{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ford Gobike System data exploration\n",
    "## by Sheila Alwanga Olayo\n",
    "\n",
    "## Introduction\n",
    "> This dataset includes information about individual rides made in a bike-sharing system covering the greater San Francisco Bay area, for the month of February, 2019.\n",
    "\n",
    "\n",
    "## Preliminary Wrangling\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import all packages and set plots to be embedded inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sb\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>duration_sec</th>\n",
       "      <th>start_time</th>\n",
       "      <th>end_time</th>\n",
       "      <th>start_station_id</th>\n",
       "      <th>start_station_name</th>\n",
       "      <th>start_station_latitude</th>\n",
       "      <th>start_station_longitude</th>\n",
       "      <th>end_station_id</th>\n",
       "      <th>end_station_name</th>\n",
       "      <th>end_station_latitude</th>\n",
       "      <th>end_station_longitude</th>\n",
       "      <th>bike_id</th>\n",
       "      <th>user_type</th>\n",
       "      <th>member_birth_year</th>\n",
       "      <th>member_gender</th>\n",
       "      <th>bike_share_for_all_trip</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>52185</td>\n",
       "      <td>2019-02-28 17:32:10.1450</td>\n",
       "      <td>2019-03-01 08:01:55.9750</td>\n",
       "      <td>21.0</td>\n",
       "      <td>Montgomery St BART Station (Market St at 2nd St)</td>\n",
       "      <td>37.789625</td>\n",
       "      <td>-122.400811</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Commercial St at Montgomery St</td>\n",
       "      <td>37.794231</td>\n",
       "      <td>-122.402923</td>\n",
       "      <td>4902</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>42521</td>\n",
       "      <td>2019-02-28 18:53:21.7890</td>\n",
       "      <td>2019-03-01 06:42:03.0560</td>\n",
       "      <td>23.0</td>\n",
       "      <td>The Embarcadero at Steuart St</td>\n",
       "      <td>37.791464</td>\n",
       "      <td>-122.391034</td>\n",
       "      <td>81.0</td>\n",
       "      <td>Berry St at 4th St</td>\n",
       "      <td>37.775880</td>\n",
       "      <td>-122.393170</td>\n",
       "      <td>2535</td>\n",
       "      <td>Customer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>61854</td>\n",
       "      <td>2019-02-28 12:13:13.2180</td>\n",
       "      <td>2019-03-01 05:24:08.1460</td>\n",
       "      <td>86.0</td>\n",
       "      <td>Market St at Dolores St</td>\n",
       "      <td>37.769305</td>\n",
       "      <td>-122.426826</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Powell St BART Station (Market St at 4th St)</td>\n",
       "      <td>37.786375</td>\n",
       "      <td>-122.404904</td>\n",
       "      <td>5905</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1972.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>36490</td>\n",
       "      <td>2019-02-28 17:54:26.0100</td>\n",
       "      <td>2019-03-01 04:02:36.8420</td>\n",
       "      <td>375.0</td>\n",
       "      <td>Grove St at Masonic Ave</td>\n",
       "      <td>37.774836</td>\n",
       "      <td>-122.446546</td>\n",
       "      <td>70.0</td>\n",
       "      <td>Central Ave at Fell St</td>\n",
       "      <td>37.773311</td>\n",
       "      <td>-122.444293</td>\n",
       "      <td>6638</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1585</td>\n",
       "      <td>2019-02-28 23:54:18.5490</td>\n",
       "      <td>2019-03-01 00:20:44.0740</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Frank H Ogawa Plaza</td>\n",
       "      <td>37.804562</td>\n",
       "      <td>-122.271738</td>\n",
       "      <td>222.0</td>\n",
       "      <td>10th Ave at E 15th St</td>\n",
       "      <td>37.792714</td>\n",
       "      <td>-122.248780</td>\n",
       "      <td>4898</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1974.0</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   duration_sec                start_time                  end_time  \\\n",
       "0         52185  2019-02-28 17:32:10.1450  2019-03-01 08:01:55.9750   \n",
       "1         42521  2019-02-28 18:53:21.7890  2019-03-01 06:42:03.0560   \n",
       "2         61854  2019-02-28 12:13:13.2180  2019-03-01 05:24:08.1460   \n",
       "3         36490  2019-02-28 17:54:26.0100  2019-03-01 04:02:36.8420   \n",
       "4          1585  2019-02-28 23:54:18.5490  2019-03-01 00:20:44.0740   \n",
       "\n",
       "   start_station_id                                start_station_name  \\\n",
       "0              21.0  Montgomery St BART Station (Market St at 2nd St)   \n",
       "1              23.0                     The Embarcadero at Steuart St   \n",
       "2              86.0                           Market St at Dolores St   \n",
       "3             375.0                           Grove St at Masonic Ave   \n",
       "4               7.0                               Frank H Ogawa Plaza   \n",
       "\n",
       "   start_station_latitude  start_station_longitude  end_station_id  \\\n",
       "0               37.789625              -122.400811            13.0   \n",
       "1               37.791464              -122.391034            81.0   \n",
       "2               37.769305              -122.426826             3.0   \n",
       "3               37.774836              -122.446546            70.0   \n",
       "4               37.804562              -122.271738           222.0   \n",
       "\n",
       "                               end_station_name  end_station_latitude  \\\n",
       "0                Commercial St at Montgomery St             37.794231   \n",
       "1                            Berry St at 4th St             37.775880   \n",
       "2  Powell St BART Station (Market St at 4th St)             37.786375   \n",
       "3                        Central Ave at Fell St             37.773311   \n",
       "4                         10th Ave at E 15th St             37.792714   \n",
       "\n",
       "   end_station_longitude  bike_id   user_type  member_birth_year  \\\n",
       "0            -122.402923     4902    Customer             1984.0   \n",
       "1            -122.393170     2535    Customer                NaN   \n",
       "2            -122.404904     5905    Customer             1972.0   \n",
       "3            -122.444293     6638  Subscriber             1989.0   \n",
       "4            -122.248780     4898  Subscriber             1974.0   \n",
       "\n",
       "  member_gender bike_share_for_all_trip  \n",
       "0          Male                      No  \n",
       "1           NaN                      No  \n",
       "2          Male                      No  \n",
       "3         Other                      No  \n",
       "4          Male                     Yes  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bike = pd.read_csv('201902-fordgobike-tripdata.csv')\n",
    "bike.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 183412 entries, 0 to 183411\n",
      "Data columns (total 16 columns):\n",
      "duration_sec               183412 non-null int64\n",
      "start_time                 183412 non-null object\n",
      "end_time                   183412 non-null object\n",
      "start_station_id           183215 non-null float64\n",
      "start_station_name         183215 non-null object\n",
      "start_station_latitude     183412 non-null float64\n",
      "start_station_longitude    183412 non-null float64\n",
      "end_station_id             183215 non-null float64\n",
      "end_station_name           183215 non-null object\n",
      "end_station_latitude       183412 non-null float64\n",
      "end_station_longitude      183412 non-null float64\n",
      "bike_id                    183412 non-null int64\n",
      "user_type                  183412 non-null object\n",
      "member_birth_year          175147 non-null float64\n",
      "member_gender              175147 non-null object\n",
      "bike_share_for_all_trip    183412 non-null object\n",
      "dtypes: float64(7), int64(2), object(7)\n",
      "memory usage: 22.4+ MB\n"
     ]
    }
   ],
   "source": [
    "#checking for column datatypes and missing values.\n",
