{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Analyzing Pronto CycleShare Data with Python and Pandas"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"*This notebook originally appeared as a [post](http://jakevdp.github.io/blog/2015/10/17/analyzing-pronto-cycleshare-data-with-python-and-pandas/) on the blog [Pythonic Perambulations](http://jakevdp.github.io). The content is BSD licensed.*"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"\n",
"This week [Pronto CycleShare](https://www.prontocycleshare.com/), Seattle's Bicycle Share system, turned one year old.\n",
"To celebrate this, Pronto made available a large cache of data from the first year of operation and announced the [Pronto Cycle Share's Data Challenge](http://www.prontocycleshare.com/datachallenge), which offers prizes for different categories of analysis.\n",
"\n",
"There are a lot of tools out there that you could use to analyze data like this, but my tool of choice is (obviously) Python.\n",
"In this post, I want to show how you can get started analyzing this data and joining it with other available data sources using the PyData stack, namely [NumPy](http://www.numpy.org/), [Pandas](http://pandas.pydata.org), [Matplotlib](http://matplotlib.org), and [Seaborn](http://stanford.edu/~mwaskom/software/seaborn/).\n",
"Here I'll take a look at some of the basic questions you can answer with this data.\n",
"Later I hope to find the time to dig deeper and ask some more interesting and creative questions – stay tuned!\n",
"\n",
"\n",
"\n",
"For those who aren't familiar, this post is composed in the form of a [Jupyter Notebook](https://jupyter.org/), which is an open document format that combines text, code, data, and graphics and is viewable through the web browser – if you have not used it before I encourage you to try it out!\n",
"You can download the notebook containing this post [here](http://jakevdp.github.io/downloads/notebooks/ProntoData.ipynb), open it with Jupyter, and start asking your own questions of the data."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Downloading Pronto's Data\n",
"\n",
"We'll start by downloading the data (available on [Pronto's Website](http://www.prontocycleshare.com/datachallenge)) which you can do by uncommenting the following shell commands (the exclamation mark here is a special IPython syntax to run a shell command).\n",
"The total download is about 70MB, and the unzipped files are around 900MB."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# !curl -O https://s3.amazonaws.com/pronto-data/open_data_year_one.zip\n",
"# !unzip open_data_year_one.zip"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next we need some standard Python package imports:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import numpy as np\n",
"import seaborn as sns; sns.set()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And now we load the trip data with Pandas:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"
\n",
" \n",
" \n",
" | \n",
" trip_id | \n",
" starttime | \n",
" stoptime | \n",
" bikeid | \n",
" tripduration | \n",
" from_station_name | \n",
" to_station_name | \n",
" from_station_id | \n",
" to_station_id | \n",
" usertype | \n",
" gender | \n",
" birthyear | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 431 | \n",
" 2014-10-13 10:31:00 | \n",
" 2014-10-13 10:48:00 | \n",
" SEA00298 | \n",
" 985.935 | \n",
" 2nd Ave & Spring St | \n",
" Occidental Park / Occidental Ave S & S Washing... | \n",
" CBD-06 | \n",
" PS-04 | \n",
" Annual Member | \n",
" Male | \n",
" 1960 | \n",
"
\n",
" \n",
" 1 | \n",
" 432 | \n",
" 2014-10-13 10:32:00 | \n",
" 2014-10-13 10:48:00 | \n",
" SEA00195 | \n",
" 926.375 | \n",
" 2nd Ave & Spring St | \n",
" Occidental Park / Occidental Ave S & S Washing... | \n",
" CBD-06 | \n",
" PS-04 | \n",
" Annual Member | \n",
" Male | \n",
" 1970 | \n",
"
\n",
" \n",
" 2 | \n",
" 433 | \n",
" 2014-10-13 10:33:00 | \n",
" 2014-10-13 10:48:00 | \n",
" SEA00486 | \n",
" 883.831 | \n",
" 2nd Ave & Spring St | \n",
" Occidental Park / Occidental Ave S & S Washing... | \n",
" CBD-06 | \n",
" PS-04 | \n",
" Annual Member | \n",
" Female | \n",
" 1988 | \n",
"
\n",
" \n",
" 3 | \n",
" 434 | \n",
" 2014-10-13 10:34:00 | \n",
" 2014-10-13 10:48:00 | \n",
" SEA00333 | \n",
" 865.937 | \n",
" 2nd Ave & Spring St | \n",
" Occidental Park / Occidental Ave S & S Washing... | \n",
" CBD-06 | \n",
" PS-04 | \n",
" Annual Member | \n",
" Female | \n",
" 1977 | \n",
