initial commit

Dockerfile

@@ -0,0 +1,11 @@
+FROM python:3.10
+WORKDIR /app
+COPY requirements.txt .
+RUN pip3 install --no-cache-dir --upgrade -r requirements.txt && \
+    useradd -m -u 1000 user
+USER user
+ENV HOME=/home/user \
+	PATH=/home/user/.local/bin:$PATH
+WORKDIR $HOME/app
+COPY --chown=user . $HOME/app
+CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "7860"]

LICENSE

@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2022 Vincent D. Warmerdam
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

README.md

@@ -0,0 +1,48 @@
+# Pathfinder
+![logo](./static/PF.png)   
+
+## Purpose: 
+#### This is a web application designed to allow job-seekers to learn more about various occupations and explore their future career path. See below for details and page descriptions. If you like the app, please star and/or fork and check back frequently for future releases. 
+
+Note: This is an in-progress FastAPI version of the "ONET-Application" Flask app in my repo.
+
+## To Access the App:
+#### Note:
+* You must have python3.10.9 installed.
+
+#### In a terminal run the following commands:
+
+```
+pip3 install --user virtualenv
+git clone https://github.com/celise88/ONET-Application.git
+```
+
+```
+cd Pathfinder
+python3 -m venv .venv
+source .venv/bin/activate
+pip3 install -r requirements.txt
+uvicorn main:app
+```
+
+And navigate to http://localhost:8000/ in your browser
+
+(Advanced: You can also use the Dockerfile in the repo to build an image and run a container.)
+
+## Page Descriptions:
+
+### Home Page:
+#### Select a job title from the dropdown and click submit to get information about the selected job.
+
+![Page1](./static/main/Page1.png)
+
+### Job Neighborhoods Page:
+#### Click on the "Explore Job Neighborhoods" link to see which job neighborhood(s) your job(s) of interest occupy. 
+
+![Page2](./static/main/Page2.png)
+
+#### *Please see the version history below for a description of the models and algorithms underlying the app functionality. 
+
+## Version history:
+ 
+* Initial commit - 2/3/2023 - Allows users to select a job title to learn more about and get a brief description of the selected job and the major tasks involved, which is dynamically scraped from https://onetonline.org. The job neighborhoods page was generated by using Co:here AI's LLM to embed ONET's task statements and subsequently performing dimension reduction using t-SNE to get a 2-D representation of job "clusters." The distance between jobs in the plot corresponds to how similar they are to one another - i.e., more similar jobs (according to the tasks involved in the job) will appear more closely "clustered" on the plot.

main.py

@@ -0,0 +1,76 @@
+from fastapi import FastAPI, Request, Form, File, Query, Depends
+from fastapi.templating import Jinja2Templates
+from fastapi.staticfiles import StaticFiles
+from fastapi.responses import HTMLResponse
+import pandas as pd
+import requests
+from bs4 import BeautifulSoup
+from cleantext import clean
+from typing import List, Optional
+import json
+
+app = FastAPI()
+app.mount("/static", StaticFiles(directory='static'), name="static")
+templates = Jinja2Templates(directory="templates/")
+
+onet = pd.read_csv('static/ONET_JobTitles.csv')
+coheredat = pd.read_csv('static/cohere_tSNE_dat.csv')
+simdat = pd.read_csv('static/cohere_embeddings.csv')
+
+### job information center ###
+# get
+@app.get("/")
+def render_job_list(request: Request):
+    joblist = onet['JobTitle']
+    return templates.TemplateResponse('job_list.html', context={'request': request, 'joblist': joblist})
+
+# post
+@app.post("/")
+def render_job_info(request: Request, jobtitle: str = Form(enum=[x for x in onet['JobTitle']])):
+    
+    def remove_new_line(value):
+        return ''.join(value.splitlines())
+
+    joblist = onet['JobTitle']
+
+    if jobtitle: 
+        onetCode = onet.loc[onet['JobTitle'] == jobtitle, 'onetCode']
+        onetCode = onetCode.reindex().tolist()[0]
+        headers = {'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/14.1.2 Safari/605.1.15'}
+        url = "https://www.onetonline.org/link/summary/" + onetCode
+        response = requests.get(url, headers=headers)
+        soup = BeautifulSoup(response.text, 'html.parser')
+        jobdescription = soup.p.get_text()
+                
+        url = "https://www.onetonline.org/link/result/" + onetCode + "?c=tk&n_tk=0&s_tk=IM&c_tk=0"
+        response = requests.get(url, headers=headers)
+        soup = BeautifulSoup(response.text, 'html.parser')
+        tasks = str(soup.get_text('reportsubdesc')).replace("reportsubdesc", " ").replace("ImportanceCategoryTask ", "")
+        tasks = clean(tasks)
+        tasks = tasks.split('show all show top 10')[1]
+        tasks = tasks.split('occupations related to multiple tasks')[0]
+        tasks = remove_new_line(tasks).replace("related occupations", " ").replace("core", " - ").replace(" )importance category task", "").replace(" find ", "")
+        tasks = tasks.split(". ")
+        tasks = [''.join(map(lambda c: '' if c in '0123456789-' else c, task)) for task in tasks]
+        return templates.TemplateResponse('job_list.html', context={
+            'request': request, 
+            'joblist': joblist, 
+            'jobtitle': jobtitle, 
+            'jobdescription': jobdescription, 
+            'tasks': tasks})
+
+### job neighborhoods ###
+@app.get("/explore-job-neighborhoods/", response_class=HTMLResponse)
+async def render_job_neighborhoods(request: Request):
+    return templates.TemplateResponse('job_neighborhoods.html', context={'request': request})
+
+### find my match ###
+# get
+@app.get("find_my_match.html", response_class=HTMLResponse)
+async def render_matches(request: Request):
+    pass
+
+# post
+@app.post("find_my_match.html", response_class=HTMLResponse)
+async def render_matches(request: Request, resume: str = File(...)):
+    pass

requirements.txt

@@ -0,0 +1,8 @@
+fastapi==0.89.1
+uvicorn==0.20.0
+pandas==1.5.3
+jinja2==3.1.2
+clean-text==0.6.0
+unidecode==1.3.6
+requests==2.28.2
+bs4==0.0.1

