finish the project

User Generated

NyrkkMMMW

Mathematics

saddsad

Description

Using the data provided in the attached Excel workbook, apply regression and correlation analysis on two data sets.

Follow the instructions in this project document to analyze the data presented in the Excel workbook. Then complete a report

summarizing the results in your Excel workbook (or R script file). Submit both the report and the Excel workbook (or R script file).Important: Explain the benefits of each statistical tool you use, including statistical analyses, tables and figures. Explain why you

applied those techniques based on the nature of the data, and make substantial observations of the results.

Unformatted Attachment Preview

2017 OES Estimates Occupational Employment Statistics (OES) Survey Bureau of Labor Statistics, Department of Labor website: www.bls.gov/oes File Description: 2017 Metropolitan Statistical Area (MSA), cross-industry, cross-ownership estimates for the eleven large Field area area_name occ_title tot_emp emp_prse pct_total pct_rpt jobs_1000 loc_quotient h_mean a_mean mean_prse h_median a_median Notes: * = indicates that a wage estimate is not available ** = indicates that an employment estimate is not available # = indicates a wage that is equal to or greater than $100.00 per hour or $208,000 per year ~ =indicates that the percent of establishments reporting the occupation is less than 0.5% al Employment Statistics (OES) Survey abor Statistics, Department of Labor ww.bls.gov/oes opolitan Statistical Area (MSA), cross-industry, cross-ownership estimates for the eleven large MSAs that have metropolitan div Field Description MSA, metropolitan division, or state FIPS code, or OES-specific nonmetropolitan area code Area name (only on metropolitan and nonmetropolitan area files) Standard Occupational Classification title or OES-specific title for the occupation Estimated total employment rounded to the nearest 10 (excludes self-employed) Percent relative standard error (RSE) for the employment. Relative standard error is a measure of the reliability of a statistic; the smaller the relative standard error, the more precise the estimate. Percent of industry employment in the given occupation (only on the national industry files). Percents Percent of establishments reporting the given occupation in the given industry The number of jobs (employment) in the given occupation per 1,000 jobs in the given area The location quotient represents the ratio of an occupation’s share of employment in a given area to that occupation’s share of employment in the U.S. as a whole. For example, an occupation that makes up 10 percent of employment in a specific metropolitan area compared with 2 percent of U.S. Mean hourly wage Mean annual wage Percent relative standard error (RSE) for the mean wage. Relative standard error is a measure of the reliability of a statistic; the smaller the relative standard error, the more precise the estimate. Hourly median wage (or the 50th percentile) Annual median wage (or the 50th percentile) es that a wage estimate is not available tes that an employment estimate is not available s a wage that is equal to or greater than $100.00 per hour or $208,000 per year s that the percent of establishments reporting the occupation is less than 0.5% have metropolitan divisions NY Metropolitan: New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New 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York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New 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York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA New York-Newark-Jersey City, NY-NJ-PA OCC_TITLE TOT_EMP Psychiatrists 3,830 Financial Managers 50,090 Internists, General 2,860 Dentists, All Other Specialists 410 Family and General Practitioners 2,310 Sales Managers 27,270 Marketing Managers 23,200 Computer and Information Systems Managers 32,100 Petroleum Engineers 110 Physicians and Surgeons, All Other 48,040 Nurse Anesthetists 1,040 Judges, Magistrate Judges, and Magistrates 1,620 Pediatricians, General 2,590 Advertising and Promotions Managers 5,940 Architectural and Engineering Managers 7,000 Public Relations and Fundraising Managers 6,360 Lawyers 77,010 Air Traffic Controllers 1,060 Compensation and Benefits Managers 1,540 Purchasing Managers 4,020 Training and Development Managers 3,510 General and Operations Managers 150,300 Personal Financial Advisors 29,880 Human Resources Managers 10,990 Securities, Commodities, and Financial Services Sales Agents 67,110 Podiatrists 1,400 Dentists, General 9,350 Physicists 1,080 Computer and Information Research Scientists 1,740 Managers, All Other 24,890 Administrative Services Managers 21,100 Industrial Production Managers 5,900 Construction Managers 13,510 Biochemists and Biophysicists 5,610 Nuclear Engineers 200 Political Scientists 90 Actuaries 2,400 Medical and Health Services Managers 27,330 Nurse Practitioners 12,600 Information Security Analysts 7,380 Pharmacists 22,460 Computer Network Architects 10,930 Optometrists 2,600 Software Developers, Systems Software 21,570 First-Line Supervisors of Police and Detectives 13,220 Nuclear Technicians 110 Physician Assistants 10,490 Veterinarians 3,240 Transportation, Storage, and Distribution Managers 6,400 Art Directors 7,990 Psychologists, All Other Software Developers, Applications 390 73,510 Funeral Service Managers 530 Economists 600 Financial Analysts 55,900 Insulation Workers, Mechanical 480 Nurse Midwives 440 First-Line Supervisors of Fire Fighting and Prevention Workers 3,720 Education Administrators, Postsecondary 8,900 Engineers, All Other 4,570 Sales Engineers 2,790 Financial Examiners 7,440 Aerospace Engineers 400 Emergency Management Directors 520 Materials Scientists 340 Radiation Therapists 1,100 Computer Systems Analysts 41,600 Electronics Engineers, Except Computer 3,940 Credit Analysts 8,730 Electrical Engineers 9,080 Statisticians 1,360 Management Analysts Physical Scientists, All Other 44,260 660 Operations Research Analysts 6,300 Producers and Directors 21,470 Atmospheric and Space Scientists 250 Computer Occupations, All Other 9,940 Database Administrators 8,530 Health and Safety Engineers, Except Mining Safety Engineers and Inspectors1,580 Chemical Engineers 950 Materials Engineers 740 Ship Engineers 550 Network and Computer Systems Administrators 27,720 Power Distributors and Dispatchers 380 Education Administrators, All Other 1,710 Biomedical Engineers 360 First-Line Supervisors of Correctional Officers 2,240 Administrative Law Judges, Adjudicators, and Hearing Officers 1,280 Crane and Tower Operators 1,320 Civil Engineers 15,870 Mathematicians 120 Biological Scientists, All Other 620 Detectives and Criminal Investigators 8,130 Occupational Therapists 9,580 Environmental Engineers 2,500 Reinforcing Iron and Rebar Workers 770 Industrial Engineers 7,210 Structural Iron and Steel Workers 5,980 First-Line Supervisors of Non-Retail Sales Workers 22,060 Clinical, Counseling, and School Psychologists 10,530 Physical Therapists 15,700 Miscellaneous Mathematical Science Occupations 170 Loan Officers 12,870 Nuclear Medicine Technologists 1,140 Sales Representatives, Wholesale and Manufacturing, Technical and Scientific 13,200 Products Registered Nurses 176,770 Dental Hygienists 10,980 Audiologists 800 Property, Real Estate, and Community Association Managers 9,690 Social and Community Service Managers 10,700 Speech-Language Pathologists 12,600 First-Line Supervisors of Construction Trades and Extraction Workers 21,410 Accountants and Auditors 115,210 Insurance Underwriters Arbitrators, Mediators, and Conciliators 7,830 290 