Data Incubator 2015 challenge

The challenge put forward a couple of questions with multiple parts and an open ended project proposal.

The Questions

Q1

You roll a fair 6-sided dice iteratively until the sum of the dice rolls is greater than or equal to M.

What is the mean of the sum minus M when M=20?
What is the standard deviation of the sum minus M when M=20?
What is the mean of the sum minus M when M=10000?
What is the standard deviation of the sum minus M when M=10000?
What is the mean of the number of rolls when M=20?
What is the standard deviation of the number of rolls when M=20?
What is the mean of the number of rolls when M=10000?
What is the standard deviation of the number of rolls when M=10000?

Q2

The files trip_data_3.csv.zip and trip_fare_3.csv.zip contain travel and fare data for NYC taxicabs in March 2013. A snippet from the files looks like this:

5D7054D121F7AFEF5D67FD93AB1DF05E,3DD058605BB5583F4484CE64D7AC57D9,CMT,1,N,2013-03-01 00:00:09,2013-03-01 00:26:34,4,1584,5.40,-73.986534,40.734962,-73.975365,40.67527 213C1F221955A2823F4AFC8A65A951AC,6AE0CCB3191A4354FDF1AAF377ACFD15,CMT,1,N,2013-03-01 00:00:17,2013-03-01 00:16:04,1,946,3.90,-73.988701,40.73122,-73.95739,40.722301 5EE2C4D3BF57BDB455E74B03B89E43A7,79EFAD78E0A81463C273B1CF7A8D3583,CMT,1,N,2013-03-01 00:00:28,2013-03-01 00:24:28,1,1438,9.40,-73.973839,40.752171,-73.958481,40.653683 3D14197B6B792B6CE2B1D34E916A81AE,434A5F0C3E2405DF2F5450B146EABE6E,CMT,1,N,2013-03-01 00:00:33,2013-03-01 00:12:00,1,687,3.50,-74.003777,40.723763,-73.995758,40.764538 F235E92D0522C9BB25DA3767BE919705,5C8C81864C3CFDB140FF9F6C25E1DBF7,CMT,1,N,2013-03-01 00:00:34,2013-03-01 00:15:23,1,889,7.40,-73.986382,40.749817,-73.94371,40.835423

and this, respectively

D30BED60331C79E3F7ACD05B325ED42F,E0F3F8A7AE1B8DCCE0C0BA42FFBA4610,CMT,2013-03-01 00:05:48,CRD,10.5,0.5,0.5,2.3,0,13.8 D886C7DC412D236CF1797D4B5BC90DDB,9B87622D5FD8A9F31C61FBA3C04DF8AD,CMT,2013-03-01 00:05:55,CRD,52,0,0.5,13.8,16.5,82.8 049DC01A4AC7D474B94393E642561A3B,AE30D3668D5E76CF4C24E2FF6432F17B,CMT,2013-03-01 00:06:02,CRD,12.5,0.5,0.5,1.8,0,15.3 A28B5AE58590D2ADF1D9A709D80B2984,3B681501AFD2BED5E0FF8F075C6E56E5,CMT,2013-03-01 00:06:09,CRD,8.5,0.5,0.5,1.5,0,11 3E5703FEDCBD06883431F9A52AEF6796,1D8EE84A1578FBB1F4AF455225649677,CMT,2013-03-01 00:06:17,CRD,5.5,0.5,0.5,1.62,0,8.12

The headers are contained in the files and are fairly self-explanatory, although some things will have to be inferred from the data. When working with this file, be sure to get rid of "bad" datapoints. All monetary quantities in these questions are in units of dollars.

What fraction of payments under $5 use a credit card?
What fraction of payments over $50 use a credit card?
What is the mean fare per minute driven?
What is the median of the taxi's fare per mile driven?
What is the 95 percentile of the taxi's average driving speed in miles per hour?
What is the average ratio of the distance between the pickup and dropoff divided by the distance driven?
What is the average tip for rides from JFK?
What is the median March revenue of a taxi driver?

My approach

Challenges, particularly programming challenges aimed at under a day, are a kind of fun activity for me on their own. Another activity I consider fun is using a tool or set that I have been meaning to which I have yet to fully learn. I've generally used Perl for my smaller script needs and Java or something like Go for my systems programming needs, meaning I've put off learning Python. I have tried it (and Ruby), but it hasn't yet been ingrained in my tool-belt. So for this challenge I thought Python might just be perfect (though R and/or Matlab/Octave could have done nicely). To that end I looked at Python 3 vs 2.7 and saw that 3.4 brought in a standard statistics library, so no need to figure out how to install numpy (probably best saved for further exploration). PyCharm CE was downloaded and I put together what you see in this repository. It turns out Pycharm has an action on unkown imports to try and install them, so that makes using numpy or pandas pretty easy. I fully caveat this by saying it's likely not properly pythonic in style.

