       "      <td>37.330040</td>\n",
       "      <td>-121.881821</td>\n",
       "      <td>S. 4th St at San Carlos St</td>\n",
       "      <td>2018-07-01 00:31:23.4290</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>291.0</td>\n",
       "      <td>37.341335</td>\n",
       "      <td>-121.903183</td>\n",
       "      <td>Autumn Parkway at Coleman Ave</td>\n",
       "      <td>2018-07-01 00:19:29.7440</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.084507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199202</th>\n",
       "      <td>2597</td>\n",
       "      <td>Yes</td>\n",
       "      <td>306</td>\n",
       "      <td>305.0</td>\n",
       "      <td>37.342725</td>\n",
       "      <td>-121.895617</td>\n",
       "      <td>Ryland Park</td>\n",
       "      <td>2018-07-01 00:31:00.3860</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>291.0</td>\n",
       "      <td>37.341335</td>\n",
       "      <td>-121.903183</td>\n",
       "      <td>Autumn Parkway at Coleman Ave</td>\n",
       "      <td>2018-07-01 00:25:54.3620</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.225248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199203</th>\n",
       "      <td>685</td>\n",
       "      <td>Yes</td>\n",
       "      <td>270</td>\n",
       "      <td>305.0</td>\n",
       "      <td>37.342725</td>\n",
       "      <td>-121.895617</td>\n",
       "      <td>Ryland Park</td>\n",
       "      <td>2018-07-01 00:30:55.5700</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>291.0</td>\n",
       "      <td>37.341335</td>\n",
       "      <td>-121.903183</td>\n",
       "      <td>Autumn Parkway at Coleman Ave</td>\n",
       "      <td>2018-07-01 00:26:25.1560</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.237697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199204</th>\n",
       "      <td>1097</td>\n",
       "      <td>No</td>\n",
       "      <td>1099</td>\n",
       "      <td>211.0</td>\n",
       "      <td>37.827757</td>\n",
       "      <td>-122.256716</td>\n",
       "      <td>Broadway at 40th St</td>\n",
       "      <td>2018-07-01 00:30:12.4790</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>189.0</td>\n",
       "      <td>37.839649</td>\n",
       "      <td>-122.271756</td>\n",
       "      <td>Genoa St at 55th St</td>\n",
       "      <td>2018-07-01 00:11:52.9430</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.048973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199205</th>\n",
       "      <td>2802</td>\n",
       "      <td>No</td>\n",
       "      <td>542</td>\n",
       "      <td>266.0</td>\n",
       "      <td>37.862464</td>\n",
       "      <td>-122.264791</td>\n",
       "      <td>Parker St at Fulton St</td>\n",
       "      <td>2018-07-01 00:29:54.0920</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>266.0</td>\n",
       "      <td>37.862464</td>\n",
       "      <td>-122.264791</td>\n",
       "      <td>Parker St at Fulton St</td>\n",
       "      <td>2018-07-01 00:20:51.1510</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.143639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199206</th>\n",
       "      <td>2600</td>\n",
       "      <td>No</td>\n",
       "      <td>892</td>\n",
       "      <td>4.0</td>\n",
       "      <td>37.785881</td>\n",
       "      <td>-122.408915</td>\n",
       "      <td>Cyril Magnin St at Ellis St</td>\n",
       "      <td>2018-07-01 00:24:47.8920</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>324.0</td>\n",
       "      <td>37.788300</td>\n",
       "      <td>-122.408531</td>\n",
       "      <td>Union Square (Powell St at Post St)</td>\n",
       "      <td>2018-07-01 00:09:55.6900</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.022608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199207</th>\n",
       "      <td>3946</td>\n",
       "      <td>No</td>\n",
       "      <td>1316</td>\n",
       "      <td>324.0</td>\n",
       "      <td>37.788300</td>\n",
       "      <td>-122.408531</td>\n",
       "      <td>Union Square (Powell St at Post St)</td>\n",
       "      <td>2018-07-01 00:23:41.0450</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>37.0</td>\n",
       "      <td>37.785000</td>\n",
       "      <td>-122.395936</td>\n",
       "      <td>2nd St at Folsom St</td>\n",
       "      <td>2018-07-01 00:01:44.0490</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.124011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199208</th>\n",
       "      <td>2745</td>\n",
       "      <td>No</td>\n",
       "      <td>670</td>\n",
       "      <td>218.0</td>\n",
       "      <td>37.812331</td>\n",
       "      <td>-122.285171</td>\n",
       "      <td>DeFremery Park</td>\n",
       "      <td>2018-07-01 00:23:39.2560</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>179.0</td>\n",
       "      <td>37.816073</td>\n",
       "      <td>-122.267886</td>\n",
       "      <td>Telegraph Ave at 27th St</td>\n",
       "      <td>2018-07-01 00:12:29.0590</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.099376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199209</th>\n",
       "      <td>3266</td>\n",
       "      <td>No</td>\n",
       "      <td>887</td>\n",
       "      <td>251.0</td>\n",
       "      <td>37.870555</td>\n",
       "      <td>-122.279720</td>\n",
       "      <td>California St at University Ave</td>\n",
       "      <td>2018-07-01 00:20:53.0650</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>259.0</td>\n",
       "      <td>37.866249</td>\n",
       "      <td>-122.299371</td>\n",
       "      <td>Addison St at Fourth St</td>\n",
       "      <td>2018-07-01 00:06:05.3960</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.024337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199210</th>\n",
       "      <td>265</td>\n",
       "      <td>No</td>\n",
       "      <td>647</td>\n",
       "      <td>271.0</td>\n",
       "      <td>37.855783</td>\n",
       "      <td>-122.283127</td>\n",
       "      <td>San Pablo Park</td>\n",
       "      <td>2018-07-01 00:20:06.0600</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>240.0</td>\n",
       "      <td>37.866043</td>\n",
       "      <td>-122.258804</td>\n",
       "      <td>Haste St at Telegraph Ave</td>\n",
       "      <td>2018-07-01 00:09:18.1900</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.107330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199211</th>\n",
       "      <td>3859</td>\n",
       "      <td>No</td>\n",
       "      <td>283</td>\n",
       "      <td>60.0</td>\n",
       "      <td>37.774520</td>\n",
       "      <td>-122.409449</td>\n",
       "      <td>8th St at Ringold St</td>\n",
       "      <td>2018-07-01 00:15:40.8800</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>98.0</td>\n",
       "      <td>37.765052</td>\n",
       "      <td>-122.421866</td>\n",
       "      <td>Valencia St at 16th St</td>\n",
       "      <td>2018-07-01 00:10:57.0270</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.233201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199212</th>\n",
       "      <td>2250</td>\n",
       "      <td>Yes</td>\n",
       "      <td>341</td>\n",
       "      <td>314.0</td>\n",
       "      <td>37.333988</td>\n",
       "      <td>-121.894902</td>\n",
       "      <td>Santa Clara St at Almaden Blvd</td>\n",
       "      <td>2018-07-01 00:15:17.0180</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>278.0</td>\n",
       "      <td>37.331932</td>\n",
       "      <td>-121.904888</td>\n",
       "      <td>The Alameda at Bush St</td>\n",
       "      <td>2018-07-01 00:09:35.6540</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.213145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199213</th>\n",
       "      <td>1818</td>\n",
       "      <td>Yes</td>\n",
       "      <td>202</td>\n",
       "      <td>196.0</td>\n",
       "      <td>37.808894</td>\n",
       "      <td>-122.256460</td>\n",
       "      <td>Grand Ave at Perkins St</td>\n",
       "      <td>2018-07-01 00:14:32.9660</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>181.0</td>\n",
       "      <td>37.811377</td>\n",
       "      <td>-122.265192</td>\n",
       "      <td>Grand Ave at Webster St</td>\n",
       "      <td>2018-07-01 00:11:10.8430</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.261211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199214</th>\n",
       "      <td>2974</td>\n",
       "      <td>No</td>\n",
       "      <td>592</td>\n",
       "      <td>183.0</td>\n",
       "      <td>37.808702</td>\n",
       "      <td>-122.269927</td>\n",
       "      <td>Telegraph Ave at 19th St</td>\n",
       "      <td>2018-07-01 00:14:15.1200</td>\n",
       "      <td>1963.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>203.0</td>\n",
       "      <td>37.795195</td>\n",
       "      <td>-122.273970</td>\n",
       "      <td>Webster St at 2nd St</td>\n",
       "      <td>2018-07-01 00:04:22.9390</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.126349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199215</th>\n",