"
\n",
" \n",
" 4 | \n",
" 435 | \n",
" 2014-10-13 10:34:00 | \n",
" 2014-10-13 10:49:00 | \n",
" SEA00202 | \n",
" 923.923 | \n",
" 2nd Ave & Spring St | \n",
" Occidental Park / Occidental Ave S & S Washing... | \n",
" CBD-06 | \n",
" PS-04 | \n",
" Annual Member | \n",
" Male | \n",
" 1971 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" trip_id starttime stoptime bikeid tripduration \\\n",
"0 431 2014-10-13 10:31:00 2014-10-13 10:48:00 SEA00298 985.935 \n",
"1 432 2014-10-13 10:32:00 2014-10-13 10:48:00 SEA00195 926.375 \n",
"2 433 2014-10-13 10:33:00 2014-10-13 10:48:00 SEA00486 883.831 \n",
"3 434 2014-10-13 10:34:00 2014-10-13 10:48:00 SEA00333 865.937 \n",
"4 435 2014-10-13 10:34:00 2014-10-13 10:49:00 SEA00202 923.923 \n",
"\n",
" from_station_name to_station_name \\\n",
"0 2nd Ave & Spring St Occidental Park / Occidental Ave S & S Washing... \n",
"1 2nd Ave & Spring St Occidental Park / Occidental Ave S & S Washing... \n",
"2 2nd Ave & Spring St Occidental Park / Occidental Ave S & S Washing... \n",
"3 2nd Ave & Spring St Occidental Park / Occidental Ave S & S Washing... \n",
"4 2nd Ave & Spring St Occidental Park / Occidental Ave S & S Washing... \n",
"\n",
" from_station_id to_station_id usertype gender birthyear \n",
"0 CBD-06 PS-04 Annual Member Male 1960 \n",
"1 CBD-06 PS-04 Annual Member Male 1970 \n",
"2 CBD-06 PS-04 Annual Member Female 1988 \n",
"3 CBD-06 PS-04 Annual Member Female 1977 \n",
"4 CBD-06 PS-04 Annual Member Male 1971 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"trips = pd.read_csv('2015_trip_data.csv',\n",
" parse_dates=['starttime', 'stoptime'],\n",
" infer_datetime_format=True)\n",
"trips.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Each row of this trip dataset is a single ride by a single person, and the data contains over 140,000 rows!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exploring Trips over Time\n",
"\n",
"Let's start by looking at the trend in number of daily trips over the course of the year"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Find the start date\n",
"ind = pd.DatetimeIndex(trips.starttime)\n",
"trips['date'] = ind.date.astype('datetime64')\n",
"trips['hour'] = ind.hour"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Count trips by date\n",
"by_date = trips.pivot_table('trip_id', aggfunc='count',\n",
" index='date',\n",
" columns='usertype', )"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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5rVVEgwEvwkHfuALRQklC92AOZ81qQmsiiH1dqQnViZrrZLMNpuaaz2M6V+Z2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\nzAHg9LuUFCviUSZFA6YiRJQEYDJrkq7dI3MSbRECMAE6c57LqNXmId4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5k9vyhHzWNDQE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\nktupGAJRdfFdV+nEoe4gItEE3vmgCwAwdWL+7BszLNq5rw9A2oxnkhYE7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YuHEj1q1bh5tuuglbt27FK17xCmzevBlbtmyBqqq44oorcN555yEWix270RNCCCELkHrFityq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m0yyGqTFLnGKy5kowDw0sU1fP0nV/DY8Xn8wb+/kxrOXG2I9QYNwAF3ZlCZQg1+1kdZIYLh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\nioLFYunQNUpGtAFFUer9QD/yyCPs2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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(2, figsize=(16, 8))\n",
"fig.subplots_adjust(hspace=0.4)\n",
"by_date.iloc[:, 0].plot(ax=ax[0], title='Annual Members');\n",
"by_date.iloc[:, 1].plot(ax=ax[1], title='Day-Pass Users');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This plot shows the daily trend, separated by Annual members (top) and Day-Pass users (bottom).\n",
"A couple observations:\n",
"\n",
"- The big spike in short-term pass rides in April is likely due to the [American Planning Association national conference](http://www.planetizen.com/node/75958/seattle-sets-bikeshare-record-apa-town), held in downtown Seattle that week. The only other time that gets close is the 4th of July weekend.\n",
"- Day pass users seem to show a steady ebb and flow with the seasons; the usage of annual users has not waned as significantly with the coming of fall.\n",
"- Both annual members and day-pass users seem to show a distinct weekly trend."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's zoom-in on this weekly trend, by averaging all rides by day of week.\n",
