Data
Credit_Score_Classification_downsampled

Credit_Score_Classification_downsampled

active ARFF CC BY 4.0 Visibility: public Uploaded 28-11-2024 by Anna Wiewer
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A loan is when you receive the money from a financial institution in exchange for future repayment of the principal, plus interest. Financial institutions provide loans to the industries, corporates and individuals. The interest received on these loans is one among the main sources of income for the financial institutions.

14 features

Interest_Rate (target)string3 unique values
0 missing
Loan_IDnumeric164309 unique values
0 missing
Loan_Amount_Requestedstring1290 unique values
0 missing
Length_Employedstring11 unique values
7371 missing
Home_Ownerstring4 unique values
25359 missing
Annual_Incomenumeric12305 unique values
25102 missing
Income_Verifiedstring3 unique values
0 missing
Purpose_Of_Loanstring14 unique values
0 missing
Debt_To_Incomenumeric3953 unique values
0 missing
Inquiries_Last_6Monumeric9 unique values
0 missing
Months_Since_Deliquencynumeric122 unique values
88379 missing
Number_Open_Accountsnumeric58 unique values
0 missing
Total_Accountsnumeric100 unique values
0 missing
Genderstring2 unique values
0 missing
Show all 14 features

19 properties

NumberOfInstances
164309
Number of instances (rows) of the dataset.
NumberOfFeatures
14
Number of attributes (columns) of the dataset.
NumberOfClasses
3
Number of distinct values of the target attribute (if it is nominal).
NumberOfMissingValues
146211
Number of missing values in the dataset.
NumberOfInstancesWithMissingValues
112348
Number of instances with at least one value missing.
NumberOfNumericFeatures
7
Number of numeric attributes.
NumberOfSymbolicFeatures
0
Number of nominal attributes.
PercentageOfBinaryFeatures
0
Percentage of binary attributes.
PercentageOfInstancesWithMissingValues
68.38
Percentage of instances having missing values.
PercentageOfMissingValues
6.36
Percentage of missing values.
AutoCorrelation
1
Average class difference between consecutive instances.
PercentageOfNumericFeatures
50
Percentage of numeric attributes.
Dimensionality
0
Number of attributes divided by the number of instances.
PercentageOfSymbolicFeatures
0
Percentage of nominal attributes.
MajorityClassPercentage
42.96
Percentage of instances belonging to the most frequent class.
MajorityClassSize
70580
Number of instances belonging to the most frequent class.
MinorityClassPercentage
20.57
Percentage of instances belonging to the least frequent class.
MinorityClassSize
33806
Number of instances belonging to the least frequent class.
NumberOfBinaryFeatures
0
Number of binary attributes.
Show all 19 properties

1 tasks

Supervised Classification on Credit_Score_Classification_downsampled
0 runs - estimation_procedure: 10-fold Crossvalidation - target_feature: Interest_Rate
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