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Bay_Area_Bike_Share_Analysis.html
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Bay_Area_Bike_Share_Analysis.html
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<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>Bay_Area_Bike_Share_Analysis</title>
<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
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<h1 id="Bay-Area-Bike-Share-Analysis">Bay Area Bike Share Analysis<a class="anchor-link" href="#Bay-Area-Bike-Share-Analysis">¶</a></h1><h2 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">¶</a></h2><blockquote><p><strong>Tip</strong>: Quoted sections like this will provide helpful instructions on how to navigate and use an iPython notebook.</p>
</blockquote>
<p><a href="http://www.bayareabikeshare.com/">Bay Area Bike Share</a> is a company that provides on-demand bike rentals for customers in San Francisco, Redwood City, Palo Alto, Mountain View, and San Jose. Users can unlock bikes from a variety of stations throughout each city, and return them to any station within the same city. Users pay for the service either through a yearly subscription or by purchasing 3-day or 24-hour passes. Users can make an unlimited number of trips, with trips under thirty minutes in length having no additional charge; longer trips will incur overtime fees.</p>
<p>In this project, you will put yourself in the shoes of a data analyst performing an exploratory analysis on the data. You will take a look at two of the major parts of the data analysis process: data wrangling and exploratory data analysis. But before you even start looking at data, think about some questions you might want to understand about the bike share data. Consider, for example, if you were working for Bay Area Bike Share: what kinds of information would you want to know about in order to make smarter business decisions? Or you might think about if you were a user of the bike share service. What factors might influence how you would want to use the service?</p>
<p><strong>Question 1</strong>: Write at least two questions you think could be answered by data.</p>
<p><strong>Answer</strong>:
To inform business decisions I would consider:</p>
<ul>
<li><p>useage disribution as a function of:</p>
<ul>
<li>time of day</li>
<li>day of year</li>
<li>season</li>
<li>weather patterns</li>
</ul>
</li>
<li><p>Distribution and central tendency of use time</p>
</li>
<li>Customer demographics</li>
<li>Customer segments</li>
<li>Whether or not any service point is running out of bikes and when (time of day, day of year)</li>
</ul>
<p>The main general questions come down to the classic "Who, what, when, why, where."</p>
<ul>
<li>Who uses the bike share?</li>
<li>How do they use it?</li>
<li>Why do they use it?</li>
<li>When do they use it?</li>
<li>Where do they use it (where do they pick up and return)?</li>
</ul>
<p>Finally some more specific questoins would inlcude:</p>
<ol>
<li>What are the demographics of each user?</li>
<li>What is the most common day of useage for subsribers, and customers?</li>
<li>What is the most common time of useage for subscribers and customers?</li>
<li>What is the most common trip duration?</li>
</ol>
<blockquote><p><strong>Tip</strong>: If you double click on this cell, you will see the text change so that all of the formatting is removed. This allows you to edit this block of text. This block of text is written using <a href="http://daringfireball.net/projects/markdown/syntax">Markdown</a>, which is a way to format text using headers, links, italics, and many other options. You will learn more about Markdown later in the Nanodegree Program. Hit <strong>Shift</strong> + <strong>Enter</strong> or <strong>Shift</strong> + <strong>Return</strong>.</p>
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<h2 id="Using-Visualizations-to-Communicate-Findings-in-Data">Using Visualizations to Communicate Findings in Data<a class="anchor-link" href="#Using-Visualizations-to-Communicate-Findings-in-Data">¶</a></h2><p>As a data analyst, the ability to effectively communicate findings is a key part of the job. After all, your best analysis is only as good as your ability to communicate it.</p>
