upgrade embedding model

main.py

@@ -29,6 +29,7 @@ templates = Jinja2Templates(directory="templates/")
 
 # LOAD DATA
 onet = pd.read_csv('static/ONET_JobTitles.csv')
+coheredat = pd.read_csv('static/neural_chat_tSNE_dat.csv')
 
 @app.get("/register/", response_class=HTMLResponse)
 def get_register(request: Request):
@@ -130,7 +131,8 @@ def post_job(request: Request, bt: BackgroundTasks, jobtitle: str = Form(enum=[x
         values = get_onet_values(onetCode)
         styles = get_onet_styles(onetCode)
 
-        bt.add_task(neighborhoods, jobtitle)
+        bt.add_task(neighborhoods, coheredat)
+        
         return templates.TemplateResponse('job_list.html', context={
             'request': request, 
             'joblist': joblist, 

match_utils.py

@@ -20,12 +20,12 @@ else:
     ssl._create_default_https_context = _create_unverified_https_context
 
 # LOAD EMBEDDINGS:
-simdat = pd.read_csv('static/embeddings/onet_embeddings.csv')
-coheredat = pd.read_csv('static/cohere_tSNE_dat.csv')
+simdat = pd.read_csv('static/embeddings/onet_embeddings_neural_chat.csv')
+coheredat = pd.read_csv('static/neural_chat_tSNE_dat.csv')
 
 # LOAD LLM MODELS:
 model = Ollama(model="mistral", temperature=0)
-embedding_model = OllamaEmbeddings(model="mistral", temperature=0)
+embedding_model = OllamaEmbeddings(model="neural-chat", temperature=0)
 parser = CommaSeparatedListOutputParser()
 
 # UTILITY FUNCTIONS
@@ -33,14 +33,14 @@ def remove_new_line(value):
         return ''.join(value.splitlines())
 
 
-async def neighborhoods(jobtitle=None):
+async def neighborhoods(coheredat = coheredat):
     def format_title(logo, title, subtitle, title_font_size = 28, subtitle_font_size=14):
         logo = f'<a href="/" target="_self">{logo}</a>'
         subtitle = f'<span style="font-size: {subtitle_font_size}px;">{subtitle}</span>'
         title = f'<span style="font-size: {title_font_size}px;">{title}</span>'
         return f'{logo}{title}<br>{subtitle}'
     fig = px.scatter(coheredat, x = 'longitude', y = 'latitude', color = 'Category', hover_data = ['Category', 'Title'], 
-        title=format_title("Pathfinder", "     Job Neighborhoods: Explore the Map!", "(Generated using Co-here AI's LLM & ONET's Task Statements)"))
+        title=format_title(logo="Pathfinder", title="     Job Neighborhoods: Explore the Map!", subtitle=""))
     fig['layout'].update(height=1000, width=1500, font=dict(family='Courier New, monospace', color='black'))
     fig.write_html('templates/job_neighborhoods.html')
 
@@ -81,13 +81,13 @@ def skill_extractor(resume):
      return parser.parse(result)
 
 
-def skillEmbed(resume):
-    embeddings = embedding_model.embed_query(resume)
+def skillEmbed(skills):
+    embeddings = embedding_model.embed_query(skills)
     return embeddings
 
 
-async def sim_result_loop(resume):
-    embeds = skillEmbed(resume)
+async def sim_result_loop(skills):
+    embeds = skillEmbed(skills)
     def cosine(A, B):
         return np.dot(A,B)/(norm(A)*norm(B))
     def format_sim(sim):
@@ -118,8 +118,8 @@ def get_links(simResults):
     return links
 
 
-def sim_result_loop_jobFinder(jobdesc):
-    embeds = skillEmbed(jobdesc)
+def sim_result_loop_jobFinder(skills):
+    embeds = skillEmbed(skills)
     def cosine(A, B):
         return np.dot(A,B)/(norm(A)*norm(B))
     def format_sim(sim):
@@ -140,8 +140,8 @@ def sim_result_loop_jobFinder(jobdesc):
     return simResults
 
 
-def sim_result_loop_candFinder(resume):
-    embeds = skillEmbed(resume)
+def sim_result_loop_candFinder(skills):
+    embeds = skillEmbed(skills)
     def cosine(A, B):
         return np.dot(A,B)/(norm(A)*norm(B))
     def format_sim(sim):

static/embeddings/onet_embeddings_neural_chat.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ee0f38319dc32fabf6b4e3d21c668f2115fe8d04f83749c7ec549321da613bc0
+size 44269270

