{ "data_id": "46563", "name": "Loan_Approval_Status_Classification", "exact_name": "Loan_Approval_Status_Classification", "version": 2, "version_label": null, "description": "# Loan Approval Classification Dataset\n\nThis dataset is a synthetic version inspired by the original Credit Risk dataset on Kaggle.", "format": "arff", "uploader": "Yayun Li", "uploader_id": 45956, "visibility": "public", "creator": "\"Ta-wei Lo\"", "contributor": "\"Yayun Li\"", "date": "2024-12-25 16:31:28", "update_comment": null, "last_update": "2024-12-25 16:31:28", "licence": "CC BY 4.0", "status": "active", "error_message": null, "url": "https:\/\/api.openml.org\/data\/download\/22121244\/dataset", "kaggle_url": null, "default_target_attribute": "loan_status", "row_id_attribute": null, "ignore_attribute": null, "runs": 0, "suggest": { "input": [ "Loan_Approval_Status_Classification", "# Loan Approval Classification Dataset This dataset is a synthetic version inspired by the original Credit Risk dataset on Kaggle. " ], "weight": 5 }, "qualities": { "NumberOfInstances": 45000, "NumberOfFeatures": 14, "NumberOfClasses": 2, "NumberOfMissingValues": 0, "NumberOfInstancesWithMissingValues": 0, "NumberOfNumericFeatures": 13, "NumberOfSymbolicFeatures": 1, "MinorityClassSize": 10000, "NumberOfBinaryFeatures": 1, "PercentageOfBinaryFeatures": 7.142857142857142, "PercentageOfInstancesWithMissingValues": 0, "AutoCorrelation": 0.7843507633502966, "PercentageOfMissingValues": 0, "Dimensionality": 0.0003111111111111111, "PercentageOfNumericFeatures": 92.85714285714286, "MajorityClassPercentage": 77.77777777777779, "PercentageOfSymbolicFeatures": 7.142857142857142, "MajorityClassSize": 35000, "MinorityClassPercentage": 22.22222222222222 }, "tags": [], "features": [ { "name": "loan_status", "index": "13", "type": "nominal", "distinct": "2", "missing": "0", "target": "1", "distr": [ [ "0", "1" ], [ [ "35000", "0" ], [ "0", "10000" ] ] ] }, { "name": "person_age", "index": "0", "type": "numeric", "distinct": "60", "missing": "0", "min": "20", "max": "144", "mean": "28", "stdev": "6" }, { "name": "person_gender", "index": "1", "type": "numeric", "distinct": "2", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "person_education", "index": "2", "type": "numeric", "distinct": "5", "missing": "0", "min": "0", "max": "4", "mean": "2", "stdev": "1" }, { "name": "person_income", "index": "3", "type": "numeric", "distinct": "33989", "missing": "0", "min": "8000", "max": "7200766", "mean": "80319", "stdev": "80422" }, { "name": "person_emp_exp", "index": "4", "type": "numeric", "distinct": "63", "missing": "0", "min": "0", "max": "125", "mean": "5", "stdev": "6" }, { "name": "person_home_ownership", "index": "5", "type": "numeric", "distinct": "4", "missing": "0", "min": "0", "max": "3", "mean": "2", "stdev": "1" }, { "name": "loan_amnt", "index": "6", "type": "numeric", "distinct": "4483", "missing": "0", "min": "500", "max": "35000", "mean": "9583", "stdev": "6315" }, { "name": "loan_intent", "index": "7", "type": "numeric", "distinct": "6", "missing": "0", "min": "0", "max": "5", "mean": "3", "stdev": "2" }, { "name": "loan_int_rate", "index": "8", "type": "numeric", "distinct": "1302", "missing": "0", "min": "5", "max": "20", "mean": "11", "stdev": "3" }, { "name": "loan_percent_income", "index": "9", "type": "numeric", "distinct": "64", "missing": "0", "min": "0", "max": "1", "mean": "0", "stdev": "0" }, { "name": "cb_person_cred_hist_length", "index": "10", "type": "numeric", "distinct": "29", "missing": "0", "min": "2", "max": "30", "mean": "6", "stdev": "4" }, { "name": "credit_score", "index": "11", "type": "numeric", "distinct": "340", "missing": "0", "min": "390", "max": "850", "mean": "633", "stdev": "50" }, { "name": "previous_loan_defaults_on_file", "index": "12", "type": "numeric", "distinct": "2", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" } ], "nr_of_issues": 0, "nr_of_downvotes": 0, "nr_of_likes": 0, "nr_of_downloads": 0, "total_downloads": 0, "reach": 0, "reuse": 0, "impact_of_reuse": 0, "reach_of_reuse": 0, "impact": 0 }