<p>In 2014, Bay Area Bike Share held an <a href="http://www.bayareabikeshare.com/datachallenge-2014">Open Data Challenge</a> to encourage data analysts to create visualizations based on their open data set. You’ll create your own visualizations in this project, but first, take a look at the <a href="http://thfield.github.io/babs/index.html">submission winner for Best Analysis</a> from Tyler Field. Read through the entire report to answer the following question:</p>
<p><strong>Question 2</strong>: What visualizations do you think provide the most interesting insights? Are you able to answer either of the questions you identified above based on Tyler’s analysis? Why or why not?</p>
<p><strong>Answer</strong>:</p>
<p>Tyler's analysis is impressive it gives a great overview for context and then addresses some more specific, business relevant aspects of the data. Rides by hour and rides by duration provided the most interesting insights to me. Most of my questions can be answered to some extent. Who uses the bike share amongst Public Transportation system users appears to be the hardest to determine and the author himself stated that more information would be needed to determine to what extent BART riders are using the service. The analysis does not address user demographics, this would require additional customer data, which may be sensitive, privaliged, or held private for business reasons. Regardng the specific questions posed above:</p>
<ol>
<li>What are the demographics of each user? The data and visulaizations do not contain or address demographic information.</li>
<li>What is the most common day of useage for subsribers, and customers? According to the "Rides by Weekday Plot" subscribers tend to use the serrvice pretty heavily and evenly throughout the weekdays with Tuesday leading by a slight margin. Customers favor weekend useage with Saturday seeing the highest volume.</li>
<li>What is the most common time of useage for subscribers and customers? Reviewing the "Rides by Hour" plot we see that subscribers use the service most heavily during commute times with very heavy useage from 8-9am and 5-6pm, with 8-9am being most common.</li>
<li>What is the most common trip duration? According to the visualization "Rides by Duration (min)" 5 to 10 minutes is the most common duration.</li>
</ol>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">ls</span>
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<pre> Volume in drive C is Acer
Volume Serial Number is 3829-CAE6
Directory of C:\Users\vhim98198\Documents\udacity\bike_sharing
09/21/2016 11:35 AM <DIR> .
09/21/2016 11:35 AM <DIR> ..
09/19/2016 07:58 AM 1,134 .gitignore
09/19/2016 07:49 AM <DIR> .ipynb_checkpoints
09/21/2016 11:26 AM 3,210,595 201309_trip_data.csv
09/21/2016 11:26 AM 2,120,213 201309_trip_summary.csv
09/19/2016 07:40 AM 2,792 201402_README.txt
09/19/2016 07:40 AM 5,203 201402_station_data.csv
09/19/2016 07:40 AM 17,219,022 201402_trip_data.csv
09/19/2016 07:40 AM 80,799 201402_weather_data.csv
09/19/2016 07:40 AM 2,274 201408_README.txt
09/19/2016 07:40 AM 5,262 201408_station_data.csv
09/19/2016 07:40 AM 20,647,374 201408_trip_data.csv
09/19/2016 07:40 AM 80,320 201408_weather_data.csv
09/19/2016 07:40 AM 3,468 201508_README.txt
09/19/2016 07:40 AM 5,272 201508_station_data.csv
09/19/2016 07:40 AM 43,012,650 201508_trip_data.csv
09/19/2016 07:40 AM 158,638 201508_weather_data.csv
09/19/2016 07:40 AM 2,802 babs_datacheck.py
09/20/2016 02:17 PM 2,393 babs_datacheck.pyc
09/19/2016 07:40 AM 6,419 babs_visualizations.py
09/20/2016 02:17 PM 5,116 babs_visualizations.pyc
09/21/2016 11:29 AM 52,235,753 babs_y1_y2_summary.csv
09/21/2016 01:17 AM 554,475 Bay_Area_Bike_Share_Analysis.html
09/21/2016 11:35 AM 347,668 Bay_Area_Bike_Share_Analysis.ipynb
09/21/2016 01:23 AM 445,848 Bay_Area_Bike_Share_Analysis.zip
09/19/2016 07:40 AM 904 README.md
24 File(s) 140,156,394 bytes
3 Dir(s) 14,166,155,264 bytes free
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<h2 id="Data-Wrangling">Data Wrangling<a class="anchor-link" href="#Data-Wrangling">¶</a></h2><p>Now it's time to explore the data for yourself. Year 1 and Year 2 data from the Bay Area Bike Share's <a href="http://www.bayareabikeshare.com/open-data">Open Data</a> page have already been provided with the project materials; you don't need to download anything extra. The data comes in three parts: the first half of Year 1 (files starting <code>201402</code>), the second half of Year 1 (files starting <code>201408</code>), and all of Year 2 (files starting <code>201508</code>). There are three main datafiles associated with each part: trip data showing information about each trip taken in the system (<code>*_trip_data.csv</code>), information about the stations in the system (<code>*_station_data.csv</code>), and daily weather data for each city in the system (<code>*_weather_data.csv</code>).</p>