static/neural_chat_tSNE_dat.csv

@@ -0,0 +1,872 @@
+Title,Category,longitude,latitude
+Accountants and Auditors,Accountants and Auditors,26.969055,25.576122
+Actors,"Arts, Design, Entertainment, Sports, and Media",0.19377376,-4.8931794
+Actuaries,Computer and Mathematical,-16.36994,-11.388207
+Acupuncturists,Healthcare Practitioners and Technical,14.316347,-9.3664465
+Acute Care Nurses,Healthcare Practitioners and Technical,23.843863,2.4871564
+Adapted Physical Education Specialists,Educational Instruction and Library,5.5677724,-11.001733
+Adhesive Bonding Machine Operators and Tenders,Production,-18.992502,15.041886
+"Administrative Law Judges, Adjudicators, and Hearing Officers",Legal,-11.819974,-21.00964
+Administrative Services Managers,Management,-17.165903,-8.392413
+"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Educational Instruction and Library,34.04043,0.30075583
+Advanced Practice Psychiatric Nurses,Healthcare Practitioners and Technical,34.947006,-4.7983923
+Advertising and Promotions Managers,Management,11.782837,19.000156
+Advertising Sales Agents,Sales and Related,-17.436869,-6.8991013
+Aerospace Engineering and Operations Technologists and Technicians,Architecture and Engineering,-30.69825,-15.760517
+Aerospace Engineers,Architecture and Engineering,-3.8255298,4.3607726
+"Agents and Business Managers of Artists, Performers, and Athletes",Accountants and Auditors,-22.921928,-22.798252
+Agricultural Engineers,Architecture and Engineering,-16.972239,-16.917223
+Agricultural Equipment Operators,"Farming, Fishing, and Forestry",-18.889076,9.024076
+Agricultural Inspectors,"Farming, Fishing, and Forestry",-5.2663655,16.587402
+"Agricultural Sciences Teachers, Postsecondary",Educational Instruction and Library,0.036843877,-16.086134
+Agricultural Technicians,"Life, Physical, and Social Science",13.991175,17.244732
+Air Traffic Controllers,Transportation and Material Moving,2.0625095,17.382969
+Aircraft Cargo Handling Supervisors,Transportation and Material Moving,51.4961,-39.41889
+Aircraft Mechanics and Service Technicians,"Installation, Maintenance, and Repair",23.750626,32.77906
+"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Production,19.737494,35.46976
+Airfield Operations Specialists,Transportation and Material Moving,1.9292854,17.226576
+"Airline Pilots, Copilots, and Flight Engineers",Transportation and Material Moving,3.4228323,18.34235
+Allergists and Immunologists,Healthcare Practitioners and Technical,14.47913,-16.191511
+"Ambulance Drivers and Attendants, Except Emergency Medical Technicians",Transportation and Material Moving,-36.760784,-17.949114
+Amusement and Recreation Attendants,Personal Care and Service,-11.53109,13.616634
+Anesthesiologist Assistants,Healthcare Practitioners and Technical,12.024382,-13.451615
+Anesthesiologists,Healthcare Practitioners and Technical,12.354278,-13.457962
+Animal Breeders,"Farming, Fishing, and Forestry",-5.1437984,13.00879
+Animal Caretakers,Personal Care and Service,-7.3053718,9.779239
+Animal Control Workers,Protective Service,-18.892477,-10.857754
+Animal Scientists,"Life, Physical, and Social Science",51.4961,-39.41889
+Animal Trainers,Personal Care and Service,-6.080844,-19.357706
+Anthropologists and Archeologists,"Life, Physical, and Social Science",24.293308,22.040419
+"Anthropology and Archeology Teachers, Postsecondary",Educational Instruction and Library,3.4045398,-12.333485
+Appraisers and Assessors of Real Estate,Accountants and Auditors,26.137291,24.7593
+"Arbitrators, Mediators, and Conciliators",Legal,-1.4584943,-19.015177
+"Architects, Except Landscape and Naval",Architecture and Engineering,1.6839492,-3.5797048
+Architectural and Civil Drafters,Architecture and Engineering,22.236172,23.834595
+Architectural and Engineering Managers,Management,-9.559412,-5.065865
+"Architecture Teachers, Postsecondary",Educational Instruction and Library,-1.387359,-15.339822
+Archivists,Educational Instruction and Library,-20.021112,-18.892998
+"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Educational Instruction and Library,1.3877524,-16.18288
+Art Directors,"Arts, Design, Entertainment, Sports, and Media",-18.527615,-5.5409636
+Art Therapists,Healthcare Practitioners and Technical,12.462853,-2.4250748
+"Art, Drama, and Music Teachers, Postsecondary",Educational Instruction and Library,10.844883,-4.9697328
+Astronomers,"Life, Physical, and Social Science",-13.7959385,-23.744165
+Athletes and Sports Competitors,"Arts, Design, Entertainment, Sports, and Media",51.4961,-39.41889
+Athletic Trainers,Healthcare Practitioners and Technical,33.691586,-6.531808
+Atmospheric and Space Scientists,"Life, Physical, and Social Science",19.844215,19.569374
+"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Educational Instruction and Library,0.36414778,-13.012856
+Audio and Video Technicians,"Arts, Design, Entertainment, Sports, and Media",10.138444,16.518406
+Audiologists,Healthcare Practitioners and Technical,14.11251,-11.053551
+Audiovisual Equipment Installers and Repairers,"Installation, Maintenance, and Repair",-32.929962,-16.013699
+Automotive and Watercraft Service Attendants,Transportation and Material Moving,36.043827,-13.701469
+Automotive Body and Related Repairers,"Installation, Maintenance, and Repair",12.584095,29.84227
+Automotive Engineering Technicians,Architecture and Engineering,0.89778763,1.4564795
+Automotive Engineers,Architecture and Engineering,3.8353326,3.684827
+Automotive Glass Installers and Repairers,"Installation, Maintenance, and Repair",-24.830956,21.003738
+Automotive Service Technicians and Mechanics,"Installation, Maintenance, and Repair",23.919739,31.378222
+Aviation Inspectors,Transportation and Material Moving,-18.488676,2.6156387
+Avionics Technicians,"Installation, Maintenance, and Repair",-28.832302,3.3082757
+Baggage Porters and Bellhops,Personal Care and Service,-25.270811,-5.652978
+Bailiffs,Protective Service,-26.65159,-27.31805
+Bakers,Production,-23.709436,2.869946
+Barbers,Personal Care and Service,-19.36877,-1.1958004
+Baristas,Food Preparation and Serving Related,-26.530832,-7.670657
+Bartenders,Food Preparation and Serving Related,-19.383928,-3.068746
+Bicycle Repairers,"Installation, Maintenance, and Repair",-34.824947,-14.131971
+Bill and Account Collectors,Office and Administrative Support,-15.050824,-10.011392
+Billing and Posting Clerks,Office and Administrative Support,6.1094522,13.435479
+Biochemists and Biophysicists,"Life, Physical, and Social Science",8.509982,1.8831053
+Bioengineers and Biomedical Engineers,Architecture and Engineering,16.362246,16.363672
+Biofuels Processing Technicians,Production,-15.375769,1.3853925
+Biofuels Production Managers,Management,-13.484246,0.7092672
+Biofuels/Biodiesel Technology and Product Development Managers,Management,-2.583297,2.4445152
+Bioinformatics Scientists,"Life, Physical, and Social Science",-3.603318,-9.761732
+Bioinformatics Technicians,Computer and Mathematical,-5.8840137,-9.48052
+"Biological Science Teachers, Postsecondary",Educational Instruction and Library,31.537521,-6.322072
+Biological Technicians,"Life, Physical, and Social Science",-2.5435746,-11.443098
+Biologists,"Life, Physical, and Social Science",-1.5561221,9.770949
+Biomass Plant Technicians,Production,-17.859814,7.3706965
+Biomass Power Plant Managers,Management,-11.040804,4.992129
+Biostatisticians,Computer and Mathematical,5.0212417,-5.3717074
+Boilermakers,Construction and Extraction,-1.408081,28.907885
+"Bookkeeping, Accounting, and Auditing Clerks",Office and Administrative Support,6.0170426,14.07578
+Brickmasons and Blockmasons,Construction and Extraction,-25.567131,11.75025
+Bridge and Lock Tenders,Transportation and Material Moving,-17.850271,3.9441369
+Broadcast Announcers and Radio Disc Jockeys,"Arts, Design, Entertainment, Sports, and Media",-0.4082172,-6.0767117
+Broadcast Technicians,"Arts, Design, Entertainment, Sports, and Media",9.594966,16.700537
+Brokerage Clerks,Office and Administrative Support,51.4961,-39.41889
+Brownfield Redevelopment Specialists and Site Managers,Management,-8.638646,-13.651026
+Budget Analysts,Accountants and Auditors,-24.650862,-21.12948
+Bus and Truck Mechanics and Diesel Engine Specialists,"Installation, Maintenance, and Repair",-4.134953,24.462404
+"Bus Drivers, Transit and Intercity",Transportation and Material Moving,-30.952497,-18.47071
+Business Continuity Planners,Accountants and Auditors,1.9376438,-0.007868072
+Business Intelligence Analysts,Computer and Mathematical,-12.305792,-16.772331
+"Business Teachers, Postsecondary",Educational Instruction and Library,2.2417545,-14.176775
+Butchers and Meat Cutters,Production,37.28968,-13.297644
+"Buyers and Purchasing Agents, Farm Products",Accountants and Auditors,-18.993896,-22.688124
+Cabinetmakers and Bench Carpenters,Production,-12.691598,22.131466
+Camera and Photographic Equipment Repairers,"Installation, Maintenance, and Repair",-15.6518135,11.304412
+"Camera Operators, Television, Video, and Film","Arts, Design, Entertainment, Sports, and Media",-1.7017998,12.254879
+"Captains, Mates, and Pilots of Water Vessels",Transportation and Material Moving,8.568152,33.793644
+Cardiovascular Technologists and Technicians,Healthcare Practitioners and Technical,37.84993,-1.5282123
+"Career/Technical Education Teachers, Middle School",Educational Instruction and Library,29.406284,15.897048
+"Career/Technical Education Teachers, Postsecondary",Educational Instruction and Library,31.470932,-9.638092
+"Career/Technical Education Teachers, Secondary School",Educational Instruction and Library,29.797646,16.723316
+Cargo and Freight Agents,Office and Administrative Support,-9.460208,11.851172
+Carpenters,Construction and Extraction,16.110731,27.409946
+Carpet Installers,Construction and Extraction,-26.762447,19.664394
+Cartographers and Photogrammetrists,Architecture and Engineering,-11.002456,-13.19266
+Cashiers,Sales and Related,-1.3308549,15.764717
+Cement Masons and Concrete Finishers,Construction and Extraction,-7.167684,30.968542
+Chefs and Head Cooks,Food Preparation and Serving Related,-23.209589,0.7931309
+Chemical Engineers,Architecture and Engineering,-18.080593,-19.325401
+Chemical Equipment Operators and Tenders,Production,-16.076168,19.804743
+Chemical Plant and System Operators,Production,-17.230143,19.127415
+Chemical Technicians,"Life, Physical, and Social Science",-17.547796,-17.921974