    "bike.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    }
   ],
   "source": [
    "#checking for duplicate records\n",
    "print(sum(bike.duplicated()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "datetime64[ns]\n",
      "datetime64[ns]\n"
     ]
    }
   ],
   "source": [
    "#changing data types of 'start_time' and 'end_time' columns\n",
    "bike.start_time = pd.to_datetime(bike.start_time)\n",
    "bike.end_time = pd.to_datetime(bike.end_time)\n",
    "\n",
    "print(bike.start_time.dtype)\n",
    "print(bike.end_time.dtype)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "#dropping all rows with null values\n",
    "bike.dropna(inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "#changing data type of 'member_birth_year' column\n",
    "bike.member_birth_year = bike.member_birth_year.astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 174952 entries, 0 to 183411\n",
      "Data columns (total 16 columns):\n",
      "duration_sec               174952 non-null int64\n",
      "start_time                 174952 non-null datetime64[ns]\n",
      "end_time                   174952 non-null datetime64[ns]\n",
      "start_station_id           174952 non-null float64\n",
      "start_station_name         174952 non-null object\n",
      "start_station_latitude     174952 non-null float64\n",
      "start_station_longitude    174952 non-null float64\n",
      "end_station_id             174952 non-null float64\n",
      "end_station_name           174952 non-null object\n",
      "end_station_latitude       174952 non-null float64\n",
      "end_station_longitude      174952 non-null float64\n",
      "bike_id                    174952 non-null int64\n",
      "user_type                  174952 non-null object\n",
      "member_birth_year          174952 non-null int64\n",
      "member_gender              174952 non-null object\n",
      "bike_share_for_all_trip    174952 non-null object\n",
      "dtypes: datetime64[ns](2), float64(6), int64(3), object(5)\n",
      "memory usage: 22.7+ MB\n"
     ]
    }
   ],
   "source": [
    "bike.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "#extracting 'day' and 'date' from 'start_time' column\n",
    "bike['date'] = bike['start_time'].dt.date\n",
    "bike['day'] = bike['start_time'].dt.day_name()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "#converting 'day' to an ordered categorical datatype\n",
    "day = ['Sunday','Monday','Tuesday','Wednesday','Thursday','Friday','Saturday']\n",
    "wk_day = pd.api.types.CategoricalDtype(ordered = True, categories = day)\n",
    "bike.day = bike.day.astype(wk_day)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "#creating an 'age' column\n",
    "bike['age'] = 2019 - bike.member_birth_year "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 18  19  20  21  22  23  24  25  26  27  28  29  30  31  32  33  34  35\n",
      "  36  37  38  39  40  41  42  43  44  45  46  47  48  49  50  51  52  53\n",
      "  54  55  56  57  58  59  60  61  62  63  64  65  66  67  68  69  70  71\n",
      "  72  73  74  75  76  77  78  80  81  85  86  88  89  91  92  99 109 117\n",
      " 118 119 141]\n"
     ]
    }
   ],
   "source": [
    "#checking unique 'age' values\n",
    "print(np.sort(bike.age.unique())) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "#filtering out rows with age 99 and over\n",
    "bike = bike.loc[bike.age < 93].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "#creating a duration in minutes column\n",
    "bike['duration_min'] = bike.duration_sec/60"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Creating a categorical time_period column in the following cells"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "#creating a dictionary of time periods\n",
    "time_periods = [{'period':'morning','start':'5:59:01','end':'11:59:00'},\n",
    "{'period':'afternoon','start':'11:59:01','end':'15:59:00'},\n",
    "{'period':'evening','start':'15:59:01','end':'23:59:00'},\n",
    "{'period':'late_night','start':'23:59:01','end':'5:59:00'}]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "#creating a function to create new dataframes according to daytime periods\n",
    "def day_period(start_time,end_time):\n",
    "    '''creates new dataframes according to day time periods'''\n",
    "    period_df = bike.between_time(start_time,end_time)\n",
    "    return period_df.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "#setting 'bike' df's start_time as index, so as to be able to use the between_time() function on it\n",
    "bike = bike.set_index('start_time')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "#creating time _period data frames\n",
    "i = 0\n",
    "while i < 4:\n",
    "    morning = day_period(time_periods[i]['start'],time_periods[i]['end'])\n",
    "    i += 1\n",
    "    afternoon = day_period(time_periods[i]['start'],time_periods[i]['end'])\n",
    "    i += 1\n",
    "    evening = day_period(time_periods[i]['start'],time_periods[i]['end'])\n",
    "    i += 1\n",
    "    late_night = day_period(time_periods[i]['start'],time_periods[i]['end'])\n",
    "    i += 1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "#creating a function to add a day_period column to the dataframes\n",
    "def add_column(df,value):\n",
    "    df['day_period'] = value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "#adding day_period column to the dataframes\n",
    "day_period = [(morning,'morning'),(afternoon,'afternoon'),(evening,'evening'),(late_night,'late_night')]\n",
    "for period in day_period:\n",
    "    add_column(period[0],period[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "#merging the four datasets to replace original 'bike' dataset\n",
    "bike = morning.append([afternoon,evening,late_night],ignore_index  = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "#resetting bike df's index\n",
    "bike = bike.reset_index()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Structure of my dataset\n",
    "\n",
    "> My dataset initially had 183,412 records and 16 columns. However after some wrangling which involved dropping records with null or inaccurate values and some feature engineering, the dataset now has 174,877 records and 21 columns. The five additional columns include **'date', 'day', 'day_period'** derived from the **'start_time'** column, **'age'** derived from **'member_birth_year'** column and **'duration_min'** derived from the **'duration_sec'** column.\n",
    "\n",
    "### My main feature(s) of interest in the dataset\n",
    "\n",
    "> My main features of interest are time and demographic information features with focus on how they affect the number of bike rides.\n",
    "\n",
    "### Other features in the dataset that will help support my investigation into my feature(s) of interest\n",
    "\n",
    "> I think that the time features (**'duration_sec', 'start_time', 'end_time','start_date', 'start_day'**) and demographic data features (**'user_type','member_birth_year', 'member_gender','age'**) will help support my investigation into my features of interest."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Univariate Exploration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "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>start_time</th>\n",
       "      <th>duration_sec</th>\n",
       "      <th>end_time</th>\n",
       "      <th>start_station_id</th>\n",
       "      <th>start_station_name</th>\n",
       "      <th>start_station_latitude</th>\n",
       "      <th>start_station_longitude</th>\n",
       "      <th>end_station_id</th>\n",
       "      <th>end_station_name</th>\n",
       "      <th>end_station_latitude</th>\n",
       "      <th>...</th>\n",
       "      <th>bike_id</th>\n",
       "      <th>user_type</th>\n",
       "      <th>member_birth_year</th>\n",
       "      <th>member_gender</th>\n",
       "      <th>bike_share_for_all_trip</th>\n",
       "      <th>date</th>\n",
       "      <th>day</th>\n",
       "      <th>age</th>\n",
       "      <th>duration_min</th>\n",
       "      <th>day_period</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-02-28 10:30:03.377</td>\n",
       "      <td>36190</td>\n",
       "      <td>2019-02-28 20:33:14.228</td>\n",
       "      <td>58.0</td>\n",