<p>When dealing with a lot of data, it can be useful to start by working with only a sample of the data. This way, it will be much easier to check that our data wrangling steps are working since our code will take less time to complete. Once we are satisfied with the way things are working, we can then set things up to work on the dataset as a whole.</p>
<p>Since the bulk of the data is contained in the trip information, we should target looking at a subset of the trip data to help us get our bearings. You'll start by looking at only the first month of the bike trip data, from 2013-08-29 to 2013-09-30. The code below will take the data from the first half of the first year, then write the first month's worth of data to an output file. This code exploits the fact that the data is sorted by date (though it should be noted that the first two days are sorted by trip time, rather than being completely chronological).</p>
<p>First, load all of the packages and functions that you'll be using in your analysis by running the first code cell below. Then, run the second code cell to read a subset of the first trip data file, and write a new file containing just the subset we are initially interested in.</p>
<blockquote><p><strong>Tip</strong>: You can run a code cell like you formatted Markdown cells by clicking on the cell and using the keyboard shortcut <strong>Shift</strong> + <strong>Enter</strong> or <strong>Shift</strong> + <strong>Return</strong>. Alternatively, a code cell can be executed using the <strong>Play</strong> button in the toolbar after selecting it. While the cell is running, you will see an asterisk in the message to the left of the cell, i.e. <code>In [*]:</code>. The asterisk will change into a number to show that execution has completed, e.g. <code>In [1]</code>. If there is output, it will show up as <code>Out [1]:</code>, with an appropriate number to match the "In" number.</p>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># import all necessary packages and functions.</span>
<span class="kn">import</span> <span class="nn">csv</span>
<span class="kn">from</span> <span class="nn">datetime</span> <span class="kn">import</span> <span class="n">datetime</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>
<span class="kn">from</span> <span class="nn">babs_datacheck</span> <span class="kn">import</span> <span class="n">question_3</span>
<span class="kn">from</span> <span class="nn">babs_visualizations</span> <span class="kn">import</span> <span class="n">usage_stats</span><span class="p">,</span> <span class="n">usage_plot</span>
<span class="kn">from</span> <span class="nn">IPython.display</span> <span class="kn">import</span> <span class="n">display</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
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<pre>C:\Users\vhim98198\Anaconda2\lib\site-packages\matplotlib\__init__.py:872: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># file locations</span>
<span class="n">file_in</span> <span class="o">=</span> <span class="s1">'201402_trip_data.csv'</span>
<span class="n">file_out</span> <span class="o">=</span> <span class="s1">'201309_trip_data.csv'</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">file_out</span><span class="p">,</span> <span class="s1">'w'</span><span class="p">)</span> <span class="k">as</span> <span class="n">f_out</span><span class="p">,</span> <span class="nb">open</span><span class="p">(</span><span class="n">file_in</span><span class="p">,</span> <span class="s1">'r'</span><span class="p">)</span> <span class="k">as</span> <span class="n">f_in</span><span class="p">:</span>
<span class="c1"># set up csv reader and writer objects</span>
<span class="n">in_reader</span> <span class="o">=</span> <span class="n">csv</span><span class="o">.</span><span class="n">reader</span><span class="p">(</span><span class="n">f_in</span><span class="p">)</span>
<span class="n">out_writer</span> <span class="o">=</span> <span class="n">csv</span><span class="o">.</span><span class="n">writer</span><span class="p">(</span><span class="n">f_out</span><span class="p">)</span>
<span class="c1"># write rows from in-file to out-file until specified date reached</span>
<span class="k">while</span> <span class="bp">True</span><span class="p">:</span>