       "      <td>2938</td>\n",
       "      <td>No</td>\n",
       "      <td>508</td>\n",
       "      <td>92.0</td>\n",
       "      <td>37.772301</td>\n",
       "      <td>-122.393028</td>\n",
       "      <td>Mission Bay Kids Park</td>\n",
       "      <td>2018-07-01 00:13:02.3010</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>343.0</td>\n",
       "      <td>37.783172</td>\n",
       "      <td>-122.393572</td>\n",
       "      <td>Bryant St at 2nd St</td>\n",
       "      <td>2018-07-01 00:04:34.1800</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.155396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199216</th>\n",
       "      <td>1191</td>\n",
       "      <td>Yes</td>\n",
       "      <td>165</td>\n",
       "      <td>276.0</td>\n",
       "      <td>37.332233</td>\n",
       "      <td>-121.912517</td>\n",
       "      <td>Julian St at The Alameda</td>\n",
       "      <td>2018-07-01 00:10:58.5430</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>278.0</td>\n",
       "      <td>37.331932</td>\n",
       "      <td>-121.904888</td>\n",
       "      <td>The Alameda at Bush St</td>\n",
       "      <td>2018-07-01 00:08:12.8840</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.274006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199217</th>\n",
       "      <td>1874</td>\n",
       "      <td>No</td>\n",
       "      <td>130</td>\n",
       "      <td>267.0</td>\n",
       "      <td>37.861804</td>\n",
       "      <td>-122.253569</td>\n",
       "      <td>Derby St at College Ave</td>\n",
       "      <td>2018-07-01 00:09:49.9220</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>253.0</td>\n",
       "      <td>37.866418</td>\n",
       "      <td>-122.253799</td>\n",
       "      <td>Haste St at College Ave</td>\n",
       "      <td>2018-07-01 00:07:39.5680</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.286109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199218</th>\n",
       "      <td>3134</td>\n",
       "      <td>No</td>\n",
       "      <td>445</td>\n",
       "      <td>214.0</td>\n",
       "      <td>37.823321</td>\n",
       "      <td>-122.275732</td>\n",
       "      <td>Market St at Brockhurst St</td>\n",
       "      <td>2018-07-01 00:09:42.0840</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>179.0</td>\n",
       "      <td>37.816073</td>\n",
       "      <td>-122.267886</td>\n",
       "      <td>Telegraph Ave at 27th St</td>\n",
       "      <td>2018-07-01 00:02:16.5890</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.177182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199219</th>\n",
       "      <td>2700</td>\n",
       "      <td>No</td>\n",
       "      <td>490</td>\n",
       "      <td>208.0</td>\n",
       "      <td>37.330040</td>\n",
       "      <td>-121.881821</td>\n",
       "      <td>S. 4th St at San Carlos St</td>\n",
       "      <td>2018-07-01 00:08:51.6770</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Female</td>\n",
       "      <td>307.0</td>\n",
       "      <td>37.332692</td>\n",
       "      <td>-121.900084</td>\n",
       "      <td>SAP Center</td>\n",
       "      <td>2018-07-01 00:00:41.6330</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.161620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199220</th>\n",
       "      <td>3848</td>\n",
       "      <td>No</td>\n",
       "      <td>219</td>\n",
       "      <td>52.0</td>\n",
       "      <td>37.777416</td>\n",
       "      <td>-122.441838</td>\n",
       "      <td>McAllister St at Baker St</td>\n",
       "      <td>2018-07-01 00:08:12.3040</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>70.0</td>\n",
       "      <td>37.773311</td>\n",
       "      <td>-122.444293</td>\n",
       "      <td>Central Ave at Fell St</td>\n",
       "      <td>2018-07-01 00:04:32.9560</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.255333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199221</th>\n",
       "      <td>3787</td>\n",
       "      <td>No</td>\n",
       "      <td>368</td>\n",
       "      <td>61.0</td>\n",
       "      <td>37.776513</td>\n",
       "      <td>-122.411306</td>\n",
       "      <td>Howard St at 8th St</td>\n",
       "      <td>2018-07-01 00:07:31.8290</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>4.0</td>\n",
       "      <td>37.785881</td>\n",
       "      <td>-122.408915</td>\n",
       "      <td>Cyril Magnin St at Ellis St</td>\n",
       "      <td>2018-07-01 00:01:22.9220</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.203808</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1538086 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        bike_id bike_share_for_all_trip  duration_sec  end_station_id  \\\n",
       "0            96                     NaN         80110            43.0   \n",
       "1            88                     NaN         78800            96.0   \n",
       "2          1094                     NaN         45768           245.0   \n",
       "3          2831                     NaN         62172             5.0   \n",
       "4          3167                     NaN         43603           247.0   \n",
       "5          1487                     NaN          9226            30.0   \n",
       "6          3539                     NaN          4507           259.0   \n",
       "7          1503                     NaN          4334           284.0   \n",
       "8          3125                     NaN          4150            20.0   \n",
       "9          2543                     NaN          4238            20.0   \n",
       "10         3058                     NaN          3292            22.0   \n",
       "11         3197                     NaN          3177            22.0   \n",
       "12         2311                     NaN          2183            24.0   \n",
       "13         3717                     NaN          2170            24.0   \n",
       "14         3452                     NaN          2697            23.0   \n",
       "15          558                     NaN          1544            27.0   \n",
       "16         3646                     NaN          1474            27.0   \n",
       "17         1667                     NaN          1397            15.0   \n",
       "18         3114                     NaN          1532            15.0   \n",
       "19         1473                     NaN          1216           123.0   \n",
       "20         1603                     NaN           386           296.0   \n",
       "21          809                     NaN          4174             6.0   \n",
       "22         2415                     NaN           422            99.0   \n",
       "23         3671                     NaN          1165            23.0   \n",
       "24         3375                     NaN          1149            23.0   \n",
       "25         2721                     NaN          1130            23.0   \n",
       "26         2522                     NaN          1003            23.0   \n",
       "27          533                     NaN           862            15.0   \n",
       "28         1456                     NaN           871            14.0   \n",
       "29         1691                     NaN           784            15.0   \n",
       "...         ...                     ...           ...             ...   \n",
       "199192     4009                      No           896           345.0   \n",
       "199193     3787                      No           534            25.0   \n",
       "199194     1098                      No          1266           177.0   \n",
       "199195       48                     Yes           785           305.0   \n",
       "199196     1079                      No           708            62.0   \n",
       "199197     1088                      No           323            95.0   \n",
       "199198      847                      No           332           256.0   \n",
       "199199      709                      No          1746            74.0   \n",
       "199200     1655                     Yes           146           314.0   \n",
       "199201     2137                      No           713           208.0   \n",
       "199202     2597                     Yes           306           305.0   \n",
       "199203      685                     Yes           270           305.0   \n",
       "199204     1097                      No          1099           211.0   \n",
       "199205     2802                      No           542           266.0   \n",
       "199206     2600                      No           892             4.0   \n",
       "199207     3946                      No          1316           324.0   \n",
       "199208     2745                      No           670           218.0   \n",
       "199209     3266                      No           887           251.0   \n",
       "199210      265                      No           647           271.0   \n",
       "199211     3859                      No           283            60.0   \n",
       "199212     2250                     Yes           341           314.0   \n",