static/ONET_JobTitles.csv

@@ -0,0 +1,874 @@
+onetCode,JobTitle,Category
+13-2011.00,Accountants and Auditors,Accountants and Auditors
+27-2011.00,Actors,"Arts, Design, Entertainment, Sports, and Media"
+15-2011.00,Actuaries,Computer and Mathematical
+29-1291.00,Acupuncturists,Healthcare Practitioners and Technical
+29-1141.01,Acute Care Nurses,Healthcare Practitioners and Technical
+25-2059.01,Adapted Physical Education Specialists,Educational Instruction and Library
+51-9191.00,Adhesive Bonding Machine Operators and Tenders,Production
+23-1021.00,"Administrative Law Judges, Adjudicators, and Hearing Officers",Legal
+11-3012.00,Administrative Services Managers,Management
+25-3011.00,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Educational Instruction and Library
+29-1141.02,Advanced Practice Psychiatric Nurses,Healthcare Practitioners and Technical
+11-2011.00,Advertising and Promotions Managers,Management
+41-3011.00,Advertising Sales Agents,Sales and Related
+17-3021.00,Aerospace Engineering and Operations Technologists and Technicians,Architecture and Engineering
+17-2011.00,Aerospace Engineers,Architecture and Engineering
+13-1011.00,"Agents and Business Managers of Artists, Performers, and Athletes",Accountants and Auditors
+17-2021.00,Agricultural Engineers,Architecture and Engineering
+45-2091.00,Agricultural Equipment Operators,"Farming, Fishing, and Forestry"
+45-2011.00,Agricultural Inspectors,"Farming, Fishing, and Forestry"
+25-1041.00,"Agricultural Sciences Teachers, Postsecondary",Educational Instruction and Library
+19-4012.00,Agricultural Technicians,"Life, Physical, and Social Science"
+53-2021.00,Air Traffic Controllers,Transportation and Material Moving
+53-1041.00,Aircraft Cargo Handling Supervisors,Transportation and Material Moving
+49-3011.00,Aircraft Mechanics and Service Technicians,"Installation, Maintenance, and Repair"
+51-2011.00,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Production
+53-2022.00,Airfield Operations Specialists,Transportation and Material Moving
+53-2011.00,"Airline Pilots, Copilots, and Flight Engineers",Transportation and Material Moving
+29-1229.01,Allergists and Immunologists,Healthcare Practitioners and Technical
+53-3011.00,"Ambulance Drivers and Attendants, Except Emergency Medical Technicians",Transportation and Material Moving
+39-3091.00,Amusement and Recreation Attendants,Personal Care and Service
+29-1071.01,Anesthesiologist Assistants,Healthcare Practitioners and Technical
+29-1211.00,Anesthesiologists,Healthcare Practitioners and Technical
+45-2021.00,Animal Breeders,"Farming, Fishing, and Forestry"
+39-2021.00,Animal Caretakers,Personal Care and Service
+33-9011.00,Animal Control Workers,Protective Service
+19-1011.00,Animal Scientists,"Life, Physical, and Social Science"
+39-2011.00,Animal Trainers,Personal Care and Service
+19-3091.00,Anthropologists and Archeologists,"Life, Physical, and Social Science"
+25-1061.00,"Anthropology and Archeology Teachers, Postsecondary",Educational Instruction and Library
+13-2023.00,Appraisers and Assessors of Real Estate,Accountants and Auditors
+23-1022.00,"Arbitrators, Mediators, and Conciliators",Legal
+17-1011.00,"Architects, Except Landscape and Naval",Architecture and Engineering
+17-3011.00,Architectural and Civil Drafters,Architecture and Engineering
+11-9041.00,Architectural and Engineering Managers,Management
+25-1031.00,"Architecture Teachers, Postsecondary",Educational Instruction and Library
+25-4011.00,Archivists,Educational Instruction and Library
+25-1062.00,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Educational Instruction and Library
+27-1011.00,Art Directors,"Arts, Design, Entertainment, Sports, and Media"
+29-1129.01,Art Therapists,Healthcare Practitioners and Technical
+25-1121.00,"Art, Drama, and Music Teachers, Postsecondary",Educational Instruction and Library
+19-2011.00,Astronomers,"Life, Physical, and Social Science"
+27-2021.00,Athletes and Sports Competitors,"Arts, Design, Entertainment, Sports, and Media"
+29-9091.00,Athletic Trainers,Healthcare Practitioners and Technical
+19-2021.00,Atmospheric and Space Scientists,"Life, Physical, and Social Science"
+25-1051.00,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Educational Instruction and Library
+27-4011.00,Audio and Video Technicians,"Arts, Design, Entertainment, Sports, and Media"
+29-1181.00,Audiologists,Healthcare Practitioners and Technical
+49-2097.00,Audiovisual Equipment Installers and Repairers,"Installation, Maintenance, and Repair"
+53-6031.00,Automotive and Watercraft Service Attendants,Transportation and Material Moving
+49-3021.00,Automotive Body and Related Repairers,"Installation, Maintenance, and Repair"
+17-3027.01,Automotive Engineering Technicians,Architecture and Engineering
+17-2141.02,Automotive Engineers,Architecture and Engineering
+49-3022.00,Automotive Glass Installers and Repairers,"Installation, Maintenance, and Repair"
+49-3023.00,Automotive Service Technicians and Mechanics,"Installation, Maintenance, and Repair"
+53-6051.01,Aviation Inspectors,Transportation and Material Moving
+49-2091.00,Avionics Technicians,"Installation, Maintenance, and Repair"
+39-6011.00,Baggage Porters and Bellhops,Personal Care and Service
+33-3011.00,Bailiffs,Protective Service
+51-3011.00,Bakers,Production
+39-5011.00,Barbers,Personal Care and Service
+35-3023.01,Baristas,Food Preparation and Serving Related
+35-3011.00,Bartenders,Food Preparation and Serving Related
+49-3091.00,Bicycle Repairers,"Installation, Maintenance, and Repair"
+43-3011.00,Bill and Account Collectors,Office and Administrative Support
+43-3021.00,Billing and Posting Clerks,Office and Administrative Support
+19-1021.00,Biochemists and Biophysicists,"Life, Physical, and Social Science"
+17-2031.00,Bioengineers and Biomedical Engineers,Architecture and Engineering
+51-8099.01,Biofuels Processing Technicians,Production
+11-3051.03,Biofuels Production Managers,Management
+11-9041.01,Biofuels/Biodiesel Technology and Product Development Managers,Management
+19-1029.01,Bioinformatics Scientists,"Life, Physical, and Social Science"
+15-2099.01,Bioinformatics Technicians,Computer and Mathematical
+25-1042.00,"Biological Science Teachers, Postsecondary",Educational Instruction and Library
+19-4021.00,Biological Technicians,"Life, Physical, and Social Science"
+19-1029.04,Biologists,"Life, Physical, and Social Science"
+51-8013.03,Biomass Plant Technicians,Production
+11-3051.04,Biomass Power Plant Managers,Management
+15-2041.01,Biostatisticians,Computer and Mathematical
+47-2011.00,Boilermakers,Construction and Extraction
+43-3031.00,"Bookkeeping, Accounting, and Auditing Clerks",Office and Administrative Support
+47-2021.00,Brickmasons and Blockmasons,Construction and Extraction
+53-6011.00,Bridge and Lock Tenders,Transportation and Material Moving
+27-3011.00,Broadcast Announcers and Radio Disc Jockeys,"Arts, Design, Entertainment, Sports, and Media"
+27-4012.00,Broadcast Technicians,"Arts, Design, Entertainment, Sports, and Media"
+43-4011.00,Brokerage Clerks,Office and Administrative Support
+11-9199.11,Brownfield Redevelopment Specialists and Site Managers,Management
+13-2031.00,Budget Analysts,Accountants and Auditors
+49-3031.00,Bus and Truck Mechanics and Diesel Engine Specialists,"Installation, Maintenance, and Repair"
+53-3052.00,"Bus Drivers, Transit and Intercity",Transportation and Material Moving
+13-1199.04,Business Continuity Planners,Accountants and Auditors
+15-2051.01,Business Intelligence Analysts,Computer and Mathematical
+25-1011.00,"Business Teachers, Postsecondary",Educational Instruction and Library
+51-3021.00,Butchers and Meat Cutters,Production
+13-1021.00,"Buyers and Purchasing Agents, Farm Products",Accountants and Auditors
+51-7011.00,Cabinetmakers and Bench Carpenters,Production
+49-9061.00,Camera and Photographic Equipment Repairers,"Installation, Maintenance, and Repair"
+27-4031.00,"Camera Operators, Television, Video, and Film","Arts, Design, Entertainment, Sports, and Media"
+53-5021.00,"Captains, Mates, and Pilots of Water Vessels",Transportation and Material Moving
+29-2031.00,Cardiovascular Technologists and Technicians,Healthcare Practitioners and Technical
+25-2023.00,"Career/Technical Education Teachers, Middle School",Educational Instruction and Library
+25-1194.00,"Career/Technical Education Teachers, Postsecondary",Educational Instruction and Library
+25-2032.00,"Career/Technical Education Teachers, Secondary School",Educational Instruction and Library
+43-5011.00,Cargo and Freight Agents,Office and Administrative Support
+47-2031.00,Carpenters,Construction and Extraction
+47-2041.00,Carpet Installers,Construction and Extraction
+17-1021.00,Cartographers and Photogrammetrists,Architecture and Engineering
+41-2011.00,Cashiers,Sales and Related
+47-2051.00,Cement Masons and Concrete Finishers,Construction and Extraction
+35-1011.00,Chefs and Head Cooks,Food Preparation and Serving Related
+17-2041.00,Chemical Engineers,Architecture and Engineering
+51-9011.00,Chemical Equipment Operators and Tenders,Production
+51-8091.00,Chemical Plant and System Operators,Production
+19-4031.00,Chemical Technicians,"Life, Physical, and Social Science"
+25-1052.00,"Chemistry Teachers, Postsecondary",Educational Instruction and Library
+19-2031.00,Chemists,"Life, Physical, and Social Science"
+11-1011.00,Chief Executives,Management
+11-1011.03,Chief Sustainability Officers,Management
+21-1021.00,"Child, Family, and School Social Workers",Community and Social Service
+39-9011.00,Childcare Workers,Personal Care and Service
+29-1011.00,Chiropractors,Healthcare Practitioners and Technical
+27-2032.00,Choreographers,"Arts, Design, Entertainment, Sports, and Media"
+17-3022.00,Civil Engineering Technologists and Technicians,Architecture and Engineering
+17-2051.00,Civil Engineers,Architecture and Engineering
+13-1031.00,"Claims Adjusters, Examiners, and Investigators",Accountants and Auditors
+53-7061.00,Cleaners of Vehicles and Equipment,Transportation and Material Moving
+51-9192.00,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Production
+21-2011.00,Clergy,Community and Social Service
+19-2041.01,Climate Change Policy Analysts,"Life, Physical, and Social Science"
+19-3033.00,Clinical and Counseling Psychologists,"Life, Physical, and Social Science"
+15-2051.02,Clinical Data Managers,Computer and Mathematical
+29-1141.04,Clinical Nurse Specialists,Healthcare Practitioners and Technical
+11-9121.01,Clinical Research Coordinators,Management
+27-2022.00,Coaches and Scouts,"Arts, Design, Entertainment, Sports, and Media"
+51-9124.00,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Production
+51-2021.00,"Coil Winders, Tapers, and Finishers",Production
