Chicago Taxi Trips

$0 / year

This dataset contains the taxi trips reported to the City of Chicago in its role as a regulatory agency. To protect privacy but allow for aggregate analyses, the Taxi ID is consistent for any given taxi medallion number but does not show the number, Census Tracts are suppressed in some cases, and times are rounded to the nearest 15 minutes. Due to the data reporting process, not all trips are reported but the City believes that most are.

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Complexity

Chicago residents and visitors took more than 27 million taxi rides in 2015, traveling 83 million miles and spending more than $400 million.

The City of Chicago assures the quality and safety of those rides through its Department of Business Affairs & Consumer Protection (BACP). We have long published the taxi drivers and vehicles licensed by BACP on the Chicago Data Portal.

Taxi trips are not reported in real time. Each trip appears long after the completion of the ride. Therefore, the dataset cannot be used to track trips in motion or even just-completed trips. By the nature of how the data are collected, reported, and processed, a minimum of a few days will pass between completion of a ride and its appearance in the dataset. More typically, the delay will be anywhere from a week to a month.

Each row in the dataset describes a distinct taxi trip and shows:

– Which taxi provided the trip
– What times the trip started and ended
– Length of the trip in both time and distance
– Starting and ending Community Area — plus Census Tract for many trips
– Fare amount and other components of the trip cost
– Type of payment — such as cash or credit card. (As an important note, cash tips are not included in the data because they do not go through the payment systems.)
Taxi company.

Although taxi rides take place on the public streets and can be freely observed, the start that there could be privacy issues in publishing them. Implemented a number of measures to preserve privacy while not unduly hampering use of the data. These measures include the following.

Delay:
Taxi trips are not reported in real time. Each trip appears long after the completion of the ride. Therefore, the dataset cannot be used to track trips in motion or even just-completed trips. By the nature of how the data are collected, reported, and processed, a minimum of a few days will pass between completion of a ride and its appearance in the dataset. More typically, the delay will be anywhere from a week to a month.

Masking of Taxi Medallion Number:
Each licensed Chicago taxi has a license number, indicated by the Illinois license plate number, a painted number on the body of the taxi, and the medallion on the taxi’s hood. The Taxi ID in this dataset is not that license number. It is created specifically for this dataset, with no external meaning, to allow users to determine rides provided by the same taxi but not which taxi.

Masking of Time:
Analysis of taxi trips by time will be a major use of this dataset and significant value will be added for understanding the taxi industry and travel in Chicago. However, there is minimal value and some potential privacy cost in making it possible to find a specific trip that someone knows departed at 10:13 am. To balance these issues, all start and end times to the nearest 15 minutes has been rounded.

Masking of Location:
From where and to where people travel is, of course, the most basic information about taxi trips and expected to be the topic of much analysis. However, as with exact time, exact location down to the street address could affect privacy. Therefore, location is only provided at the Census Tract and Community Area levels.

Since some Census Tracts have relatively infrequent taxi trips, we show the Census Tracts of a trip only if both the starting and ending Census Tracts had at least three trips in the relevant 15-minute time period. Because of this rule, about 1/4 of Census Tracts that would otherwise be shown are blank. (Others are blank because of missing data or falling outside Chicago.)

Date Created

2016-05-28

Last Modified

2017-08-12

Version

2017-08-12

Update Frequency

Monthly

Temporal Coverage

2013-2018

Spatial Coverage

Chicago

Source

John Snow Labs => Data City of Chicago

Source License URL

John Snow Labs Standard License

Source License Requirements

N/A

Source Citation

N/A

Keywords

Chicago Taxi Data, Taxi Rides, Chicago Taxi Rides, Taxi Trips, Taxi Industry, Taxi Trips Time, Taxi Pick Up Location, Taxi Drop Off Location, Taxi Census Tract