       "199213     1818                     Yes           202           196.0   \n",
       "199214     2974                      No           592           183.0   \n",
       "199215     2938                      No           508            92.0   \n",
       "199216     1191                     Yes           165           276.0   \n",
       "199217     1874                      No           130           267.0   \n",
       "199218     3134                      No           445           214.0   \n",
       "199219     2700                      No           490           208.0   \n",
       "199220     3848                      No           219            52.0   \n",
       "199221     3787                      No           368            61.0   \n",
       "\n",
       "        end_station_latitude  end_station_longitude  \\\n",
       "0                  37.778768            -122.415929   \n",
       "1                  37.766210            -122.426614   \n",
       "2                  37.870348            -122.267764   \n",
       "3                  37.783899            -122.408445   \n",
       "4                  37.867789            -122.265896   \n",
       "5                  37.776598            -122.395282   \n",
       "6                  37.866249            -122.299371   \n",
       "7                  37.784872            -122.400876   \n",
       "8                  37.791300            -122.399051   \n",
       "9                  37.791300            -122.399051   \n",
       "10                 37.789756            -122.394643   \n",
       "11                 37.789756            -122.394643   \n",
       "12                 37.789677            -122.390428   \n",
       "13                 37.789677            -122.390428   \n",
       "14                 37.791464            -122.391034   \n",
       "15                 37.788059            -122.391865   \n",
       "16                 37.788059            -122.391865   \n",
       "17                 37.795392            -122.394203   \n",
       "18                 37.795392            -122.394203   \n",
       "19                 37.760594            -122.414817   \n",
       "20                 37.325998            -121.877120   \n",
       "21                 37.804770            -122.403234   \n",
       "22                 37.767037            -122.415443   \n",
       "23                 37.791464            -122.391034   \n",
       "24                 37.791464            -122.391034   \n",
       "25                 37.791464            -122.391034   \n",
       "26                 37.791464            -122.391034   \n",
       "27                 37.795392            -122.394203   \n",
       "28                 37.795001            -122.399970   \n",
       "29                 37.795392            -122.394203   \n",
       "...                      ...                    ...   \n",
       "199192             37.766474            -122.398295   \n",
       "199193             37.787522            -122.397405   \n",
       "199194             37.826286            -122.265100   \n",
       "199195             37.342725            -121.895617   \n",
       "199196             37.777791            -122.406432   \n",
       "199197             37.766219            -122.431060   \n",
       "199198             37.875112            -122.260553   \n",
       "199199             37.776435            -122.426244   \n",
       "199200             37.333988            -121.894902   \n",
       "199201             37.330040            -121.881821   \n",
       "199202             37.342725            -121.895617   \n",
       "199203             37.342725            -121.895617   \n",
       "199204             37.827757            -122.256716   \n",
       "199205             37.862464            -122.264791   \n",
       "199206             37.785881            -122.408915   \n",
       "199207             37.788300            -122.408531   \n",
       "199208             37.812331            -122.285171   \n",
       "199209             37.870555            -122.279720   \n",
       "199210             37.855783            -122.283127   \n",
       "199211             37.774520            -122.409449   \n",
       "199212             37.333988            -121.894902   \n",
       "199213             37.808894            -122.256460   \n",
       "199214             37.808702            -122.269927   \n",
       "199215             37.772301            -122.393028   \n",
       "199216             37.332233            -121.912517   \n",
       "199217             37.861804            -122.253569   \n",
       "199218             37.823321            -122.275732   \n",
       "199219             37.330040            -121.881821   \n",
       "199220             37.777416            -122.441838   \n",
       "199221             37.776513            -122.411306   \n",
       "\n",
       "                                         end_station_name  \\\n",
       "0       San Francisco Public Library (Grove St at Hyde...   \n",
       "1                                   Dolores St at 15th St   \n",
       "2                                  Downtown Berkeley BART   \n",
       "3            Powell St BART Station (Market St at 5th St)   \n",
       "4                               Fulton St at Bancroft Way   \n",
       "5          San Francisco Caltrain (Townsend St at 4th St)   \n",
       "6                                 Addison St at Fourth St   \n",
       "7       Yerba Buena Center for the Arts (Howard St at ...   \n",
       "8         Mechanics Monument Plaza (Market St at Bush St)   \n",
       "9         Mechanics Monument Plaza (Market St at Bush St)   \n",
       "10                                  Howard St at Beale St   \n",
       "11                                  Howard St at Beale St   \n",
       "12                                  Spear St at Folsom St   \n",
       "13                                  Spear St at Folsom St   \n",
       "14                          The Embarcadero at Steuart St   \n",
       "15                                Beale St at Harrison St   \n",
       "16                                Beale St at Harrison St   \n",
       "17      San Francisco Ferry Building (Harry Bridges Pl...   \n",
       "18      San Francisco Ferry Building (Harry Bridges Pl...   \n",
       "19                                   Folsom St at 19th St   \n",
       "20                                  5th St at Virginia St   \n",
       "21                          The Embarcadero at Sansome St   \n",
       "22                                   Folsom St at 15th St   \n",
       "23                          The Embarcadero at Steuart St   \n",
       "24                          The Embarcadero at Steuart St   \n",
       "25                          The Embarcadero at Steuart St   \n",
       "26                          The Embarcadero at Steuart St   \n",
       "27      San Francisco Ferry Building (Harry Bridges Pl...   \n",
       "28                                  Clay St at Battery St   \n",
       "29      San Francisco Ferry Building (Harry Bridges Pl...   \n",
       "...                                                   ...   \n",
       "199192                              Hubbell St at 16th St   \n",
       "199193                                Howard St at 2nd St   \n",
       "199194                    MacArthur Blvd at Telegraph Ave   \n",
       "199195                                        Ryland Park   \n",
       "199196                        Victoria Manalo Draves Park   \n",
       "199197                              Sanchez St at 15th St   \n",
       "199198                           Hearst Ave at Euclid Ave   \n",
       "199199                              Laguna St at Hayes St   \n",
       "199200                     Santa Clara St at Almaden Blvd   \n",
       "199201                         S. 4th St at San Carlos St   \n",
       "199202                                        Ryland Park   \n",
       "199203                                        Ryland Park   \n",
       "199204                                Broadway at 40th St   \n",
       "199205                             Parker St at Fulton St   \n",
       "199206                        Cyril Magnin St at Ellis St   \n",
       "199207                Union Square (Powell St at Post St)   \n",
       "199208                                     DeFremery Park   \n",
       "199209                    California St at University Ave   \n",
       "199210                                     San Pablo Park   \n",
       "199211                               8th St at Ringold St   \n",
       "199212                     Santa Clara St at Almaden Blvd   \n",
       "199213                            Grand Ave at Perkins St   \n",
       "199214                           Telegraph Ave at 19th St   \n",
       "199215                              Mission Bay Kids Park   \n",
       "199216                           Julian St at The Alameda   \n",
       "199217                            Derby St at College Ave   \n",
       "199218                         Market St at Brockhurst St   \n",