       "      <td>Market St at 10th St</td>\n",
       "      <td>37.776619</td>\n",
       "      <td>-122.417385</td>\n",
       "      <td>375.0</td>\n",
       "      <td>Grove St at Masonic Ave</td>\n",
       "      <td>37.774836</td>\n",
       "      <td>...</td>\n",
       "      <td>5465</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1991</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>2019-02-28</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>28</td>\n",
       "      <td>603.166667</td>\n",
       "      <td>morning</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-02-28 09:20:43.087</td>\n",
       "      <td>31633</td>\n",
       "      <td>2019-02-28 18:07:56.344</td>\n",
       "      <td>81.0</td>\n",
       "      <td>Berry St at 4th St</td>\n",
       "      <td>37.775880</td>\n",
       "      <td>-122.393170</td>\n",
       "      <td>93.0</td>\n",
       "      <td>4th St at Mission Bay Blvd S</td>\n",
       "      <td>37.770407</td>\n",
       "      <td>...</td>\n",
       "      <td>2270</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1984</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>2019-02-28</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>35</td>\n",
       "      <td>527.216667</td>\n",
       "      <td>morning</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-02-28 09:35:13.840</td>\n",
       "      <td>30666</td>\n",
       "      <td>2019-02-28 18:06:20.011</td>\n",
       "      <td>58.0</td>\n",
       "      <td>Market St at 10th St</td>\n",
       "      <td>37.776619</td>\n",
       "      <td>-122.417385</td>\n",
       "      <td>11.0</td>\n",
       "      <td>Davis St at Jackson St</td>\n",
       "      <td>37.797280</td>\n",
       "      <td>...</td>\n",
       "      <td>5522</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1988</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>2019-02-28</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>31</td>\n",
       "      <td>511.100000</td>\n",
       "      <td>morning</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-02-28 11:56:08.063</td>\n",
       "      <td>21883</td>\n",
       "      <td>2019-02-28 18:00:52.007</td>\n",
       "      <td>284.0</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Powell St BART Station (Market St at 4th St)</td>\n",
       "      <td>37.786375</td>\n",
       "      <td>...</td>\n",
       "      <td>4635</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1980</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2019-02-28</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>39</td>\n",
       "      <td>364.716667</td>\n",
       "      <td>morning</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-02-28 08:52:26.557</td>\n",
       "      <td>26988</td>\n",
       "      <td>2019-02-28 16:22:14.575</td>\n",
       "      <td>139.0</td>\n",
       "      <td>Garfield Square (25th St at Harrison St)</td>\n",
       "      <td>37.751017</td>\n",
       "      <td>-122.411901</td>\n",
       "      <td>112.0</td>\n",
       "      <td>Harrison St at 17th St</td>\n",
       "      <td>37.763847</td>\n",
       "      <td>...</td>\n",
       "      <td>6558</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1986</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2019-02-28</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>33</td>\n",
       "      <td>449.800000</td>\n",
       "      <td>morning</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               start_time  duration_sec                end_time  \\\n",
       "0 2019-02-28 10:30:03.377         36190 2019-02-28 20:33:14.228   \n",
       "1 2019-02-28 09:20:43.087         31633 2019-02-28 18:07:56.344   \n",
       "2 2019-02-28 09:35:13.840         30666 2019-02-28 18:06:20.011   \n",
       "3 2019-02-28 11:56:08.063         21883 2019-02-28 18:00:52.007   \n",
       "4 2019-02-28 08:52:26.557         26988 2019-02-28 16:22:14.575   \n",
       "\n",
       "   start_station_id                                 start_station_name  \\\n",
       "0              58.0                               Market St at 10th St   \n",
       "1              81.0                                 Berry St at 4th St   \n",
       "2              58.0                               Market St at 10th St   \n",
       "3             284.0  Yerba Buena Center for the Arts (Howard St at ...   \n",
       "4             139.0           Garfield Square (25th St at Harrison St)   \n",
       "\n",
       "   start_station_latitude  start_station_longitude  end_station_id  \\\n",
       "0               37.776619              -122.417385           375.0   \n",
       "1               37.775880              -122.393170            93.0   \n",
       "2               37.776619              -122.417385            11.0   \n",
       "3               37.784872              -122.400876             3.0   \n",
       "4               37.751017              -122.411901           112.0   \n",
       "\n",
       "                               end_station_name  end_station_latitude  \\\n",
       "0                       Grove St at Masonic Ave             37.774836   \n",
       "1                  4th St at Mission Bay Blvd S             37.770407   \n",
       "2                        Davis St at Jackson St             37.797280   \n",
       "3  Powell St BART Station (Market St at 4th St)             37.786375   \n",
       "4                        Harrison St at 17th St             37.763847   \n",
       "\n",
       "      ...      bike_id   user_type member_birth_year  member_gender  \\\n",
       "0     ...         5465  Subscriber              1991         Female   \n",
       "1     ...         2270    Customer              1984         Female   \n",
       "2     ...         5522    Customer              1988           Male   \n",
       "3     ...         4635  Subscriber              1980         Female   \n",
       "4     ...         6558  Subscriber              1986           Male   \n",
       "\n",
       "  bike_share_for_all_trip        date       day age  duration_min  day_period  \n",
       "0                      No  2019-02-28  Thursday  28    603.166667     morning  \n",
       "1                      No  2019-02-28  Thursday  35    527.216667     morning  \n",
       "2                      No  2019-02-28  Thursday  31    511.100000     morning  \n",
       "3                     Yes  2019-02-28  Thursday  39    364.716667     morning  \n",
       "4                     Yes  2019-02-28  Thursday  33    449.800000     morning  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bike.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "#creating a fuction that plots seaborn countplots\n",
    "def Countplot(df, xvar, huevar=None, color=0, palette=None, order=None):\n",
    "    #set plot dimentions\n",
    "    plt.figure(figsize = [14,6])\n",
    "    #plot\n",
    "    sb.countplot(data=df, x=xvar, hue=huevar, color=sb.color_palette()[color], palette=palette, order=order, edgecolor='black')\n",
    "    #clean up variable names\n",
    "    xvar = xvar.replace(\"_\",\" \")\n",
    "    if huevar:\n",
    "        huevar = huevar.replace(\"_\",\" \")\n",
    "    #add title and format it\n",
    "    plt.title(f\"Distribution of bike rides: {xvar} {'by' if huevar else ''} {huevar if huevar else ''}\" .title(), fontsize=14, weight='bold')\n",
    "    #add x label and format it\n",
    "    plt.xlabel(xvar.title(), fontsize=10, weight='bold')\n",
    "    #add y label and format it\n",
    "    plt.ylabel('Frequency', fontsize=10, weight='bold')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Distribution of the length of bike rides"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    174874.000000\n",
       "mean         11.733865\n",
       "std          27.375700\n",
       "min           1.016667\n",
       "25%           5.383333\n",
       "50%           8.500000\n",
       "75%          13.150000\n",
       "max        1409.133333\n",
       "Name: duration_min, dtype: float64"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bike.duration_min.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f74a103e710>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#checking distribution of 'duration_min' column\n",
