Data
default_credit_card_p

default_credit_card_p

active ARFF Public Domain (CC0) Visibility: public Uploaded 27-08-2019 by Yonglin Zhu
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27 features

IDnumeric30000 unique values
0 missing
LIMIT_BALnumeric81 unique values
0 missing
AGEnumeric56 unique values
0 missing
PAY_0numeric11 unique values
0 missing
PAY_2numeric11 unique values
0 missing
PAY_3numeric11 unique values
0 missing
PAY_4numeric11 unique values
0 missing
PAY_5numeric10 unique values
0 missing
PAY_6numeric10 unique values
0 missing
BILL_AMT1numeric22723 unique values
0 missing
BILL_AMT2numeric22346 unique values
0 missing
BILL_AMT3numeric22026 unique values
0 missing
BILL_AMT4numeric21548 unique values
0 missing
BILL_AMT5numeric21010 unique values
0 missing
BILL_AMT6numeric20604 unique values
0 missing
PAY_AMT1numeric7943 unique values
0 missing
PAY_AMT2numeric7899 unique values
0 missing
PAY_AMT3numeric7518 unique values
0 missing
PAY_AMT4numeric6937 unique values
0 missing
PAY_AMT5numeric6897 unique values
0 missing
PAY_AMT6numeric6939 unique values
0 missing
default_payment_next_monthnumeric2 unique values
0 missing
sexnominal2 unique values
0 missing
educationnominal5 unique values
0 missing
marriagenominal4 unique values
0 missing
_dmIndex_numeric30000 unique values
0 missing
_PartInd_numeric3 unique values
0 missing

62 properties

30000
Number of instances (rows) of the dataset.
27
Number of attributes (columns) of the dataset.
Number of distinct values of the target attribute (if it is nominal).
0
Number of missing values in the dataset.
0
Number of instances with at least one value missing.
24
Number of numeric attributes.
3
Number of nominal attributes.
0.8
First quartile of skewness among attributes of the numeric type.
20793.09
Mean of means among attributes of the numeric type.
1.18
First quartile of standard deviation of attributes of the numeric type.
Average class difference between consecutive instances.
Average mutual information between the nominal attributes and the target attribute.
Second quartile (Median) of entropy among attributes.
Entropy of the target attribute values.
An estimate of the amount of irrelevant information in the attributes regarding the class. Equals (MeanAttributeEntropy - MeanMutualInformation) divided by MeanMutualInformation.
6.9
Second quartile (Median) of kurtosis among attributes of the numeric type.
0
Number of attributes divided by the number of instances.
3.67
Average number of distinct values among the attributes of the nominal type.
5220.59
Second quartile (Median) of means among attributes of the numeric type.
Number of attributes needed to optimally describe the class (under the assumption of independence among attributes). Equals ClassEntropy divided by MeanMutualInformation.
5.09
Mean skewness among attributes of the numeric type.
Second quartile (Median) of mutual information between the nominal attributes and the target attribute.
Percentage of instances belonging to the most frequent class.
27160.91
Mean standard deviation of attributes of the numeric type.
2
Second quartile (Median) of skewness among attributes of the numeric type.
Number of instances belonging to the most frequent class.
Minimal entropy among attributes.
3.7
Percentage of binary attributes.
15472.23
Second quartile (Median) of standard deviation of attributes of the numeric type.
Maximum entropy among attributes.
-1.2
Minimum kurtosis among attributes of the numeric type.
0
Percentage of instances having missing values.
Third quartile of entropy among attributes.
1641.63
Maximum kurtosis among attributes of the numeric type.
-0.29
Minimum of means among attributes of the numeric type.
0
Percentage of missing values.
130.32
Third quartile of kurtosis among attributes of the numeric type.
167484.32
Maximum of means among attributes of the numeric type.
Minimal mutual information between the nominal attributes and the target attribute.
88.89
Percentage of numeric attributes.
39951.49
Third quartile of means among attributes of the numeric type.
Maximum mutual information between the nominal attributes and the target attribute.
2
The minimal number of distinct values among attributes of the nominal type.
11.11
Percentage of nominal attributes.
Third quartile of mutual information between the nominal attributes and the target attribute.
5
The maximum number of distinct values among attributes of the nominal type.
-0.14
Minimum skewness among attributes of the numeric type.
First quartile of entropy among attributes.
8.75
Third quartile of skewness among attributes of the numeric type.
30.45
Maximum skewness among attributes of the numeric type.
0.42
Minimum standard deviation of attributes of the numeric type.
0.79
First quartile of kurtosis among attributes of the numeric type.
60486.39
Third quartile of standard deviation of attributes of the numeric type.
129747.66
Maximum standard deviation of attributes of the numeric type.
Percentage of instances belonging to the least frequent class.
Number of instances belonging to the least frequent class.
0.04
First quartile of means among attributes of the numeric type.
1.53
Standard deviation of the number of distinct values among attributes of the nominal type.
Average entropy of the attributes.
1
Number of binary attributes.
First quartile of mutual information between the nominal attributes and the target attribute.
138.99
Mean kurtosis among attributes of the numeric type.

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