+49-9091.00,"Coin, Vending, and Amusement Machine Servicers and Repairers","Installation, Maintenance, and Repair"
+27-1021.00,Commercial and Industrial Designers,"Arts, Design, Entertainment, Sports, and Media"
+49-9092.00,Commercial Divers,"Installation, Maintenance, and Repair"
+53-2012.00,Commercial Pilots,Transportation and Material Moving
+25-1122.00,"Communications Teachers, Postsecondary",Educational Instruction and Library
+21-1094.00,Community Health Workers,Community and Social Service
+11-3111.00,Compensation and Benefits Managers,Management
+13-1141.00,"Compensation, Benefits, and Job Analysis Specialists",Accountants and Auditors
+11-9199.02,Compliance Managers,Management
+13-1041.00,Compliance Officers,Accountants and Auditors
+15-1221.00,Computer and Information Research Scientists,Computer and Mathematical
+11-3021.00,Computer and Information Systems Managers,Management
+17-2061.00,Computer Hardware Engineers,Architecture and Engineering
+15-1241.00,Computer Network Architects,Computer and Mathematical
+15-1231.00,Computer Network Support Specialists,Computer and Mathematical
+51-9161.00,Computer Numerically Controlled Tool Operators,Production
+51-9162.00,Computer Numerically Controlled Tool Programmers,Production
+15-1251.00,Computer Programmers,Computer and Mathematical
+25-1021.00,"Computer Science Teachers, Postsecondary",Educational Instruction and Library
+15-1211.00,Computer Systems Analysts,Computer and Mathematical
+15-1299.08,Computer Systems Engineers/Architects,Computer and Mathematical
+15-1232.00,Computer User Support Specialists,Computer and Mathematical
+49-2011.00,"Computer, Automated Teller, and Office Machine Repairers","Installation, Maintenance, and Repair"
+39-6012.00,Concierges,Personal Care and Service
+19-1031.00,Conservation Scientists,"Life, Physical, and Social Science"
+47-4011.00,Construction and Building Inspectors,Construction and Extraction
+47-2061.00,Construction Laborers,Construction and Extraction
+11-9021.00,Construction Managers,Management
+47-5041.00,Continuous Mining Machine Operators,Construction and Extraction
+49-9012.00,"Control and Valve Installers and Repairers, Except Mechanical Door","Installation, Maintenance, and Repair"
+53-7011.00,Conveyor Operators and Tenders,Transportation and Material Moving
+35-2011.00,"Cooks, Fast Food",Food Preparation and Serving Related
+35-2012.00,"Cooks, Institution and Cafeteria",Food Preparation and Serving Related
+35-2013.00,"Cooks, Private Household",Food Preparation and Serving Related
+35-2014.00,"Cooks, Restaurant",Food Preparation and Serving Related
+35-2015.00,"Cooks, Short Order",Food Preparation and Serving Related
+51-9193.00,Cooling and Freezing Equipment Operators and Tenders,Production
+13-1041.06,Coroners,Accountants and Auditors
+33-3012.00,Correctional Officers and Jailers,Protective Service
+43-4021.00,Correspondence Clerks,Office and Administrative Support
+13-1051.00,Cost Estimators,Accountants and Auditors
+39-3092.00,Costume Attendants,Personal Care and Service
+41-2021.00,Counter and Rental Clerks,Sales and Related
+43-5021.00,Couriers and Messengers,Office and Administrative Support
+27-3092.00,Court Reporters and Simultaneous Captioners,"Arts, Design, Entertainment, Sports, and Media"
+43-4031.00,"Court, Municipal, and License Clerks",Office and Administrative Support
+27-1012.00,Craft Artists,"Arts, Design, Entertainment, Sports, and Media"
+53-7021.00,Crane and Tower Operators,Transportation and Material Moving
+13-2041.00,Credit Analysts,Accountants and Auditors
+43-4041.00,"Credit Authorizers, Checkers, and Clerks",Office and Administrative Support
+13-2071.00,Credit Counselors,Accountants and Auditors
+25-1111.00,"Criminal Justice and Law Enforcement Teachers, Postsecondary",Educational Instruction and Library
+29-1141.03,Critical Care Nurses,Healthcare Practitioners and Technical
+33-9091.00,Crossing Guards and Flaggers,Protective Service
+51-9021.00,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Production
+25-4012.00,Curators,Educational Instruction and Library
+43-4051.00,Customer Service Representatives,Office and Administrative Support
+33-3051.04,Customs and Border Protection Officers,Protective Service
+13-1041.08,Customs Brokers,Accountants and Auditors
+51-9031.00,"Cutters and Trimmers, Hand",Production
+51-9032.00,"Cutting and Slicing Machine Setters, Operators, and Tenders",Production
+51-4031.00,"Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",Production
+29-2011.01,Cytogenetic Technologists,Healthcare Practitioners and Technical
+29-2011.02,Cytotechnologists,Healthcare Practitioners and Technical
+27-2031.00,Dancers,"Arts, Design, Entertainment, Sports, and Media"
+43-9021.00,Data Entry Keyers,Office and Administrative Support
+15-1243.01,Data Warehousing Specialists,Computer and Mathematical
+15-1242.00,Database Administrators,Computer and Mathematical
+15-1243.00,Database Architects,Computer and Mathematical
+41-9011.00,Demonstrators and Product Promoters,Sales and Related
+31-9091.00,Dental Assistants,Healthcare Support
+29-1292.00,Dental Hygienists,Healthcare Practitioners and Technical
+51-9081.00,Dental Laboratory Technicians,Production
+29-1021.00,"Dentists, General",Healthcare Practitioners and Technical
+29-1213.00,Dermatologists,Healthcare Practitioners and Technical
+47-5011.00,"Derrick Operators, Oil and Gas",Construction and Extraction
+43-9031.00,Desktop Publishers,Office and Administrative Support
+33-3021.00,Detectives and Criminal Investigators,Protective Service
+29-2032.00,Diagnostic Medical Sonographers,Healthcare Practitioners and Technical
+29-2051.00,Dietetic Technicians,Healthcare Practitioners and Technical
+29-1031.00,Dietitians and Nutritionists,Healthcare Practitioners and Technical
+35-9011.00,Dining Room and Cafeteria Attendants and Bartender Helpers,Food Preparation and Serving Related
+21-2021.00,"Directors, Religious Activities and Education",Community and Social Service
+35-9021.00,Dishwashers,Food Preparation and Serving Related
+43-5032.00,"Dispatchers, Except Police, Fire, and Ambulance",Office and Administrative Support
+15-1299.03,Document Management Specialists,Computer and Mathematical
+41-9091.00,"Door-to-Door Sales Workers, News and Street Vendors, and Related Workers",Sales and Related
+53-7031.00,Dredge Operators,Transportation and Material Moving
+51-4032.00,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Production
+53-3031.00,Driver/Sales Workers,Transportation and Material Moving
+47-2081.00,Drywall and Ceiling Tile Installers,Construction and Extraction
+47-5023.00,"Earth Drillers, Except Oil and Gas",Construction and Extraction
+25-1063.00,"Economics Teachers, Postsecondary",Educational Instruction and Library
+19-3011.00,Economists,"Life, Physical, and Social Science"
+27-3041.00,Editors,"Arts, Design, Entertainment, Sports, and Media"
+11-9032.00,"Education Administrators, Kindergarten through Secondary",Management
+11-9033.00,"Education Administrators, Postsecondary",Management
+11-9031.00,"Education and Childcare Administrators, Preschool and Daycare",Management
+25-1081.00,"Education Teachers, Postsecondary",Educational Instruction and Library
+21-1012.00,"Educational, Guidance, and Career Counselors and Advisors",Community and Social Service
+49-2092.00,"Electric Motor, Power Tool, and Related Repairers","Installation, Maintenance, and Repair"
+17-3023.00,Electrical and Electronic Engineering Technologists and Technicians,Architecture and Engineering
+51-2022.00,Electrical and Electronic Equipment Assemblers,Production
+17-3012.00,Electrical and Electronics Drafters,Architecture and Engineering
+49-2093.00,"Electrical and Electronics Installers and Repairers, Transportation Equipment","Installation, Maintenance, and Repair"
+49-2094.00,"Electrical and Electronics Repairers, Commercial and Industrial Equipment","Installation, Maintenance, and Repair"
+49-2095.00,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay","Installation, Maintenance, and Repair"
+17-2071.00,Electrical Engineers,Architecture and Engineering
+49-9051.00,Electrical Power-Line Installers and Repairers,"Installation, Maintenance, and Repair"
+47-2111.00,Electricians,Construction and Extraction
+17-3024.00,Electro-Mechanical and Mechatronics Technologists and Technicians,Architecture and Engineering
+51-2023.00,Electromechanical Equipment Assemblers,Production
+49-2096.00,"Electronic Equipment Installers and Repairers, Motor Vehicles","Installation, Maintenance, and Repair"
+17-2072.00,"Electronics Engineers, Except Computer",Architecture and Engineering
+25-2021.00,"Elementary School Teachers, Except Special Education",Educational Instruction and Library
+47-4021.00,Elevator and Escalator Installers and Repairers,Construction and Extraction
+43-4061.00,"Eligibility Interviewers, Government Programs",Office and Administrative Support
+39-4011.00,Embalmers,Personal Care and Service
+11-9161.00,Emergency Management Directors,Management
+31-9099.02,Endoscopy Technicians,Healthcare Support
+47-4011.01,Energy Auditors,Construction and Extraction
+17-2199.03,"Energy Engineers, Except Wind and Solar",Architecture and Engineering
+51-2031.00,Engine and Other Machine Assemblers,Production
+25-1032.00,"Engineering Teachers, Postsecondary",Educational Instruction and Library
+25-1123.00,"English Language and Literature Teachers, Postsecondary",Educational Instruction and Library
+13-1041.01,Environmental Compliance Inspectors,Accountants and Auditors
+19-3011.01,Environmental Economists,"Life, Physical, and Social Science"
+17-3025.00,Environmental Engineering Technologists and Technicians,Architecture and Engineering
+17-2081.00,Environmental Engineers,Architecture and Engineering
+19-2041.02,Environmental Restoration Planners,"Life, Physical, and Social Science"
+19-4042.00,"Environmental Science and Protection Technicians, Including Health","Life, Physical, and Social Science"
+25-1053.00,"Environmental Science Teachers, Postsecondary",Educational Instruction and Library
+19-2041.00,"Environmental Scientists and Specialists, Including Health","Life, Physical, and Social Science"
+19-1041.00,Epidemiologists,"Life, Physical, and Social Science"
+13-1041.03,Equal Opportunity Representatives and Officers,Accountants and Auditors
+51-9194.00,Etchers and Engravers,Production
+47-5022.00,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Construction and Extraction
+43-6011.00,Executive Secretaries and Executive Administrative Assistants,Office and Administrative Support
+29-1128.00,Exercise Physiologists,Healthcare Practitioners and Technical
+39-9031.00,Exercise Trainers and Group Fitness Instructors,Personal Care and Service
+47-5032.00,"Explosives Workers, Ordnance Handling Experts, and Blasters",Construction and Extraction
+51-4021.00,"Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic",Production
