2017-12-07_FR_Background.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Background\n",
    "\n",
    "Notebook to extract statistics about the data that will be cited in the background section of the report."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn.apionly as sns\n",
    "\n",
    "plt.style.use('clean')\n",
    "\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Read in Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 54 s, sys: 12.2 s, total: 1min 6s\n",
      "Wall time: 1min 25s\n"
     ]
    }
   ],
   "source": [
    "# read in the unprocessed data\n",
    "%time df = pd.read_csv('data/yellow_tripdata_2009-01.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Trip_Dropoff_DateTime'] = pd.to_datetime(df['Trip_Dropoff_DateTime'])\n",
    "df['Trip_Pickup_DateTime'] = pd.to_datetime(df['Trip_Pickup_DateTime'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['duration'] = (df['Trip_Dropoff_DateTime'] - df['Trip_Pickup_DateTime']).dt.total_seconds()\n",
    "df['weekday'] = df['Trip_Pickup_DateTime'].dt.weekday\n",
    "df['hour'] = df['Trip_Pickup_DateTime'].dt.hour"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyze Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "14092413"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vendor_name</th>\n",
       "      <th>Trip_Pickup_DateTime</th>\n",
       "      <th>Trip_Dropoff_DateTime</th>\n",
       "      <th>Passenger_Count</th>\n",
       "      <th>Trip_Distance</th>\n",
       "      <th>Start_Lon</th>\n",
       "      <th>Start_Lat</th>\n",
       "      <th>Rate_Code</th>\n",
       "      <th>store_and_forward</th>\n",
       "      <th>End_Lon</th>\n",
       "      <th>...</th>\n",
       "      <th>Payment_Type</th>\n",
       "      <th>Fare_Amt</th>\n",
       "      <th>surcharge</th>\n",
       "      <th>mta_tax</th>\n",
       "      <th>Tip_Amt</th>\n",
       "      <th>Tolls_Amt</th>\n",
       "      <th>Total_Amt</th>\n",
       "      <th>duration</th>\n",
       "      <th>weekday</th>\n",
       "      <th>hour</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>VTS</td>\n",
       "      <td>2009-01-04 02:52:00</td>\n",
       "      <td>2009-01-04 03:02:00</td>\n",
       "      <td>1</td>\n",
       "      <td>2.63</td>\n",
       "      <td>-73.991957</td>\n",
       "      <td>40.721567</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-73.993803</td>\n",
       "      <td>...</td>\n",
       "      <td>CASH</td>\n",
       "      <td>8.9</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.40</td>\n",
       "      <td>600.0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>VTS</td>\n",
       "      <td>2009-01-04 03:31:00</td>\n",
       "      <td>2009-01-04 03:38:00</td>\n",
       "      <td>3</td>\n",
       "      <td>4.55</td>\n",
       "      <td>-73.982102</td>\n",
       "      <td>40.736290</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-73.955850</td>\n",
       "      <td>...</td>\n",
       "      <td>Credit</td>\n",
       "      <td>12.1</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.60</td>\n",
       "      <td>420.0</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>VTS</td>\n",
       "      <td>2009-01-03 15:43:00</td>\n",
       "      <td>2009-01-03 15:57:00</td>\n",
       "      <td>5</td>\n",
       "      <td>10.35</td>\n",
       "      <td>-74.002587</td>\n",
       "      <td>40.739748</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-73.869983</td>\n",
       "      <td>...</td>\n",
       "      <td>Credit</td>\n",
       "      <td>23.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.74</td>\n",
       "      <td>0.0</td>\n",
       "      <td>28.44</td>\n",
       "      <td>840.0</td>\n",
       "      <td>5</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>DDS</td>\n",
       "      <td>2009-01-01 20:52:58</td>\n",
       "      <td>2009-01-01 21:14:00</td>\n",
       "      <td>1</td>\n",
       "      <td>5.00</td>\n",
       "      <td>-73.974267</td>\n",
       "      <td>40.790955</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-73.996558</td>\n",
       "      <td>...</td>\n",
       "      <td>CREDIT</td>\n",
       "      <td>14.9</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.45</td>\n",
       "      <td>1262.0</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>DDS</td>\n",
       "      <td>2009-01-24 16:18:23</td>\n",
       "      <td>2009-01-24 16:24:56</td>\n",
       "      <td>1</td>\n",
       "      <td>0.40</td>\n",
       "      <td>-74.001580</td>\n",
       "      <td>40.719382</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-74.008378</td>\n",
       "      <td>...</td>\n",
       "      <td>CASH</td>\n",
       "      <td>3.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.70</td>\n",
       "      <td>393.0</td>\n",
       "      <td>5</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  vendor_name Trip_Pickup_DateTime Trip_Dropoff_DateTime  Passenger_Count  \\\n",
       "0         VTS  2009-01-04 02:52:00   2009-01-04 03:02:00                1   \n",
       "1         VTS  2009-01-04 03:31:00   2009-01-04 03:38:00                3   \n",
       "2         VTS  2009-01-03 15:43:00   2009-01-03 15:57:00                5   \n",
       "3         DDS  2009-01-01 20:52:58   2009-01-01 21:14:00                1   \n",
       "4         DDS  2009-01-24 16:18:23   2009-01-24 16:24:56                1   \n",
       "\n",
       "   Trip_Distance  Start_Lon  Start_Lat  Rate_Code  store_and_forward  \\\n",
       "0           2.63 -73.991957  40.721567        NaN                NaN   \n",