+"Chemistry Teachers, Postsecondary",Educational Instruction and Library,9.681582,-5.5754514
+Chemists,"Life, Physical, and Social Science",-17.233154,-18.028084
+Chief Executives,Management,33.80957,0.17147835
+Chief Sustainability Officers,Management,-10.002989,-15.757439
+"Child, Family, and School Social Workers",Community and Social Service,18.070951,-31.395864
+Childcare Workers,Personal Care and Service,5.6105404,-13.055611
+Chiropractors,Healthcare Practitioners and Technical,-1.3198309,-30.016352
+Choreographers,"Arts, Design, Entertainment, Sports, and Media",-8.569506,-1.4939501
+Civil Engineering Technologists and Technicians,Architecture and Engineering,-22.314436,-16.945335
+Civil Engineers,Architecture and Engineering,-12.984839,1.8011894
+"Claims Adjusters, Examiners, and Investigators",Accountants and Auditors,3.2907317,12.054905
+Cleaners of Vehicles and Equipment,Transportation and Material Moving,-9.374445,23.869576
+"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Production,-34.093994,-11.266615
+Clergy,Community and Social Service,5.2218757,-17.120113
+Climate Change Policy Analysts,"Life, Physical, and Social Science",-10.847362,-16.96614
+Clinical and Counseling Psychologists,"Life, Physical, and Social Science",26.873753,18.392124
+Clinical Data Managers,Computer and Mathematical,-8.118233,-11.805422
+Clinical Nurse Specialists,Healthcare Practitioners and Technical,23.359783,4.484102
+Clinical Research Coordinators,Management,23.181633,5.316947
+Coaches and Scouts,"Arts, Design, Entertainment, Sports, and Media",21.580494,11.95018
+"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Production,16.5444,31.866308
+"Coil Winders, Tapers, and Finishers",Production,-31.462845,-14.521331
+"Coin, Vending, and Amusement Machine Servicers and Repairers","Installation, Maintenance, and Repair",-28.25584,-10.976671
+Commercial and Industrial Designers,"Arts, Design, Entertainment, Sports, and Media",-10.49999,0.25814158
+Commercial Divers,"Installation, Maintenance, and Repair",2.3434215,24.524973
+Commercial Pilots,Transportation and Material Moving,3.611419,18.759163
+"Communications Teachers, Postsecondary",Educational Instruction and Library,30.597929,-8.265346
+Community Health Workers,Community and Social Service,24.339981,4.3801517
+Compensation and Benefits Managers,Management,7.7516084,5.4424
+"Compensation, Benefits, and Job Analysis Specialists",Accountants and Auditors,8.55665,6.304592
+Compliance Managers,Management,13.182348,12.140816
+Compliance Officers,Accountants and Auditors,-23.107939,-21.07187
+Computer and Information Research Scientists,Computer and Mathematical,-20.539991,-26.96242
+Computer and Information Systems Managers,Management,-15.262673,-5.931464
+Computer Hardware Engineers,Architecture and Engineering,-10.456685,-10.326293
+Computer Network Architects,Computer and Mathematical,11.458489,13.065349
+Computer Network Support Specialists,Computer and Mathematical,-4.4127774,-2.9607785
+Computer Numerically Controlled Tool Operators,Production,2.9022262,27.97533
+Computer Numerically Controlled Tool Programmers,Production,27.353756,-7.254853
+Computer Programmers,Computer and Mathematical,-11.690452,1.440575
+"Computer Science Teachers, Postsecondary",Educational Instruction and Library,1.2846512,-14.684211
+Computer Systems Analysts,Computer and Mathematical,2.309795,2.3297458
+Computer Systems Engineers/Architects,Computer and Mathematical,2.2787359,1.7680478
+Computer User Support Specialists,Computer and Mathematical,-15.51267,-5.227287
+"Computer, Automated Teller, and Office Machine Repairers","Installation, Maintenance, and Repair",-9.419837,18.564856
+Concierges,Personal Care and Service,-26.941923,-17.669422
+Conservation Scientists,"Life, Physical, and Social Science",20.2598,23.107439
+Construction and Building Inspectors,Construction and Extraction,-4.870166,6.7605534
+Construction Laborers,Construction and Extraction,18.976784,29.910692
+Construction Managers,Management,0.99612975,8.917309
+Continuous Mining Machine Operators,Construction and Extraction,-31.403671,-12.959764
+"Control and Valve Installers and Repairers, Except Mechanical Door","Installation, Maintenance, and Repair",22.055845,32.736687
+Conveyor Operators and Tenders,Transportation and Material Moving,10.7044935,24.86958
+"Cooks, Fast Food",Food Preparation and Serving Related,-25.612724,-7.5392213
+"Cooks, Institution and Cafeteria",Food Preparation and Serving Related,-17.398575,0.9879165
+"Cooks, Private Household",Food Preparation and Serving Related,-26.172508,-23.515392
+"Cooks, Restaurant",Food Preparation and Serving Related,-24.489887,2.6184237
+"Cooks, Short Order",Food Preparation and Serving Related,-37.07052,-14.725829
+Cooling and Freezing Equipment Operators and Tenders,Production,-14.273505,17.814747
+Coroners,Accountants and Auditors,-0.23257104,-8.528863
+Correctional Officers and Jailers,Protective Service,5.536392,10.192111
+Correspondence Clerks,Office and Administrative Support,-14.695317,-2.5536685
+Cost Estimators,Accountants and Auditors,-23.23652,-16.936064
+Costume Attendants,Personal Care and Service,-5.686464,11.348489
+Counter and Rental Clerks,Sales and Related,-23.614872,-12.147104
+Couriers and Messengers,Office and Administrative Support,-16.284914,-1.1513673
+Court Reporters and Simultaneous Captioners,"Arts, Design, Entertainment, Sports, and Media",-25.734383,-26.542484
+"Court, Municipal, and License Clerks",Office and Administrative Support,19.485792,9.639388
+Craft Artists,"Arts, Design, Entertainment, Sports, and Media",-27.839006,-21.231495
+Crane and Tower Operators,Transportation and Material Moving,-30.33316,-13.45376
+Credit Analysts,Accountants and Auditors,-20.908669,-22.62434
+"Credit Authorizers, Checkers, and Clerks",Office and Administrative Support,37.9339,-10.342123
+Credit Counselors,Accountants and Auditors,32.26046,-0.059039272
+"Criminal Justice and Law Enforcement Teachers, Postsecondary",Educational Instruction and Library,-2.0174713,-17.660772
+Critical Care Nurses,Healthcare Practitioners and Technical,34.370895,-2.3495376
+Crossing Guards and Flaggers,Protective Service,-32.002472,-19.317593
+"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Production,-21.95827,7.9251657
+Curators,Educational Instruction and Library,-12.895944,-3.3530834
+Customer Service Representatives,Office and Administrative Support,-13.440547,-7.9467883
+Customs and Border Protection Officers,Protective Service,-22.950243,-14.692748
+Customs Brokers,Accountants and Auditors,-2.8270822,-7.4374757
+"Cutters and Trimmers, Hand",Production,-21.322971,14.965471
+"Cutting and Slicing Machine Setters, Operators, and Tenders",Production,16.547018,30.367548
+"Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",Production,16.420517,33.23639
+Cytogenetic Technologists,Healthcare Practitioners and Technical,28.585522,26.607239
+Cytotechnologists,Healthcare Practitioners and Technical,-6.560316,-25.333654
+Dancers,"Arts, Design, Entertainment, Sports, and Media",-16.074238,-25.893753
+Data Entry Keyers,Office and Administrative Support,51.4961,-39.41889
+Data Warehousing Specialists,Computer and Mathematical,-6.9524813,-10.577667
+Database Administrators,Computer and Mathematical,-6.985106,-3.6228993
+Database Architects,Computer and Mathematical,6.1984262,0.64837945
+Demonstrators and Product Promoters,Sales and Related,-8.578705,2.3252814
+Dental Assistants,Healthcare Support,-6.8247614,-27.824875
+Dental Hygienists,Healthcare Practitioners and Technical,-4.4690285,-26.301197
+Dental Laboratory Technicians,Production,-15.763852,8.502458
+"Dentists, General",Healthcare Practitioners and Technical,15.894649,-11.640874
+Dermatologists,Healthcare Practitioners and Technical,15.81654,-16.350235
+"Derrick Operators, Oil and Gas",Construction and Extraction,-32.143265,-7.816925
+Desktop Publishers,Office and Administrative Support,-17.808641,-4.23691
+Detectives and Criminal Investigators,Protective Service,14.356175,4.128752
+Diagnostic Medical Sonographers,Healthcare Practitioners and Technical,14.184775,-1.4697227
+Dietetic Technicians,Healthcare Practitioners and Technical,-5.341275,-25.577723
+Dietitians and Nutritionists,Healthcare Practitioners and Technical,16.440428,7.93787
+Dining Room and Cafeteria Attendants and Bartender Helpers,Food Preparation and Serving Related,-4.194711,19.612316
+"Directors, Religious Activities and Education",Community and Social Service,-3.929009,-18.318586
+Dishwashers,Food Preparation and Serving Related,-36.939953,-15.423942
+"Dispatchers, Except Police, Fire, and Ambulance",Office and Administrative Support,-28.541964,-15.523148
+Document Management Specialists,Computer and Mathematical,5.4504256,1.1221234
+"Door-to-Door Sales Workers, News and Street Vendors, and Related Workers",Sales and Related,-29.813366,-22.963552
+Dredge Operators,Transportation and Material Moving,51.4961,-39.41889
+"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Production,-14.189621,10.76715
+Driver/Sales Workers,Transportation and Material Moving,-30.742414,-21.797892
+Drywall and Ceiling Tile Installers,Construction and Extraction,17.436588,30.630474
+"Earth Drillers, Except Oil and Gas",Construction and Extraction,9.669814,25.935896
+"Economics Teachers, Postsecondary",Educational Instruction and Library,-1.0449996,-16.934496
+Economists,"Life, Physical, and Social Science",-15.308399,-21.651323
+Editors,"Arts, Design, Entertainment, Sports, and Media",-1.1381079,10.7217045
+"Education Administrators, Kindergarten through Secondary",Management,26.016878,22.175125
+"Education Administrators, Postsecondary",Management,25.52692,13.62593
+"Education and Childcare Administrators, Preschool and Daycare",Management,31.689545,-10.192014
+"Education Teachers, Postsecondary",Educational Instruction and Library,3.2869892,-15.26678
+"Educational, Guidance, and Career Counselors and Advisors",Community and Social Service,25.960363,22.068495
+"Electric Motor, Power Tool, and Related Repairers","Installation, Maintenance, and Repair",19.137348,34.86443
+Electrical and Electronic Engineering Technologists and Technicians,Architecture and Engineering,25.439798,27.070154
+Electrical and Electronic Equipment Assemblers,Production,-31.28965,2.3729844
+Electrical and Electronics Drafters,Architecture and Engineering,20.303995,24.562101