Telecommunications Line Installers and Repairers 8,920 Court Reporters 1,130 Tile and Marble Setters 3,040 Epidemiologists 220 Financial Specialists, All Other 7,080 Computer Programmers 18,980 Electrical Power-Line Installers and Repairers 3,400 Social Scientists and Related Workers, All Other 1,890 Power Plant Operators 1,440 Architects, Except Landscape and Naval 12,630 Magnetic Resonance Imaging Technologists 2,400 Captains, Mates, and Pilots of Water Vessels 2,080 Healthcare Practitioners and Technical Workers, All Other 650 Mining and Geological Engineers, Including Mining Safety Engineers 90 Farmers, Ranchers, and Other Agricultural Managers 60 Hydrologists 170 Elevator Installers and Repairers 4,430 Orthotists and Prosthetists 440 Postmasters and Mail Superintendents 620 Genetic Counselors 220 Transit and Railroad Police 1,830 Medical Scientists, Except Epidemiologists 8,530 Chemists 8,050 Real Estate Sales Agents 5,760 Budget Analysts 3,400 Control and Valve Installers and Repairers, Except Mechanical Door 2,790 First-Line Supervisors of Mechanics, Installers, and Repairers 23,530 Logisticians 7,430 Environmental Scientists and Specialists, Including Health 4,190 Occupational Health and Safety Specialists 3,040 Electrical and Electronics Repairers, Powerhouse, Substation, and Relay 2,240 Operating Engineers and Other Construction Equipment Operators 10,680 Lodging Managers 620 Compliance Officers 21,480 Technical Writers 3,390 Police and Sheriff's Patrol Officers 48,310 Compensation, Benefits, and Job Analysis Specialists 7,880 Web Developers 11,960 Computer Network Support Specialists 14,240 Respiratory Therapists 5,730 Fashion Designers 6,740 Cement Masons and Concrete Finishers 7,980 Agents and Business Managers of Artists, Performers, and Athletes 3,250 Camera Operators, Television, Video, and Motion Picture 1,410 Life Scientists, All Other 260 Firefighters 11,090 Business Operations Specialists, All Other 48,550 Landscape Architects 1,180 Urban and Regional Planners 1,300 Electricians 42,620 Diagnostic Medical Sonographers 5,310 Plasterers and Stucco Masons 820 Writers and Authors 7,310 Stationary Engineers and Boiler Operators 3,460 Market Research Analysts and Marketing Specialists 64,630 Food Service Managers 7,580 Geoscientists, Except Hydrologists and Geographers 570 Zoologists and Wildlife Biologists 200 Labor Relations Specialists 7,750 Millwrights 1,220 Probation Officers and Correctional Treatment Specialists 3,740 Real Estate Brokers 2,040 Health Diagnosing and Treating Practitioners, All Other 2,380 Brickmasons and Blockmasons 6,300 Multimedia Artists and Animators 1,910 Film and Video Editors 4,310 Subway and Streetcar Operators 4,100 Plumbers, Pipefitters, and Steamfitters 26,920 Signal and Track Switch Repairers 940 Claims Adjusters, Examiners, and Investigators 20,400 Buyers and Purchasing Agents 23,150 Rail-Track Laying and Maintenance Equipment Operators 2,660 Radiologic Technologists 12,440 Human Resources Specialists 38,220 Radio, Cellular, and Tower Equipment Installers and Repairers 470 Correctional Officers and Jailers 20,820 Transportation Inspectors 4,670 Food Scientists and Technologists 1,070 Microbiologists 990 Executive Secretaries and Executive Administrative Assistants 84,450 Tax Examiners and Collectors, and Revenue Agents 3,590 Appraisers and Assessors of Real Estate 2,150 Commercial and Industrial Designers 2,730 Advertising Sales Agents 19,900 Curators 1,190 Editors 19,340 Adult Basic and Secondary Education and Literacy Teachers and Instructors 3,990 Cost Estimators 10,240 Surveyors 2,190 Marriage and Family Therapists 3,340 Set and Exhibit Designers 1,530 Electrical and Electronics Drafters 1,460 Social Workers, All Other 4,840 Bailiffs 2,890 Telecommunications Equipment Installers and Repairers, Except Line Installers 11,840 First-Line Supervisors of Production and Operating Workers 21,270 Electrical and Electronics Installers and Repairers, Transportation Equipment570 Training and Development Specialists 19,820 Cartographers and Photogrammetrists 140 Explosives Workers, Ordnance Handling Experts, and Blasters 60 Makeup Artists, Theatrical and Performance 600 Historians 140 Forensic Science Technicians 510 Construction and Building Inspectors Soil and Plant Scientists 7,560 100 Aircraft Mechanics and Service Technicians 4,460 Educational, Guidance, School, and Vocational Counselors 19,270 Interpreters and Translators 2,280 Respiratory Therapy Technicians 240 Sociologists 300 Dietitians and Nutritionists 4,680 Sound Engineering Technicians 1,710 Avionics Technicians 300 Clinical Laboratory Technologists and Technicians 17,820 Librarians 11,820 Insurance Sales Agents 20,570 Cardiovascular Technologists and Technicians 2,650 Sales Representatives, Services, All Other 83,820 Radio Operators 40 Education Administrators, Preschool and Childcare Center/Program 4,740 Instructional Coordinators 10,330 Music Directors and Composers 2,060 Insurance Appraisers, Auto Damage 1,250 Plant and System Operators, All Other 300 Morticians, Undertakers, and Funeral Directors 1,320 Occupational Therapy Assistants 2,120 Public Relations Specialists 23,180 First-Line Supervisors of Office and Administrative Support Workers 110,310 Hearing Aid Specialists 120 Electrical and Electronics Repairers, Commercial and Industrial Equipment 2,180 Designers, All Other 480 Agricultural Inspectors 220 Geological and Petroleum Technicians 40 Reporters and Correspondents 4,200 Healthcare Social Workers 11,110 Engineering Technicians, Except Drafters, All Other 1,610 Earth Drillers, Except Oil and Gas 600 Water and Wastewater Treatment Plant and System Operators 3,400 Costume Attendants 1,360 Mechanical Drafters 2,550 Riggers 260 Roofers 3,170 Therapists, All Other 510 Petroleum Pump System Operators, Refinery Operators, and Gaugers 370 Fundraisers 6,100 Electro-Mechanical Technicians 300 Audio-Visual and Multimedia Collections Specialists 340 Chemical Plant and System Operators 520 Tapers 950 Interior Designers 4,720 Physical Therapist Assistants 3,650 Computer Numerically Controlled Machine Tool Programmers, Metal and Plastic 620 Choreographers Sheet Metal Workers 50 7,050 Foresters 90 Fish and Game Wardens 100 Sales Representatives, Wholesale and Manufacturing, Except Technical and92,830 Scientific Products Private Detectives and Investigators 1,840 Vocational Education Teachers, Postsecondary 4,080 Mobile Heavy Equipment Mechanics, Except Engines 2,720 Carpenters 44,540 Graphic Designers 22,050 Mental Health and Substance Abuse Social Workers 7,990 Mechanical Engineering Technicians Bus Drivers, Transit and Intercity 810 25,700 Airfield Operations Specialists 500 Occupational Health and Safety Technicians 780 Pipelayers 910 Traffic Technicians 1,420 Fitness Trainers and Aerobics Instructors 25,090 Exercise Physiologists Postal Service Mail Carriers 280 22,930 Fine Artists, Including Painters, Sculptors, and Illustrators 1,340 Excavating and Loading Machine and Dragline Operators 1,720 First-Line Supervisors of Transportation and Material Moving Workers, Except 24,010 Aircraft Cargo Handling Supervisors Survey Researchers 810 Drafters, All Other 630 Meeting, Convention, and Event Planners 10,290 Brokerage Clerks 7,410 Heating, Air Conditioning, and Refrigeration Mechanics and Installers 20,050 Bus and Truck Mechanics and Diesel Engine Specialists 14,260 Boilermakers 360 Computer User Support Specialists 40,040 Postal Service Clerks 5,890 Legal Support Workers, All Other 2,260 Museum Technicians and Conservators 900 Medical Equipment Repairers 2,010 Opticians, Dispensing 3,160 Tool and Die Makers 1,160 Environmental Engineering Technicians 680 Industrial Engineering