{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%config InlineBackend.figure_format='retina'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"austin_bikeshare_20191101.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['start_time'] = pd.to_datetime(df['start_time'])\n",
    "df['start_date'] = df['start_time'].dt.date\n",
    "df['start_hour'] = df['start_time'].dt.hour"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": [
     "parameters"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2019-11-05\n"
     ]
    }
   ],
   "source": [
    "date = '2019-11-05'\n",
    "print(date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "filter_df = df[df['start_date'].astype(str) == date]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>trip_id</th>\n",
       "      <th>subscriber_type</th>\n",
       "      <th>bikeid</th>\n",
       "      <th>start_time</th>\n",
       "      <th>start_station_id</th>\n",
       "      <th>start_station_name</th>\n",
       "      <th>end_station_id</th>\n",
       "      <th>end_station_name</th>\n",
       "      <th>duration_minutes</th>\n",
       "      <th>start_date</th>\n",
       "      <th>start_hour</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>21204361</td>\n",
       "      <td>Local30</td>\n",
       "      <td>2124</td>\n",
       "      <td>2019-11-05 12:49:51+00:00</td>\n",
       "      <td>4050</td>\n",
       "      <td>5th/Campbell</td>\n",
       "      <td>3660</td>\n",
       "      <td>East 6th/Medina</td>\n",
       "      <td>21</td>\n",
       "      <td>2019-11-05</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>21203639</td>\n",
       "      <td>Single Trip (Pay-as-you-ride)</td>\n",
       "      <td>1543</td>\n",
       "      <td>2019-11-05 11:17:07+00:00</td>\n",
       "      <td>4059</td>\n",
       "      <td>Nash Hernandez/East @ RBJ South</td>\n",
       "      <td>4059</td>\n",
       "      <td>Nash Hernandez/East @ RBJ South</td>\n",
       "      <td>7</td>\n",
       "      <td>2019-11-05</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>21203659</td>\n",
       "      <td>24 Hour Walk Up Pass</td>\n",
       "      <td>336G</td>\n",
       "      <td>2019-11-05 11:21:37+00:00</td>\n",
       "      <td>4061</td>\n",
       "      <td>Lakeshore/Austin Hostel</td>\n",
       "      <td>4061</td>\n",
       "      <td>Lakeshore/Austin Hostel</td>\n",
       "      <td>34</td>\n",
       "      <td>2019-11-05</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>21206699</td>\n",
       "      <td>Pay-as-you-ride</td>\n",
       "      <td>123</td>\n",
       "      <td>2019-11-05 17:37:49+00:00</td>\n",
       "      <td>4062</td>\n",
       "      <td>Lakeshore/Pleasant Valley</td>\n",
       "      <td>4062</td>\n",
       "      <td>Lakeshore/Pleasant Valley</td>\n",
       "      <td>15</td>\n",
       "      <td>2019-11-05</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>21203633</td>\n",
