diff --git "a/README.md" "b/README.md" --- "a/README.md" +++ "b/README.md" @@ -2,668 +2,7366 @@ license: cc task_categories: - text-classification -- token-classification - zero-shot-classification - feature-extraction - text2text-generation - sentence-similarity +task_ids: + - multi-label-classification + - multi-class-classification +annotations_creators: + - expert-generated +language_creators: + - expert-generated language: -- en + - en +multilinguality: + - monolingual +source_datasets: + - original pretty_name: Multilingual classification of European Skills, Competences, and Occupations size_categories: - n<1K dataset_info: - - config_name: isco_occupations + - config_name: esco_en features: - - name: ISCO_OCCUPATION - dtype: string - - name: ISCO_CODE + - name: ISCO_CODE_1 dtype: class_label: names: '0': '0' - '1': '01' - '2': '011' - '3': '0110' - '4': '02' - '5': '021' - '6': '0210' - '7': '03' - '8': '031' - '9': '0310' - '10': '1' - '11': '11' - '12': '111' - '13': '1111' - '14': '1112' - '15': '1113' - '16': '1114' - '17': '112' - '18': '1120' - '19': '12' - '20': '121' - '21': '1211' - '22': '1212' - '23': '1213' - '24': '1219' - '25': '122' - '26': '1221' - '27': '1222' - '28': '1223' - '29': '13' - '30': '131' - '31': '1311' - '32': '1312' - '33': '132' - '34': '1321' - '35': '1322' - '36': '1323' - '37': '1324' - '38': '133' - '39': '1330' - '40': '134' - '41': '1341' - '42': '1342' - '43': '1343' - '44': '1344' - '45': '1345' - '46': '1346' - '47': '1349' - '48': '14' - '49': '141' - '50': '1411' - '51': '1412' - '52': '142' - '53': '1420' - '54': '143' - '55': '1431' - '56': '1439' - '57': '2' - '58': '21' - '59': '211' - '60': '2111' - '61': '2112' - '62': '2113' - '63': '2114' - '64': '212' - '65': '2120' - '66': '213' - '67': '2131' - '68': '2132' - '69': '2133' - '70': '214' - '71': '2141' - '72': '2142' - '73': '2143' - '74': '2144' - '75': '2145' - '76': '2146' - '77': '2149' - '78': '215' - '79': '2151' - '80': '2152' - '81': '2153' - '82': '216' - '83': '2161' - '84': '2162' - '85': '2163' - '86': '2164' - '87': '2165' - '88': '2166' - '89': '22' - '90': '221' - '91': '2211' - '92': '2212' - '93': '222' - '94': '2221' - '95': '2222' - '96': '223' - '97': '2230' - '98': '224' - '99': '2240' - '100': '225' - '101': '2250' - '102': '226' - '103': '2261' - '104': '2262' - '105': '2263' - '106': '2264' - '107': '2265' - '108': '2266' - '109': '2267' - '110': '2269' - '111': '23' - '112': '231' - '113': '2310' - '114': '232' - '115': '2320' - '116': '233' - '117': '2330' - '118': '234' - '119': '2341' - '120': '2342' - '121': '235' - '122': '2351' - '123': '2352' - '124': '2353' - '125': '2354' - '126': '2355' - '127': '2356' - '128': '2359' - '129': '24' - '130': '241' - '131': '2411' - '132': '2412' - '133': '2413' - '134': '242' - '135': '2421' - '136': '2422' - '137': '2423' - '138': '2424' - '139': '243' - '140': '2431' - '141': '2432' - '142': '2433' - '143': '2434' - '144': '25' - '145': '251' - '146': '2511' - '147': '2512' - '148': '2513' - '149': '2514' - '150': '2519' - '151': '252' - '152': '2521' - '153': '2522' - '154': '2523' - '155': '2529' - '156': '26' - '157': '261' - '158': '2611' - '159': '2612' - '160': '2619' - '161': '262' - '162': '2621' - '163': '2622' - '164': '263' - '165': '2631' - '166': '2632' - '167': '2633' - '168': '2634' - '169': '2635' - '170': '2636' - '171': '264' - '172': '2641' - '173': '2642' - '174': '2643' - '175': '265' - '176': '2651' - '177': '2652' - '178': '2653' - '179': '2654' - '180': '2