<span class="n">datarow</span> <span class="o">=</span> <span class="nb">next</span><span class="p">(</span><span class="n">in_reader</span><span class="p">)</span>
<span class="c1"># trip start dates in 3rd column, m/d/yyyy HH:MM formats</span>
<span class="k">if</span> <span class="n">datarow</span><span class="p">[</span><span class="mi">2</span><span class="p">][:</span><span class="mi">9</span><span class="p">]</span> <span class="o">==</span> <span class="s1">'10/1/2013'</span><span class="p">:</span>
<span class="k">break</span>
<span class="n">out_writer</span><span class="o">.</span><span class="n">writerow</span><span class="p">(</span><span class="n">datarow</span><span class="p">)</span>
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<h3 id="Condensing-the-Trip-Data">Condensing the Trip Data<a class="anchor-link" href="#Condensing-the-Trip-Data">¶</a></h3><p>The first step is to look at the structure of the dataset to see if there's any data wrangling we should perform. The below cell will read in the sampled data file that you created in the previous cell, and print out the first few rows of the table.</p>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">sample_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">'201309_trip_data.csv'</span><span class="p">)</span>
<span class="n">display</span><span class="p">(</span><span class="n">sample_data</span><span class="o">.</span><span class="n">head</span><span class="p">())</span>
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<thead>
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<th></th>
<th>Trip ID</th>
<th>Duration</th>
<th>Start Date</th>
<th>Start Station</th>
<th>Start Terminal</th>
<th>End Date</th>
<th>End Station</th>
<th>End Terminal</th>
<th>Bike #</th>
<th>Subscription Type</th>
<th>Zip Code</th>
</tr>
</thead>
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<tr>
<th>0</th>
<td>4576</td>
<td>63</td>
<td>8/29/2013 14:13</td>
<td>South Van Ness at Market</td>
<td>66</td>
<td>8/29/2013 14:14</td>
<td>South Van Ness at Market</td>
<td>66</td>
<td>520</td>
<td>Subscriber</td>
<td>94127</td>
</tr>
<tr>
<th>1</th>
<td>4607</td>
<td>70</td>
<td>8/29/2013 14:42</td>
<td>San Jose City Hall</td>
<td>10</td>
<td>8/29/2013 14:43</td>
<td>San Jose City Hall</td>
<td>10</td>
<td>661</td>
<td>Subscriber</td>
<td>95138</td>
</tr>
<tr>
<th>2</th>
<td>4130</td>
<td>71</td>
<td>8/29/2013 10:16</td>
<td>Mountain View City Hall</td>
<td>27</td>
<td>8/29/2013 10:17</td>
<td>Mountain View City Hall</td>
<td>27</td>
<td>48</td>
<td>Subscriber</td>
<td>97214</td>
</tr>
<tr>
<th>3</th>
<td>4251</td>
<td>77</td>
<td>8/29/2013 11:29</td>
<td>San Jose City Hall</td>
<td>10</td>
<td>8/29/2013 11:30</td>
<td>San Jose City Hall</td>
<td>10</td>
<td>26</td>
<td>Subscriber</td>
<td>95060</td>
</tr>
<tr>
<th>4</th>
<td>4299</td>
<td>83</td>
<td>8/29/2013 12:02</td>
<td>South Van Ness at Market</td>
<td>66</td>
<td>8/29/2013 12:04</td>
<td>Market at 10th</td>
<td>67</td>
<td>319</td>
<td>Subscriber</td>
<td>94103</td>
</tr>
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<p>In this exploration, we're going to concentrate on factors in the trip data that affect the number of trips that are taken. Let's focus down on a few selected columns: the trip duration, start time, start terminal, end terminal, and subscription type. Start time will be divided into year, month, and hour components. We will also add a column for the day of the week and abstract the start and end terminal to be the start and end <em>city</em>.</p>
<p>Let's tackle the lattermost part of the wrangling process first. Run the below code cell to see how the station information is structured, then observe how the code will create the station-city mapping. Note that the station mapping is set up as a function, <code>create_station_mapping()</code>. Since it is possible that more stations are added or dropped over time, this function will allow us to combine the station information across all three parts of our data when we are ready to explore everything.</p>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Display the first few rows of the station data file.</span>
<span class="n">station_info</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">'201402_station_data.csv'</span><span class="p">)</span>
<span class="n">display</span><span class="p">(</span><span class="n">station_info</span><span class="o">.</span><span class="n">head</span><span class="p">())</span>