       "199219                         S. 4th St at San Carlos St   \n",
       "199220                          McAllister St at Baker St   \n",
       "199221                                Howard St at 8th St   \n",
       "\n",
       "                        end_time  member_birth_year member_gender  \\\n",
       "0       2018-01-01 15:12:50.2450             1987.0          Male   \n",
       "1       2018-01-01 13:49:55.6170             1965.0        Female   \n",
       "2       2018-01-01 11:28:36.8830             1984.0         Other   \n",
       "3       2018-01-01 10:47:23.5310             1984.0         Other   \n",
       "4       2018-01-01 02:29:57.5710             1997.0        Female   \n",
       "5       2018-01-01 01:24:47.1660             1984.0         Other   \n",
       "6       2018-01-01 01:04:35.6190             1991.0        Female   \n",
       "7       2018-01-01 00:58:51.2110             1984.0         Other   \n",
       "8       2018-01-01 00:46:18.3080             1984.0         Other   \n",
       "9       2018-01-01 00:46:17.0530             1984.0         Other   \n",
       "10      2018-01-01 00:41:24.6050             1984.0         Other   \n",
       "11      2018-01-01 00:41:09.5810             1984.0         Other   \n",
       "12      2018-01-01 00:29:18.7430             1990.0          Male   \n",
       "13      2018-01-01 00:29:06.9240             1990.0          Male   \n",
       "14      2018-01-01 00:20:20.8130             1984.0         Other   \n",
       "15      2018-01-01 00:19:23.0470             1980.0        Female   \n",
       "16      2018-01-01 00:19:14.3510             1979.0          Male   \n",
       "17      2018-01-01 00:18:26.7210             1984.0         Other   \n",
       "18      2018-01-01 00:18:21.9530             1988.0         Other   \n",
       "19      2018-01-01 00:06:50.0580             1971.0          Male   \n",
       "20      2018-01-01 00:05:27.8090             1992.0          Male   \n",
       "21      2018-01-01 00:01:56.6140             1984.0         Other   \n",
       "22      2018-01-01 00:01:27.3540             1985.0          Male   \n",
       "23      2017-12-31 23:55:21.2200             1984.0         Other   \n",
       "24      2017-12-31 23:55:13.4650             1984.0         Other   \n",
       "25      2017-12-31 23:55:06.0960             1984.0         Other   \n",
       "26      2017-12-31 23:53:18.1950             1984.0         Other   \n",
       "27      2017-12-31 23:52:47.5420             1984.0         Other   \n",
       "28      2017-12-31 23:52:18.4730             1979.0          Male   \n",
       "29      2017-12-31 23:52:17.2930             1984.0         Other   \n",
       "...                          ...                ...           ...   \n",
       "199192  2018-07-01 00:42:28.1630             1985.0          Male   \n",
       "199193  2018-07-01 00:42:19.5870             1968.0          Male   \n",
       "199194  2018-07-01 00:40:26.2430             1986.0          Male   \n",
       "199195  2018-07-01 00:37:58.2190             1991.0          Male   \n",
       "199196  2018-07-01 00:37:56.5120             1991.0          Male   \n",
       "199197  2018-07-01 00:34:08.9660             1976.0          Male   \n",
       "199198  2018-07-01 00:33:47.1990             1995.0          Male   \n",
       "199199  2018-07-01 00:32:19.6470             1998.0          Male   \n",
       "199200  2018-07-01 00:31:30.0570             1998.0          Male   \n",
       "199201  2018-07-01 00:31:23.4290             1997.0          Male   \n",
       "199202  2018-07-01 00:31:00.3860             1993.0          Male   \n",
       "199203  2018-07-01 00:30:55.5700             1993.0          Male   \n",
       "199204  2018-07-01 00:30:12.4790             1970.0          Male   \n",
       "199205  2018-07-01 00:29:54.0920             1999.0          Male   \n",
       "199206  2018-07-01 00:24:47.8920             1996.0          Male   \n",
       "199207  2018-07-01 00:23:41.0450             1994.0          Male   \n",
       "199208  2018-07-01 00:23:39.2560             1993.0        Female   \n",
       "199209  2018-07-01 00:20:53.0650             1992.0          Male   \n",
       "199210  2018-07-01 00:20:06.0600             1997.0          Male   \n",
       "199211  2018-07-01 00:15:40.8800             1980.0          Male   \n",
       "199212  2018-07-01 00:15:17.0180             1994.0          Male   \n",
       "199213  2018-07-01 00:14:32.9660             1966.0          Male   \n",
       "199214  2018-07-01 00:14:15.1200             1963.0        Female   \n",
       "199215  2018-07-01 00:13:02.3010             1993.0          Male   \n",
       "199216  2018-07-01 00:10:58.5430             1992.0          Male   \n",
       "199217  2018-07-01 00:09:49.9220             1997.0        Female   \n",
       "199218  2018-07-01 00:09:42.0840             1992.0         Other   \n",
       "199219  2018-07-01 00:08:51.6770             1997.0        Female   \n",
       "199220  2018-07-01 00:08:12.3040             1979.0          Male   \n",
       "199221  2018-07-01 00:07:31.8290             1977.0          Male   \n",
       "\n",
       "        start_station_id  start_station_latitude  start_station_longitude  \\\n",
       "0                   74.0               37.776435              -122.426244   \n",
       "1                  284.0               37.784872              -122.400876   \n",
       "2                  245.0               37.870348              -122.267764   \n",
       "3                   60.0               37.774520              -122.409449   \n",
       "4                  239.0               37.868813              -122.258764   \n",
       "5                   30.0               37.776598              -122.395282   \n",
       "6                  259.0               37.866249              -122.299371   \n",
       "7                  284.0               37.784872              -122.400876   \n",
       "8                   20.0               37.791300              -122.399051   \n",
       "9                   20.0               37.791300              -122.399051   \n",
       "10                 284.0               37.784872              -122.400876   \n",
       "11                 284.0               37.784872              -122.400876   \n",
       "12                  67.0               37.776639              -122.395526   \n",
       "13                  67.0               37.776639              -122.395526   \n",
       "14                  66.0               37.778742              -122.392741   \n",
       "15                  14.0               37.795001              -122.399970   \n",
       "16                  14.0               37.795001              -122.399970   \n",
       "17                  78.0               37.773717              -122.411647   \n",
       "18                  78.0               37.773717              -122.411647   \n",
       "19                   4.0               37.785881              -122.408915   \n",
       "20                 317.0               37.333955              -121.877349   \n",
       "21                  30.0               37.776598              -122.395282   \n",
       "22                 139.0               37.751017              -122.411901   \n",
       "23                  66.0               37.778742              -122.392741   \n",
       "24                  66.0               37.778742              -122.392741   \n",
       "25                  66.0               37.778742              -122.392741   \n",
       "26                  66.0               37.778742              -122.392741   \n",
       "27                   6.0               37.804770              -122.403234   \n",
       "28                 323.0               37.798014              -122.405950   \n",
       "29                   6.0               37.804770              -122.403234   \n",
       "...                  ...                     ...                      ...   \n",
       "199192              73.0               37.771793              -122.433708   \n",
       "199193              61.0               37.776513              -122.411306   \n",
       "199194             251.0               37.870555              -122.279720   \n",
       "199195             308.0               37.336802              -121.894090   \n",
       "199196              20.0               37.791300              -122.399051   \n",
       "199197              98.0               37.765052              -122.421866   \n",
       "199198             258.0               37.872355              -122.266447   \n",
       "199199               6.0               37.804770              -122.403234   \n",
       "199200             307.0               37.332692              -121.900084   \n",
       "199201             291.0               37.341335              -121.903183   \n",
       "199202             291.0               37.341335              -121.903183   \n",
       "199203             291.0               37.341335              -121.903183   \n",
       "199204             189.0               37.839649              -122.271756   \n",
