dump

README.md

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+---
+dataset_info:
+  features:
+  - name: text
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 1140361
+    num_examples: 40147
+  download_size: 1019906
+  dataset_size: 1140361
+---

data/data.parquet

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+oid sha256:3cb1c1d1e34fb263a3a65b186ac82aaf84c356855bd08bc29c536de9e0afb8ce
+size 995287

labels/esco_code.txt

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+nan

labels/esco_occupation.txt

@@ -0,0 +1,3008 @@
+3D animator
+3D modeller
+3D printing technician
+ATM repair technician
+EU funds manager
+Freinet school teacher
+ICT accessibility tester
+ICT account manager
+ICT application configurator
+ICT application developer
+ICT auditor manager
+ICT business analysis manager
+ICT business analyst
+ICT business development manager
+ICT buyer
+ICT capacity planner
+ICT change and configuration manager
+ICT consultant
+ICT disaster recovery analyst
+ICT documentation manager
+ICT environmental manager
+ICT help desk agent
+ICT help desk manager
+ICT information and knowledge manager
+ICT integration tester
+ICT intelligent systems designer
+ICT network administrator
+ICT network architect
+ICT network engineer
+ICT network technician
+ICT operations manager
+ICT presales engineer
+ICT product manager
+ICT project manager
+ICT quality assurance manager
+ICT research consultant
+ICT research manager
+ICT resilience manager
+ICT security administrator
+ICT security engineer
+ICT security manager
+ICT security technician
+ICT system administrator
+ICT system analyst
+ICT system architect
+ICT system developer
+ICT system integration consultant
+ICT system tester
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+ICT vendor relationship manager
+IT auditor
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+absorbent pad machine operator
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+accommodation manager
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+accounting assistant
+accounting manager
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+activism officer
+activity leader
+actor/actress
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+administrative assistant
+admissions coordinator
+adult community care worker
+adult literacy teacher
+advanced nurse practitioner
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+advertising specialist
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+aeronautical information service officer
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+agricultural equipment design engineer
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+agronomic crop production team leader
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+air force pilot
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+air traffic controller
+air traffic instructor
+air traffic manager
+air traffic safety technician
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+aircraft assembly inspector
+aircraft assembly supervisor
+aircraft cargo operations coordinator
+aircraft de-icer installer
+aircraft dispatcher
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+aircraft engine inspector
+aircraft engine specialist
+aircraft engine tester
+aircraft fuel system operator
+aircraft gas turbine engine overhaul technician
+aircraft groomer
+aircraft interior technician
+aircraft maintenance coordinator
+aircraft maintenance engineer
+aircraft maintenance technician
+aircraft marshaller
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+airline transport pilot
+airport baggage handler
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+airport director
+airport environment officer
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+airport operations officer
+airport planning engineer
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+airside safety manager
+airspace manager
+alternative animal therapist
+alternative fuels engineer
+ambassador
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+amusement park cleaner
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+animal assisted therapist
+animal behaviourist
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+animal feed nutritionist
+animal feed operator
+animal feed supervisor
+animal groomer
+animal handler
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+animal massage therapist
+animal osteopath
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+animal shelter worker
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+animation layout artist
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+aquaculture harvesting manager
+aquaculture harvesting technician
+aquaculture harvesting worker
+aquaculture hatchery manager
+aquaculture hatchery technician
+aquaculture hatchery worker
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+aquaculture husbandry technician
+aquaculture husbandry worker
+aquaculture mooring manager
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+aquaculture rearing technician
+aquaculture recirculation manager
+aquaculture recirculation technician
+aquaculture site supervisor
+aquatic animal health professional
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+archivist
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+armed forces training and education officer
+armoured car driver
+armoured car guard
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+army major
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+artillery officer
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+artistic director
+artistic painter
+arts education officer
+asbestos abatement worker
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+asphalt plant operator
+assayer
+assessor of prior learning
+asset manager
+assistant clinical psychologist
+assistant lecturer
+assistant outdoor animator
+assistant stage director
+assistant video and motion picture director
+assistive technologist
+astrologer
+astronaut
+astronomer
+attraction operator
+au pair
+auction house manager
+auctioneer
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+audio and video equipment specialised seller
+audio describer
+audio production technician
+audio-visual technician
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+audiology technician
+audit supervisor
+auditing clerk
+auger press operator
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+automated cable vehicle controller
+automated cutting machine operator
+automated fly bar operator
+automated optical inspection operator
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+automation engineering technician
+automotive battery technician
+automotive brake technician
+automotive designer
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+automotive engineering technician
+automotive test driver
+autonomous driving specialist
+auxiliary nursing and midwifery vocational teacher
+aviation communications and frequency coordination manager
+aviation data communications manager
+aviation ground systems engineer
+aviation inspector
+aviation meteorologist
+aviation safety officer
+aviation surveillance and code coordination manager
+avionics inspector
+avionics technician
+babysitter
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+baker
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+band saw operator
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+beauty salon manager
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+bed and breakfast operator
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+bereavement counsellor
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+beverages specialised seller
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+bingo caller
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+biogas technician
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+biomedical scientist
+biomedical scientist advanced
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+bleacher operator
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+blockchain developer
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+boatswain
+body artist
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+boilermaker
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+bookshop specialised seller
+boom operator
+boring machine operator
+botanical technician
+botanicals specialist
+botanist
+boxing instructor
+braiding machine operator
+braiding textile technician
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+brazier
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+brewmaster
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+bridge construction supervisor
+bridge inspector
+brigadier
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+broadcast technician
+broadcasting programme director
+brokerage firm director
+brush maker
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+budget manager
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+building construction worker
+building electrician
+building exterior cleaner
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+bulk filler
+bulldozer operator
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+bus driving instructor
+bus route supervisor
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+business analyst
+business and marketing vocational teacher
+business coach
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+business valuer
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+cabin crew manager
+cabinet maker
+cable jointer
+cacao bean roaster
+cacao beans cleaner
+cadastral technician
+cake press operator
+calculation engineer
+calibration technician
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+call centre supervisor
+camera operator
+campaign canvasser
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+camping ground operative
+candle maker
+candy machine operator
+canning and bottling line operator
+canvas goods assembler
+capsule filling machine operator
+car and van delivery driver
+car driving instructor
+car leasing agent
+carbonation operator
+care at home worker
+career guidance advisor
+cargo vehicle driver
+carpenter
+carpenter supervisor
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+carpet weaver
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+cartographer
+cartoonist
+case administrator
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+casino pit boss
+casting director
+casting machine operator
+casting mould maker
+catcher
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+cattle pedicure
+ceiling installer
+cellar operator
+cemetery attendant
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+ceramic painter
+ceramicist
+chain making machine operator
+chaplain
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+chemical engineer
+chemical engineering technician
+chemical manufacturing quality technician
+chemical metallurgist
+chemical mixer
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+chemistry technician
+chief ICT security officer
+chief conductor
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+chimney sweep
+chimney sweep supervisor
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+chocolatier
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+cider master
+cigar brander
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+civil registrar
+civil service administrative officer
+clarifier
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+clay kiln burner
+clay products dry kiln operator
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+clinical perfusion scientist
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+cloak room attendant
+clock and watchmaker
+clothing CAD patternmaker
+clothing CAD technician
+clothing alteration machinist
+clothing and footwear distribution manager
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+clothing process control technician
+clothing product grader
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+clothing sample machinist
+clothing shop manager
+clothing specialised seller
+clothing technologist
+cloud engineer
+club host/club hostess
+co-pilot
+coachbuilder
+coagulation operator
+coastguard watch officer
+coating machine operator
+cocktail bartender
+cocoa mill operator
+cocoa press operator
+coffee grinder
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+coking furnace operator
+collection manager
+colonel
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+colour sampling technician
+columnist
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+commercial director
+commercial pilot
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+commodity trader
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+community development social worker
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+complementary therapist
+compliance engineer
+component engineer
+composer
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+computer and accessories specialised seller
+computer games, multimedia and software specialised seller
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+computer hardware engineering technician
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+computer numerical control machine operator
+computer science lecturer
+computer scientist
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+computer software and multimedia shop manager
+computer vision engineer
+computer-aided design operator
+computers, computer peripheral equipment and software distribution manager
+conceptual artist
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+concrete finisher supervisor
+concrete products machine operator
+concrete pump operator
+confectioner
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+conservation scientist
+conservator
+construction commercial diver
+construction engineer
+construction equipment technician
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+construction general supervisor
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+construction painter
+construction painting supervisor
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+construction safety manager
+construction scaffolder
+construction scaffolding supervisor
+consul
+consultant social worker
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+consumer goods inspector
+consumer rights advisor
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+contact centre supervisor
+contact tracing agent
+container crane operator
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+container equipment design engineer
+contract engineer
+contract manager
+control panel assembler
+control panel tester
+conveyance clerk
+cook
+cooper
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+copy editor
+coquille casting worker
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+corporate investment banker
+corporate lawyer
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+corporate social responsibility manager
+corporate trainer
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+corrosion technician
+corrugator operator
+cosmetic chemist
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+cosmetics and perfume specialised seller
+cosmetics production machine operator
+cosmologist
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+costume buyer
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+costume maker
+cotton gin operator
+countryside officer
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+court jury coordinator
+court reporter
+covid tester
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+crane crew supervisor
+crane technician
+creative director
+credit adviser
+credit analyst
+credit manager
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+credit union manager
+crime journalist
+criminal investigator
+criminal justice social worker
+criminologist
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+crisis situation social worker
+critic
+crop production manager
+crop production worker
+crosscut saw operator
+crossing guard
+crowd controller
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+cultural facilities manager
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+curator of horticulture
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+curriculum administrator
+customer contact centre information clerk
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+cutting machine operator
+cylinder filler
+cylindrical grinder operator
+cytology screener
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+dairy products maker
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+dance répétiteur
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+dance therapist
+dancer
+dangerous goods driver
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+data centre operator
+data entry clerk
+data entry supervisor
+data protection officer
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+database designer
+database developer
+database integrator
+dating service consultant
+dean of faculty
+debarker operator
+debt collector
+deburring machine operator
+deck officer
+decksman
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+delicatessen shop manager
+delicatessen specialised seller
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+dental hygienist
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+design and applied arts vocational teacher
+design engineer
+desktop publisher
+destination manager
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+diagnostic radiographer
+diesel engine mechanic
+diet cook
+dietetic technician
+dietitian
+digester operator
+digital artist
+digital forensics expert
+digital games designer
+digital games developer
+digital games tester
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+digital media designer
+digital printer
+digital prototyper
+dip tank operator
+diplomat
+director of compliance and information security in gambling
+director of photography
+disability support worker
+disc jockey
+dismantling engineer
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+dismantling worker
+distillation operator
+distillery miller
+distillery supervisor
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+distribution centre dispatcher
+distribution manager
+dividend analyst
+doctors' surgery assistant
+document management officer
+dog breeder
+dog trainer
+doll maker
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+domestic appliances specialised seller
+domestic butler
+domestic cleaner
+domestic electrician
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+door installer
+door supervisor
+door to door seller
+doorman/doorwoman
+drafter
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+drainage engineer
+drainage worker
+drama teacher
+drama teacher secondary school
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+drawing artist
+drawing kiln operator
+dredge operator
+dredging supervisor
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+drill press operator
+driller
+drilling engineer
+drilling machine operator
+driving instructor
+drone pilot
+drop forging hammer worker
+drug and alcohol addiction counsellor
+drugstore manager
+dry house attendant
+dry press operator
+dryer attendant
+e-learning architect
+e-learning developer
+eBusiness manager