<span class="c1"># This function will be called by another function later on to create the mapping.</span>
<span class="k">def</span> <span class="nf">create_station_mapping</span><span class="p">(</span><span class="n">station_data</span><span class="p">):</span>
<span class="sd">"""</span>
<span class="sd"> Create a mapping from station IDs to cities, returning the</span>
<span class="sd"> result as a dictionary.</span>
<span class="sd"> """</span>
<span class="n">station_map</span> <span class="o">=</span> <span class="p">{}</span>
<span class="k">for</span> <span class="n">data_file</span> <span class="ow">in</span> <span class="n">station_data</span><span class="p">:</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">data_file</span><span class="p">,</span> <span class="s1">'r'</span><span class="p">)</span> <span class="k">as</span> <span class="n">f_in</span><span class="p">:</span>
<span class="c1"># set up csv reader object - note that we are using DictReader, which</span>
<span class="c1"># takes the first row of the file as a header row for each row's</span>
<span class="c1"># dictionary keys</span>
<span class="n">weather_reader</span> <span class="o">=</span> <span class="n">csv</span><span class="o">.</span><span class="n">DictReader</span><span class="p">(</span><span class="n">f_in</span><span class="p">)</span>
<span class="k">for</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">weather_reader</span><span class="p">:</span>
<span class="n">station_map</span><span class="p">[</span><span class="n">row</span><span class="p">[</span><span class="s1">'station_id'</span><span class="p">]]</span> <span class="o">=</span> <span class="n">row</span><span class="p">[</span><span class="s1">'landmark'</span><span class="p">]</span>
<span class="k">return</span> <span class="n">station_map</span>
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<th>station_id</th>
<th>name</th>
<th>lat</th>
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<th>dockcount</th>
<th>landmark</th>
<th>installation</th>
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<th>0</th>
<td>2</td>
<td>San Jose Diridon Caltrain Station</td>
<td>37.329732</td>
<td>-121.901782</td>
<td>27</td>
<td>San Jose</td>
<td>8/6/2013</td>
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<th>1</th>
<td>3</td>
<td>San Jose Civic Center</td>
<td>37.330698</td>
<td>-121.888979</td>
<td>15</td>
<td>San Jose</td>
<td>8/5/2013</td>
</tr>
<tr>
<th>2</th>
<td>4</td>
<td>Santa Clara at Almaden</td>
<td>37.333988</td>
<td>-121.894902</td>
<td>11</td>
<td>San Jose</td>
<td>8/6/2013</td>
</tr>
<tr>
<th>3</th>
<td>5</td>
<td>Adobe on Almaden</td>
<td>37.331415</td>
<td>-121.893200</td>
<td>19</td>
<td>San Jose</td>
<td>8/5/2013</td>
</tr>
<tr>
<th>4</th>
<td>6</td>
<td>San Pedro Square</td>
<td>37.336721</td>
<td>-121.894074</td>
<td>15</td>
<td>San Jose</td>
<td>8/7/2013</td>
</tr>
</tbody>
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<p>You can now use the mapping to condense the trip data to the selected columns noted above. This will be performed in the <code>summarise_data()</code> function below. As part of this function, the <code>datetime</code> module is used to <strong>p</strong>arse the timestamp strings from the original data file as datetime objects (<code>strptime</code>), which can then be output in a different string <strong>f</strong>ormat (<code>strftime</code>). The parsed objects also have a variety of attributes and methods to quickly obtain</p>
<p>There are two tasks that you will need to complete to finish the <code>summarise_data()</code> function. First, you should perform an operation to convert the trip durations from being in terms of seconds to being in terms of minutes. (There are 60 seconds in a minute.) Secondly, you will need to create the columns for the year, month, hour, and day of the week. Take a look at the <a href="https://docs.python.org/2/library/datetime.html#datetime-objects">documentation for datetime objects in the datetime module</a>. <strong>Find the appropriate attributes and method to complete the below code.</strong></p>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="k">def</span> <span class="nf">summarise_data</span><span class="p">(</span><span class="n">trip_in</span><span class="p">,</span> <span class="n">station_data</span><span class="p">,</span> <span class="n">trip_out</span><span class="p">):</span>
<span class="sd">"""</span>