       "199205             266.0               37.862464              -122.264791   \n",
       "199206             324.0               37.788300              -122.408531   \n",
       "199207              37.0               37.785000              -122.395936   \n",
       "199208             179.0               37.816073              -122.267886   \n",
       "199209             259.0               37.866249              -122.299371   \n",
       "199210             240.0               37.866043              -122.258804   \n",
       "199211              98.0               37.765052              -122.421866   \n",
       "199212             278.0               37.331932              -121.904888   \n",
       "199213             181.0               37.811377              -122.265192   \n",
       "199214             203.0               37.795195              -122.273970   \n",
       "199215             343.0               37.783172              -122.393572   \n",
       "199216             278.0               37.331932              -121.904888   \n",
       "199217             253.0               37.866418              -122.253799   \n",
       "199218             179.0               37.816073              -122.267886   \n",
       "199219             307.0               37.332692              -121.900084   \n",
       "199220              70.0               37.773311              -122.444293   \n",
       "199221               4.0               37.785881              -122.408915   \n",
       "\n",
       "                                       start_station_name  \\\n",
       "0                                   Laguna St at Hayes St   \n",
       "1       Yerba Buena Center for the Arts (Howard St at ...   \n",
       "2                                  Downtown Berkeley BART   \n",
       "3                                    8th St at Ringold St   \n",
       "4                           Bancroft Way at Telegraph Ave   \n",
       "5          San Francisco Caltrain (Townsend St at 4th St)   \n",
       "6                                 Addison St at Fourth St   \n",
       "7       Yerba Buena Center for the Arts (Howard St at ...   \n",
       "8         Mechanics Monument Plaza (Market St at Bush St)   \n",
       "9         Mechanics Monument Plaza (Market St at Bush St)   \n",
       "10      Yerba Buena Center for the Arts (Howard St at ...   \n",
       "11      Yerba Buena Center for the Arts (Howard St at ...   \n",
       "12      San Francisco Caltrain Station 2  (Townsend St...   \n",
       "13      San Francisco Caltrain Station 2  (Townsend St...   \n",
       "14                                  3rd St at Townsend St   \n",
       "15                                  Clay St at Battery St   \n",
       "16                                  Clay St at Battery St   \n",
       "17                                    Folsom St at 9th St   \n",
       "18                                    Folsom St at 9th St   \n",
       "19                            Cyril Magnin St at Ellis St   \n",
       "20                              San Salvador St at 9th St   \n",
       "21         San Francisco Caltrain (Townsend St at 4th St)   \n",
       "22               Garfield Square (25th St at Harrison St)   \n",
       "23                                  3rd St at Townsend St   \n",
       "24                                  3rd St at Townsend St   \n",
       "25                                  3rd St at Townsend St   \n",
       "26                                  3rd St at Townsend St   \n",
       "27                          The Embarcadero at Sansome St   \n",
       "28                                     Broadway at Kearny   \n",
       "29                          The Embarcadero at Sansome St   \n",
       "...                                                   ...   \n",
       "199192                             Pierce St at Haight St   \n",
       "199193                                Howard St at 8th St   \n",
       "199194                    California St at University Ave   \n",
       "199195                                   San Pedro Square   \n",
       "199196    Mechanics Monument Plaza (Market St at Bush St)   \n",
       "199197                             Valencia St at 16th St   \n",
       "199198                        University Ave at Oxford St   \n",
       "199199                      The Embarcadero at Sansome St   \n",
       "199200                                         SAP Center   \n",
       "199201                      Autumn Parkway at Coleman Ave   \n",
       "199202                      Autumn Parkway at Coleman Ave   \n",
       "199203                      Autumn Parkway at Coleman Ave   \n",
       "199204                                Genoa St at 55th St   \n",
       "199205                             Parker St at Fulton St   \n",
       "199206                Union Square (Powell St at Post St)   \n",
       "199207                                2nd St at Folsom St   \n",
       "199208                           Telegraph Ave at 27th St   \n",
       "199209                            Addison St at Fourth St   \n",
       "199210                          Haste St at Telegraph Ave   \n",
       "199211                             Valencia St at 16th St   \n",
       "199212                             The Alameda at Bush St   \n",
       "199213                            Grand Ave at Webster St   \n",
       "199214                               Webster St at 2nd St   \n",
       "199215                                Bryant St at 2nd St   \n",
       "199216                             The Alameda at Bush St   \n",
       "199217                            Haste St at College Ave   \n",
       "199218                           Telegraph Ave at 27th St   \n",
       "199219                                         SAP Center   \n",
       "199220                             Central Ave at Fell St   \n",
       "199221                        Cyril Magnin St at Ellis St   \n",
       "\n",
       "                      start_time  Customer  Subscriber  zscores_duration  \n",
       "0       2017-12-31 16:57:39.6540         1           0         27.371085  \n",
       "1       2017-12-31 15:56:34.8420         1           0         26.918085  \n",
       "2       2017-12-31 22:45:48.4110         1           0         15.495574  \n",
       "3       2017-12-31 17:31:10.6360         1           0         21.168100  \n",
       "4       2017-12-31 14:23:14.0010         0           1         14.746914  \n",
       "5       2017-12-31 22:51:00.9180         1           0          2.859300  \n",
       "6       2017-12-31 23:49:28.4220         1           0          1.227464  \n",
       "7       2017-12-31 23:46:37.1960         1           0          1.167640  \n",
       "8       2017-12-31 23:37:07.5480         1           0          1.104013  \n",
       "9       2017-12-31 23:35:38.1450         1           0          1.134443  \n",
       "10      2017-12-31 23:46:32.4030         1           0          0.807315  \n",
       "11      2017-12-31 23:48:11.7570         1           0          0.767548  \n",
       "12      2017-12-31 23:52:55.5810         0           1          0.423821  \n",
       "13      2017-12-31 23:52:55.9370         0           1          0.419326  \n",
       "14      2017-12-31 23:35:23.2220         1           0          0.601563  \n",
       "15      2017-12-31 23:53:38.9430         0           1          0.202854  \n",
       "16      2017-12-31 23:54:40.1460         0           1          0.178648  \n",
       "17      2017-12-31 23:55:09.6860         1           0          0.152021  \n",
       "18      2017-12-31 23:52:49.4970         0           1          0.198705  \n",
       "19      2017-12-31 23:46:33.9930         0           1          0.089431  \n",
       "20      2017-12-31 23:59:01.2610         0           1         -0.197584  \n",
       "21      2017-12-31 22:52:22.2860         1           0          1.112312  \n",
       "22      2017-12-31 23:54:25.3370         0           1         -0.185135  \n",
       "23      2017-12-31 23:35:55.5430         1           0          0.071795  \n",
       "24      2017-12-31 23:36:03.5550         1           0          0.066263  \n",
       "25      2017-12-31 23:36:16.0690         1           0          0.059692  \n",
       "26      2017-12-31 23:36:34.5480         1           0          0.015776  \n",
       "27      2017-12-31 23:38:24.8740         1           0         -0.032982  \n",
       "28      2017-12-31 23:37:47.1920         0           1         -0.029870  \n",
       "29      2017-12-31 23:39:13.0840         1           0         -0.059955  \n",
       "...                          ...       ...         ...               ...  \n",
       "199192  2018-07-01 00:27:31.9690         0           1         -0.021225  \n",
       "199193  2018-07-01 00:33:24.6100         0           1         -0.146405  \n",
       "199194  2018-07-01 00:19:20.0470         1           0          0.106721  \n",
       "199195  2018-07-01 00:24:52.8710         0           1         -0.059609  \n",