There was a single-script text field for each submission with a 10k character limit. That influenced my choice of not building a Java project with multiple classes and interfaces etc to answer this challenge.

I wasn't entirely expecting to get a drop-of-the-hat 5 day window to go out and answer something that was estimated in the 6-8h range. Particularly given spring-break, Easter and Passover approximately coinciding, such that it would be reasonable to have other plans. But I did manage to find or make some time in that window. I should note I spent a bit more than the recommended time on filling out the answers because I like making my code look legible. I hope you find it to be the case that this is readable.

Notes

I think questions' "taxi's" was meant as "taxis'" IE a property of all the taxis in the data. Also the "average ratio... divided" question I read to be asking for the mean of miles driven per (great-circle) mile between the pickup and drop off location. I hope this isn't the inverse what what was intended. I counted $0 tips in the tip average.

Results:

Bellow is an abbreviated run of: rolls.py

Mean of the sum - 20 when M is 20: 1.6663572224285184
Mean of the sum - 10000 when M is 10000: 1.4285714285714286
Mean of the number of rolls when M is 20: 6.188822874118084
Mean of the number of rolls when M is 10000: 2856.8
Standard deviation of the sum - 20 when M is 20: 1.4921206223381762
Standard deviation of the sum - 10000 when M is 10000: 1.1952286093343936
Standard deviation of the number of rolls when M is 20: 1.2261439318861245
Standard deviation of the number of rolls when M is 10000: 23.2793773921191

View of the rolls summing to 20
  Count     Sum Rolls
      7      23 [3, 1, 4, 1, 3, 5, 6]
      5      24 [4, 3, 6, 5, 6]
      5      22 [4, 5, 4, 3, 6]
      6      25 [5, 5, 4, 1, 4, 6]
      7      20 [3, 3, 6, 2, 2, 2, 2]
      6      23 [4, 4, 2, 5, 2, 6]
      5      20 [4, 2, 3, 5, 6]
      5      21 [2, 6, 5, 3, 5]
      6      23 [5, 6, 3, 2, 3, 4]
      7      21 [2, 6, 1, 1, 2, 3, 6]
      4      22 [6, 5, 5, 6]
      7      22 [2, 1, 1, 2, 6, 5, 5]
      5      25 [6, 4, 3, 6, 6]
      8      20 [2, 5, 2, 3, 3, 1, 2, 2]
      8      23 [2, 1, 4, 1, 3, 5, 3, 4]
      8      21 [1, 4, 2, 3, 4, 1, 1, 5]
      9      20 [5, 2, 1, 2, 2, 1, 1, 4, 2]
      8      23 [2, 3, 2, 1, 2, 6, 1, 6]
      7      22 [4, 1, 3, 3, 4, 1, 6]
      7      22 [1, 6, 1, 2, 3, 4, 5]

...

      6      24 [3, 2, 5, 5, 4, 5]
      6      21 [6, 3, 5, 2, 2, 3]
      4      21 [5, 5, 5, 6]
      6      23 [5, 5, 1, 4, 2, 6]
      5      25 [6, 5, 4, 4, 6]
      5      20 [5, 4, 3, 3, 5]
      7      23 [5, 4, 3, 4, 1, 2, 4]
      6      24 [1, 6, 4, 3, 5, 5]
      5      20 [3, 4, 5, 2, 6]
      6      20 [1, 6, 5, 2, 4, 2]
      5      21 [5, 3, 5, 4, 4]
      6      22 [3, 2, 1, 6, 5, 5]
      5      22 [6, 1, 4, 5, 6]
      5      20 [1, 6, 3, 6, 4]
      5      21 [6, 4, 1, 6, 4]
      7      22 [1, 2, 3, 3, 4, 5, 4]
      5      22 [5, 4, 4, 6, 3]
      8      22 [3, 4, 2, 2, 1, 1, 4, 5]
      6      24 [2, 3, 4, 5, 4, 6]
      9      25 [2, 1, 2, 4, 1, 2, 1, 6, 6]