<span class="sd"> This function takes trip and station information and outputs a new</span>
<span class="sd"> data file with a condensed summary of major trip information. The</span>
<span class="sd"> trip_in and station_data arguments will be lists of data files for</span>
<span class="sd"> the trip and station information, respectively, while trip_out</span>
<span class="sd"> specifies the location to which the summarized data will be written.</span>
<span class="sd"> """</span>
<span class="c1"># generate dictionary of station - city mapping</span>
<span class="n">station_map</span> <span class="o">=</span> <span class="n">create_station_mapping</span><span class="p">(</span><span class="n">station_data</span><span class="p">)</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">trip_out</span><span class="p">,</span> <span class="s1">'w'</span><span class="p">)</span> <span class="k">as</span> <span class="n">f_out</span><span class="p">:</span>
<span class="c1"># set up csv writer object </span>
<span class="n">out_colnames</span> <span class="o">=</span> <span class="p">[</span><span class="s1">'duration'</span><span class="p">,</span> <span class="s1">'start_date'</span><span class="p">,</span> <span class="s1">'start_year'</span><span class="p">,</span>
<span class="s1">'start_month'</span><span class="p">,</span> <span class="s1">'start_hour'</span><span class="p">,</span> <span class="s1">'weekday'</span><span class="p">,</span>
<span class="s1">'start_city'</span><span class="p">,</span> <span class="s1">'end_city'</span><span class="p">,</span> <span class="s1">'subscription_type'</span><span class="p">]</span>
<span class="n">trip_writer</span> <span class="o">=</span> <span class="n">csv</span><span class="o">.</span><span class="n">DictWriter</span><span class="p">(</span><span class="n">f_out</span><span class="p">,</span> <span class="n">fieldnames</span> <span class="o">=</span> <span class="n">out_colnames</span><span class="p">)</span>
<span class="n">trip_writer</span><span class="o">.</span><span class="n">writeheader</span><span class="p">()</span>
<span class="k">for</span> <span class="n">data_file</span> <span class="ow">in</span> <span class="n">trip_in</span><span class="p">:</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">data_file</span><span class="p">,</span> <span class="s1">'r'</span><span class="p">)</span> <span class="k">as</span> <span class="n">f_in</span><span class="p">:</span>
<span class="c1"># set up csv reader object</span>
<span class="n">trip_reader</span> <span class="o">=</span> <span class="n">csv</span><span class="o">.</span><span class="n">DictReader</span><span class="p">(</span><span class="n">f_in</span><span class="p">)</span>
<span class="c1"># collect data from and process each row</span>
<span class="k">for</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">trip_reader</span><span class="p">:</span>
<span class="n">new_point</span> <span class="o">=</span> <span class="p">{}</span>
<span class="c1"># convert duration units from seconds to minutes</span>
<span class="c1">### Question 3a: Add a mathematical operation below ###</span>
<span class="c1">### to convert durations from seconds to minutes. ###</span>
<span class="n">new_point</span><span class="p">[</span><span class="s1">'duration'</span><span class="p">]</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">'Duration'</span><span class="p">])</span><span class="o">/</span><span class="mf">60.</span>
<span class="c1"># reformat datestrings into multiple columns</span>
<span class="c1">### Question 3b: Fill in the blanks below to generate ###</span>
<span class="c1">### the expected time values. ###</span>
<span class="n">trip_date</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">strptime</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">'Start Date'</span><span class="p">],</span> <span class="s1">'%m/</span><span class="si">%d</span><span class="s1">/%Y %H:%M'</span><span class="p">)</span>
<span class="n">new_point</span><span class="p">[</span><span class="s1">'start_date'</span><span class="p">]</span> <span class="o">=</span> <span class="n">trip_date</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">'%Y-%m-</span><span class="si">%d</span><span class="s1">'</span><span class="p">)</span>
<span class="n">new_point</span><span class="p">[</span><span class="s1">'start_year'</span><span class="p">]</span> <span class="o">=</span> <span class="n">trip_date</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">'%Y'</span><span class="p">)</span>