+early years special educational needs teacher
+early years teacher
+early years teaching assistant
+earth science lecturer
+ecologist
+economic adviser
+economic development coordinator
+economic policy officer
+economics lecturer
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+editor-in-chief
+editorial assistant
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+education studies lecturer
+education welfare officer
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+election agent
+election observer
+electric meter technician
+electric power generation engineer
+electrical cable assembler
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+electrical engineer
+electrical engineering technician
+electrical equipment assembler
+electrical equipment inspector
+electrical equipment production supervisor
+electrical household appliances distribution manager
+electrical mechanic
+electrical power distributor
+electrical supervisor
+electrical transmission system operator
+electrician
+electricity and energy vocational teacher
+electricity distribution technician
+electricity sales representative
+electrolytic cell maker
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+electromechanical engineer
+electromechanical engineering technician
+electromechanical equipment assembler
+electron beam welder
+electronic and telecommunications equipment and parts distribution manager
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+electronic equipment inspector
+electronic musical instrument maker
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+electronics engineering technician
+electronics production supervisor
+electroplating machine operator
+embalmer
+embassy counsellor
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+embedded systems security engineer
+embedded systems software developer
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+emergency medical dispatcher
+emergency response coordinator
+emergency response worker
+employee volunteering programme coordinator
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+employment programme coordinator
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+energy manager
+energy systems engineer
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+engine designer
+engine minder
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+engineered wood board machine operator
+engineering assistant
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+entertainment journalist
+envelope maker
+environmental education officer
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+environmental mining engineer
+environmental policy officer
+environmental programme coordinator
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+epidemiologist
+equality and inclusion manager
+equine dental technician
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+equine yard manager
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+ergonomist
+escort
+ethical hacker
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+executive assistant
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+extrusion machine operator
+eyewear and optical equipment shop manager
+eyewear and optical equipment specialised seller
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+farm milk controller
+farrier
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+fashion model
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+fibre machine tender
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+fine arts instructor
+finished leather warehouse manager
+finishing textile technician
+fire commissioner
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+fire safety tester
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+firework assembler
+first aid instructor
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+fleet commander
+flexographic press operator
+flight attendant
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+flour purifier operator
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+flowers and plants distribution manager
+fluid power engineer
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+foam rubber mixer
+followspot operator
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+food and beverage packaging technologist
+food biotechnologist
+food grader
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+food regulatory advisor
+food safety inspector
+food safety specialist
+food science lecturer
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+food service worker
+food technician
+food technologist
+football coach
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+footwear CAD patternmaker
+footwear assembly supervisor
+footwear designer
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+footwear finishing and packing operator
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+footwear product developer
+footwear product development manager
+footwear production machine operator
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+footwear production supervisor
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+footwear quality controller
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+footwear stitching machine operator
+forecast manager
+foreclosure specialist
+foreign affairs officer
+foreign correspondent
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+foreign language correspondence clerk
+forest ranger
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+forestry inspector
+forestry machinery technician
+forestry technician
+forge equipment technician
+forklift operator
+fortune teller
+forwarding manager
+fossil-fuel power plant operator
+foster care support worker
+foundry manager
+foundry moulder
+foundry operative
+fragrance chemist
+frame maker
+freight inspector
+freight transport dispatcher
+front line medical receptionist
+front of house manager
+froth flotation deinking operator
+fruit and vegetable canner
+fruit and vegetable picker
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+fruit and vegetables specialised seller
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+fuel station specialised seller
+fundraising assistant
+fundraising manager
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+fur animals breeder
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+furniture cleaner
+furniture designer
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+furniture specialised seller
+furniture upholsterer
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+further education principal
+further education teacher
+futures trader
+gambling games designer
+gambling games developer
+gambling manager
+gambling quality assurance engineer
+game keeper
+games development manager
+gaming dealer
+gaming inspector
+garage manager
+garden labourer
+gas distribution engineer
+gas processing plant control room operator
+gas processing plant operator
+gas processing plant supervisor
+gas production engineer
+gas scheduling representative
+gas service technician
+gas station operator
+gas transmission system operator
+gate guard
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+gemmologist
+genealogist
+general practitioner
+general veterinarian
+geneticist
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+geographic information systems specialist
+geography teacher secondary school
+geological engineer
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+geophysicist
+geotechnician
+geothermal engineer
+geothermal power plant operator
+geothermal technician
+germination operator
+gerontology social worker
+glass annealer
+glass artist
+glass beveller
+glass engraver
+glass forming machine operator
+glass installation supervisor
+glass painter
+glass polisher
+glass-blower
+glove maker
+goldsmith
+golf instructor
+government minister
+government planning inspector
+governor
+grader operator
+grants administrator
+grants management officer
+granulator machine operator
+graphic designer
+graphologist
+gravure press operator
+greaser
+green ICT consultant
+green coffee buyer
+green coffee coordinator
+grill cook
+grinding machine operator
+groom
+ground lighting officer
+ground rigger
+ground steward/ground stewardess
+groundsman/groundswoman
+groundwater monitoring technician
+guide dog instructor
+guitar maker
+gunsmith
+hair removal technician
+hair stylist
+hairdresser
+hairdresser assistant
+hairdressing vocational teacher
+halal butcher
+halal slaughterer
+hand brick moulder
+hand lasting operator
+hand luggage inspector
+hand packer
+handyman
+hardware and paint shop manager
+hardware and paint specialised seller
+hardware, plumbing and heating equipment and supplies distribution manager
+hardwood floor layer
+harp maker
+harpsichord maker
+harvest diver
+hawker
+hazardous materials inspector
+hazardous waste inspector
+hazardous waste technician
+head chef
+head of higher education institutions
+head of workshop
+head pastry chef
+head sommelier
+head waiter/head waitress
+headteacher
+health and safety engineer
+health and safety inspector
+health and safety officer
+health psychologist
+health safety and environmental manager
+healthcare assistant
+healthcare consultant
+healthcare inspector
+healthcare institution manager
+healthcare specialist lecturer
+hearse driver
+heat sealing machine operator
+heat treatment furnace operator
+heating and ventilation service engineer
+heating technician
+heating, ventilation, air conditioning (and refrigeration) drafter
+heating, ventilation, air conditioning and refrigeration engineering technician
+heating, ventilation, air conditioning engineer
+helicopter pilot
+helmsman
+herbal therapist
+hide grader
+hides, skins and leather products distribution manager
+high rigger
+higher education lecturer
+historian
+history lecturer
+history teacher secondary school
+home care aide
+homelessness worker
+homeopath
+homologation engineer
+honey extractor
+hop farmer
+horse breeder
+horse riding instructor
+horse trainer
+horticulture production manager
+horticulture production team leader
+horticulture worker
+hospital pharmacist
+hospital porter
+hospital social worker
+hospitality entertainment manager
+hospitality establishment receptionist
+hospitality establishment security officer
+hospitality revenue manager
+hospitality vocational teacher
+host/hostess
+hot foil operator
+hotel butler
+hotel concierge
+hotel porter
+house builder
+house sitter
+household appliances repair technician
+household goods distribution manager
+housekeeping supervisor
+housing manager
+housing policy officer
+housing support worker
+human resources assistant
+human resources manager
+human resources officer
+human rights officer
+humanitarian advisor
+hunter
+hydraulic forging press worker
+hydroelectric plant operator
+hydrogenation machine operator
+hydrogeologist
+hydrographic surveying technician
+hydrographic surveyor
+hydrologist
+hydropower engineer
+hydropower technician
+ice-skating coach
+idiophone musical instruments maker
+illustrator
+imagesetter
+immigration adviser
+immigration officer
+immigration policy officer
+immunologist
+import export manager
+import export manager in agricultural machinery and equipment
+import export manager in agricultural raw materials, seeds and animal feeds
+import export manager in beverages
+import export manager in chemical products
+import export manager in china and other glassware
+import export manager in clothing and footwear
+import export manager in coffee, tea, cocoa and spices
+import export manager in computers, computer peripheral equipment and software
+import export manager in dairy products and edible oils
+import export manager in electrical household appliances
+import export manager in electronic and telecommunications equipment and parts
+import export manager in fish, crustaceans and molluscs
+import export manager in flowers and plants
+import export manager in fruit and vegetables
+import export manager in furniture, carpets and lighting equipment
+import export manager in hardware, plumbing and heating equipment and supplies
+import export manager in hides, skins and leather products
+import export manager in household goods
+import export manager in live animals
+import export manager in machine tools
+import export manager in machinery, industrial equipment, ships and aircraft
+import export manager in meat and meat products
+import export manager in metals and metal ores
+import export manager in mining, construction and civil engineering machinery
+import export manager in office furniture
+import export manager in office machinery and equipment
+import export manager in perfume and cosmetics
+import export manager in pharmaceutical goods
+import export manager in sugar, chocolate and sugar confectionery
+import export manager in textile industry machinery
+import export manager in textiles and textile semi-finished and raw materials
+import export manager in tobacco products
+import export manager in waste and scrap
+import export manager in watches and jewellery
+import export manager in wood and construction materials
+import export specialist
+import export specialist in  fish, crustaceans and molluscs
+import export specialist in agricultural machinery and equipment
+import export specialist in agricultural raw materials, seeds and animal feeds
+import export specialist in beverages
+import export specialist in chemical products
+import export specialist in china and other glassware
+import export specialist in clothing and footwear
+import export specialist in coffee, tea, cocoa and spices
+import export specialist in computers, peripheral equipment and software
+import export specialist in dairy products and edible oils
+import export specialist in electrical household appliances
+import export specialist in electronic and telecommunications equipment
+import export specialist in flowers and plants
+import export specialist in fruit and vegetables
+import export specialist in furniture, carpets and lighting equipment
+import export specialist in hardware, plumbing and heating equipment
+import export specialist in hides, skins and leather products
+import export specialist in household goods
+import export specialist in live animals
+import export specialist in machine tools
+import export specialist in machinery, industrial equipment, ships and aircraft
+import export specialist in meat and meat products
+import export specialist in metals and metal ores
+import export specialist in mining, construction, civil engineering machinery
+import export specialist in office furniture
+import export specialist in office machinery and equipment
+import export specialist in perfume and cosmetics
+import export specialist in pharmaceutical goods
+import export specialist in sugar, chocolate and sugar confectionery
+import export specialist in textile industry machinery
+import export specialist in textiles and textile semi-finished and raw materials
+import export specialist in tobacco products
+import export specialist in waste and scrap
+import export specialist in watches and jewellery
+import export specialist in wood and construction materials
+incinerator operator
+industrial arts vocational teacher
+industrial assembly supervisor
+industrial cook
+industrial designer
+industrial electrician
+industrial engineer
+industrial engineering technician
+industrial firefighter
+industrial machinery assembler
+industrial machinery mechanic
+industrial maintenance supervisor
+industrial mobile devices software developer
+industrial pharmacist
+industrial production manager
+industrial quality manager
+industrial robot controller
+industrial tool design engineer
+industrial waste inspector
+infantry soldier
+information manager
+injection moulding operator
+inland water transport general manager
+installation engineer
+instructional designer
+instrument technician
+instrumentation engineer
+instrumentation engineering technician
+insulating tube winder
+insulation supervisor
+insulation worker
+insurance agency manager
+insurance broker
+insurance claims handler
+insurance claims manager
+insurance clerk
+insurance collector
+insurance fraud investigator
+insurance product manager
+insurance rating analyst
+insurance risk consultant
+insurance underwriter
+integrated circuit design engineer
+integration engineer
+intellectual property consultant
+intelligence communications interceptor
+intelligence officer
+intelligent lighting engineer
+intercultural communication consultant
+interior architect
+interior designer
+interior landscaper
+interior planner
+intermodal logistics manager
+international forwarding operations coordinator
+international relations officer
+international student exchange coordinator
+interpretation agency manager
+interpreter
+inventory coordinator
+investment adviser
+investment analyst
+investment clerk
+investment fund management assistant
+investment fund manager
+investment manager
+investor relations manager
+irrigation system installer
+irrigation technician
+jeweller
+jewellery and watches shop manager
+jewellery and watches specialised seller
+jewellery assembler
+jewellery designer
+jewellery engraver
+jewellery mounter
+jewellery polisher
+jewellery repairer
+journalism lecturer
+journalist
+judge
+justice of the peace
+juvenile correctional officer
+kennel supervisor
+kennel worker
+kettle tender
+keyboard musical instrument maker
+kiln firer
+kinesiologist
+kitchen and bathroom shop manager
+kitchen assistant
+kitchen porter
+kitchen unit installer
+knitter
+knitting machine operator
+knitting machine supervisor
+knitting textile technician
+knowledge engineer
+kosher butcher
+kosher slaughterer
+labour market policy officer
+labour relations officer
+lacquer maker
+lacquer spray gun operator
+laminating machine operator
+land planner
+land surveyor
+land-based machinery operator
+land-based machinery supervisor
+land-based machinery technician
+landfill supervisor
+landscape architect
+landscape designer
+landscape gardener
+language engineer
+language school teacher
+laser beam welder
+laser cutting machine operator
+laser marking machine operator
+lasting machine operator
+lathe and turning machine operator
+laundromat attendant
+laundry and dry cleaning manager
+laundry ironer
+laundry worker
+laundry workers supervisor
+law lecturer
+lawyer
+lawyer linguist
+leaf sorter
+leaf tier
+leaflet distributor
+lean manager
+learning mentor
+learning support teacher
+leather finishing operations manager
+leather finishing operator
+leather goods CAD patternmaker
+leather goods artisanal worker
+leather goods designer
+leather goods finishing operator
+leather goods hand cutting operator
+leather goods hand stitcher
+leather goods industrial engineer
+leather goods machine operator
+leather goods maintenance technician
+leather goods manual operator
+leather goods manufacturing technician
+leather goods packing operator
+leather goods patternmaker
+leather goods product developer
+leather goods product development manager
+leather goods production manager
+leather goods production supervisor
+leather goods quality control laboratory technician
+leather goods quality controller
+leather goods quality manager
+leather goods quality technician
+leather goods stitching machine operator
