Data
Give-Me-Some-Credit-Sampled-Preprocessed

Give-Me-Some-Credit-Sampled-Preprocessed

active ARFF Publicly available Visibility: public Uploaded 06-12-2024 by B Gun
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Dataset is uploaded from kaggle, see citation for the link.

11 features

seriousdlqin2yrs (target)nominal2 unique values
0 missing
revolvingutilizationofunsecuredlinesnumeric38371 unique values
0 missing
agenumeric81 unique values
0 missing
numberoftime30-59dayspastduenotworsenumeric14 unique values
0 missing
debtrationumeric37685 unique values
0 missing
monthlyincomenumeric8383 unique values
8972 missing
numberofopencreditlinesandloansnumeric53 unique values
0 missing
numberoftimes90dayslatenumeric15 unique values
0 missing
numberrealestateloansorlinesnumeric20 unique values
0 missing
numberoftime60-89dayspastduenotworsenumeric11 unique values
0 missing
numberofdependentsnumeric10 unique values
1160 missing
Show all 11 features

19 properties

NumberOfInstances
45000
Number of instances (rows) of the dataset.
NumberOfFeatures
11
Number of attributes (columns) of the dataset.
NumberOfClasses
2
Number of distinct values of the target attribute (if it is nominal).
NumberOfMissingValues
10132
Number of missing values in the dataset.
NumberOfInstancesWithMissingValues
8972
Number of instances with at least one value missing.
NumberOfNumericFeatures
10
Number of numeric attributes.
NumberOfSymbolicFeatures
1
Number of nominal attributes.
PercentageOfBinaryFeatures
9.09
Percentage of binary attributes.
PercentageOfInstancesWithMissingValues
19.94
Percentage of instances having missing values.
PercentageOfMissingValues
2.05
Percentage of missing values.
AutoCorrelation
1
Average class difference between consecutive instances.
PercentageOfNumericFeatures
90.91
Percentage of numeric attributes.
Dimensionality
0
Number of attributes divided by the number of instances.
PercentageOfSymbolicFeatures
9.09
Percentage of nominal attributes.
MajorityClassPercentage
93.32
Percentage of instances belonging to the most frequent class.
MajorityClassSize
41992
Number of instances belonging to the most frequent class.
MinorityClassPercentage
6.68
Percentage of instances belonging to the least frequent class.
MinorityClassSize
3008
Number of instances belonging to the least frequent class.
NumberOfBinaryFeatures
1
Number of binary attributes.
Show all 19 properties

1 tasks

Supervised Classification on Give-Me-Some-Credit-Sampled-Preprocessed
0 runs - estimation_procedure: 10-fold Crossvalidation - target_feature: seriousdlqin2yrs
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