<span class="n">new_point</span><span class="p">[</span><span class="s1">'start_month'</span><span class="p">]</span> <span class="o">=</span> <span class="n">trip_date</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">'%m'</span><span class="p">)</span>
<span class="n">new_point</span><span class="p">[</span><span class="s1">'start_hour'</span><span class="p">]</span> <span class="o">=</span> <span class="n">trip_date</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">'%H'</span><span class="p">)</span>
<span class="n">new_point</span><span class="p">[</span><span class="s1">'weekday'</span><span class="p">]</span> <span class="o">=</span> <span class="n">trip_date</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">'%w'</span><span class="p">)</span>
<span class="c1"># remap start and end terminal with start and end city</span>
<span class="n">new_point</span><span class="p">[</span><span class="s1">'start_city'</span><span class="p">]</span> <span class="o">=</span> <span class="n">station_map</span><span class="p">[</span><span class="n">row</span><span class="p">[</span><span class="s1">'Start Terminal'</span><span class="p">]]</span>
<span class="n">new_point</span><span class="p">[</span><span class="s1">'end_city'</span><span class="p">]</span> <span class="o">=</span> <span class="n">station_map</span><span class="p">[</span><span class="n">row</span><span class="p">[</span><span class="s1">'End Terminal'</span><span class="p">]]</span>
<span class="c1"># two different column names for subscribers depending on file</span>
<span class="k">if</span> <span class="s1">'Subscription Type'</span> <span class="ow">in</span> <span class="n">row</span><span class="p">:</span>
<span class="n">new_point</span><span class="p">[</span><span class="s1">'subscription_type'</span><span class="p">]</span> <span class="o">=</span> <span class="n">row</span><span class="p">[</span><span class="s1">'Subscription Type'</span><span class="p">]</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">new_point</span><span class="p">[</span><span class="s1">'subscription_type'</span><span class="p">]</span> <span class="o">=</span> <span class="n">row</span><span class="p">[</span><span class="s1">'Subscriber Type'</span><span class="p">]</span>
<span class="c1"># write the processed information to the output file.</span>
<span class="n">trip_writer</span><span class="o">.</span><span class="n">writerow</span><span class="p">(</span><span class="n">new_point</span><span class="p">)</span>
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<p><strong>Question 3</strong>: Run the below code block to call the <code>summarise_data()</code> function you finished in the above cell. It will take the data contained in the files listed in the <code>trip_in</code> and <code>station_data</code> variables, and write a new file at the location specified in the <code>trip_out</code> variable. If you've performed the data wrangling correctly, the below code block will print out the first few lines of the dataframe and a message verifying that the data point counts are correct.</p>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Process the data by running the function we wrote above.</span>
<span class="n">station_data</span> <span class="o">=</span> <span class="p">[</span><span class="s1">'201402_station_data.csv'</span><span class="p">]</span>
<span class="n">trip_in</span> <span class="o">=</span> <span class="p">[</span><span class="s1">'201309_trip_data.csv'</span><span class="p">]</span>
<span class="n">trip_out</span> <span class="o">=</span> <span class="s1">'201309_trip_summary.csv'</span>
<span class="n">summarise_data</span><span class="p">(</span><span class="n">trip_in</span><span class="p">,</span> <span class="n">station_data</span><span class="p">,</span> <span class="n">trip_out</span><span class="p">)</span>
<span class="c1"># Load in the data file and print out the first few rows</span>
<span class="n">sample_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">trip_out</span><span class="p">)</span>
<span class="n">display</span><span class="p">(</span><span class="n">sample_data</span><span class="o">.</span><span class="n">head</span><span class="p">())</span>
<span class="c1"># Verify the dataframe by counting data points matching each of the time features.</span>