    "plt.figure(figsize = [14,6])\n",
    "plt.hist(bike.duration_min);\n",
    "plt.title('Distribution of bike trip duration'.title(),fontsize=14, weight='bold')\n",
    "plt.xlabel('duration in minutes',fontsize=10, weight='bold')\n",
    "plt.ylabel('number of rides',fontsize=10, weight='bold');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f74a0b1e4e0>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting a histogram of 'duration_min' focusing on the 0-80 minute range\n",
    "plt.figure(figsize = [14,6])\n",
    "bins = np.arange(0,80,5)\n",
    "plt.hist(bike.duration_min, bins = bins, edgecolor = 'black')\n",
    "plt.xlim(0,80)\n",
    "plt.title('Distribution of bike trip duration'.title(),fontsize=14, weight='bold')\n",
    "plt.xlabel('duration in minutes',fontsize=10, weight='bold')\n",
    "plt.ylabel('number of rides',fontsize=10, weight='bold');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " I plotted a second histogram with focus on the 0-80 minute range for a closer look because that is where majority of the data is concentrated. The distribution is right skewed, with a steep rise in the 5-10 minute range where majority of the values lie, and an equally steep decline in the 10-15 minute range as frequencies go on decreasing.\n",
    "Majority of rides are therefore 5-10 minutes long."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Frequency of rides as per period of the day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f74a8617748>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting a bargraph for the 'day_period' variable\n",
    "Countplot(bike,'day_period')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The period of the day with the highest number of bike rides is the evening, that is between 4 pm and 11 pm. Followed closely by the morning period. The late night period however has a very low frequency of bike rides."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Frequency of rides as pertaining to the day of the week"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f74a843c198>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting a bargraph for the 'day' column\n",
    "Countplot(bike,'day')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot shows that Thursdays tend to have the most number of rides,closely followed by Tuesdays, while Saturdays and Sundays register the least number rides."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "####  Customers compared to subscribed members."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f74a325d080>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting a bargraph for the 'user_type' column\n",
    "Countplot(bike,'user_type')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " The plot shows a very large difference in frequency of the categories of bike share system users. Subscribed members appear to log approximately eight times more rides than regular customers."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Distribution of frequency of  rides for different age groups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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2x+5bVd+qqgJOGNiXJEmSJI3UKM9MPQRYB3w8yblJPpZkS+CBVXUVQLvftvXfHhj8lta1rW2m9rVTtEuSJEnSyI0yTC0GdgM+XFWPA37OhiF9U5nqeqfq0X7HHSeHJVmVZNW6detmrlqSJEmShjDKMLUWWFtV327rn6ULV1e3IXq0+2sG+i8b2H4pcOVG2pdO0X4HVfXRqlpRVSuWLFlyl16UJEmSJMEIw1RV/QRYk+QRrWkv4EJgJTAxI98hwBfa8krg4Dar3x7A9W0Y4GnA3km2bhNP7A2c1h67IckebRa/gwf2JUmSJEkjtXjE+3858KkkmwOXAC+mC3AnJTkUuAI4sPU9FXgmsBr4RetLVa1P8jbg7NbvrVW1vi2/DDgO2AL4YrtJkiRJ0siNNExV1XeBFVM8tNcUfQs4fJr9HAscO0X7KmDXu1imJEmSJN1po/6eKUmSJEnaJBmmJEmSJKkHw5QkSZIk9WCYkiRJkqQeDFOSJEmS1INhSpIkSZJ6MExJkiRJUg+GKUmSJEnqwTAlSZIkST0YpiRJkiSpB8OUJEmSJPVgmJIkSZKkHgxTkiRJktSDYUqSJEmSejBMSZIkSVIPhilJkiRJ6sEwJUmSJEk9GKYkSZIkqQfDlCRJkiT1YJiSJEmSpB4MU5IkSZLUg2FKkiRJknowTEmSJElSD4YpSZIkSerBMCVJkiRJPRimJEmSJKkHw5QkSZIk9WCYkiRJkqQeDFOSJEmS1INhSpIkSZJ6MExJkiRJUg+GKUmSJEnqwTAlSZIkST0YpiRJkiSpB8OUJEmSJPVgmJIkSZKkHgxTkiRJktSDYUqSJEmSejBMSZIkSVIPhilJkiRJ6sEwJUmSJEk9jDRMJbksyXlJvptkVWu7f5LTk1zc7rdu7UlydJLVSb6fZLeB/RzS+l+c5JCB9se3/a9u22aUr0eSJEmSJszGmamnVtVjq2pFWz8SOKOqdgbOaOsA+wE7t9thwIehC1/Am4AnArsDb5oIYK3PYQPb7Tv6lyNJkiRJ4xnmdwBwfFs+HnjOQPsJ1TkL2CrJdsA+wOlVtb6qrgVOB/Ztj923qr5VVQWcMLAvSZIkSRqpUYepAr6c5Jwkh7W2B1bVVQDtftvWvj2wZmDbta1tpva1U7RLkiRJ0sgtHvH+96yqK5NsC5ye5Acz9J3qeqfq0X7HHXdB7jCAHXbYYeaKJUmSJGkIIz0zVVVXtvtrgJPprnm6ug3Ro91f07qvBZYNbL4UuHIj7UunaJ+qjo9W1YqqWrFkyZK7+rIkSZIkaXRhKsmWSe4zsQzsDZwPrAQmZuQ7BPhCW14JHNxm9dsDuL4NAzwN2DvJ1m3iib2B09pjNyTZo83id/DAviRJkiRppEY5zO+BwMlttvLFwD9W1ZeSnA2clORQ4ArgwNb/VOCZwGrgF8CLAapqfZK3AWe3fm+tqvVt+WXAccAWwBfbTZIkSZJGbmRhqqouAR4zRftPgb2maC/g8Gn2dSxw7BTtq4Bd73KxkiRJknQnjWNqdEmSJEma9wxTkiRJktSDYUqSJEmSejBMSZIkSVIPhilJkiRJ6sEwJUmSJEk9GKYkSZIkqQfDlCRJkiT1YJiSJEmSpB4MU5IkSZLUg2FKkiRJknowTEmSJElSD4YpSZIkSerBMCVJkiRJPRimJEmSJKkHw5QkSZIk9WCYkiRJkqQeFo+7AEl30qLNSDLuKuakB22/jKvWXjHuMiRJ0gJhmJLmm9tvZccjThl3FXPS5UftP+4SJEnSAuIwP0mSJEnqwTAlSZIkST0YpiRJkiSpB8OUJEmSJPVgmJIkSZKkHgxTkiRJktSDYUqSJEmSejBMSZIkSVIPhilJkiRJ6sEwJUmSJEk9GKYkSZIkqQfDlCRJkiT1YJiSJEmSpB4MU5IkSZLUg2FKkiRJknowTEmSJElSD4YpSZIkSerBMCVJkiRJPRimJEmSJKkHw5QkSZIk9bDRMJXkVUlenmSrJP+WZHWS/WejOEmSJEmaq4Y5M/VKYAvgRcDjgHsC7x5lUZIkSZI01w0Tph4IXA3sBnwceCOw0yiLkiRJkqS5bpgwdQ3wKuDZwDnAvYAbhn2CJIuSnJvklLa+U5JvJ7k4yWeSbN7a79HWV7fHlw/s43Wt/YdJ9hlo37e1rU5y5LA1SZIkSdJdNUyYegewHLgU+DzweOAbd+I5XgFcNLB+FPC+qtoZuBY4tLUfClxbVQ8D3tf6kWQX4CDgUcC+wP9pAW0R8CFgP2AX4IWtryRJkiSN3EbDVFV9pKq2qqonVNUNVXVoVT1/mJ0nWQo8C/hYWw/wNOCzrcvxwHPa8gFtnfb4Xq3/AcCJVXVzVV0KrAZ2b7fVVXVJVd0CnNj6SpIkSdLIDTOb3zZJTkpybZKnJ/mnJIcPuf/3A68FftXWtwGuq6rb2vpaYPu2vD2wBqA9fn3r/z/tk7aZrn2q13BYklVJVq1bt27I0iVJkiRpesMM8/sw3VC6+9KFosuAl25sozZ9+jVVdc5g8xRdayOP3dn2OzZWfbSqVlTViiVLlsxQtSRJkiQNZ5gw9QzgvQPrFzLcbH57As9OchndELyn0Z2p2irJ4tZnKXBlW14LLANoj98PWD/YPmmb6dolSZIkaeSGCVM/p5seHWAR8HTgpxvbqKpeV1VLq2o53QQSX62qPwC+BrygdTsE+EJbXtnWaY9/taqqtR/UZvvbCdgZ+E/gbGDnNjvg5u05Vg7xeiRJkiTpLlu88S6cCLyabgjdKW2b99yF5zwCODHJ24FzgWNa+zHAJ5KspjsjdRBAVV2Q5CS6M2K3AYdX1e0ASf4cOI0u5B1bVRfchbokSZIkaWjDhKnX0X2v1LPorlP6F+Cdd+ZJqupM4My2fAndTHyT+9wEHDjN9u+gm6J9cvupwKl3phZJkiRJujtsNExV1a3AW9pNkiRJksQMYSrJJTNsV1X10BHUI0mSJEnzwkxnprZlw1TjW7Lhu6J+g25SCkmSJElasKYNU1V1b4AkR9FNU/5yuiB1NHDtrFQnSZIkSXPUMFOj/zHdl+/eWlU3A+uAPxltWZIkSZI0tw0zm9/FwBuSTHwH1FLgW6MrSZIkSZLmvmHOTP0+3Zfh3qfd/hl44SiLkiRJkqS5bpip0dcAz52FWiRJkiRp3phpavSVwFHAEVM8XFV1wMiqkiRJkqQ5bqYzU/sDn2r3k9UUbZIkSZK0YMwUpnaim7lvp1mqRZIkSZLmjWknoKiqy4GbgbOAp1fV5YO3WatQkiRJkuagGWfzq6rbgfOBh81OOZIkSZI0PwzzPVP3Al6b5BnAla3NCSgkSZIkLWjDhKkntfvd2g2cgEKSJEnSAjdMmHICCkmSJEmaZJgv7XWyCUmSJEmaZMYJKCRJkiRJUzNMSZIkSVIP04apJG9N8qgkByfZcTaLkiRJkqS5bqYzU28AHgd8HNh9dsqRJEmSpPlhpjD1U+BDQIAPJrlk4Paj2SlPkiRJkuammcLU3wI3t+X7AksGbtuOuC5JkiRJmtOmDVNV9f6q2hb4OrBfVd1n8DZ7JUqSJEnS3LPR2fyq6qkASY5K8q4kTx59WZIkSZI0t230S3uTvAT4CN21UwB/leSwqjpmpJVJkiRJ0hw2zPdMHQGcBewN7AN8q7VJkiRJ0oK10TNTwIOA91TVVwCS7AT83UirkiRJkqQ5bpgwdSHw5iRL2/qhwPmjK0mSJEmS5r5hwtRrgJXAG9v6ta1NkiRJkhasjYapqvpmkocBT2pN36qq9aMtS5IkSZLmtmHOTNHC07+OuBZJkiRJmjeGmc1PkiRJkjSJYUqSJEmSepgxTCVZlOSzSZ49WwVJkiRJ0nwwY5iqqtuB3wR2mJ1yJEmSJGl+GGYCivOBtybZEbhqorGq/n5kVUmSJEnSHDdMmPq9dj/43VIFGKYkSZIkLVjDhKkXj7wKSZIkSZpnhvnS3uOTbA7sAlxaVdePvixJkiRJmts2OjV6kscBq4FVwBOSXJTk/428MkmSJEmaw4b5nqkPAr8AAvwK+CTw9I1tlOSeSf4zyfeSXJDkLa19pyTfTnJxks+0s14kuUdbX90eXz6wr9e19h8m2Wegfd/WtjrJkXfmhc8F2y3dgSTeprhJkiRJc90w10w9Bng78I62fiWw7RDb3Qw8rapuTLIZ8M0kXwReDbyvqk5M8n+BQ4EPt/trq+phSQ4CjgJ+P8kuwEHAo4AHA19J8vD2HB8CngGsBc5OsrKqLhyitjnhJz9ew45HnDLuMuaky4/af9wlSJIkSTMa5szUWuB32/KjgZcCl21so+rc2FY3a7cCngZ8trUfDzynLR/Q1mmP75XuFMUBwIlVdXNVXUo35HD3dltdVZdU1S3Aia2vJEmSJI3cMGHq3cA+dMP8/h54At1Zo41KsijJd4FrgNOBHwHXVdVtrctaYPu2vD2wBqA9fj2wzWD7pG2ma5+qjsOSrEqyat26dcOULkmSJEkzGmY2v2OT/Ah4Fl2gOqWqvj7MzqvqduCxSbYCTgYeOVW3dj/VhTI1Q/tUQbCmaKOqPgp8FGDFihVT9pEkSZKkO2OYa6YA1gNXDCzfKVV1XZIzgT2ArZIsbmefltJdgwXdmaVlwNoki4H7teeaaJ8wuM107ZIkSZI0UsNMjf4a4LvAB4CjgXOTvGqI7Za0M1Ik2YJuBsCLgK8BL2jdDgG+0JZXtnXa41+tqmrtB7XZ/nYCdgb+Ezgb2LnNDrg53SQVKzf+kiVJkiTprhvmzNSRwIXA++jC1yuB17X1mWwHHJ9kUdvupKo6JcmFwIlJ3g6cCxzT+h8DfCLJarozUgcBVNUFSU5qNdwGHN6GD5Lkz4HTgEXAsVV1wXAvW5IkSZLummHC1OXAR6rqWIA2w96fbmyjqvo+8Lgp2i+hm4lvcvtNwIHT7OsdbJiafbD9VODUjdUiSZIkSXe3acNUkle3xfOBv0myPd1kEH+MAUaSJEnSAjfTman38uuz6f3NwGMvYYizU5IkSZK0qZopTL141qqQJEmSpHlm2jBVVcfPZiGSJEmSNJ8MMzX63km+k+TaJD9rt+tnozhJkiRJmquGmc3vOGBbui/EvX2k1UiSJEnSPDFMmLoNeGVVfXDUxUiSJEnSfDFMmDoU+EiSBwA/a21VVRv70l5JkiRJ2mQNE6ZeCizn16dGL8AwJUmSJGnBGiZM7QV8Cfg8cOtoy5EkSZKk+WGYMPUx4B7AcVV124jrkSRJkqR5YZgw9afAvYCXJvlla6uqut/oypIkSZKkuW2YMPVT4L9HXYgkSZIkzScbDVNVtXwW6pAkSZKkeWWjYSrJwVM0V1V9YgT1SJIkSdK8MMwwv+PopkKfzDAlSZIkacEaJky9lg1hamvgYOCbI6tIkiRJkuaBYa6Zeu/gepLvAX89sookSZIkaR4Y5pqplZP6Px7YbGQVSZIkSdI8MMwwv/0nrd8EHDmCWiRJkiRp3hgmTO00sHw7cHVV3TqieiRJkiRpXhjmmqnLk+wJLAcWASShqk4YcW2SJEmSNGcNc83UJ4EXDjbRze5nmJIkSZK0YA0zzO//A84BPgfcNtpyJEmSJGl+GCZMfQ34VlUdNepiJEmSJGm+GCZMbQO8Pcn+wLWtrarqgNGVJUmSJElz2zBhas9J99BdMyVJkiRJC9adnRpdkiRJksSQU6PPRiGSJEmSNJ/8xrgLkCRJkqT5yDAlSZIkST0YpiRJkiSpB8OUJEmSJPVgmJIkSZKkHgxTkiRJktSDYUqSJEmSejBMSZIkSVIPhilJkiRJ6sEwJUmSJEk9GKYkSZIkqQfDlCRJkiT1MLIwlWRZkq8luSjJBUle0drvn+T0JBe3+61be5IcnWR1ku8n2W1gX4e0/hcnOWSg/fFJzmvbHJ0ko3o9kiRJkjRolGembgNeU1WPBPYADk+yC3AkcEZV7Qyc0dYB9gN2brfDgA9DF76ANwFPBHYH3jQRwFqfwwa223eEr0eSJEmS/sfIwlRVXVVV32nLNwAXAdsDBwDHt27HA89pywcAJ1TnLGCrJNsB+wCnV9X6qroWOB3Ytz1236r6VlUVcMLAviRJkiRppGblmqkky4HHAd8GHlhVV0EXuIBtW7ftgTUDm61tbTO1r51gietQAAANtklEQVSifarnPyzJqiSr1q1bd1dfjiRJkiSNPkwluTfwOeCVVfWzmbpO0VY92u/YWPXRqlpRVSuWLFmysZIlSZIkaaNGGqaSbEYXpD5VVZ9vzVe3IXq0+2ta+1pg2cDmS4ErN9K+dIp2SZIkSRq5Uc7mF+AY4KKq+vuBh1YCEzPyHQJ8YaD94Dar3x7A9W0Y4GnA3km2bhNP7A2c1h67Icke7bkOHtiXJEmSJI3U4hHue0/gD4Hzkny3tb0eeBdwUpJDgSuAA9tjpwLPBFYDvwBeDFBV65O8DTi79XtrVa1vyy8DjgO2AL7YbpIkSZI0ciMLU1X1Taa+rglgryn6F3D4NPs6Fjh2ivZVwK53oUxJkiRJ6mVWZvOTJEmSpE2NYUqSJEmSejBMSZIkSVIPhilJkiRJ6sEwJUmSJEk9GKYkSZIkqQfDlCRJkiT1YJiSJEmSpB4MU5IkSZLUw+JxFyBJd5tFm5Fk3FXMSQ/afhlXrb1i3GVIkrRJMUxJ2nTcfis7HnHKuKuYky4/av9xlyBJ0ibHYX6SJEmS1INhSpIkSZJ6MExJkiRJUg+GKUmSJEnqwTAlSZIkST0YpiRJkiSpB8OUJEmSJPVgmJIkSZKkHgxTkiRJktSDYUqSJEmSejBMSZIkSVIPhilJkiRJ6sEwJUmSJEk9GKYkSZIkqQfDlCRJkiT1YJiSJEmSpB4MU5IkSZLUg2FKkiRJknowTEmSJElSD4YpSZIkSerBMCVJkiRJPRimJEmSJKkHw5QkSZIk9WCYkiRJkqQeDFOSJEmS1INhSpIkSZJ6MExJkiRJUg+GKUmSJEnqwTAlSZIkST0YpiRJkiSph5GFqSTHJrkmyfkDbfdPcnqSi9v91q09SY5OsjrJ95PsNrDNIa3/xUkOGWh/fJLz2jZHJ8moXoskzXuLNiOJtylu2y3dYdw/HUnSPLV4hPs+DvggcMJA25HAGVX1riRHtvUjgP2AndvticCHgScmuT/wJmAFUMA5SVZW1bWtz2HAWcCpwL7AF0f4eiRp/rr9VnY84pRxVzEnXX7U/uMuQZI0T43szFRV/RuwflLzAcDxbfl44DkD7SdU5yxgqyTbAfsAp1fV+hagTgf2bY/dt6q+VVVFF9iegyRJkiTNktm+ZuqBVXUVQLvftrVvD6wZ6Le2tc3UvnaKdkmSJEmaFXNlAoqprneqHu1T7zw5LMmqJKvWrVvXs0RJkiRJ2mC2w9TVbYge7f6a1r4WWDbQbylw5Ubal07RPqWq+mhVraiqFUuWLLnLL0KSJEmSZjtMrQQmZuQ7BPjCQPvBbVa/PYDr2zDA04C9k2zdZv7bGzitPXZDkj3aLH4HD+xLkiRJkkZuZLP5Jfk08BTgAUnW0s3K9y7gpCSHAlcAB7bupwLPBFYDvwBeDFBV65O8DTi79XtrVU1MavEyuhkDt6Cbxc+Z/CRJkiTNmpGFqap64TQP7TVF3wIOn2Y/xwLHTtG+Ctj1rtQoSZIkSX3NlQkoJEmSJGleMUxJkiRJUg+GKUmSJEnqwTAlSZIkST0YpiRJkiSpB8OUJEmSJPVgmJIkSZKkHgxTkiRJktSDYUqSJEmSejBMSZIkSVIPi8ddgCRJY7VoM5KMu4o56UHbL+OqtVeMuwxJmrMMU5Kkhe32W9nxiFPGXcWcdPlR+4+7BEma0xzmJ0mSJEk9GKYkSZIkqQfDlCRJkiT1YJiSJEmSpB4MU5IkSZLUg2FKkiRJknowTEmSJElSD4YpSZIkSerBMCVJkiRJPRimJEmSJKkHw5QkSZIk9WCYkiRJkqQeDFOSJEmS1INhSpIkSZJ6MExJkiRJUg+GKUmSJEnqwTAlSZIkST0YpiRJkiSpB8OUJEmSJPVgmJIkSZKkHgxTkiRJktSDYUqSJEmSejBMSZIkSVIPhilJkiRJ6sEwJUmSJEk9LB53AZIkaY5atBlJxl3FnPSg7Zdx1dorxl2GpDEzTEmSpKndfis7HnHKuKuYky4/av9xlyBpDnCYnyRJkiT1YJiSJEmSpB7mfZhKsm+SHyZZneTIcdcjSZIkaWGY19dMJVkEfAh4BrAWODvJyqq6cLyVSZKkTZqTc0zLyTm0kMzrMAXsDqyuqksAkpwIHAAYpiRJ0ug4Oce0nJxDC8l8D1PbA2sG1tcCTxxTLZIkSdK0tlu6Az/58ZqNd1yA5usZzVTVuGvoLcmBwD5V9ZK2/ofA7lX18kn9DgMOa6uPAH44q4XOjgcA/z3uIhYwj/94efzHy+M/Xh7/8fL4j5fHf7w25eO/Y1Ut2Vin+X5mai2wbGB9KXDl5E5V9VHgo7NV1DgkWVVVK8Zdx0Ll8R8vj/94efzHy+M/Xh7/8fL4j5fHf/7P5nc2sHOSnZJsDhwErBxzTZIkSZIWgHl9Zqqqbkvy58BpwCLg2Kq6YMxlSZIkSVoA5nWYAqiqU4FTx13HHLBJD2OcBzz+4+XxHy+P/3h5/MfL4z9eHv/xWvDHf15PQCFJkiRJ4zLfr5mSJEmSpLEwTM1DSZYl+VqSi5JckOQVrf3+SU5PcnG733rctW6KktwzyX8m+V47/m9p7Tsl+XY7/p9pk6JoBJIsSnJuklPausd+FiW5LMl5Sb6bZFVr8/NnliTZKslnk/yg/T/wJI//7EjyiPa+n7j9LMkrPf6zI8mr2v+75yf5dPv/2M//WZLkFe3YX5Dkla1twb/3DVPz023Aa6rqkcAewOFJdgGOBM6oqp2BM9q67n43A0+rqscAjwX2TbIHcBTwvnb8rwUOHWONm7pXABcNrHvsZ99Tq+qxA1Pi+vkzez4AfKmqfhN4DN2/BY//LKiqH7b3/WOBxwO/AE7G4z9ySbYH/gJYUVW70k08dhB+/s+KJLsCfwLsTve5s3+SnfG9b5iaj6rqqqr6Tlu+ge4/0u2BA4DjW7fjgeeMp8JNW3VubKubtVsBTwM+29o9/iOSZCnwLOBjbT147OcCP39mQZL7Ak8GjgGoqluq6jo8/uOwF/Cjqrocj/9sWQxskWQxcC/gKvz8ny2PBM6qql9U1W3A14Hn4nvfMDXfJVkOPA74NvDAqroKusAFbDu+yjZtbZjZd4FrgNOBHwHXtQ8Y6L5Qevtx1beJez/wWuBXbX0bPPazrYAvJzknyWGtzc+f2fEQYB3w8TbU9WNJtsTjPw4HAZ9uyx7/EauqHwPvBa6gC1HXA+fg5/9sOR94cpJtktwLeCawDN/7hqn5LMm9gc8Br6yqn427noWkqm5vwzyW0p3yfuRU3Wa3qk1fkv2Ba6rqnMHmKbp67Edrz6raDdiPbpjxk8dd0AKyGNgN+HBVPQ74OQtwWM24tetyng3807hrWSjatTgHADsBDwa2pPsMmszP/xGoqovohlSeDnwJ+B7dZScLnmFqnkqyGV2Q+lRVfb41X51ku/b4dnRnTTRCbXjNmXTXrm3Vhh5AF7KuHFddm7A9gWcnuQw4kW54x/vx2M+qqrqy3V9Dd73I7vj5M1vWAmur6ttt/bN04crjP7v2A75TVVe3dY//6D0duLSq1lXVrcDngd/Cz/9ZU1XHVNVuVfVkYD1wMb73DVPzUbtG5Bjgoqr6+4GHVgKHtOVDgC/Mdm0LQZIlSbZqy1vQfcBfBHwNeEHr5vEfgap6XVUtrarldENsvlpVf4DHftYk2TLJfSaWgb3phn/4+TMLquonwJokj2hNewEX4vGfbS9kwxA/8PjPhiuAPZLcq/0eNPHe9/N/liTZtt3vADyP7t/Agn/v+6W981CS3wa+AZzHhutGXk933dRJwA50HzoHVtX6sRS5CUvyaLqLLBfR/UHipKp6a5KH0J0tuT9wLvCiqrp5fJVu2pI8BfjLqtrfYz972rE+ua0uBv6xqt6RZBv8/JkVSR5LNwHL5sAlwItpn0V4/EeuXS+yBnhIVV3f2nz/z4J0X0Xy+3TDy84FXkJ3jZSf/7MgyTforlO+FXh1VZ3he98wJUmSJEm9OMxPkiRJknowTEmSJElSD4YpSZIkSerBMCVJkiRJPRimJEmSJKkHw5QkSZIk9WCYkiRJkqQeDFOSpE1GkiVJzk1yY7t9I8mjktwjyQlJrkuyMsnXk1SS5W27P07ywyQ/T/IfSXZr7Xsm+X6Sm5KsS/Lpcb4+SdLc4pf2SpI2GUm2Af4MuBLYDngt8G3gX4APAF8AvgX8Ld0fFHcClgNfA74MnAn8EbAl8DDgM8BewGuAzYGHV9XLZ+nlSJLmuMXjLkCSpLvRPYB9gScBaW3/C7ixLf9lVa1O8mzgt1rbs9r93u02YRfgYmD/1v4d4EOjK12SNN84zE+StCn5C7qQ9CFgH2AtcM+Bx6cajjERul4DPKPd9gEupTuz9Vy6UHUosCrJViOpXJI07ximJEmbkolgdG/gd4Clbf1r7f49SY4A9hjY5pR2/0JgB+CJwNFVdS3weuARwAXAGrrhf/cdWfWSpHnFMCVJ2pQcDZwNPAd4EHB+a/8I8Em665/2aH0ArquqM4EX0wWwDwGHAf/RHv8V3dmuY4CHA2+qqitG/iokSfOCE1BIkjZ5Se4NvAQ4j25iiaOB86pqxVgLkyTNa05AIUlaCEJ39ukRdJNRfBF49VgrkiTNe56ZkiRJkqQevGZKkiRJknowTEmSJElSD4YpSZIkSerBMCVJkiRJPRimJEmSJKkHw5QkSZIk9fD/A6KVfgDFyi3qAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f74a325d898>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting a histogram for the 'age' column\n",
    "plt.figure(figsize = [14,6])\n",
    "plt.hist(bike.age,edgecolor = 'black')\n",
    "plt.xlabel('ages', fontsize=10, weight = 'bold')\n",
    "plt.ylabel('number of rides', fontsize=10, weight='bold')\n",
    "plt.title('Distribution of age groups vs rides', fontsize=14, weight='bold');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot reveals a slightly right skewed distribution with a majoriy number of the rides lying in the mid 20's to early 30's age group. There's a sharp drop in the number of rides at the age 40 mark and this drop continuously tapers off, declining as the ages increase up until the 90's."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Distribution of the frequency of rides according to gender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f749a998ba8>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting a bargraph for the 'member_gender' column\n",
    "Countplot(bike,'member_gender')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot shows that a majority of rides are taken by male members, with the number of rides by female members equating to approximately a third of that of male members."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Distribution of the kind of usage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f74a31ad908>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Countplot(bike, 'bike_share_for_all_trip')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot shows that majority of the rides are to supplement other means of transport when moving from one point to another"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Frequency of bike rides throughout the month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f74a110fba8>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = [14,6])\n",
    "bike.groupby('date').date.count().plot()\n",
    "plt.xticks(rotation = 90)\n",
    "plt.xlabel('Date', fontsize=10, weight='bold')\n",
    "plt.ylabel('Count', fontsize=10, weight='bold')\n",
    "plt.title('Frequency of rides per date', fontsize=14, weight='bold');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot shows an up and down trend in the number of rides throughout the month. There are wide peaks and sharp valleys. I would attribute this to the distribution shown earlier in the days of the week plot, where weekends tend to have a lower number of bike rides logged, compared to weekdays."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Distribution(s) of my variable(s) of interest, unusual points and transformations\n",
    "\n",
