PCBankDataset

Dataset: PCBankDataSet Eng.xlsxTotal Instances (Rows): 28952Total Columns: 14 Column Names:- Credit Type- Occupation- Title- Marital Status- Loan Amount- Number of Installations- Interest Rate- Job Tenure- Age- Loan Start Date- First Installation Date- Loan Duration- Loan Purpose- Default Status Categorical Columns and Unique Values:- Credit Type (14 unique values): ['Short-Term Credit_for_Treasury', 'Medium-Term Credit_for_Consumer credit', 'Short-Term Credit_for_School Loan', 'Short-Term Credit_for_Consumption', 'Short-Term Credit_for_Retail campaign credit', 'Medium-Term Credit_for_Housing Credit', 'Long-Term Credit_for_Consumption', 'Medium-Term Credit_for_Miscellaneous credit', 'Short-Term Credit_for_Public Procurement', 'Medium-Term Credit_for_Real Estate Investment Credit']...- Occupation (28 unique values): ['OFFICIAL', 'ENGINEER', 'RELIGIOUS', 'CONTRACT WORKERS', 'EMPLOYEEPRIVATE SECTOR', 'DEFENSE OFFICIALS', 'PRIVATE SECTOR MANAGEMENT', 'PHARMACIST', 'TEACHER', 'DOCTOR']...- Title (4 unique values): ['Sir', 'Madam', 'Miss', 'Mr or Mrs']- Marital Status (5 unique values): ['Bachelor', 'Bride)', 'Widower/Widower', 'Divorcee)', 'Separated']- Loan Purpose (14 unique values): ['Short-Term Credit_for_Treasury', 'Medium-Term Credit_for_Consumer credit', 'Short-Term Credit_for_School Loan', 'Short-Term Credit_for_Consumption', 'Short-Term Credit_for_Retail campaign credit', 'Medium-Term Credit_for_Housing Credit', 'Long-Term Credit_for_Consumption', 'Medium-Term Credit_for_Miscellaneous credit', 'Short-Term Credit_for_Public Procurement', 'Medium-Term Credit_for_Real Estate Investment Credit']...- Default Status (2 unique values): ['UNPAID', 'PAID'] Numerical Columns Statistics:- Loan Amount: count: 28952.0 mean: 2633315.1049495717 std: 23470142.13832286 min: 200000.0 25%: 365000.0 50%: 900000.0 75%: 2300000.0 max: 3000000000.0- Number of Installations: count: 28952.0 mean: 30.721159159988947 std: 22.03865673910224 min: 1.0 25%: 11.0 50%: 24.0 75%: 60.0 max: 180.0- Interest Rate: count: 28952.0 mean: 10.266371925946395 std: 1.0032199155005885 min: 4.0 25%: 10.0 50%: 10.0 75%: 11.0 max: 13.0- Job Tenure: count: 28952.0 mean: 988.1653426360873 std: 619.8969375950871 min: -975.0 25%: 97.0 50%: 1399.0 75%: 1410.0 max: 1415.0- Age: count: 28952.0 mean: 38.956894169660124 std: 8.905675147915927 min: 10.0 25%: 33.0 50%: 37.0 75%: 43.0 max: 90.0- Loan Start Date: count: 28952.0 mean: 14.179987565625863 std: 113.57421895746705 min: 0.0 25%: 0.0 50%: 8.0 75%: 8.0 max: 2802.0- First Installation Date: count: 28952.0 mean: 0.6878972091738049 std: 3.922797505720736 min: 0.0 25%: 0.0 50%: 0.0 75%: 1.0 max: 95.0- Loan Duration: count: 28952.0 mean: 28.891268306161923 std: 22.074543538671616 min: 0.0 25%: 9.0 50%: 22.0 75%: 58.0 max: 119.0 Language: English License: Creative Commons Attribution 4.0 (CC BY 4.0) Author: Kely Motue Djoko ORCID: 0000-0001-5264-0147 DOI: 10.5281/zenodo.17312064