Technicians 1,460 Model Makers, Metal and Plastic 120 Broadcast Technicians 4,320 Industrial Machinery Mechanics 9,320 Refuse and Recyclable Material Collectors 8,980 Postal Service Mail Sorters, Processors, and Processing Machine Operators 11,770 Paralegals and Legal Assistants 24,810 Railroad Conductors and Yardmasters 4,110 Legal Secretaries 19,350 Architectural and Civil Drafters 6,180 Title Examiners, Abstractors, and Searchers 4,090 Broadcast News Analysts 1,230 Communications Equipment Operators, All Other 90 Counselors, All Other 1,010 Child, Family, and School Social Workers 22,330 Licensed Practical and Licensed Vocational Nurses 36,200 Surgical Technologists 5,560 Recreational Therapists 1,410 Social Science Research Assistants First-Line Supervisors of Gaming Workers 3,550 90 Health Educators 3,580 Life, Physical, and Social Science Technicians, All Other 5,460 Agricultural and Food Science Technicians 260 Tree Trimmers and Pruners 1,050 Court, Municipal, and License Clerks 7,010 First-Line Supervisors of Housekeeping and Janitorial Workers 11,540 Statistical Assistants 520 Desktop Publishers 990 Media and Communication Equipment Workers, All Other 660 Paving, Surfacing, and Tamping Equipment Operators 2,000 First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers 5,160 First-Line Supervisors of Farming, Fishing, and Forestry Workers 240 Credit Counselors 1,950 Security and Fire Alarm Systems Installers 5,320 Floor Layers, Except Carpet, Wood, and Hard Tiles 440 Precision Instrument and Equipment Repairers, All Other 730 Fabric and Apparel Patternmakers 1,030 Environmental Science and Protection Technicians, Including Health 2,050 Drywall and Ceiling Tile Installers 3,980 Massage Therapists 5,320 Material Moving Workers, All Other 1,590 Audio and Video Equipment Technicians 6,560 Tank Car, Truck, and Ship Loaders 520 Electric Motor, Power Tool, and Related Repairers 520 Fire Inspectors and Investigators 1,210 Production, Planning, and Expediting Clerks 27,050 Surveying and Mapping Technicians 1,130 Chemical Technicians 4,640 Farm and Home Management Advisors 190 Archivists 1,120 Substance Abuse, Behavioral Disorder, and Mental Health Counselors 14,130 Gas Compressor and Gas Pumping Station Operators 110 Community and Social Service Specialists, All Other 13,420 Self-Enrichment Education Teachers 32,350 Education, Training, and Library Workers, All Other 3,520 Prepress Technicians and Workers 1,960 Maintenance Workers, Machinery 2,290 Radio and Television Announcers 1,100 Farm Equipment Mechanics and Service Technicians 50 Craft Artists 220 Transportation Workers, All Other 3,570 Heavy and Tractor-Trailer Truck Drivers 63,150 Motorboat Operators 90 Highway Maintenance Workers 6,280 Payroll and Timekeeping Clerks 9,260 Judicial Law Clerks 540 Painters, Transportation Equipment 1,960 Medical Records and Health Information Technicians 7,330 Biological Technicians 2,250 Health Technologists and Technicians, All Other 5,410 Tax Preparers 2,860 Telephone Operators Automotive Body and Related Repairers Fiberglass Laminators and Fabricators 750 7,400 250 Painters, Construction and Maintenance 13,200 Insurance Claims and Policy Processing Clerks 13,800 Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic 560 Machinists 7,230 Construction Laborers 59,110 Metal-Refining Furnace Operators and Tenders 170 Structural Metal Fabricators and Fitters 1,810 Welders, Cutters, Solderers, and Brazers 6,970 Chefs and Head Cooks 15,680 Clergy 6,030 Bookkeeping, Accounting, and Auditing Clerks 106,280 Mechanical Door Repairers 1,060 Septic Tank Servicers and Sewer Pipe Cleaners 1,760 Financial Clerks, All Other 2,220 Media and Communication Workers, All Other Police, Fire, and Ambulance Dispatchers 730 4,850 Procurement Clerks 4,590 First-Line Supervisors of Retail Sales Workers 64,520 First-Line Supervisors of Personal Service Workers 18,370 Camera and Photographic Equipment Repairers 250 Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, 1,580 and Tenders Information and Record Clerks, All Other 5,890 Medical Appliance Technicians 700 Motorboat Mechanics and Service Technicians 750 Computer Operators 4,240 Word Processors and Typists 12,750 Correspondence Clerks 250 Bridge and Lock Tenders 180 Locksmiths and Safe Repairers 1,680 Proofreaders and Copy Markers 1,650 Sailors and Marine Oilers 1,540 Cargo and Freight Agents 8,860 Psychiatric Technicians 1,390 Bill and Account Collectors 11,960 Human Resources Assistants, Except Payroll and Timekeeping 10,910 Automotive Service Technicians and Mechanics 29,230 Jewelers and Precious Stone and Metal Workers 4,830 Maintenance and Repair Workers, General 95,880 Credit Authorizers, Checkers, and Clerks 2,140 Aircraft Cargo Handling Supervisors 330 Layout Workers, Metal and Plastic 80 Computer, Automated Teller, and Office Machine Repairers 6,690 Loan Interviewers and Clerks 8,240 Musical Instrument Repairers and Tuners 410 Cabinetmakers and Bench Carpenters 4,280 Printing Press Operators 7,810 Pump Operators, Except Wellhead Pumpers 410 Dietetic Technicians 850 Watch Repairers 360 Billing and Posting Clerks 39,140 Directors, Religious Activities and Education 2,970 Outdoor Power Equipment and Other Small Engine Mechanics 980 Community Health Workers New Accounts Clerks 4,410 890 Chemical Equipment Operators and Tenders 3,760 Concierges 5,880 Medical Secretaries 15,520 Medical Transcriptionists 1,510 Stonemasons 1,360 Computer-Controlled Machine Tool Operators, Metal and Plastic 4,000 Medical Equipment Preparers 4,420 Veterinary Technologists and Technicians 4,510 Building Cleaning Workers, All Other 830 Secretaries and Administrative Assistants, Except Legal, Medical, and Executive 176,630 Dispatchers, Except Police, Fire, and Ambulance 13,330 First-Line Supervisors of Food Preparation and Serving Workers 42,480 Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders 360 Solar Photovoltaic Installers 980 Miscellaneous Construction and Related Workers 1,680 Pourers and Casters, Metal 140 Conveyor Operators and Tenders 390 Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders 170 Phlebotomists Electronic Equipment Installers and Repairers, Motor Vehicles Interviewers, Except Eligibility and Loan Molders, Shapers, and Casters, Except Metal and Plastic Ophthalmic Medical Technicians Animal Control Workers 7,180 530 15,380 950 2,380 400 Dental Laboratory Technicians 1,810 Bus Drivers, School or Special Client 41,920 Upholsterers Home Appliance Repairers Rolling Machine Setters, Operators, and Tenders, Metal and Plastic Inspectors, Testers, Sorters, Samplers, and Weighers Aircraft Structure, Surfaces, Rigging, and Systems Assemblers Coin, Vending, and Amusement Machine Servicers and Repairers 950 2,240 470 20,670 140 1,960 Motorcycle Mechanics 490 Engine and Other Machine Assemblers 330 Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and 560 Plastic Gaming Surveillance Officers and Gaming Investigators 30 Insulation Workers, Floor, Ceiling, and Wall 840 Customer Service Representatives Parking Enforcement Workers 154,180 750 Dental Assistants 22,640 Reservation and Transportation Ticket Agents and Travel Clerks 11,530 Pest Control Workers 3,450 Office and Administrative Support Workers, All Other 17,350 Gaming Change Persons and Booth Cashiers 510 Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters 1,540 Mixing and Blending Machine Setters, Operators, and Tenders 6,930 Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters 2,920 Sawing Machine Setters, Operators, and Tenders, Wood 330 Preschool Teachers, Except Special Education 37,090 Travel Agents 7,000 Electronic Home Entertainment Equipment Installers and Repairers 