"Becuase of the change in pattern around January 2015, we'll split the data by both year and by day of week:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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BO9Odn500DAMnRzucHO3wdne6q+dqtljIyMyxFrBpGbl/5rU87briODElk4zM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\nAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"by_weekday = by_date.groupby([by_date.index.year,\n",
" by_date.index.dayofweek]).mean()\n",
"by_weekday.columns.name = None # remove label for plot\n",
"\n",
"fig, ax = plt.subplots(1, 2, figsize=(16, 6), sharey=True)\n",
"by_weekday.loc[2014].plot(title='Average Use by Day of Week (2014)', ax=ax[0]);\n",
"by_weekday.loc[2015].plot(title='Average Use by Day of Week (2015)', ax=ax[1]);\n",
"for axi in ax:\n",
" axi.set_xticklabels(['Mon', 'Tues', 'Wed', 'Thurs', 'Fri', 'Sat', 'Sun'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We see a complementary pattern overall: annual users tend to use their bikes during Monday to Friday (i.e. as part of a commute) while day pass users tend to use their bikes on the weekend.\n",
"This pattern didn't fully develop until the start of 2015, however, especially for annual members: it seems that for the first couple months, users had not yet adapted their commute habits to make use of Pronto!\n",
"\n",
"It's also quite interesting to view the average hourly trips by weekday and weekend.\n",
"This takes a bit of manipulation:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# count trips by date and by hour\n",
"by_hour = trips.pivot_table('trip_id', aggfunc='count',\n",
" index=['date', 'hour'],\n",
" columns='usertype').fillna(0).reset_index('hour')\n",
"\n",
"# average these counts by weekend\n",
"by_hour['weekend'] = (by_hour.index.dayofweek >= 5)\n",
"by_hour = by_hour.groupby(['weekend', 'hour']).mean()\n",
"by_hour.index.set_levels([['weekday', 'weekend'],\n",
" [\"{0}:00\".format(i) for i in range(24)]],\n",
" inplace=True);\n",
"by_hour.columns.name = None"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can plot the results to see the hourly trends:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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hu9MLCAly2y3eKP7Uvt5I7et+/tjGCQkRng7BL/jbfeFN/PHnzpuofd1L7et+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\nTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 2, figsize=(16, 6), sharey=True)\n",
"by_hour.loc['weekday'].plot(title='Average Hourly Use (Mon-Fri)', ax=ax[0])\n",
"by_hour.loc['weekend'].plot(title='Average Hourly Use (Sat-Sun)', ax=ax[1])\n",
"ax[0].set_ylabel('Average Trips per Hour');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We see a clear difference between a \"commute\" pattern, which sharply peaks in the morning and evening (e.g. annual members during weekdays) and a \"recreational\" pattern, which has a broad peak in the early afternoon (e.g. annual members on weekends, and short-term users all the time).\n",
"Interestingly, the average behavior of annual pass holders on weekends seems to be almost identical to the average behavior of day-pass users on weekdays!\n",
"\n",
"For those who have read my previous posts, you might recognize this as very similar to the patterns I [found in the Fremont Bridge bicycle counts](https://jakevdp.github.io/blog/2015/07/23/learning-seattles-work-habits-from-bicycle-counts/)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Trip Durations\n",
"\n",
"Next let's take a look at the durations of trips.\n",
"Pronto rides are designed to be up to 30 minutes; any single use that is longer than this [incurs a usage fee](https://www.prontocycleshare.com/pricing) of a couple dollars for the first half hour, and about ten dollars per hour thereafter.\n",
"\n",
"Let's look at the distribution of trip durations for Annual members and short-term pass holders:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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2JS7dbpQYawaV8bwDBsY6BJEWQ4leJI40t8p41p3bsW7fhlFUBFYrgdRUfJ3P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\nohdCCCFs2P8A7rd8g3dSohAAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"trips['minutes'] = trips.tripduration / 60\n",
"trips.groupby('usertype')['minutes'].hist(bins=np.arange(61), alpha=0.5, normed=True);\n",
"plt.xlabel('Duration (minutes)')\n",
"plt.ylabel('relative frequency')\n",
"plt.title('Trip Durations')\n",
"plt.text(34, 0.09, \"Free Trips\\n\\nAdditional Fee\", ha='right',\n",
" size=18, rotation=90, alpha=0.5, color='red')\n",
"plt.legend(['Annual Members', 'Short-term Pass'])\n",
"\n",