View of the rolls summing to 10000
  Count     Sum Rolls
   2846   10000 [3, 1, 4, 1, 3, 5, 6, 4, 3, 6, 5, 6, 4, 5, 4, 3, 6, 5, 5, 4, 1, 4, 6, 3, 3, 6, 2, 2, 2, 2, 4, 4, 2, 5, 2, 6, 4, 2, 3, 5, 6, 2, 6, 5, 3, 5, 5, 6, 3, 2, 3, 4, 2, 6, 1, 1, 2, 3, 6, 6, 5, 5, 6, 2, 1, 1, 2, 6, 5, 5, 6, 4, 3, 6, 6, 2, 5, 2, 3, 3, 1, 2, 2, 2, 1, 4, 1, 3, 5, 3, 4, 1, 4, 2, 3, 4, 1, 1, 5, 5, 2, 1, 2, 2, 1, 1, 4, 2, 2, 3, 2, 1, 2, 6, 1, 6, 4, 1, 3, 3, 4, 1, 6, 1, 6, 1, 2, 3, 4, 5, 6, 5, 6, 3, 2, 2, 1, 6, 2, 5, 3, 6, 2, 1, 6, 1, 5, 5, 1, 3, 6, 5, 2, 6, 5, 1, 6, 6, 2, 2, 4, 6, 5, 4, 6, 6, 5, 6, 4, 1, 2, 2, 1, 2, 1, 5, 6, 6, 1, 1, 3, 3, 1, 6, 5, 2, 4, 5, 2, 6, 6, 2, 3, 5, 4, 5, 5, 5, 2, 3, 2, 3, 5, 1, 3, 6, 5, 3, 2, 5, 5, 5, 6, 4, 1, 2, 3, 2, 2, 6, 2, 4, 5, 6, 2, 1, 1, 5, 6, 1, 2, 2, 3, 5, 4, 4, 4, 1, 1, 1, 2, 6, 3, 6, 1, 2, 5, 1, 4, 4, 4, 3, 1, 4, 6, 6, 5, 5, 3, 2, 1, 5, 2, 5, 1, 5, 2, 4, 2, 4, 4, 3, 6, 1, 6, 5, 3, 5, 4, 2, 5, 4, 5, 5, 1, 3, 2, 6, 4, 5, 1, 6, 4, 6, 3, 3, 5, 1, 4, 4, 6, 3, 2, 1, 4, 1, 4, 4, 4, 5, 4, 2, 4, 6, 5, 4, 5, 4, 4, 3, 5, 1, 3, 6, 4, 5, 3, 4, 5, 4, 2, 5, 5, 4, 2, 5, 2, 2, 5, 6, 1, 5, 6, 5, 6, 2, 2, 2, 6, 2, 1, 4, 6, 1, 3, 4, 3, 4, 2, 6, 1, 5, 1, 6, 6, 5, 4, 5, 3, 6, 5, 3, 2, 3, 1, 4, 4, 1, 3, 6, 2, 5, 1, 4, 5, 5, 2, 5, 5, 5, 4, 5, 5, 3, 2, 1, 6, 5, 1, 1, 6, 5, 3, 3, 1, 2, 1, 4, 3, 3, 5, 3, 6, 5, 6, 5, 5, 6, 5, 3, 5, 2, 4, 2, 2, 6, 5, 6, 6, 4, 3, 6, 5, 1, 4, 4, 4, 5, 5, 6, 6, 6, 6, 5, 2, 6, 6, 1, 1, 3, 3, 4, 1, 4, 4, 5, 1, 3, 3, 3, 2, 4, 4, 2, 5, 5, 2, 1, 4, 1, 6, 5, 3, 5, 6, 2, 4, 3, 3, 5, 6, 5, 5, 1, 2, 3, 2, 1, 4, 5, 6, 1, 1, 6, 6, 3, 5, 2, 4, 2, 2, 4, 6, 3, 4, 5, 5, 5, 6, 4, 4, 6, 2, 3, 6, 4, 3, 3, 6, 3, 1, 3, 1, 1, 2, 3, 4, 1, 1, 4, 4, 6, 4, 2, 5, 1, 5, 1, 1, 5, 4, 6, 1, 1, 2, 2, 6, 6, 1, 6, 5, 3, 6, 5, 6, 5, 2, 1, 1, 3, 2, 2, 6, 1, 5, 3, 2, 2, 5, 6, 6, 5, 4, 6, 4, 1, 2, 2, 2, 1, 5, 6, 4, 4, 2, 3, 6, 5, 4, 4, 3, 5, 1, 6, 1, 6, 5, 4, 6, 4, 1, 1, 1, 4, 3, 6, 6, 5, 4, 3, 4, 1, 2, 2, 5, 4, 1, 5, 3, 6, 2, 6, 1, 2, 4, 5, 4, 6, 4, 4, 5, 2, 2, 1, 4, 2, 6, 5, 2, 5, 1, 3, 2, 5, 5, 4, 4, 4, 1, 5, 2, 2, 4, 4, 4, 1, 