1,140 Rehabilitation Counselors 5,200 Woodworking Machine Setters, Operators, and Tenders, Except Sawing 680 Furniture Finishers 800 Industrial Truck and Tractor Operators 20,620 Data Entry Keyers 15,390 Medical Assistants 33,110 Forging Machine Setters, Operators, and Tenders, Metal and Plastic 320 Helpers--Electricians 5,220 Grinding and Polishing Workers, Hand 1,050 Switchboard Operators, Including Answering Service 4,550 Installation, Maintenance, and Repair Workers, All Other 8,660 Coating, Painting, and Spraying Machine Setters, Operators, and Tenders 1,940 Ambulance Drivers and Attendants, Except Emergency Medical Technicians 1,180 Nursing Assistants 101,470 Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and1,630 Plastic Photographic Process Workers and Processing Machine Operators 1,440 Butchers and Meat Cutters 6,930 Social and Human Service Assistants 37,760 Metal Workers and Plastic Workers, All Other 500 Crossing Guards Forest and Conservation Workers Light Truck or Delivery Services Drivers 11,820 220 51,840 Plating and Coating Machine Setters, Operators, and Tenders, Metal and Plastic 850 Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic 410 Adhesive Bonding Machine Operators and Tenders 270 Orderlies 4,670 Library Technicians 7,440 Cooks, Institution and Cafeteria 14,260 Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and 1,640 Tenders, Metal and Plastic Electrical, Electronic, and Electromechanical Assemblers, Except Coil Winders, 9,050 Tapers, and Finishers Carpet Installers 1,430 Weighers, Measurers, Checkers, and Samplers, Recordkeeping 3,700 Coil Winders, Tapers, and Finishers 370 Parts Salespersons 8,580 Residential Advisors 5,080 Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal 4,610 and Plastic Helpers, Construction Trades, All Other 1,440 Order Clerks 7,710 Automotive Glass Installers and Repairers 550 Floral Designers 2,200 Shipping, Receiving, and Traffic Clerks 35,680 Mail Clerks and Mail Machine Operators, Except Postal Service 8,010 Office Clerks, General Office Machine Operators, Except Computer Receptionists and Information Clerks Occupational Therapy Aides 188,530 5,060 105,550 250 Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders 1,070 Print Binding and Finishing Workers 2,140 Skincare Specialists 5,010 Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders,2,880 Metal and Plastic Pharmacy Technicians 19,360 Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic 1,800 Helpers--Installation, Maintenance, and Repair Workers 6,080 Cutting and Slicing Machine Setters, Operators, and Tenders 2,420 Public Address System and Other Announcers 550 Substitute Teachers 34,970 Textile Cutting Machine Setters, Operators, and Tenders 830 Bicycle Repairers 200 Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and 120 Tenders Textile, Apparel, and Furnishings Workers, All Other Landscaping and Groundskeeping Workers Foundry Mold and Coremakers Janitors and Cleaners, Except Maids and Housekeeping Cleaners 650 48,250 330 186,530 Library Assistants, Clerical 6,350 Funeral Attendants 1,460 Fence Erectors File Clerks Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders 810 11,690 390 Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and270 Plastic Cooks, All Other 790 Security Guards 130,330 Food Servers, Nonrestaurant 20,060 Gaming and Sports Book Writers and Runners 220 Cutters and Trimmers, Hand 830 Tellers 28,200 Merchandise Displayers and Window Trimmers 6,790 Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders 580 Couriers and Messengers 7,740 Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and 3,640 Tenders Taxi Drivers and Chauffeurs 18,010 Tour and Travel Guides 2,770 Etchers and Engravers 240 Motor Vehicle Operators, All Other Rock Splitters, Quarry 4,020 40 Recreation Workers 30,180 Maids and Housekeeping Cleaners 48,310 Cooling and Freezing Equipment Operators and Tenders 150 Helpers--Carpenters 1,560 Bartenders 39,000 Textile Bleaching and Dyeing Machine Operators and Tenders Veterinary Assistants and Laboratory Animal Caretakers 230 3,030 Paper Goods Machine Setters, Operators, and Tenders 3,310 Hotel, Motel, and Resort Desk Clerks 8,420 Protective Service Workers, All Other 20,470 Pharmacy Aides 1,730 Hairdressers, Hairstylists, and Cosmetologists 30,280 Entertainment Attendants and Related Workers, All Other 270 Painting, Coating, and Decorating Workers 790 Motion Picture Projectionists 360 Bakers 11,650 Production Workers, All Other 6,060 Cooks, Restaurant 62,900 Assemblers and Fabricators, All Other, Including Team Assemblers 24,530 Baggage Porters and Bellhops 3,860 Farmworkers, Farm, Ranch, and Aquacultural Animals 490 Childcare Workers 39,440 Laborers and Freight, Stock, and Material Movers, Hand 163,620 Machine Feeders and Offbearers 1,900 Textile Knitting and Weaving Machine Setters, Operators, and Tenders 830 Tire Builders 110 Tire Repairers and Changers 4,760 Helpers--Production Workers 9,610 Food Cooking Machine Operators and Tenders 1,220 Tool Grinders, Filers, and Sharpeners 120 Food Preparation and Serving Related Workers, All Other 4,280 Personal Care and Service Workers, All Other 2,580 Physical Therapist Aides 4,650 Packaging and Filling Machine Operators and Tenders 19,580 Waiters and Waitresses 154,550 Nonfarm Animal Caretakers 12,770 Religious Workers, All Other 770 Counter and Rental Clerks 21,040 Transportation Attendants, Except Flight Attendants 2,240 Personal Care Aides 126,870 Door-to-Door Sales Workers, News and Street Vendors, and Related Workers230 Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop 20,530 Food Batchmakers 5,870 Food Processing Workers, All Other Stock Clerks and Order Fillers 940 127,210 Locker Room, Coatroom, and Dressing Room Attendants 1,860 Cleaners of Vehicles and Equipment 18,850 Grounds Maintenance Workers, All Other 2,350 Food Preparation Workers 64,040 Models Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers Slaughterers and Meat Packers 330 9,520 860 Telemarketers 6,950 Barbers 2,750 Meat, Poultry, and Fish Cutters and Trimmers 3,410 Ushers, Lobby Attendants, and Ticket Takers 12,770 Home Health Aides 201,580 Sewers, Hand 730 Shoe and Leather Workers and Repairers 590 Retail Salespersons 311,710 Parking Lot Attendants 15,500 Driver/Sales Workers 21,420 Pressers, Textile, Garment, and Related Materials 2,300 Dishwashers 29,350 Cooks, Short Order 15,970 Packers and Packagers, Hand 40,680 Sewing Machine Operators 12,560 Amusement and Recreation Attendants 16,190 Dining Room and Cafeteria Attendants and Bartender Helpers 33,010 Combined Food Preparation and Serving Workers, Including Fast Food 137,550 Manicurists and Pedicurists 22,500 Cashiers 193,690 Cooks, Fast Food 15,500 Laundry and Dry-Cleaning Workers 17,200 Counter Attendants, Cafeteria, Food Concession, and Coffee Shop 43,150 Automotive and Watercraft Service Attendants 9,730 Shampooers 2,900 EMP_PRSE JOBS_1000 LOC QUOTIENT H_MEAN A_MEAN 10.0 0.411 2.32 100.47 208,970 2.1 5.384 1.35 98.11 204,070 11.5 0.308 1.04 94.60 196,770 40.5 0.044 1.38 94.10 195,720 10.0 0.248 0.28 96.71 201,160 2.2 2.931 1.13 93.78 195,060 3.1 2.493 1.62 92.53 192,460 2.9 3.451 1.35 93.44 194,350 48.6 0.012 0.05 93.25 193,950 3.5 5.164 2.07 86.12 179,130 11.5 0.111 0.37 89.06 185,240 2.3 0.174 0.87 75.85 157,770 10.9 0.278 1.37 85.03 176,860 5.9 0.639 3.24 83.98 174,680 4.0 0.753 0.60 80.07 166,540 4.7 0.684 1.45 83.31 173,290 2.5 8.278 1.88 81.98 170,530 5.1 0.114 0.71 66.06 137,400 4.5 0.166 1.52 78.99 164,300 3.6 0.432 0.88 76.06 158,210 4.4 0.377 1.56 73.18 152,220 1.4 16.157 1.04 80.04 166,470 4.1 3.212 2.28 78.71 163,710 2.0 1.182 1.24 74.16 154,250 2.7 7.214 2.64 76.79 159,720 10.6 0.151 