"plt.axvline(30, linestyle='--', color='red', alpha=0.3);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here I have added a red dashed line separating the free rides (left) from the rides which incur a usage fee (right). It seems that annual users are much more savvy to the system rules: only a small tail of the trip distribution lies beyond 30 minutes.\n",
"Around one in four Day Pass Rides, on the other hand, are longer than the half hour limit and incur additional fees.\n",
"My hunch is that these day pass users aren't fully aware of this pricing structure (\"I paid for the day, right?\") and likely walk away unhappy with the experience."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Estimating Trip Distances\n",
"\n",
"It's also interesting to look at the distance of the trips.\n",
"Distances between stations are not included in Pronto's data release, so we need to find them via another source.\n",
"Let's start by loading the station data – and because some of the trips start and end at Pronto's shop, we'll add this as another \"station\":"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"stations = pd.read_csv('2015_station_data.csv')\n",
"pronto_shop = dict(id=54, name=\"Pronto shop\",\n",
" terminal=\"Pronto shop\",\n",
" lat=47.6173156, long=-122.3414776,\n",
" dockcount=100, online='10/13/2014')\n",
"stations = stations.append(pronto_shop, ignore_index=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we need to find bicycling distances between pairs of lat/lon coordinates.\n",
"Fortunately, Google Maps has a [distances API](https://developers.google.com/maps/documentation/distance-matrix/intro) that we can use for free.\n",
"\n",
"Reading the fine print, free use is limited to 2500 distances per day, and 100 distances per 10 seconds.\n",
"With 55 stations we have $55 \\times 54 / 2 = 1485$ unique nonzero distances, so we can just query all of them within a few minutes on a single day for free (if we do it carefully).\n",
"\n",
"To do this, we'll query one (partial) row at a time, waiting 10+ seconds between queries (Note: we might also use the [googlemaps Python package](https://github.com/googlemaps/google-maps-services-python) instead, but it requires obtaining an API key)."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from time import sleep\n",
"\n",
"def query_distances(stations=stations):\n",
" \"\"\"Query the Google API for bicycling distances\"\"\"\n",
" latlon_list = ['{0},{1}'.format(lat, long)\n",
" for (lat, long) in zip(stations.lat, stations.long)]\n",
"\n",
" def create_url(i):\n",
" URL = ('https://maps.googleapis.com/maps/api/distancematrix/json?'\n",
" 'origins={origins}&destinations={destinations}&mode=bicycling')\n",
" return URL.format(origins=latlon_list[i],\n",
" destinations='|'.join(latlon_list[i + 1:]))\n",
"\n",
" for i in range(len(latlon_list) - 1):\n",
" url = create_url(i)\n",
" filename = \"distances_{0}.json\".format(stations.terminal.iloc[i])\n",
" print(i, filename)\n",
" !curl \"{url}\" -o {filename}\n",
" sleep(11) # only one query per 10 seconds!\n",
"\n",
"\n",
"def build_distance_matrix(stations=stations):\n",
" \"\"\"Build a matrix from the Google API results\"\"\"\n",
" dist = np.zeros((len(stations), len(stations)), dtype=float)\n",
" for i, term in enumerate(stations.terminal[:-1]):\n",
" filename = 'queried_distances/distances_{0}.json'.format(term)\n",
" row = json.load(open(filename))\n",
" dist[i, i + 1:] = [el['distance']['value'] for el in row['rows'][0]['elements']]\n",
" dist += dist.T\n",
" distances = pd.DataFrame(dist, index=stations.terminal,\n",
" columns=stations.terminal)\n",
" distances.to_csv('station_distances.csv')\n",
" return distances\n",
"\n",
"# only call this the first time\n",
"import os\n",
"if not os.path.exists('station_distances.csv'):\n",
" # Note: you can call this function at most ~twice per day!\n",
" query_distances()\n",
"\n",
" # Move all the queried files into a directory\n",
" # so we don't accidentally overwrite them\n",
" if not os.path.exists('queried_distances'):\n",
" os.makedirs('queried_distances')\n",
" !mv distances_*.json queried_distances\n",
"\n",
" # Build distance matrix and save to CSV\n",
" distances = build_distance_matrix()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here's what the first 5x5 section of the distance matrix looks like:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" BT-01 | \n",
" BT-03 | \n",
" BT-04 | \n",
" BT-05 | \n",
" CBD-13 | \n",
"
\n",
" \n",