       "      <td>Single Trip (Pay-as-you-ride)</td>\n",
       "      <td>588</td>\n",
       "      <td>2019-11-05 11:16:30+00:00</td>\n",
       "      <td>4059</td>\n",
       "      <td>Nash Hernandez/East @ RBJ South</td>\n",
       "      <td>4059</td>\n",
       "      <td>Nash Hernandez/East @ RBJ South</td>\n",
       "      <td>9</td>\n",
       "      <td>2019-11-05</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      trip_id                subscriber_type bikeid                start_time  \\\n",
       "0    21204361                        Local30   2124 2019-11-05 12:49:51+00:00   \n",
       "182  21203639  Single Trip (Pay-as-you-ride)   1543 2019-11-05 11:17:07+00:00   \n",
       "183  21203659           24 Hour Walk Up Pass   336G 2019-11-05 11:21:37+00:00   \n",
       "184  21206699                Pay-as-you-ride    123 2019-11-05 17:37:49+00:00   \n",
       "207  21203633  Single Trip (Pay-as-you-ride)    588 2019-11-05 11:16:30+00:00   \n",
       "\n",
       "     start_station_id               start_station_name  end_station_id  \\\n",
       "0                4050                     5th/Campbell            3660   \n",
       "182              4059  Nash Hernandez/East @ RBJ South            4059   \n",
       "183              4061          Lakeshore/Austin Hostel            4061   \n",
       "184              4062        Lakeshore/Pleasant Valley            4062   \n",
       "207              4059  Nash Hernandez/East @ RBJ South            4059   \n",
       "\n",
       "                    end_station_name  duration_minutes  start_date  start_hour  \n",
       "0                    East 6th/Medina                21  2019-11-05          12  \n",
       "182  Nash Hernandez/East @ RBJ South                 7  2019-11-05          11  \n",
       "183          Lakeshore/Austin Hostel                34  2019-11-05          11  \n",
       "184        Lakeshore/Pleasant Valley                15  2019-11-05          17  \n",
       "207  Nash Hernandez/East @ RBJ South                 9  2019-11-05          11  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filter_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 264,
       "width": 370
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "filter_df.groupby(['start_hour'])[['trip_id']].count().plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 516
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "filter_df.groupby(['subscriber_type'])[['trip_id']].count().plot.barh();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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uBJ4Gtgb2oghHLarMPx74CpDA/cCTwBbdbSgijge+C7wE/BRYBuwKnAIcGhF7ZOZjzXy0JEmSJEmSJEmSJEmSNBC0a6hpWGY+X9sZEVOB04HTgBMrr86nCDSdQ3Eq07qacRvVTHU7sDdwZ2Y+FRE3A/t0tZmIGAVcAKwF9szM31be/RPwVeBrwLENfp8kSZIkSZIkSZIkSZI0YA3a0BvojXqBptKMsh3b2REROwCfpLhm7gu1gaZyvhdrnh/MzF9l5lMNbukQYFPgmmqgqXQ+sAI4OiL+qsH5JEmSJEmSJEmSJEmSpAGrLUNN3ZhUtndV+j5E