2.22 76.10 158,280 7.0 1.005 1.30 79.14 164,610 9.8 0.116 0.99 68.18 141,810 17.9 0.187 0.95 64.92 135,030 2.6 2.675 0.89 67.52 140,450 1.8 2.268 1.20 66.28 137,870 3.1 0.634 0.53 66.65 138,620 3.9 1.452 0.79 63.71 132,520 15.9 0.603 3.14 67.09 139,550 10.4 0.021 0.18 58.17 120,990 8.9 0.010 0.22 58.56 121,800 9.1 0.258 1.92 68.52 142,510 1.9 2.937 1.21 66.44 138,190 6.3 1.355 1.16 59.06 122,850 5.4 0.794 1.07 60.37 125,570 5.7 2.415 1.11 56.79 118,120 6.7 1.175 1.06 58.37 121,400 14.2 0.280 1.07 55.89 116,260 5.1 2.319 0.84 57.88 120,380 0.7 1.421 1.93 57.49 119,580 28.3 0.011 0.24 53.26 110,790 3.6 1.127 1.47 55.67 115,800 9.5 0.349 0.72 61.15 127,200 3.4 0.688 0.83 58.40 121,480 6.3 0.859 3.21 60.94 126,760 8.1 0.042 0.47 47.96 99,750 2.9 7.902 1.33 55.89 116,260 18.1 0.057 0.98 62.63 130,280 14.6 0.064 0.47 66.44 138,200 4.6 6.009 2.91 64.96 135,110 34.1 0.051 0.30 49.60 103,170 7.0 0.048 1.04 52.11 108,390 3.6 0.399 0.97 53.26 110,780 8.5 0.956 0.96 60.29 125,390 6.4 0.491 0.53 50.70 105,450 9.2 0.300 0.60 53.52 111,330 3.8 0.800 2.17 56.82 118,190 24.0 0.043 0.09 51.14 106,370 5.7 0.056 0.84 53.52 111,320 13.5 0.036 0.69 50.06 104,120 16.6 0.118 0.98 51.07 106,220 5.5 4.472 1.10 53.37 111,010 7.2 0.424 0.45 50.50 105,030 5.3 0.938 1.79 57.02 118,610 7.9 0.976 0.76 50.82 105,700 11.2 0.146 0.57 52.37 108,930 2.8 4.758 1.03 55.55 115,530 2.2 0.071 0.58 47.01 97,770 6.2 0.677 0.91 51.81 107,770 5.1 2.308 2.80 57.35 119,280 23.6 0.027 0.43 48.90 101,710 3.9 1.069 0.48 47.65 99,100 3.9 0.917 1.15 49.10 102,120 12.7 0.170 0.93 47.84 99,500 10.9 0.102 0.43 48.68 101,250 26.6 0.080 0.42 47.24 98,250 14.5 0.059 1.06 45.08 93,770 2.5 2.979 1.13 48.44 100,750 17.3 0.041 0.48 45.74 95,140 8.1 0.184 0.72 49.68 103,330 12.0 0.039 0.27 51.55 107,220 1.1 0.240 0.81 46.34 96,390 0.2 0.137 1.35 47.58 98,960 14.6 0.142 0.46 49.87 103,730 4.0 1.706 0.81 48.49 100,850 11.6 0.013 0.66 48.72 101,340 4.5 0.067 0.25 42.02 87,390 1.5 0.874 1.18 45.75 95,160 5.8 1.029 1.16 45.77 95,210 8.7 0.269 0.73 46.34 96,390 23.1 0.082 0.64 43.80 91,110 6.2 0.775 0.42 48.12 100,100 12.9 0.643 1.23 43.23 89,910 4.1 2.371 1.34 52.30 108,790 6.3 1.131 1.49 46.54 96,790 3.6 1.687 1.07 44.44 92,440 21.7 0.019 1.33 51.79 107,730 4.5 1.384 0.64 54.26 112,860 8.0 0.123 0.92 43.60 90,690 6.0 1.419 0.62 49.94 103,870 2.1 19.002 0.93 42.98 89,400 6.8 1.180 0.80 41.74 86,820 19.5 0.087 1.03 42.86 89,140 5.7 1.042 0.80 50.96 106,010 3.2 1.150 1.16 44.08 91,690 4.4 1.354 1.36 44.78 93,130 3.4 2.302 0.59 43.11 89,670 4.2 12.385 1.42 47.66 99,140 7.8 0.842 1.33 48.71 101,320 14.4 0.031 0.73 41.82 86,980 8.8 0.958 1.28 37.52 78,040 10.8 0.121 1.14 40.01 83,220 22.0 0.326 1.20 36.94 76,830 16.5 0.024 0.50 44.54 92,650 4.1 0.761 0.86 46.51 96,730 6.3 2.040 1.17 45.66 94,970 5.6 0.366 0.45 39.18 81,490 5.5 0.203 0.82 40.82 84,910 8.0 0.155 0.65 39.83 82,850 4.9 1.357 1.88 48.49 100,860 9.1 0.258 0.98 39.84 82,870 12.7 0.223 0.89 43.00 89,440 10.0 0.070 0.29 39.52 82,210 30.6 0.010 0.22 43.44 90,350 23.6 0.007 0.20 37.47 77,940 21.8 0.018 0.40 40.96 85,200 9.1 0.476 2.77 38.98 81,070 22.2 0.047 0.85 39.81 82,800 0.0 0.067 0.68 39.08 81,280 29.7 0.024 1.28 39.86 82,910 3.9 0.197 5.07 38.80 80,710 10.3 0.917 1.17 48.71 101,320 6.4 0.866 1.46 42.64 88,700 11.1 0.619 0.60 44.98 93,570 4.8 0.366 0.96 39.98 83,170 6.0 0.300 0.90 35.86 74,580 2.2 2.530 0.78 39.16 81,450 4.4 0.799 0.71 40.51 84,250 7.7 0.450 0.78 41.62 86,580 7.9 0.327 0.57 38.81 80,730 5.0 0.241 1.41 38.24 79,540 4.4 1.148 0.45 40.87 85,000 19.9 0.067 0.26 42.19 87,750 2.1 2.309 1.15 39.17 81,470 17.3 0.364 1.04 39.72 82,610 0.9 5.193 1.12 37.67 78,360 2.9 0.847 1.50 38.85 80,820 4.2 1.286 1.46 40.82 84,910 7.9 1.531 1.17 39.72 82,620 3.1 0.616 0.68 37.37 77,720 6.6 0.724 5.45 42.59 88,580 8.6 0.858 0.68 36.04 74,960 8.6 0.350 3.23 49.06 102,040 9.0 0.151 1.03 40.29 83,800 11.6 0.028 0.55 42.05 87,460 3.2 1.192 0.53 36.39 75,700 1.9 5.219 0.74 39.12 81,370 27.4 0.127 0.95 37.84 78,720 6.6 0.140 0.57 39.43 82,020 4.2 4.581 1.03 38.27 79,600 5.8 0.571 1.18 36.44 75,800 16.5 0.088 0.52 33.15 68,950 5.8 0.786 2.47 42.42 88,230 3.9 0.372 1.62 38.36 79,780 2.4 6.948 1.66 39.25 81,630 8.1 0.815 0.56 37.72 78,450 23.5 0.062 0.31 38.96 81,040 9.4 0.021 0.17 36.65 76,230 8.9 0.833 1.51 41.90 87,160 20.0 0.131 0.45 34.81 72,400 1.3 0.402 0.65 35.84 74,550 20.1 0.219 0.77 47.74 99,300 12.9 0.255 1.01 39.93 83,060 11.5 0.678 1.49 36.60 76,130 13.3 0.205 0.98 38.73 80,550 16.2 0.463 2.14 40.90 85,080 0.0 0.440 5.20 34.68 72,140 6.1 2.893 0.96 38.58 80,240 0.0 0.101 1.74 34.23 71,210 5.4 2.193 1.11 35.22 73,270 2.7 2.489 0.86 37.33 77,640 0.6 0.286 2.70 33.77 70,230 4.0 1.337 0.95 34.33 71,410 2.5 4.109 1.06 37.86 78,760 24.5 0.051 0.47 33.56 69,800 2.4 2.238 0.74 33.26 69,180 2.1 0.502 2.38 33.50 69,670 12.4 0.115 1.10 38.15 79,340 10.1 0.106 0.69 36.96 76,880 1.7 9.078 2.17 34.54 71,840 0.8 0.386 0.97 36.66 76,250 16.1 0.231 0.56 37.34 77,670 12.1 0.294 1.34 37.71 78,440 5.1 2.139 2.23 41.44 86,190 18.3 0.128 1.58 38.36 79,790 4.5 2.079 3.06 40.09 83,380 8.4 0.429 1.01 35.31 73,430 4.5 1.101 0.74 37.54 78,070 22.1 0.236 0.77 35.66 74,180 6.1 0.359 1.19 33.13 68,910 11.9 0.164 2.04 37.35 77,690 17.3 0.157 0.86 33.37 69,420 3.2 0.520 1.27 33.17 68,990 1.0 0.311 2.40 31.42 65,360 8.5 1.273 0.78 32.44 67,480 2.0 2.287 0.53 34.39 71,530 12.2 0.062 0.72 31.95 66,450 2.8 2.130 1.08 35.38 73,580 21.6 0.015 0.18 34.32 71,390 39.0 0.006 0.15 33.03 68,700 18.8 0.065 2.61 36.50 75,930 20.6 0.015 0.69 31.35 65,200 0.3 0.055 0.52 32.75 68,110 4.9 0.813 1.17 33.64 69,980 18.6 0.011 0.11 33.83 70,380 7.9 0.479 0.52 32.46 67,510 3.6 2.071 1.09 34.71 72,200 6.9 0.245 0.66 35.44 73,710 9.2 0.025 0.38 30.43 63,290 20.8 0.032 1.65 34.92 72,620 4.8 0.503 1.14 32.94 68,520 9.1 0.184 1.96 37.43 77,850 19.1 0.032 0.24 32.12 66,800 3.6 1.915 0.85 31.45 65,410 6.9 1.271 1.43 33.92 70,550 4.8 2.211 0.82 41.75 86,840 5.6 0.285 0.72 31.32 65,140 2.9 9.011 1.28 38.34 79,760 1.9 0.004 0.75 32.79 68,210 6.4 0.509 1.48 34.96 72,720 8.5 1.111 1.01 35.33 73,490 14.6 0.221 2.05 44.12 91,760 23.9 0.134 1.18 32.95 68,550 31.0 0.032 0.37 31.68 65,880 12.3 0.142 0.80 31.08 64,650 11.9 0.228 0.78 31.83 66,210 4.8 2.491 1.52 35.89 74,640 1.3 11.858 1.16 33.79 70,290 21.5 0.013 0.26 31.55 65,620 13.5 0.234 0.52 31.13 64,750 17.9 0.052 0.95 35.15 73,110 3.6 0.023 0.24 29.17 60,670 34.9 0.004 0.04 33.44 69,550 14.1 0.451 1.66 36.50 75,920 5.7 1.194 1.01 31.03 64,530 16.5 0.174 0.32 33.19 69,030 18.1 0.064 0.53 33.64 69,970 5.9 0.365 0.44 29.91 62,210 19.7 0.146 3.24 30.59 63,630 9.0 0.274 0.67 31.73 66,000 24.1 0.027 0.19 33.74 70,180 13.2 0.340 0.40 32.89 68,410 12.0 0.055 0.65 35.81 74,490 11.5 0.040 0.15 35.55 73,950 7.2 0.656 1.28 32.45 67,490 16.5 0.033 0.36 31.11 64,710 8.7 0.036 0.50 32.02 66,600 42.8 0.056 0.26 30.58 63,620 22.0 0.102 0.80 30.69 63,840 10.3 0.507 1.29 31.34 65,180 7.9 0.393 0.62 29.90 62,190 10.3 0.067 0.40 30.51 63,470 33.3 0.005 0.14 42.58 88,570 20.1 0.758 0.81 33.69 70,080 9.7 0.010 0.16 32.37 67,340 0.0 0.011 0.26 30.11 62,620 2.0 9.979 1.02 36.19 75,280 39.6 0.198 0.91 30.35 63,120 6.8 0.439 0.55 31.35 65,210 10.5 0.293 0.32 30.03 62,460 4.0 4.788 0.98 32.54 67,690 3.6 2.370 1.56 31.72 65,970 5.6 0.859 1.09 31.07 64,630 14.4 0.087 0.29 29.69 61,750 3.7 2.763 2.24 27.68 57,570 11.8 0.053 0.79 29.57 61,500 3.6 0.084 0.68 30.30 63,030 35.0 0.098 0.36 28.90 60,120 11.0 0.153 3.13 26.72 55,570 6.6 2.697 1.37 30.54 63,520 14.6 0.030 0.69 31.55 65,630 0.0 2.465 1.04 24.38 50,700 20.0 0.144 1.83 33.81 70,320 15.4 0.185 0.58 31.01 64,490 2.2 2.581 0.93 29.75 61,880 18.6 0.087 1.09 29.63 61,640 12.8 0.068 0.63 31.12 64,730 7.3 1.106 1.54 32.22 67,010 5.2 0.796 1.93 30.15 62,700 6.0 2.155 1.00 29.41 