4, 6, 2, 2, 6, 4, 2, 1, 5, 4, 3, 6, 5, 2, 1, 3, 4, 1, 2, 3, 4, 5, 1, 2, 5, 3, 3, 1, 2, 2, 4, 1, 6, 4, 4, 2, 3, 6, 3, 5, 3, 5, 4, 1, 2, 1, 3, 1, 2, 5, 5, 1, 3, 2, 5, 4, 6, 5, 2, 5, 4, 3, 1, 4, 3, 3, 4, 3, 4, 4, 6, 6, 5, 5, 5, 2, 3, 4, 2, 3, 4, 3, 3, 1, 4, 2, 5, 6, 6, 4, 2, 4, 6, 6, 1, 5, 4, 2, 4, 6, 4, 1, 6, 6, 5, 4, 5, 3, 4, 3, 1, 4, 1, 1, 3, 2, 5, 6, 3, 2, 5, 1, 5, 4, 2, 4, 3, 2, 3, 2, 1, 4, 6, 2, 3, 2, 4, 3, 3, 2, 4, 1, 5, 2, 2, 1, 4, 6, 3, 6, 3, 6, 2, 6, 1, 5, 2, 5, 3, 6, 3, 3, 5, 6, 1, 5, 3, 5, 2, 4, 6, 2, 1, 1, 1, 3, 5, 6, 3, 6, 5, 6, 2, 6, 2, 3, 4, 2, 4, 4, 1, 3, 3, 2, 5, 2, 1, 4, 3, 4, 5, 6, 5, 5, 3, 5, 6, 4, 1, 2, 3, 4, 6, 4, 2, 4, 4, 3, 5, 5, 6, 4, 2, 1, 4, 2, 6, 4, 6, 6, 5, 4, 4, 5, 1, 3, 2, 6, 5, 6, 5, 2, 6, 4, 3, 1, 3, 2, 3, 6, 4, 1, 6, 6, 2, 1, 1, 6, 3, 6, 6, 1, 1, 2, 2, 1, 3, 2, 2, 5, 1, 1, 6, 5, 3, 4, 6, 3, 3, 3, 1, 1, 4, 1, 2, 6, 6, 2, 1, 4, 2, 3, 4, 4, 3, 1, 5, 5, 6, 2, 4, 1, 3, 5, 1, 1, 2, 4, 3, 6, 2, 6, 4, 4, 2, 6, 5, 6, 2, 2, 5, 4, 1, 2, 2, 4, 2, 1, 6, 1, 4, 1, 2, 4, 1, 3, 5, 1, 5, 3, 5, 1, 2, 3, 6, 2, 4, 3, 1, 4, 1, 6, 2, 3, 1, 6, 2, 3, 5, 6, 6, 4, 4, 4, 3, 3, 1, 6, 6, 1, 3, 1, 4, 2, 4, 3, 5, 4, 6, 6, 3, 3, 5, 1, 2, 5, 4, 6, 2, 2, 6, 6, 5, 6, 2, 2, 4, 5, 6, 1, 4, 2, 4, 4, 2, 5, 6, 4, 2, 4, 4, 4, 6, 6, 4, 4, 4, 5, 5, 1, 6, 2, 5, 4, 5, 3, 6, 1, 1, 5, 5, 6, 3, 1, 3, 6, 4, 6, 2, 1, 3, 5, 1, 2, 4, 1, 1, 5, 4, 2, 4, 1, 4, 2, 5, 1, 6, 3, 6, 3, 5, 6, 2, 1, 5, 3, 4, 2, 1, 5, 2, 1, 2, 3, 2, 4, 6, 4, 1, 5, 4, 2, 1, 6, 5, 3, 5, 1, 5, 3, 5, 3, 2, 3, 3, 4, 1, 5, 1, 4, 6, 3, 4, 1, 3, 6, 3, 2, 4, 4, 1, 5, 6, 6, 4, 1, 3, 4, 1, 3, 3, 2, 6, 4, 5, 5, 1, 5, 6, 6, 2, 5, 6, 3, 4, 2, 6, 2, 1, 2, 4, 2, 6, 6, 6, 2, 2, 5, 5, 4, 4, 3, 2, 1, 1, 4, 3, 6, 2, 5, 3, 3, 6, 6, 1, 2, 5, 6, 2, 4, 5, 3, 3, 4, 4, 5, 2, 4, 5, 3, 4, 5, 4, 4, 3, 1, 4, 2, 5, 3, 3, 1, 6, 6, 5, 5, 4, 4, 2, 6, 4, 2, 6, 2, 4, 5, 6, 1, 2, 4, 6, 3, 2, 4, 2, 2, 2, 6, 3, 1, 4, 3, 6, 2, 4, 3, 3, 1, 5, 5, 1, 1, 4, 2, 1, 6, 2, 1, 1, 6, 5, 3, 4, 5, 5, 2, 3, 1, 6, 6, 5, 6, 1, 2, 4, 1, 3, 4, 3, 3, 4, 4, 4, 1, 5, 5, 2, 5, 6, 2, 3, 1, 4, 5, 5, 6, 2, 4, 6, 6, 6, 5, 