{ "data_id": "43896", "name": "ibm-employee-attrition", "exact_name": "ibm-employee-attrition", "version": 3, "version_label": null, "description": "IBM Employee Attrition Data \n The dataset used in the code pattern is supplied by Kaggle and contains HR analytics data of employees\nthat stay and leave. The types of data include metrics such as education level, job satisfactions, and commmute distance. \n The dataset was obtained\nfrom https:\/\/github.com\/IBM\/employee-attrition-aif360. \n\nThe dataset is available under the Open Dataset License and the Database Content License.", "format": "ARFF", "uploader": "Florian Pfisterer", "uploader_id": 443, "visibility": "public", "creator": null, "contributor": null, "date": "2022-05-30 19:08:01", "update_comment": null, "last_update": "2022-05-30 19:08:01", "licence": "Open Database License (ODbL) + Database Content License(DbCL)", "status": "active", "error_message": null, "url": "https:\/\/old.openml.org\/data\/download\/22102804\/file86270288771d.arff", "default_target_attribute": "Attrition", "row_id_attribute": null, "ignore_attribute": null, "runs": 0, "suggest": { "input": [ "ibm-employee-attrition", "IBM Employee Attrition Data The dataset used in the code pattern is supplied by Kaggle and contains HR analytics data of employees that stay and leave. The types of data include metrics such as education level, job satisfactions, and commmute distance. The dataset was obtained from https:\/\/github.com\/IBM\/employee-attrition-aif360. The dataset is available under the Open Dataset License and the Database Content License. " ], "weight": 5 }, "qualities": { "NumberOfInstances": 1470, "NumberOfFeatures": 35, "NumberOfClasses": 2, "NumberOfMissingValues": 0, "NumberOfInstancesWithMissingValues": 0, "NumberOfNumericFeatures": 26, "NumberOfSymbolicFeatures": 9, "PercentageOfBinaryFeatures": 8.571428571428571, "PercentageOfInstancesWithMissingValues": 0, "PercentageOfMissingValues": 0, "AutoCorrelation": 0.7406398910823689, "PercentageOfNumericFeatures": 74.28571428571429, "Dimensionality": 0.023809523809523808, "PercentageOfSymbolicFeatures": 25.71428571428571, "MajorityClassPercentage": 83.87755102040816, "MajorityClassSize": 1233, "MinorityClassPercentage": 16.122448979591837, "MinorityClassSize": 237, "NumberOfBinaryFeatures": 3 }, "tags": [ { "uploader": "38960", "tag": "Computational Universe" }, { "uploader": "38960", "tag": "Transportation" } ], "features": [ { "name": "Attrition", "index": "1", "type": "nominal", "distinct": "2", "missing": "0", "target": "1", "distr": [ [ "No", "Yes" ], [ [ "1233", "0" ], [ "0", "237" ] ] ] }, { "name": "Age", "index": "0", "type": "numeric", "distinct": "43", "missing": "0", "min": "18", "max": "60", "mean": "37", "stdev": "9" }, { "name": "BusinessTravel", "index": "2", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "Non-Travel", "Travel_Frequently", "Travel_Rarely" ], [ [ "138", "12" ], [ "208", "69" ], [ "887", "156" ] ] ] }, { "name": "DailyRate", "index": "3", "type": "numeric", "distinct": "886", "missing": "0", "min": "102", "max": "1499", "mean": "802", "stdev": "404" }, { "name": "Department", "index": "4", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "Human Resources", "Research & Development", "Sales" ], [ [ "51", "12" ], [ "828", "133" ], [ "354", "92" ] ] ] }, { "name": "DistanceFromHome", "index": "5", "type": "numeric", "distinct": "29", "missing": "0", "min": "1", "max": "29", "mean": "9", "stdev": "8" }, { "name": "Education", "index": "6", "type": "numeric", "distinct": "5", "missing": "0", "min": "1", "max": "5", "mean": "3", "stdev": "1" }, { "name": "EducationField", "index": "7", "type": "nominal", "distinct": "6", "missing": "0", "distr": [ [ "Human Resources", "Life Sciences", "Marketing", "Medical", "Other", "Technical Degree" ], [ [ "20", "7" ], [ "517", "89" ], [ "124", "35" ], [ "401", "63" ], [ "71", "11" ], [ "100", "32" ] ] ] }, { "name": "EmployeeCount", "index": "8", "type": "numeric", "distinct": "1", "missing": "0", "min": "1", "max": "1", "mean": "1", "stdev": "0" }, { "name": "EmployeeNumber", "index": "9", "type": "numeric", "distinct": "1470", "missing": "0", "min": "1", "max": "2068", "mean": "1025", "stdev": "602" }, { "name": "EnvironmentSatisfaction", "index": "10", "type": "numeric", "distinct": "4", "missing": "0", "min": "1", "max": "4", "mean": "3", "stdev": "1" }, { "name": "Gender", "index": "11", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "Female", "Male" ], [ [ "501", "87" ], [ "732", "150" ] ] ] }, { "name": "HourlyRate", "index": "12", "type": "numeric", "distinct": "71", "missing": "0", "min": "30", "max": "100", "mean": "66", "stdev": "20" }, { "name": "JobInvolvement", "index": "13", "type": "numeric", "distinct": "4", "missing": "0", "min": "1", "max": "4", "mean": "3", "stdev": "1" }, { "name": "JobLevel", "index": "14", "type": "numeric", "distinct": "5", "missing": "0", "min": "1", "max": "5", "mean": "2", "stdev": "1" }, { "name": "JobRole", "index": "15", "type": "nominal", "distinct": "9", "missing": "0", "distr": [ [ "Healthcare Representative", "Human Resources", "Laboratory Technician", "Manager", "Manufacturing Director", "Research Director", "Research Scientist", "Sales Executive", "Sales Representative" ], [ [ "122", "9" ], [ "40", "12" ], [ "197", "62" ], [ "97", "5" ], [ "135", "10" ], [ "78", "2" ], [ "245", "47" ], [ "269", "57" ], [ "50", "33" ] ] ] }, { "name": "JobSatisfaction", "index": "16", "type": "numeric", "distinct": "4", "missing": "0", "min": "1", "max": "4", "mean": "3", "stdev": "1" }, { "name": "MaritalStatus", "index": "17", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "Divorced", "Married", "Single" ], [ [ "294", "33" ], [ "589", "84" ], [ "350", "120" ] ] ] }, { "name": "MonthlyIncome", "index": "18", "type": "numeric", "distinct": "1349", "missing": "0", "min": "1009", "max": "19999", "mean": "6503", "stdev": "4708" }, { "name": "MonthlyRate", "index": "19", "type": "numeric", "distinct": "1427", "missing": "0", "min": "2094", "max": "26999", "mean": "14313", "stdev": "7118" }, { "name": "NumCompaniesWorked", "index": "20", "type": "numeric", "distinct": "10", "missing": "0", "min": "0", "max": "9", "mean": "3", "stdev": "2" }, { "name": "Over18", "index": "21", "type": "nominal", "distinct": "1", "missing": "0", "distr": [ [ "Y" ], [ [ "1233", "237" ] ] ] }, { "name": "OverTime", "index": "22", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "No", "Yes" ], [ [ "944", "110" ], [ "289", "127" ] ] ] }, { "name": "PercentSalaryHike", "index": "23", "type": "numeric", "distinct": "15", "missing": "0", "min": "11", "max": "25", "mean": "15", "stdev": "4" }, { "name": "PerformanceRating", "index": "24", "type": "numeric", "distinct": "2", "missing": "0", "min": "3", "max": "4", "mean": "3", "stdev": "0" }, { "name": "RelationshipSatisfaction", "index": "25", "type": "numeric", "distinct": "4", "missing": "0", "min": "1", "max": "4", "mean": "3", "stdev": "1" }, { "name": "StandardHours", "index": "26", "type": "numeric", "distinct": "1", "missing": "0", "min": "80", "max": "80", "mean": "80", "stdev": "0" }, { "name": "StockOptionLevel", "index": "27", "type": "numeric", "distinct": "4", "missing": "0", "min": "0", "max": "3", "mean": "1", "stdev": "1" }, { "name": "TotalWorkingYears", "index": "28", "type": "numeric", "distinct": "40", "missing": "0", "min": "0", "max": "40", "mean": "11", "stdev": "8" }, { "name": "TrainingTimesLastYear", "index": "29", "type": "numeric", "distinct": "7", "missing": "0", "min": "0", "max": "6", "mean": "3", "stdev": "1" }, { "name": "WorkLifeBalance", "index": "30", "type": "numeric", "distinct": "4", "missing": "0", "min": "1", "max": "4", "mean": "3", "stdev": "1" }, { "name": "YearsAtCompany", "index": "31", "type": "numeric", "distinct": "37", "missing": "0", "min": "0", "max": "40", "mean": "7", "stdev": "6" }, { "name": "YearsInCurrentRole", "index": "32", "type": "numeric", "distinct": "19", "missing": "0", "min": "0", "max": "18", "mean": "4", "stdev": "4" }, { "name": "YearsSinceLastPromotion", "index": "33", "type": "numeric", "distinct": "16", "missing": "0", "min": "0", "max": "15", "mean": "2", "stdev": "3" }, { "name": "YearsWithCurrManager", "index": "34", "type": "numeric", "distinct": "18", "missing": "0", "min": "0", "max": "17", "mean": "4", "stdev": "4" } ], "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 }