61,160 5.0 1.533 0.84 28.11 58,470 24.1 0.039 0.37 31.14 64,780 3.5 4.304 1.00 30.44 63,310 0.0 0.633 1.09 25.11 52,220 5.9 0.243 0.78 31.02 64,530 13.6 0.096 1.12 29.60 61,560 12.4 0.216 0.71 30.00 62,390 14.1 0.339 0.64 27.43 57,060 8.4 0.125 0.24 27.68 57,570 21.0 0.073 0.59 29.17 60,670 21.7 0.157 0.34 28.78 59,860 21.6 0.013 0.33 29.16 60,660 29.8 0.464 2.18 28.63 59,560 4.3 1.002 0.42 28.84 60,000 3.7 0.966 1.20 27.07 56,300 0.0 1.265 1.61 24.31 50,560 6.2 2.666 1.31 29.38 61,110 0.1 0.442 1.42 27.01 56,180 6.8 2.080 1.60 27.49 57,170 11.6 0.664 0.99 27.80 57,820 23.9 0.440 1.18 26.14 54,370 28.9 0.132 3.30 41.29 85,890 2.1 0.009 0.67 25.41 52,850 10.9 0.108 0.57 28.51 59,300 5.8 2.400 1.12 29.01 60,330 3.0 3.891 0.79 26.05 54,180 4.1 0.598 0.80 27.02 56,190 5.1 0.152 1.17 26.92 56,000 12.9 0.381 1.73 27.72 57,650 24.0 0.009 0.04 25.47 52,970 11.0 0.385 0.95 28.07 58,380 10.7 0.586 1.25 27.56 57,320 21.1 0.028 0.19 26.79 55,720 34.6 0.113 0.39 26.41 54,930 1.5 0.754 0.81 28.83 59,960 4.0 1.241 1.14 26.07 54,230 12.4 0.056 0.79 26.64 55,410 17.0 0.106 1.26 26.93 56,010 12.6 0.071 0.53 29.61 61,580 18.6 0.215 0.62 31.76 66,060 7.2 0.555 0.79 28.05 58,350 24.1 0.026 0.18 26.31 54,730 9.1 0.210 0.83 28.44 59,150 14.7 0.571 1.17 24.75 51,470 38.4 0.048 0.57 27.07 56,310 13.2 0.079 0.93 26.13 54,340 16.2 0.110 3.27 28.14 58,530 17.0 0.221 0.96 26.96 56,090 15.1 0.427 0.63 29.49 61,350 11.9 0.571 0.79 27.05 56,270 27.3 0.171 0.94 25.56 53,160 10.3 0.705 1.38 26.80 55,730 45.7 0.056 0.78 27.50 57,190 30.9 0.056 0.47 24.20 50,330 13.5 0.130 1.55 26.78 55,700 2.5 2.907 1.23 25.21 52,440 35.9 0.122 0.33 26.28 54,670 11.7 0.499 1.10 29.60 61,580 44.4 0.020 0.34 27.98 58,190 26.7 0.120 2.82 26.69 55,520 5.2 1.519 0.90 25.46 52,960 44.4 0.012 0.48 26.61 55,350 3.3 1.442 2.03 26.43 54,970 4.6 3.478 2.08 28.74 59,770 9.3 0.379 0.54 25.49 53,020 11.2 0.210 0.95 24.66 51,300 6.9 0.247 0.42 25.53 53,090 13.7 0.118 0.59 42.04 87,450 29.9 0.005 0.02 25.00 51,990 27.4 0.023 0.71 28.27 58,810 3.4 0.384 1.42 21.58 44,890 3.2 6.788 0.55 24.48 50,910 21.2 0.010 0.57 23.25 48,350 4.2 0.675 0.66 23.70 49,290 5.1 0.996 0.93 23.51 48,900 1.5 0.058 0.55 32.52 67,640 9.9 0.211 0.57 23.52 48,920 5.9 0.788 0.55 24.61 51,180 14.8 0.242 0.46 24.47 50,900 8.3 0.581 0.67 25.48 52,990 17.2 0.307 0.64 27.19 56,550 21.9 0.081 1.82 22.95 47,730 7.2 0.795 0.79 23.16 48,170 35.9 0.027 0.19 22.64 47,090 6.4 1.419 0.91 25.24 52,490 8.7 1.483 0.76 23.70 49,290 18.0 0.060 0.48 22.99 47,820 6.0 0.777 0.29 23.10 48,060 3.2 6.354 0.94 25.44 52,910 22.5 0.018 0.14 22.06 45,890 12.3 0.194 0.36 23.86 49,630 6.3 0.749 0.28 24.30 50,540 11.0 1.686 1.83 24.56 51,090 8.5 0.649 1.86 27.23 56,630 2.3 11.424 1.06 22.55 46,900 34.9 0.114 0.77 22.49 46,770 18.3 0.189 1.03 23.04 47,910 11.8 0.238 1.05 23.49 48,870 18.7 0.078 0.52 27.48 57,150 5.0 0.522 0.78 22.83 47,480 5.9 0.493 1.00 21.97 45,690 2.7 6.936 0.82 24.75 51,480 4.8 1.975 1.32 22.41 46,620 20.9 0.027 1.06 22.46 46,710 13.6 0.170 0.50 22.44 46,670 4.2 0.633 0.56 22.12 46,020 11.5 0.075 0.79 21.73 45,210 27.4 0.081 0.55 21.91 45,570 11.3 0.455 1.61 21.70 45,130 12.5 1.370 3.00 21.99 45,730 14.7 0.027 0.61 21.57 44,870 4.5 0.019 0.84 21.84 45,430 19.1 0.181 1.47 23.10 48,060 14.8 0.177 2.21 21.55 44,830 11.9 0.166 0.77 22.68 47,170 7.8 0.952 1.51 22.50 46,810 7.6 0.150 0.32 21.71 45,150 7.1 1.286 0.67 22.71 47,240 4.5 1.173 1.24 21.68 45,080 3.1 3.142 0.70 22.48 46,760 11.8 0.519 2.88 23.97 49,860 2.0 10.307 1.09 22.52 46,840 9.1 0.230 0.95 22.14 46,060 11.1 0.036 0.61 23.98 49,880 38.7 0.009 0.15 22.82 47,470 9.1 0.719 1.02 21.88 45,510 7.7 0.886 0.56 21.11 43,910 28.7 0.044 0.76 21.07 43,830 11.5 0.460 0.67 21.15 43,990 7.9 0.839 0.70 21.55 44,810 12.2 0.044 0.55 21.76 45,270 9.3 0.091 0.39 20.22 42,060 27.2 0.038 2.55 21.30 44,300 2.9 4.207 1.26 21.21 44,110 8.4 0.319 2.12 22.09 45,950 13.0 0.105 0.48 20.79 43,240 9.2 0.475 1.24 22.68 47,180 15.0 0.095 0.33 22.13 46,030 9.7 0.404 0.74 21.35 44,410 10.2 0.632 2.52 20.38 42,400 5.3 1.668 0.41 20.70 43,050 12.0 0.163 0.42 21.06 43,810 30.2 0.146 1.73 23.66 49,200 10.0 0.430 0.42 20.71 43,080 8.3 0.476 1.26 20.08 41,770 6.7 0.485 0.67 20.41 42,440 47.6 0.089 0.85 19.18 39,890 1.9 18.987 1.20 19.94 41,480 6.7 1.433 1.03 23.50 48,880 3.3 4.567 0.70 20.70 43,060 17.8 0.039 0.14 20.35 42,330 29.6 0.105 1.67 21.03 43,730 33.6 0.181 0.74 24.77 51,510 16.3 0.015 0.29 20.35 42,320 41.5 0.042 0.23 18.29 38,040 14.8 0.019 0.15 19.58 40,720 6.8 0.772 0.90 19.69 40,950 24.1 0.057 0.70 20.48 42,590 3.8 1.653 1.24 19.01 39,550 17.2 0.102 0.35 19.70 40,980 14.2 0.256 0.76 19.71 40,990 10.5 0.043 0.49 21.45 44,630 19.5 0.195 0.78 22.59 46,980 3.6 4.507 1.27 19.51 40,590 14.8 0.102 0.45 20.78 43,230 22.5 0.241 1.06 20.93 43,530 15.1 0.051 0.28 18.82 39,150 5.1 2.222 0.59 20.51 42,660 23.8 0.015 0.05 20.83 43,320 15.5 0.211 0.89 21.60 44,930 19.2 0.053 0.48 19.90 41,390 24.8 0.036 0.13 20.24 42,100 13.3 0.060 0.29 19.84 41,270 45.3 0.004 0.05 18.51 38,510 26.8 0.090 0.41 21.44 44,600 2.2 16.574 0.85 20.07 41,750 9.0 0.080 1.32 19.66 40,900 5.0 2.434 1.03 18.83 39,160 5.6 1.239 1.19 19.53 40,630 8.7 0.371 0.70 19.09 39,710 1.8 1.865 1.27 18.64 38,780 18.1 0.055 0.33 18.25 37,950 22.1 0.166 0.96 21.09 43,870 7.1 0.745 0.82 20.37 42,370 14.1 0.314 0.82 19.32 40,180 31.2 0.036 0.10 19.28 40,100 4.0 3.987 1.39 22.08 45,930 6.0 0.752 1.59 20.05 41,700 25.3 0.122 0.67 18.50 38,470 9.7 0.559 0.77 19.72 41,010 19.3 0.073 0.13 19.26 40,050 16.0 0.086 0.70 18.98 39,470 5.5 2.217 0.55 18.77 39,050 5.2 1.655 1.31 18.25 37,960 4.3 3.559 0.79 17.61 36,630 9.9 0.035 0.27 19.11 39,750 16.2 0.561 1.10 17.90 37,240 16.2 0.113 0.53 19.32 40,190 9.9 0.489 0.87 18.31 38,080 27.9 0.931 0.86 18.73 38,960 8.7 0.208 0.34 18.22 37,900 39.6 0.127 1.18 16.58 34,480 2.2 10.907 1.07 16.92 35,190 10.4 0.175 0.34 17.54 36,480 15.3 0.155 0.98 20.08 41,770 11.4 0.745 0.81 18.63 38,760 3.3 4.059 1.51 17.60 36,600 14.6 0.054 0.34 17.77 36,970 2.0 1.270 2.37 16.30 33,910 32.0 0.024 0.48 17.17 35,710 4.3 5.572 0.91 18.55 38,570 14.1 0.092 0.35 16.98 35,310 18.1 0.044 0.33 17.40 36,190 18.1 0.029 0.26 16.83 35,010 3.4 0.502 1.36 15.92 33,120 9.4 0.800 1.27 17.23 35,840 4.4 1.533 0.54 16.79 34,930 8.4 0.177 0.34 16.96 35,270 7.1 0.972 0.53 17.26 35,890 35.0 0.154 0.84 22.14 46,050 7.6 0.398 0.78 17.18 35,740 20.4 0.039 0.42 17.63 36,680 6.8 0.922 0.52 18.10 37,640 14.1 0.547 0.70 17.28 35,930 8.6 0.496 0.38 16.82 34,980 32.1 0.155 0.95 15.98 33,250 7.4 0.829 0.70 16.78 34,910 45.3 0.059 0.42 16.66 34,660 15.3 0.236 0.78 16.34 33,990 3.3 3.835 0.81 17.35 36,090 7.1 0.861 1.43 16.61 34,540 1.7 20.267 0.97 16.68 34,690 6.8 0.544 1.41 16.72 34,780 2.3 11.347 1.59 16.23 33,760 23.9 0.027 0.49 17.05 35,470 15.6 0.115 0.52 17.19 35,760 12.1 0.230 0.67 17.63 36,680 12.3 0.539 1.71 18.29 38,050 27.8 0.309 0.28 16.94 35,240 4.4 2.081 0.71 16.56 34,450 12.9 0.194 0.23 16.51 34,340 6.7 0.653 0.83 16.82 34,990 10.7 0.260 0.61 16.03 33,350 24.8 0.059 1.06 24.37 50,690 5.2 3.759 0.88 18.28 38,030 16.7 0.089 0.90 16.46 34,230 38.5 0.021 0.24 16.79 34,920 24.3 0.013 0.06 15.38 31,990 16.1 0.070 0.68 17.81 37,040 3.7 5.187 0.81 16.21 33,720 16.3 0.036 0.37 16.89 35,130 2.3 20.051 1.32 16.55 34,420 5.0 0.682 1.03 15.53 32,300 14.8 0.157 0.64 15.59 32,430 36.3 0.088 0.58 17.44 36,280 5.1 1.257 1.51 15.89 33,060 17.4 0.042 0.35 15.89 33,060 27.2 0.029 0.38 16.02 33,320 22.8 0.085 0.77 15.97 33,230 3.2 14.010 1.81 16.26 33,820 5.4 2.156 1.16 14.62 30,410 32.0 0.024 0.30 16.50 34,310 27.4 0.089 1.04 16.60 34,520 2.6 3.032 0.88 14.97 31,140 7.9 0.730 0.86 16.75 34,840 16.6 0.063 0.42 15.97 33,210 9.2 0.832 1.55 16.22 33,740 9.4 0.392 0.73 15.77 32,800 6.5 1.936 1.39 16.39 34,090 16.0 0.298 0.92 17.54 