5, 3, 1, 4, 1, 5, 3, 5, 1, 6, 1, 6, 4, 1, 3, 5, 6, 1, 2, 5, 3, 6, 1, 4, 6, 2, 2, 5, 2, 5, 3, 2, 1, 4, 6, 2, 3, 6, 5, 6, 3, 5, 3, 5, 2, 6, 6, 2, 1, 5, 6, 2, 1, 6, 3, 5, 2, 3, 4, 5, 5, 4, 6, 5, 1, 3, 6, 1, 2, 6, 3, 5, 2, 2, 2, 1, 4, 6, 5, 2, 4, 6, 6, 4, 5, 2, 4, 2, 1, 2, 3, 3, 3, 6, 1, 2, 6, 2, 6, 6, 2, 1, 6, 5, 3, 1, 3, 6, 4, 1, 3, 2, 3, 5, 5, 6, 4, 5, 2, 1, 4, 1, 5, 2, 3, 2, 3, 2, 4, 2, 4, 6, 3, 2, 2, 3, 4, 6, 6, 4, 5, 6, 4, 2, 3, 2, 5, 4, 3, 6, 2, 4, 4, 4, 4, 5, 1, 3, 6, 1, 6, 3, 2, 3, 4, 4, 3, 3, 5, 6, 1, 2, 4, 6, 2, 2, 5, 5, 4, 3, 3, 6, 6, 3, 4, 6, 4, 4, 3, 1, 1, 1, 3, 4, 3, 1, 5, 4, 1, 1, 2, 2, 1, 6, 2, 5, 2, 6, 4, 5, 1, 3, 4, 2, 2, 3, 6, 1, 3, 5, 6, 5, 2, 3, 2, 6, 6, 3, 6, 5, 4, 1, 5, 1, 2, 4, 4, 6, 4, 6, 6, 5, 3, 6, 1, 6, 2, 2, 1, 6, 4, 3, 5, 4, 3, 2, 4, 4, 6, 2, 6, 2, 5, 1, 5, 3, 2, 6, 3, 2, 1, 5, 5, 3, 3, 6, 1, 5, 6, 2, 4, 1, 2, 2, 1, 5, 6, 2, 3, 3, 4, 6, 6, 1, 3, 4, 5, 6, 1, 2, 1, 5, 1, 5, 5, 5, 3, 5, 1, 2, 5, 2, 3, 3, 3, 4, 2, 2, 4, 6, 3, 6, 2, 1, 1, 6, 3, 6, 1, 1, 2, 2, 6, 6, 3, 1, 4, 3, 5, 5, 4, 1, 4, 4, 1, 1, 4, 6, 2, 4, 3, 1, 1, 3, 5, 3, 4, 1, 1, 5, 4, 3, 4, 2, 3, 5, 5, 3, 4, 3, 3, 4, 1, 6, 3, 6, 1, 2, 6, 2, 2, 6, 5, 5, 5, 1, 3, 4, 5, 5, 6, 6, 4, 1, 5, 2, 3, 1, 5, 2, 1, 4, 6, 3, 5, 5, 1, 3, 5, 6, 5, 3, 4, 4, 5, 1, 4, 1, 6, 1, 4, 3, 6, 6, 4, 5, 1, 1, 1, 6, 1, 2, 3, 2, 5, 1, 3, 1, 5, 1, 5, 4, 4, 6, 2, 2, 3, 2, 4, 4, 4, 2, 2, 6, 2, 6, 4, 1, 2, 1, 1, 1, 5, 3, 5, 5, 5, 3, 4, 6, 6, 3, 6, 6, 1, 1, 3, 2, 4, 5, 2, 4, 4, 5, 5, 5, 4, 1, 4, 6, 5, 3, 5, 6, 4, 5, 1, 4, 1, 1, 1, 5, 6, 2, 2, 6, 3, 6, 3, 2, 5, 6, 4, 6, 6, 6, 1, 2, 4, 1, 2, 4, 4, 2, 3, 1, 1, 2, 6, 4, 5, 6, 3, 6, 6, 3, 2, 5, 2, 3, 4, 6, 3, 1, 1, 6, 2, 3, 2, 4, 4, 4, 4, 3, 5, 5, 4, 6, 3, 5, 1, 6, 5, 1, 6, 1, 6, 1, 3, 2, 6, 6, 5, 1, 3, 4, 4, 4, 2, 5, 3, 1, 3, 3, 3, 5, 5, 2, 5, 4, 1, 1, 2, 2, 1, 1, 5, 2, 4, 6, 6, 2, 1, 5, 6, 1, 6, 5, 6, 1, 6, 2, 2, 5, 5, 5, 1, 3, 3, 1, 1, 5, 2, 1, 5, 5, 5, 4, 5, 6, 5, 4, 3, 5, 4, 5, 6, 5, 2, 5, 6, 2, 2, 1, 4, 1, 5, 1, 5, 4, 6, 2, 3, 2, 6, 3, 1, 4, 2, 2, 5, 3, 4, 6, 3, 6, 3, 1, 6, 4, 3, 5, 4, 1, 4, 3, 3, 5, 2, 4, 6, 