Data
New-York-City-Bike-Share-Dataset

New-York-City-Bike-Share-Dataset

active ARFF CC BY-NC-SA 4.0 Visibility: public Uploaded 23-03-2022 by Dustin Carrion
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The New York City Bike Share enables quick, easy, and affordable bike trips around the New York city boroughs. They make regular open data releases (this dataset is a transformed version of the data from this link). The dataset contains 735502 anonymised trips information made from Jan 2015 to June 2017. Acknowledgements - This dataset is the property of NYC Bike Share, LLC and Jersey City Bike Share, LLC (Bikeshare) operates New York Citys Citi Bike bicycle sharing service for TC click here Objectives - EDA Feature Engineering Predict Gender of the riders

17 features

Unnamed:_0numeric34149 unique values
0 missing
Trip_Durationnumeric6909 unique values
0 missing
Start_Timestring335561 unique values
0 missing
Stop_Timestring335256 unique values
0 missing
Start_Station_IDnumeric51 unique values
0 missing
Start_Station_Namestring51 unique values
0 missing
Start_Station_Latitudenumeric51 unique values
0 missing
Start_Station_Longitudenumeric51 unique values
0 missing
End_Station_IDnumeric114 unique values
0 missing
End_Station_Namestring114 unique values
0 missing
End_Station_Latitudenumeric114 unique values
0 missing
End_Station_Longitudenumeric114 unique values
0 missing
Bike_IDnumeric677 unique values
0 missing
User_Typestring2 unique values
0 missing
Birth_Yearnumeric65 unique values
0 missing
Gendernumeric3 unique values
0 missing
Trip_Duration_in_minnumeric897 unique values
0 missing
Show all 17 features

19 properties

NumberOfInstances
735502
Number of instances (rows) of the dataset.
NumberOfFeatures
17
Number of attributes (columns) of the dataset.
NumberOfClasses
Number of distinct values of the target attribute (if it is nominal).
NumberOfMissingValues
0
Number of missing values in the dataset.
NumberOfInstancesWithMissingValues
0
Number of instances with at least one value missing.
NumberOfNumericFeatures
12
Number of numeric attributes.
NumberOfSymbolicFeatures
0
Number of nominal attributes.
PercentageOfBinaryFeatures
0
Percentage of binary attributes.
PercentageOfInstancesWithMissingValues
0
Percentage of instances having missing values.
PercentageOfMissingValues
0
Percentage of missing values.
AutoCorrelation
Average class difference between consecutive instances.
PercentageOfNumericFeatures
70.59
Percentage of numeric attributes.
Dimensionality
0
Number of attributes divided by the number of instances.
PercentageOfSymbolicFeatures
0
Percentage of nominal attributes.
MajorityClassPercentage
Percentage of instances belonging to the most frequent class.
MajorityClassSize
Number of instances belonging to the most frequent class.
MinorityClassPercentage
Percentage of instances belonging to the least frequent class.
MinorityClassSize
Number of instances belonging to the least frequent class.
NumberOfBinaryFeatures
0
Number of binary attributes.
Show all 19 properties

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