36,480 21.7 0.026 0.42 17.15 35,670 14.0 0.432 1.08 17.17 35,720 44.8 0.005 0.15 15.56 32,360 5.5 3.244 1.31 15.67 32,600 4.0 5.193 0.80 16.54 34,410 27.6 0.016 0.26 16.97 35,300 21.8 0.167 0.71 14.77 30,710 5.6 4.192 0.97 16.00 33,290 18.1 0.025 0.36 14.74 30,660 18.0 0.326 0.55 15.04 31,280 12.4 0.356 0.54 15.15 31,500 5.9 0.905 0.51 16.43 34,180 7.9 2.200 2.32 14.89 30,960 22.7 0.186 0.74 14.64 30,450 9.3 3.255 1.32 17.21 35,790 26.8 0.029 0.76 15.15 31,510 26.5 0.085 0.91 15.29 31,800 40.9 0.039 0.98 16.60 34,530 6.6 1.253 0.98 14.94 31,070 11.9 0.652 0.36 15.95 33,170 4.6 6.761 0.76 14.40 29,960 4.6 2.636 0.29 14.99 31,180 6.7 0.414 1.39 14.98 31,160 22.1 0.053 0.21 14.11 29,350 4.8 4.239 1.07 13.58 28,250 2.1 17.588 0.92 14.86 30,920 19.1 0.205 0.39 14.29 29,720 14.9 0.089 0.60 13.37 27,810 19.5 0.012 0.08 12.99 27,020 16.2 0.512 0.64 13.44 27,950 12.7 1.033 0.37 13.75 28,600 26.7 0.132 0.56 13.26 27,580 47.2 0.012 0.22 15.54 32,320 27.9 0.460 1.16 13.33 27,730 13.4 0.277 0.69 13.75 28,610 8.7 0.500 1.45 13.28 27,630 5.4 2.104 0.76 14.16 29,460 2.3 16.614 0.92 15.00 31,190 8.0 1.372 1.03 13.75 28,610 25.0 0.083 1.43 16.11 33,500 7.1 2.262 0.72 14.86 30,910 13.6 0.241 1.41 13.90 28,920 3.3 13.638 0.96 12.45 25,890 34.6 0.025 0.48 14.67 30,520 6.6 2.207 0.76 12.62 26,260 6.2 0.631 0.59 13.40 27,860 27.6 0.101 0.33 13.26 27,570 2.2 13.675 0.95 13.47 28,020 16.4 0.200 1.59 13.12 27,290 3.6 2.027 0.77 15.10 31,400 12.1 0.253 2.80 12.95 26,930 5.1 6.884 1.18 12.45 25,900 18.2 0.035 1.35 15.43 32,090 7.9 1.024 1.00 12.62 26,240 32.4 0.093 0.17 13.14 27,320 10.7 0.747 0.56 13.69 28,470 42.4 0.296 2.24 13.42 27,900 15.8 0.366 0.34 14.72 30,610 5.4 1.373 1.57 12.35 25,690 3.1 21.669 3.76 11.67 24,280 23.5 0.079 1.81 12.44 25,870 34.3 0.064 1.26 12.63 26,280 1.7 33.507 1.08 13.45 27,980 7.1 1.666 1.63 11.56 24,040 9.0 2.303 0.77 13.87 28,860 11.1 0.247 0.82 11.59 24,110 5.8 3.155 0.89 12.02 25,000 16.9 1.716 1.40 11.77 24,480 5.1 4.373 0.89 12.02 24,990 6.2 1.350 1.41 12.97 26,980 7.8 1.740 0.80 11.80 24,550 5.6 3.548 1.16 13.01 27,060 3.5 14.786 0.59 11.25 23,400 16.5 2.419 3.31 11.26 23,420 2.6 20.820 0.83 11.41 23,740 12.5 1.667 0.47 11.17 23,230 3.9 1.849 1.26 12.12 25,210 7.4 4.639 1.39 11.10 23,090 6.7 1.046 1.25 10.79 22,440 15.2 0.312 3.33 10.65 22,160 MEAN_PRSE H_MEDIAN A_MEDIAN 4.6 93.54 194,560 1.3 90.28 187,780 7.2 90.21 187,630 15.1 85.84 178,550 3.6 85.45 177,740 1.2 84.92 176,640 1.1 84.87 176,520 1.6 84.46 175,670 6.4 83.87 174,460 3.2 80.81 168,070 3.7 80.76 167,990 1.4 80.64 167,730 3.0 78.19 162,630 2.4 75.90 157,870 1.4 74.98 155,960 2.4 73.77 153,440 2.3 71.95 149,650 3.0 71.38 148,470 3.3 71.06 147,810 1.5 70.13 145,870 1.4 68.72 142,940 0.9 68.01 141,460 2.7 66.83 139,010 2.9 65.46 136,150 2.9 65.40 136,040 5.9 62.49 129,980 5.0 62.04 129,030 6.3 62.04 129,030 2.8 61.98 128,910 1.3 61.74 128,430 0.8 60.41 125,650 1.4 59.86 124,500 2.3 59.79 124,360 7.9 59.64 124,060 2.5 59.05 122,830 3.2 58.90 122,500 4.9 58.71 122,120 1.6 58.69 122,080 2.5 57.79 120,210 1.5 57.65 119,920 1.6 57.53 119,670 3.1 57.40 119,400 2.9 56.92 118,390 1.1 56.88 118,310 2.0 56.73 118,000 3.0 56.24 116,990 0.8 55.65 115,760 4.1 55.20 114,810 1.2 53.53 111,350 1.3 53.37 111,010 2.0 53.32 110,910 1.1 53.32 110,900 14.8 53.30 110,860 3.9 53.11 110,460 2.1 52.91 110,060 4.7 52.47 109,130 2.0 52.42 109,030 1.6 52.08 108,340 2.3 51.65 107,430 1.9 51.44 107,000 2.6 51.44 107,000 3.0 51.19 106,480 4.3 50.90 105,880 3.1 50.51 105,060 3.8 50.50 105,030 1.6 50.26 104,550 1.4 49.75 103,490 1.6 49.69 103,360 2.5 49.40 102,760 1.4 49.25 102,430 2.7 48.76 101,410 1.9 48.52 100,910 2.7 48.03 99,890 2.5 48.02 99,870 2.5 47.74 99,300 4.8 47.48 98,760 4.0 47.16 98,090 1.2 47.13 98,030 2.9 46.80 97,340 2.4 46.79 97,320 2.5 46.57 96,860 4.1 46.54 96,810 0.8 46.35 96,410 2.3 46.29 96,290 3.1 45.79 95,240 3.9 45.60 94,850 1.9 45.55 94,750 1.6 45.47 94,580 6.9 45.34 94,310 1.4 45.13 93,870 4.2 44.85 93,280 1.9 44.84 93,270 3.7 44.84 93,270 1.8 44.82 93,230 2.4 44.59 92,740 4.2 44.41 92,370 4.7 44.22 91,970 3.2 44.11 91,740 2.1 44.04 91,590 2.8 43.92 91,350 1.2 43.92 91,350 9.8 43.88 91,280 4.4 43.60 90,680 1.6 43.49 90,450 3.5 43.34 90,140 0.8 43.29 90,050 1.3 42.87 89,170 2.6 42.50 88,410 3.3 42.14 87,660 1.1 41.83 87,000 2.5 41.80 86,950 1.1 41.59 86,500 1.3 41.56 86,450 3.4 41.53 86,390 6.2 41.48 86,280 2.5 41.40 86,120 5.1 41.34 85,990 7.4 40.92 85,120 5.4 40.89 85,040 2.7 40.71 84,680 2.1 40.69 84,630 2.0 40.59 84,440 2.5 40.35 83,920 2.1 40.18 83,570 4.0 39.93 83,050 1.1 39.89 82,980 5.1 39.64 82,450 3.0 39.57 82,300 3.0 39.57 82,310 9.3 39.43 82,020 3.6 39.38 81,920 3.8 39.28 81,690 10.0 39.07 81,260 0.9 38.69 80,480 1.3 38.66 80,420 3.7 38.65 80,390 4.3 38.60 80,280 2.0 38.47 80,010 5.2 38.37 79,810 1.3 38.12 79,290 2.9 38.03 79,110 0.8 38.00 79,040 1.2 37.81 78,650 2.8 37.77 78,560 3.2 37.73 78,490 3.2 37.68 78,380 1.9 37.68 78,380 4.1 37.53 78,050 0.9 37.46 77,920 3.7 37.41 77,810 2.8 37.26 77,490 1.3 37.16 77,300 1.7 37.13 77,220 1.4 37.10 77,170 0.6 37.06 77,080 2.6 36.99 76,940 2.4 36.98 76,920 7.6 36.82 76,580 4.1 36.73 76,390 7.3 36.71 76,360 2.4 36.67 76,280 0.8 36.53 75,970 5.4 36.45 75,810 3.8 36.40 75,710 2.8 36.39 75,690 1.2 36.20 75,300 10.5 36.14 75,180 2.5 36.11 75,100 2.2 36.08 75,050 1.0 36.03 74,940 2.0 35.90 74,670 4.1 35.84 74,550 2.1 35.84 74,550 5.2 35.76 74,380 4.7 35.70 74,250 1.2 35.59 74,030 10.9 35.59 74,030 4.0 35.58 74,010 3.9 35.40 73,630 4.7 35.26 73,350 3.1 35.22 73,250 5.2 34.96 72,710 2.5 34.95 72,690 6.1 34.76 72,290 1.5 34.67 72,110 1.2 34.63 72,030 4.0 34.57 71,900 1.1 34.37 71,480 1.1 34.33 71,400 4.3 34.33 71,400 1.8 34.32 71,370 4.1 34.29 71,320 4.7 34.25 71,240 2.7 34.17 71,060 0.7 34.15 71,040 0.9 34.11 70,950 6.6 34.08 70,880 6.4 34.03 70,780 2.2 33.96 70,650 3.5 33.92 70,550 1.5 33.92 70,560 4.3 33.89 70,490 2.0 33.83 70,360 3.8 33.83 70,360 2.4 33.68 70,050 3.5 33.64 69,970 7.5 33.56 69,800 1.6 33.43 69,520 2.7 33.42 69,520 2.1 33.33 69,320 0.9 33.28 69,220 5.5 33.27 69,210 1.8 33.23 69,120 10.4 33.09 68,830 9.4 32.83 68,290 5.2 32.73 68,080 3.9 32.72 68,060 1.8 32.65 67,910 1.8 32.64 67,890 6.4 32.57 67,740 2.0 32.47 67,540 3.3 32.41 67,410 3.7 32.34 67,260 2.3 32.22 67,020 7.8 32.19 66,950 0.9 32.12 66,800 3.9 32.07 66,710 3.1 31.99 66,530 1.1 31.98 66,520 0.9 31.97 66,510 3.4 31.95 66,460 1.3 31.75 66,050 1.4 31.75 66,030 2.8 31.68 65,890 3.7 31.60 65,730 3.0 31.60 65,730 10.3 31.56 65,650 3.8 31.55 65,630 3.7 31.55 65,620 6.2 31.47 65,450 1.8 31.38 65,280 1.8 31.33 65,170 0.7 31.24 64,970 4.1 31.22 64,930 2.3 31.06 64,610 5.6 31.00 64,490 1.8 30.93 64,330 13.8 30.92 64,320 5.4 30.89 64,260 1.2 30.81 64,080 2.9 30.77 64,000 6.1 30.76 63,970 1.7 30.65 63,750 9.4 30.64 63,730 3.6 30.62 63,690 6.1 30.58 63,600 6.6 30.51 63,470 7.6 30.40 63,230 10.2 30.36 63,140 2.3 30.35 63,120 6.5 30.24 62,900 3.8 30.18 62,780 8.6 30.08 62,560 5.7 30.08 62,560 3.7 30.07 62,540 1.5 30.06 62,520 2.5 29.97 62,330 11.6 29.91 62,210 7.1 29.88 62,140 4.6 29.81 62,010 1.5 29.72 61,810 1.4 29.58 61,520 3.0 29.53 61,420 3.1 29.44 61,240 2.6 29.33 61,010 1.5 29.25 60,830 1.6 29.24 60,820 3.1 29.19 60,710 4.8 29.14 60,620 4.7 29.13 60,600 3.0 29.11 60,550 2.7 29.11 60,540 6.9 28.85 60,000 6.3 28.84 59,980 2.6 28.80 59,910 9.4 28.77 59,840 0.9 28.77 59,840 6.4 28.76 59,830 5.3 28.73 59,750 1.2 28.67 59,640 3.2 28.65 59,600 3.8 28.48 59,240 3.7 28.47 59,220 1.5 28.44 59,150 1.9 28.37 59,010 2.2 28.31 58,880 8.7 28.23 58,730 1.1 28.22 58,700 0.9 28.15 58,560 4.8 28.12 58,490 4.0 27.99 58,210 4.5 27.94 58,120 3.5 27.94 58,120 2.0 27.91 58,040 5.0 27.84 57,910 2.9 27.78 57,790 10.1 27.74 57,690 4.0 27.69 57,590 1.3 27.65 57,510 3.6 27.63 57,460 1.5 27.53 57,250 1.7 27.18 56,540 3.4 26.99 