Data
NBA-2k20-player-dataset

NBA-2k20-player-dataset

active ARFF CC0: Public Domain Visibility: public Uploaded 23-03-2022 by Onur Yildirim
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  • Computer Systems Machine Learning
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Context NBA 2k20 analysis. Content Detailed attributes for players registered in the NBA2k20. Acknowledgements Data scraped from https://hoopshype.com/nba2k/. Additional data about countries and drafts scraped from Wikipedia. Inspiration Inspired from this dataset: https://www.kaggle.com/karangadiya/fifa19

15 features

full_namestring429 unique values
0 missing
ratingnumeric31 unique values
0 missing
jerseystring52 unique values
0 missing
teamstring30 unique values
23 missing
positionstring7 unique values
0 missing
b_daystring415 unique values
0 missing
heightstring20 unique values
0 missing
weightstring84 unique values
0 missing
salarystring316 unique values
0 missing
countrystring39 unique values
0 missing
draft_yearnumeric18 unique values
0 missing
draft_roundstring3 unique values
0 missing
draft_peakstring57 unique values
0 missing
collegestring109 unique values
69 missing
versionstring2 unique values
0 missing
Show all 15 features

19 properties

NumberOfInstances
439
Number of instances (rows) of the dataset.
NumberOfFeatures
15
Number of attributes (columns) of the dataset.
NumberOfClasses
Number of distinct values of the target attribute (if it is nominal).
NumberOfMissingValues
92
Number of missing values in the dataset.
NumberOfInstancesWithMissingValues
88
Number of instances with at least one value missing.
NumberOfNumericFeatures
2
Number of numeric attributes.
NumberOfSymbolicFeatures
0
Number of nominal attributes.
Dimensionality
0.03
Number of attributes divided by the number of instances.
PercentageOfNumericFeatures
13.33
Percentage of numeric attributes.
MajorityClassPercentage
Percentage of instances belonging to the most frequent class.
PercentageOfSymbolicFeatures
0
Percentage of nominal attributes.
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.
PercentageOfBinaryFeatures
0
Percentage of binary attributes.
PercentageOfInstancesWithMissingValues
20.05
Percentage of instances having missing values.
AutoCorrelation
Average class difference between consecutive instances.
PercentageOfMissingValues
1.4
Percentage of missing values.
Show all 19 properties

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