(1) data_exploration.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "from zipfile import ZipFile\n",
    "import numpy as np \n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set_style('dark')\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data is from Washington D.C.’s bikeshare program and the data comes from https://www.capitalbikeshare.com/system-data. The bikeshare program records every individual ride taken. Each ride is tagged with its start and end time, start and end station (there are hundreds of locations where bikes can be rented across the city), as well as whether the rider has bought a one-time rental or is a member of the bikeshare program.\n",
    "\n",
    "The question this entire project seeks to answer is if we can detect any routes where the average time it takes to travel the route, changes over the course of the time period. For example, if a bike lane is added to a major road, this may reduce the travel time for that particular route. The issue is that with over a million samples, the chance of a false positive is very high since random variations in weather, speed of the riders, and pure randomness can influence the results. To deal with this we use Benjamini Hochberg control coupled with a regression that attempts to account for confounders. \n",
    "\n",
    "Our main tool for answering this question is with a permutation test and a regression model with 24 parameters. \n",
    "\n",
    "Running the entire file will download the data from 2010-2012 which includes around 1.3 million observations. The total size is around 300mb which is too large for Github, therefore to use the data for the next notebook you must first run this one. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(columns=['Duration', 'Start date', 'End date', 'Start station number',\n",
    "                            'Start station', 'End station number', 'End station', 'Bike number',\n",
    "                            'Member type'])\n",
    "for year in range(2010, 2012): \n",
    "    # the data goes up to 2017, but the files are extremely large from 2011 onwards - \n",
    "    # you can decide to just use a subset\n",
    "    url = f\"https://s3.amazonaws.com/capitalbikeshare-data/{str(year)}-capitalbikeshare-tripdata.zip\"\n",
    "    r = requests.get(url, allow_redirects = True)\n",
    "    zipfile_name = 'bikedata.zip'\n",
    "    open(zipfile_name, 'wb').write(r.content)\n",
    "    with ZipFile(zipfile_name, 'r') as zip:\n",
    "        zip.extractall()\n",
    "    zf = ZipFile(zipfile_name) \n",
    "    csv_name = f\"{year}-capitalbikeshare-tripdata.csv\"\n",
    "    intermediate_df = pd.read_csv(open(csv_name), parse_dates=['Start date', 'End date'])\n",
    "    df = pd.concat([df, intermediate_df])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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>Duration</th>\n",
       "      <th>Start date</th>\n",
       "      <th>End date</th>\n",
       "      <th>Start station number</th>\n",
       "      <th>Start station</th>\n",
       "      <th>End station number</th>\n",
       "      <th>End station</th>\n",
       "      <th>Bike number</th>\n",
       "      <th>Member type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1012</td>\n",
       "      <td>2010-09-20 11:27:04</td>\n",
       "      <td>2010-09-20 11:43:56</td>\n",
       "      <td>31208</td>\n",
       "      <td>M St &amp; New Jersey Ave SE</td>\n",
       "      <td>31108</td>\n",
       "      <td>4th &amp; M St SW</td>\n",
       "      <td>W00742</td>\n",
       "      <td>Member</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>61</td>\n",
       "      <td>2010-09-20 11:41:22</td>\n",
       "      <td>2010-09-20 11:42:23</td>\n",
       "      <td>31209</td>\n",
       "      <td>1st &amp; N St  SE</td>\n",
       "      <td>31209</td>\n",
       "      <td>1st &amp; N St  SE</td>\n",
       "      <td>W00032</td>\n",
       "      <td>Member</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2690</td>\n",
       "      <td>2010-09-20 12:05:37</td>\n",
       "      <td>2010-09-20 12:50:27</td>\n",
       "      <td>31600</td>\n",
       "      <td>5th &amp; K St NW</td>\n",
       "      <td>31100</td>\n",
       "      <td>19th St &amp; Pennsylvania Ave NW</td>\n",
       "      <td>W00993</td>\n",
       "      <td>Member</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1406</td>\n",
       "      <td>2010-09-20 12:06:05</td>\n",
       "      <td>2010-09-20 12:29:32</td>\n",
       "      <td>31600</td>\n",
       "      <td>5th &amp; K St NW</td>\n",
       "      <td>31602</td>\n",
       "      <td>Park Rd &amp; Holmead Pl NW</td>\n",
       "      <td>W00344</td>\n",
       "      <td>Member</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1413</td>\n",
