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Name: Employment - County 2021

Display Field: county

Type: Feature Layer

Geometry Type: esriGeometryPolygon

Description: ---------- Processing Steps ----------The County Business Patterns CSV dataset (CBP2021.CB2100CBP) was imported into a pandas DataFrame, and specific NAICS codes were selected, focusing on establishments regardless of size (EMPSZES == '001'). The DataFrame was filtered to retain only critical columns: GEO_ID, NAME, EMPSZES_LABEL, YEAR, ESTAB, and EMP. An output DataFrame was created to store the restructured data, with each row uniquely identifying a county via GEO_ID. The number of establishments (ESTAB) and employees (EMP) were compiled for each selected NAICS code. Missing values were replaced with zeros to ensure continuity. The data was spatially enriched by joining with a 2019 County Shapefile, and a thorough consistency check was conducted to guarantee full national coverage, marking counties with no data appropriately.---------- Additional Information ----------Data Fields:GEO_ID: Geographic identifier codeNAME: County nameYEAR: Data year (2021 for all records)EMPSZES: Employment size category ('001' for all records)EMPSZES_LABEL: Employment size descriptor ('All establishments')ESTAB: Number of establishments (summed by NAICS code)EMP: Number of employees (summed by NAICS code)Additional columns are prefixed with 'NAICS_' plus the code, with suffixes '_ESTAB' and '_EMP' indicating the data type.Included NAICS Codes:NAICS Codes and Descriptions:00: Total for all sectors2213: Waste, Sewer, and Other Systems31-33: Manufacturing211: Oil and Gas Extraction2121: Coal Mining213111: Drilling Oil and Gas Wells213112: Support Activities for Oil and Gas Operations213113: Support Activities for Coal Mining32411: Petroleum Refineries4861: Pipeline Transportation of Crude Oil4862: Pipeline Transportation of Natural Gas311000: Food Manufacturing312000: Beverage and Tobacco Product Manufacturing313000: Textile Mills314000: Textile Product Mills315000: Apparel Manufacturing316000: Leather and Allied Product Manufacturing321000: Wood Product Manufacturing322000: Paper Manufacturing3221: Pulp, Paper, and Paperboard Mills3222: Converted Paper Product Manufacturing323000: Printing and Related Support Activities324000: Petroleum and Coal Products Manufacturing325000: Chemical Manufacturing3251: Basic Chemical Manufacturing3252: Resin, Synthetic Rubber, and Artificial and Synthetic Fibers and Filaments Manufacturing3253: Pesticide, Fertilizer, and Other Agricultural Chemical Manufacturing3254: Pharmaceutical and Medicine Manufacturing3255: Paint, Coating, and Adhesive Manufacturing326000: Plastics and Rubber Products Manufacturing327000: Nonmetallic Mineral Product Manufacturing3271: Clay Product and Refractory Manufacturing3272: Glass and Glass Product Manufacturing3273: Cement and Concrete Product Manufacturing3274: Lime and Gypsum Product Manufacturing3279: Other Nonmetallic Mineral Product Manufacturing331000: Primary Metal Manufacturing3311: Iron and Steel Mills and Ferroalloy Manufacturing3312: Steel Product Manufacturing from Purchased Steel3313: Alumina and Aluminum Production and Processing3314: Nonferrous Metal (except Aluminum) Production and Processing3315: Foundries332000: Fabricated Metal Product Manufacturing3321: Forging and Stamping3323: Architectural and Structural Metals Manufacturing333000: Machinery Manufacturing3331: Agriculture, Construction, and Mining Machinery Manufacturing3332: Industrial Machinery Manufacturing3333: Commercial and Service Industry Machinery Manufacturing3334: Ventilation, Heating, Air-Conditioning, and Commercial Refrigeration Equipment Manufacturing3335: Metalworking Machinery Manufacturing3336: Engine, Turbine, and Power Transmission Equipment Manufacturing3339: Other General Purpose Machinery Manufacturing334000: Computer and Electronic Product Manufacturing3341: Computer and Peripheral Equipment Manufacturing3342: Communications Equipment Manufacturing3344: Semiconductor and Other Electronic Component Manufacturing3345: Navigational, Measuring, Electromedical, and Control Instruments Manufacturing3346: Manufacturing and Reproducing Magnetic and Optical Media335000: Electrical Equipment, Appliance, and Component Manufacturing3351: Electric Lighting Equipment Manufacturing3352: Household Appliance Manufacturing3353: Electrical Equipment Manufacturing3359: Other Electrical Equipment and Component Manufacturing33591: Battery Manufacturing335910: Battery Manufacturing336000: Transportation Equipment Manufacturing3361: Motor Vehicle Manufacturing3362: Motor Vehicle Body and Trailer Manufacturing3363: Motor Vehicle Parts Manufacturing3364: Aerospace Product and Parts Manufacturing3365: Railroad Rolling StockMethodology and Limitations:For more details on the original data collection and production methods, refer to the U.S. Census Bureau's [Program Methodology](https://www.census.gov/programs-surveys/cbp/technical-documentation/methodology.html).Additional Information from Original Data Source:Original data uses Noise disclosure methodology from 2007 for confidentiality, includes only establishments with payroll. certain employment-size classes are available at specific geographic levels only. Original data was released April 27, 2023.Source Use Restrictions: This dataset is public domain and can be freely used, with proper citation to the U.S. Census Bureau's County Business Patterns as the original data source.