    "> Starting off with the time and date variables: For the bike **duration_min** variable, there was a very large range in the distribution of values. However, majority of the values were concentrated on the extreme lower end. On plotting these on a smaller scale, an extremely right skewed distribution was yielded.\n",
    "\n",
    "> The distribution of the **day_period** variable showed the evening as having the most number of rides, followed closely by the morning, then the afternoon period and finally the late night with and extreme low number of rides.\n",
    "\n",
    "> As for the **day** feature, I observed that the weekends, Saturdays and Sundays had noteably lower frequencies of rides as compared to the weekdays.\n",
    "\n",
    ">For the demographic variables; the **age** feature showed a slight right skewed distribution. With majority of rides lying in the mid 20's to early 30's age group. There's also a noteable sharp drop in the number of rides at the age 40 mark.\n",
    "\n",
    "> The **member_gender** feature distribution showed the frequency of rides by male members being alot higher compared to that of female members and others.\n",
    "\n",
    "> Finally, the **user_type** distribution revealed that subscribed members log alot more rides than non-subscribed members.\n",
    "\n",
    "### Unusual distributions of investigated features and operations performed on the data to tidy, adjust, or change the form of the data\n",
    "> The most unusual distribution was the **duration_min** and **age** features which had a wide range of values and therefore right skewed distributions.\n",
    "\n",
    "> I performed a number of transformations on the data including correcting data types of the **start_time** and **end_time** features to *datetime* to enable me derive other features from these.\n",
    "\n",
    "> I added three columns **'date', 'day', 'day_period'** derived from the **'start_time'** column  so as to enable me investigate each feature categorically and quantitatively, this would have otherwise been complicated by having these features all under one variable.\n",
    "\n",
    "> I also added **'age'** derived from **'member_birth_year'** column and **'duration_min'** derived from the **'duration_sec'** column. \n",
    "\n",
    ">For the **age** variable, I figured it would in this context, make more sense to group users by the age groups rather than the year in which they were born because there was a greater interest in the ages as opposed to the particular years of birth.\n",
    "\n",
    ">As for the **duration_min** variable, I converted the available bike ride duration given in seconds, because it is easier to  percieve time in so many minutes compared to so many seconds.\n",
    "\n",
    ">I also dropped approximately 10,000 rows from the dataset, which either had null values and a few whose *age* value was 99 and over."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bivariate Exploration\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "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>start_time</th>\n",
       "      <th>duration_sec</th>\n",
       "      <th>end_time</th>\n",
       "      <th>start_station_id</th>\n",
       "      <th>start_station_name</th>\n",
       "      <th>start_station_latitude</th>\n",
       "      <th>start_station_longitude</th>\n",
       "      <th>end_station_id</th>\n",
       "      <th>end_station_name</th>\n",
       "      <th>end_station_latitude</th>\n",
       "      <th>...</th>\n",
       "      <th>bike_id</th>\n",
       "      <th>user_type</th>\n",
       "      <th>member_birth_year</th>\n",
       "      <th>member_gender</th>\n",
       "      <th>bike_share_for_all_trip</th>\n",
       "      <th>date</th>\n",
       "      <th>day</th>\n",
       "      <th>age</th>\n",
       "      <th>duration_min</th>\n",
       "      <th>day_period</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-02-28 10:30:03.377</td>\n",
       "      <td>36190</td>\n",
       "      <td>2019-02-28 20:33:14.228</td>\n",
       "      <td>58.0</td>\n",
       "      <td>Market St at 10th St</td>\n",
       "      <td>37.776619</td>\n",
       "      <td>-122.417385</td>\n",
       "      <td>375.0</td>\n",
       "      <td>Grove St at Masonic Ave</td>\n",
       "      <td>37.774836</td>\n",
       "      <td>...</td>\n",
       "      <td>5465</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1991</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>2019-02-28</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>28</td>\n",
       "      <td>603.166667</td>\n",
       "      <td>morning</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-02-28 09:20:43.087</td>\n",
       "      <td>31633</td>\n",
       "      <td>2019-02-28 18:07:56.344</td>\n",
       "      <td>81.0</td>\n",
       "      <td>Berry St at 4th St</td>\n",
       "      <td>37.775880</td>\n",
       "      <td>-122.393170</td>\n",
       "      <td>93.0</td>\n",
       "      <td>4th St at Mission Bay Blvd S</td>\n",
       "      <td>37.770407</td>\n",
       "      <td>...</td>\n",
       "      <td>2270</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1984</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>2019-02-28</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>35</td>\n",
       "      <td>527.216667</td>\n",
       "      <td>morning</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-02-28 09:35:13.840</td>\n",
       "      <td>30666</td>\n",
       "      <td>2019-02-28 18:06:20.011</td>\n",
       "      <td>58.0</td>\n",
       "      <td>Market St at 10th St</td>\n",
       "      <td>37.776619</td>\n",
       "      <td>-122.417385</td>\n",
       "      <td>11.0</td>\n",
       "      <td>Davis St at Jackson St</td>\n",
       "      <td>37.797280</td>\n",
       "      <td>...</td>\n",
       "      <td>5522</td>\n",
       "      <td>Customer</td>\n",
       "      <td>1988</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>2019-02-28</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>31</td>\n",
       "      <td>511.100000</td>\n",
       "      <td>morning</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-02-28 11:56:08.063</td>\n",
       "      <td>21883</td>\n",
       "      <td>2019-02-28 18:00:52.007</td>\n",
       "      <td>284.0</td>\n",
       "      <td>Yerba Buena Center for the Arts (Howard St at ...</td>\n",
       "      <td>37.784872</td>\n",
       "      <td>-122.400876</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Powell St BART Station (Market St at 4th St)</td>\n",
       "      <td>37.786375</td>\n",
       "      <td>...</td>\n",
       "      <td>4635</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1980</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2019-02-28</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>39</td>\n",
       "      <td>364.716667</td>\n",
       "      <td>morning</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-02-28 08:52:26.557</td>\n",
       "      <td>26988</td>\n",
       "      <td>2019-02-28 16:22:14.575</td>\n",
       "      <td>139.0</td>\n",
       "      <td>Garfield Square (25th St at Harrison St)</td>\n",
       "      <td>37.751017</td>\n",
       "      <td>-122.411901</td>\n",
       "      <td>112.0</td>\n",
       "      <td>Harrison St at 17th St</td>\n",
       "      <td>37.763847</td>\n",
       "      <td>...</td>\n",
       "      <td>6558</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1986</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2019-02-28</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>33</td>\n",
       "      <td>449.800000</td>\n",
       "      <td>morning</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               start_time  duration_sec                end_time  \\\n",
       "0 2019-02-28 10:30:03.377         36190 2019-02-28 20:33:14.228   \n",
       "1 2019-02-28 09:20:43.087         31633 2019-02-28 18:07:56.344   \n",
       "2 2019-02-28 09:35:13.840         30666 2019-02-28 18:06:20.011   \n",
       "3 2019-02-28 11:56:08.063         21883 2019-02-28 18:00:52.007   \n",
       "4 2019-02-28 08:52:26.557         26988 2019-02-28 16:22:14.575   \n",
       "\n",
       "   start_station_id                                 start_station_name  \\\n",