" terminal | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
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" BT-01 | \n",
" 0 | \n",
" 422 | \n",
" 1067 | \n",
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" 1342 | \n",
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" \n",
" BT-03 | \n",
" 422 | \n",
" 0 | \n",
" 838 | \n",
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" 920 | \n",
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" BT-04 | \n",
" 1067 | \n",
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"text/plain": [
" BT-01 BT-03 BT-04 BT-05 CBD-13\n",
"terminal \n",
"BT-01 0 422 1067 867 1342\n",
"BT-03 422 0 838 445 920\n",
"BT-04 1067 838 0 1094 1121\n",
"BT-05 867 445 1094 0 475\n",
"CBD-13 1342 920 1121 475 0"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"distances = pd.read_csv('station_distances.csv', index_col='terminal')\n",
"distances.iloc[:5, :5]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's convert these distances to miles and join them to our trips data:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"stacked = distances.stack() / 1609.34 # convert meters to miles\n",
"stacked.name = 'distance'\n",
"trips = trips.join(stacked, on=['from_station_id', 'to_station_id'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can plot the distribution of trip distances:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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wwQfp27cvSUlJAOzZs0dru0VEREREDAoYvG+77Tbatm3L7t27CQsLY9KkSdSr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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 4))\n",
"trips.groupby('usertype')['distance'].hist(bins=np.linspace(0, 6.99, 50),\n",
" alpha=0.5, ax=ax);\n",
"plt.xlabel('Distance between start & end (miles)')\n",
"plt.ylabel('relative frequency')\n",
"plt.title('Minimum Distance of Trip')\n",
"plt.legend(['Annual Members', 'Short-term Pass']);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Keep in mind that this shows the shortest possible distance between stations, and thus is a **lower bound** on the actual distance ridden on each trip.\n",
"Many trips (especially for day pass users) begin and end within a few blocks.\n",
"Beyond this, trips peak at around 1 mile, though some extreme users are pushing their trips out to four or more miles."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Estimating Rider Speed\n",
"\n",
"Given these distances, we can also compute a lower bound on the estimated riding speed.\n",
"Let's do this, and then take a look at the distribution of speeds for Annual and Short-term users:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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cwsLCePrppzl8+HBZ1CgiIiIueLna4c8//2Tp0qXExMRw9dVXM3jwYMLCwti4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\nP/9h2bJltG/fvtjXV/hAL2oKWaPw9/c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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"trips['speed'] = trips.distance * 60 / trips.minutes\n",
"trips.groupby('usertype')['speed'].hist(bins=np.linspace(0, 15, 50), alpha=0.5, normed=True);\n",
"plt.xlabel('lower bound riding speed (MPH)')\n",
"plt.ylabel('relative frequency')\n",
"plt.title('Rider Speed Lower Bound (MPH)')\n",
"plt.legend(['Annual Members', 'Short-term Pass']);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Interestingly, the distributions are quite different, with annual riders showing on average a higher inferred speed.\n",
"You might be tempted to conclude here that annual members ride faster than day-pass users, but the data alone aren't sufficient to support this conclusion.\n",
"This data could also be explained if annual users tend to go from point A to point B by the most direct route, while day pass users tend to meander around and get to their destination indirectly.\n",
"I suspect that the reality is some mix of these two effects."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It is also informative to take a look at the relationship between distance and speed:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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YDQ1YOz/GCAZRpaXYc+eP9CEJIYSI0aiINVrj2fcZniOHwWNiz5s/pGQK0nBh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\nVPKGNL1qxcB6nL9aogStsrmN1dgoxa2R+XXut1SSkfBwWRmw1r2qfja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PZx6/R2MpkWOk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dCSjWKVYrVFodurSmpBNCSZTkfIV5tIKbi0mOLKopOidvthHoB0IowQETJJTb7UwDTDZFIh1vfK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\nGZKESgghhBBCCCEy9P8BbhoPP/aettkAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.FacetGrid(trips, col=\"usertype\", hue='usertype', size=6)\n",