       "      <td>2010-09-20 12:10:43</td>\n",
       "      <td>2010-09-20 12:34:17</td>\n",
       "      <td>31100</td>\n",
       "      <td>19th St &amp; Pennsylvania Ave NW</td>\n",
       "      <td>31201</td>\n",
       "      <td>15th &amp; P St NW</td>\n",
       "      <td>W00883</td>\n",
       "      <td>Member</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Duration          Start date            End date Start station number  \\\n",
       "0     1012 2010-09-20 11:27:04 2010-09-20 11:43:56                31208   \n",
       "1       61 2010-09-20 11:41:22 2010-09-20 11:42:23                31209   \n",
       "2     2690 2010-09-20 12:05:37 2010-09-20 12:50:27                31600   \n",
       "3     1406 2010-09-20 12:06:05 2010-09-20 12:29:32                31600   \n",
       "4     1413 2010-09-20 12:10:43 2010-09-20 12:34:17                31100   \n",
       "\n",
       "                   Start station End station number  \\\n",
       "0       M St & New Jersey Ave SE              31108   \n",
       "1                 1st & N St  SE              31209   \n",
       "2                  5th & K St NW              31100   \n",
       "3                  5th & K St NW              31602   \n",
       "4  19th St & Pennsylvania Ave NW              31201   \n",
       "\n",
       "                     End station Bike number Member type  \n",
       "0                  4th & M St SW      W00742      Member  \n",
       "1                 1st & N St  SE      W00032      Member  \n",
       "2  19th St & Pennsylvania Ave NW      W00993      Member  \n",
       "3        Park Rd & Holmead Pl NW      W00344      Member  \n",
       "4                 15th & P St NW      W00883      Member  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1342364 entries, 0 to 1226766\n",
      "Data columns (total 9 columns):\n",
      " #   Column                Non-Null Count    Dtype         \n",
      "---  ------                --------------    -----         \n",
      " 0   Duration              1342364 non-null  object        \n",
      " 1   Start date            1342364 non-null  datetime64[ns]\n",
      " 2   End date              1342364 non-null  datetime64[ns]\n",
      " 3   Start station number  1342364 non-null  object        \n",
      " 4   Start station         1342364 non-null  object        \n",
      " 5   End station number    1342364 non-null  object        \n",
      " 6   End station           1342364 non-null  object        \n",
      " 7   Bike number           1342364 non-null  object        \n",
      " 8   Member type           1342364 non-null  object        \n",
      "dtypes: datetime64[ns](2), object(7)\n",
      "memory usage: 102.4+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# replace empty spaces and lower case everything.\n",
    "df.columns = df.columns.str.replace(' ','_').str.lower()\n",
    "\n",
    "# Create extra date variables that will be useful for modelling.\n",
    "df['day_of_week'] = df.start_date.dt.day_name()\n",
    "df['days_since_jan1_2010'] =(df.start_date - pd.Timestamp('2010-01-01')).dt.days\n",
    "df['date'] = df.start_date.dt.floor(freq='D')  \n",
    "df['is_weekend'] = np.where(df.start_date.dt.day_of_week >= 6, 'weekend', 'weekday')\n",
    "df['hour'] = df.start_date.dt.hour\n",
    "# Creating a unique route variable will help with groupby operations. \n",
    "df['route'] = df['start_station'] + df['end_station']\n",
    "\n",
    "# 1 if they are a Member and 0 otherwise.\n",
    "df['member_type'] = np.where(df['member_type'] == 'Member', 1, 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I have identified several confounding variables that may distort the relationship between the ride duration and the passage of time, quantified by the days since January 1st, 2010. These included whether or not the rider was a member of the program, the day of the week, the time of day, and weather conditions. All of these variables may vary over time, and they have a strong potential to impact the duration of each ride. Members are likely to ride more frequently, and we would expect these people to be faster bikers along with using the bikes mostly for commuting, while non-members likely use the bikes for tourism and sightseeing. Furthermore, the day of the week can affect traffic patterns; for example, we would expect traffic to be heavier on weekdays compared to weekends because of commutes to work. The time of day has a similar effect—we would expect the traffic volume to be higher during morning and evening hours when workers are traveling to and from work; we also expect traffic to be heavier during lunch hours and lighter in the middle of the night. The weather is important because we would expect bikers to be more cautious when riding in rain or snow; this would cause them to slow down. These conditions could also make traffic heavier.\n",