655' - '181': '2656' - '182': '2659' - '183': '3' - '184': '31' - '185': '311' - '186': '3111' - '187': '3112' - '188': '3113' - '189': '3114' - '190': '3115' - '191': '3116' - '192': '3117' - '193': '3118' - '194': '3119' - '195': '312' - '196': '3121' - '197': '3122' - '198': '3123' - '199': '313' - '200': '3131' - '201': '3132' - '202': '3133' - '203': '3134' - '204': '3135' - '205': '3139' - '206': '314' - '207': '3141' - '208': '3142' - '209': '3143' - '210': '315' - '211': '3151' - '212': '3152' - '213': '3153' - '214': '3154' - '215': '3155' - '216': '32' - '217': '321' - '218': '3211' - '219': '3212' - '220': '3213' - '221': '3214' - '222': '322' - '223': '3221' - '224': '3222' - '225': '323' - '226': '3230' - '227': '324' - '228': '3240' - '229': '325' - '230': '3251' - '231': '3252' - '232': '3253' - '233': '3254' - '234': '3255' - '235': '3256' - '236': '3257' - '237': '3258' - '238': '3259' - '239': '33' - '240': '331' - '241': '3311' - '242': '3312' - '243': '3313' - '244': '3314' - '245': '3315' - '246': '332' - '247': '3321' - '248': '3322' - '249': '3323' - '250': '3324' - '251': '333' - '252': '3331' - '253': '3332' - '254': '3333' - '255': '3334' - '256': '3339' - '257': '334' - '258': '3341' - '259': '3342' - '260': '3343' - '261': '3344' - '262': '335' - '263': '3351' - '264': '3352' - '265': '3353' - '266': '3354' - '267': '3355' - '268': '3359' - '269': '34' - '270': '341' - '271': '3411' - '272': '3412' - '273': '3413' - '274': '342' - '275': '3421' - '276': '3422' - '277': '3423' - '278': '343' - '279': '3431' - '280': '3432' - '281': '3433' - '282': '3434' - '283': '3435' - '284': '35' - '285': '351' - '286': '3511' - '287': '3512' - '288': '3513' - '289': '3514' - '290': '352' - '291': '3521' - '292': '3522' - '293': '4' - '294': '41' - '295': '411' - '296': '4110' - '297': '412' - '298': '4120' - '299': '413' - '300': '4131' - '301': '4132' - '302': '42' - '303': '421' - '304': '4211' - '305': '4212' - '306': '4213' - '307': '4214' - '308': '422' - '309': '4221' - '310': '4222' - '311': '4223' - '312': '4224' - '313': '4225' - '314': '4226' - '315': '4227' - '316': '4229' - '317': '43' - '318': '431' - '319': '4311' - '320': '4312' - '321': '4313' - '322': '432' - '323': '4321' - '324': '4322' - '325': '4323' - '326': '44' - '327': '441' - '328': '4411' - '329': '4412' - '330': '4413' - '331': '4414' - '332': '4415' - '333': '4416' - '334': '4419' - '335': '5' - '336': '51' - '337': '511' - '338': '5111' - '339': '5112' - '340': '5113' - '341': '512' - '342': '5120' - '343': '513' - '344': '5131' - '345': '5132' - '346': '514' - '347': '5141' - '348': '5142' - '349': '515' - '350': '5151' - '351': '5152' - '352': '5153' - '353': '516' - '354': '5161' - '355': '5162' - '356': '5163' - '357': '5164' - '358': '5165' - '359': '5169' - '360': '52' - '361': '521' - '362': '5211' - '363': '5212' - '364': '522' - '365': '5221' - '366': '5222' - '367': '5223' - '368': '523' - '369': '5230' - '370': '524' - '371': '5241' - '372': '5242' - '373': '5243' - '374': '5244' - '375': '5245' - '376': '5246' - '377': '5249' - '378': '53' - '379': '531' - '380': '5311' - '381': '5312' - '382': '532' - '383': '5321' - '384': '5322' - '385': '5329' - '386': '54' - '387': '541' - '388': '5411' - '389': '5412' - '390': '5413' - '391': '5414' - '392': '5419' - '393': '6' - '394': '61' - '395': '611' - '396': '6111' - '397': '6112' - '398': '6113' - '399': '6114' - '400': '612' - '401': '6121' - '402': '6122' - '403': '6123' - '404': '6129' - '405': '613' - '406': '6130' - '407': '62' - '408': '621' - '409': '6210' - '410': '622' - '411': '6221' - '412': '6222' - '413': '6223' - '414': '6224' - '415': '63' - '416': '631' - '417': '6310' - '418': '632' - '419': '6320' - '420': '633' - '421': '6330' - '422': '634' - '423': '6340' - '424': '7' - '425': '71' - '426': '711' - '427': '7111' - '428': '7112' - '429': '7113' - '430': '7114' - '431': '7115' - '432': '7119' - '433': '712' - '434': '7121' - '435': '7122' - '436': '7123' - '437': '7124' - '438': '7125' - '439': '7126' - '440': '7127' - '441': '713' - '442': '7131' - '443': '7132' - '444': '7133' - '445': '72' - '446': '721' - '447': '7211' - '448': '7212' - '449': '7213' - '450': '7214' - '451': '7215' - '452': '722' - '453': '7221' - '454': '7222' - '455': '7223' - '456': '7224' - '457': '723' - '458': '7231' - '459': '7232' - '460': '7233' - '461': '7234' - '462': '73' - '463': '731' - '464': '7311' - '465': '7312' - '466': '7313' - '467': '7314' - '468': '7315' - '469': '7316' - '470': '7317' - '471': '7318' - '472': '7319' - '473': '732' - '474': '7321' - '475': '7322' - '476': '7323' - '477': '74' - '478': '741' - '479': '7411' - '480': '7412' - '481': '7413' - '482': '742' - '483': '7421' - '484': '7422' - '485': '75' - '486': '751' - '487': '7511' - '488': '7512' - '489': '7513' - '490': '7514' - '491': '7515' - '492': '7516' - '493': '752' - '494': '7521' - '495': '7522' - '496': '7523' - '497': '753' - '498': '7531' - '499': '7532' - '500': '7533' - '501': '7534' - '502': '7535' - '503': '7536' - '504': '754' - '505': '7541' - '506': '7542' - '507': '7543' - '508': '7544' - '509': '7549' - '510': '8' - '511': '81' - '512': '811' - '513': '8111' - '514': '8112' - '515': '8113' - '516': '8114' - '517': '812' - '518': '8121' - '519': '8122' - '520': '813' - '521': '8131' - '522': '8132' - '523': '814' - '524': '8141' - '525': '8142' - '526': '8143' - '527': '815' - '528': '8151' - '529': '8152' - '530': '8153' - '531': '8154' - '532': '8155' - '533': '8156' - '534': '8157' - '535': '8159' - '536': '816' - '537': '8160' - '538': '817' - '539': '8171' - '540': '8172' - '541': '818' - '542': '8181' - '543': '8182' - '544': '8183' - '545': '8189' - '546': '82' - '547': '821' - '548': '8211' - '549': '8212' - '550': '8219' - '551': '83' - '552': '831' - '553': '8311' - '554': '8312' - '555': '832' - '556': '8321' - '557': '8322' - '558': '833' - '559': '8331' - '560': '8332' - '561': '834' - '562': '8341' - '563': '8342' - '564': '8343' - '565': '8344' - '566': '835' - '567': '8350' - '568': '9' - '569': '91' - '570': '911' - '571': '9111' - '572': '9112' - '573': '912' - '574': '9121' - '575': '9122' - '576': '9123' - '577': '9129' - '578': '92' - '579': '921' - '580': '9211' - '581': '9212' - '582': '9213' - '583': '9214' - '584': '9215' - '585': '9216' - '586': '93' - '587': '931' - '588': '9311' - '589': '9312' - '590': '9313' - '591': '932' - '592': '9321' - '593': '9329' - '594': '933' - '595': '9331' - '596': '9332' - '597': '9333' - '598': '9334' - '599': '94' - '600': '941' - '601': '9411' - '602': '9412' - '603': '95' - '604': '951' - '605': '9510' - '606': '952' - '607': '9520' - '608': '96' - '609': '961' - '610': '9611' - '611': '9612' - '612': '9613' - '613': '962' - '614': '9621' - '615': '9622' - '616': '9623' - '617': '9624' - '618': '9629' + '1': '1' + '2': '2' + '3': '3' + '4': '4' + '5': '5' + '6': '6' + '7': '7' + '8': '8' + '9': '9' + - name: ISCO_LABEL_1 + dtype: + class_label: + names: + '0': Armed Forces Occupations + '1': Managers + '2': Professionals + '3': Technicians and Associate Professionals + '4': Clerical Support Workers + '5': Services And Sales Workers + '6': Skilled Agricultural, Forestry and Fishery Workers + '7': Craft and Related Trades Workers + '8': Plant and Machine Operators and Assemblers + '9': Elementary Occupations + - name: ISCO_DEFINITION_1 + dtype: string + - name: ISCO_CODE_2 + dtype: + class_label: + names: + '0': '01' + '1': '02' + '2': '03' + '3': '11' + '4': '12' + '5': '13' + '6': '14' + '7': '21' + '8': '22' + '9': '23' + '10': '24' + '11': '25' + '12': '26' + '13': '31' + '14': '32' + '15': '33' + '16': '34' + '17': '35' + '18': '41' + '19': '42' + '20': '43' + '21': '44' + '22': '51' + '23': '52' + '24': '53' + '25': '54' + '26': '61' + '27': '62' + '28': '63' + '29': '71' + '30': '72' + '31': '73' + '32': '74' + '33': '75' + '34': '81' + '35': '82' + '36': '83' + '37': '91' + '38': '92' + '39': '93' + '40': '94' + '41': '95' + '42': '96' + - name: ISCO_LABEL_2 + dtype: + class_label: + names: + '0': Commissioned Armed Forces Officers + '1': Non-commissioned Armed Forces Officers + '2': Armed Forces Occupations, Other Ranks + '3': Chief Executives, Senior Officials and Legislators + '4': Administrative and Commercial Managers + '5': Production and Specialized Services Managers + '6': Hospitality, Retail and Other Services Managers + '7': Science and Engineering Professionals + '8': Health Professionals + '9': Teaching Professionals + '10': Business and Administration Professionals + '11': Information and Communications Technology Professionals + '12': Legal, Social and Cultural Professionals + '13': Science and Engineering Associate Professionals + '14': Health Associate Professionals + '15': Business and Administration Associate Professionals + '16': Legal, Social, Cultural and Related Associate Professionals + '17': Information and Communications Technicians + '18': General and Keyboard Clerks + '19': Customer Services Clerks + '20': Numerical and Material Recording Clerks + '21': Other Clerical Support Workers + '22': Personal Services Workers + '23': Sales Workers + '24': Personal Care Workers + '25': Protective Services Workers + '26': Market-oriented Skilled Agricultural Workers + '27': Market-oriented Skilled Forestry, Fishery and Hunting Workers + '28': Building and Related Trades Workers (excluding Electricians) + '29': Metal, Machinery and Related Trades Workers + '30': Handicraft and Printing Workers + '31': Electrical and Electronics Trades Workers + '32': Food Processing, Woodworking, Garment and Other Craft and Related Trades Workers + '33': Stationary Plant and Machine Operators + '34': Assemblers + '35': Drivers and Mobile Plant Operators + '36': Cleaners and Helpers + '37': Agricultural, Forestry and Fishery Labourers + '38': Labourers in Mining, Construction, Manufacturing and Transport + '39': Food Preparation Assistants + '40': Street and Related Sales and Services Workers + '41': Refuse Workers and Other Elementary Workers + '42': Subsistence Farmers, Fishers, Hunters and Gatherers + - name: ISCO_DEFINITION_2 + dtype: string + - name: ISCO_CODE_3 + dtype: + class_label: + names: + '0': '011' + '1': '021' + '2': '031' + '3': '111' + '4': '112' + '5': '121' + '6': '122' + '7': '131' + '8': '132' + '9': '133' + '10': '134' + '11': '141' + '12': '142' + '13': '143' + '14': '211' + '15': '212' + '16': '213' + '17': '214' + '18': '215' + '19': '216' + '20': '221' + '21': '222' + '22': '223' + '23': '225' + '24': '226' + '25': '231' + '26': '232' + '27': '233' + '28': '234' + '29': '235' + '30': '241' + '31': '242' + '32': '243' + '33': '251' + '34': '252' + '35': '261' + '36': '262' + '37': '263' + '38': '264' + '39': '265' + '40': '311' + '41': '312' + '42': '313' + '43': '314' + '44': '315' + '45': '321' + '46': '322' + '47': '323' + '48': '324' + '49': '325' + '50': '331' + '51': '332' + '52': '333' + '53': '334' + '54': '335' + '55': '341' + '56': '342' + '57': '343' + '58': '351' + '59': '352' + '60': '411' + '61': '412' + '62': '413' + '63': '421' + '64': '422' + '65': '431' + '66': '432' + '67': '441' + '68': '511' + '69': '512' + '70': '513' + '71': '514' + '72': '515' + '73': '516' + '74': '521' + '75': '522' + '76': '523' + '77': '524' + '78': '531' + '79': '532' + '80': '541' + '81': '611' + '82': '612' + '83': '613' + '84': '621' + '85': '622' + '86': '711' + '87': '712' + '88': '713' + '89': '721' + '90': '722' + '91': '723' + '92': '731' + '93': '732' + '94': '741' + '95': '742' + '96': '751' + '97': '752' + '98': '753' + '99': '754' + '100': '811' + '101': '812' + '102': '813' + '103': '814' + '104': '815' + '105': '816' + '106': '817' + '107': '818' + '108': '821' + '109': '831' + '110': '832' + '111': '833' + '112': '834' + '113': '835' + '114': '911' + '115': '912' + '116': '921' + '117': '931' + '118': '932' + '119': '933' + '120': '941' + '121': '951' + '122': '952' + '123': '961' + '124': '962' + '125': '224' + '126': '631' + '127': '632' + '128': '633' + '129': '634' + - name: ISCO_LABEL_3 + dtype: + class_label: + names: + '0': Commissioned Armed Forces Officers + '1': Non-commissioned Armed Forces Officers + '2': Armed Forces Occupations, Other Ranks + '3': Legislators and Senior Officials + '4': Managing Directors and Chief Executives + '5': Business Services and Administration Managers + '6': Sales, Marketing and Development Managers + '7': Production Managers in Agriculture, Forestry and Fisheries + '8': Manufacturing, Mining, Construction and Distribution Managers + '9': Information and Communications Technology Services Managers + '10': Professional Services Managers + '11': Hotel and Restaurant Managers + '12': Retail and Wholesale Trade Managers + '13': Other Services Managers + '14': Physical and Earth Science Professionals + '15': Mathematicians, Actuaries and Statisticians + '16': Life Science Professionals + '17': Engineering Professionals (excluding Electrotechnology) + '18': Electrotechnology Engineers + '19': Architects, Planners, Surveyors and Designers + '20': Medical Doctors + '21': Nursing and Midwifery Professionals + '22': Traditional and Complementary Medicine Professionals + '23': Veterinarians + '24': Other Health Professionals + '25': University and Higher Education Teachers + '26': Vocational Education Teachers + '27': Secondary Education Teachers + '28': Primary School and Early Childhood Teachers + '29': Other Teaching Professionals + '30': Finance Professionals + '31': Administration Professionals + '32': Sales, Marketing and Public Relations Professionals + '33': Software and Applications Developers and Analysts + '34': Database and Network Professionals + '35': Legal Professionals + '36': Librarians, Archivists and Curators + '37': Social and Religious Professionals + '38': Authors, Journalists and Linguists + '39': Creative and Performing Artists + '40': Physical and Engineering Science Technicians + '41': Mining, Manufacturing and Construction Supervisors + '42': Process Control Technicians + '43': Life Science Technicians and