Service Item Id: ea8ab62f67d3480895831512cc10c85d

Copyright Text: Original Data: U.S. Census Bureau's County Business Patterns 2021 (CBP2021.CB2100CBP) Original Data Source Weblink: https://www.census.gov/programs-surveys/cbp.html

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Spatial Reference: 102100  (3857)

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• naics_3332_emp ( modelName: naics_3332_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_3332_EMP, type: esriFieldTypeDouble )
• naics_3333_estab ( modelName: naics_3333_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_3333_ESTAB, type: esriFieldTypeDouble )
• naics_3333_emp ( modelName: naics_3333_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_3333_EMP, type: esriFieldTypeDouble )
• naics_3334_estab ( modelName: naics_3334_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_3334_ESTAB, type: esriFieldTypeDouble )
• naics_3334_emp ( modelName: naics_3334_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_3334_EMP, type: esriFieldTypeDouble )
• naics_3335_estab ( modelName: naics_3335_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_3335_ESTAB, type: esriFieldTypeDouble )
• naics_3335_emp ( modelName: naics_3335_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_3335_EMP, type: esriFieldTypeDouble )
• naics_3336_estab ( modelName: naics_3336_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_3336_ESTAB, type: esriFieldTypeDouble )
• naics_3336_emp ( modelName: naics_3336_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_3336_EMP, type: esriFieldTypeDouble )
• naics_3339_estab ( modelName: naics_3339_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_3339_ESTAB, type: esriFieldTypeDouble )
• naics_3339_emp ( modelName: naics_3339_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_3339_EMP, type: esriFieldTypeDouble )
• naics_334000_estab ( modelName: naics_334000_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_334000_ESTAB, type: esriFieldTypeDouble )
• naics_334000_emp ( modelName: naics_334000_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_334000_EMP, type: esriFieldTypeDouble )
• naics_3341_estab ( modelName: naics_3341_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_3341_ESTAB, type: esriFieldTypeDouble )
• naics_3341_emp ( modelName: naics_3341_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_3341_EMP, type: esriFieldTypeDouble )
• naics_3342_estab ( modelName: naics_3342_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_3342_ESTAB, type: esriFieldTypeDouble )
• naics_3342_emp ( modelName: naics_3342_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_3342_EMP, type: esriFieldTypeDouble )
• naics_3344_estab ( modelName: naics_3344_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_3344_ESTAB, type: esriFieldTypeDouble )
• naics_3344_emp ( modelName: naics_3344_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_3344_EMP, type: esriFieldTypeDouble )
• naics_3345_estab ( modelName: naics_3345_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_3345_ESTAB, type: esriFieldTypeDouble )
• naics_3345_emp ( modelName: naics_3345_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_3345_EMP, type: esriFieldTypeDouble )
• naics_3346_estab ( modelName: naics_3346_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_3346_ESTAB, type: esriFieldTypeDouble )
• naics_3346_emp ( modelName: naics_3346_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_3346_EMP, type: esriFieldTypeDouble )
• naics_335000_estab ( modelName: naics_335000_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_335000_ESTAB, type: esriFieldTypeDouble )
• naics_335000_emp ( modelName: naics_335000_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_335000_EMP, type: esriFieldTypeDouble )
• naics_3351_estab ( modelName: naics_3351_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_3351_ESTAB, type: esriFieldTypeDouble )
• naics_3351_emp ( modelName: naics_3351_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_3351_EMP, type: esriFieldTypeDouble )
• naics_3352_estab ( modelName: naics_3352_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_3352_ESTAB, type: esriFieldTypeDouble )