3, 5, 3, 3, 5, 3, 3, 4, 6, 2, 1, 6, 5, 1, 4, 2, 3, 6, 2, 2, 6, 3, 5, 3, 5, 6, 4, 5, 1, 1, 6, 5, 6, 5, 2, 2, 1, 1, 6, 2, 3, 1, 3, 6, 4, 2, 1, 1, 5, 5, 5, 6, 5, 3, 2, 4, 4, 2, 3, 3, 1, 5, 5, 5, 6, 2, 4, 6, 4, 5, 2, 1, 1, 1, 3, 2, 1, 3, 6, 1, 4, 1, 3, 5, 6, 6, 4, 2, 4, 1, 1, 3, 5, 4, 3, 6, 3, 2, 1, 3, 3, 5, 1, 4, 6, 5, 4, 5, 5, 2, 1, 4, 1, 2, 2, 2, 5, 3, 1, 1, 2, 3, 2, 3, 5, 6, 1, 1, 1, 4, 2, 4, 4, 5, 2, 5, 6, 6, 3, 6, 3, 2, 6, 4, 4, 3, 6, 3, 1, 6, 2, 1, 4, 4, 2, 4, 5, 4, 5, 2, 2, 5, 3, 6, 2, 3, 6, 5, 1, 3, 2, 5, 2, 6, 2, 5, 1, 3, 5, 4, 3, 6, 6, 6, 2, 4, 5, 4, 1, 1, 5, 4, 4, 5, 3, 6, 2, 1, 5, 1, 1, 2, 6, 2, 2, 2, 1, 5, 3, 5, 5, 6, 1, 4, 5, 1, 4, 1, 1, 6, 5, 6, 2, 5, 4, 1, 6, 4, 5, 3, 4, 3, 6, 3, 4, 3, 6, 3, 3, 4, 6, 2, 4, 1, 3, 1, 6, 3, 6, 1, 6, 1, 3, 2, 6, 5, 1, 5, 2, 5, 5, 5, 4, 3, 1, 2, 6, 5, 3, 5, 3, 2, 6, 6, 4, 6, 2, 4, 2, 6, 6, 6, 3, 4, 5, 4, 4, 1, 2, 1, 4, 1, 2, 3, 1, 1, 3, 2, 3, 1, 5, 4, 4, 4, 6, 6, 5, 2, 1, 3, 2, 5, 1, 2, 5, 3, 3, 5, 1, 1, 5, 5, 1, 6, 4, 3, 1, 2, 5, 3, 1, 5, 6, 2, 2, 2, 1, 5, 2, 4, 3, 1, 3, 2, 5, 4, 3, 5, 6, 4, 2, 2, 4, 5, 4, 1, 1, 3, 5, 2, 5, 6, 2, 4, 2, 6, 2, 1, 4, 5, 2, 5, 6, 1, 1, 1, 1, 1, 2, 5, 4, 5, 4, 3, 1, 3, 3, 3, 3, 2, 1, 1, 4, 1, 6, 4, 2, 6, 6, 6, 4, 3, 3, 3, 3, 5, 2, 2, 6, 2, 2, 2, 3, 3, 1, 5, 4, 6, 4, 4, 4, 1, 5, 4, 3, 1, 4, 3, 6, 3, 6, 3, 6, 6, 2, 3, 3, 3, 3, 4, 1, 6, 6, 4, 2, 6, 5, 2, 4, 6, 6, 2, 1, 6, 1, 4, 3, 5, 5, 2, 6, 3, 4, 6, 1, 4, 6, 5, 1, 3, 2, 4, 4, 3, 6, 6, 2, 3, 1, 3, 3, 6, 5, 5, 4, 2, 1, 4, 5, 3, 2, 1, 1, 3, 2, 4, 2, 6, 2, 2, 4, 6, 2, 5, 4, 2, 4, 4, 3, 2, 6, 4, 5, 3, 2, 6, 3, 3, 6, 5, 1, 1, 2, 3, 6, 6, 6, 5, 1, 6, 4, 1, 1, 2, 4, 2, 3, 3, 3, 1, 2, 3, 5, 2, 6, 5, 2, 2, 2, 6, 6, 6, 5, 5, 5, 5, 5, 3, 5, 6, 5, 1, 5, 1, 4, 6, 1, 6, 3, 1, 2, 6, 4, 6, 4, 3, 5, 4, 2, 6, 4, 3, 6, 5, 5, 2, 2, 3, 6, 3, 1, 1, 1, 3, 6, 1, 5, 2, 1, 4, 5, 2, 1, 3, 5, 4, 3, 2, 6, 4, 5, 2, 3, 1, 5, 3, 1, 2, 4, 6, 2, 1, 4, 3, 5, 5, 6, 6, 2, 4, 1, 5, 5, 3, 4, 3, 2, 6, 5, 6, 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   2874   10002 [2, 5, 5, 4, 2, 2, 5, 5, 6, 4, 1, 1, 2, 1, 5, 1, 5, 4, 