       "0              58.0                               Market St at 10th St   \n",
       "1              81.0                                 Berry St at 4th St   \n",
       "2              58.0                               Market St at 10th St   \n",
       "3             284.0  Yerba Buena Center for the Arts (Howard St at ...   \n",
       "4             139.0           Garfield Square (25th St at Harrison St)   \n",
       "\n",
       "   start_station_latitude  start_station_longitude  end_station_id  \\\n",
       "0               37.776619              -122.417385           375.0   \n",
       "1               37.775880              -122.393170            93.0   \n",
       "2               37.776619              -122.417385            11.0   \n",
       "3               37.784872              -122.400876             3.0   \n",
       "4               37.751017              -122.411901           112.0   \n",
       "\n",
       "                               end_station_name  end_station_latitude  \\\n",
       "0                       Grove St at Masonic Ave             37.774836   \n",
       "1                  4th St at Mission Bay Blvd S             37.770407   \n",
       "2                        Davis St at Jackson St             37.797280   \n",
       "3  Powell St BART Station (Market St at 4th St)             37.786375   \n",
       "4                        Harrison St at 17th St             37.763847   \n",
       "\n",
       "      ...      bike_id   user_type member_birth_year  member_gender  \\\n",
       "0     ...         5465  Subscriber              1991         Female   \n",
       "1     ...         2270    Customer              1984         Female   \n",
       "2     ...         5522    Customer              1988           Male   \n",
       "3     ...         4635  Subscriber              1980         Female   \n",
       "4     ...         6558  Subscriber              1986           Male   \n",
       "\n",
       "  bike_share_for_all_trip        date       day age  duration_min  day_period  \n",
       "0                      No  2019-02-28  Thursday  28    603.166667     morning  \n",
       "1                      No  2019-02-28  Thursday  35    527.216667     morning  \n",
       "2                      No  2019-02-28  Thursday  31    511.100000     morning  \n",
       "3                     Yes  2019-02-28  Thursday  39    364.716667     morning  \n",
       "4                     Yes  2019-02-28  Thursday  33    449.800000     morning  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bike.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Ride duration vs period of the day\n",
    "Checking distribution of the ride durations for each period of the day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f74a85bc160>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plotting a Facet grid)\n",
    "bins = np.arange(0,75,5)\n",
    "g = sb.FacetGrid\n",
    "g = sb.FacetGrid(data=bike, col = 'day_period')\n",
    "g.map(plt.hist, 'duration_min', bins = bins, edgecolor = 'black')\n",
    "g.fig.set_size_inches(14,6)\n",
    "plt.ylabel('number of rides',fontsize=10, weight='bold');\n",
    "plt.suptitle('Distribution of bike trip duration by day period'.title(), fontsize=14, weight='bold');\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The distribution of the ride duration values throughout all the periods of the day, except the late night still shows the 5-10 minute rides being a majority. Minor differences are however seen for other time ranges. In the mornings, there are more 10-15 minute rides as opposed to 0-5 minute rides. The opposite is however true for the afternoon and evening. The late night period is an exception to all this because it appears to have an equal number of rides that are in the 0-5 and 5-10 minute ranges, these being the majority."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Ride duration vs day of the week\n",
    "Checking distributions of ride durations for each day of the week."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f74a83bd588>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins = np.arange(0,75,5)\n",
    "g = sb.FacetGrid(data=bike, col = 'day', col_wrap = 4)\n",
    "g.map(plt.hist, 'duration_min', bins = bins, edgecolor = 'black')\n",
    "g.fig.set_size_inches(14,6)\n",
    "plt.ylabel('number of rides',fontsize=10, weight='bold');\n",
    "#plt.suptitle('Distribution of ride duration by day'.title(), fontsize=14, weight='bold');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The distribution of the ride duration values against days of the week also still shows that 5-10 minute bike rides were the majority across all the days of the week. The variations here also appear in the differences betweeen 0-5 minute and 10-15 minute ranges. On Sundays,Mondays and Saturdays, the number of 0-5 minute bike rides are slightly higher, while on Tuesdays and Thursdays the 10-15 minute bike rides are slightly more. Note that Tuesdays and Thursdays overall have the highest number of bike rides throughout the week. Perhaps they are the busier days, hence why people are taking longer bike rides to supplement regular transport means."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Ride duration vs age\n",
    "Checking if there is a correlation between the duration of bike rides and age.\n",
    "Due to the large number of values, I used a random sample of 2500 records."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f74a8602c18>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bike_sample = bike.sample(5000)\n",
    "plt.figure(figsize = [14,6])\n",
    "plt.scatter(data = bike_sample, x = 'age', y = 'duration_min', alpha = 0.3, s=5)\n",
    "plt.yscale('log')\n",
    "plt.xlabel('age',fontsize=10, weight='bold')\n",
    "plt.ylabel('ride duration in minutes',fontsize=10, weight='bold')\n",
    "plt.title('Ride duration vs age',fontsize=14, weight='bold');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " There is no correlation between age and ride duration. Majority of the rides are in the 5-15 minute range, regardless of age."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Curious to see the trend of average ride duration per age"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f74a8155f98>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#line plot\n",
    "plt.figure(figsize = [14,6])\n",
    "bike.groupby('age').duration_min.mean().plot(legend = True);\n",
    "plt.xlabel('Age',fontsize=10, weight='bold')\n",
    "plt.ylabel('Duration in min', fontsize=10, weight='bold')\n",
    "plt.title('Average ride duration', fontsize=14, weight='bold');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For ages, 19 to 70, the average ride duration lies between 10 and 15 minutes. The extreme values seen for 18 year old age group can be attested to the relatively fewer number of records for this age. This can also explain sharp flactuations seen in the older age groups. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Ride duration vs gender\n",
    "Checking the distribution of ride duration for each gender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f74a8735cc0>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting a FacetGrid\n",
    "bins = np.arange(0,80,5)\n",
    "g = sb.FacetGrid\n",
    "g = sb.FacetGrid(data=bike, col = 'member_gender')\n",
    "g.map(plt.hist, 'duration_min', bins = bins, edgecolor = 'black')\n",
    "g.fig.set_size_inches(14,6)\n",
    "plt.ylabel('number of rides',fontsize=10, weight='bold');\n",
    "plt.suptitle('Distribution of ride duration by gender'.title(), fontsize=14, weight='bold');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The 5-10 minute ride duration still  has the highest frequency across all genders. However, there are more 10-15 minute rides relative to 0-5 minute rides by female members while the opposite is true for male members."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Ride duration vs user type\n",
    "Comparing the distribution of ride duration for each user type."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f74a103e748>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = [20, 6])\n",
    "\n",
    "plt.subplot(1,2,1)\n",