Other Titles

Taxi Industry and Travel in Chicago, Chicago Transport Authority

Name Description Type Constraints
Trip_IDA unique identifier for the trip.string-
Taxi_IDA unique identifier for the taxi.string-
Trip_Start_TimestampWhen the trip started, rounded to the nearest 15 minutes.datetime-
Trip_End_TimestampWhen the trip ended, rounded to the nearest 15 minutes.datetime-
Trip_SecondsTime of the trip in seconds.integerlevel : Ratio
Trip_MilesDistance of the trip in miles.numberlevel : Ratio
Pickup_Census_TractThe Census Tract where the trip began. For privacy, this Census Tract is not shown for some trips.integerlevel : Nominal
Dropoff_Census_TractThe Census Tract where the trip ended. For privacy, this Census Tract is not shown for some trips.integerlevel : Nominal
Pickup_Community_AreaThe Community Area where the trip began.integerlevel : Nominal
Dropoff_Community_AreaThe Community Area where the trip ended.integerlevel : Nominal
FareThe fare for the trip.number-
TipsThe tip for the trip. Cash tips generally will not be recorded.number-
TollsThe tolls for the trip.number-
ExtrasExtra charges for the trip.number-
Trip_TotalTotal cost of the trip, the total of the previous columns.number-
Payment_TypeType of payment for the trip.string-
CompanyThe taxi company.string-
Pickup_Centroid_LatitudeThe latitude of the center of the pickup census tract or the community area if the census tract has been hidden for privacy.-
Pickup_Centroid_LongitudeThe longitude of the center of the pickup census tract or the community area if the census tract has been hidden for privacy.-
Dropoff_Centroid_LatitudeThe latitude of the center of the dropoff census tract or the community area if the census tract has been hidden for privacy.-
Dropoff_Centroid_LongitudeThe longitude of the center of the dropoff census tract or the community area if the census tract has been hidden for privacy.-
Community_AreaIndicates the community area where the trip was requested. Chicago has 77 community areas.integerlevel : Nominal
Trip_IDTaxi_IDTrip_Start_TimestampTrip_End_TimestampTrip_SecondsTrip_MilesPickup_Census_TractDropoff_Census_TractPickup_Community_AreaDropoff_Community_AreaFareTipsTollsExtrasTrip_TotalPayment_TypeCompanyPickup_Centroid_LatitudePickup_Centroid_LongitudeDropoff_Centroid_LatitudeDropoff_Centroid_LongitudeCommunity_Area
f718b7af16f8a9c6c45a669d8e0da2c0e709a5b1NA2017-04-10T09:30:002017-04-10T09:30:002400775.50016.5CashBlue Ribbon Taxi Association Inc.41.92268628-87.6494887341.92268628-87.6494887368
f751265f006da47eb926d8ac6007640eace95cd7NA2016-11-29T19:30:002016-11-29T19:45:003000885.750005.75CashBlue Ribbon Taxi Association Inc.41.89960211-87.6333080441.89960211-87.6333080437
f72e78c34f7bf74787de01b732eb455417acd126NA2014-10-02T16:15:002014-10-02T16:30:0010202.1170310812011703183910083210.0500111.05CashTaxi Affiliation Services41.89915561-87.6262105341.88099447-87.6327464937
f7a3c1210714ae39c9d49d43181068849b616bf4NA2016-11-20T18:30:002016-11-20T18:30:00001703108120217031081202883.250003.25CashBlue Ribbon Taxi Association Inc.41.90278805-87.6261455941.90278805-87.6261455937
f730c087113da49319583a21ff29ae139531fbabNA2017-05-08T16:45:002017-05-08T17:00:00660017031081100170313201008327.750007.75CashBlue Ribbon Taxi Association Inc.41.9002213-87.6291051941.88498719-87.6209929137
f72cbb0250cab66458b10f1e3d3ddc07a7b88c53NA2016-12-26T17:15:002016-12-26T17:15:00540017031081500170318391008327.75001.59.25CashBlue Ribbon Taxi Association Inc.41.89250778-87.6262149141.88099447-87.6327464937
f78385aaeeb0ae5e09235390ebf79a371e0e4688NA2016-10-25T22:45:002016-10-25T22:45:006000.117031081202170318391008328.250008.25CashBlue Ribbon Taxi Association Inc.41.90278805-87.6261455941.88099447-87.6327464937
f7607e11c32ee895e0a429590ecad360bd62010eNA2016-10-16T21:15:002016-10-16T21:15:0012001703108140317031081500884.252006.25Credit CardBlue Ribbon Taxi Association Inc.41.89092203-87.6188683641.89250778-87.6262149137
f74ee03d8f1ec05bd911c55893778aa432937cadNA2017-04-12T11:15:002017-04-12T11:30:00360017031320100170310814013285.752007.75Credit CardBlue Ribbon Taxi Association Inc.41.88498719-87.6209929141.89503345-87.6197106738
f756c37b9420a14796c9a2cc788077d14beac7aa271cde2c4b4cc7b38a86c7e9b1543474230949e7fa592586be7f68717f4b2a9077f84158643ac62cacfb70d6d01317cce6b8f7b8891cda8c736361843eb5b23d2016-11-29T14:30:002016-11-29T14:45:0042023580019Cash41.83511799-87.61867777
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