Related Associate Professionals + '44': Ship and Aircraft Controllers and Technicians + '45': Medical and Pharmaceutical Technicians + '46': Nursing and Midwifery Associate Professionals + '47': Traditional and Complementary Medicine Associate Professionals + '48': Veterinary Technicians and Assistants + '49': Other Health Associate Professionals + '50': Financial and Mathematical Associate Professionals + '51': Sales and Purchasing Agents and Brokers + '52': Business Services Agents + '53': Administrative and Specialized Secretaries + '54': Government Regulatory Associate Professionals + '55': Legal, Social and Religious Associate Professionals + '56': Sports and Fitness Workers + '57': Artistic, Cultural and Culinary Associate Professionals + '58': Information and Communications Technology Operations and User Support Technicians + '59': Telecommunications and Broadcasting Technicians + '60': General Office Clerks + '61': Secretaries (general) + '62': Keyboard Operators + '63': Tellers, Money Collectors and Related Clerks + '64': Client Information Workers + '65': Numerical Clerks + '66': Material Recording and Transport Clerks + '67': Other Clerical Support Workers + '68': Travel Attendants, Conductors and Guides + '69': Cooks + '70': Waiters and Bartenders + '71': Hairdressers, Beauticians and Related Workers + '72': Building and Housekeeping Supervisors + '73': Other Personal Services Workers + '74': Street and Market Salespersons + '75': Shop Salespersons + '76': Cashiers and Ticket Clerks + '77': Other Sales Workers + '78': "Child Care Workers and Teachers\u2019 Aides" + '79': Personal Care Workers in Health Services + '80': Protective Services Workers + '81': Market Gardeners and Crop Growers + '82': Animal Producers + '83': Mixed Crop and Animal Producers + '84': Forestry and Related Workers + '85': Fishery Workers, Hunters and Trappers + '86': Building Frame and Related Trades Workers + '87': Building Finishers and Related Trades Workers + '88': Painters, Building Structure Cleaners and Related Trades Workers + '89': Sheet and Structural Metal Workers, Moulders and Welders, and Related Workers + '90': Blacksmiths, Toolmakers and Related Trades Workers + '91': Machinery Mechanics and Repairers + '92': Handicraft Workers + '93': Printing Trades Workers + '94': Electrical Equipment Installers and Repairers + '95': Electronics and Telecommunications Installers and Repairers + '96': Food Processing and Related Trades Workers + '97': Wood Treaters, Cabinet-makers and Related Trades Workers + '98': Garment and Related Trades Workers + '99': Other Craft and Related Workers + '100': Mining and Mineral Processing Plant Operators + '101': Metal Processing and Finishing Plant Operators + '102': Chemical and Photographic Products Plant and Machine Operators + '103': Rubber, Plastic and Paper Products Machine Operators + '104': Textile, Fur and Leather Products Machine Operators + '105': Food and Related Products Machine Operators + '106': Wood Processing and Papermaking Plant Operators + '107': Other Stationary Plant and Machine Operators + '108': Assemblers + '109': Locomotive Engine Drivers and Related Workers + '110': Car, Van and Motorcycle Drivers + '111': Heavy Truck and Bus Drivers + '112': Mobile Plant Operators + '113': "Ships\u2019 Deck Crews and Related Workers" + '114': Domestic, Hotel and Office Cleaners and Helpers + '115': Vehicle, Window, Laundry and Other Hand Cleaning Workers + '116': Agricultural, Forestry and Fishery Labourers + '117': Mining