{ "data_id": "42876", "name": "WorkersCompensation", "exact_name": "WorkersCompensation", "version": 1, "version_label": null, "description": "This dataset describes 100,000 realistic, synthetically generated worker compensation insurance claims. Along the ultimate financial losses, each claim is described by the initial case estimate, date of accident and reporting date, a text describing the accident and demographic info on the worker.\r\n\r\nThe dataset was kindly created and provided by Colin Priest. While similar, it is not identical to the dataset used in www.kaggle.com\/c\/actuarial-loss-estimation.", "format": "ARFF", "uploader": "Michael Mayer", "uploader_id": 26089, "visibility": "public", "creator": "\"Colin Priest\"", "contributor": "\"Colin Priest\"", "date": "2021-05-11 13:39:47", "update_comment": null, "last_update": "2021-05-11 13:39:47", "licence": "CC0", "status": "active", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/22045494\/workers_compensation.arff", "kaggle_url": null, "default_target_attribute": "UltimateIncurredClaimCost", "row_id_attribute": "ClaimNumber", "ignore_attribute": null, "runs": 0, "suggest": { "input": [ "WorkersCompensation", "This dataset describes 100,000 realistic, synthetically generated worker compensation insurance claims. Along the ultimate financial losses, each claim is described by the initial case estimate, date of accident and reporting date, a text describing the accident and demographic info on the worker. The dataset was kindly created and provided by Colin Priest. While similar, it is not identical to the dataset used in www.kaggle.com\/c\/actuarial-loss-estimation. " ], "weight": 5 }, "qualities": { "NumberOfInstances": 100000, "NumberOfFeatures": 14, "NumberOfClasses": 0, "NumberOfMissingValues": 0, "NumberOfInstancesWithMissingValues": 0, "NumberOfNumericFeatures": 8, "NumberOfSymbolicFeatures": 0, "PercentageOfBinaryFeatures": 0, "PercentageOfInstancesWithMissingValues": 0, "PercentageOfMissingValues": 0, "AutoCorrelation": -20926.77387043879, "PercentageOfNumericFeatures": 57.14285714285714, "Dimensionality": 0.00014, "PercentageOfSymbolicFeatures": 0, "MajorityClassPercentage": null, "MajorityClassSize": null, "MinorityClassPercentage": null, "MinorityClassSize": null, "NumberOfBinaryFeatures": 0 }, "tags": [], "features": [ { "name": "UltimateIncurredClaimCost", "index": "14", "type": "numeric", "distinct": "47199", "missing": "0", "target": "1", "min": "20", "max": "3139046", "mean": "11559", "stdev": "52696" }, { "name": "ClaimNumber", "index": "0", "type": "string", "distinct": "100000", "missing": "0", "identifier": "1" }, { "name": "DateTimeOfAccident", "index": "1", "type": "string", "distinct": "55797", "missing": "0" }, { "name": "DateReported", "index": "2", "type": "string", "distinct": "4963", "missing": "0" }, { "name": "Age", "index": "3", "type": "numeric", "distinct": "64", "missing": "0", "min": "13", "max": "76", "mean": "34", "stdev": "12" }, { "name": "Gender", "index": "4", "type": "string", "distinct": "2", "missing": "0" }, { "name": "MaritalStatus", "index": "5", "type": "string", "distinct": "3", "missing": "0" }, { "name": "DependentChildren", "index": "6", "type": "numeric", "distinct": "7", "missing": "0", "min": "0", "max": "6", "mean": "0", "stdev": "1" }, { "name": "DependentsOther", "index": "7", "type": "numeric", "distinct": "3", "missing": "0", "min": "0", "max": "2", "mean": "0", "stdev": "0" }, { "name": "WeeklyPay", "index": "8", "type": "numeric", "distinct": "1778", "missing": "0", "min": "0", "max": "4476", "mean": "385", "stdev": "283" }, { "name": "PartTimeFullTime", "index": "9", "type": "string", "distinct": "2", "missing": "0" }, { "name": "HoursWorkedPerWeek", "index": "10", "type": "numeric", "distinct": "109", "missing": "0", "min": "0", "max": "462", "mean": "34", "stdev": "14" }, { "name": "DaysWorkedPerWeek", "index": "11", "type": "numeric", "distinct": "7", "missing": "0", "min": "1", "max": "7", "mean": "5", "stdev": "1" }, { "name": "ClaimDescription", "index": "12", "type": "string", "distinct": "97219", "missing": "0" }, { "name": "InitialCaseEstimate", "index": "13", "type": "numeric", "distinct": "4379", "missing": "0", "min": "1", "max": "560000", "mean": "8195", "stdev": "18877" } ], "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 }