5, 6, 6, 1, 5, 1, 5, 5, 3, 4, 4, 1, 2, 4, 2, 1, 2, 3, 5, 6, 3, 3, 2, 4, 5, 6, 3, 4, 3, 1, 1, 4, 4, 2, 6, 3, 1, 2, 1, 4, 3, 6, 3, 1, 6, 1, 2, 1, 4, 6, 3, 4, 1, 2, 4, 3, 6, 3, 3, 1, 2, 6, 4, 2, 2, 4, 2, 6, 1, 4, 5, 2, 1, 2, 1, 3, 6, 4, 5, 1, 3, 4, 2, 3, 3, 1, 2, 1, 4, 2, 1, 1, 2, 1, 5, 2, 3, 6, 1, 3, 5, 1, 2, 6, 4, 1, 1, 2, 5, 3, 6, 5, 1, 4, 2, 6, 6, 3, 5, 4, 4, 4, 4, 5, 3, 2, 5, 6, 3, 5, 1, 6, 1, 4, 2, 2, 5, 6, 6, 6, 3, 2, 2, 3, 6, 4, 5, 6, 5, 4, 1, 2, 1, 4, 2, 5, 1, 5, 4, 6, 6, 6, 4, 6, 6, 2, 3, 6, 5, 3, 2, 4, 2, 2, 5, 1, 2, 5, 2, 6, 6, 2, 1, 3, 6, 2, 2, 1, 1, 5, 6, 2, 6, 1, 4, 3, 5, 4, 2, 2, 5, 4, 5, 3, 4, 6, 1, 2, 5, 1, 5, 4, 1, 4, 4, 3, 6, 2, 1, 1, 6, 2, 3, 5, 3, 2, 6, 6, 2, 3, 4, 4, 2, 2, 6, 5, 6, 4, 5, 2, 1, 2, 3, 6, 3, 1, 4, 6, 4, 4, 6, 2, 4, 1, 5, 5, 4, 3, 2, 3, 1, 6, 3, 4, 1, 6, 1, 1, 3, 4, 6, 2, 6, 2, 2, 2, 1, 1, 4, 6, 6, 1, 2, 4, 6, 3, 4, 5, 3, 6, 6, 1, 5, 4, 3, 5, 3, 6, 1, 2, 3, 5, 4, 2, 1, 1, 1, 4, 1, 4, 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   2856   10001 [5, 3, 5, 6, 1, 6, 6, 4, 5, 1, 1, 3, 2, 3, 4, 5, 4, 3, 2, 1, 2, 4, 1, 1, 1, 4, 3, 5, 3, 5, 4, 1, 2, 2, 5, 6, 3, 6, 5, 4, 6, 5, 5, 1, 6, 2, 1, 6, 3, 1, 6, 5, 2, 5, 6, 6, 3, 5, 6, 5, 6, 3, 6, 3, 4, 2, 2, 6, 4, 4, 3, 6, 1, 3, 2, 1, 4, 1, 1, 3, 6, 2, 5, 4, 3, 6, 4, 1, 6, 3, 5, 1, 1, 1, 5, 4, 4, 6, 1, 3, 3, 6, 3, 4, 5, 5, 4, 3, 5, 5, 1, 5, 2, 5, 6, 3, 3, 3, 2, 5, 1, 5, 5, 3, 1, 1, 1, 4, 4, 4, 2, 1, 4, 1, 2, 6, 3, 4, 2, 1, 3, 6, 4, 4, 2, 3, 3, 5, 3, 2, 4, 4, 5, 5, 3, 4, 1, 5, 3, 2, 1, 5, 5, 1, 6, 5, 5, 6, 5, 2, 4, 5, 2, 2, 3, 2, 5, 4, 1, 1, 4, 2, 4, 1, 6, 4, 1, 5, 3, 4, 6, 1, 3, 4, 6, 5, 6, 5, 6, 2, 1, 1, 3, 5, 3, 4, 4, 4, 2, 3, 6, 6, 5, 4, 4, 4, 4, 5, 5, 6, 3, 4, 3, 1, 5, 4, 4, 6, 3, 3, 1, 4, 1, 1, 5, 2, 6, 5, 1, 2, 3, 2, 5, 5, 4, 6, 4, 6, 4, 5, 4, 5, 5, 2, 4, 2, 4, 4, 6, 5, 4, 1, 3, 5, 3, 6, 2, 4, 3, 5, 6, 1, 2, 1, 5, 1, 4, 2, 3, 1, 2, 3, 2, 1, 5, 4, 5, 3, 6, 2, 5, 1, 2, 4, 1, 1, 4, 4, 1, 1, 3, 3, 2, 3, 1, 5, 6, 3, 6, 6, 6, 6, 4, 2, 4, 2, 6, 2, 4, 2, 6, 2, 1, 2, 3, 5, 5, 3, 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...