       "1           4.55 -73.982102  40.736290        NaN                NaN   \n",
       "2          10.35 -74.002587  40.739748        NaN                NaN   \n",
       "3           5.00 -73.974267  40.790955        NaN                NaN   \n",
       "4           0.40 -74.001580  40.719382        NaN                NaN   \n",
       "\n",
       "     End_Lon  ...   Payment_Type Fare_Amt  surcharge  mta_tax  Tip_Amt  \\\n",
       "0 -73.993803  ...           CASH      8.9        0.5      NaN     0.00   \n",
       "1 -73.955850  ...         Credit     12.1        0.5      NaN     2.00   \n",
       "2 -73.869983  ...         Credit     23.7        0.0      NaN     4.74   \n",
       "3 -73.996558  ...         CREDIT     14.9        0.5      NaN     3.05   \n",
       "4 -74.008378  ...           CASH      3.7        0.0      NaN     0.00   \n",
       "\n",
       "   Tolls_Amt  Total_Amt  duration  weekday  hour  \n",
       "0        0.0       9.40     600.0        6     2  \n",
       "1        0.0      14.60     420.0        6     3  \n",
       "2        0.0      28.44     840.0        5    15  \n",
       "3        0.0      18.45    1262.0        3    20  \n",
       "4        0.0       3.70     393.0        5    16  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "hour_counts = df.groupby('hour').count()['vendor_name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.argmin(hour_counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "19"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.argmax(hour_counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "arrow_dict = {'width': 1, \n",
    "              'headwidth': 5, \n",
    "              'color': 'k'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0wAAAIvCAYAAABHilv3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSZIkSQX+PyuSjAE0GDSzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x120e57470>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 279,
       "width": 422
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(hour_counts.index, hour_counts)\n",
    "sns.despine()\n",
    "plt.annotate(\"{:,}\".format(hour_counts[5]), \n",
    "             (5,hour_counts[5]), (3,3e5),\n",
    "             arrowprops=arrow_dict)\n",
    "plt.annotate(\"{:,}\".format(hour_counts[19]), \n",
    "             (19,hour_counts[19]), (13,9e5),\n",
    "             arrowprops=arrow_dict)\n",
    "\n",
    "plt.gca().get_yaxis().set_major_formatter(\n",
    "    matplotlib.ticker.FuncFormatter(lambda x, p: format(int(x), ',')))\n",
    "plt.title('Number of Taxi Trips by Hour (Jan 2009)')\n",
    "plt.xlabel('Hour (24-Hour Clock)')\n",
    "plt.ylabel('Number of Taxi Trips')\n",
    "plt.tight_layout()\n",
    "plt.savefig('reports/paper/figs/ridesbyhour.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [],
   "source": [
    "trip_mean = np.mean(df.duration) / 60"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA08AAAIvCAYAAACsveD0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSeHhu/0vAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11dc25fd0>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 279,
       "width": 423
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df.duration/60, bins=np.arange(0,100,1), histtype='stepfilled')\n",
    "plt.title('Distribution of Trip Duration (Jan 2009)')\n",
    "plt.xlabel('Trip Duration (minutes)')\n",
    "plt.ylabel(\"Number of Trips\")\n",
    "plt.gca().get_yaxis().set_major_formatter(\n",
    "    matplotlib.ticker.FuncFormatter(lambda x, p: format(int(x), ',')))\n",
    "plt.annotate('Just over 0.16% of trips last \\nlonger than 100 minutes.',\n",
    "            (100,.1e5), (50,2e5),\n",
    "            arrowprops=arrow_dict)\n",
    "plt.annotate('The average trip duration\\nis %.2f minutes.' % trip_mean,\n",
    "            (trip_mean,9e5), (20,9e5),\n",
    "            arrowprops=arrow_dict)\n",
    "plt.axvline(trip_mean, color='k', linewidth=1, alpha=1)\n",
    "plt.xlim((0,100))\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.savefig('reports/paper/figs/tripdurations.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0016589068174485094"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(df.duration > 60*100) / len(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11.565148059928891"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(df.duration) / 60"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0wAAAIvCAYAAABHilv3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRRlnWp1XAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12704e9e8>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 279,
       "width": 422
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df.duration/60 - (df.duration/60).astype('int'), bins=np.arange(0,1,.05))\n",
    "plt.title('Trips Usually take a Round Number of Minutes')\n",
    "plt.xlabel('Fractional Part of Trip Duration in Minutes')\n",
    "plt.ylabel('Number of Trips')\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.savefig('/Users/franciscorivera/Desktop/roundminutes.png', dpi=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "175082"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(df.duration < 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0124238482082522"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "175082 / len(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3633288.0"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max(df.duration)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "42.051944444444445"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "3633288 / 60 / 60 / 24"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}