    "\n",
    "To account for the effects of these confounders, we fit an ordinary least squares regression of duration on these variables and obtained the residuals—one identical regression per route, which allows the effects of these variables to vary by route. This is important because some routes might be away from busy roads, meaning that riders would be less affected by traffic and hence the day of week or time of day. Other routes may be between residential areas and commercial centers, meaning that they would be very affected by traffic patterns and thus, the day of week or time of day. Under the null hypothesis that the duration it takes to travel a given route does not change over time given these confounding factors, these residuals should be independent and identically distributed relative to the number of days since January 1st, 2010."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get Weather Data\n",
    "\n",
    "For the weather data I used [visual crossing](https://www.visualcrossing.com/weather/weather-data-services), a publicly funded weather tracking site that stores historical weather data. Thankfully they have the data for Washington from 2010-2011."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "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>date</th>\n",
       "      <th>temp</th>\n",
       "      <th>conditions</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010-09-20</td>\n",
       "      <td>22.5</td>\n",
       "      <td>Partially cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2010-09-21</td>\n",
       "      <td>20.1</td>\n",
       "      <td>Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2010-09-22</td>\n",
       "      <td>25.8</td>\n",
       "      <td>Partially cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2010-09-23</td>\n",
       "      <td>26.9</td>\n",
       "      <td>Partially cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2010-09-24</td>\n",
       "      <td>28.3</td>\n",
       "      <td>Partially cloudy</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date  temp        conditions\n",
       "0 2010-09-20  22.5  Partially cloudy\n",
       "1 2010-09-21  20.1             Clear\n",
       "2 2010-09-22  25.8  Partially cloudy\n",
       "3 2010-09-23  26.9  Partially cloudy\n",
       "4 2010-09-24  28.3  Partially cloudy"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather_df = pd.read_csv('Washington_Weather.csv', \n",
    "                    parse_dates=['datetime'],\n",
    "                    usecols=['datetime','temp', 'conditions'],\n",
    "                    )\n",
    "weather_df.rename({'datetime': 'date'}, axis=1, inplace=True)\n",
    "df = df.merge(weather_df, on='date')\n",
    "weather_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 750x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = sns.displot(df['duration'], aspect=1.5, kde=True)\n",
    "f.set(title='Distribution of Average Bike Ride Durations for each Route', xlabel='Ride Duration (in seconds)');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of rides longer than 40000 seconds: 1089\n"
     ]
    }
   ],
   "source": [
    "print(f\"Number of rides longer than 40000 seconds: {np.sum(df['duration'] > 40000)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Given the size of our dataset it isn't surprising that there are significant outliers. For example. there are 1089 rides that were longer than 11 hours. The long tail in the figure above means we have reason to remove outliers which are likely due to faulty data or lost bikes that were returned hours later. To address these outliers, I remove all rides that are further than 3 standard deviations, thereby removing around 1% of the total samples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "standard_dev = df['duration'].std() * 3\n",
    "df = df[df['duration'] < standard_dev]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def format_weather(row):\n",
    "    if 'Rain' in row:\n",
    "        return 'rain'\n",
    "    elif 'Snow' in row:\n",
    "        return 'snow'\n",
    "    return 'clear'\n",
    "\n",
    "df['conditions'] = df['conditions'].apply(format_weather)\n",
    "df['conditions'].value_counts().plot.bar();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Friday       194946\n",
       "Tuesday      192066\n",
       "Monday       190946\n",
       "Saturday     189725\n",
       "Thursday     185789\n",
       "Sunday       184048\n",
       "Wednesday    182391\n",
       "Name: day_of_week, dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.day_of_week.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,2, figsize=(10,4))\n",