+51-6091.00,"Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers",Production
+51-9041.00,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Production
+51-6092.00,Fabric and Apparel Patternmakers,Production
+45-4021.00,Fallers,"Farming, Fishing, and Forestry"
+25-1192.00,"Family and Consumer Sciences Teachers, Postsecondary",Educational Instruction and Library
+29-1215.00,Family Medicine Physicians,Healthcare Practitioners and Technical
+25-9021.00,Farm and Home Management Educators,Educational Instruction and Library
+49-3041.00,Farm Equipment Mechanics and Service Technicians,"Installation, Maintenance, and Repair"
+13-1074.00,Farm Labor Contractors,Accountants and Auditors
+11-9013.00,"Farmers, Ranchers, and Other Agricultural Managers",Management
+45-2092.00,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse","Farming, Fishing, and Forestry"
+45-2093.00,"Farmworkers, Farm, Ranch, and Aquacultural Animals","Farming, Fishing, and Forestry"
+27-1022.00,Fashion Designers,"Arts, Design, Entertainment, Sports, and Media"
+35-3023.00,Fast Food and Counter Workers,Food Preparation and Serving Related
+47-4031.00,Fence Erectors,Construction and Extraction
+51-2051.00,Fiberglass Laminators and Fabricators,Production
+43-4071.00,File Clerks,Office and Administrative Support
+27-4032.00,Film and Video Editors,"Arts, Design, Entertainment, Sports, and Media"
+13-2061.00,Financial Examiners,Accountants and Auditors
+11-3031.00,Financial Managers,Management
+13-2099.01,Financial Quantitative Analysts,Accountants and Auditors
+27-1013.00,"Fine Artists, Including Painters, Sculptors, and Illustrators","Arts, Design, Entertainment, Sports, and Media"
+33-2021.00,Fire Inspectors and Investigators,Protective Service
+17-2111.02,Fire-Prevention and Protection Engineers,Architecture and Engineering
+33-2011.00,Firefighters,Protective Service
+47-1011.00,First-Line Supervisors of Construction Trades and Extraction Workers,Construction and Extraction
+33-1011.00,First-Line Supervisors of Correctional Officers,Protective Service
+45-1011.00,"First-Line Supervisors of Farming, Fishing, and Forestry Workers","Farming, Fishing, and Forestry"
+33-1021.00,First-Line Supervisors of Firefighting and Prevention Workers,Protective Service
+35-1012.00,First-Line Supervisors of Food Preparation and Serving Workers,Food Preparation and Serving Related
+39-1013.00,First-Line Supervisors of Gambling Services Workers,Personal Care and Service
+53-1042.00,"First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand",Transportation and Material Moving
+37-1011.00,First-Line Supervisors of Housekeeping and Janitorial Workers,Building and Grounds Cleaning and Maintenance
+37-1012.00,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Building and Grounds Cleaning and Maintenance
+53-1043.00,First-Line Supervisors of Material-Moving Machine and Vehicle Operators,Transportation and Material Moving
+49-1011.00,"First-Line Supervisors of Mechanics, Installers, and Repairers","Installation, Maintenance, and Repair"
+41-1012.00,First-Line Supervisors of Non-Retail Sales Workers,Sales and Related
+43-1011.00,First-Line Supervisors of Office and Administrative Support Workers,Office and Administrative Support
+39-1022.00,First-Line Supervisors of Personal Service Workers,Personal Care and Service
+33-1012.00,First-Line Supervisors of Police and Detectives,Protective Service
+51-1011.00,First-Line Supervisors of Production and Operating Workers,Production
+41-1011.00,First-Line Supervisors of Retail Sales Workers,Sales and Related
+33-3031.00,Fish and Game Wardens,Protective Service
+45-3031.00,Fishing and Hunting Workers,"Farming, Fishing, and Forestry"
+11-9179.01,Fitness and Wellness Coordinators,Management
+53-2031.00,Flight Attendants,Transportation and Material Moving
+47-2042.00,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Construction and Extraction
+47-2043.00,Floor Sanders and Finishers,Construction and Extraction
+27-1023.00,Floral Designers,"Arts, Design, Entertainment, Sports, and Media"
+51-3091.00,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Production
+51-3092.00,Food Batchmakers,Production
+51-3093.00,Food Cooking Machine Operators and Tenders,Production
+35-2021.00,Food Preparation Workers,Food Preparation and Serving Related
+19-4013.00,Food Science Technicians,"Life, Physical, and Social Science"
+19-1012.00,Food Scientists and Technologists,"Life, Physical, and Social Science"
+35-3041.00,"Food Servers, Nonrestaurant",Food Preparation and Serving Related
+11-9051.00,Food Service Managers,Management
+25-1124.00,"Foreign Language and Literature Teachers, Postsecondary",Educational Instruction and Library
+19-4092.00,Forensic Science Technicians,"Life, Physical, and Social Science"
+19-4071.00,Forest and Conservation Technicians,"Life, Physical, and Social Science"
+45-4011.00,Forest and Conservation Workers,"Farming, Fishing, and Forestry"
+33-2022.00,Forest Fire Inspectors and Prevention Specialists,Protective Service
+19-1032.00,Foresters,"Life, Physical, and Social Science"
+25-1043.00,"Forestry and Conservation Science Teachers, Postsecondary",Educational Instruction and Library
+51-4022.00,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Production
+51-4071.00,Foundry Mold and Coremakers,Production
+13-2099.04,"Fraud Examiners, Investigators and Analysts",Accountants and Auditors
+43-5011.01,Freight Forwarders,Office and Administrative Support
+17-2141.01,Fuel Cell Engineers,Architecture and Engineering
+13-1131.00,Fundraisers,Accountants and Auditors
+39-4021.00,Funeral Attendants,Personal Care and Service
+11-9171.00,Funeral Home Managers,Management
+51-9051.00,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Production
+51-7021.00,Furniture Finishers,Production
+39-3012.00,Gambling and Sports Book Writers and Runners,Personal Care and Service
+43-3041.00,Gambling Cage Workers,Office and Administrative Support
+41-2012.00,Gambling Change Persons and Booth Cashiers,Sales and Related
+39-3011.00,Gambling Dealers,Personal Care and Service
+11-9071.00,Gambling Managers,Management
+33-9031.00,Gambling Surveillance Officers and Gambling Investigators,Protective Service
+53-7071.00,Gas Compressor and Gas Pumping Station Operators,Transportation and Material Moving
+51-8092.00,Gas Plant Operators,Production
+51-9071.06,Gem and Diamond Workers,Production
+11-1021.00,General and Operations Managers,Management
+29-1216.00,General Internal Medicine Physicians,Healthcare Practitioners and Technical
+29-9092.00,Genetic Counselors,Healthcare Practitioners and Technical
+19-1029.03,Geneticists,"Life, Physical, and Social Science"
+17-1022.01,Geodetic Surveyors,Architecture and Engineering
+19-3092.00,Geographers,"Life, Physical, and Social Science"
+15-1299.02,Geographic Information Systems Technologists and Technicians,Computer and Mathematical
+25-1064.00,"Geography Teachers, Postsecondary",Educational Instruction and Library
+19-4043.00,"Geological Technicians, Except Hydrologic Technicians","Life, Physical, and Social Science"
+19-2042.00,"Geoscientists, Except Hydrologists and Geographers","Life, Physical, and Social Science"
+11-3051.02,Geothermal Production Managers,Management
+49-9099.01,Geothermal Technicians,"Installation, Maintenance, and Repair"
+51-9195.04,"Glass Blowers, Molders, Benders, and Finishers",Production
+47-2121.00,Glaziers,Construction and Extraction
+13-1041.04,Government Property Inspectors and Investigators,Accountants and Auditors
+45-2041.00,"Graders and Sorters, Agricultural Products","Farming, Fishing, and Forestry"
+27-1024.00,Graphic Designers,"Arts, Design, Entertainment, Sports, and Media"
+51-9022.00,"Grinding and Polishing Workers, Hand",Production
+51-4033.00,"Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Production
+39-5012.00,"Hairdressers, Hairstylists, and Cosmetologists",Personal Care and Service
+47-4041.00,Hazardous Materials Removal Workers,Construction and Extraction
+17-2111.00,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",Architecture and Engineering
+21-1091.00,Health Education Specialists,Community and Social Service
+15-1211.01,Health Informatics Specialists,Computer and Mathematical
+25-1071.00,"Health Specialties Teachers, Postsecondary",Educational Instruction and Library
+21-1022.00,Healthcare Social Workers,Community and Social Service
+29-2092.00,Hearing Aid Specialists,Healthcare Practitioners and Technical
+51-4191.00,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Production
+49-9021.00,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers","Installation, Maintenance, and Repair"
+53-3032.00,Heavy and Tractor-Trailer Truck Drivers,Transportation and Material Moving
+47-3011.00,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Construction and Extraction
+47-3012.00,Helpers--Carpenters,Construction and Extraction
+47-3013.00,Helpers--Electricians,Construction and Extraction
+47-5081.00,Helpers--Extraction Workers,Construction and Extraction
+49-9098.00,"Helpers--Installation, Maintenance, and Repair Workers","Installation, Maintenance, and Repair"
+47-3014.00,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Construction and Extraction
+47-3015.00,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Construction and Extraction
+51-9198.00,Helpers--Production Workers,Production
+47-3016.00,Helpers--Roofers,Construction and Extraction
+47-4051.00,Highway Maintenance Workers,Construction and Extraction
+19-3093.00,Historians,"Life, Physical, and Social Science"
+25-1125.00,"History Teachers, Postsecondary",Educational Instruction and Library
+53-7041.00,Hoist and Winch Operators,Transportation and Material Moving
+49-9031.00,Home Appliance Repairers,"Installation, Maintenance, and Repair"
+31-1121.00,Home Health Aides,Healthcare Support
+29-1229.02,Hospitalists,Healthcare Practitioners and Technical
+35-9031.00,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Food Preparation and Serving Related
+43-4081.00,"Hotel, Motel, and Resort Desk Clerks",Office and Administrative Support
+17-2112.01,Human Factors Engineers and Ergonomists,Architecture and Engineering
+43-4161.00,"Human Resources Assistants, Except Payroll and Timekeeping",Office and Administrative Support
+11-3121.00,Human Resources Managers,Management
+13-1071.00,Human Resources Specialists,Accountants and Auditors
+51-8013.04,Hydroelectric Plant Technicians,Production
+11-3051.06,Hydroelectric Production Managers,Management
+19-2043.00,Hydrologists,"Life, Physical, and Social Science"
+19-2041.03,Industrial Ecologists,"Life, Physical, and Social Science"
+17-3026.00,Industrial Engineering Technologists and Technicians,Architecture and Engineering
+17-2112.00,Industrial Engineers,Architecture and Engineering
+49-9041.00,Industrial Machinery Mechanics,"Installation, Maintenance, and Repair"