• naics_3352_emp ( modelName: naics_3352_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_3352_EMP, type: esriFieldTypeDouble )
• naics_3353_estab ( modelName: naics_3353_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_3353_ESTAB, type: esriFieldTypeDouble )
• naics_3353_emp ( modelName: naics_3353_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_3353_EMP, type: esriFieldTypeDouble )
• naics_3359_estab ( modelName: naics_3359_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_3359_ESTAB, type: esriFieldTypeDouble )
• naics_3359_emp ( modelName: naics_3359_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_3359_EMP, type: esriFieldTypeDouble )
• naics_33591_estab ( modelName: naics_33591_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_33591_ESTAB, type: esriFieldTypeDouble )
• naics_33591_emp ( modelName: naics_33591_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_33591_EMP, type: esriFieldTypeDouble )
• naics_335910_estab ( modelName: naics_335910_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_335910_ESTAB, type: esriFieldTypeDouble )
• naics_335910_emp ( modelName: naics_335910_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_335910_EMP, type: esriFieldTypeDouble )
• naics_336000_estab ( modelName: naics_336000_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_336000_ESTAB, type: esriFieldTypeDouble )
• naics_336000_emp ( modelName: naics_336000_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_336000_EMP, type: esriFieldTypeDouble )
• naics_3361_estab ( modelName: naics_3361_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_3361_ESTAB, type: esriFieldTypeDouble )
• naics_3361_emp ( modelName: naics_3361_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_3361_EMP, type: esriFieldTypeDouble )
• naics_3362_estab ( modelName: naics_3362_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_3362_ESTAB, type: esriFieldTypeDouble )
• naics_3362_emp ( modelName: naics_3362_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_3362_EMP, type: esriFieldTypeDouble )
• naics_3363_estab ( modelName: naics_3363_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_3363_ESTAB, type: esriFieldTypeDouble )
• naics_3363_emp ( modelName: naics_3363_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_3363_EMP, type: esriFieldTypeDouble )
• naics_3364_estab ( modelName: naics_3364_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_3364_ESTAB, type: esriFieldTypeDouble )
• naics_3364_emp ( modelName: naics_3364_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_3364_EMP, type: esriFieldTypeDouble )
• naics_3365_estab ( modelName: naics_3365_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_3365_ESTAB, type: esriFieldTypeDouble )
• naics_3365_emp ( modelName: naics_3365_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_3365_EMP, type: esriFieldTypeDouble )
• naics_3366_estab ( modelName: naics_3366_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_3366_ESTAB, type: esriFieldTypeDouble )
• naics_3366_emp ( modelName: naics_3366_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_3366_EMP, type: esriFieldTypeDouble )
• naics_3369_estab ( modelName: naics_3369_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_3369_ESTAB, type: esriFieldTypeDouble )
• naics_3369_emp ( modelName: naics_3369_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_3369_EMP, type: esriFieldTypeDouble )
• naics_337000_estab ( modelName: naics_337000_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_337000_ESTAB, type: esriFieldTypeDouble )
• naics_337000_emp ( modelName: naics_337000_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_337000_EMP, type: esriFieldTypeDouble )
• naics_339000_estab ( modelName: naics_339000_estab, nullable: true, editable: true, defaultValue: null, alias: NAICS_339000_ESTAB, type: esriFieldTypeDouble )
• naics_339000_emp ( modelName: naics_339000_emp, nullable: true, editable: true, defaultValue: null, alias: NAICS_339000_EMP, type: esriFieldTypeDouble )
• SHAPE__Length ( virtual: true, nullable: true, editable: false, defaultValue: null, alias: SHAPE__Length, type: esriFieldTypeDouble )
• SHAPE__Area ( virtual: true, nullable: true, editable: false, defaultValue: null, alias: SHAPE__Area, type: esriFieldTypeDouble )

Templates:

• Name: Employment - County 2021
  Description:
  Prototype:
  naics_2121_emp: null
  naics_322000_emp: null
  naics_323000_emp: null
  naics_3253_estab: null
  naics_3273_estab: null
  year: null
  naics_3342_emp: null
  county: null
  naics_3351_estab: null
  naics_3361_estab: null
  naics_3331_estab: null
  naics_3341_estab: null
  naics_3334_emp: null
  naics_3364_estab: null
  naics_3369_emp: null
  naics_4862_estab: null
  state: null
  naics_3251_emp: null
  naics_33591_estab: null
  affgeoid: null
  naics_313000_estab: null
  naics_3255_emp: null
  naics_3344_emp: null
  naics_335910_estab: null
  naics_4861_emp: null
  naics_3359_estab: null
  naics_3339_estab: null
  naics_3344_estab: null
  naics_3352_emp: null
  naics_3314_emp: null
  naics_337000_estab: null
  empszes: null
  naics_3271_emp: null
  empszes_label: null
  naics_3241_emp: null
  naics_211_emp: null
  naics_3321_estab: null
  naics_3332_emp: null
  naics_314000_estab: null
  namelsad: null
  naics_3336_estab: null
  naics_335910_emp: null
  naics_213113_emp: null
  naics_3222_emp: null
  naics_33591_emp: null
  naics_3346_emp: null
  naics_3359_emp: null
  naics_321000_emp: null
  naics_325000_emp: null
  naics_3253_emp: null
  naics_327000_emp: null
  naics_332000_estab: null
  naics_3313_estab: null
  naics_3333_estab: null
  naics_331000_emp: null
  naics_2121_estab: null
  naics_332000_emp: null
  naics_316000_emp: null
  naics_313000_emp: null
  naics_213113_estab: null
  naics_312000_emp: null
  naics_3255_estab: null
  naics_315000_estab: null
  naics_312000_estab: null
  naics_2213_estab: null
  naics_321000_estab: null
  naics_3273_emp: null
  naics_3313_emp: null
  naics_3362_emp: null
  naics_3222_estab: null
  naics_3221_estab: null
  naics_3251_estab: null
  naics_331000_estab: null
  naics_3274_estab: null
  naics_339000_estab: null
  naics_3339_emp: null
  naics_3365_emp: null
  naics_336000_estab: null
  naics_3279_estab: null
  naics_3314_estab: null
  naics_334000_estab: null
  naics_339000_emp: null
  naics_4861_estab: null
  naics_3366_estab: null
  naics_323000_estab: null
  naics_3311_emp: null
  naics_335000_emp: null
  naics_324000_emp: null
  naics_335000_estab: null
  naics_3279_emp: null
  naics_213111_estab: null
  naics_00_emp: null
  naics_3341_emp: null
  naics_3335_estab: null
  naics_3252_emp: null
  naics_3315_estab: null
  naics_3345_estab: null
  naics_3365_estab: null
  naics_3254_emp: null
  naics_3312_estab: null
  naics_3332_estab: null
  naics_31_33_emp: null
  naics_3335_emp: null
  naics_3272_emp: null
  naics_325000_estab: null
  naics_3272_estab: null
  naics_3331_emp: null
  naics_3342_estab: null
  naics_3362_estab: null
  naics_211_estab: null
  naics_213112_emp: null
  naics_3221_emp: null
  naics_00_estab: null
  naics_2213_emp: null
  naics_3252_estab: null
  naics_4862_emp: null
  naics_3351_emp: null
  naics_3345_emp: null
  naics_3315_emp: null
  naics_326000_estab: null
  naics_32411_emp: null
  naics_334000_emp: null
  naics_336000_emp: null
  naics_3333_emp: null
  naics_3353_estab: null
  naics_314000_emp: null
  naics_3363_emp: null
  naics_3274_emp: null
  naics_3312_emp: null
  naics_315000_emp: null
  naics_311000_emp: null
  naics_3271_estab: null
  naics_3364_emp: null
  naics_3321_emp: null
  naics_327000_estab: null
  naics_324000_estab: null
  naics_3241_estab: null
  naics_333000_estab: null
  naics_3361_emp: null
  naics_3254_estab: null
  naics_213112_estab: null
  naics_322000_estab: null
  naics_3369_estab: null
  naics_316000_estab: null
  naics_3352_estab: null
  naics_213111_emp: null
  naics_3334_estab: null
  naics_3323_emp: null
  naics_3353_emp: null
  naics_3366_emp: null
  naics_3336_emp: null
  naics_32411_estab: null
  naics_3311_estab: null
  naics_311000_estab: null
  naics_3346_estab: null
  naics_337000_emp: null
  geoid: null
  naics_326000_emp: null
  naics_333000_emp: null
  naics_3363_estab: null
  naics_31_33_estab: null
  naics_3323_estab: null
  
  Drawing Tool: esriFeatureEditToolPolygon

Capabilities: Query

Sync Can Return Changes: true

Is Data Versioned: false

Supports Rollback On Failure: true

Supports ApplyEdits With Global Ids: false

Supports ApplyEdits By Upload Id: true

Supports Query With Historic Moment: false

Supports Coordinates Quantization: true

Supported Operations:   Query   Query Attachments   Calculate   Validate SQL   Generate Renderer   Return Updates   Metadata