and Construction Labourers + '118': Manufacturing Labourers + '119': Transport and Storage Labourers + '120': Food Preparation Assistants + '121': Street and Related Services Workers + '122': Street Vendors (excluding Food) + '123': Refuse Workers + '124': Other Elementary Workers + '125': Paramedical Practitioners + '126': Subsistence Crop Farmers + '127': Subsistence Livestock Farmers + '128': Subsistence Mixed Crop and Livestock Farmers + '129': Subsistence Fishers, Hunters, Trappers and Gatherers + - name: ISCO_CODE_4 + dtype: + class_label: + names: + '0': '0110' + '1': '0210' + '2': '0310' + '3': '1111' + '4': '1112' + '5': '1114' + '6': '1120' + '7': '1211' + '8': '1212' + '9': '1213' + '10': '1219' + '11': '1221' + '12': '1222' + '13': '1223' + '14': '1311' + '15': '1312' + '16': '1321' + '17': '1322' + '18': '1323' + '19': '1324' + '20': '1330' + '21': '1341' + '22': '1342' + '23': '1343' + '24': '1344' + '25': '1345' + '26': '1346' + '27': '1349' + '28': '1411' + '29': '1412' + '30': '1420' + '31': '1431' + '32': '1439' + '33': '2111' + '34': '2112' + '35': '2113' + '36': '2114' + '37': '2120' + '38': '2131' + '39': '2132' + '40': '2133' + '41': '2141' + '42': '2142' + '43': '2143' + '44': '2144' + '45': '2145' + '46': '2146' + '47': '2149' + '48': '2151' + '49': '2152' + '50': '2153' + '51': '2161' + '52': '2162' + '53': '2163' + '54': '2164' + '55': '2165' + '56': '2166' + '57': '2211' + '58': '2212' + '59': '2221' + '60': '2222' + '61': '2230' + '62': '2250' + '63': '2261' + '64': '2262' + '65': '2263' + '66': '2264' + '67': '2265' + '68': '2266' + '69': '2267' + '70': '2269' + '71': '2310' + '72': '2320' + '73': '2330' + '74': '2341' + '75': '2342' + '76': '2351' + '77': '2352' + '78': '2353' + '79': '2354' + '80': '2355' + '81': '2356' + '82': '2359' + '83': '2411' + '84': '2412' + '85': '2413' + '86': '2421' + '87': '2422' + '88': '2423' + '89': '2424' + '90': '2431' + '91': '2432' + '92': '2433' + '93': '2434' + '94': '2511' + '95': '2512' + '96': '2513' + '97': '2514' + '98': '2519' + '99': '2521' + '100': '2522' + '101': '2523' + '102': '2529' + '103': '2611' + '104': '2612' + '105': '2619' + '106': '2621' + '107': '2622' + '108': '2631' + '109': '2632' + '110': '2633' + '111': '2634' + '112': '2635' + '113': '2636' + '114': '2641' + '115': '2642' + '116': '2643' + '117': '2651' + '118': '2652' + '119': '2653' + '120': '2654' + '121': '2655' + '122': '2656' + '123': '2659' + '124': '3111' + '125': '3112' + '126': '3113' + '127': '3114' + '128': '3115' + '129': '3116' + '130': '3117' + '131': '3118' + '132': '3119' + '133': '3121' + '134': '3122' + '135': '3123' + '136': '3131' + '137': '3132' + '138': '3133' + '139': '3134' + '140': '3135' + '141': '3139' + '142': '3141' + '143': '3142' + '144': '3143' + '145': '3151' + '146': '3152' + '147': '3153' + '148': '3154' + '149': '3155' + '150': '3211' + '151': '3212' + '152': '3213' + '153': '3214' + '154': '3222' + '155': '3230' + '156': '3240' + '157': '3251' + '158': '3252' + '159': '3253' + '160': '3254' + '161': '3255' + '162': '3256' + '163': '3257' + '164': '3258' + '165': '3259' + '166': '3311' + '167': '3312' + '168': '3313' + '169': '3314' + '170': '3315' + '171': '3321' + '172': '3322' + '173': '3323' + '174': '3324' + '175': '3331' + '176': '3332' + '177': '3333' + '178': '3334' + '179': '3339' + '180': '3341' + '181': '3342' + '182': '3343' + '183': '3344' + '184': '3351' + '185': '3352' + '186': '3353' + '187': '3354' + '188': '3355' + '189': '3359' + '190': '3411' + '191': '3412