+"Electrical and Electronics Installers and Repairers, Transportation Equipment","Installation, Maintenance, and Repair",-28.143715,5.313664
+"Electrical and Electronics Repairers, Commercial and Industrial Equipment","Installation, Maintenance, and Repair",-11.595824,8.588534
+"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay","Installation, Maintenance, and Repair",-17.960123,2.7716367
+Electrical Engineers,Architecture and Engineering,2.5430796,4.2141337
+Electrical Power-Line Installers and Repairers,"Installation, Maintenance, and Repair",3.7474911,25.673868
+Electricians,Construction and Extraction,3.059581,25.842619
+Electro-Mechanical and Mechatronics Technologists and Technicians,Architecture and Engineering,18.676725,25.116455
+Electromechanical Equipment Assemblers,Production,-32.296597,1.3565284
+"Electronic Equipment Installers and Repairers, Motor Vehicles","Installation, Maintenance, and Repair",-33.14296,-15.720826
+"Electronics Engineers, Except Computer",Architecture and Engineering,9.342411,10.031804
+"Elementary School Teachers, Except Special Education",Educational Instruction and Library,31.33804,15.376099
+Elevator and Escalator Installers and Repairers,Construction and Extraction,-10.66483,20.236326
+"Eligibility Interviewers, Government Programs",Office and Administrative Support,-13.80231,-3.5836937
+Embalmers,Personal Care and Service,7.52588,27.570995
+Emergency Management Directors,Management,15.675823,11.391891
+Endoscopy Technicians,Healthcare Support,-11.82166,-26.242067
+Energy Auditors,Construction and Extraction,2.8713117,-1.2485075
+"Energy Engineers, Except Wind and Solar",Architecture and Engineering,-9.290478,-14.333365
+Engine and Other Machine Assemblers,Production,-32.405914,1.0512503
+"Engineering Teachers, Postsecondary",Educational Instruction and Library,4.121916,-15.296579
+"English Language and Literature Teachers, Postsecondary",Educational Instruction and Library,10.975192,-3.611213
+Environmental Compliance Inspectors,Accountants and Auditors,15.874545,10.628402
+Environmental Economists,"Life, Physical, and Social Science",-7.449829,-5.8555846
+Environmental Engineering Technologists and Technicians,Architecture and Engineering,3.015768,7.7276883
+Environmental Engineers,Architecture and Engineering,13.227086,10.144344
+Environmental Restoration Planners,"Life, Physical, and Social Science",-1.9511864,3.972916
+"Environmental Science and Protection Technicians, Including Health","Life, Physical, and Social Science",7.760587,11.940721
+"Environmental Science Teachers, Postsecondary",Educational Instruction and Library,32.37882,-6.8268867
+"Environmental Scientists and Specialists, Including Health","Life, Physical, and Social Science",7.597472,2.7079422
+Epidemiologists,"Life, Physical, and Social Science",3.5015123,-9.11039
+Equal Opportunity Representatives and Officers,Accountants and Auditors,-11.626701,3.8572402
+Etchers and Engravers,Production,15.001089,32.69829
+"Excavating and Loading Machine and Dragline Operators, Surface Mining",Construction and Extraction,-25.08831,7.5843306
+Executive Secretaries and Executive Administrative Assistants,Office and Administrative Support,33.343487,-9.41699
+Exercise Physiologists,Healthcare Practitioners and Technical,13.050611,-1.567772
+Exercise Trainers and Group Fitness Instructors,Personal Care and Service,8.049658,-11.082005
+"Explosives Workers, Ordnance Handling Experts, and Blasters",Construction and Extraction,19.15291,28.717196
+"Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic",Production,-20.976997,6.928812
+"Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers",Production,-14.162736,18.799871
+"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Production,12.35196,28.2387
+Fabric and Apparel Patternmakers,Production,-23.593086,12.102657
+Fallers,"Farming, Fishing, and Forestry",0.39995387,21.433207
+"Family and Consumer Sciences Teachers, Postsecondary",Educational Instruction and Library,31.058308,-8.178224
+Family Medicine Physicians,Healthcare Practitioners and Technical,-0.69027233,-26.487007
+Farm and Home Management Educators,Educational Instruction and Library,-16.373539,-22.411106
+Farm Equipment Mechanics and Service Technicians,"Installation, Maintenance, and Repair",-32.24421,-15.040673
+Farm Labor Contractors,Accountants and Auditors,51.4961,-39.41889
+"Farmers, Ranchers, and Other Agricultural Managers",Management,26.786686,28.701946
+"Farmworkers and Laborers, Crop, Nursery, and Greenhouse","Farming, Fishing, and Forestry",6.1623554,30.55114
+"Farmworkers, Farm, Ranch, and Aquacultural Animals","Farming, Fishing, and Forestry",-5.0823374,13.222054
+Fashion Designers,"Arts, Design, Entertainment, Sports, and Media",-10.2352705,-1.831745
+Fast Food and Counter Workers,Food Preparation and Serving Related,-3.020608,20.311394
+Fence Erectors,Construction and Extraction,-25.999292,19.322353
+Fiberglass Laminators and Fabricators,Production,-22.289824,19.212831
+File Clerks,Office and Administrative Support,-15.227892,-1.9501691
+Film and Video Editors,"Arts, Design, Entertainment, Sports, and Media",-8.239116,14.793449
+Financial Examiners,Accountants and Auditors,-4.811039,2.1095476
+Financial Managers,Management,-10.304384,-7.6892133
+Financial Quantitative Analysts,Accountants and Auditors,3.1721227,-3.8024101
+"Fine Artists, Including Painters, Sculptors, and Illustrators","Arts, Design, Entertainment, Sports, and Media",22.994467,23.182455
+Fire Inspectors and Investigators,Protective Service,26.880981,26.663193
+Fire-Prevention and Protection Engineers,Architecture and Engineering,-17.192852,-22.060831
+Firefighters,Protective Service,14.5075655,23.267174
+First-Line Supervisors of Construction Trades and Extraction Workers,Construction and Extraction,-21.069553,-16.56217
+First-Line Supervisors of Correctional Officers,Protective Service,1.4120651,-7.3378735
+"First-Line Supervisors of Farming, Fishing, and Forestry Workers","Farming, Fishing, and Forestry",23.11041,26.630295
+First-Line Supervisors of Firefighting and Prevention Workers,Protective Service,14.442021,23.03541
+First-Line Supervisors of Food Preparation and Serving Workers,Food Preparation and Serving Related,1.5145824,13.019747
+First-Line Supervisors of Gambling Services Workers,Personal Care and Service,23.42832,13.406993
+"First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand",Transportation and Material Moving,15.201543,-30.010355
+First-Line Supervisors of Housekeeping and Janitorial Workers,Building and Grounds Cleaning and Maintenance,6.829684,-3.0625088
+"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Building and Grounds Cleaning and Maintenance,15.571383,15.731443
+First-Line Supervisors of Material-Moving Machine and Vehicle Operators,Transportation and Material Moving,-17.838799,11.205104
+"First-Line Supervisors of Mechanics, Installers, and Repairers","Installation, Maintenance, and Repair",-11.155733,21.299383
+First-Line Supervisors of Non-Retail Sales Workers,Sales and Related,-12.8171425,-10.043688
+First-Line Supervisors of Office and Administrative Support Workers,Office and Administrative Support,22.718163,12.543523
+First-Line Supervisors of Personal Service Workers,Personal Care and Service,-19.262526,-24.650883
+First-Line Supervisors of Police and Detectives,Protective Service,-3.9046938,-16.294544
+First-Line Supervisors of Production and Operating Workers,Production,-23.086264,0.6215222
+First-Line Supervisors of Retail Sales Workers,Sales and Related,-11.945825,-8.47371
+Fish and Game Wardens,Protective Service,2.083042,-5.429099
+Fishing and Hunting Workers,"Farming, Fishing, and Forestry",7.4115915,30.054953
+Fitness and Wellness Coordinators,Management,11.855013,7.062885
+Flight Attendants,Transportation and Material Moving,3.5370085,17.394697
+"Floor Layers, Except Carpet, Wood, and Hard Tiles",Construction and Extraction,-26.545029,18.803856
+Floor Sanders and Finishers,Construction and Extraction,51.4961,-39.41889
+Floral Designers,"Arts, Design, Entertainment, Sports, and Media",-18.494709,-1.4001912
+"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Production,-15.858308,24.799467
+Food Batchmakers,Production,12.330529,27.253548
+Food Cooking Machine Operators and Tenders,Production,-17.370337,15.809748
+Food Preparation Workers,Food Preparation and Serving Related,11.169463,30.943064
+Food Science Technicians,"Life, Physical, and Social Science",-14.458308,2.2975354
+Food Scientists and Technologists,"Life, Physical, and Social Science",-16.832197,-14.86741
+"Food Servers, Nonrestaurant",Food Preparation and Serving Related,-30.405611,-10.799987
+Food Service Managers,Management,24.79539,14.511432
+"Foreign Language and Literature Teachers, Postsecondary",Educational Instruction and Library,0.2843042,-14.160344
+Forensic Science Technicians,"Life, Physical, and Social Science",13.594217,3.246823
+Forest and Conservation Technicians,"Life, Physical, and Social Science",-2.857405,9.932963
+Forest and Conservation Workers,"Farming, Fishing, and Forestry",-3.4808908,9.952934
+Forest Fire Inspectors and Prevention Specialists,Protective Service,-21.760742,-8.062431
+Foresters,"Life, Physical, and Social Science",20.823439,13.782914
+"Forestry and Conservation Science Teachers, Postsecondary",Educational Instruction and Library,1.6894073,-13.5707655
+"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Production,-26.667284,9.668348
+Foundry Mold and Coremakers,Production,-29.88491,12.810555
+"Fraud Examiners, Investigators and Analysts",Accountants and Auditors,-12.849588,-15.453115
+Freight Forwarders,Office and Administrative Support,10.096372,8.583668
+Fuel Cell Engineers,Architecture and Engineering,11.520256,12.375105
+Fundraisers,Accountants and Auditors,11.305394,6.4630294
+Funeral Attendants,Personal Care and Service,-1.6488299,-5.2796664
+Funeral Home Managers,Management,-1.2970885,-7.538668
+"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Production,-18.217468,17.645384
+Furniture Finishers,Production,-7.560584,31.832846
+Gambling and Sports Book Writers and Runners,Personal Care and Service,-27.347906,-4.037971
+Gambling Cage Workers,Office and Administrative Support,35.711796,-13.468324
+Gambling Change Persons and Booth Cashiers,Sales and Related,-28.794748,-18.797976
+Gambling Dealers,Personal Care and Service,-27.593613,-3.9696522
+Gambling Managers,Management,-28.645786,-3.589765