<span class="n">question_3</span><span class="p">(</span><span class="n">sample_data</span><span class="p">)</span>
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<th></th>
<th>duration</th>
<th>start_date</th>
<th>start_year</th>
<th>start_month</th>
<th>start_hour</th>
<th>weekday</th>
<th>start_city</th>
<th>end_city</th>
<th>subscription_type</th>
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<th>0</th>
<td>1.050000</td>
<td>2013-08-29</td>
<td>2013</td>
<td>8</td>
<td>14</td>
<td>4</td>
<td>San Francisco</td>
<td>San Francisco</td>
<td>Subscriber</td>
</tr>
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<th>1</th>
<td>1.166667</td>
<td>2013-08-29</td>
<td>2013</td>
<td>8</td>
<td>14</td>
<td>4</td>
<td>San Jose</td>
<td>San Jose</td>
<td>Subscriber</td>
</tr>
<tr>
<th>2</th>
<td>1.183333</td>
<td>2013-08-29</td>
<td>2013</td>
<td>8</td>
<td>10</td>
<td>4</td>
<td>Mountain View</td>
<td>Mountain View</td>
<td>Subscriber</td>
</tr>
<tr>
<th>3</th>
<td>1.283333</td>
<td>2013-08-29</td>
<td>2013</td>
<td>8</td>
<td>11</td>
<td>4</td>
<td>San Jose</td>
<td>San Jose</td>
<td>Subscriber</td>
</tr>
<tr>
<th>4</th>
<td>1.383333</td>
<td>2013-08-29</td>
<td>2013</td>
<td>8</td>
<td>12</td>
<td>4</td>
<td>San Francisco</td>
<td>San Francisco</td>
<td>Subscriber</td>
</tr>
</tbody>
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<pre>All counts are as expected!
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<blockquote><p><strong>Tip</strong>: If you save a jupyter Notebook, the output from running code blocks will also be saved. However, the state of your workspace will be reset once a new session is started. Make sure that you run all of the necessary code blocks from your previous session to reestablish variables and functions before picking up where you last left off.</p>
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<h2 id="Exploratory-Data-Analysis">Exploratory Data Analysis<a class="anchor-link" href="#Exploratory-Data-Analysis">¶</a></h2><p>Now that you have some data saved to a file, let's look at some initial trends in the data. Some code has already been written for you in the <code>babs_visualizations.py</code> script to help summarize and visualize the data; this has been imported as the functions <code>usage_stats()</code> and <code>usage_plot()</code>. In this section we'll walk through some of the things you can do with the functions, and you'll use the functions for yourself in the last part of the project. First, run the following cell to load the data, then use the <code>usage_stats()</code> function to see the total number of trips made in the first month of operations, along with some statistics regarding how long trips took.</p>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">trip_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">'201309_trip_summary.csv'</span><span class="p">)</span>
<span class="n">usage_stats</span><span class="p">(</span><span class="n">trip_data</span><span class="p">)</span>
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<pre>There are 27345 data points in the dataset.
The average duration of trips is 27.60 minutes.
The median trip duration is 10.72 minutes.
25% of trips are shorter than 6.82 minutes.
25% of trips are longer than 17.28 minutes.
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<pre>array([ 6.81666667, 10.71666667, 17.28333333])</pre>
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<p>You should see that there are over 27,000 trips in the first month, and that the average trip duration is larger than the median trip duration (the point where 50% of trips are shorter, and 50% are longer). In fact, the mean is larger than the 75% shortest durations. This will be interesting to look at later on.</p>
<p>Let's start looking at how those trips are divided by subscription type. One easy way to build an intuition about the data is to plot it. We'll use the <code>usage_plot()</code> function for this. The second argument of the function allows us to count up the trips across a selected variable, displaying the information in a plot. The expression below will show how many customer and how many subscriber trips were made. Try it out!</p>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">usage_plot</span><span class="p">(</span><span class="n">trip_data</span><span class="p">,</span> <span class="s1">'subscription_type'</span><span class="p">)</span>
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