8Z2XAcMi4m8j4rSIOCEi3tCidUeV7X21L8oQ1RJgI4rTnyRJkiRJkiRJkiRJkiR1o12vnwMgIiYDQ4EOYDywJ0WgaVqlbPey7QAWA1tV3mVEXAR8OjPXNrGVx8r29XX2OAgYXT6OW99EETGvi1frHStJkiRJkiRJkiRJkiT1B20dagImAyMrz7OBYzNzRaVvRNl+Gbi+HLMEeDvwXeBEiuvhzmpiH/8JvAS8PyLGZ+btlXefBV5T/r1lE2tIkiRJkiRJkiRJkiRJA0JbXz+XmaMyMyiufzsCGAPcERG7VsoGl+3DwOGZuSAzn8nMG4EjgXXAKRGxcRP7WAqcSXHF3H9FxL9FxHkRcR1wPn++Dm+9p0Fl5m71fsDdvd2fJEmSJEmSJEmSJEmS1E7aOtTUKTMfycyrgQMorpe7vPJ6VdnOzszVNePuBO4HXg3s1OQezgHeD8wFDgH+geJkpg8BvyjLHm1mDUmSJEmSJEmSJEmSJGkgaPfr514mM5dGxEJgl4gYnpmPAfdQhJ2e6GJYZ+hpsxasfy1wbW1/RPx9+efvml1DkiRJkiRJkiRJkiRJ6u/6xUlNNbYu286r3m4o251rCyNiE2Bs+bjkldhMRIwD9qQ4Eeo3r8QakiRJkiRJkiRJkiRJUn/SdqGmiBgXEaPq9A+KiKnACGBuZnaewDQLuA84MCL2rxl2BtAB3JKZy5vc17A6fSOAKyn+z5/PzHXNrCFJkiRJkiRJkiRJkiQNBO14/dxBwHkRMQdYDKwERgL7AGOA5cDxncWZuSYijgF+CcyKiKuBpcDuwN7ACuCE2kUi4tLK47iyPTcini7//n5m/rpSc2ZEHERxGtMK4HXA+yhCU2dm5lXNfDTAztt0MG/axGankSRJkiRJkiRJkiRJkvq0dgw1XQ9cDOwBvA3YAngWWARcAVyQmY9XB2TmryNiPDAFeHc55pFynrMz88E66xxTp++Iyt83A9VQ003ArsBh5fyrgBuBb2Tmr3r2iZIkSZIkSZIkSZIkSdLA1XahpsxcAJzUi3ELgaN6UB89nH8mMLOn+5IkSZIkSZIkSZIkSZL0coM29AYkSZIkSZIkSZIkSZIkqcpQkyRJkiRJkiRJkiRJkqQ+xVCTJEmSJEmSJEmSJEmSpD7FUJMkSZIkSZIkSZIkSZKkPsVQkyRJkiRJkiRJkiRJkqQ+xVCTJEmSJEmSJEmSJEmSpD7FUJMkSZIkSZIkSZIkSZKkPsVQkyRJkiRJkiRJkiRJkqQ+ZciG3kBvRMS5wHhgR2A4sBpYClwDXJiZK9cz/gfAR8vHsZl5b837Y4EfdjPF32fmd2rGXAoc082YnTLz7u72tT4LHnqS0afObGYKCYAl0yZu6C1IkiRJkiRJkiRJkiR1qS1DTcDJwHzgOuBRYHNgAnAWcEJETMjMZfUGRsQkikDTM8DQ9axzLfD7Ov23dzNmOvBEnf7H1rOWJEmSJEmSJEmSJEmSJNo31DQsM5+v7YyIqcDpwGnAiXXevwb4HvBjYBSwz3rWuSYzL+3h3r6ZmUt6OEaSJEmSJEmSJEmSJElSadCG3kBv1As0lWaU7dgu3l9ctie1dkeSJEmSJEmSJEmSJEmSWqVdT2rqyqSyvav2RUQcC7wfODwzV0ZEI/PtEhGfBTYFHgJuyswH1zPm4IgYBqwF7gVuzMynGty/JEmSJEmSJEmSJEmSNOC1dagpIiYDQ4EOYDywJ0WgaVpN3fbAdOBfMvOaHizxmZrntRHxfeCz3ZwW9e2a56cj4rTM/FYjC0bEvC5ejWtkvCRJkiRJkiRJkiRJktTu2jrUBEwGRlaeZwPHZuaKzo6IGARcBjwDfLrBee8HPgX8EniQIjS1J3AO8AlgGHB0zZg5wC+AW4FHga2Bw4EpwIUR8WJmXowkSZIkSZIkSZIkSZKkbrV1qCkzRwFExEjgXRQnNN0REYdm5vyy7GRgH2BiZq5qcN5bgFsqXc8BV0XErcCdwIci4tzMvLMy5pKaae4Dzo+Ie4CfAVMj4geZuXY9a+9Wr788wWnXRvYvSZIkSZIkSZIkSZIktbNBG3oDrZCZj2Tm1cABwFbA5QARMRaYCvwwM3/RgnWWUZzGBLB3g2N+DjwEDAfe1OweJEmSJEmSJEmSJEmSpP6uX4SaOmXmUmAh8OaIGA68GdgEOC4isvqjOL0J4H/Kvvc3uEzn1Xab92BrvRkjSZIkSZIkSZIkSZIkDUhtff1cF7Yu27XAEuAHXdRNBEYBVwFPlbWNeEfZ3tdIcUR0AOOA7MEakiRJkiRJkiRJkiRJ0oDVdqGmiBgHPJGZy2v6BwFnAyOAuZm5ClgFfLyLeW6mCDWdnpn31rzbKzN/VdMXwKnAO4HHgNmVd6OAoXXmGQpcCmwKXFe7557aeZsO5k2b2MwUkiRJkiRJkiRJkiRJUp/XdqEm4CDgvIiYAywGVgIjKa6TGwMsB45vco05EbEI+B3wENAB7AHsDDwHfDgzn6rUjwNuiojfAH8AHgW2AfanCE7dRxfhKkmSJEmSJEmSJEmSJEkv1+tQU0Sc2cuhmZln93Zd4HrgYoqQ0duALYBngUXAFcAFmfl4E/MDfA14O7Af8FfAOuAB4FvA1zOz9uq5xeWedgfeV+7pOeAe4MJyT083uSdJkiRJkiRJkiRJkiRpQGjmpKaz6vRl5e+o0x/l370ONWXmAuCk3o6vzLNvN+/+qYdzLQM+0eyeJEmSJEmSJEmSJEmSJDUXanp3nb6TgUOAfwVuprgKblRZezQwE/hmE2tKkiRJkiRJkiRJkiRJ6ud6HWrKzFuqzxHxEWB/YEJmzq8pvywiLgTmAD/t7ZqSJEmSJEmSJEmSJEmS+r9BLZzrZODHdQJNAGTm7cCMsk6SJEmSJEmSJEmSJEmS6mplqOmNwMPrqfljWSdJkiRJkiRJkiRJkiRJdbUy1PQUsMd6avYEnmnhmpIkSZIkSZIkSZIkSZL6mVaGmmYCe0XE1yLi1dUXEfHqiDifIvT0sxauKUmSJEmSJEmSJEmSJKmfGdLCuU4D9gVOBj4eEb8HHgFGArsAw4D7gNNbuKYkSZIkSZIkSZIkSZKkfqZlJzVl5qPA7sAPKMJSewMfLNshwPeAd5R1TYmIcyPihohYFhGrI+LxiLgjIqZExFY1tdtGxLcj4raIWB4RL0TEHyPiVxFxXERs1MUaYyLiB+Uaa8qx/xYR47rZ12YR8aWIuCcino+IRyNiRkTs1Ow3S5IkSZIkSZIkSZIkSQNFZGbrJ40YAowDOoAngbsz86UWzr8GmA8sBB4FNgcmAOOBPwITMnNZWbsvcC1wG8VJUY8DWwEHA9sCNwP7V/cXEbsCN1GcLnVjuda2wBHAGuC9mXlrzZ42AW6guGLv9nLcthTBrjXAfpl5WxPfPG/jkTvs+tpjp/d2Ckk9sGTaxA29BUmSJEmSJEmSJEmS2spuu+3G/Pnz52fmbs3O1crr5/6kDAgteCXmLg3LzOdrOyNiKsX1dqcBJ5bdc4EtM3NdTe1GwC8prsw7AphRef0DikDTKZn5jcqYdwJzgMsj4s2Z+WJlzCkUgaZ/B47qXC8ifgxcA1wSEW+p3YckSZIkSZIkSZIkSZKkl2vZ9XN/SfUCTaXOYNLYSu2aekGiMpB0TW19RIwBdqE4AWp6zZjfUJz6NBY4qDImgE+Wj5+rrpeZ1wK/At4E7NPA50mSJEmSJEmSJEmSJEkDWq9PaoqIG4EEjsnMB8vnRmRmvqe3667HpLK9a32FETEYOKRO/aiyXdLFqUr3le17gJ+Vf+8AbAcsysz764yZBewF7EdxrZ0kSZIkSZIkSZIkSZKkLjRz/dy+FKGmV1WeG5FNrPkyETEZGAp0AOOBPSkCStPq1A4H/gEI4DXA/sAbgCuBn1dKHyvb7SMiMrN2v2PKdlyl741lu6iLrf5P2e64nk8iIuZ18WpcF/2SJEmSJEmSJEmSJElSv9LrUFNmDuru+S9kMjCy8jwbODYzV9SpHQ5MqTwn8DXg9GpwKTMXRcQiigDSp4ALOt9FxDuAw8rHLStzdZTtk13ss7N/i26/RpIkSZIkSZIkSZIkSRIbIoj0MhGxXUTs3ZuxmTkqM4PiyrgjKE5RuiMidq1Te3dZOwTYHjgZOAGYExF/VVP+CeAFYHpEXBcR50XEvwFzgIVlzdoebDU6t9HAN+1W7wfc3YP1JEmSJEmSJEmSJEmSpLa1wUNNwHHATc1MkJmPZObVwAHAVsDl3dSuzcwHMnM6RXhpAvDlmpqbgbcDVwFvBT5TPn8FOKMse7QypPMkpg7qG1ZTJ0mSJEmSJEmSJEmSJKkLvb5+ri/KzKURsRDYJSKGZ+Zj6xkyq2z3rTPXXcDf1PZHxJfKP39X6b6nbHfsYp2xZbtoPfuRJEmSJEmSJEmSJEmSBry+cFJTq21dto1cD7dN2b7UyMQRsQnwEWAd8KPKq8XAA8COEfH6OkMPLtsbG1lHkiRJkiRJkiRJkiRJGsjaLtQUEeMiYlSd/kERMRUYAczNzFVl/zsi4lV16ocC08vHmTXvNo+IwTV9GwEXAaOBizJzcee7zEzgO+XjVyNiUGXcYcBewELglh5+riRJkiRJkiRJkiRJkjTgtOP1cwcB50XEHIoTklYCI4F9gDHAcuD4Sv1pwL4RcQvFaUrPAdtSnJ60BTAXOKdmjXc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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 576,
       "width": 1178
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "filter_df.groupby(['start_station_id'])['start_station_id'].count().plot.barh(figsize=(20, 10));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 592,
       "width": 649
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "plt.title(\"start station id count per start hour\")\n",
    "sns.heatmap(filter_df.groupby(['start_hour', 'start_station_id'])[['start_station_id']].count().unstack(),\n",
    "           lw=.5, annot=True, cmap='GnBu', fmt='g', annot_kws={'size':10});"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
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  "varInspector": {
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    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
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   "types_to_exclude": [
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    "builtin_function_or_method",
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   "window_display": false
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 "nbformat": 4,
 "nbformat_minor": 2
}