+11-3051.00,Industrial Production Managers,Management
+53-7051.00,Industrial Truck and Tractor Operators,Transportation and Material Moving
+19-3032.00,Industrial-Organizational Psychologists,"Life, Physical, and Social Science"
+15-1212.00,Information Security Analysts,Computer and Mathematical
+15-1299.09,Information Technology Project Managers,Computer and Mathematical
+51-9061.00,"Inspectors, Testers, Sorters, Samplers, and Weighers",Production
+25-9031.00,Instructional Coordinators,Educational Instruction and Library
+47-2131.00,"Insulation Workers, Floor, Ceiling, and Wall",Construction and Extraction
+47-2132.00,"Insulation Workers, Mechanical",Construction and Extraction
+13-1032.00,"Insurance Appraisers, Auto Damage",Accountants and Auditors
+43-9041.00,Insurance Claims and Policy Processing Clerks,Office and Administrative Support
+41-3021.00,Insurance Sales Agents,Sales and Related
+13-2053.00,Insurance Underwriters,Accountants and Auditors
+33-3021.06,Intelligence Analysts,Protective Service
+27-1025.00,Interior Designers,"Arts, Design, Entertainment, Sports, and Media"
+27-3091.00,Interpreters and Translators,"Arts, Design, Entertainment, Sports, and Media"
+43-4111.00,"Interviewers, Except Eligibility and Loan",Office and Administrative Support
+11-3031.03,Investment Fund Managers,Management
+37-2011.00,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Building and Grounds Cleaning and Maintenance
+51-9071.00,Jewelers and Precious Stone and Metal Workers,Production
+23-1023.00,"Judges, Magistrate Judges, and Magistrates",Legal
+23-1012.00,Judicial Law Clerks,Legal
+25-2012.00,"Kindergarten Teachers, Except Special Education",Educational Instruction and Library
+13-1075.00,Labor Relations Specialists,Accountants and Auditors
+53-7062.00,"Laborers and Freight, Stock, and Material Movers, Hand",Transportation and Material Moving
+17-1012.00,Landscape Architects,Architecture and Engineering
+37-3011.00,Landscaping and Groundskeeping Workers,Building and Grounds Cleaning and Maintenance
+51-4034.00,"Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Production
+51-6011.00,Laundry and Dry-Cleaning Workers,Production
+25-1112.00,"Law Teachers, Postsecondary",Educational Instruction and Library
+23-1011.00,Lawyers,Legal
+51-4192.00,"Layout Workers, Metal and Plastic",Production
+43-6012.00,Legal Secretaries and Administrative Assistants,Office and Administrative Support
+25-4022.00,Librarians and Media Collections Specialists,Educational Instruction and Library
+43-4121.00,"Library Assistants, Clerical",Office and Administrative Support
+25-1082.00,"Library Science Teachers, Postsecondary",Educational Instruction and Library
+25-4031.00,Library Technicians,Educational Instruction and Library
+29-2061.00,Licensed Practical and Licensed Vocational Nurses,Healthcare Practitioners and Technical
+33-9092.00,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Protective Service
+53-3033.00,Light Truck Drivers,Transportation and Material Moving
+47-5044.00,"Loading and Moving Machine Operators, Underground Mining",Construction and Extraction
+43-4131.00,Loan Interviewers and Clerks,Office and Administrative Support
+13-2072.00,Loan Officers,Accountants and Auditors
+39-3093.00,"Locker Room, Coatroom, and Dressing Room Attendants",Personal Care and Service
+49-9094.00,Locksmiths and Safe Repairers,"Installation, Maintenance, and Repair"
+53-4011.00,Locomotive Engineers,Transportation and Material Moving
+11-9081.00,Lodging Managers,Management
+45-4023.00,Log Graders and Scalers,"Farming, Fishing, and Forestry"
+45-4022.00,Logging Equipment Operators,"Farming, Fishing, and Forestry"
+13-1081.00,Logisticians,Accountants and Auditors
+13-1081.02,Logistics Analysts,Accountants and Auditors
+13-1081.01,Logistics Engineers,Accountants and Auditors
+11-9199.08,Loss Prevention Managers,Management
+29-1122.01,"Low Vision Therapists, Orientation and Mobility Specialists, and Vision Rehabilitation Therapists",Healthcare Practitioners and Technical
+53-7063.00,Machine Feeders and Offbearers,Transportation and Material Moving
+51-4041.00,Machinists,Production
+29-2035.00,Magnetic Resonance Imaging Technologists,Healthcare Practitioners and Technical
+37-2012.00,Maids and Housekeeping Cleaners,Building and Grounds Cleaning and Maintenance
+43-9051.00,"Mail Clerks and Mail Machine Operators, Except Postal Service",Office and Administrative Support
+49-9071.00,"Maintenance and Repair Workers, General","Installation, Maintenance, and Repair"
+49-9043.00,"Maintenance Workers, Machinery","Installation, Maintenance, and Repair"
+39-5091.00,"Makeup Artists, Theatrical and Performance",Personal Care and Service
+13-1111.00,Management Analysts,Accountants and Auditors
+39-5092.00,Manicurists and Pedicurists,Personal Care and Service
+49-9095.00,Manufactured Building and Mobile Home Installers,"Installation, Maintenance, and Repair"
+17-2112.03,Manufacturing Engineers,Architecture and Engineering
+17-2121.00,Marine Engineers and Naval Architects,Architecture and Engineering
+13-1161.00,Market Research Analysts and Marketing Specialists,Accountants and Auditors
+11-2021.00,Marketing Managers,Management
+21-1013.00,Marriage and Family Therapists,Community and Social Service
+31-9011.00,Massage Therapists,Healthcare Support
+17-2131.00,Materials Engineers,Architecture and Engineering
+19-2032.00,Materials Scientists,"Life, Physical, and Social Science"
+25-1022.00,"Mathematical Science Teachers, Postsecondary",Educational Instruction and Library
+15-2021.00,Mathematicians,Computer and Mathematical
+51-3022.00,"Meat, Poultry, and Fish Cutters and Trimmers",Production
+49-9011.00,Mechanical Door Repairers,"Installation, Maintenance, and Repair"
+17-3013.00,Mechanical Drafters,Architecture and Engineering
+17-3027.00,Mechanical Engineering Technologists and Technicians,Architecture and Engineering
+17-2141.00,Mechanical Engineers,Architecture and Engineering
+17-2199.05,Mechatronics Engineers,Architecture and Engineering
+27-2012.03,Media Programming Directors,"Arts, Design, Entertainment, Sports, and Media"
+27-2012.05,Media Technical Directors/Managers,"Arts, Design, Entertainment, Sports, and Media"
+29-2012.00,Medical and Clinical Laboratory Technicians,Healthcare Practitioners and Technical
+29-2011.00,Medical and Clinical Laboratory Technologists,Healthcare Practitioners and Technical
+11-9111.00,Medical and Health Services Managers,Management
+51-9082.00,Medical Appliance Technicians,Production
+31-9092.00,Medical Assistants,Healthcare Support
+31-9093.00,Medical Equipment Preparers,Healthcare Support
+49-9062.00,Medical Equipment Repairers,"Installation, Maintenance, and Repair"
+19-1042.00,"Medical Scientists, Except Epidemiologists","Life, Physical, and Social Science"
+43-6013.00,Medical Secretaries and Administrative Assistants,Office and Administrative Support
+31-9094.00,Medical Transcriptionists,Healthcare Support
+13-1121.00,"Meeting, Convention, and Event Planners",Accountants and Auditors
+21-1023.00,Mental Health and Substance Abuse Social Workers,Community and Social Service
+21-1014.00,Mental Health Counselors,Community and Social Service
+27-1026.00,Merchandise Displayers and Window Trimmers,"Arts, Design, Entertainment, Sports, and Media"
+51-4051.00,Metal-Refining Furnace Operators and Tenders,Production
+43-5041.00,"Meter Readers, Utilities",Office and Administrative Support
+19-1022.00,Microbiologists,"Life, Physical, and Social Science"
+17-2199.06,Microsystems Engineers,Architecture and Engineering
+25-2022.00,"Middle School Teachers, Except Special and Career/Technical Education",Educational Instruction and Library
+29-9099.01,Midwives,Healthcare Practitioners and Technical
+51-4035.00,"Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic",Production
+49-9044.00,Millwrights,"Installation, Maintenance, and Repair"
+17-2151.00,"Mining and Geological Engineers, Including Mining Safety Engineers",Architecture and Engineering
+51-9023.00,"Mixing and Blending Machine Setters, Operators, and Tenders",Production
+49-3042.00,"Mobile Heavy Equipment Mechanics, Except Engines","Installation, Maintenance, and Repair"
+51-4061.00,"Model Makers, Metal and Plastic",Production
+51-7031.00,"Model Makers, Wood",Production
+41-9012.00,Models,Sales and Related
+51-9195.00,"Molders, Shapers, and Casters, Except Metal and Plastic",Production
+51-4072.00,"Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic",Production
+19-1029.02,Molecular and Cellular Biologists,"Life, Physical, and Social Science"
+39-4031.00,"Morticians, Undertakers, and Funeral Arrangers",Personal Care and Service
+39-3021.00,Motion Picture Projectionists,Personal Care and Service
+49-3051.00,Motorboat Mechanics and Service Technicians,"Installation, Maintenance, and Repair"
+53-5022.00,Motorboat Operators,Transportation and Material Moving
+49-3052.00,Motorcycle Mechanics,"Installation, Maintenance, and Repair"
+51-4081.00,"Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Production
+25-4013.00,Museum Technicians and Conservators,Educational Instruction and Library
+27-2041.00,Music Directors and Composers,"Arts, Design, Entertainment, Sports, and Media"
+29-1129.02,Music Therapists,Healthcare Practitioners and Technical
+49-9063.00,Musical Instrument Repairers and Tuners,"Installation, Maintenance, and Repair"
+27-2042.00,Musicians and Singers,"Arts, Design, Entertainment, Sports, and Media"
+39-9011.01,Nannies,Personal Care and Service
+17-2199.09,Nanosystems Engineers,Architecture and Engineering
+17-3026.01,Nanotechnology Engineering Technologists and Technicians,Architecture and Engineering
+11-9121.00,Natural Sciences Managers,Management
+29-1299.01,Naturopathic Physicians,Healthcare Practitioners and Technical
+15-1244.00,Network and Computer Systems Administrators,Computer and Mathematical
+29-2099.01,Neurodiagnostic Technologists,Healthcare Practitioners and Technical
+29-1217.00,Neurologists,Healthcare Practitioners and Technical
+43-4141.00,New Accounts Clerks,Office and Administrative Support
+27-3023.00,"News Analysts, Reporters, and Journalists","Arts, Design, Entertainment, Sports, and Media"
+17-3029.01,Non-Destructive Testing Specialists,Architecture and Engineering
+17-2161.00,Nuclear Engineers,Architecture and Engineering
+29-2033.00,Nuclear Medicine Technologists,Healthcare Practitioners and Technical
+19-4051.02,Nuclear Monitoring Technicians,"Life, Physical, and Social Science"
+51-8011.00,Nuclear Power Reactor Operators,Production
+19-4051.00,Nuclear Technicians,"Life, Physical, and Social Science"
+29-1151.00,Nurse Anesthetists,Healthcare Practitioners and Technical
+29-1161.00,Nurse Midwives,Healthcare Practitioners and Technical
+29-1171.00,Nurse Practitioners,Healthcare Practitioners and Technical
