Data
Interest_Rate

Interest_Rate

active ARFF CC BY 4.0 Visibility: public Uploaded 06-12-2024 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.

13 features

Interest_Rate (target)nominal3 unique values
0 missing
Loan_Amount_Requestednumeric1119 unique values
0 missing
Length_Employednumeric11 unique values
1463 missing
Home_Ownernumeric5 unique values
0 missing
Annual_Incomenumeric3430 unique values
4968 missing
Income_Verifiednumeric3 unique values
0 missing
Purpose_Of_Loannumeric14 unique values
0 missing
Debt_To_Incomenumeric3638 unique values
0 missing
Inquiries_Last_6Monumeric8 unique values
0 missing
Months_Since_Deliquencynumeric98 unique values
17680 missing
Number_Open_Accountsnumeric47 unique values
0 missing
Total_Accountsnumeric87 unique values
0 missing
Gendernumeric2 unique values
0 missing
Show all 13 features

19 properties

NumberOfInstances
32862
Number of instances (rows) of the dataset.
NumberOfFeatures
13
Number of attributes (columns) of the dataset.
NumberOfClasses
3
Number of distinct values of the target attribute (if it is nominal).
NumberOfMissingValues
24111
Number of missing values in the dataset.
NumberOfInstancesWithMissingValues
20552
Number of instances with at least one value missing.
NumberOfNumericFeatures
12
Number of numeric attributes.
NumberOfSymbolicFeatures
1
Number of nominal attributes.
PercentageOfBinaryFeatures
0
Percentage of binary attributes.
PercentageOfInstancesWithMissingValues
62.54
Percentage of instances having missing values.
PercentageOfMissingValues
5.64
Percentage of missing values.
AutoCorrelation
0.36
Average class difference between consecutive instances.
PercentageOfNumericFeatures
92.31
Percentage of numeric attributes.
Dimensionality
0
Number of attributes divided by the number of instances.
PercentageOfSymbolicFeatures
7.69
Percentage of nominal attributes.
MajorityClassPercentage
42.99
Percentage of instances belonging to the most frequent class.
MajorityClassSize
14127
Number of instances belonging to the most frequent class.
MinorityClassPercentage
20.54
Percentage of instances belonging to the least frequent class.
MinorityClassSize
6750
Number of instances belonging to the least frequent class.
NumberOfBinaryFeatures
0
Number of binary attributes.
Show all 19 properties

1 tasks

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