+Gambling Surveillance Officers and Gambling Investigators,Protective Service,51.4961,-39.41889
+Gas Compressor and Gas Pumping Station Operators,Transportation and Material Moving,-30.278732,-14.726364
+Gas Plant Operators,Production,-17.601671,19.172003
+Gem and Diamond Workers,Production,10.33238,21.307606
+General and Operations Managers,Management,-11.520552,-14.170593
+General Internal Medicine Physicians,Healthcare Practitioners and Technical,15.069469,-14.588414
+Genetic Counselors,Healthcare Practitioners and Technical,13.330674,-10.909555
+Geneticists,"Life, Physical, and Social Science",13.018211,0.28766695
+Geodetic Surveyors,Architecture and Engineering,0.22898233,3.4855866
+Geographers,"Life, Physical, and Social Science",-16.045282,-19.943304
+Geographic Information Systems Technologists and Technicians,Computer and Mathematical,22.97346,21.45183
+"Geography Teachers, Postsecondary",Educational Instruction and Library,0.7036298,-14.784419
+"Geological Technicians, Except Hydrologic Technicians","Life, Physical, and Social Science",19.173483,13.971721
+"Geoscientists, Except Hydrologists and Geographers","Life, Physical, and Social Science",22.003191,22.048292
+Geothermal Production Managers,Management,-13.8370285,0.14272015
+Geothermal Technicians,"Installation, Maintenance, and Repair",0.060570493,26.741709
+"Glass Blowers, Molders, Benders, and Finishers",Production,-15.863381,17.272234
+Glaziers,Construction and Extraction,15.18249,28.081993
+Government Property Inspectors and Investigators,Accountants and Auditors,-22.925304,-21.349127
+"Graders and Sorters, Agricultural Products","Farming, Fishing, and Forestry",51.4961,-39.41889
+Graphic Designers,"Arts, Design, Entertainment, Sports, and Media",-17.872587,-5.0903196
+"Grinding and Polishing Workers, Hand",Production,-27.17147,14.518738
+"Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Production,-13.626856,12.308663
+"Hairdressers, Hairstylists, and Cosmetologists",Personal Care and Service,-7.3704433,22.17804
+Hazardous Materials Removal Workers,Construction and Extraction,-10.936925,24.839226
+"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",Architecture and Engineering,-5.399399,4.847544
+Health Education Specialists,Community and Social Service,-6.004963,-16.541956
+Health Informatics Specialists,Computer and Mathematical,6.9892664,-9.048581
+"Health Specialties Teachers, Postsecondary",Educational Instruction and Library,0.356924,-17.444374
+Healthcare Social Workers,Community and Social Service,0.16723049,-21.93688
+Hearing Aid Specialists,Healthcare Practitioners and Technical,-3.92841,-28.866594
+"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Production,16.268764,29.821747
+"Heating, Air Conditioning, and Refrigeration Mechanics and Installers","Installation, Maintenance, and Repair",19.57796,31.58477
+Heavy and Tractor-Trailer Truck Drivers,Transportation and Material Moving,21.7325,28.225216
+"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Construction and Extraction,-25.094175,12.413503
+Helpers--Carpenters,Construction and Extraction,-25.712456,17.39297
+Helpers--Electricians,Construction and Extraction,-6.414911,26.895485
+Helpers--Extraction Workers,Construction and Extraction,-37.776825,-11.98482
+"Helpers--Installation, Maintenance, and Repair Workers","Installation, Maintenance, and Repair",-24.273579,8.609867
+"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Construction and Extraction,-36.493576,-16.255825
+"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Construction and Extraction,-26.891003,10.805047
+Helpers--Production Workers,Production,9.633578,28.138376
+Helpers--Roofers,Construction and Extraction,-28.057087,11.064125
+Highway Maintenance Workers,Construction and Extraction,-25.79173,-0.46574152
+Historians,"Life, Physical, and Social Science",-0.2846124,-10.545852
+"History Teachers, Postsecondary",Educational Instruction and Library,0.000741255,-14.94004
+Hoist and Winch Operators,Transportation and Material Moving,-25.426294,6.570307
+Home Appliance Repairers,"Installation, Maintenance, and Repair",25.018131,28.316576
+Home Health Aides,Healthcare Support,-0.18737441,-22.755268
+Hospitalists,Healthcare Practitioners and Technical,-0.66983014,-27.779596
+"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Food Preparation and Serving Related,12.689495,-29.714064
+"Hotel, Motel, and Resort Desk Clerks",Office and Administrative Support,-24.578598,-4.3706303
+Human Factors Engineers and Ergonomists,Architecture and Engineering,18.653568,22.077406
+"Human Resources Assistants, Except Payroll and Timekeeping",Office and Administrative Support,-5.5526767,-6.596279
+Human Resources Managers,Management,8.704344,3.9161675
+Human Resources Specialists,Accountants and Auditors,9.197948,7.264655
+Hydroelectric Plant Technicians,Production,0.5017287,26.654728
+Hydroelectric Production Managers,Management,-8.548197,-9.676323
+Hydrologists,"Life, Physical, and Social Science",19.7209,18.578857
+Industrial Ecologists,"Life, Physical, and Social Science",22.161674,20.116861
+Industrial Engineering Technologists and Technicians,Architecture and Engineering,14.750908,16.756292
+Industrial Engineers,Architecture and Engineering,5.1669307,5.421125
+Industrial Machinery Mechanics,"Installation, Maintenance, and Repair",-31.811815,-1.6950898
+Industrial Production Managers,Management,-9.298142,-7.5826516
+Industrial Truck and Tractor Operators,Transportation and Material Moving,-24.928549,6.438062
+Industrial-Organizational Psychologists,"Life, Physical, and Social Science",15.725746,-31.178463
+Information Security Analysts,Computer and Mathematical,-24.724915,-16.315197
+Information Technology Project Managers,Computer and Mathematical,-13.518367,-13.44042
+"Inspectors, Testers, Sorters, Samplers, and Weighers",Production,21.967651,27.223072
+Instructional Coordinators,Educational Instruction and Library,16.66897,14.96494
+"Insulation Workers, Floor, Ceiling, and Wall",Construction and Extraction,51.4961,-39.41889
+"Insulation Workers, Mechanical",Construction and Extraction,-24.988518,14.089894
+"Insurance Appraisers, Auto Damage",Accountants and Auditors,51.4961,-39.41889
+Insurance Claims and Policy Processing Clerks,Office and Administrative Support,2.7520201,12.087404
+Insurance Sales Agents,Sales and Related,-6.3450017,-0.6133906
+Insurance Underwriters,Accountants and Auditors,51.4961,-39.41889
+Intelligence Analysts,Protective Service,1.1178648,-9.495273
+Interior Designers,"Arts, Design, Entertainment, Sports, and Media",-9.314046,-18.161747
+Interpreters and Translators,"Arts, Design, Entertainment, Sports, and Media",-2.8759131,-19.896982
+"Interviewers, Except Eligibility and Loan",Office and Administrative Support,36.26941,-8.962105
+Investment Fund Managers,Management,-14.06641,-16.27217
+"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Building and Grounds Cleaning and Maintenance,-7.1190295,22.667475
+Jewelers and Precious Stone and Metal Workers,Production,15.161727,29.8931
+"Judges, Magistrate Judges, and Magistrates",Legal,2.9881148,-18.907293
+Judicial Law Clerks,Legal,-2.6665769,-15.650191
+"Kindergarten Teachers, Except Special Education",Educational Instruction and Library,32.01521,15.206185
+Labor Relations Specialists,Accountants and Auditors,7.8936124,7.3804903
+"Laborers and Freight, Stock, and Material Movers, Hand",Transportation and Material Moving,-17.859732,12.179162
+Landscape Architects,Architecture and Engineering,1.2082559,-3.5391223
+Landscaping and Groundskeeping Workers,Building and Grounds Cleaning and Maintenance,15.632369,26.664146
+"Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Production,-13.668112,12.892291
+Laundry and Dry-Cleaning Workers,Production,17.58846,33.456528
+"Law Teachers, Postsecondary",Educational Instruction and Library,1.6258899,-17.87645
+Lawyers,Legal,3.7060816,-6.809129
+"Layout Workers, Metal and Plastic",Production,-27.717438,13.673176
+Legal Secretaries and Administrative Assistants,Office and Administrative Support,-24.540413,-25.565355
+Librarians and Media Collections Specialists,Educational Instruction and Library,25.052591,20.065266
+"Library Assistants, Clerical",Office and Administrative Support,24.845177,20.17902
+"Library Science Teachers, Postsecondary",Educational Instruction and Library,3.0332437,-13.8231
+Library Technicians,Educational Instruction and Library,26.336145,10.645319
+Licensed Practical and Licensed Vocational Nurses,Healthcare Practitioners and Technical,36.661892,-3.0147924
+"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Protective Service,-20.372309,-11.999679
+Light Truck Drivers,Transportation and Material Moving,-19.252306,6.0366635
+"Loading and Moving Machine Operators, Underground Mining",Construction and Extraction,0.19497964,24.30374
+Loan Interviewers and Clerks,Office and Administrative Support,-17.786884,-9.944835
+Loan Officers,Accountants and Auditors,7.570212,14.299103
+"Locker Room, Coatroom, and Dressing Room Attendants",Personal Care and Service,-25.210114,-1.7764932
+Locksmiths and Safe Repairers,"Installation, Maintenance, and Repair",-33.533764,-14.42403
+Locomotive Engineers,Transportation and Material Moving,-16.208626,3.730987
+Lodging Managers,Management,34.397892,-9.9912615
+Log Graders and Scalers,"Farming, Fishing, and Forestry",-28.633009,-13.787845
+Logging Equipment Operators,"Farming, Fishing, and Forestry",51.4961,-39.41889
+Logisticians,Accountants and Auditors,30.314426,-5.1918716
+Logistics Analysts,Accountants and Auditors,14.622396,13.877974
+Logistics Engineers,Accountants and Auditors,18.44699,16.827576
+Loss Prevention Managers,Management,5.606291,3.0164008
+"Low Vision Therapists, Orientation and Mobility Specialists, and Vision Rehabilitation Therapists",Healthcare Practitioners and Technical,20.378628,3.5885854
+Machine Feeders and Offbearers,Transportation and Material Moving,-33.120003,-10.115847
+Machinists,Production,9.386791,22.373884
+Magnetic Resonance Imaging Technologists,Healthcare Practitioners and Technical,38.355167,-2.1827164
+Maids and Housekeeping Cleaners,Building and Grounds Cleaning and Maintenance,-6.3972135,21.003315
+"Mail Clerks and Mail Machine Operators, Except Postal Service",Office and Administrative Support,8.426814,22.386456
+"Maintenance and Repair Workers, General","Installation, Maintenance, and Repair",17.10795,27.725094
+"Maintenance Workers, Machinery","Installation, Maintenance, and Repair",-19.183935,16.632607