    "sb.stripplot(data=bike, x='user_type', y='duration_min',size=1, jitter=0.35,color = 'steelblue')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "sb.stripplot(data=bike.query('duration_min < duration_min.quantile(0.99)'), x='user_type', y='duration_min', size=1, jitter=0.35, color = 'steelblue');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plots show that the distributions of ride durations for both customers and subscribed members are very similar, despite the differences in the numbers of both groups."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Period of the day vs day\n",
    "Checking for variations in the number of rides for each period of the day across all days."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f74a84f39e8>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#clustered bar chart\n",
    "Countplot(bike, 'day', huevar='day_period', palette='Pastel2')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On the week-days, mornings and evenings are seen to have the higher numbers of bike rides. While on the weekends, afternoons and evenings have the higher numbers with each of their counts being nearly equal. Although evenings have been seen to have the highest number of bike rides generally, Friday evenings have a lower number of rides compared to Friday mornings."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Period of the day vs age\n",
    "Checking the distribution of ages relative to the period of the day."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f74a8617198>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = [14,6])\n",
    "sb.violinplot(data = bike, x = 'day_period', y = 'age', palette = 'Pastel2')\n",
    "plt.xlabel('Day period', fontsize=10, weight='bold')\n",
    "plt.ylabel('Age', fontsize=10, weight='bold')\n",
    "plt.title('Age distributions by day period', fontsize=14, weight='bold');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The age distribution is similar across all periods of the day, appearing right skewed for all of them. The modal age for the morning, afternoon and evening periods lies between late 20's and early 30's while the modal age for the late night  period lies between mid and late 20's."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Period of the day vs gender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f74a17fb240>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#clustered bar chart\n",
    "Countplot(bike, 'day_period', huevar='member_gender', palette = 'Pastel1')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The period of the day doesn't really affect the frequency of rides according to gender. It's however notable that the same number of rides by the female gender group is seen for the morning and evening while for males the number is slightly increased in the evening."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Day vs gender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f74a104a160>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#clustered bar chart\n",
    "Countplot(bike, 'day', huevar='member_gender', palette='Pastel1')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The day and gender variables are independent of each other. The frequency of bike rides by gender is not affected by any particular day of the week."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Relationships observed in this part of the investigation and how the feature(s) of interest varied with other features in the dataset.\n",
    "\n",
    "> The features of interest were observed to be largely independent with only slight variations when plotted against each other and in other instances, no variations at all. \n",
    "\n",
    ">The ride duration showed slight variations when plotted against period of day, day of the week and gender and no correlation when plotted against age.\n",
    "\n",
    ">There were also slight variations in the number of rides logged for certain values of day period when plotted against days. However, there was no effect on the number of rides when the period of the day was plotted against gender, same thing when the days were plotted against gender.\n",
    "\n",
    "### Interesting relationships observed between the other features (not the main feature(s) of interest)\n",
    "\n",
    "> It was interesting to note that the distributions of ride durations for both customers and subscribed members are very similar, despite the differences in the numbers of both groups."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multivariate Exploration\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Due to the notable largely independent nature of the gender variable, I will be leaving it out in my multivariate exploration. Instead, I will explore how the **age** and **ride duration** features each independently affect the frequency of bike rides with respect to **day** and **period of day**, seeing as they (**age** and **ride duration**) have no correlation."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Age, day, period of day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f74a820b7b8>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = [14,6])\n",
    "sb.stripplot(data=bike, x='day',y='age', hue='day_period',palette='Pastel2', size=1, jitter=0.35, dodge=True);\n",
    "plt.legend(loc=6, bbox_to_anchor=(1.0,0.5));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f74a8326f60>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sb.FacetGrid(data = bike, col = 'day', row = 'day_period',margin_titles = True)\n",
    "bins = np.arange(18,90,10)\n",
    "g.map(plt.hist, 'age', bins = bins, edgecolor = 'black');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The day,period of day and age features enhance each other and only further confirm the observations as seen in earlier univariate and bivariate plots. The highest frequency of rides is seen on Thursday evenings among the 30's age group and the lowest frequencies are seen throughout late nights."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Duration, day, period of day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f74a153b080>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = [14,6])\n",
    "sb.stripplot(data=bike.query('duration_min < 90'), x='day',y='duration_min', hue='day_period',palette='Pastel2', size=1, jitter=0.35, dodge=True)\n",
    "plt.legend(loc=6, bbox_to_anchor=(1.0,0.5));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f74a10bd4e0>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sb.FacetGrid(data = bike, col = 'day', row = 'day_period',margin_titles = True)\n",
    "bins = np.arange(0,80,5)\n",
    "g.map(plt.hist, 'duration_min', bins = bins, edgecolor = 'black');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A similar observation is noted for the ride duration, day and period of day features. enhance each other and only further .The highest frequency of rides is seen on Thursday evenings for the 5-10 minute bike rides, while the lowest frequencies of rides are generally seen throughout late nights."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Relationships observed in this part of the investigation, features that strengthened each other in terms of my feature(s) of interest.\n",
    "\n",
    "> The day,period of day and age features enhance each other and only further confirm the observations as seen in earlier univariate and bivariate plots. The highest frequency of rides is seen on Thursday evenings among the 30's age group.\n",
    "\n",
    "> A similar observation is noted for the ride duration, day and period of day features. enhance each other and only further .The highest frequency of rides is seen on Thursday evenings for the 5-10 minute bike rides.\n",
    "\n",
    "> Comparing the distribution sizes of the age and ride duration plots, I'd say that age has a larger effect on the frequency of bike rides than ride duration does.\n",
    "\n",
    "### Comments on any interesting or surprising interactions between features.\n",
    "\n",
    "> There were no particularly surprising interactions between features. The multivariate plots mostly enhanced what was seen in the earlier univariate and bivariate plots."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
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}