Data
Loan_Approval_Status

Loan_Approval_Status

active ARFF CC BY 4.0 Visibility: public Uploaded 25-12-2024 by Yayun Li
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# Loan Approval Classification Dataset This dataset is a synthetic version inspired by the original Credit Risk dataset on Kaggle.

14 features

loan_status (target)nominal2 unique values
0 missing
person_agenumeric60 unique values
0 missing
person_gendernumeric2 unique values
0 missing
person_educationnumeric5 unique values
0 missing
person_incomenumeric33989 unique values
0 missing
person_emp_expnumeric63 unique values
0 missing
person_home_ownershipnumeric4 unique values
0 missing
loan_amntnumeric4483 unique values
0 missing
loan_intentnumeric6 unique values
0 missing
loan_int_ratenumeric1302 unique values
0 missing
loan_percent_incomenumeric64 unique values
0 missing
cb_person_cred_hist_lengthnumeric29 unique values
0 missing
credit_scorenumeric340 unique values
0 missing
previous_loan_defaults_on_filenumeric2 unique values
0 missing
Show all 14 features

19 properties

NumberOfInstances
45000
Number of instances (rows) of the dataset.
NumberOfFeatures
14
Number of attributes (columns) of the dataset.
NumberOfClasses
2
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
13
Number of numeric attributes.
NumberOfSymbolicFeatures
1
Number of nominal attributes.
PercentageOfInstancesWithMissingValues
0
Percentage of instances having missing values.
PercentageOfMissingValues
0
Percentage of missing values.
AutoCorrelation
0.78
Average class difference between consecutive instances.
PercentageOfNumericFeatures
92.86
Percentage of numeric attributes.
Dimensionality
0
Number of attributes divided by the number of instances.
PercentageOfSymbolicFeatures
7.14
Percentage of nominal attributes.
MajorityClassPercentage
77.78
Percentage of instances belonging to the most frequent class.
MajorityClassSize
35000
Number of instances belonging to the most frequent class.
MinorityClassPercentage
22.22
Percentage of instances belonging to the least frequent class.
MinorityClassSize
10000
Number of instances belonging to the least frequent class.
NumberOfBinaryFeatures
1
Number of binary attributes.
PercentageOfBinaryFeatures
7.14
Percentage of binary attributes.
Show all 19 properties

1 tasks

Supervised Classification on Loan_Approval_Status
0 runs - estimation_procedure: 10-fold Crossvalidation - target_feature: loan_status
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