+"Makeup Artists, Theatrical and Performance",Personal Care and Service,-9.741348,0.17437884
+Management Analysts,Accountants and Auditors,-21.700426,-24.950363
+Manicurists and Pedicurists,Personal Care and Service,11.516959,-31.73913
+Manufactured Building and Mobile Home Installers,"Installation, Maintenance, and Repair",-23.614256,17.303085
+Manufacturing Engineers,Architecture and Engineering,4.2059135,5.321617
+Marine Engineers and Naval Architects,Architecture and Engineering,24.232815,25.635456
+Market Research Analysts and Marketing Specialists,Accountants and Auditors,-19.889776,-21.674683
+Marketing Managers,Management,-0.26902112,-0.13626988
+Marriage and Family Therapists,Community and Social Service,-4.2486215,-20.101732
+Massage Therapists,Healthcare Support,12.331478,-32.14372
+Materials Engineers,Architecture and Engineering,-4.5931754,-12.862221
+Materials Scientists,"Life, Physical, and Social Science",-3.80688,-13.21037
+"Mathematical Science Teachers, Postsecondary",Educational Instruction and Library,2.520839,-17.121828
+Mathematicians,Computer and Mathematical,-26.157652,-21.421663
+"Meat, Poultry, and Fish Cutters and Trimmers",Production,-37.599976,-13.177336
+Mechanical Door Repairers,"Installation, Maintenance, and Repair",-4.8312554,26.00244
+Mechanical Drafters,Architecture and Engineering,-13.020377,2.3298702
+Mechanical Engineering Technologists and Technicians,Architecture and Engineering,23.62609,26.024405
+Mechanical Engineers,Architecture and Engineering,15.819843,20.895214
+Mechatronics Engineers,Architecture and Engineering,-9.339345,-11.231503
+Media Programming Directors,"Arts, Design, Entertainment, Sports, and Media",2.6370943,11.116622
+Media Technical Directors/Managers,"Arts, Design, Entertainment, Sports, and Media",-21.450941,-9.993776
+Medical and Clinical Laboratory Technicians,Healthcare Practitioners and Technical,-9.215527,-25.36819
+Medical and Clinical Laboratory Technologists,Healthcare Practitioners and Technical,10.419946,-13.631057
+Medical and Health Services Managers,Management,6.474552,-2.898029
+Medical Appliance Technicians,Production,12.747244,-31.687677
+Medical Assistants,Healthcare Support,-8.59727,-27.056875
+Medical Equipment Preparers,Healthcare Support,-19.52102,-7.899027
+Medical Equipment Repairers,"Installation, Maintenance, and Repair",38.2744,-3.9461675
+"Medical Scientists, Except Epidemiologists","Life, Physical, and Social Science",-9.655664,-24.12822
+Medical Secretaries and Administrative Assistants,Office and Administrative Support,-9.681461,-26.916624
+Medical Transcriptionists,Healthcare Support,36.355297,-9.440913
+"Meeting, Convention, and Event Planners",Accountants and Auditors,-7.5378175,2.188461
+Mental Health and Substance Abuse Social Workers,Community and Social Service,-5.7295904,-22.53832
+Mental Health Counselors,Community and Social Service,36.239964,-4.8482275
+Merchandise Displayers and Window Trimmers,"Arts, Design, Entertainment, Sports, and Media",17.414156,-28.46798
+Metal-Refining Furnace Operators and Tenders,Production,-20.46893,7.9977865
+"Meter Readers, Utilities",Office and Administrative Support,-29.279892,-17.047445
+Microbiologists,"Life, Physical, and Social Science",-3.2396183,-10.441166
+Microsystems Engineers,Architecture and Engineering,15.966604,18.239689
+"Middle School Teachers, Except Special and Career/Technical Education",Educational Instruction and Library,30.309624,16.188267
+Midwives,Healthcare Practitioners and Technical,23.518406,3.3774858
+"Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic",Production,-22.273842,9.609099
+Millwrights,"Installation, Maintenance, and Repair",-2.9173703,26.932758
+"Mining and Geological Engineers, Including Mining Safety Engineers",Architecture and Engineering,-0.68416303,-2.5742059
+"Mixing and Blending Machine Setters, Operators, and Tenders",Production,-22.724062,5.858179
+"Mobile Heavy Equipment Mechanics, Except Engines","Installation, Maintenance, and Repair",-13.424855,7.889141
+"Model Makers, Metal and Plastic",Production,-22.024668,11.294144
+"Model Makers, Wood",Production,-23.272667,11.078124
+Models,Sales and Related,-16.273817,-27.15848
+"Molders, Shapers, and Casters, Except Metal and Plastic",Production,-0.9186562,30.02841
+"Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic",Production,17.800262,34.686462
+Molecular and Cellular Biologists,"Life, Physical, and Social Science",12.931095,0.38246012
+"Morticians, Undertakers, and Funeral Arrangers",Personal Care and Service,-1.3718475,-7.198097
+Motion Picture Projectionists,Personal Care and Service,-9.198539,15.475235
+Motorboat Mechanics and Service Technicians,"Installation, Maintenance, and Repair",-30.896318,7.507416
+Motorboat Operators,Transportation and Material Moving,-29.493362,-9.151209
+Motorcycle Mechanics,"Installation, Maintenance, and Repair",-30.97203,8.279396
+"Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Production,-2.909115,28.226402
+Museum Technicians and Conservators,Educational Instruction and Library,38.274204,-0.58417654
+Music Directors and Composers,"Arts, Design, Entertainment, Sports, and Media",27.7695,23.114452
+Music Therapists,Healthcare Practitioners and Technical,27.477928,21.42471
+Musical Instrument Repairers and Tuners,"Installation, Maintenance, and Repair",20.335615,35.883026
+Musicians and Singers,"Arts, Design, Entertainment, Sports, and Media",10.956884,-2.259486
+Nannies,Personal Care and Service,11.458085,-34.718563
+Nanosystems Engineers,Architecture and Engineering,18.033283,21.625658
+Nanotechnology Engineering Technologists and Technicians,Architecture and Engineering,14.556084,19.151167
+Natural Sciences Managers,Management,-9.064973,-5.6201806
+Naturopathic Physicians,Healthcare Practitioners and Technical,35.577843,-3.2863023
+Network and Computer Systems Administrators,Computer and Mathematical,-4.494043,-2.9798348
+Neurodiagnostic Technologists,Healthcare Practitioners and Technical,10.38672,-16.580215
+Neurologists,Healthcare Practitioners and Technical,19.536764,-0.19493179
+New Accounts Clerks,Office and Administrative Support,-24.507069,-22.589325
+"News Analysts, Reporters, and Journalists","Arts, Design, Entertainment, Sports, and Media",11.652288,18.911276
+Non-Destructive Testing Specialists,Architecture and Engineering,-8.6145525,6.447244
+Nuclear Engineers,Architecture and Engineering,3.4764378,3.2000368
+Nuclear Medicine Technologists,Healthcare Practitioners and Technical,10.854468,-14.224794
+Nuclear Monitoring Technicians,"Life, Physical, and Social Science",-6.6787086,6.4526043
+Nuclear Power Reactor Operators,Production,-0.29418293,6.4625235
+Nuclear Technicians,"Life, Physical, and Social Science",-1.7286257,6.826787
+Nurse Anesthetists,Healthcare Practitioners and Technical,37.177437,-1.9627765
+Nurse Midwives,Healthcare Practitioners and Technical,15.990942,-8.121516
+Nurse Practitioners,Healthcare Practitioners and Technical,35.766388,-2.1707237
+Nursing Assistants,Healthcare Support,30.475712,19.224998
+"Nursing Instructors and Teachers, Postsecondary",Educational Instruction and Library,32.327923,-5.9633083
+Obstetricians and Gynecologists,Healthcare Practitioners and Technical,0.3535926,-27.61289
+Occupational Health and Safety Specialists,"Life, Physical, and Social Science",3.3896182,-22.148438
+Occupational Health and Safety Technicians,"Life, Physical, and Social Science",13.017398,9.2195
+Occupational Therapists,Healthcare Practitioners and Technical,36.19482,-6.8820124
+Occupational Therapy Aides,Healthcare Support,13.874747,-32.722466
+Occupational Therapy Assistants,Healthcare Support,14.242607,-32.480316
+"Office Clerks, General",Office and Administrative Support,-13.706765,3.4275076
+"Office Machine Operators, Except Computer",Office and Administrative Support,-22.601662,-2.6368036
+Online Merchants,Accountants and Auditors,19.664215,26.484385
+Operating Engineers and Other Construction Equipment Operators,Construction and Extraction,10.595644,26.257868
+Operations Research Analysts,Computer and Mathematical,-6.8267336,-13.859559
+Ophthalmic Laboratory Technicians,Production,-15.34991,11.842297
+Ophthalmic Medical Technicians,Healthcare Practitioners and Technical,23.73529,-3.1062844
+Ophthalmic Medical Technologists,Healthcare Practitioners and Technical,20.792284,0.3897864
+"Ophthalmologists, Except Pediatric",Healthcare Practitioners and Technical,13.954729,-16.071009
+"Opticians, Dispensing",Healthcare Practitioners and Technical,24.723497,-3.8317013
+Optometrists,Healthcare Practitioners and Technical,51.4961,-39.41889
+Oral and Maxillofacial Surgeons,Healthcare Practitioners and Technical,15.077145,-17.50217
+Order Clerks,Office and Administrative Support,-12.677465,-8.052391
+Orderlies,Healthcare Support,18.718864,-5.206959
+Orthodontists,Healthcare Practitioners and Technical,-1.661175,-28.743412
+Orthoptists,Healthcare Practitioners and Technical,13.067548,-14.536997
+Orthotists and Prosthetists,Healthcare Practitioners and Technical,37.47942,-7.061511
+Outdoor Power Equipment and Other Small Engine Mechanics,"Installation, Maintenance, and Repair",-31.572004,7.622358
+Packaging and Filling Machine Operators and Tenders,Production,-15.047696,13.97842
+"Packers and Packagers, Hand",Transportation and Material Moving,10.318977,-33.99842
+"Painters, Construction and Maintenance",Construction and Extraction,-22.335539,21.75383
+"Painting, Coating, and Decorating Workers",Production,-28.673004,14.3594265
+"Paper Goods Machine Setters, Operators, and Tenders",Production,-34.63641,3.0189524
+Paperhangers,Construction and Extraction,-24.790672,19.49626
+Paralegals and Legal Assistants,Legal,-24.559074,-25.441677
+Park Naturalists,"Life, Physical, and Social Science",-19.36203,-9.650491
+Parking Attendants,Transportation and Material Moving,-25.273495,-3.7771513
+Parking Enforcement Workers,Protective Service,5.6103296,8.510562
+Parts Salespersons,Sales and Related,-23.205975,-11.607324
+Passenger Attendants,Transportation and Material Moving,-31.79859,-20.057117
+Patient Representatives,Healthcare Practitioners and Technical,-3.9420378,-30.240578
+"Patternmakers, Metal and Plastic",Production,-24.250914,10.539874
+"Patternmakers, Wood",Production,-21.727661,12.166757
+"Paving, Surfacing, and Tamping Equipment Operators",Construction and Extraction,-9.981844,23.495285