+leather goods warehouse operator
+leather laboratory technician
+leather measuring operator
+leather production machine operator
+leather production manager
+leather production planner
+leather raw materials purchasing manager
+leather sorter
+leather wet processing department manager
+legal administrative assistant
+legal assistant
+legal consultant
+legal guardian
+legal policy officer
+legal service manager
+legislative drafter
+leisure attendant
+letting agent
+level crossing signalperson
+lexicographer
+librarian
+library assistant
+library manager
+licensing manager
+licensing officer
+lieutenant
+life coach
+life guard
+lifeguard instructor
+lift installation supervisor
+lift technician
+light board operator
+lime kiln operator
+linen room attendant
+linguist
+linguistics lecturer
+liquid fuel engineer
+liquid waste treatment plant operator
+liquor blender
+liquor grinding mill operator
+literary scholar
+literature teacher at secondary school
+lithographer
+live animal transporter
+live animals distribution manager
+live chat operator
+livestock advisor
+livestock worker
+loan officer
+localiser
+location manager
+locker room attendant
+locksmith
+logistics analyst
+logistics and distribution manager
+logistics engineer
+loss adjuster
+lottery cashier
+lottery manager
+lottery operator
+lumber grader
+lyricist
+machine operator supervisor
+machinery assembly coordinator
+machinery assembly supervisor
+machinery, industrial equipment, ships and aircraft distribution manager
+made-up textile articles manufacturer
+magazine editor
+mail clerk
+maintenance and repair engineer
+make-up and hair designer
+make-up artist
+malt house supervisor
+malt kiln operator
+malt master
+man-made fiber spinner
+management assistant
+manicurist
+manufactured wooden building assembler
+manufacturing cost estimator
+manufacturing engineer
+manufacturing facility manager
+manufacturing manager
+marine biologist
+marine cargo inspector
+marine chief engineer
+marine electrician
+marine electronics technician
+marine engineer
+marine engineering drafter
+marine engineering technician
+marine firefighter
+marine fitter
+marine mechanic
+marine mechatronics technician
+marine painter
+marine surveyor
+marine upholsterer
+maritime instructor
+maritime pilot
+maritime water transport general manager
+market research analyst
+market research interviewer
+market vendor
+marketing assistant
+marketing consultant
+marketing manager
+marriage counsellor
+mask maker
+massage therapist
+masseur/masseuse
+master coffee roaster
+material stress analyst
+material testing technician
+materials engineer
+materials handler
+maternity support worker
+mathematician
+mathematics lecturer
+mathematics teacher at secondary school
+matrose
+mattress maker
+mattress making machine operator
+mayor
+meat and meat products distribution manager
+meat and meat products shop manager
+meat and meat products specialised seller
+meat cutter
+meat preparations operator
+mechanical engineer
+mechanical engineering drafter
+mechanical engineering technician
+mechanical forging press worker
+mechatronics assembler
+mechatronics engineer
+mechatronics engineering technician
+media integration operator
+media scientist
+mediator
+medical administrative assistant
+medical device assembler
+medical device engineer
+medical device engineering technician
+medical goods shop manager
+medical goods specialised seller
+medical laboratory assistant
+medical laboratory manager
+medical laboratory technology vocational teacher
+medical physics expert
+medical practice manager
+medical records clerk
+medical records manager
+medical sales representative
+medical transcriptionist
+medicine lecturer
+medium
+member of parliament
+membership administrator
+membership manager
+membranophone musical instruments maker
+mental health social worker
+mental health support worker
+merchandiser
+mergers and acquisitions analyst
+metal additive manufacturing operator
+metal annealer
+metal drawing machine operator
+metal engraver
+metal furnace operator
+metal furniture machine operator
+metal nibbling operator
+metal planer operator
+metal polisher
+metal product quality control inspector
+metal production manager
+metal production supervisor
+metal products assembler
+metal rolling mill operator
+metal sawing machine operator
+metallurgical manager
+metallurgical technician
+metallurgist
+metals and metal ores distribution manager
+metalworking lathe operator
+meteorologist
+meteorology technician
+meter reader
+metrologist
+metrology technician
+microbiologist
+microelectronics designer
+microelectronics engineer
+microelectronics engineering technician
+microelectronics maintenance technician
+microelectronics materials engineer
+microelectronics smart manufacturing engineer
+microsystem engineer
+microsystem engineering technician
+middle office analyst
+midwife
+migrant social worker
+military engineer
+military welfare worker
+milk heat treatment process operator
+milk reception operator
+miller
+milliner
+milling machine operator
+mine control room operator
+mine development engineer
+mine electrical engineer
+mine geologist
+mine health and safety engineer
+mine manager
+mine mechanical engineer
+mine planning engineer
+mine production manager
+mine rescue officer
+mine safety officer
+mine shift manager
+mine supervisor
+mine surveying technician
+mine surveyor
+mine ventilation engineer
+mineral crushing operator
+mineral processing engineer
+mineral processing operator
+mineralogist
+miniature set designer
+mining assistant
+mining electrician
+mining equipment mechanic
+mining geotechnical engineer
+mining, construction and civil engineering machinery distribution manager
+minister of religion
+missionary
+mixed farmer
+mobile application developer
+mobile crane operator
+mobile devices technician
+mobile phone repair technician
+mobility services manager
+model maker
+modern languages lecturer
+modern languages teacher secondary school
+monitoring and evaluation officer
+monk/nun
+mortgage broker
+mortgage loan underwriter
+motion picture film developer
+motor vehicle aftersales manager
+motor vehicle assembler
+motor vehicle assembly inspector
+motor vehicle assembly supervisor
+motor vehicle body assembler
+motor vehicle engine assembler
+motor vehicle engine inspector
+motor vehicle engine tester
+motor vehicle parts assembler
+motor vehicle shop manager
+motor vehicle upholsterer
+motor vehicles parts advisor
+motor vehicles specialised seller
+motorcycle assembler
+motorcycle delivery person
+motorcycle instructor
+moulding machine operator
+moulding machine technician
+mouldmaker
+mountain guide
+move coordinator
+move manager
+mover
+movie distributor
+moving truck driver
+mud logger
+museum director
+museum scientist
+music and video shop manager
+music and video shop specialised seller
+music arranger
+music director
+music instructor
+music producer
+music teacher
+music teacher secondary school
+music therapist
+musical conductor
+musical instrument technician
+musician
+mutual fund broker
+nailing machine operator
+nan
+nanny
+nanoengineer
+natural resources consultant
+nature conservation officer
+naval architect
+navy officer
+network marketer
+news anchor
+newspaper editor
+night auditor
+nitrator operator
+nitroglycerin neutraliser
+nitroglycerin separator operator
+non-destructive testing specialist
+non-vessel operating common carrier
+nonwoven  textile technician
+nonwoven filament machine operator
+nonwoven staple machine operator
+notary
+nuclear engineer
+nuclear medicine radiographer
+nuclear reactor operator
+nuclear technician
+numerical tool and process control programmer
+nurse assistant
+nurse responsible for general care
+nursery school head teacher
+nursing lecturer
+occupational analyst
+occupational driving instructor
+occupational health and safety inspector
+occupational railway instructor
+occupational therapist
+occupational therapy assistant
+oceanographer
+odds compiler
+oenologist
+office clerk
+office equipment repair technician
+office manager
+official veterinarian
+offset printer
+offshore renewable energy engineer
+offshore renewable energy plant operator
+offshore renewable energy technician
+oil and gas production manager
+oil mill operator
+oil refinery control room operator
+oil rig motorhand
+oilseed presser
+ombudsman
+on foot aquatic resources collector
+online community manager
+online marketer
+online sales channel manager
+onshore wind energy engineer
+onshore wind farm technician
+operations manager
+optical disc moulding machine operator
+optical engineer
+optical instrument assembler
+optical instrument production supervisor
+optical instrument repairer
+optical technician
+optician
+optoelectronic engineer
+optoelectronic engineering technician
+optomechanical engineer
+optomechanical engineering technician
+optometrist
+ordinary seaman
+organ builder
+ornamental metal worker
+orthopaedic footwear technician
+orthopaedic supplies specialised seller
+orthopaedic supply shop manager
+orthoptist
+osteopath
+outdoor activities coordinator
+outdoor activities instructor
+outdoor animator
+overhead line worker
+oxy fuel burning machine operator
+packaging and filling machine operator
+packaging production manager
+packing machinery engineer
+paint mixer
+palaeontologist
+palliative care social worker
+paper bag machine operator
+paper cutter operator
+paper embossing press operator
+paper engineer
+paper machine operator
+paper mill supervisor
+paper pulp moulding operator
+paper stationery machine operator
+paperboard products assembler
+paperhanger
+paperhanger supervisor
+paramedic in emergency responses
+park guide
+parking valet
+parliamentary assistant
+passenger fare controller
+passport officer
+pasta maker
+pasta operator
+pastoral worker
+pastry chef
+pastry maker
+patent engineer
+patient transport services driver
+pawnbroker
+payroll clerk
+pedicurist
+pension scheme manager
+pensions administrator
+performance artist
+performance flying director
+performance hairdresser
+performance lighting designer
+performance lighting director
+performance lighting technician
+performance production manager
+performance rental technician
+performance video designer
+performance video operator
+performing arts school dance instructor
+performing arts theatre instructor
+perfume and cosmetics distribution manager
+perfume production machine operator
+personal property appraiser
+personal shopper
+personal stylist
+personal trainer
+personal trust officer
+pest management worker
+pesticide mixer
+pesticides sprayer
+pet and pet food shop manager
+pet and pet food specialised seller
+pet sitter
+petroleum engineer
+petroleum pump system operator
+pharmaceutical engineer
+pharmaceutical goods distribution manager
+pharmaceutical quality specialist
+pharmacist
+pharmacologist
+pharmacy assistant
+pharmacy lecturer
+pharmacy technician
+philosopher
+philosophy lecturer
+philosophy teacher secondary school
+phlebotomist
+photographer
+photographic developer
+photographic equipment assembler
+photography shop manager
+photography teacher
+photojournalist
+photonics engineer
+photonics engineering technician
+physical education teacher secondary school
+physical education vocational teacher
+physicist
+physics lecturer
+physics teacher secondary school
+physics technician
+physiologist
+physiotherapist
+physiotherapy assistant
+piano maker
+picture archiving and communication systems administrator
+picture editor
+pig breeder
+pilates teacher
+pile driving hammer operator
+pill maker operator
+pipe welder
+pipeline compliance coordinator
+pipeline engineer
+pipeline environmental project manager
+pipeline maintenance worker
+pipeline pump operator
+pipeline route manager
+pipeline superintendent
+pizzaiolo
+planer thicknesser operator
+plasma cutting machine operator
+plasterer
+plastering supervisor
+plastic and rubber products manufacturing supervisor
+plastic furniture machine operator
+plastic heat treatment equipment operator
+plastic products assembler
+plastic rolling machine operator
+plate glass installer
+plodder operator
+plumber
+plumbing supervisor
+pneumatic engineering technician
+pneumatic systems technician
+podiatrist
+podiatry assistant
+police commissioner
+police detective
+police inspector
+police officer
+police trainer
+policy manager
+policy officer
+political affairs officer
+political campaign officer
+political journalist
+political party agent
+political scientist
+politics lecturer
+polygraph examiner
+porcelain painter
+port coordinator
+post office counter clerk
+post-production supervisor
+postman/postwoman
+pottery and porcelain caster
+poultry breeder
+poultry sexer
+power distribution engineer
+power electronics engineer
+power lines supervisor
+power plant control room operator
+power plant manager
+power production plant operator
+power tool repair technician
+powertrain engineer
+pre-lasting operator
+pre-stitching machine operator
+precast moulder
+precious stone cutter
+precious stone setter
+precision device inspector
+precision engineer
+precision instrument assembler
+precision mechanic
+precision mechanics supervisor
+predictive maintenance expert
+prepared meals nutritionist
+prepared meat operator
+prepress operator
+prepress technician
+presenter
+press and stationery shop manager
+press and stationery specialised seller
+pricing specialist
+primary school head teacher
+primary school teacher
+primary school teaching assistant
+print folding operator
+print studio supervisor
+printed circuit board assembler
+printed circuit board designer
+printed circuit board test technician
+printing textile technician
+printmaker
+prison instructor
+prison officer
+private chauffeur
+private chef
+private detective
+private pilot
+probation officer
+process engineer
+process engineering technician
+process metallurgist
+procurement category specialist
+procurement department manager
+procurement support officer
+producer
+product and services manager
+product assembly inspector
+product development engineering drafter
+product development engineering technician
+product development manager
+product grader
+product manager
+product quality controller
+product quality inspector
+production designer
+production engineer
+production engineering technician
+production plant crane operator
+production potter
+production supervisor
+professional athlete
+programme funding manager
+programme manager
+project manager
+project support officer
+projectionist
+promoter
+promotion assistant
+promotion manager
+promotions demonstrator
+prompter
+proofreader
+prop maker
+prop master/prop mistress
+property acquisitions manager
+property appraiser
+property assistant
+property developer
+property insurance underwriter
+prosecutor
+prosthetic-orthotics technician
+prosthetist-orthotist
+protective clothing apparel manufacturer
+psychic
+psychologist
+psychology lecturer
+psychotherapist
+public administration manager
+public affairs consultant
+public employment service manager
+public finance accountant
+public funding advisor
+public health policy officer
+public housing manager
+public procurement specialist
+public relations manager
+public relations officer
+public speaking coach
+publications coordinator
+publishing rights manager
+pulp control operator
+pulp grader
+pulp technician
+pultrusion machine operator
+pump operator
+punch press operator
+puppet designer
+puppeteer
+purchase planner
+purchaser
+purchasing manager
+pyrotechnic designer
+pyrotechnician
+quality engineer
+quality engineering technician
+quality services manager
+quantity surveyor
+quarry engineer
+quarry manager
+quick service restaurant crew member
+quick service restaurant team leader
+race track operator
+radiation protection officer
+radiation protection technician
+radiation therapist
+radio producer
+radio technician
+radiographer
+rail construction supervisor
+rail intermodal equipment operator
+rail layer
+rail logistics coordinator
+rail maintenance technician
+rail operations manager
+rail project engineer
+rail switchperson
+rail traffic controller
+railway car upholsterer
+railway electronic technician
+railway infrastructure inspector
+railway passenger service agent
+railway sales agent
+railway station manager
+raw material reception operator
+raw materials warehouse specialist
+real estate agent
+real estate investor
+real estate leasing manager
+real estate manager
+real estate surveyor
+receptionist
+record press operator
+recording studio technician
+recreation model maker
+recreation policy officer
+recreational facilities manager
+recreational therapist
+recruitment consultant
+recycling specialist
+recycling worker
+refinery shift manager
+refining machine operator
+refrigeration air condition and heat pump technician
+refurbishing technician
+refuse collector
+refuse vehicle driver
+regional development policy officer
+regulatory affairs manager
+rehabilitation support worker
+relationship banking manager
+religion scientific researcher
+religious education teacher at secondary school
+religious studies lecturer
+relocation officer
+remote sensing technician
+renewable energy consultant
+renewable energy engineer
+renewable energy sales representative
+rental manager
+rental service representative
+rental service representative in agricultural machinery and equipment
+rental service representative in air transport equipment
+rental service representative in cars and light motor vehicles
+rental service representative in construction and civil engineering machinery
+rental service representative in office machinery and equipment
+rental service representative in other machinery, equipment and tangible goods
+rental service representative in personal and household goods
+rental service representative in recreational and sports goods
+rental service representative in trucks
+rental service representative in video tapes and disks
+rental service representative in water transport equipment
+reprographics technician
+rescue centre manager
+rescue diver
+research and development manager
+research engineer
+research manager
+residential care home worker
+residential childcare worker
+residential home adult care worker
+residential home older adult care worker
+residential home young people care worker
+resilient floor layer
+resource manager
+respiratory therapy technician
+restaurant host/restaurant hostess
+restaurant manager
+restoration technician
+retail department manager
+retail entrepreneur
+rigger
+rigging supervisor
+riveter
+road construction supervisor
+road construction worker
+road maintenance technician
+road maintenance worker
+road marker
+road operations manager
+road roller operator
+road sign installer
+road transport division manager
+road transport maintenance scheduler
+roadside vehicle technician
+robotics engineer
+robotics engineering technician
+rolling stock assembler
+rolling stock assembly inspector
+rolling stock assembly supervisor
+rolling stock electrician
+rolling stock engine inspector
+rolling stock engine tester
+rolling stock engineer
+rolling stock engineering drafter
+rolling stock engineering technician
+rolling stock inspector
+roofer
+roofing supervisor
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labels/isco_code_1.txt