       "199196  2018-07-01 00:26:07.5640         0           1         -0.086236  \n",
       "199197  2018-07-01 00:28:45.0850         0           1         -0.219369  \n",
       "199198  2018-07-01 00:28:14.8430         0           1         -0.216257  \n",
       "199199  2018-07-01 00:03:13.1220         1           0          0.272706  \n",
       "199200  2018-07-01 00:29:03.9260         0           1         -0.280576  \n",
       "199201  2018-07-01 00:19:29.7440         0           1         -0.084507  \n",
       "199202  2018-07-01 00:25:54.3620         0           1         -0.225248  \n",
       "199203  2018-07-01 00:26:25.1560         0           1         -0.237697  \n",
       "199204  2018-07-01 00:11:52.9430         0           1          0.048973  \n",
       "199205  2018-07-01 00:20:51.1510         0           1         -0.143639  \n",
       "199206  2018-07-01 00:09:55.6900         0           1         -0.022608  \n",
       "199207  2018-07-01 00:01:44.0490         0           1          0.124011  \n",
       "199208  2018-07-01 00:12:29.0590         1           0         -0.099376  \n",
       "199209  2018-07-01 00:06:05.3960         0           1         -0.024337  \n",
       "199210  2018-07-01 00:09:18.1900         0           1         -0.107330  \n",
       "199211  2018-07-01 00:10:57.0270         0           1         -0.233201  \n",
       "199212  2018-07-01 00:09:35.6540         0           1         -0.213145  \n",
       "199213  2018-07-01 00:11:10.8430         0           1         -0.261211  \n",
       "199214  2018-07-01 00:04:22.9390         0           1         -0.126349  \n",
       "199215  2018-07-01 00:04:34.1800         0           1         -0.155396  \n",
       "199216  2018-07-01 00:08:12.8840         0           1         -0.274006  \n",
       "199217  2018-07-01 00:07:39.5680         0           1         -0.286109  \n",
       "199218  2018-07-01 00:02:16.5890         0           1         -0.177182  \n",
       "199219  2018-07-01 00:00:41.6330         0           1         -0.161620  \n",
       "199220  2018-07-01 00:04:32.9560         1           0         -0.255333  \n",
       "199221  2018-07-01 00:01:22.9220         0           1         -0.203808  \n",
       "\n",
       "[1538086 rows x 18 columns]"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_temporal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Female</th>\n",
       "      <th>Male</th>\n",
       "      <th>Other</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "   Female  Male  Other\n",
       "0       0     1      0\n",
       "1       1     0      0\n",
       "2       0     0      1\n",
       "3       0     0      1\n",
       "4       1     0      0"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Dummies and one-hot encoding to the gender column are applied again\n",
    "dummies_member_gender = pd.get_dummies(df_temporal.member_gender)\n",
    "dummies_member_gender.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\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>bike_id</th>\n",
       "      <th>bike_share_for_all_trip</th>\n",
       "      <th>duration_sec</th>\n",
       "      <th>end_station_id</th>\n",
       "      <th>end_station_latitude</th>\n",
       "      <th>end_station_longitude</th>\n",
       "      <th>end_station_name</th>\n",
       "      <th>end_time</th>\n",
       "      <th>member_birth_year</th>\n",
       "      <th>start_station_id</th>\n",
       "      <th>start_station_latitude</th>\n",
       "      <th>start_station_longitude</th>\n",
       "      <th>start_station_name</th>\n",
       "      <th>start_time</th>\n",
       "      <th>Customer</th>\n",
       "      <th>Subscriber</th>\n",
       "      <th>zscores_duration</th>\n",
       "      <th>Female</th>\n",
       "      <th>Male</th>\n",
       "      <th>Other</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>96</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80110</td>\n",
       "      <td>43.0</td>\n",
       "      <td>37.778768</td>\n",
       "      <td>-122.415929</td>\n",
       "      <td>San Francisco Public Library (Grove St at Hyde...</td>\n",
       "      <td>2018-01-01 15:12:50.2450</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>37.776435</td>\n",
       "      <td>-122.426244</td>\n",
       "      <td>Laguna St at Hayes St</td>\n",
       "      <td>2017-12-31 16:57:39.6540</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>27.371085</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78800</td>\n",
       "      <td>96.0</td>\n",
       "      <td>37.766210</td>\n",
       "      <td>-122.426614</td>\n",
       "      <td>Dolores St at 15th St</td>\n",
       "      <td>2018-01-01 13:49:55.6170</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>2017-12-31 15:56:34.8420</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>26.918085</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45768</td>\n",
       "      <td>245.0</td>\n",
       "      <td>37.870348</td>\n",
       "      <td>-122.267764</td>\n",
       "      <td>Downtown Berkeley BART</td>\n",
       "      <td>2018-01-01 11:28:36.8830</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>245.0</td>\n",
       "      <td>37.870348</td>\n",
       "      <td>-122.267764</td>\n",
       "      <td>Downtown Berkeley BART</td>\n",
       "      <td>2017-12-31 22:45:48.4110</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>15.495574</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2831</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62172</td>\n",
       "      <td>5.0</td>\n",
       "      <td>37.783899</td>\n",
       "      <td>-122.408445</td>\n",
       "      <td>Powell St BART Station (Market St at 5th St)</td>\n",
       "      <td>2018-01-01 10:47:23.5310</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>37.774520</td>\n",
       "      <td>-122.409449</td>\n",
       "      <td>8th St at Ringold St</td>\n",
       "      <td>2017-12-31 17:31:10.6360</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>21.168100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3167</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43603</td>\n",
       "      <td>247.0</td>\n",
       "      <td>37.867789</td>\n",
       "      <td>-122.265896</td>\n",
       "      <td>Fulton St at Bancroft Way</td>\n",
       "      <td>2018-01-01 02:29:57.5710</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>239.0</td>\n",
       "      <td>37.868813</td>\n",
       "      <td>-122.258764</td>\n",
       "      <td>Bancroft Way at Telegraph Ave</td>\n",
       "      <td>2017-12-31 14:23:14.0010</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>14.746914</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   bike_id bike_share_for_all_trip  duration_sec  end_station_id  \\\n",
       "0       96                     NaN         80110            43.0   \n",
       "1       88                     NaN         78800            96.0   \n",
       "2     1094                     NaN         45768           245.0   \n",
       "3     2831                     NaN         62172             5.0   \n",
       "4     3167                     NaN         43603           247.0   \n",
       "\n",
       "   end_station_latitude  end_station_longitude  \\\n",
       "0             37.778768            -122.415929   \n",
       "1             37.766210            -122.426614   \n",
       "2             37.870348            -122.267764   \n",
       "3             37.783899            -122.408445   \n",
       "4             37.867789            -122.265896   \n",
       "\n",
       "                                    end_station_name  \\\n",
       "0  San Francisco Public Library (Grove St at Hyde...   \n",
       "1                              Dolores St at 15th St   \n",
       "2                             Downtown Berkeley BART   \n",
       "3       Powell St BART Station (Market St at 5th St)   \n",
       "4                          Fulton St at Bancroft Way   \n",
       "\n",
       "                   end_time  member_birth_year  start_station_id  \\\n",
       "0  2018-01-01 15:12:50.2450             1987.0              74.0   \n",
       "1  2018-01-01 13:49:55.6170             1965.0             284.0   \n",
       "2  2018-01-01 11:28:36.8830             1984.0             245.0   \n",
       "3  2018-01-01 10:47:23.5310             1984.0              60.0   \n",
       "4  2018-01-01 02:29:57.5710             1997.0             239.0   \n",
       "\n",
       "   start_station_latitude  start_station_longitude  \\\n",
       "0               37.776435              -122.426244   \n",
       "1               37.784872              -122.400876   \n",
       "2               37.870348              -122.267764   \n",
       "3               37.774520              -122.409449   \n",
       "4               37.868813              -122.258764   \n",
       "\n",
       "                                  start_station_name  \\\n",
       "0                              Laguna St at Hayes St   \n",
       "1  Yerba Buena Center for the Arts (Howard St at ...   \n",