+31-1131.00,Nursing Assistants,Healthcare Support
+25-1072.00,"Nursing Instructors and Teachers, Postsecondary",Educational Instruction and Library
+29-1218.00,Obstetricians and Gynecologists,Healthcare Practitioners and Technical
+19-5011.00,Occupational Health and Safety Specialists,"Life, Physical, and Social Science"
+19-5012.00,Occupational Health and Safety Technicians,"Life, Physical, and Social Science"
+29-1122.00,Occupational Therapists,Healthcare Practitioners and Technical
+31-2012.00,Occupational Therapy Aides,Healthcare Support
+31-2011.00,Occupational Therapy Assistants,Healthcare Support
+43-9061.00,"Office Clerks, General",Office and Administrative Support
+43-9071.00,"Office Machine Operators, Except Computer",Office and Administrative Support
+13-1199.06,Online Merchants,Accountants and Auditors
+47-2073.00,Operating Engineers and Other Construction Equipment Operators,Construction and Extraction
+15-2031.00,Operations Research Analysts,Computer and Mathematical
+51-9083.00,Ophthalmic Laboratory Technicians,Production
+29-2057.00,Ophthalmic Medical Technicians,Healthcare Practitioners and Technical
+29-2099.05,Ophthalmic Medical Technologists,Healthcare Practitioners and Technical
+29-1241.00,"Ophthalmologists, Except Pediatric",Healthcare Practitioners and Technical
+29-2081.00,"Opticians, Dispensing",Healthcare Practitioners and Technical
+29-1041.00,Optometrists,Healthcare Practitioners and Technical
+29-1022.00,Oral and Maxillofacial Surgeons,Healthcare Practitioners and Technical
+43-4151.00,Order Clerks,Office and Administrative Support
+31-1132.00,Orderlies,Healthcare Support
+29-1023.00,Orthodontists,Healthcare Practitioners and Technical
+29-1299.02,Orthoptists,Healthcare Practitioners and Technical
+29-2091.00,Orthotists and Prosthetists,Healthcare Practitioners and Technical
+49-3053.00,Outdoor Power Equipment and Other Small Engine Mechanics,"Installation, Maintenance, and Repair"
+51-9111.00,Packaging and Filling Machine Operators and Tenders,Production
+53-7064.00,"Packers and Packagers, Hand",Transportation and Material Moving
+47-2141.00,"Painters, Construction and Maintenance",Construction and Extraction
+51-9123.00,"Painting, Coating, and Decorating Workers",Production
+51-9196.00,"Paper Goods Machine Setters, Operators, and Tenders",Production
+47-2142.00,Paperhangers,Construction and Extraction
+23-2011.00,Paralegals and Legal Assistants,Legal
+19-1031.03,Park Naturalists,"Life, Physical, and Social Science"
+53-6021.00,Parking Attendants,Transportation and Material Moving
+33-3041.00,Parking Enforcement Workers,Protective Service
+41-2022.00,Parts Salespersons,Sales and Related
+53-6061.00,Passenger Attendants,Transportation and Material Moving
+29-2099.08,Patient Representatives,Healthcare Practitioners and Technical
+51-4062.00,"Patternmakers, Metal and Plastic",Production
+51-7032.00,"Patternmakers, Wood",Production
+47-2071.00,"Paving, Surfacing, and Tamping Equipment Operators",Construction and Extraction
+43-3051.00,Payroll and Timekeeping Clerks,Office and Administrative Support
+29-1221.00,"Pediatricians, General",Healthcare Practitioners and Technical
+31-1122.00,Personal Care Aides,Healthcare Support
+13-2052.00,Personal Financial Advisors,Accountants and Auditors
+37-2021.00,Pest Control Workers,Building and Grounds Cleaning and Maintenance
+37-3012.00,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Building and Grounds Cleaning and Maintenance
+17-2171.00,Petroleum Engineers,Architecture and Engineering
+51-8093.00,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Production
+29-1051.00,Pharmacists,Healthcare Practitioners and Technical
+31-9095.00,Pharmacy Aides,Healthcare Support
+29-2052.00,Pharmacy Technicians,Healthcare Practitioners and Technical
+25-1126.00,"Philosophy and Religion Teachers, Postsecondary",Educational Instruction and Library
+31-9097.00,Phlebotomists,Healthcare Support
+27-4021.00,Photographers,"Arts, Design, Entertainment, Sports, and Media"
+51-9151.00,Photographic Process Workers and Processing Machine Operators,Production
+17-2199.07,Photonics Engineers,Architecture and Engineering
+17-3029.08,Photonics Technicians,Architecture and Engineering
+29-1229.04,Physical Medicine and Rehabilitation Physicians,Healthcare Practitioners and Technical
+31-2022.00,Physical Therapist Aides,Healthcare Support
+31-2021.00,Physical Therapist Assistants,Healthcare Support
+29-1123.00,Physical Therapists,Healthcare Practitioners and Technical
+29-1071.00,Physician Assistants,Healthcare Practitioners and Technical
+29-1222.00,"Physicians, Pathologists",Healthcare Practitioners and Technical
+19-2012.00,Physicists,"Life, Physical, and Social Science"
+25-1054.00,"Physics Teachers, Postsecondary",Educational Instruction and Library
+47-2072.00,Pile Driver Operators,Construction and Extraction
+47-2151.00,Pipelayers,Construction and Extraction
+47-2161.00,Plasterers and Stucco Masons,Construction and Extraction
+51-4193.00,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Production
+47-2152.00,"Plumbers, Pipefitters, and Steamfitters",Construction and Extraction
+29-1081.00,Podiatrists,Healthcare Practitioners and Technical
+27-3043.05,"Poets, Lyricists and Creative Writers","Arts, Design, Entertainment, Sports, and Media"
+33-3051.00,Police and Sheriff's Patrol Officers,Protective Service
+33-3021.02,Police Identification and Records Officers,Protective Service
+25-1065.00,"Political Science Teachers, Postsecondary",Educational Instruction and Library
+19-3094.00,Political Scientists,"Life, Physical, and Social Science"
+43-5051.00,Postal Service Clerks,Office and Administrative Support
+43-5052.00,Postal Service Mail Carriers,Office and Administrative Support
+43-5053.00,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Office and Administrative Support
+11-9131.00,Postmasters and Mail Superintendents,Management
+51-9195.05,"Potters, Manufacturing",Production
+51-4052.00,"Pourers and Casters, Metal",Production
+51-8012.00,Power Distributors and Dispatchers,Production
+51-8013.00,Power Plant Operators,Production
+19-4012.01,Precision Agriculture Technicians,"Life, Physical, and Social Science"
+51-5111.00,Prepress Technicians and Workers,Production
+25-2011.00,"Preschool Teachers, Except Special Education",Educational Instruction and Library
+51-6021.00,"Pressers, Textile, Garment, and Related Materials",Production
+29-1229.05,Preventive Medicine Physicians,Healthcare Practitioners and Technical
+51-5113.00,Print Binding and Finishing Workers,Production
+51-5112.00,Printing Press Operators,Production
+33-9021.00,Private Detectives and Investigators,Protective Service
+21-1092.00,Probation Officers and Correctional Treatment Specialists,Community and Social Service
+43-3061.00,Procurement Clerks,Office and Administrative Support
+27-2012.00,Producers and Directors,"Arts, Design, Entertainment, Sports, and Media"
+43-5061.00,"Production, Planning, and Expediting Clerks",Office and Administrative Support
+43-9081.00,Proofreaders and Copy Markers,Office and Administrative Support
+11-9141.00,"Property, Real Estate, and Community Association Managers",Management
+29-1024.00,Prosthodontists,Healthcare Practitioners and Technical
+31-1133.00,Psychiatric Aides,Healthcare Support
+29-2053.00,Psychiatric Technicians,Healthcare Practitioners and Technical
+29-1223.00,Psychiatrists,Healthcare Practitioners and Technical
+25-1066.00,"Psychology Teachers, Postsecondary",Educational Instruction and Library
+27-3031.00,Public Relations Specialists,"Arts, Design, Entertainment, Sports, and Media"
+43-5031.00,Public Safety Telecommunicators,Office and Administrative Support
+53-7072.00,"Pump Operators, Except Wellhead Pumpers",Transportation and Material Moving
+13-1023.00,"Purchasing Agents, Except Wholesale, Retail, and Farm Products",Accountants and Auditors
+11-3061.00,Purchasing Managers,Management
+19-4099.01,Quality Control Analysts,"Life, Physical, and Social Science"
+11-3051.01,Quality Control Systems Managers,Management
+29-1124.00,Radiation Therapists,Healthcare Practitioners and Technical
+17-2072.01,Radio Frequency Identification Device Specialists,Architecture and Engineering
+49-2021.00,"Radio, Cellular, and Tower Equipment Installers and Repairers","Installation, Maintenance, and Repair"
+29-2034.00,Radiologic Technologists and Technicians,Healthcare Practitioners and Technical
+29-1224.00,Radiologists,Healthcare Practitioners and Technical
+49-3043.00,Rail Car Repairers,"Installation, Maintenance, and Repair"
+53-4013.00,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Transportation and Material Moving
+47-4061.00,Rail-Track Laying and Maintenance Equipment Operators,Construction and Extraction
+53-4022.00,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Transportation and Material Moving
+53-4031.00,Railroad Conductors and Yardmasters,Transportation and Material Moving
+19-1031.02,Range Managers,"Life, Physical, and Social Science"
+41-9021.00,Real Estate Brokers,Sales and Related
+41-9022.00,Real Estate Sales Agents,Sales and Related
+43-4171.00,Receptionists and Information Clerks,Office and Administrative Support
+25-1193.00,"Recreation and Fitness Studies Teachers, Postsecondary",Educational Instruction and Library
+39-9032.00,Recreation Workers,Personal Care and Service
+29-1125.00,Recreational Therapists,Healthcare Practitioners and Technical
+49-3092.00,Recreational Vehicle Service Technicians,"Installation, Maintenance, and Repair"
+53-7062.04,Recycling and Reclamation Workers,Transportation and Material Moving
+53-1042.01,Recycling Coordinators,Transportation and Material Moving
+49-9045.00,"Refractory Materials Repairers, Except Brickmasons","Installation, Maintenance, and Repair"
+53-7081.00,Refuse and Recyclable Material Collectors,Transportation and Material Moving
+29-1141.00,Registered Nurses,Healthcare Practitioners and Technical
+11-9199.01,Regulatory Affairs Managers,Management
+13-1041.07,Regulatory Affairs Specialists,Accountants and Auditors
+21-1015.00,Rehabilitation Counselors,Community and Social Service
+47-2171.00,Reinforcing Iron and Rebar Workers,Construction and Extraction
+19-2099.01,Remote Sensing Scientists and Technologists,"Life, Physical, and Social Science"
+19-4099.03,Remote Sensing Technicians,"Life, Physical, and Social Science"
+43-4181.00,Reservation and Transportation Ticket Agents and Travel Clerks,Office and Administrative Support
+39-9041.00,Residential Advisors,Personal Care and Service
+29-1126.00,Respiratory Therapists,Healthcare Practitioners and Technical
+33-9099.02,Retail Loss Prevention Specialists,Protective Service
+41-2031.00,Retail Salespersons,Sales and Related
+49-9096.00,Riggers,"Installation, Maintenance, and Repair"
+17-2199.08,Robotics Engineers,Architecture and Engineering