"g.map(plt.scatter, \"distance\", \"speed\", s=4, alpha=0.2)\n",
"\n",
"# Add lines and labels\n",
"x = np.linspace(0, 10)\n",
"g.axes[0, 0].set_ylabel('Lower Bound Speed')\n",
"for ax in g.axes.flat:\n",
" ax.set_xlabel('Lower Bound Distance')\n",
" ax.plot(x, 2 * x, '--r', alpha=0.3)\n",
" ax.text(9.8, 16.5, \"Free Trips\\n\\nAdditional Fee\", ha='right',\n",
" size=18, rotation=39, alpha=0.5, color='red')\n",
" ax.axis([0, 10, 0, 25])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Overall, we see that longer rides tend to be faster – though this is subject to the same lower-bound caveats as above.\n",
"As above, for reference I have plotted the line separating free trips (above the red line) from trips requiring an additional fee (below the red line).\n",
"Again we see that the annual members are much more savvy about not going over the half hour limit than are day pass users – the sharp cutoff in the distribution of points points to users keeping close track of their time to avoid an extra charge!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Trend with Elevation\n",
"\n",
"One oft-mentioned concern with the feasibility of bike share in Seattle is that it is a very hilly city – before the launch, armchair analysts predicted that there would be a steady flow of bikes from uphill to downhill, and that this would add up with other challenges to spell the demise of the system (\"Sure, bikeshare works other places, but it can't work here: Seattle is *special*! We're just *so special*!\")\n",
"\n",
"Elevation data is not included in the data release, but again we can turn to the Google Maps API to get what we need; see [this site](https://developers.google.com/maps/documentation/elevation/intro) for a description of the elevation API.\n",
"\n",
"In this case the free-use limit is 2500 requests per day & 512 elevations per request.\n",
"Since we need just 55 elevations, we can do it in a single query:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def get_station_elevations(stations):\n",
" \"\"\"Get station elevations via Google Maps API\"\"\"\n",
" URL = \"https://maps.googleapis.com/maps/api/elevation/json?locations=\"\n",
" locs = '|'.join(['{0},{1}'.format(lat, long)\n",
" for (lat, long) in zip(stations.lat, stations.long)])\n",
" URL += locs\n",
" !curl \"{URL}\" -o elevations.json\n",
"\n",
"\n",
"def process_station_elevations():\n",
" \"\"\"Convert Elevations JSON output to CSV\"\"\"\n",
" import json\n",
" D = json.load(open('elevations.json'))\n",
" def unnest(D):\n",
" loc = D.pop('location')\n",
" loc.update(D)\n",
" return loc\n",
" elevs = pd.DataFrame([unnest(item) for item in D['results']])\n",
" elevs.to_csv('station_elevations.csv')\n",
" return elevs\n",
"\n",
"# only run this the first time:\n",
"import os\n",
"if not os.path.exists('station_elevations.csv'):\n",
" get_station_elevations(stations)\n",
" process_station_elevations()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's read-in the elevation data:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" elevation | \n",
" lat | \n",
" lng | \n",
" resolution | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 37.351780 | \n",
" 47.618418 | \n",
" -122.350964 | \n",
" 76.351616 | \n",
"
\n",
" \n",
" 1 | \n",
" 33.815830 | \n",
" 47.615829 | \n",
" -122.348564 | \n",
" 76.351616 | \n",
"
\n",
" \n",
" 2 | \n",
" 34.274055 | \n",
" 47.616094 | \n",
" -122.341102 | \n",
" 76.351616 | \n",
"
\n",
" \n",
" 3 | \n",
" 44.283257 | \n",
" 47.613110 | \n",
" -122.344208 | \n",
" 76.351616 | \n",
"
\n",
" \n",
" 4 | \n",
" 42.460381 | \n",
" 47.610185 | \n",
" -122.339641 | \n",
" 76.351616 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" elevation lat lng resolution\n",
"0 37.351780 47.618418 -122.350964 76.351616\n",
"1 33.815830 47.615829 -122.348564 76.351616\n",
"2 34.274055 47.616094 -122.341102 76.351616\n",
"3 44.283257 47.613110 -122.344208 76.351616\n",
"4 42.460381 47.610185 -122.339641 76.351616"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"elevs = pd.read_csv('station_elevations.csv', index_col=0)\n",
"elevs.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Just to make ourselves feel better, we'll double check that the latitudes and longitudes match:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"True\n",