   2874   10001 [1, 5, 5, 6, 6, 5, 5, 3, 3, 6, 6, 5, 5, 5, 4, 4, 2, 6, 3, 3, 3, 2, 1, 1, 1, 3, 2, 4, 3, 5, 4, 6, 2, 4, 2, 1, 5, 2, 2, 2, 2, 5, 2, 2, 2, 5, 4, 6, 5, 1, 3, 1, 1, 2, 6, 3, 4, 3, 3, 4, 5, 6, 4, 3, 6, 6, 6, 2, 6, 5, 3, 3, 1, 4, 5, 5, 3, 6, 1, 6, 1, 6, 6, 1, 5, 1, 2, 3, 1, 6, 1, 4, 6, 4, 5, 2, 1, 6, 6, 4, 6, 2, 2, 6, 3, 2, 4, 5, 6, 1, 4, 2, 4, 3, 5, 2, 2, 1, 5, 1, 3, 1, 5, 4, 1, 1, 1, 6, 1, 5, 6, 2, 4, 4, 3, 6, 1, 2, 5, 3, 3, 4, 4, 4, 3, 5, 4, 1, 1, 5, 4, 1, 6, 1, 6, 4, 3, 2, 4, 6, 2, 3, 1, 3, 2, 6, 3, 2, 2, 3, 4, 5, 3, 5, 1, 1, 6, 6, 3, 1, 6, 2, 4, 1, 4, 4, 3, 2, 3, 6, 2, 4, 3, 3, 5, 2, 5, 5, 4, 1, 5, 3, 2, 6, 5, 1, 2, 6, 2, 3, 6, 1, 3, 1, 3, 3, 4, 5, 3, 4, 5, 5, 5, 1, 3, 5, 5, 6, 3, 3, 5, 2, 5, 4, 1, 1, 4, 6, 1, 1, 5, 1, 5, 5, 3, 2, 5, 2, 1, 6, 6, 4, 2, 1, 4, 2, 4, 4, 6, 5, 4, 3, 6, 5, 4, 2, 2, 5, 2, 6, 4, 5, 4, 4, 1, 3, 4, 5, 2, 4, 3, 1, 5, 5, 3, 2, 3, 5, 2, 1, 6, 1, 2, 1, 4, 1, 4, 6, 2, 5, 1, 5, 1, 6, 1, 2, 3, 2, 6, 3, 4, 3, 3, 1, 4, 2, 5, 1, 1, 2, 2, 3, 2, 3, 2, 1, 5, 5, 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Bellow is an abbreviated run of: taxi.py

...
Fraction of payments under $5 use a credit card (percent): 8.878207375437885
Fraction of payments over $50 use a credit card (percent): 68.16734964388728
The mean fare per minute driven: 1.41292866002
The median of the taxi's fare per mile driven: 5.0
The 95 percentile of the taxi's average driving speed in miles per hour: 26.6086956522
The average tip for rides from JFK: 4.47524125862
The average tip when tipped for rides from JFK: 9.40373783388
The median March revenue of a taxi driver: 7221.199999999995
The average ratio of the distance between the pickup and dropoff divided by the distance driven: 3.64816470898

0: https://nyctaxitrips.blob.core.windows.net/data/trip_data_3.csv.zip 1: https://nyctaxitrips.blob.core.windows.net/data/trip_fare_3.csv.zip

dlamblin/NYC-taxi-Data-Incubator-challenge