       "2                             Downtown Berkeley BART   \n",
       "3                               8th St at Ringold St   \n",
       "4                      Bancroft Way at Telegraph Ave   \n",
       "\n",
       "                 start_time  Customer  Subscriber  zscores_duration  Female  \\\n",
       "0  2017-12-31 16:57:39.6540         1           0         27.371085       0   \n",
       "1  2017-12-31 15:56:34.8420         1           0         26.918085       1   \n",
       "2  2017-12-31 22:45:48.4110         1           0         15.495574       0   \n",
       "3  2017-12-31 17:31:10.6360         1           0         21.168100       0   \n",
       "4  2017-12-31 14:23:14.0010         0           1         14.746914       1   \n",
       "\n",
       "   Male  Other  \n",
       "0     1      0  \n",
       "1     0      0  \n",
       "2     0      1  \n",
       "3     0      1  \n",
       "4     0      0  "
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#It is concatenated\n",
    "merged_gender = pd.concat([df_temporal, dummies_member_gender],axis='columns')\n",
    "merged_gender\n",
    "#The dummies column is removed\n",
    "df_temporal = merged_gender.drop(['member_gender'], axis='columns')\n",
    "df_temporal.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bike_id                         0\n",
       "bike_share_for_all_trip    519700\n",
       "duration_sec                    0\n",
       "end_station_id               5245\n",
       "end_station_latitude            0\n",
       "end_station_longitude           0\n",
       "end_station_name             5245\n",
       "end_time                        0\n",
       "member_birth_year          137667\n",
       "member_gender              137326\n",
       "start_station_id             5245\n",
       "start_station_latitude          0\n",
       "start_station_longitude         0\n",
       "start_station_name           5245\n",
       "start_time                      0\n",
       "Customer                        0\n",
       "Subscriber                      0\n",
       "zscores_duration                0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_temporal.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "107.69844621849234"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "media = df_temporal['start_station_id'].mean()\n",
    "media"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Outliers Treatment"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As it was commented in the section of EDA, we observed some strange observations with the histogram of the user´s birth year, because there were years like 1881, which means that someone with 136 or 137 years old was using the bicycle. This seemed to be a mistake but as we can observe in the next lines, there are also similar years like 1886, 1889. \n",
    "\n",
    "As they are a few observations maybe we can consider that actually elderly people attended to the company and used a bike, so we have decided to keep these observations. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "member_birth_year\n",
      "1881.0        5\n",
      "1886.0        2\n",
      "1889.0        3\n",
      "1900.0      510\n",
      "1901.0       12\n",
      "1902.0      326\n",
      "1904.0        6\n",
      "1906.0        1\n",
      "1907.0        7\n",
      "1909.0        4\n",
      "1911.0      255\n",
      "1920.0       52\n",
      "1924.0      194\n",
      "1927.0        2\n",
      "1928.0       49\n",
      "1930.0        1\n",
      "1932.0       11\n",
      "1933.0      181\n",
      "1934.0       93\n",
      "1935.0      237\n",
      "1936.0      303\n",
      "1938.0       52\n",
      "1939.0       50\n",
      "1940.0       64\n",
      "1941.0      100\n",
      "1942.0      257\n",
      "1943.0      475\n",
      "1944.0      446\n",
      "1945.0     1196\n",
      "1946.0      287\n",
      "          ...  \n",
      "1971.0    21858\n",
      "1972.0    18352\n",
      "1973.0    23785\n",
      "1974.0    25420\n",
      "1975.0    31489\n",
      "1976.0    25098\n",
      "1977.0    32436\n",
      "1978.0    31999\n",
      "1979.0    35017\n",
      "1980.0    41945\n",
      "1981.0    42818\n",
      "1982.0    58122\n",
      "1983.0    56486\n",
      "1984.0    62410\n",
      "1985.0    68369\n",
      "1986.0    60750\n",
      "1987.0    70696\n",
      "1988.0    78176\n",
      "1989.0    65769\n",
      "1990.0    60212\n",
      "1991.0    56188\n",
      "1992.0    47090\n",
      "1993.0    52521\n",
      "1994.0    37826\n",
      "1995.0    29966\n",
      "1996.0    17558\n",
      "1997.0    15904\n",
      "1998.0    11681\n",
      "1999.0     6510\n",
      "2000.0      812\n",
      "Length: 84, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(df_temporal.groupby(\"member_birth_year\").size())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Another possible case of outliers adressed in the section of EDA was related to the \"duration in seconds\" feature, because we could appreciate how its boxplot showed evidence of some bigger values than expected. \n",
    "However, now we have found that actually there are many observations with high duration. That means that even though it is not common to see an user using the bike for a long trip, it happened on repeated cases, so it is not fair to delete these observations, actually they are contributing with important information about the behaviour of the duration time in seconds feature of the dataset. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "duration_sec\n",
      "61       198\n",
      "62       166\n",
      "63       218\n",
      "64       197\n",
      "65       204\n",
      "66       226\n",
      "67       229\n",
      "68       219\n",
      "69       182\n",
      "70       213\n",
      "71       221\n",
      "72       218\n",
      "73       206\n",
      "74       241\n",
      "75       237\n",
      "76       239\n",
      "77       252\n",
      "78       262\n",
      "79       268\n",
      "80       245\n",
      "81       269\n",
      "82       273\n",
      "83       293\n",
      "84       270\n",
      "85       286\n",
      "86       298\n",
      "87       332\n",
      "88       311\n",
      "89       323\n",
      "90       333\n",
      "        ... \n",
      "85491      1\n",
      "85546      1\n",
      "85566      1\n",
      "85583      1\n",
      "85683      1\n",
      "85727      1\n",
      "85736      1\n",
      "85765      1\n",
      "85779      1\n",
      "85786      1\n",
      "85813      1\n",
      "85844      1\n",
      "85864      1\n",
      "85972      1\n",
      "85975      1\n",
      "85978      1\n",
      "86003      1\n",
      "86010      1\n",
      "86075      1\n",
      "86135      1\n",
      "86142      1\n",
      "86199      1\n",
      "86208      1\n",
      "86228      1\n",
      "86252      1\n",
      "86281      1\n",
      "86325      1\n",
      "86355      1\n",
      "86366      1\n",
      "86369      1\n",
      "Length: 18686, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(df_temporal.groupby(\"duration_sec\").size())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Machine Learning "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clustering "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Clustering is a non supervised machine learning method, which means that we do not have a dependent or response variable, so our objective is not to predict, but instead to find patterns in the data that allows us to group the data on diferent categories based on the similar or different behavour of the observations. We are going to use the k-means method, in which k centroids are selected randomly and in each iteration, each observation is assigned to the cluster whose centroid is nearer. This process is repeated until no observation changes its cluster assigned, which means that the algorithm has converged. It is easy to find out that this algorithm is very sensitive to the initial random assigment of centroids. So the process should be repeated several times and it should be chosen the results with less error. \n",
    "\n",
    "This may sound not very useful, but actually it is. If we were able to find strong patterns that allows us to separate the observations on diffrent groups, then we would be able to treat differently each user depending on the cluster (group) they are classified, in terms of price, preferences, services and so on. This would depend mostly on what are the patterns that allowed separate the users. \n",
    "\n",
    "Now, the first thing we are going to do is to delete the features \"bike_id\", \"start_station_name\" and \"end_station_name\" from the dataset. First, the bike id is not relevant to apply clustering since the bike the user used is not relevant at all in order to find patters that can resemble or differentiate that user from others. And about the names of the start and end station are redundant in the dataset since we also have the id of the start and end stations, so they are giving the same information and actually it is easier to work with id's than with the names that are strings. \n",
