{ "data_id": "43744", "name": "New-York-City---Citywide-Payroll-Data", "exact_name": "New-York-City---Citywide-Payroll-Data", "version": 1, "version_label": "v1.0", "description": "This dataset is now updated annually here.\nContext\nThis dataset contains the salary, pay rate, and total compensation of every New York City employee. In this dataset this information is provided for the 2014, 2015, 2016, and 2017 fiscal years, and provides a transparent lens into who gets paid how much and for what.\nNote that fiscal years in the New York City budget cycle start on July 1st and end on June 30th (see here). That means that this dataset contains, in its sum, compensation information for all City of New York employees for the period July 1, 2014 to June 30, 2017.\nContent\nThis dataset provides columns for fiscal year, employee name, the city department they work for, their job title, and various fields describing their compensation. The most important of these fields is \"Regular Gross Pay\", which provides that employee's total compensation.\nAcknowledgements\nThis information was published as-is by the City of New York.\nInspiration\n\nHow many people do the various city agencies employ, and how much does each department spend on salary in total?\nWhat are the most numerous job titles in civic government employment?\nWhere does overtime pay seem to be especially common? How much of it is there?\nHow do New York City employee salaries compare against salaries of city employees in Chicago? Is the difference more or less than the difference in cost of living between the two cities?", "format": "arff", "uploader": "Dustin Carrion", "uploader_id": 30123, "visibility": "public", "creator": null, "contributor": null, "date": "2022-03-24 07:50:08", "update_comment": null, "last_update": "2022-03-24 07:50:08", "licence": "CC0: Public Domain", "status": "active", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/22102569\/dataset", "default_target_attribute": null, "row_id_attribute": null, "ignore_attribute": null, "runs": 0, "suggest": { "input": [ "New-York-City---Citywide-Payroll-Data", "This dataset is now updated annually here. Context This dataset contains the salary, pay rate, and total compensation of every New York City employee. In this dataset this information is provided for the 2014, 2015, 2016, and 2017 fiscal years, and provides a transparent lens into who gets paid how much and for what. Note that fiscal years in the New York City budget cycle start on July 1st and end on June 30th (see here). That means that this dataset contains, in its sum, compensation informati " ], "weight": 5 }, "qualities": { "NumberOfInstances": 2194488, "NumberOfFeatures": 16, "NumberOfClasses": null, "NumberOfMissingValues": 1398151, "NumberOfInstancesWithMissingValues": 1190848, "NumberOfNumericFeatures": 3, "NumberOfSymbolicFeatures": 0, "Dimensionality": 7.290994528108606e-6, "PercentageOfNumericFeatures": 18.75, "MajorityClassPercentage": null, "PercentageOfSymbolicFeatures": 0, "MajorityClassSize": null, "MinorityClassPercentage": null, "MinorityClassSize": null, "NumberOfBinaryFeatures": 0, "PercentageOfBinaryFeatures": 0, "PercentageOfInstancesWithMissingValues": 54.26541407380674, "AutoCorrelation": null, "PercentageOfMissingValues": 3.9819965978396787 }, "tags": [ { "uploader": "38960", "tag": "Chemistry" } ], "features": [ { "name": "Fiscal_Year", "index": "0", "type": "numeric", "distinct": "4", "missing": "0", "min": "2014", "max": "2017", "mean": "2016", "stdev": "1" }, { "name": "Agency_Name", "index": "1", "type": "string", "distinct": "165", "missing": "0" }, { "name": "Last_Name", "index": "2", "type": "string", "distinct": "135711", "missing": "942" }, { "name": "First_Name", "index": "3", "type": "string", "distinct": "73182", "missing": "952" }, { "name": "Mid_Init", "index": "4", "type": "string", "distinct": "42", "missing": "890022" }, { "name": "Agency_Start_Date", "index": "5", "type": "string", "distinct": "13871", "missing": "0" }, { "name": "Work_Location_Borough", "index": "6", "type": "string", "distinct": "27", "missing": "506214" }, { "name": "Title_Description", "index": "7", "type": "string", "distinct": "1963", "missing": "21" }, { "name": "Leave_Status_as_of_June_30", "index": "8", "type": "string", "distinct": "5", "missing": "0" }, { "name": "Base_Salary", "index": "9", "type": "string", "distinct": "76321", "missing": "0" }, { "name": "Pay_Basis", "index": "10", "type": "string", "distinct": "8", "missing": "0" }, { "name": "Regular_Hours", "index": "11", "type": "numeric", "distinct": "62996", "missing": "0", "min": "-730", "max": "4171", "mean": "666", "stdev": "888" }, { "name": "Regular_Gross_Paid", "index": "12", "type": "string", "distinct": "1076134", "missing": "0" }, { "name": "OT_Hours", "index": "13", "type": "numeric", "distinct": "44980", "missing": "0", "min": "-27", "max": "3348", "mean": "59", "stdev": "148" }, { "name": "Total_OT_Paid", "index": "14", "type": "string", "distinct": "492187", "missing": "0" }, { "name": "Total_Other_Pay", "index": "15", "type": "string", "distinct": "479574", "missing": "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 }