56,130 2.4 26.96 56,080 1.8 26.94 56,040 4.3 26.88 55,910 10.8 26.74 55,630 2.6 26.73 55,600 3.3 26.59 55,300 3.0 26.51 55,150 0.6 26.48 55,070 1.0 26.41 54,930 1.3 26.36 54,820 2.1 26.19 54,470 6.9 26.17 54,440 3.9 26.11 54,300 2.4 26.05 54,170 6.8 26.04 54,160 2.9 25.90 53,870 1.0 25.89 53,840 1.6 25.89 53,850 3.0 25.70 53,460 4.5 25.68 53,410 6.9 25.66 53,360 12.7 25.61 53,270 2.4 25.56 53,170 3.8 25.46 52,950 1.7 25.45 52,940 4.8 25.44 52,920 11.3 25.34 52,700 5.6 25.32 52,670 8.5 25.29 52,600 2.8 25.15 52,320 7.6 25.13 52,270 4.5 25.02 52,050 4.1 24.94 51,870 2.0 24.88 51,750 7.4 24.88 51,740 6.4 24.83 51,650 2.4 24.80 51,580 0.8 24.79 51,570 3.0 24.70 51,380 7.4 24.55 51,070 11.9 24.52 51,000 3.0 24.39 50,740 1.7 24.29 50,530 11.6 24.28 50,510 2.3 24.21 50,360 2.9 24.19 50,310 5.9 24.09 50,110 2.8 24.02 49,970 3.6 23.95 49,810 12.8 23.95 49,810 7.1 23.83 49,560 7.1 23.79 49,480 6.3 23.60 49,080 1.3 23.57 49,020 3.8 23.50 48,890 1.4 23.46 48,800 1.2 23.40 48,660 1.9 23.30 48,460 3.0 23.30 48,470 1.5 23.26 48,370 1.8 23.22 48,290 2.3 23.10 48,040 8.6 23.05 47,950 4.7 22.91 47,640 2.6 22.82 47,460 8.9 22.76 47,330 4.5 22.72 47,250 1.5 22.56 46,930 3.5 22.55 46,900 2.6 22.54 46,890 1.5 22.52 46,850 5.2 22.51 46,820 6.5 22.42 46,620 2.3 22.38 46,550 6.6 22.28 46,340 4.6 22.28 46,340 0.6 22.23 46,230 3.4 22.20 46,170 4.2 22.16 46,100 3.4 22.14 46,060 6.0 22.10 45,960 1.5 22.10 45,960 1.4 22.07 45,900 1.3 22.05 45,870 1.7 21.95 45,650 6.4 21.89 45,540 5.5 21.86 45,460 2.0 21.81 45,360 7.3 21.79 45,320 6.5 21.77 45,290 2.8 21.65 45,040 1.8 21.62 44,970 2.1 21.57 44,870 2.0 21.56 44,840 4.8 21.54 44,810 3.1 21.54 44,810 5.2 21.52 44,770 2.6 21.47 44,660 1.7 21.43 44,580 1.8 21.33 44,380 1.3 21.27 44,240 2.0 21.25 44,210 5.8 21.22 44,150 1.1 21.21 44,120 1.4 21.17 44,040 4.7 21.08 43,840 8.9 21.04 43,770 2.5 21.00 43,670 1.8 20.92 43,510 5.9 20.88 43,430 2.3 20.85 43,370 2.3 20.82 43,310 3.7 20.80 43,250 1.2 20.70 43,060 5.7 20.66 42,970 0.9 20.64 42,930 5.9 20.61 42,860 3.1 20.50 42,650 3.2 20.46 42,560 6.1 20.45 42,530 2.4 20.37 42,370 3.0 20.32 42,270 1.6 20.28 42,190 2.8 20.14 41,900 12.3 20.09 41,790 1.6 19.98 41,560 1.8 19.96 41,510 2.9 19.83 41,260 9.6 19.80 41,180 0.7 19.73 41,040 5.5 19.69 40,960 1.4 19.68 40,940 4.8 19.68 40,940 2.9 19.66 40,880 13.9 19.62 40,810 5.7 19.61 40,790 8.3 19.56 40,690 2.8 19.47 40,500 1.2 19.43 40,420 6.4 19.34 40,230 1.4 19.32 40,180 2.5 19.24 40,020 2.7 19.23 40,000 4.7 19.21 39,950 6.1 19.12 39,770 1.5 19.11 39,740 5.6 19.11 39,750 6.0 19.08 39,690 4.3 18.91 39,320 1.6 18.89 39,280 6.6 18.80 39,100 4.1 18.76 39,010 2.7 18.72 38,940 5.4 18.66 38,820 2.8 18.60 38,690 10.9 18.56 38,600 8.9 18.53 38,540 0.7 18.49 38,460 2.5 18.48 38,440 3.1 18.41 38,300 3.4 18.24 37,940 3.9 18.22 37,900 3.7 18.15 37,740 8.9 18.09 37,630 7.7 17.97 37,380 2.9 17.90 37,220 3.7 17.89 37,210 8.7 17.85 37,120 9.6 17.84 37,100 4.8 17.67 36,750 6.2 17.52 36,450 2.9 17.50 36,390 4.8 17.49 36,380 3.3 17.47 36,330 1.6 17.42 36,230 1.2 17.38 36,160 0.9 17.30 35,990 4.5 17.19 35,760 3.9 17.13 35,620 5.6 17.09 35,550 2.0 17.01 35,390 2.9 17.00 35,360 4.4 16.98 35,310 4.8 16.92 35,200 0.6 16.91 35,170 2.0 16.90 35,160 6.4 16.89 35,130 3.1 16.86 35,060 1.1 16.83 35,010 6.3 16.80 34,950 1.7 16.58 34,490 3.9 16.49 34,290 1.9 16.48 34,280 4.1 16.38 34,080 5.2 16.36 34,020 5.5 16.26 33,810 1.0 16.26 33,830 1.9 16.23 33,760 1.0 16.19 33,680 2.0 16.13 33,560 1.5 16.11 33,510 13.1 16.10 33,490 2.3 16.08 33,450 3.5 16.02 33,310 2.4 16.00 33,270 2.5 15.98 33,240 2.1 15.95 33,170 4.5 15.95 33,180 2.6 15.95 33,180 13.1 15.93 33,130 6.1 15.93 33,120 1.1 15.88 33,030 2.2 15.86 32,990 0.6 15.72 32,700 2.2 15.70 32,660 0.7 15.70 32,660 6.0 15.67 32,600 4.9 15.61 32,470 4.3 15.51 32,260 5.7 15.50 32,240 3.8 15.44 32,120 2.0 15.42 32,070 2.4 15.29 31,800 3.6 15.28 31,790 2.6 15.27 31,750 12.3 15.27 31,760 8.7 15.13 31,480 2.8 15.10 31,410 9.2 15.07 31,350 4.0 15.07 31,350 7.1 15.03 31,260 1.3 15.00 31,200 10.0 14.89 30,960 1.1 14.83 30,840 2.1 14.78 30,740 5.2 14.76 30,710 13.2 14.70 30,580 1.2 14.63 30,440 3.5 14.60 30,360 5.0 14.60 30,370 5.5 14.57 30,300 2.3 14.57 30,300 1.3 14.55 30,270 16.0 14.54 30,250 12.4 14.51 30,190 0.9 14.50 30,150 2.6 14.43 30,010 5.1 14.42 29,980 4.5 14.41 29,980 2.9 14.41 29,980 2.6 14.39 29,930 5.8 14.39 29,930 10.6 14.36 29,870 3.1 14.33 29,800 11.5 14.26 29,660 1.4 14.19 29,510 2.0 14.16 29,440 8.2 14.15 29,430 5.5 14.08 29,290 2.3 14.04 29,190 4.5 13.98 29,080 2.9 13.78 28,660 2.4 13.76 28,620 3.2 13.69 28,480 2.7 13.65 28,390 4.1 13.52 28,110 4.5 13.49 28,070 7.2 13.48 28,030 3.4 13.46 28,000 13.1 13.44 27,950 2.2 13.37 27,820 3.7 13.37 27,820 1.5 13.31 27,680 1.6 13.27 27,590 3.2 13.15 27,350 5.8 13.03 27,100 3.2 12.95 26,930 1.0 12.86 26,750 2.9 12.84 26,700 10.5 12.80 26,630 3.7 12.68 26,380 2.9 12.68 26,380 1.7 12.63 26,270 2.9 12.49 25,990 10.6 12.48 25,960 2.8 12.47 25,950 4.4 12.47 25,930 1.7 12.32 25,630 1.6 12.17 25,310 2.0 11.98 24,910 2.0 11.96 24,870 9.9 11.89 24,740 2.6 11.87 24,690 5.5 11.72 24,390 0.8 11.71 24,360 11.9 11.64 24,210 1.6 11.62 24,170 2.3 11.60 24,120 4.5 11.56 24,050 0.7 11.54 24,000 2.3 11.52 23,970 11.5 11.51 23,940 5.1 11.46 23,840 2.4 11.45 23,820 10.3 11.43 23,770 2.0 11.41 23,720 7.1 11.38 23,670 3.1 11.38 23,670 6.9 11.35 23,600 8.4 11.33 23,560 2.0 11.31 23,520 0.9 11.29 23,480 4.7 11.28 23,460 6.0 11.11 23,110 1.1 11.09 23,060 1.0 10.94 22,750 3.1 10.84 22,540 2.4 10.83 22,530 1.4 10.77 22,400 2.9 10.76 22,370 1.1 10.67 22,200 3.0 10.67 22,190 1.5 10.63 22,110 2.6 10.62 22,100 0.7 10.58 22,000 2.4 10.33 21,480 1.8 10.27 21,370 2.3 10.21 21,240 1.6 10.17 21,150 1.5 10.09 20,990 1.4 10.02 20,850 2.7 9.76 20,300 LA Metropolitan Los Angeles-Long Beach-Anaheim, CA Los Angeles-Long Beach-Anaheim, CA Los Angeles-Long Beach-Anaheim, CA Los Angeles-Long Beach-Anaheim, CA Los Angeles-Long Beach-Anaheim, CA Los Angeles-Long Beach-Anaheim, CA Los Angeles-Long Beach-Anaheim, CA Los Angeles-Long Beach-Anaheim, CA Los 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Explanation & Answer

Attached.

Part 1
Introduction:
Location quotient (LQ) is a valuable way of quantifying how concentrated a particular industry,
or occupation, is in a region as compared to the nation. An occupation’s location quotients for
NY (population 1) and LA (population 2) have been given in the case under consideration. Here,
we wish to determine whether there is any relationship between standardized location quotients
and NY and LA locations. The purpose of chi-square analysis is not to identify the exact nature
of a relationship between variables; the goal of this technique is simply to test whether or not the
variables could be independent of each other. When data involve two variables, with each
variable having two or more categories, chi-square analysis can be used to test whether or not
there might be some relationship between the variables.
Analysis:
The null and alternative hypotheses are:
Null Hypothesis

H0 :

The standardized location quotients and NY and LA locations are independent of each

other.
Alternate Hypothesis

H 1 : The standardized location quotients and NY and LA locations are not independent of each
other.

The starting point for the chi-square test of variable independenceis the contingency table. This
is a table where the rows represent categories of standardized locationquotients,and the columns
represent categories of locations (LA and NY), andentries are the frequencies of occurrence for
various row and column combinations as under.

A table of expected frequencies is as follows:

The observed frequencies will reflect a cross-classification for members of a single...


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