    "\n",
    "Finally, we have have some problems applying clustering using datetime features, because the function only accepts features type string or numerical, so we will have to also delete the features of \"start_time\" and \"end_time\". Even though we would like to keep them, we are not losing many information since the duration feature captures almost all of it. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "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>bike_share_for_all_trip</th>\n",
       "      <th>duration_sec</th>\n",
       "      <th>end_station_id</th>\n",
       "      <th>end_station_latitude</th>\n",
       "      <th>end_station_longitude</th>\n",
       "      <th>member_birth_year</th>\n",
       "      <th>start_station_id</th>\n",
       "      <th>start_station_latitude</th>\n",
       "      <th>start_station_longitude</th>\n",
       "      <th>Customer</th>\n",
       "      <th>Subscriber</th>\n",
       "      <th>zscores_duration</th>\n",
       "      <th>Female</th>\n",
       "      <th>Male</th>\n",
       "      <th>Other</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>80110</td>\n",
       "      <td>43.0</td>\n",
       "      <td>37.778768</td>\n",
       "      <td>-122.415929</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>37.776435</td>\n",
       "      <td>-122.426244</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>27.371085</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>78800</td>\n",
       "      <td>96.0</td>\n",
       "      <td>37.766210</td>\n",
       "      <td>-122.426614</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>26.918085</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>45768</td>\n",
       "      <td>245.0</td>\n",
       "      <td>37.870348</td>\n",
       "      <td>-122.267764</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>245.0</td>\n",
       "      <td>37.870348</td>\n",
       "      <td>-122.267764</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>15.495574</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>62172</td>\n",
       "      <td>5.0</td>\n",
       "      <td>37.783899</td>\n",
       "      <td>-122.408445</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>37.774520</td>\n",
       "      <td>-122.409449</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>21.168100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>43603</td>\n",
       "      <td>247.0</td>\n",
       "      <td>37.867789</td>\n",
       "      <td>-122.265896</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>239.0</td>\n",
       "      <td>37.868813</td>\n",
       "      <td>-122.258764</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>14.746914</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  bike_share_for_all_trip  duration_sec  end_station_id  end_station_latitude  \\\n",
       "0                     NaN         80110            43.0             37.778768   \n",
       "1                     NaN         78800            96.0             37.766210   \n",
       "2                     NaN         45768           245.0             37.870348   \n",
       "3                     NaN         62172             5.0             37.783899   \n",
       "4                     NaN         43603           247.0             37.867789   \n",
       "\n",
       "   end_station_longitude  member_birth_year  start_station_id  \\\n",
       "0            -122.415929             1987.0              74.0   \n",
       "1            -122.426614             1965.0             284.0   \n",
       "2            -122.267764             1984.0             245.0   \n",
       "3            -122.408445             1984.0              60.0   \n",
       "4            -122.265896             1997.0             239.0   \n",
       "\n",
       "   start_station_latitude  start_station_longitude  Customer  Subscriber  \\\n",
       "0               37.776435              -122.426244         1           0   \n",
       "1               37.784872              -122.400876         1           0   \n",
       "2               37.870348              -122.267764         1           0   \n",
       "3               37.774520              -122.409449         1           0   \n",
       "4               37.868813              -122.258764         0           1   \n",
       "\n",
       "   zscores_duration  Female  Male  Other  \n",
       "0         27.371085       0     1      0  \n",
       "1         26.918085       1     0      0  \n",
       "2         15.495574       0     0      1  \n",
       "3         21.168100       0     0      1  \n",
       "4         14.746914       1     0      0  "
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_clustering=df_temporal.copy()\n",
    "df_clustering=df_clustering.drop(columns=['bike_id','start_station_name','end_station_name','start_time','end_time'])\n",
    "\n",
    "df_clustering.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to apply clustering in a proper way, we will also have to make some more of data cleaning. We will delete the observations that still have NA values, because clustering does not accept them.\n",
    "Also we will have to recode the \"bike_share_for_all_trip\" feature. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_clustering.dropna(axis=\"rows\")\n",
    "df_clustering=df_clustering[np.isfinite(df_clustering[\"end_station_id\"])]\n",
    "dummies_bike_share_for_all_trip = pd.get_dummies(df_clustering.bike_share_for_all_trip)\n",
    "df_clustering = pd.concat([df_clustering, dummies_bike_share_for_all_trip],axis='columns')\n",
    "df_clustering=df_clustering.drop(['bike_share_for_all_trip'], axis='columns')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before starting it is important to remember that we should normalize the data, this is important to guarantee that no feature would be more important than other when the clusters are created due to bigger units. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import preprocessing\n",
    "df_clustering1 = pd.DataFrame(preprocessing.scale(df_clustering.iloc[:,1:16])) \n",
    "df_clustering1.columns = list(df_clustering.iloc[:,1:16].columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The next step we are going to do is the elbow gragh to help us decide how many clusters should we create based on the errors.\n",
    "However, here we made the decision of using only 500 000 observations because as the dataset cleaned has more then 1 500 000, whe we run the code using all observations, the execution time was extremely long"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Error')"
      ]
     },
     "execution_count": 138,
     "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": [
    "from sklearn.cluster import KMeans\n",
    "import matplotlib.pyplot as plt\n",
    "rango_clusters = range(1,8)\n",
    "error_clusters = []\n",
    "\n",
    "for num_clusters in rango_clusters:\n",
    "    clusters = KMeans(num_clusters)\n",
    "    clusters.fit(df_clustering1)\n",
    "    error_clusters.append(clusters.inertia_)\n",
    "    \n",
    "clusters_df = pd.DataFrame({\"num_clusters\":rango_clusters,\"error_clusters\":error_clusters})\n",
    "plt.plot(clusters_df.num_clusters,clusters_df.error_clusters,marker =\"o\")\n",
    "plt.xlabel('Número Clusters')\n",
    "plt.ylabel('Error')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the elbow graph, we can observe that the variance stabilizes around 4 clusters, because after 44, changes in errors start decreasing. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [],
   "source": [
    "kmeans1 = KMeans(n_clusters=4)\n",
    "clusters = kmeans1.fit_predict(df_clustering1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we have many features, it is not possible to observe visually the result of the k-means method. So we have to determine the two main componentes that explain more variance of the data to represent the clusters graphically. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.manifold import TSNE\n",
    "tsne = TSNE(n_components=2)\n",
    "Y = tsne.fit_transform(df_clustering1)\n",
    "\n",
    "scatter(Y[:,0],Y[:,1],  c=clusters)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, as clustering is an non-supervised method, there is no a direct way to measure its results. What we have to do is to use some internal validation metrics such as silhouette. The silhouette method displays a measure of how close each point in one cluster is to points in the neighboring clusters and thus provides a way to assess the results. This measure has a range of between -1 and 1. Silhouette coefficients near to 1 indicate that the sample is far away from the neighboring clusters. A value of 0 indicates that the sample is on or very close to the decision boundary between two neighboring clusters and negative values indicate that those samples might have been assigned to the wrong cluster."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import silhouette_score\n",
    "silhouette_avg = silhouette_score(df_clustering1, clusters)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}