"True\n"
]
}
],
"source": [
"# double check that locations match\n",
"print(np.allclose(stations.long, elevs.lng))\n",
"print(np.allclose(stations.lat, elevs.lat))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can join the elevations to with the trip data by way of the station data:"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"stations['elevation'] = elevs['elevation']\n",
"elevs.index = stations['terminal']\n",
"\n",
"trips['elevation_start'] = trips.join(elevs, on='from_station_id')['elevation']\n",
"trips['elevation_end'] = trips.join(elevs, on='to_station_id')['elevation']\n",
"trips['elevation_gain'] = trips['elevation_end'] - trips['elevation_start']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's take a look at the distribution of elevation gain by rider type:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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8gxn/iQZmEQ+A4SMcoOYkk/aigeeZf2cCvjAu1Ric2AIAysdmNEgm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\nicEBEREREREREbnE4ICIiIiIiIiIXPp/wldSt7TRCvQAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.FacetGrid(trips, col=\"usertype\", hue='usertype')\n",
"g.map(plt.hist, \"elevation_gain\", bins=np.arange(-145, 150, 10))\n",
"g.fig.set_figheight(6)\n",
"g.fig.set_figwidth(16);\n",
"\n",
"# plot some lines to guide the eye\n",
"for lim in range(60, 150, 20):\n",
" x = np.linspace(-lim, lim, 3)\n",
" for ax in g.axes.flat:\n",
" ax.fill(x, 100 * (lim - abs(x)),\n",
" color='gray', alpha=0.1, zorder=0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We have plotted some shading in the background to help guide the eye.\n",
"Again, there is a big difference between Annual Members and Short-term users: annual users definitely show a preference for downhill trips (left of the distribution), while daily users dont show this as strongly, but rather show a preference for rides which start and end at the same elevation (i.e. the same station).\n",
"\n",
"To make the effect of elevation change more quantitative, let's compute the numbers:"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"total downhill trips: 80532\n",
"total uphill trips: 50493\n"
]
}
],
"source": [
"print(\"total downhill trips:\", (trips.elevation_gain < 0).sum())\n",
"print(\"total uphill trips: \", (trips.elevation_gain > 0).sum())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We see that the first year had 30,000 more downhill trips than uphill trips – that's about 60% more.\n",
"Given current usage levels, that means that Pronto staff must be shuttling an average of about 100 bikes per day from low-lying stations to higher-up stations."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Weather\n",
"\n",
"The other common \"Seattle is special\" argument against the feasibility of cycle share is the weather.\n",
"Let's take a look at how the number of rides changes with temperature and precipitation.\n",
"\n",
"Fortunately, the data release includes a wide range of weather data:"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['Max_Temperature_F', 'Mean_Temperature_F', 'Min_TemperatureF',\n",
" 'Max_Dew_Point_F', 'MeanDew_Point_F', 'Min_Dewpoint_F', 'Max_Humidity',\n",
" 'Mean_Humidity ', 'Min_Humidity ', 'Max_Sea_Level_Pressure_In ',\n",
" 'Mean_Sea_Level_Pressure_In ', 'Min_Sea_Level_Pressure_In ',\n",
" 'Max_Visibility_Miles ', 'Mean_Visibility_Miles ',\n",
" 'Min_Visibility_Miles ', 'Max_Wind_Speed_MPH ', 'Mean_Wind_Speed_MPH ',\n",
" 'Max_Gust_Speed_MPH', 'Precipitation_In ', 'Events'],\n",
" dtype='object')"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"weather = pd.read_csv('2015_weather_data.csv', index_col='Date', parse_dates=True)\n",
"weather.columns"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's join this weather data with the trip data:"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"by_date = trips.groupby(['date', 'usertype'])['trip_id'].count()\n",
"by_date.name = 'count'\n",