@@ -0,0 +1,10 @@
+0
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labels/isco_code_2.txt

@@ -0,0 +1,43 @@
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labels/isco_code_3.txt

@@ -0,0 +1,130 @@
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labels/isco_code_4.txt

@@ -0,0 +1,436 @@
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labels/isco_codes.txt

@@ -0,0 +1,619 @@
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labels/isco_label_1.txt

@@ -0,0 +1,10 @@
+Armed Forces Occupations
+Clerical Support Workers
+Craft and Related Trades Workers
+Elementary Occupations
+Managers
+Plant and Machine Operators and Assemblers
+Professionals
+Services And Sales Workers
+Skilled Agricultural, Forestry and Fishery Workers
+Technicians and Associate Professionals

labels/isco_label_2.txt

@@ -0,0 +1,43 @@
+Administrative and Commercial Managers
+Agricultural, Forestry and Fishery Labourers
+Armed Forces Occupations, Other Ranks
+Assemblers
+Building and Related Trades Workers (excluding Electricians)
+Business and Administration Associate Professionals
+Business and Administration Professionals
+Chief Executives, Senior Officials and Legislators
+Cleaners and Helpers
+Commissioned Armed Forces Officers
+Customer Services Clerks
+Drivers and Mobile Plant Operators
+Electrical and Electronics Trades Workers
+Food Preparation Assistants
+Food Processing, Woodworking, Garment and Other Craft and Related Trades Workers
+General and Keyboard Clerks
+Handicraft and Printing Workers
+Health Associate Professionals
+Health Professionals
+Hospitality, Retail and Other Services Managers
+Information and Communications Technicians
+Information and Communications Technology Professionals
+Labourers in Mining, Construction, Manufacturing and Transport
+Legal, Social and Cultural Professionals
+Legal, Social, Cultural and Related Associate Professionals
+Market-oriented Skilled Agricultural Workers
+Market-oriented Skilled Forestry, Fishery and Hunting Workers
+Metal, Machinery and Related Trades Workers
+Non-commissioned Armed Forces Officers
+Numerical and Material Recording Clerks
+Other Clerical Support Workers
+Personal Care Workers
+Personal Services Workers
+Production and Specialized Services Managers
+Protective Services Workers
+Refuse Workers and Other Elementary Workers
+Sales Workers
+Science and Engineering Associate Professionals
+Science and Engineering Professionals
+Stationary Plant and Machine Operators
+Street and Related Sales and Services Workers
+Subsistence Farmers, Fishers, Hunters and Gatherers
+Teaching Professionals