+Payroll and Timekeeping Clerks,Office and Administrative Support,-8.782663,3.865536
+"Pediatricians, General",Healthcare Practitioners and Technical,-0.5928396,-25.70837
+Personal Care Aides,Healthcare Support,12.797873,-33.416656
+Personal Financial Advisors,Accountants and Auditors,9.829087,1.3033196
+Pest Control Workers,Building and Grounds Cleaning and Maintenance,-20.745132,4.591951
+"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Building and Grounds Cleaning and Maintenance,51.4961,-39.41889
+Petroleum Engineers,Architecture and Engineering,-1.5134562,-2.7267382
+"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Production,12.007492,23.104383
+Pharmacists,Healthcare Practitioners and Technical,19.030947,-1.1302106
+Pharmacy Aides,Healthcare Support,-15.629993,-4.473157
+Pharmacy Technicians,Healthcare Practitioners and Technical,-14.265012,5.0135984
+"Philosophy and Religion Teachers, Postsecondary",Educational Instruction and Library,30.29602,-8.108413
+Phlebotomists,Healthcare Support,18.728731,-5.2211704
+Photographers,"Arts, Design, Entertainment, Sports, and Media",19.270025,12.472937
+Photographic Process Workers and Processing Machine Operators,Production,19.256,27.242016
+Photonics Engineers,Architecture and Engineering,0.5963262,2.7559648
+Photonics Technicians,Architecture and Engineering,17.793993,24.814672
+Physical Medicine and Rehabilitation Physicians,Healthcare Practitioners and Technical,17.280842,-32.968426
+Physical Therapist Aides,Healthcare Support,16.349697,-11.245128
+Physical Therapist Assistants,Healthcare Support,16.955496,-9.999842
+Physical Therapists,Healthcare Practitioners and Technical,17.463936,-8.908233
+Physician Assistants,Healthcare Practitioners and Technical,-3.1690462,-26.878984
+"Physicians, Pathologists",Healthcare Practitioners and Technical,14.248534,-8.250705
+Physicists,"Life, Physical, and Social Science",-2.0989642,-13.750509
+"Physics Teachers, Postsecondary",Educational Instruction and Library,31.407629,-7.3701377
+Pile Driver Operators,Construction and Extraction,51.4961,-39.41889
+Pipelayers,Construction and Extraction,-31.802534,-11.699717
+Plasterers and Stucco Masons,Construction and Extraction,-25.053917,14.831466
+"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Production,16.191233,34.576584
+"Plumbers, Pipefitters, and Steamfitters",Construction and Extraction,20.15481,30.927351
+Podiatrists,Healthcare Practitioners and Technical,-1.4655334,-28.541996
+"Poets, Lyricists and Creative Writers","Arts, Design, Entertainment, Sports, and Media",-8.315448,-20.67303
+Police and Sheriff's Patrol Officers,Protective Service,6.2780533,9.82323
+Police Identification and Records Officers,Protective Service,-20.113445,-17.203386
+"Political Science Teachers, Postsecondary",Educational Instruction and Library,-1.4490198,-17.233194
+Political Scientists,"Life, Physical, and Social Science",-16.047215,-25.408415
+Postal Service Clerks,Office and Administrative Support,-13.090999,5.162624
+Postal Service Mail Carriers,Office and Administrative Support,-24.865227,-9.153694
+"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Office and Administrative Support,-27.79428,-11.043889
+Postmasters and Mail Superintendents,Management,34.32776,-14.135383
+"Potters, Manufacturing",Production,-13.13574,20.179838
+"Pourers and Casters, Metal",Production,-20.290932,8.696114
+Power Distributors and Dispatchers,Production,-21.546543,-6.4980927
+Power Plant Operators,Production,21.106476,24.931227
+Precision Agriculture Technicians,"Life, Physical, and Social Science",13.923753,14.979959
+Prepress Technicians and Workers,Production,13.440542,25.735924
+"Preschool Teachers, Except Special Education",Educational Instruction and Library,31.770723,14.15555
+"Pressers, Textile, Garment, and Related Materials",Production,13.1077175,28.590685
+Preventive Medicine Physicians,Healthcare Practitioners and Technical,1.9087708,-21.701649
+Print Binding and Finishing Workers,Production,11.919424,28.697874
+Printing Press Operators,Production,-12.392452,8.238374
+Private Detectives and Investigators,Protective Service,-4.2697134,-6.5680842
+Probation Officers and Correctional Treatment Specialists,Community and Social Service,25.810793,15.341465
+Procurement Clerks,Office and Administrative Support,-14.260814,-13.4941025
+Producers and Directors,"Arts, Design, Entertainment, Sports, and Media",29.645168,24.749094
+"Production, Planning, and Expediting Clerks",Office and Administrative Support,-11.273671,-11.617431
+Proofreaders and Copy Markers,Office and Administrative Support,36.370834,-10.981709
+"Property, Real Estate, and Community Association Managers",Management,22.782282,17.154202
+Prosthodontists,Healthcare Practitioners and Technical,38.27097,-7.2872515
+Psychiatric Aides,Healthcare Support,-4.068149,-21.924849
+Psychiatric Technicians,Healthcare Practitioners and Technical,14.87373,-32.878723
+Psychiatrists,Healthcare Practitioners and Technical,-3.359261,-26.441801
+"Psychology Teachers, Postsecondary",Educational Instruction and Library,8.949066,-6.121793
+Public Relations Specialists,"Arts, Design, Entertainment, Sports, and Media",15.074855,-31.278515
+Public Safety Telecommunicators,Office and Administrative Support,-14.797597,4.409829
+"Pump Operators, Except Wellhead Pumpers",Transportation and Material Moving,-22.81418,7.338819
+"Purchasing Agents, Except Wholesale, Retail, and Farm Products",Accountants and Auditors,-5.9759645,2.4546273
+Purchasing Managers,Management,-21.73171,-20.301579
+Quality Control Analysts,"Life, Physical, and Social Science",-7.635984,-7.819307
+Quality Control Systems Managers,Management,4.3091655,1.5593162
+Radiation Therapists,Healthcare Practitioners and Technical,15.268771,-2.234166
+Radio Frequency Identification Device Specialists,Architecture and Engineering,-6.583729,-11.372188
+"Radio, Cellular, and Tower Equipment Installers and Repairers","Installation, Maintenance, and Repair",21.024305,28.344173
+Radiologic Technologists and Technicians,Healthcare Practitioners and Technical,27.570272,19.215954
+Radiologists,Healthcare Practitioners and Technical,19.244349,0.2364969
+Rail Car Repairers,"Installation, Maintenance, and Repair",-11.754058,18.639574
+"Rail Yard Engineers, Dinkey Operators, and Hostlers",Transportation and Material Moving,4.3079557,21.877811
+Rail-Track Laying and Maintenance Equipment Operators,Construction and Extraction,-1.8597288,26.277613
+"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Transportation and Material Moving,4.6796513,21.819283
+Railroad Conductors and Yardmasters,Transportation and Material Moving,14.536726,-29.002468
+Range Managers,"Life, Physical, and Social Science",-5.6814613,-15.54464
+Real Estate Brokers,Sales and Related,13.878099,-30.888306
+Real Estate Sales Agents,Sales and Related,22.84588,16.838362
+Receptionists and Information Clerks,Office and Administrative Support,-23.348265,-7.3348236
+"Recreation and Fitness Studies Teachers, Postsecondary",Educational Instruction and Library,0.7023618,-16.62918
+Recreation Workers,Personal Care and Service,-6.8832107,0.8888074
+Recreational Therapists,Healthcare Practitioners and Technical,-3.9830105,-30.562065
+Recreational Vehicle Service Technicians,"Installation, Maintenance, and Repair",-32.14218,9.766485
+Recycling and Reclamation Workers,Transportation and Material Moving,-19.117369,12.918589
+Recycling Coordinators,Transportation and Material Moving,-6.7781243,1.1477001
+"Refractory Materials Repairers, Except Brickmasons","Installation, Maintenance, and Repair",-22.525934,16.859135
+Refuse and Recyclable Material Collectors,Transportation and Material Moving,-29.536873,-12.708261
+Registered Nurses,Healthcare Practitioners and Technical,36.842133,-3.825356
+Regulatory Affairs Managers,Management,4.7611513,1.0208303
+Regulatory Affairs Specialists,Accountants and Auditors,15.278002,13.705135
+Rehabilitation Counselors,Community and Social Service,19.01238,-30.780651
+Reinforcing Iron and Rebar Workers,Construction and Extraction,51.4961,-39.41889
+Remote Sensing Scientists and Technologists,"Life, Physical, and Social Science",-1.8325852,0.6938103
+Remote Sensing Technicians,"Life, Physical, and Social Science",-1.9870503,0.53627145
+Reservation and Transportation Ticket Agents and Travel Clerks,Office and Administrative Support,-23.50053,-3.4969978
+Residential Advisors,Personal Care and Service,7.481929,-5.8102293
+Respiratory Therapists,Healthcare Practitioners and Technical,23.732477,1.447371
+Retail Loss Prevention Specialists,Protective Service,-13.2292595,-12.465578
+Retail Salespersons,Sales and Related,-11.911403,-6.860862
+Riggers,"Installation, Maintenance, and Repair",-27.978315,9.378643
+Robotics Engineers,Architecture and Engineering,2.191857,4.7698526
+Robotics Technicians,Architecture and Engineering,-9.583098,18.760492
+"Rock Splitters, Quarry",Construction and Extraction,51.4961,-39.41889
+"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Production,-15.585256,15.631763
+"Roof Bolters, Mining",Construction and Extraction,-32.070698,-13.176924
+Roofers,Construction and Extraction,20.936974,30.094637
+"Rotary Drill Operators, Oil and Gas",Construction and Extraction,-0.3419147,23.833405
+"Roustabouts, Oil and Gas",Construction and Extraction,-30.565817,-7.8348203
+Sailors and Marine Oilers,Transportation and Material Moving,8.547568,33.76056
+Sales Engineers,Sales and Related,15.84353,-30.15897
+Sales Managers,Management,-10.62005,-4.064688
+"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Sales and Related,33.49343,-11.560549
+"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Sales and Related,13.134516,16.290571
+"Sawing Machine Setters, Operators, and Tenders, Wood",Production,2.9486637,27.826805
+School Psychologists,"Life, Physical, and Social Science",33.93417,-7.8423643
+Search Marketing Strategists,Accountants and Auditors,17.109879,17.91133
+"Secondary School Teachers, Except Special and Career/Technical Education",Educational Instruction and Library,29.81794,15.414734
+"Secretaries and Administrative Assistants, Except Legal, Medical, and Executive",Office and Administrative Support,22.717024,10.842045
+"Securities, Commodities, and Financial Services Sales Agents",Sales and Related,12.169654,2.913677
+Security and Fire Alarm Systems Installers,"Installation, Maintenance, and Repair",-25.960484,8.432489