    "df.groupby('day_of_week')['duration'].mean().sort_values().plot.bar(ax=ax[0])\n",
    "df.groupby('day_of_week')['duration'].std().sort_values().plot.bar(ax=ax[1])\n",
    "ax[0].set_title('Mean Duration by Day of Week', fontsize=10)\n",
    "ax[1].set_title('Standard Deviation of Bike Ride Duration by Day of Week', fontsize=10);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The weekend has the longest rides with the most variation. However, the other days of the week don't seem to follow a definitive hierarchy with the exception of monday having the longest ride times and with the most variation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[df.member_type == 1].groupby('hour')['duration'].count().plot(figsize=(6,6))\n",
    "df[df.member_type == 0].groupby('hour')['duration'].count().plot()\n",
    "plt.legend(['Members', 'Non-Members'])\n",
    "plt.title('Hourly Bike Ride Length Distribution by Membership')\n",
    "plt.ylabel('Number of Rides');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Number of Rides')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "df.groupby('hour')['duration'].mean().plot(figsize=(6,6), color='b', ax=ax)\n",
    "ax.legend()\n",
    "plt.title('Hourly Bike Ride Length Distribution by Membership')\n",
    "plt.ylabel('Number of Rides')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def format_time_day(row):\n",
    "    ''' Reformats the starttime column to a categorical variable.\n",
    "    '''\n",
    "    if row >= 6 and row < 10:\n",
    "        return 'morning'\n",
    "    elif row >= 10 and row <= 15:\n",
    "        return 'noon'\n",
    "    elif row > 15 and row <= 20:\n",
    "        return 'evening'\n",
    "    return 'night'\n",
    "\n",
    "df['time_of_day'] = df['hour'].apply(format_time_day)\n",
    "df.drop('hour', axis=1, inplace=True)\n",
    "df['time_of_day'].value_counts().plot.bar();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "df.groupby('temp')['duration'].mean().plot(figsize=(6,6), color='b', ax=ax)\n",
    "plt.title('Hourly Bike Ride Length Distribution vs Temperature')\n",
    "plt.ylabel('Number of Rides')\n",
    "ax.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It seems that below 0 degrees there is a drop in ride duration. This may affect the results so we will add a dummy variable that distinguishes between temperatures above and below 0 degrees."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['temp'] = np.where(df.temp >= 0, 'regular', 'cold')\n",
    "df = pd.get_dummies(df, columns=['conditions', 'is_weekend', 'time_of_day', 'temp'], drop_first=True)\n",
    "df.rename({'is_weekend_weekend': 'is_weekend',},axis=1, inplace=True )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now turn the string variables into categorical variables that can be used with ML models. The reason we drop first is because the the last dummy variable is perfectly predicted by the other dummy variables for that category, therefore it is a redundant column and is called the \"Dummy Variable Trap.\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of unique Routes: 12097\n"
     ]
    }
   ],
   "source": [
    "print(f\"Number of unique Routes: {df.route.nunique()}\")\n",
    "top_1000_routes = df.route.value_counts()[:1000].index\n",
    "df = df[df.route.isin(top_1000_routes)].reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are 12097 routes to look at which is far too many for my local machine since I will be doing a permutation analysis with $O(n^2)$ runtime. Also, as a matter of False Discoveries, limiting to the top 1000 routes will allow for the strongest signal while minimizing the chance of outliers blurring the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Figure 1: Predictors Correlation Matrix'}>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,10)) \n",
    "confounders = df.drop(['days_since_jan1_2010', 'route', 'duration'], axis=1)\n",
    "plt.title('Figure 1: Predictors Correlation Matrix')\n",
    "sns.heatmap(confounders.corr(), annot=True, ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There doesn't appear to be much correlation between the confounders which is important for protecting against multicollinearity issues. \n",
    "\n",
    "Now that the data is cleaned and formatted, the real analysis can begin in the next notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('formatted_bike_data.csv')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.9.13 ('gabe')",
   "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": "3.9.13"
  },
  "vscode": {
   "interpreter": {
    "hash": "db607b18157e3b90ed73dedef543ced0c295715b81e0d14b8439d7c5a71599b5"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}