labels/isco_label_3.txt

@@ -0,0 +1,130 @@
+Administration Professionals
+Administrative and Specialized Secretaries
+Agricultural, Forestry and Fishery Labourers
+Animal Producers
+Architects, Planners, Surveyors and Designers
+Armed Forces Occupations, Other Ranks
+Artistic, Cultural and Culinary Associate Professionals
+Assemblers
+Authors, Journalists and Linguists
+Blacksmiths, Toolmakers and Related Trades Workers
+Building Finishers and Related Trades Workers
+Building Frame and Related Trades Workers
+Building and Housekeeping Supervisors
+Business Services Agents
+Business Services and Administration Managers
+Car, Van and Motorcycle Drivers
+Cashiers and Ticket Clerks
+Chemical and Photographic Products Plant and Machine Operators
+Child Care Workers and Teachers’ Aides
+Client Information Workers
+Commissioned Armed Forces Officers
+Cooks
+Creative and Performing Artists
+Database and Network Professionals
+Domestic, Hotel and Office Cleaners and Helpers
+Electrical Equipment Installers and Repairers
+Electronics and Telecommunications Installers and Repairers
+Electrotechnology Engineers
+Engineering Professionals (excluding Electrotechnology)
+Finance Professionals
+Financial and Mathematical Associate Professionals
+Fishery Workers, Hunters and Trappers
+Food Preparation Assistants
+Food Processing and Related Trades Workers
+Food and Related Products Machine Operators
+Forestry and Related Workers
+Garment and Related Trades Workers
+General Office Clerks
+Government Regulatory Associate Professionals
+Hairdressers, Beauticians and Related Workers
+Handicraft Workers
+Heavy Truck and Bus Drivers
+Hotel and Restaurant Managers
+Information and Communications Technology Operations and User Support Technicians
+Information and Communications Technology Services Managers
+Keyboard Operators
+Legal Professionals
+Legal, Social and Religious Associate Professionals
+Legislators and Senior Officials
+Librarians, Archivists and Curators 
+Life Science Professionals
+Life Science Technicians and Related Associate Professionals
+Locomotive Engine Drivers and Related Workers
+Machinery Mechanics and Repairers
+Managing Directors and Chief Executives
+Manufacturing Labourers
+Manufacturing, Mining, Construction and Distribution Managers
+Market Gardeners and Crop Growers
+Material Recording and Transport Clerks
+Mathematicians, Actuaries and Statisticians
+Medical Doctors
+Medical and Pharmaceutical Technicians
+Metal Processing and Finishing Plant Operators
+Mining and Construction Labourers
+Mining and Mineral Processing Plant Operators
+Mining, Manufacturing and Construction Supervisors
+Mixed Crop and Animal Producers
+Mobile Plant Operators
+Non-commissioned Armed Forces Officers
+Numerical Clerks
+Nursing and Midwifery Associate Professionals
+Nursing and Midwifery Professionals
+Other Clerical Support Workers
+Other Craft and Related Workers
+Other Elementary Workers
+Other Health Associate Professionals
+Other Health Professionals
+Other Personal Services Workers
+Other Sales Workers
+Other Services Managers
+Other Stationary Plant and Machine Operators
+Other Teaching Professionals
+Painters, Building Structure Cleaners and Related Trades Workers
+Paramedical Practitioners
+Personal Care Workers in Health Services
+Physical and Earth Science Professionals
+Physical and Engineering Science Technicians
+Primary School and Early Childhood Teachers
+Printing Trades Workers
+Process Control Technicians
+Production Managers in Agriculture, Forestry and Fisheries
+Professional Services Managers
+Protective Services Workers
+Refuse Workers
+Retail and Wholesale Trade Managers
+Rubber, Plastic and Paper Products Machine Operators
+Sales and Purchasing Agents and Brokers
+Sales, Marketing and Development Managers
+Sales, Marketing and Public Relations Professionals
+Secondary Education Teachers
+Secretaries (general)
+Sheet and Structural Metal Workers, Moulders and Welders, and Related Workers
+Ship and Aircraft Controllers and Technicians
+Ships’ Deck Crews and Related Workers
+Shop Salespersons 
+Social and Religious Professionals
+Software and Applications Developers and Analysts
+Sports and Fitness Workers
+Street Vendors (excluding Food)
+Street and Market Salespersons
+Street and Related Services Workers
+Subsistence Crop Farmers
+Subsistence Fishers, Hunters, Trappers and Gatherers
+Subsistence Livestock Farmers
+Subsistence Mixed Crop and Livestock Farmers
+Telecommunications and Broadcasting Technicians
+Tellers, Money Collectors and Related Clerks
+Textile, Fur and Leather Products Machine Operators
+Traditional and Complementary Medicine Associate Professionals
+Traditional and Complementary Medicine Professionals
+Transport and Storage Labourers
+Travel Attendants, Conductors and Guides
+University and Higher Education Teachers
+Vehicle, Window, Laundry and Other Hand Cleaning Workers
+Veterinarians
+Veterinary Technicians and Assistants
+Vocational Education Teachers
+Waiters and Bartenders
+Wood Processing and Papermaking Plant Operators
+Wood Treaters, Cabinet-makers and Related Trades Workers

