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active ARFF Public Domain (CC0) Visibility: public Uploaded 02-05-2024 by Iwo Godzwon
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Description: This dataset "Taxi_Trips_-_2024_20240408.csv" contains information on taxi trips in Chicago starting from February 2024. The dataset includes trip ID, taxi ID, trip start and end timestamps, trip duration in seconds, distance in miles, pickup and dropoff census tracts and community areas, fare amount, tips, tolls, extras, total trip cost, payment type, company, pickup and dropoff centroid latitude and longitude coordinates, and location information. Attribute Description: - Trip ID: Unique identifier for each trip - Taxi ID: Unique identifier for each taxi - Trip Start Timestamp: Date and time when the trip started - Trip End Timestamp: Date and time when the trip ended - Trip Seconds: Duration of the trip in seconds - Trip Miles: Distance travelled in miles - Fare: Fare cost of the trip - Tips: Tip amount - Tolls: Toll amount - Extras: Additional charges - Trip Total: Total cost of the trip - Payment Type: Payment method used - Company: Taxi company name - Pickup and Dropoff Centroid Latitude/Longitude: Coordinates of pickup and dropoff locations - Pickup and Dropoff Centroid Location: Geographical location of pickup and dropoff points Use Case: This dataset can be used to analyze taxi trip patterns, trends, and costs in Chicago, as well as to study customer payment preferences and company performance in the taxi industry. The location data can also be utilized for spatial analysis and mapping of taxi trips in the city.

23 features

Trip IDstring865247 unique values
0 missing
Taxi IDstring2688 unique values
1 missing
Trip Start Timestampstring5761 unique values
0 missing
Trip End Timestampstring5771 unique values
8 missing
Trip Secondsnumeric7127 unique values
169 missing
Trip Milesnumeric4803 unique values
6 missing
Pickup Census Tractnumeric319 unique values
537996 missing
Dropoff Census Tractnumeric452 unique values
551393 missing
Pickup Community Areanominal77 unique values
23195 missing
Dropoff Community Areanumeric77 unique values
83853 missing
Farenumeric5430 unique values
2045 missing
Tipsnumeric2452 unique values
2045 missing
Tollsnumeric176 unique values
2045 missing
Extrasnumeric1288 unique values
2045 missing
Trip Totalnumeric9252 unique values
2045 missing
Payment Typenominal7 unique values
0 missing
Companynominal37 unique values
0 missing
Pickup Centroid Latitudenumeric356 unique values
22966 missing
Pickup Centroid Longitudenumeric356 unique values
22966 missing
Pickup Centroid Locationnominal357 unique values
22966 missing
Dropoff Centroid Latitudenumeric440 unique values
79675 missing
Dropoff Centroid Longitudenumeric440 unique values
79675 missing
Dropoff Centroid Locationnominal441 unique values
79675 missing

19 properties

865247
Number of instances (rows) of the dataset.
23
Number of attributes (columns) of the dataset.
Number of distinct values of the target attribute (if it is nominal).
1514769
Number of missing values in the dataset.
558012
Number of instances with at least one value missing.
14
Number of numeric attributes.
5
Number of nominal attributes.
Percentage of instances belonging to the least frequent class.
Number of instances belonging to the least frequent class.
0
Number of binary attributes.
0
Percentage of binary attributes.
64.49
Percentage of instances having missing values.
Average class difference between consecutive instances.
7.61
Percentage of missing values.
0
Number of attributes divided by the number of instances.
60.87
Percentage of numeric attributes.
Percentage of instances belonging to the most frequent class.
21.74
Percentage of nominal attributes.
Number of instances belonging to the most frequent class.

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