+17-3024.01,Robotics Technicians,Architecture and Engineering
+47-5051.00,"Rock Splitters, Quarry",Construction and Extraction
+51-4023.00,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Production
+47-5043.00,"Roof Bolters, Mining",Construction and Extraction
+47-2181.00,Roofers,Construction and Extraction
+47-5012.00,"Rotary Drill Operators, Oil and Gas",Construction and Extraction
+47-5071.00,"Roustabouts, Oil and Gas",Construction and Extraction
+53-5011.00,Sailors and Marine Oilers,Transportation and Material Moving
+41-9031.00,Sales Engineers,Sales and Related
+11-2022.00,Sales Managers,Management
+41-4012.00,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Sales and Related
+41-4011.00,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Sales and Related
+51-7041.00,"Sawing Machine Setters, Operators, and Tenders, Wood",Production
+19-3034.00,School Psychologists,"Life, Physical, and Social Science"
+13-1161.01,Search Marketing Strategists,Accountants and Auditors
+25-2031.00,"Secondary School Teachers, Except Special and Career/Technical Education",Educational Instruction and Library
+43-6014.00,"Secretaries and Administrative Assistants, Except Legal, Medical, and Executive",Office and Administrative Support
+41-3031.00,"Securities, Commodities, and Financial Services Sales Agents",Sales and Related
+49-2098.00,Security and Fire Alarm Systems Installers,"Installation, Maintenance, and Repair"
+33-9032.00,Security Guards,Protective Service
+47-4091.00,Segmental Pavers,Construction and Extraction
+25-3021.00,Self-Enrichment Teachers,Educational Instruction and Library
+51-9141.00,Semiconductor Processing Technicians,Production
+51-9012.00,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Production
+47-4071.00,Septic Tank Servicers and Sewer Pipe Cleaners,Construction and Extraction
+47-5013.00,"Service Unit Operators, Oil and Gas",Construction and Extraction
+27-1027.00,Set and Exhibit Designers,"Arts, Design, Entertainment, Sports, and Media"
+51-6051.00,"Sewers, Hand",Production
+51-6031.00,Sewing Machine Operators,Production
+39-5093.00,Shampooers,Personal Care and Service
+47-2211.00,Sheet Metal Workers,Construction and Extraction
+53-5031.00,Ship Engineers,Transportation and Material Moving
+43-5071.00,"Shipping, Receiving, and Inventory Clerks",Office and Administrative Support
+51-6041.00,Shoe and Leather Workers and Repairers,Production
+51-6042.00,Shoe Machine Operators and Tenders,Production
+49-9097.00,Signal and Track Switch Repairers,"Installation, Maintenance, and Repair"
+39-5094.00,Skincare Specialists,Personal Care and Service
+51-3023.00,Slaughterers and Meat Packers,Production
+11-9151.00,Social and Community Service Managers,Management
+21-1093.00,Social and Human Service Assistants,Community and Social Service
+19-4061.00,Social Science Research Assistants,"Life, Physical, and Social Science"
+25-1113.00,"Social Work Teachers, Postsecondary",Educational Instruction and Library
+19-3041.00,Sociologists,"Life, Physical, and Social Science"
+25-1067.00,"Sociology Teachers, Postsecondary",Educational Instruction and Library
+15-1253.00,Software Quality Assurance Analysts and Testers,Computer and Mathematical
+19-1013.00,Soil and Plant Scientists,"Life, Physical, and Social Science"
+47-1011.03,Solar Energy Installation Managers,Construction and Extraction
+17-2199.11,Solar Energy Systems Engineers,Architecture and Engineering
+47-2231.00,Solar Photovoltaic Installers,Construction and Extraction
+41-4011.07,Solar Sales Representatives and Assessors,Sales and Related
+47-2152.04,Solar Thermal Installers and Technicians,Construction and Extraction
+27-4014.00,Sound Engineering Technicians,"Arts, Design, Entertainment, Sports, and Media"
+11-9179.02,Spa Managers,Management
+25-2057.00,"Special Education Teachers, Middle School",Educational Instruction and Library
+25-2051.00,"Special Education Teachers, Preschool",Educational Instruction and Library
+25-2058.00,"Special Education Teachers, Secondary School",Educational Instruction and Library
+27-1014.00,Special Effects Artists and Animators,"Arts, Design, Entertainment, Sports, and Media"
+29-1127.00,Speech-Language Pathologists,Healthcare Practitioners and Technical
+31-9099.01,Speech-Language Pathology Assistants,Healthcare Support
+29-1229.06,Sports Medicine Physicians,Healthcare Practitioners and Technical
+51-8021.00,Stationary Engineers and Boiler Operators,Production
+43-9111.00,Statistical Assistants,Office and Administrative Support
+15-2041.00,Statisticians,Computer and Mathematical
+53-7065.00,Stockers and Order Fillers,Transportation and Material Moving
+51-9195.03,"Stone Cutters and Carvers, Manufacturing",Production
+47-2022.00,Stonemasons,Construction and Extraction
+47-2221.00,Structural Iron and Steel Workers,Construction and Extraction
+51-2041.00,Structural Metal Fabricators and Fitters,Production
+21-1011.00,Substance Abuse and Behavioral Disorder Counselors,Community and Social Service
+53-4041.00,Subway and Streetcar Operators,Transportation and Material Moving
+11-3071.04,Supply Chain Managers,Management
+29-9093.00,Surgical Assistants,Healthcare Practitioners and Technical
+29-2055.00,Surgical Technologists,Healthcare Practitioners and Technical
+19-3022.00,Survey Researchers,"Life, Physical, and Social Science"
+17-3031.00,Surveying and Mapping Technicians,Architecture and Engineering
+17-1022.00,Surveyors,Architecture and Engineering
+13-1199.05,Sustainability Specialists,Accountants and Auditors
+43-2011.00,"Switchboard Operators, Including Answering Service",Office and Administrative Support
+51-6052.00,"Tailors, Dressmakers, and Custom Sewers",Production
+27-2012.04,Talent Directors,"Arts, Design, Entertainment, Sports, and Media"
+53-7121.00,"Tank Car, Truck, and Ship Loaders",Transportation and Material Moving
+47-2082.00,Tapers,Construction and Extraction
+13-2081.00,"Tax Examiners and Collectors, and Revenue Agents",Accountants and Auditors
+13-2082.00,Tax Preparers,Accountants and Auditors
+25-9044.00,"Teaching Assistants, Postsecondary",Educational Instruction and Library
+51-2092.00,Team Assemblers,Production
+27-3042.00,Technical Writers,"Arts, Design, Entertainment, Sports, and Media"
+15-1241.01,Telecommunications Engineering Specialists,Computer and Mathematical
+49-2022.00,"Telecommunications Equipment Installers and Repairers, Except Line Installers","Installation, Maintenance, and Repair"
+49-9052.00,Telecommunications Line Installers and Repairers,"Installation, Maintenance, and Repair"
+41-9041.00,Telemarketers,Sales and Related
+43-2021.00,Telephone Operators,Office and Administrative Support
+43-3071.00,Tellers,Office and Administrative Support
+47-2053.00,Terrazzo Workers and Finishers,Construction and Extraction
+51-6061.00,Textile Bleaching and Dyeing Machine Operators and Tenders,Production
+51-6062.00,"Textile Cutting Machine Setters, Operators, and Tenders",Production
+51-6063.00,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Production
+51-6064.00,"Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders",Production
+47-2044.00,Tile and Stone Setters,Construction and Extraction
+51-2061.00,Timing Device Assemblers and Adjusters,Production
+51-9197.00,Tire Builders,Production
+49-3093.00,Tire Repairers and Changers,"Installation, Maintenance, and Repair"
+23-2093.00,"Title Examiners, Abstractors, and Searchers",Legal
+51-4111.00,Tool and Die Makers,Production
+51-4194.00,"Tool Grinders, Filers, and Sharpeners",Production
+39-7011.00,Tour Guides and Escorts,Personal Care and Service
+53-6041.00,Traffic Technicians,Transportation and Material Moving
+11-3131.00,Training and Development Managers,Management
+13-1151.00,Training and Development Specialists,Accountants and Auditors
+33-3052.00,Transit and Railroad Police,Protective Service
+17-2051.01,Transportation Engineers,Architecture and Engineering
+53-6051.00,Transportation Inspectors,Transportation and Material Moving
+19-3099.01,Transportation Planners,"Life, Physical, and Social Science"
+33-9093.00,Transportation Security Screeners,Protective Service
+53-6051.07,"Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation",Transportation and Material Moving
+11-3071.00,"Transportation, Storage, and Distribution Managers",Management
+41-3041.00,Travel Agents,Sales and Related
+39-7012.00,Travel Guides,Personal Care and Service
+11-3031.01,Treasurers and Controllers,Management
+37-3013.00,Tree Trimmers and Pruners,Building and Grounds Cleaning and Maintenance
+25-3041.00,Tutors,Educational Instruction and Library
+27-2023.00,"Umpires, Referees, and Other Sports Officials","Arts, Design, Entertainment, Sports, and Media"
+51-6093.00,Upholsterers,Production
+19-3051.00,Urban and Regional Planners,"Life, Physical, and Social Science"
+29-1229.03,Urologists,Healthcare Practitioners and Technical
+39-3031.00,"Ushers, Lobby Attendants, and Ticket Takers",Personal Care and Service
+17-2112.02,Validation Engineers,Architecture and Engineering
+29-1131.00,Veterinarians,Healthcare Practitioners and Technical
+31-9096.00,Veterinary Assistants and Laboratory Animal Caretakers,Healthcare Support
+29-2056.00,Veterinary Technologists and Technicians,Healthcare Practitioners and Technical
+15-1255.01,Video Game Designers,Computer and Mathematical
+35-3031.00,Waiters and Waitresses,Food Preparation and Serving Related
+49-9064.00,Watch and Clock Repairers,"Installation, Maintenance, and Repair"
+51-8031.00,Water and Wastewater Treatment Plant and System Operators,Production
+11-9121.02,Water Resource Specialists,Management
+17-2051.02,Water/Wastewater Engineers,Architecture and Engineering
+47-4099.03,Weatherization Installers and Technicians,Construction and Extraction
+15-1299.01,Web Administrators,Computer and Mathematical
+15-1254.00,Web Developers,Computer and Mathematical
+43-5111.00,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Office and Administrative Support
+51-4121.00,"Welders, Cutters, Solderers, and Brazers",Production
+51-4122.00,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Production
+53-7073.00,Wellhead Pumpers,Transportation and Material Moving
+13-1022.00,"Wholesale and Retail Buyers, Except Farm Products",Accountants and Auditors
+11-9199.10,Wind Energy Development Managers,Management
+17-2199.10,Wind Energy Engineers,Architecture and Engineering
+11-9199.09,Wind Energy Operations Managers,Management
+49-9081.00,Wind Turbine Service Technicians,"Installation, Maintenance, and Repair"
+51-7042.00,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Production
+43-9022.00,Word Processors and Typists,Office and Administrative Support
+27-3043.00,Writers and Authors,"Arts, Design, Entertainment, Sports, and Media"
+19-1023.00,Zoologists and Wildlife Biologists,"Life, Physical, and Social Science"