labels/isco_label_4.txt

@@ -0,0 +1,436 @@
+Accountants
+Accounting Associate Professionals
+Accounting and Bookkeeping Clerks
+Actors
+Administrative and Executive Secretaries
+Advertising and Marketing Professionals
+Advertising and Public Relations Managers
+Aged Care Services Managers
+Agricultural Technicians
+Agricultural and Forestry Production Managers
+Agricultural and Industrial Machinery Mechanics and Repairers
+Air Conditioning and Refrigeration Mechanics
+Air Traffic Controllers
+Air Traffic Safety Electronics Technicians
+Aircraft Engine Mechanics and Repairers
+Aircraft Pilots and Related Associate Professionals
+Ambulance Workers
+Animal Producers Not Elsewhere Classified
+Announcers on Radio, Television and Other Media
+Apiarists and Sericulturists
+Applications Programmers
+Aquaculture Workers
+Aquaculture and Fisheries Production Managers
+Archivists and Curators
+Armed Forces Occupations, Other Ranks
+Assemblers Not Elsewhere Classified
+Astrologers, Fortune-tellers and Related Workers
+Athletes and Sports Players
+Audiologists and Speech Therapists
+Authors and Related Writers
+Bakers, Pastry-cooks and Confectionery Makers
+Bank Tellers and Related Clerks
+Bartenders
+Beauticians and Related Workers
+Bicycle and Related Repairers
+Biologists, Botanists, Zoologists and Related Professionals
+Blacksmiths, Hammersmiths and Forging Press Workers
+Bleaching, Dyeing and Fabric Cleaning Machine Operators
+Bookmakers, Croupiers and Related Gaming Workers
+Bricklayers and Related Workers
+Broadcasting and Audiovisual Technicians
+Building Architects
+Building Caretakers
+Building Construction Labourers
+Building Frame and Related Trades Workers Not Elsewhere Classified
+Building Structure Cleaners
+Building and Related Electricians
+Bus and Tram Drivers
+Business Services Agents Not Elsewhere Classified
+Business Services and Administration Managers Not Elsewhere Classified
+Butchers, Fishmongers and Related Food Preparers
+Buyers
+Cabinet-makers and Related Workers
+Car, Taxi and Van Drivers
+Carpenters and Joiners
+Cartographers and Surveyors
+Cashiers and Ticket Clerks
+Cement, Stone and Other Mineral Products Machine Operators
+Chefs
+Chemical Engineering Technicians
+Chemical Engineers
+Chemical Processing Plant Controllers
+Chemical Products Plant and Machine Operators
+Chemical and Physical Science Technicians
+Chemists
+Child Care Services Managers
+Child Care Workers
+Civil Engineering Labourers
+Civil Engineering Technicians
+Civil Engineers
+Cleaners and Helpers in Offices, Hotels and Other Establishments
+Cleaning and Housekeeping Supervisors in Offices, Hotels and Other Establishments
+Clearing and Forwarding Agents
+Clerical Support Workers Not Elsewhere Classified
+Client Information Workers Not Elsewhere Classified
+Coding, Proofreading and Related Clerks
+Commercial Sales Representatives
+Commissioned Armed Forces Officers
+Community Health Workers
+Companions and Valets
+Computer Network Professionals
+Computer Network and Systems Technicians
+Concrete Placers, Concrete Finishers and Related Workers
+Conference and Event Planners
+Construction Managers
+Construction Supervisors
+Contact Centre Information Clerks
+Contact Centre Salespersons
+Cooks
+Craft and Related Workers Not Elsewhere Classified
+Crane, Hoist and Related Plant Operators
+Creative and Performing Artists Not Elsewhere Classified
+Credit and Loans Officers
+Crop Farm Labourers
+Customs and Border Inspectors
+Dairy Products Makers
+Dancers and Choreographers
+Data Entry Clerks
+Database Designers and Administrators
+Database and Network Professionals Not Elsewhere Classified
+Debt Collectors and Related Workers
+Deep-sea Fishery Workers
+Dental Assistants and Therapists
+Dentists
+Dieticians and Nutritionists
+Dispensing Opticians
+Domestic Cleaners and Helpers
+Domestic Housekeepers
+Door-to-door Salespersons
+Draughtspersons
+Drivers of Animal-drawn Vehicles and Machinery
+Driving Instructors
+Early Childhood Educators
+Earthmoving and Related Plant Operators
+Economists
+Education Managers
+Education Methods specialists
+Electrical Engineering Technicians
+Electrical Engineers
+Electrical Line Installers and Repairers 
+Electrical Mechanics and Fitters
+Electrical and Electronic Equipment Assemblers
+Electronics Engineering Technicians
+Electronics Engineers
+Electronics Mechanics and Servicers
+Elementary Workers Not Elsewhere Classified
+Employment Agents and Contractors
+Engineering Professionals Not Elsewhere Classified
+Environmental Engineers
+Environmental Protection Professionals
+Environmental and Occupational Health Inspectors and Associates
+Environmental and Occupational Health and Hygiene Professionals
+Farming, Forestry and Fisheries Advisers
+Fashion and Other Models
+Fast Food Preparers
+Fibre Preparing, Spinning and Winding Machine Operators
+Field Crop and Vegetable Growers
+Filing and Copying Clerks
+Film, Stage and Related Directors and Producers
+Finance Managers
+Financial Analysts
+Financial and Insurance Services Branch Managers
+Financial and Investment Advisers
+Firefighters
+Fishery and Aquaculture Labourers
+Fitness and Recreation Instructors and Programme Leaders
+Floor Layers and Tile Setters
+Food Service Counter Attendants
+Food and Beverage Tasters and Graders
+Food and Related Products Machine Operators
+Forestry Labourers
+Forestry Technicians
+Forestry and Related Workers
+Freight Handlers
+Fruit, Vegetable and Related Preservers
+Fumigators and Other Pest and Weed Controllers
+Fur and Leather Preparing Machine Operators
+Gallery, Museum and Library Technicians
+Garbage and Recycling Collectors
+Garden and Horticultural Labourers
+Gardeners; Horticultural and Nursery Growers
+Garment and Related Patternmakers and Cutters
+General Office Clerks
+Generalist Medical Practitioners 
+Geologists and Geophysicists
+Glass Makers, Cutters, Grinders and Finishers
+Glass and Ceramics Plant Operators
+Glaziers
+Government Licensing Officials
+Government Regulatory Associate Professionals Not Elsewhere Classified
+Government Social Benefits Officials
+Government Tax and Excise Officials
+Graphic and Multimedia Designers
+Hairdressers
+Hand Launderers and Pressers
+Hand Packers
+Hand and Pedal Vehicle Drivers
+Handicraft Workers Not Elsewhere Classified
+Handicraft Workers in Textile, Leather and Related Materials
+Handicraft Workers in Wood, Basketry and Related Materials
+Health Associate Professionals Not Elsewhere Classified
+Health Care Assistants
+Health Professionals Not Elsewhere Classified
+Health Services Managers
+Heavy Truck and Lorry Drivers
+Home-based Personal Care Workers
+Hotel Managers
+Hotel Receptionists
+House Builders
+Human Resource Managers
+Hunters and Trappers
+Incinerator and Water Treatment Plant Operators
+Industrial and Production Engineers
+Information Technology Trainers
+Information and Communications Technology Installers and Servicers
+Information and Communications Technology Operations Technicians
+Information and Communications Technology Sales Professionals
+Information and Communications Technology Services Managers
+Information and Communications Technology User Support Technicians
+Inland and Coastal Waters Fishery Workers
+Inquiry Clerks
+Insulation Workers
+Insurance Representatives
+Interior Designers and Decorators
+Jewellery and Precious Metal Workers
+Journalists
+Judges
+Kitchen Helpers
+Landscape Architects
+Laundry Machine Operators
+Lawyers
+Legal Professionals Not Elsewhere Classified
+Legal Secretaries
+Legal and Related Associate Professionals
+Legislators
+Librarians and Related Information Professionals
+Library Clerks
+Life Science Technicians (excluding Medical)
+Lifting Truck Operators
+Livestock Farm Labourers
+Livestock and Dairy Producers
+Locomotive Engine Drivers
+Mail Carriers and Sorting Clerks
+Management and Organization Analysts
+Managing Directors and Chief Executives
+Manufacturing Labourers Not Elsewhere Classified
+Manufacturing Managers
+Manufacturing Supervisors
+Mathematicians, Actuaries and Statisticians
+Mechanical Engineering Technicians
+Mechanical Engineers
+Mechanical Machinery Assemblers
+Medical Assistants
+Medical Imaging and Therapeutic Equipment Technicians
+Medical Records and Health Information Technicians
+Medical Secretaries
+Medical and Dental Prosthetic Technicians
+Medical and Pathology Laboratory Technicians 
+Messengers, Package Deliverers and Luggage Porters
+Metal Finishing, Plating and Coating Machine Operators
+Metal Moulders and Coremakers
+Metal Polishers, Wheel Grinders and Tool Sharpeners
+Metal Processing Plant Operators
+Metal Production Process Controllers
+Metal Working Machine Tool Setters and Operators
+Meteorologists
+Meter Readers and Vending-machine Collectors
+Midwifery Associate Professionals
+Midwifery Professionals
+Mineral and Stone Processing Plant Operators
+Miners and Quarriers
+Mining Engineers, Metallurgists and Related Professionals
+Mining Managers
+Mining Supervisors
+Mining and Metallurgical Technicians
+Mining and Quarrying Labourers
+Mixed Crop Growers
+Mixed Crop and Animal Producers
+Mixed Crop and Livestock Farm Labourers
+Mobile Farm and Forestry Plant Operators
+Motor Vehicle Mechanics and Repairers
+Motorcycle Drivers
+Musical Instrument Makers and Tuners
+Musicians, Singers and Composers
+Non-commissioned Armed Forces Officers
+Nursing Associate Professionals
+Nursing Professionals
+Odd-job Persons
+Office Supervisors
+Optometrists and Ophthalmic Opticians
+Other Artistic and Cultural Associate Professionals
+Other Arts Teachers
+Other Cleaning Workers
+Other Language Teachers
+Other Music Teachers
+Packing, Bottling and Labelling Machine Operators
+Painters and Related Workers
+Paper Products Machine Operators
+Paramedical Practitioners
+Pawnbrokers and Money-lenders
+Payroll Clerks
+Pelt Dressers, Tanners and Fellmongers
+Personal Care Workers in Health Services Not Elsewhere Classified
+Personal Services Workers Not Elsewhere Classified
+Personnel Clerks
+Personnel and Careers Professionals
+Pet Groomers and Animal Care Workers
+Petroleum and Natural Gas Refining Plant Operators
+Pharmaceutical Technicians and Assistants
+Pharmacists
+Philosophers, Historians and Political Scientists
+Photographers
+Photographic Products Machine Operators
+Physical and Engineering Science Technicians Not Elsewhere Classified
+Physicists and Astronomers
+Physiotherapists 
+Physiotherapy Technicians and Assistants
+Plasterers
+Plastic Products Machine Operators
+Plumbers and Pipe Fitters
+Police Inspectors and Detectives
+Police Officers
+Policy Administration Professionals
+Policy and Planning Managers
+Potters and Related Workers
+Poultry Producers
+Power Production Plant Operators
+Pre-press Technicians
+Precision-instrument Makers and Repairers
+Primary School Teachers
+Print Finishing and Binding Workers
+Printers 
+Prison Guards
+Process Control Technicians Not Elsewhere Classified
+Product Graders and Testers (excluding Foods and Beverages)
+Product and Garment Designers
+Production Clerks
+Professional Services Managers Not Elsewhere Classified
+Protective Services Workers Not Elsewhere Classified
+Psychologists
+Public Relations Professionals
+Pulp and Papermaking Plant Operators
+Railway Brake, Signal and Switch Operators
+Real Estate Agents and Property Managers
+Receptionists (general)
+Refuse Sorters
+Religious Associate Professionals
+Religious Professionals
+Research and Development Managers
+Restaurant Managers
+Retail and Wholesale Trade Managers
+Riggers and Cable Splicers
+Roofers
+Rubber Products Machine Operators
+Sales Demonstrators
+Sales Workers Not Elsewhere Classified
+Sales and Marketing Managers
+Scribes and Related Workers
+Secondary Education Teachers
+Secretaries (general)
+Securities and Finance Dealers and Brokers
+Security Guards
+Senior Government Officials
+Senior Officials of Special-interest Organizations
+Service Station Attendants
+Services Managers Not Elsewhere Classified
+Sewing Machine Operators
+Sewing, Embroidery and Related Workers
+Sheet Metal Workers
+Shelf Fillers
+Ships’ Deck Crews and Related Workers
+Ships’ Deck Officers and Pilots
+Ships’ Engineers
+Shoemakers and Related Workers
+Shoemaking and Related Machine Operators
+Shop Sales Assistants
+Shop Supervisors
+Shopkeepers
+Shotfirers and Blasters
+Signwriters, Decorative Painters, Engravers and Etchers
+Social Welfare Managers
+Social Work Associate Professionals
+Social Work and Counselling Professionals
+Sociologists, Anthropologists and Related Professionals
+Software Developers
+Software and Applications Developers and Analysts Not Elsewhere Classified
+Special Needs Teachers
+Specialist Medical Practitioners 
+Sports Coaches, Instructors and Officials
+Sports, Recreation and Cultural Centre Managers
+Spray Painters and Varnishers
+Stall and Market Salespersons
+Stationary Plant and Machine Operators Not Elsewhere Classified
+Statistical, Finance and Insurance Clerks
+Statistical, Mathematical and Related Associate Professionals
+Steam Engine and Boiler Operators
+Stock Clerks
+Stonemasons, Stone Cutters, Splitters and Carvers
+Street Food Salespersons
+Street Vendors (excluding Food)
+Street and Related Services Workers
+Structural Metal Preparers and Erectors
+Subsistence Crop Farmers
+Subsistence Fishers, Hunters, Trappers and Gatherers
+Subsistence Livestock Farmers
+Subsistence Mixed Crop and Livestock Farmers
+Supply, Distribution and Related Managers
+Survey and Market Research Interviewers
+Sweepers and Related Labourers
+Systems Administrators
+Systems Analysts
+Tailors, Dressmakers, Furriers and Hatters
+Teachers’ Aides
+Teaching Professionals Not Elsewhere Classified
+Technical and Medical Sales Professionals (excluding ICT)
+Telecommunications Engineering Technicians
+Telecommunications Engineers
+Telephone Switchboard Operators
+Textile, Fur and Leather Products Machine Operators Not Elsewhere Classified
+Tobacco Preparers and Tobacco Products Makers
+Toolmakers and Related Workers
+Town and Traffic Planners
+Trade Brokers
+Traditional Chiefs and Heads of Villages
+Traditional and Complementary Medicine Associate Professionals
+Traditional and Complementary Medicine Professionals
+Training and Staff Development Professionals
+Translators, Interpreters and Other Linguists
+Transport Clerks
+Transport Conductors
+Travel Attendants and Travel Stewards
+Travel Consultants and Clerks
+Travel Guides
+Tree and Shrub Crop Growers
+Typists and Word Processing Operators
+Undertakers and Embalmers
+Underwater Divers
+University and Higher Education Teachers
+Upholsterers and Related Workers
+Valuers and Loss Assessors
+Vehicle Cleaners
+Veterinarians
+Veterinary Technicians and Assistants
+Visual Artists
+Vocational Education Teachers
+Waiters
+Water and Firewood Collectors
+Weaving and Knitting Machine Operators
+Web Technicians
+Web and Multimedia Developers
+Welders and Flame Cutters
+Well Drillers and Borers and Related Workers
+Window Cleaners
+Wood Processing Plant Operators
+Wood Treaters
+Woodworking Machine Tool Setters and Operators

