Data
HMEQ_Data

HMEQ_Data

active ARFF Publicly available Visibility: public Uploaded 22-11-2024 by Bilge Gun
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Predict clients who default on their loan. Dataset is uploaded from kaggle, see citation for the link.

21 features

bad (target)nominal2 unique values
0 missing
loannumeric540 unique values
0 missing
mortduenumeric5053 unique values
518 missing
valuenumeric5381 unique values
112 missing
yojnumeric99 unique values
515 missing
derognumeric11 unique values
708 missing
delinqnumeric14 unique values
580 missing
clagenumeric5314 unique values
308 missing
ninqnumeric16 unique values
510 missing
clnonumeric62 unique values
222 missing
debtincnumeric4693 unique values
1267 missing
job_Mgrstring2 unique values
0 missing
job_Officestring2 unique values
0 missing
job_Otherstring2 unique values
0 missing
job_ProfExestring2 unique values
0 missing
job_Salesstring2 unique values
0 missing
job_Selfstring2 unique values
0 missing
job_nanstring2 unique values
0 missing
reason_DebtConstring2 unique values
0 missing
reason_HomeImpstring2 unique values
0 missing
reason_nanstring2 unique values
0 missing
Show all 21 features

19 properties

NumberOfInstances
5960
Number of instances (rows) of the dataset.
NumberOfFeatures
21
Number of attributes (columns) of the dataset.
NumberOfClasses
2
Number of distinct values of the target attribute (if it is nominal).
NumberOfMissingValues
4740
Number of missing values in the dataset.
NumberOfInstancesWithMissingValues
2445
Number of instances with at least one value missing.
NumberOfNumericFeatures
10
Number of numeric attributes.
NumberOfSymbolicFeatures
1
Number of nominal attributes.
PercentageOfInstancesWithMissingValues
41.02
Percentage of instances having missing values.
AutoCorrelation
0.78
Average class difference between consecutive instances.
PercentageOfMissingValues
3.79
Percentage of missing values.
Dimensionality
0
Number of attributes divided by the number of instances.
PercentageOfNumericFeatures
47.62
Percentage of numeric attributes.
MajorityClassPercentage
80.05
Percentage of instances belonging to the most frequent class.
PercentageOfSymbolicFeatures
4.76
Percentage of nominal attributes.
MajorityClassSize
4771
Number of instances belonging to the most frequent class.
MinorityClassPercentage
19.95
Percentage of instances belonging to the least frequent class.
MinorityClassSize
1189
Number of instances belonging to the least frequent class.
NumberOfBinaryFeatures
1
Number of binary attributes.
PercentageOfBinaryFeatures
4.76
Percentage of binary attributes.
Show all 19 properties

1 tasks

Supervised Classification on HMEQ_Data
0 runs - estimation_procedure: 10-fold Crossvalidation - target_feature: bad
Define a new task