"by_date = by_date.reset_index('usertype').join(weather)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can take a look at how the number of rides scales with both Temperature and Precipitation, splitting the data by weekday and weekend:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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CS/I1srKGw2w2cz45EbUqf/3rfIwdeweWLv0PJk26F08+OROnT5/CBx98hJCQ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\nuRi9K0NE4mkSaZO25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wpfp27aj81AyBPCb6wg47PdY73pTkKe2Q1mZqJeac3v67qfm9q3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\npLmrJXr9N3HTCcoy+QypQorOwS56M33lEeKgG6RgPE50n6K14yines6Mq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ksgZBMgCIy9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\nAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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vWrWSQ4cOMX36TMxmMwDLli0u94dUp05dKS4u5sMP36dhw0Y0b36hW2MWETkT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Dsf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\nAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# add a flag indicating weekend\n",
"by_date['weekend'] = (by_date.index.dayofweek >= 5)\n",
"\n",
"#----------------------------------------------------------------\n",
"# Plot Temperature Trend\n",
"g = sns.FacetGrid(by_date, col=\"weekend\", hue='usertype', size=6)\n",
"g.map(sns.regplot, \"Mean_Temperature_F\", \"count\")\n",
"g.add_legend();\n",
"\n",
"# do some formatting\n",
"g.axes[0, 0].set_title('')\n",
"g.axes[0, 1].set_title('')\n",
"g.axes[0, 0].text(0.05, 0.95, 'Monday - Friday', va='top', size=14,\n",
" transform=g.axes[0, 0].transAxes)\n",
"g.axes[0, 1].text(0.05, 0.95, 'Saturday - Sunday', va='top', size=14,\n",
" transform=g.axes[0, 1].transAxes)\n",
"g.fig.text(0.45, 1, \"Trend With Temperature\", ha='center', va='top', size=16);\n",
"\n",
"#----------------------------------------------------------------\n",
"# Plot Precipitation\n",
"g = sns.FacetGrid(by_date, col=\"weekend\", hue='usertype', size=6)\n",
"g.map(sns.regplot, \"Precipitation_In \", \"count\")\n",
"g.add_legend();\n",
"\n",
"# do some formatting\n",
"g.axes[0, 0].set_ylim(-50, 600);\n",
"g.axes[0, 0].set_title('')\n",
"g.axes[0, 1].set_title('')\n",
"g.axes[0, 0].text(0.95, 0.95, 'Monday - Friday', ha='right', va='top', size=14,\n",
" transform=g.axes[0, 0].transAxes)\n",
"g.axes[0, 1].text(0.95, 0.95, 'Saturday - Sunday', ha='right', va='top', size=14,\n",
" transform=g.axes[0, 1].transAxes)\n",
"g.fig.text(0.45, 1, \"Trend With Precipitation\", ha='center', va='top', size=16);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For both temperature and precipitiation, we see trends in the direction we might expect (people ride more on warm, sunny days).\n",
"But there are some interesting details: *during the work week*, Annual and Short-term users are equally affected by the weather.\n",
"On the weekend, however, annual members appear **less** influenced by weather, while short-term users appear **more** influenced.\n",
"I don't have any good theories for why this would be the trend – please let me know if you have any ideas!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Summary\n",
"\n",
"There is a lot to glean from the above discussion, but I think there are several main takeaway points that we can learn from this look at the data:\n",
"\n",
"- Annual Members and Day Pass users show markedly different behavior in aggregate: annual members seem to use Pronto mostly for commuting from point A to point B on Monday-Friday, while short-term users use Pronto primarily on weekends to explore particular areas of town.\n",
"- While annual members seem savvy to the pricing structure, **one out of four short-term-pass rides exceeds the half hour limit** and incurs an additional usage fee. For the sake of the customer, Pronto should probably make effort to better inform short-term users of this pricing structure.\n",
"- Elevation and weather affect use just as you would expect: there are 60% more downhill trips than uphill trips, and cold & rain significantly decrease the number of rides on a given day.\n",
"\n",
"There is much more we could do with this data, and I'm hoping to dig more into it over the next couple weeks to seek some more detailed insights, but I think this is a good start!\n",
"If you're interested in entering the Pronto Data Challenge, feel free to use these scripts as a jumping-off point to answer your own questions about the data.\n",
"\n",
"Thanks for reading!\n",
"\n",
"*This post was written entirely in the IPython notebook. You can\n",
"[download](http://jakevdp.github.io/downloads/notebooks/ProntoData.ipynb)\n",
"this notebook, or see a static view\n",
"[here](http://nbviewer.ipython.org/url/jakevdp.github.io/downloads/notebooks/ProntoData.ipynb).*"
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