labels/isco_labels.txt

@@ -0,0 +1,582 @@
+Accountants
+Accounting Associate Professionals
+Accounting and Bookkeeping Clerks
+Actors
+Administration Professionals
+Administrative and Commercial Managers
+Administrative and Executive Secretaries
+Administrative and Specialized Secretaries
+Advertising and Marketing Professionals
+Advertising and Public Relations Managers
+Aged Care Services Managers
+Agricultural Technicians
+Agricultural and Forestry Production Managers
+Agricultural and Industrial Machinery Mechanics and Repairers
+Agricultural, Forestry and Fishery Labourers
+Air Conditioning and Refrigeration Mechanics
+Air Traffic Controllers
+Air Traffic Safety Electronics Technicians
+Aircraft Engine Mechanics and Repairers
+Aircraft Pilots and Related Associate Professionals
+Ambulance Workers
+Animal Producers
+Animal Producers Not Elsewhere Classified
+Announcers on Radio, Television and Other Media
+Apiarists and Sericulturists
+Applications Programmers
+Aquaculture Workers
+Aquaculture and Fisheries Production Managers
+Architects, Planners, Surveyors and Designers
+Archivists and Curators
+Armed Forces Occupations
+Armed Forces Occupations, Other Ranks
+Artistic, Cultural and Culinary Associate Professionals
+Assemblers
+Assemblers Not Elsewhere Classified
+Astrologers, Fortune-tellers and Related Workers
+Athletes and Sports Players
+Audiologists and Speech Therapists
+Authors and Related Writers
+Authors, Journalists and Linguists
+Bakers, Pastry-cooks and Confectionery Makers
+Bank Tellers and Related Clerks
+Bartenders
+Beauticians and Related Workers
+Bicycle and Related Repairers
+Biologists, Botanists, Zoologists and Related Professionals
+Blacksmiths, Hammersmiths and Forging Press Workers
+Blacksmiths, Toolmakers and Related Trades Workers
+Bleaching, Dyeing and Fabric Cleaning Machine Operators
+Bookmakers, Croupiers and Related Gaming Workers
+Bricklayers and Related Workers
+Broadcasting and Audiovisual Technicians
+Building Architects
+Building Caretakers
+Building Construction Labourers
+Building Finishers and Related Trades Workers
+Building Frame and Related Trades Workers
+Building Frame and Related Trades Workers Not Elsewhere Classified
+Building Structure Cleaners
+Building and Housekeeping Supervisors
+Building and Related Electricians
+Building and Related Trades Workers (excluding Electricians)
+Bus and Tram Drivers
+Business Services Agents
+Business Services Agents Not Elsewhere Classified
+Business Services and Administration Managers
+Business Services and Administration Managers Not Elsewhere Classified
+Business and Administration Associate Professionals
+Business and Administration Professionals
+Butchers, Fishmongers and Related Food Preparers
+Buyers
+Cabinet-makers and Related Workers
+Car, Taxi and Van Drivers
+Car, Van and Motorcycle Drivers
+Carpenters and Joiners
+Cartographers and Surveyors
+Cashiers and Ticket Clerks
+Cement, Stone and Other Mineral Products Machine Operators
+Chefs
+Chemical Engineering Technicians
+Chemical Engineers
+Chemical Processing Plant Controllers
+Chemical Products Plant and Machine Operators
+Chemical and Photographic Products Plant and Machine Operators
+Chemical and Physical Science Technicians
+Chemists
+Chief Executives, Senior Officials and Legislators
+Child Care Services Managers
+Child Care Workers
+Child Care Workers and Teachers’ Aides
+Civil Engineering Labourers
+Civil Engineering Technicians
+Civil Engineers
+Cleaners and Helpers
+Cleaners and Helpers in Offices, Hotels and Other Establishments
+Cleaning and Housekeeping Supervisors in Offices, Hotels and Other Establishments
+Clearing and Forwarding Agents
+Clerical Support Workers
+Clerical Support Workers Not Elsewhere Classified
+Client Information Workers
+Client Information Workers Not Elsewhere Classified
+Coding, Proofreading and Related Clerks
+Commercial Sales Representatives
+Commissioned Armed Forces Officers
+Community Health Workers
+Companions and Valets
+Computer Network Professionals
+Computer Network and Systems Technicians
+Concrete Placers, Concrete Finishers and Related Workers
+Conference and Event Planners
+Construction Managers
+Construction Supervisors
+Contact Centre Information Clerks
+Contact Centre Salespersons
+Cooks
+Craft and Related Trades Workers
+Craft and Related Workers Not Elsewhere Classified
+Crane, Hoist and Related Plant Operators
+Creative and Performing Artists
+Creative and Performing Artists Not Elsewhere Classified
+Credit and Loans Officers
+Crop Farm Labourers
+Customer Services Clerks
+Customs and Border Inspectors
+Dairy Products Makers
+Dancers and Choreographers
+Data Entry Clerks
+Database Designers and Administrators
+Database and Network Professionals
+Database and Network Professionals Not Elsewhere Classified
+Debt Collectors and Related Workers
+Deep-sea Fishery Workers
+Dental Assistants and Therapists
+Dentists
+Dieticians and Nutritionists
+Dispensing Opticians
+Domestic Cleaners and Helpers
+Domestic Housekeepers
+Domestic, Hotel and Office Cleaners and Helpers
+Door-to-door Salespersons
+Draughtspersons
+Drivers and Mobile Plant Operators
+Drivers of Animal-drawn Vehicles and Machinery
+Driving Instructors
+Early Childhood Educators
+Earthmoving and Related Plant Operators
+Economists
+Education Managers
+Education Methods specialists
+Electrical Engineering Technicians
+Electrical Engineers
+Electrical Equipment Installers and Repairers
+Electrical Line Installers and Repairers
+Electrical Mechanics and Fitters
+Electrical and Electronic Equipment Assemblers
+Electrical and Electronics Trades Workers
+Electronics Engineering Technicians
+Electronics Engineers
+Electronics Mechanics and Servicers
+Electronics and Telecommunications Installers and Repairers
+Electrotechnology Engineers
+Elementary Occupations
+Elementary Workers Not Elsewhere Classified
+Employment Agents and Contractors
+Engineering Professionals (excluding Electrotechnology)
+Engineering Professionals Not Elsewhere Classified
+Environmental Engineers
+Environmental Protection Professionals
+Environmental and Occupational Health Inspectors and Associates
+Environmental and Occupational Health and Hygiene Professionals
+Farming, Forestry and Fisheries Advisers
+Fashion and Other Models
+Fast Food Preparers
+Fibre Preparing, Spinning and Winding Machine Operators
+Field Crop and Vegetable Growers
+Filing and Copying Clerks
+Film, Stage and Related Directors and Producers
+Finance Managers
+Finance Professionals
+Financial Analysts
+Financial and Insurance Services Branch Managers
+Financial and Investment Advisers
+Financial and Mathematical Associate Professionals
+Firefighters
+Fishery Workers, Hunters and Trappers
+Fishery and Aquaculture Labourers
+Fitness and Recreation Instructors and Programme Leaders
+Floor Layers and Tile Setters
+Food Preparation Assistants
+Food Processing and Related Trades Workers
+Food Processing, Woodworking, Garment and Other Craft and Related Trades Workers
+Food Service Counter Attendants
+Food and Beverage Tasters and Graders
+Food and Related Products Machine Operators
+Forestry Labourers
+Forestry Technicians
+Forestry and Related Workers
+Freight Handlers
+Fruit, Vegetable and Related Preservers
+Fumigators and Other Pest and Weed Controllers
+Fur and Leather Preparing Machine Operators
+Gallery, Museum and Library Technicians
+Garbage and Recycling Collectors
+Garden and Horticultural Labourers
+Gardeners; Horticultural and Nursery Growers
+Garment and Related Patternmakers and Cutters
+Garment and Related Trades Workers
+General Office Clerks
+General and Keyboard Clerks
+Generalist Medical Practitioners
+Geologists and Geophysicists
+Glass Makers, Cutters, Grinders and Finishers
+Glass and Ceramics Plant Operators
+Glaziers
+Government Licensing Officials
+Government Regulatory Associate Professionals
+Government Regulatory Associate Professionals Not Elsewhere Classified
+Government Social Benefits Officials
+Government Tax and Excise Officials
+Graphic and Multimedia Designers
+Hairdressers
+Hairdressers, Beauticians and Related Workers
+Hand Launderers and Pressers
+Hand Packers
+Hand and Pedal Vehicle Drivers
+Handicraft Workers
+Handicraft Workers Not Elsewhere Classified
+Handicraft Workers in Textile, Leather and Related Materials
+Handicraft Workers in Wood, Basketry and Related Materials
+Handicraft and Printing Workers
+Health Associate Professionals
+Health Associate Professionals Not Elsewhere Classified
+Health Care Assistants
+Health Professionals
+Health Professionals Not Elsewhere Classified
+Health Services Managers
+Heavy Truck and Bus Drivers
+Heavy Truck and Lorry Drivers
+Home-based Personal Care Workers
+Hospitality, Retail and Other Services Managers
+Hotel Managers
+Hotel Receptionists
+Hotel and Restaurant Managers
+House Builders
+Human Resource Managers
+Hunters and Trappers
+Incinerator and Water Treatment Plant Operators
+Industrial and Production Engineers
+Information Technology Trainers
+Information and Communications Technicians
+Information and Communications Technology Installers and Servicers
+Information and Communications Technology Operations Technicians
+Information and Communications Technology Operations and User Support Technicians
+Information and Communications Technology Professionals
+Information and Communications Technology Sales Professionals
+Information and Communications Technology Services Managers
+Information and Communications Technology User Support Technicians
+Inland and Coastal Waters Fishery Workers
+Inquiry Clerks
+Insulation Workers
+Insurance Representatives
+Interior Designers and Decorators
+Jewellery and Precious Metal Workers
+Journalists
+Judges
+Keyboard Operators
+Kitchen Helpers
+Labourers in Mining, Construction, Manufacturing and Transport
+Landscape Architects
+Laundry Machine Operators
+Lawyers
+Legal Professionals
+Legal Professionals Not Elsewhere Classified
+Legal Secretaries
+Legal and Related Associate Professionals
+Legal, Social and Cultural Professionals
+Legal, Social and Religious Associate Professionals
+Legal, Social, Cultural and Related Associate Professionals
+Legislators
+Legislators and Senior Officials
+Librarians and Related Information Professionals
+Librarians, Archivists and Curators
+Library Clerks
+Life Science Professionals
+Life Science Technicians (excluding Medical)
+Life Science Technicians and Related Associate Professionals
+Lifting Truck Operators
+Livestock Farm Labourers
+Livestock and Dairy Producers
+Locomotive Engine Drivers
+Locomotive Engine Drivers and Related Workers
+Machinery Mechanics and Repairers
+Mail Carriers and Sorting Clerks
+Management and Organization Analysts
+Managers
+Managing Directors and Chief Executives
+Manufacturing Labourers
+Manufacturing Labourers Not Elsewhere Classified
+Manufacturing Managers
+Manufacturing Supervisors
+Manufacturing, Mining, Construction and Distribution Managers
+Market Gardeners and Crop Growers
+Market-oriented Skilled Agricultural Workers
+Market-oriented Skilled Forestry, Fishery and Hunting Workers
+Material Recording and Transport Clerks
+Mathematicians, Actuaries and Statisticians
+Mechanical Engineering Technicians
+Mechanical Engineers
+Mechanical Machinery Assemblers
+Medical Assistants
+Medical Doctors
+Medical Imaging and Therapeutic Equipment Technicians
+Medical Records and Health Information Technicians
+Medical Secretaries
+Medical and Dental Prosthetic Technicians
+Medical and Pathology Laboratory Technicians
+Medical and Pharmaceutical Technicians
+Messengers, Package Deliverers and Luggage Porters
+Metal Finishing, Plating and Coating Machine Operators
+Metal Moulders and Coremakers
+Metal Polishers, Wheel Grinders and Tool Sharpeners
+Metal Processing Plant Operators
+Metal Processing and Finishing Plant Operators
+Metal Production Process Controllers
+Metal Working Machine Tool Setters and Operators
+Metal, Machinery and Related Trades Workers
+Meteorologists
+Meter Readers and Vending-machine Collectors
+Midwifery Associate Professionals
+Midwifery Professionals
+Mineral and Stone Processing Plant Operators
+Miners and Quarriers
+Mining Engineers, Metallurgists and Related Professionals
+Mining Managers
+Mining Supervisors
+Mining and Construction Labourers
+Mining and Metallurgical Technicians
+Mining and Mineral Processing Plant Operators
+Mining and Quarrying Labourers
+Mining, Manufacturing and Construction Supervisors
+Mixed Crop Growers
+Mixed Crop and Animal Producers
+Mixed Crop and Livestock Farm Labourers
+Mobile Farm and Forestry Plant Operators
+Mobile Plant Operators
+Motor Vehicle Mechanics and Repairers
+Motorcycle Drivers
+Musical Instrument Makers and Tuners
+Musicians, Singers and Composers
+Non-commissioned Armed Forces Officers
+Numerical Clerks
+Numerical and Material Recording Clerks
+Nursing Associate Professionals
+Nursing Professionals
+Nursing and Midwifery Associate Professionals
+Nursing and Midwifery Professionals
+Odd-job Persons
+Office Supervisors
+Optometrists and Ophthalmic Opticians
+Other Artistic and Cultural Associate Professionals
+Other Arts Teachers
+Other Cleaning Workers
+Other Clerical Support Workers
+Other Craft and Related Workers
+Other Elementary Workers
+Other Health Associate Professionals
+Other Health Professionals
+Other Language Teachers
+Other Music Teachers
+Other Personal Services Workers
+Other Sales Workers
+Other Services Managers
+Other Stationary Plant and Machine Operators
+Other Teaching Professionals
+Packing, Bottling and Labelling Machine Operators
+Painters and Related Workers
+Painters, Building Structure Cleaners and Related Trades Workers
+Paper Products Machine Operators
+Paramedical Practitioners
+Pawnbrokers and Money-lenders
+Payroll Clerks
+Pelt Dressers, Tanners and Fellmongers
+Personal Care Workers
+Personal Care Workers in Health Services
+Personal Care Workers in Health Services Not Elsewhere Classified
+Personal Services Workers
+Personal Services Workers Not Elsewhere Classified
+Personnel Clerks
+Personnel and Careers Professionals
+Pet Groomers and Animal Care Workers
+Petroleum and Natural Gas Refining Plant Operators
+Pharmaceutical Technicians and Assistants
+Pharmacists
+Philosophers, Historians and Political Scientists
+Photographers
+Photographic Products Machine Operators
+Physical and Earth Science Professionals
+Physical and Engineering Science Technicians
+Physical and Engineering Science Technicians Not Elsewhere Classified
+Physicists and Astronomers
+Physiotherapists
+Physiotherapy Technicians and Assistants
+Plant and Machine Operators and Assemblers
+Plasterers
+Plastic Products Machine Operators
+Plumbers and Pipe Fitters
+Police Inspectors and Detectives
+Police Officers
+Policy Administration Professionals
+Policy and Planning Managers
+Potters and Related Workers
+Poultry Producers
+Power Production Plant Operators
+Pre-press Technicians
+Precision-instrument Makers and Repairers
+Primary School Teachers
+Primary School and Early Childhood Teachers
+Print Finishing and Binding Workers
+Printers
+Printing Trades Workers
+Prison Guards
+Process Control Technicians
+Process Control Technicians Not Elsewhere Classified
+Product Graders and Testers (excluding Foods and Beverages)
+Product and Garment Designers
+Production Clerks
+Production Managers in Agriculture, Forestry and Fisheries
+Production and Specialized Services Managers
+Professional Services Managers
+Professional Services Managers Not Elsewhere Classified
+Professionals
+Protective Services Workers
+Protective Services Workers Not Elsewhere Classified
+Psychologists
+Public Relations Professionals
+Pulp and Papermaking Plant Operators
+Railway Brake, Signal and Switch Operators
+Real Estate Agents and Property Managers
+Receptionists (general)
+Refuse Sorters
+Refuse Workers
+Refuse Workers and Other Elementary Workers
+Religious Associate Professionals
+Religious Professionals
+Research and Development Managers
+Restaurant Managers
+Retail and Wholesale Trade Managers
+Riggers and Cable Splicers
+Roofers
+Rubber Products Machine Operators
+Rubber, Plastic and Paper Products Machine Operators
+Sales Demonstrators
+Sales Workers
+Sales Workers Not Elsewhere Classified
+Sales and Marketing Managers
+Sales and Purchasing Agents and Brokers
+Sales, Marketing and Development Managers
+Sales, Marketing and Public Relations Professionals
+Science and Engineering Associate Professionals
+Science and Engineering Professionals
+Scribes and Related Workers
+Secondary Education Teachers
+Secretaries (general)
+Securities and Finance Dealers and Brokers
+Security Guards
+Senior Government Officials
+Senior Officials of Special-interest Organizations
+Service Station Attendants
+Services And Sales Workers
+Services Managers Not Elsewhere Classified
+Sewing Machine Operators
+Sewing, Embroidery and Related Workers
+Sheet Metal Workers
+Sheet and Structural Metal Workers, Moulders and Welders, and Related Workers
+Shelf Fillers
+Ship and Aircraft Controllers and Technicians
+Ships’ Deck Crews and Related Workers
+Ships’ Deck Officers and Pilots
+Ships’ Engineers
+Shoemakers and Related Workers
+Shoemaking and Related Machine Operators
+Shop Sales Assistants
+Shop Salespersons
+Shop Supervisors
+Shopkeepers
+Shotfirers and Blasters
+Signwriters, Decorative Painters, Engravers and Etchers
+Skilled Agricultural, Forestry and Fishery Workers
+Social Welfare Managers
+Social Work Associate Professionals
+Social Work and Counselling Professionals
+Social and Religious Professionals
+Sociologists, Anthropologists and Related Professionals
+Software Developers
+Software and Applications Developers and Analysts
+Software and Applications Developers and Analysts Not Elsewhere Classified
+Special Needs Teachers
+Specialist Medical Practitioners
+Sports Coaches, Instructors and Officials
+Sports and Fitness Workers
+Sports, Recreation and Cultural Centre Managers
+Spray Painters and Varnishers
+Stall and Market Salespersons
+Stationary Plant and Machine Operators
+Stationary Plant and Machine Operators Not Elsewhere Classified
+Statistical, Finance and Insurance Clerks
+Statistical, Mathematical and Related Associate Professionals
+Steam Engine and Boiler Operators
+Stock Clerks
+Stonemasons, Stone Cutters, Splitters and Carvers
+Street Food Salespersons
+Street Vendors (excluding Food)
+Street and Market Salespersons
+Street and Related Sales and Services Workers
+Street and Related Services Workers
+Structural Metal Preparers and Erectors
+Subsistence Crop Farmers
+Subsistence Farmers, Fishers, Hunters and Gatherers
+Subsistence Fishers, Hunters, Trappers and Gatherers
+Subsistence Livestock Farmers
+Subsistence Mixed Crop and Livestock Farmers
+Supply, Distribution and Related Managers
+Survey and Market Research Interviewers
+Sweepers and Related Labourers
+Systems Administrators
+Systems Analysts
+Tailors, Dressmakers, Furriers and Hatters
+Teachers’ Aides
+Teaching Professionals
+Teaching Professionals Not Elsewhere Classified
+Technical and Medical Sales Professionals (excluding ICT)
+Technicians and Associate Professionals
+Telecommunications Engineering Technicians
+Telecommunications Engineers
+Telecommunications and Broadcasting Technicians
+Telephone Switchboard Operators
+Tellers, Money Collectors and Related Clerks
+Textile, Fur and Leather Products Machine Operators
+Textile, Fur and Leather Products Machine Operators Not Elsewhere Classified
+Tobacco Preparers and Tobacco Products Makers
+Toolmakers and Related Workers
+Town and Traffic Planners
+Trade Brokers
+Traditional Chiefs and Heads of Villages
+Traditional and Complementary Medicine Associate Professionals
+Traditional and Complementary Medicine Professionals
+Training and Staff Development Professionals
+Translators, Interpreters and Other Linguists
+Transport Clerks
+Transport Conductors
+Transport and Storage Labourers
+Travel Attendants and Travel Stewards
+Travel Attendants, Conductors and Guides
+Travel Consultants and Clerks
+Travel Guides
+Tree and Shrub Crop Growers
+Typists and Word Processing Operators
+Undertakers and Embalmers
+Underwater Divers
+University and Higher Education Teachers
+Upholsterers and Related Workers
+Valuers and Loss Assessors
+Vehicle Cleaners
+Vehicle, Window, Laundry and Other Hand Cleaning Workers
+Veterinarians
+Veterinary Technicians and Assistants
+Visual Artists
+Vocational Education Teachers
+Waiters
+Waiters and Bartenders
+Water and Firewood Collectors
+Weaving and Knitting Machine Operators
+Web Technicians
+Web and Multimedia Developers
+Welders and Flame Cutters
+Well Drillers and Borers and Related Workers
+Window Cleaners
+Wood Processing Plant Operators
+Wood Processing and Papermaking Plant Operators
+Wood Treaters
+Wood Treaters, Cabinet-makers and Related Trades Workers
+Woodworking Machine Tool Setters and Operators