static/styles.css

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+}
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+    border-radius: 20px;
+    padding: 5px;
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+}
+
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+    margin-top: 75px;
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+
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+}
+
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+
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+    border-top: 4px solid black;
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+}
+
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templates/find_my_match.html

@@ -0,0 +1,71 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta http-equiv="X-UA-Compatible" content="IE=edge">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Dashboard</title>
+    <link rel="stylesheet" href="/static/styles.css">
+</head>
+<body>
+    <header class="navbar">
+        <div class="navbar__brand">
+            <img src="/static/PF.png" class="navbar__logo" alt="Pathfinder logo" />
+            <a href="{{ url_for('pages.render_job_list') }}" class="navbar__logo">Pathfinder</a>
+        </div>
+        <ul class="navbar__navigation">
+            <li class="navbar__navigation-item"><a href="{{ url_for('pages.render_job_neighborhoods') }}" class="navbar__link">Explore Job Neighborhoods</a></li>
+            <li class="navbar__navigation-item"><a href="{{ url_for('pages.render_matches') }}" class="navbar__link">Find My Match</a></li>
+        </ul>
+    </header>
+    <main class="main">
+        <h1 class="pagetitle">Find my Perfect Match!</h1>
+        <h2 class="pagesubtitle">We'll help you find the perfect job for you! Upload your resume, CV, or cover letter to get started!</h2>
+        <form action = "{{ url_for('pages.render_matches') }}" class="upload" method="post" enctype="multipart/form-data">
+            <input type="file" name="resume" class="upload__file" accept=".doc,.docx,.xml,application/msword,application/vnd.openxmlformats-officedocument.wordprocessingml.document">
+            <button type="submit" class="form__submit">Submit</button>
+            <p class="alert">Note: We will not store or use your personal information for anything other than the stated purpose.</p>
+        </form>
+        <section class="output">
+            {% if resume %}
+            <article class="output__section">
+                <h2 class="output__subtitle">Extracted Skills</h3>
+                <ul>
+                {% for word in resume.lower().replace("-"," ").replace(")","").replace("(","").replace(":","").replace(",","").replace("/"," ").split(" ") %}
+                    {% if skills.get(word) == "Skill" %}
+                        <span class="output__list-coloreditem">{{ word }}</span>
+                    {% else %}
+                        <span class="output__list-item">{{ word }}</span>
+                    {% endif %}
+                {% endfor %}
+            </ul>
+            </article>
+            <article class="output__section">
+                <h2 class="output__subtitle">Job Matches</h3>
+                <table>
+                    <thead class="output__list">
+                        <tr>
+                            <th class="output__list-coloreditem">Job Title</th>
+                            <th class="output__list-coloreditem" scope="col">Match Score</th>
+                        </tr>
+                    </thead>
+                    <tbody class="output__list">
+                        {% for n in range(1,11) %}
+                            <tr>
+                                <th class="output__list-item" scope="row">{{ simResults.loc[n, 'JobTitle'] }}</th>
+                                <td class="output__list-item">{{ simResults.loc[n, 'Similarity'] }}</td>
+                            </tr>
+                        {% endfor %}
+                    </tbody>
+                </table>
+            </article>
+            {% endif %}
+        </section>
+    </main>
+    <footer class="footer">
+        <ul class="footer__text">
+            <li class="footer__text-item">© 2023 Pathfinder</li>
+        </ul>
+    </footer>
+</body>
+</html>

templates/job_list.html

@@ -0,0 +1,91 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta http-equiv="X-UA-Compatible" content="IE=edge">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Dashboard</title>
+    <link rel="stylesheet" href="{{ url_for('static', path='/styles.css') }}">
+</head>
+<body>
+    <header class="navbar">
+        <div class="navbar__brand">
+            <img src="{{ url_for('static', path='/PF.png') }}" class="navbar__logo" alt="Pathfinder logo" />
+            <a href="{{ url_for('render_job_list') }}" class="navbar__logo">Pathfinder</a>
+        </div>
+        <ul class="navbar__navigation">
+            <li class="navbar__navigation-item"><a href="{{ url_for('render_job_neighborhoods') }}" class="navbar__link">Explore Job Neighborhoods</a></li>
+            <li class="navbar__navigation-item"><a href="{{ url_for('render_matches') }}" class="navbar__link">Find My Match</a></li>
+        </ul>
+    </header>
+    <main class="main">
+        <h1 class="pagetitle">Job Information Center</h1>
+        <h2 class="pagesubtitle">Welcome to Pathfinder! Select a job from the dropdown menu below to begin your journey!</h2>
+        <section>
+            <form class="form" method="POST" enctype="application/x-www-form-urlencoded">
+                <p class="form__input">
+                    <label for="jobtitle" class="form__label">Select a job title:</label>
+                    <select name="jobtitle" class="form__dropdown" id="jobtitle">
+                        {% for job in joblist %}
+                        <option value="{{ job }}">{{ job }}</option>
+                        {% endfor %}
+                    </select>
+                </p>
+                <button type="submit" class="form__submit">Submit</button>
+            </form>
+        </section>
+        <section>
+            <h1 class="sectiontitle">{{ jobtitle }}</h1>
+            <p class="sectiontext">{{ jobdescription }}</p>
+        </section>
+        <h1 class="pagesubtitle">About the Job</h1>
+        <section>
+            <h1 class="sectiontitle">Work Tasks:</h1>
+            <ui class="sectionlist"></ui>
+                {% for task in tasks %}
+                <li class="sectionlist__item">{{ task }}</li>
+                {% endfor %}
+            </ui>
+        </section>
+        <section>
+            <h1 class="sectiontitle">Other Work Activities:</h1>
+            <p class="sectiontext">{{ activities or "This section is under construction." }}</p>
+        </section>
+        <section>
+            <h1 class="sectiontitle">Work Conditions:</h1>
+            <p class="sectiontext">{{ conditions or "This section is under construction." }}</p>
+        </section>
+        <section>
+            <h1 class="sectiontitle">Compensation:</h1>
+            <p class="sectiontext">{{ compensation or "This section is under construction." }}</p>
+        </section>
+        <h1 class="pagesubtitle">About the Qualified Candidate</h1>
+        <section>
+            <h1 class="sectiontitle">Has Degree(s) &/or License(s)/Certification(s) in:</h1>
+            <p class="sectiontext">{{ preparation or "This section is under construction." }}</p>
+        </section>
+        <section>
+            <h1 class="sectiontitle">Knows About:</h1>
+            <p class="sectiontext">{{ knowledge or "This section is under construction." }}</p>
+        </section>
+        <section>
+            <h1 class="sectiontitle">Is Skilled at:</h1>
+            <p class="sectiontext">{{ skills or "This section is under construction." }}</p>
+        </section>
+        <section>
+            <h1 class="sectiontitle">Is Able to:</h1>
+            <p class="sectiontext">{{ abilities or "This section is under construction." }}</p>
+        </section>
+        <section>
+            <h1 class="sectiontitle">Is Interested in:</h1>
+            <p class="sectiontext">{{ interests or "This section is under construction." }}</p>
+        </section>
+    </main>
+    <footer class="footer">
+        <ul class="footer__text">
+            <li class="footer__text-item">© 2023 Pathfinder</li>
+            <li class="footer__text-item">Information on this page is courtesy of <a class="footer__text-link" href="https://www.onetonline.org">onetonline.org</li>
+        </ul>
+    </footer>
+</body>
+</html>