+Security Guards,Protective Service,-23.063368,-8.918373
+Segmental Pavers,Construction and Extraction,-34.361233,-17.929173
+Self-Enrichment Teachers,Educational Instruction and Library,28.506199,15.203127
+Semiconductor Processing Technicians,Production,9.264573,23.612349
+"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Production,-17.675566,21.264982
+Septic Tank Servicers and Sewer Pipe Cleaners,Construction and Extraction,-9.890017,21.606884
+"Service Unit Operators, Oil and Gas",Construction and Extraction,-18.631475,8.121783
+Set and Exhibit Designers,"Arts, Design, Entertainment, Sports, and Media",28.450882,25.373514
+"Sewers, Hand",Production,-34.45504,-4.8581667
+Sewing Machine Operators,Production,10.553549,28.70446
+Shampooers,Personal Care and Service,51.4961,-39.41889
+Sheet Metal Workers,Construction and Extraction,7.953384,24.407745
+Ship Engineers,Transportation and Material Moving,14.236955,-30.127552
+"Shipping, Receiving, and Inventory Clerks",Office and Administrative Support,-29.584307,-15.783086
+Shoe and Leather Workers and Repairers,Production,14.311699,29.974522
+Shoe Machine Operators and Tenders,Production,-13.703254,22.202461
+Signal and Track Switch Repairers,"Installation, Maintenance, and Repair",-28.979717,5.738199
+Skincare Specialists,Personal Care and Service,-20.173792,-0.64491856
+Slaughterers and Meat Packers,Production,-35.11347,-3.2536442
+Social and Community Service Managers,Management,-12.218124,-15.190225
+Social and Human Service Assistants,Community and Social Service,35.275925,-8.242137
+Social Science Research Assistants,"Life, Physical, and Social Science",-13.9806795,-4.9608035
+"Social Work Teachers, Postsecondary",Educational Instruction and Library,1.5453756,-16.453348
+Sociologists,"Life, Physical, and Social Science",-14.727353,-21.555466
+"Sociology Teachers, Postsecondary",Educational Instruction and Library,31.801138,-7.810788
+Software Quality Assurance Analysts and Testers,Computer and Mathematical,5.854892,-0.07410322
+Soil and Plant Scientists,"Life, Physical, and Social Science",20.34654,17.43432
+Solar Energy Installation Managers,Construction and Extraction,-18.808767,-16.002016
+Solar Energy Systems Engineers,Architecture and Engineering,-15.0169115,-18.742739
+Solar Photovoltaic Installers,Construction and Extraction,6.922233,25.496185
+Solar Sales Representatives and Assessors,Sales and Related,-23.838902,-19.092724
+Solar Thermal Installers and Technicians,Construction and Extraction,-7.319486,27.791567
+Sound Engineering Technicians,"Arts, Design, Entertainment, Sports, and Media",-21.108606,-17.471983
+Spa Managers,Management,-21.643251,-19.515984
+"Special Education Teachers, Middle School",Educational Instruction and Library,19.255644,-32.67107
+"Special Education Teachers, Preschool",Educational Instruction and Library,31.302382,14.398996
+"Special Education Teachers, Secondary School",Educational Instruction and Library,19.39151,-32.76607
+Special Effects Artists and Animators,"Arts, Design, Entertainment, Sports, and Media",-11.885822,-0.8550545
+Speech-Language Pathologists,Healthcare Practitioners and Technical,18.768255,5.938429
+Speech-Language Pathology Assistants,Healthcare Support,31.139118,-11.327092
+Sports Medicine Physicians,Healthcare Practitioners and Technical,19.283598,-2.8406444
+Stationary Engineers and Boiler Operators,Production,9.222673,26.615442
+Statistical Assistants,Office and Administrative Support,-29.310946,-21.62144
+Statisticians,Computer and Mathematical,-5.5452237,-9.355372
+Stockers and Order Fillers,Transportation and Material Moving,17.753881,-28.363417
+"Stone Cutters and Carvers, Manufacturing",Production,-20.17327,12.352923
+Stonemasons,Construction and Extraction,-23.84077,15.683097
+Structural Iron and Steel Workers,Construction and Extraction,-11.33794,16.446735
+Structural Metal Fabricators and Fitters,Production,-1.9311241,28.619562
+Substance Abuse and Behavioral Disorder Counselors,Community and Social Service,36.01695,-5.3690534
+Subway and Streetcar Operators,Transportation and Material Moving,-31.087717,-18.301308
+Supply Chain Managers,Management,18.981575,16.42302
+Surgical Assistants,Healthcare Practitioners and Technical,21.930893,2.0061548
+Surgical Technologists,Healthcare Practitioners and Technical,-8.869779,-28.630886
+Survey Researchers,"Life, Physical, and Social Science",-16.848965,-9.478288
+Surveying and Mapping Technicians,Architecture and Engineering,21.925888,22.906183
+Surveyors,Architecture and Engineering,19.79757,12.189565
+Sustainability Specialists,Accountants and Auditors,-12.467795,-18.443283
+"Switchboard Operators, Including Answering Service",Office and Administrative Support,-22.789705,-7.074263
+"Tailors, Dressmakers, and Custom Sewers",Production,-8.371886,17.015133
+Talent Directors,"Arts, Design, Entertainment, Sports, and Media",-20.255756,-15.128107
+"Tank Car, Truck, and Ship Loaders",Transportation and Material Moving,-14.44542,15.295582
+Tapers,Construction and Extraction,-27.1585,18.850218
+"Tax Examiners and Collectors, and Revenue Agents",Accountants and Auditors,14.336764,12.739383
+Tax Preparers,Accountants and Auditors,36.616467,-11.516609
+"Teaching Assistants, Postsecondary",Educational Instruction and Library,0.54119277,-19.144022
+Team Assemblers,Production,-36.41673,-10.071586
+Technical Writers,"Arts, Design, Entertainment, Sports, and Media",-16.0982,-8.05398
+Telecommunications Engineering Specialists,Computer and Mathematical,11.347181,14.57468
+"Telecommunications Equipment Installers and Repairers, Except Line Installers","Installation, Maintenance, and Repair",20.870403,32.263287
+Telecommunications Line Installers and Repairers,"Installation, Maintenance, and Repair",-13.165727,15.355493
+Telemarketers,Sales and Related,-26.470098,-19.950386
+Telephone Operators,Office and Administrative Support,-26.580484,-16.107992
+Tellers,Office and Administrative Support,7.428624,14.942276
+Terrazzo Workers and Finishers,Construction and Extraction,18.019415,31.89402
+Textile Bleaching and Dyeing Machine Operators and Tenders,Production,-14.592184,19.550713
+"Textile Cutting Machine Setters, Operators, and Tenders",Production,-23.020695,5.014221
+"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Production,-19.314215,14.538559
+"Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders",Production,-14.026805,24.887505
+Tile and Stone Setters,Construction and Extraction,-7.191589,30.811968
+Timing Device Assemblers and Adjusters,Production,19.396357,-28.092278
+Tire Builders,Production,-21.074276,19.106869
+Tire Repairers and Changers,"Installation, Maintenance, and Repair",-8.32407,24.829762
+"Title Examiners, Abstractors, and Searchers",Legal,29.610043,-5.8813825
+Tool and Die Makers,Production,-15.949509,22.744802
+"Tool Grinders, Filers, and Sharpeners",Production,-14.023178,10.601992
+Tour Guides and Escorts,Personal Care and Service,-21.470358,-4.66343
+Traffic Technicians,Transportation and Material Moving,8.562243,11.235928
+Training and Development Managers,Management,-21.492086,-25.058302
+Training and Development Specialists,Accountants and Auditors,-8.087568,-16.107952
+Transit and Railroad Police,Protective Service,-26.111086,-13.274484
+Transportation Engineers,Architecture and Engineering,9.332559,11.584151
+Transportation Inspectors,Transportation and Material Moving,-9.032284,11.312928
+Transportation Planners,"Life, Physical, and Social Science",-6.655382,-17.194342
+Transportation Security Screeners,Protective Service,6.1349735,20.601702
+"Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation",Transportation and Material Moving,-4.5619507,6.5801864
+"Transportation, Storage, and Distribution Managers",Management,24.925058,15.594775
+Travel Agents,Sales and Related,51.4961,-39.41889
+Travel Guides,Personal Care and Service,-25.460358,-18.412354
+Treasurers and Controllers,Management,9.481458,5.6379757
+Tree Trimmers and Pruners,Building and Grounds Cleaning and Maintenance,8.708712,26.073786
+Tutors,Educational Instruction and Library,5.1614265,-11.0329075
+"Umpires, Referees, and Other Sports Officials","Arts, Design, Entertainment, Sports, and Media",-18.319597,-12.787068
+Upholsterers,Production,-5.2472596,26.925694
+Urban and Regional Planners,"Life, Physical, and Social Science",19.632587,10.70298
+Urologists,Healthcare Practitioners and Technical,14.382721,-15.19924
+"Ushers, Lobby Attendants, and Ticket Takers",Personal Care and Service,-23.72291,-5.7275615
+Validation Engineers,Architecture and Engineering,3.1961691,0.98439646
+Veterinarians,Healthcare Practitioners and Technical,13.961113,-7.11753
+Veterinary Assistants and Laboratory Animal Caretakers,Healthcare Support,14.846652,-34.098454
+Veterinary Technologists and Technicians,Healthcare Practitioners and Technical,36.61861,-1.3862269
+Video Game Designers,Computer and Mathematical,4.5268674,-0.5169612
+Waiters and Waitresses,Food Preparation and Serving Related,-3.6722422,20.030489
+Watch and Clock Repairers,"Installation, Maintenance, and Repair",-32.524326,7.107818
+Water and Wastewater Treatment Plant and System Operators,Production,51.4961,-39.41889
+Water Resource Specialists,Management,-2.8490577,4.396615
+Water/Wastewater Engineers,Architecture and Engineering,19.41265,18.364183
+Weatherization Installers and Technicians,Construction and Extraction,-22.989641,14.730352
+Web Administrators,Computer and Mathematical,12.680079,13.775481
+Web Developers,Computer and Mathematical,10.363769,13.188341
+"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Office and Administrative Support,8.781125,21.055029
+"Welders, Cutters, Solderers, and Brazers",Production,17.34817,35.1962
+"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Production,3.6289227,28.96806
+Wellhead Pumpers,Transportation and Material Moving,-30.065767,-7.7654867
+"Wholesale and Retail Buyers, Except Farm Products",Accountants and Auditors,-11.37307,-8.014168
+Wind Energy Development Managers,Management,-10.208291,-15.2375
+Wind Energy Engineers,Architecture and Engineering,-8.441772,-10.6669235
+Wind Energy Operations Managers,Management,-19.441147,-16.086998
+Wind Turbine Service Technicians,"Installation, Maintenance, and Repair",-28.860916,4.651924
+"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Production,16.681993,28.444115
+Word Processors and Typists,Office and Administrative Support,-22.328985,-2.4928634