labels/language.txt

@@ -0,0 +1 @@
+en

utils/generate_labels.py

@@ -0,0 +1,51 @@
+import os
+
+def generate_labels(df, column_names, output_dir):
+    """
+    Generates a list of unique values for each column in the specified dataframe,
+    and writes each list to a separate file with the specified filename.
+    
+    Args:
+        df (pandas.DataFrame): The dataframe to generate code lists from.
+        column_names (list): A list of column names to generate code lists for.
+        output_dir (str): The directory to write the code list files to.
+    """
+    # Create the output directory if it doesn't exist
+    os.makedirs(output_dir, exist_ok=True)
+    
+    # Iterate over the specified columns and generate a list of unique values for each column
+    for column_name in column_names:
+        if column_name == "ESCO_CODE":
+            values = sorted(set(str(code) for code in df[column_name].tolist()))
+        elif column_name == "ISCO_CODES":
+            values = sorted(set(item for sublist in df[column_name].tolist() for item in sublist))
+        elif column_name == "ESCO_LABELS":
+            values = sorted(set(item for sublist in df[column_name].tolist() for item in sublist))
+            values = sorted(set([str(val).strip() for val in values]))
+        else:
+            values = sorted(set(df[column_name].astype(str).tolist()))
+        filename = os.path.join(output_dir, f"{column_name.lower()}.txt")
+        with open(filename, "w") as f:
+            f.write("\n".join(values))
+
+columns_list = [
+    "ISCO_CODE_1",
+    "ISCO_CODE_2",
+    "ISCO_CODE_3",
+    "ISCO_CODE_4",
+    "ISCO_LABEL_1",
+    "ISCO_LABEL_2",
+    "ISCO_LABEL_3",
+    "ISCO_LABEL_4",
+    "ISCO_CODES",
+    "ESCO_CODE",
+    "ESCO_LABELS",
+    "ESCO_OCCUPATION",
+]
+
+for column_name in columns_list:
+    generate_labels(
+        isco_structure_df, 
+        [column_name], 
+        "../isco_esco_occupations_taxonomy/labels"
+        )