' + '192': '3413' + '193': '3421' + '194': '3422' + '195': '3423' + '196': '3431' + '197': '3432' + '198': '3433' + '199': '3434' + '200': '3435' + '201': '3511' + '202': '3512' + '203': '3513' + '204': '3514' + '205': '3521' + '206': '3522' + '207': '4110' + '208': '4120' + '209': '4131' + '210': '4132' + '211': '4211' + '212': '4212' + '213': '4213' + '214': '4214' + '215': '4221' + '216': '4222' + '217': '4223' + '218': '4224' + '219': '4225' + '220': '4226' + '221': '4227' + '222': '4229' + '223': '4311' + '224': '4312' + '225': '4313' + '226': '4321' + '227': '4322' + '228': '4323' + '229': '4411' + '230': '4412' + '231': '4413' + '232': '4415' + '233': '4416' + '234': '4419' + '235': '5111' + '236': '5112' + '237': '5113' + '238': '5120' + '239': '5131' + '240': '5132' + '241': '5141' + '242': '5142' + '243': '5151' + '244': '5152' + '245': '5153' + '246': '5161' + '247': '5162' + '248': '5163' + '249': '5164' + '250': '5165' + '251': '5169' + '252': '5211' + '253': '5212' + '254': '5221' + '255': '5222' + '256': '5223' + '257': '5230' + '258': '5241' + '259': '5242' + '260': '5243' + '261': '5244' + '262': '5245' + '263': '5246' + '264': '5249' + '265': '5311' + '266': '5312' + '267': '5321' + '268': '5322' + '269': '5329' + '270': '5411' + '271': '5412' + '272': '5413' + '273': '5414' + '274': '5419' + '275': '6111' + '276': '6112' + '277': '6113' + '278': '6114' + '279': '6121' + '280': '6122' + '281': '6123' + '282': '6129' + '283': '6130' + '284': '6210' + '285': '6221' + '286': '6222' + '287': '6223' + '288': '6224' + '289': '7111' + '290': '7112' + '291': '7113' + '292': '7114' + '293': '7115' + '294': '7119' + '295': '7121' + '296': '7122' + '297': '7123' + '298': '7124' + '299': '7125' + '300': '7126' + '301': '7127' + '302': '7131' + '303': '7132' + '304': '7133' + '305': '7211' + '306': '7212' + '307': '7213' + '308': '7214' + '309': '7215' + '310': '7221' + '311': '7222' + '312': '7223' + '313': '7224' + '314': '7231' + '315': '7232' + '316': '7233' + '317': '7234' + '318': '7311' + '319': '7312' + '320': '7313' + '321': '7314' + '322': '7315' + '323': '7316' + '324': '7317' + '325': '7318' + '326': '7319' + '327': '7321' + '328': '7322' + '329': '7323' + '330': '7411' + '331': '7412' + '332': '7413' + '333': '7421' + '334': '7422' + '335': '7511' + '336': '7512' + '337': '7513' + '338': '7514' + '339': '7515' + '340': '7516' + '341': '7521' + '342': '7522' + '343': '7523' + '344': '7531' + '345': '7532' + '346': '7533' + '347': '7534' + '348': '7535' + '349': '7536' + '350': '7541' + '351': '7542' + '352': '7543' + '353': '7544' + '354': '8111' + '355': '8112' + '356': '8113' + '357': '8114' + '358': '8121' + '359': '8122' + '360': '8131' + '361': '8132' + '362': '8141' + '363': '8142' + '364': '8143' + '365': '8151' + '366': '8152' + '367': '8153' + '368': '8154' + '369': '8155' + '370': '8156' + '371': '8157' + '372': '8159' + '373': '8160' + '374': '8171' + '375': '8172' + '376': '8181' + '377': '8182' + '378': '8183' + '379': '8189' + '380': '8211' + '381': '8212' + '382': '8219' + '383': '8311' + '384': '8312' + '385': '8321' + '386': '8322' + '387': '8331' + '388': '8332' + '389': '8341' + '390': '8342' + '391': '8343' + '392': '8344' + '393': '8350' + '394': '9111' + '395': '9112' + '396': '9121' + '397': '9122' + '398': '9123' + '399': '9129' + '400': '9211' + '401': '9212' + '402': '9213' + '403': '9214' + '404': '9215' + '405': '9216' + '406': '9311' + '407': '9312' + '408': '9313' + '409': '9321' + '410': '9329' + '411': '9331' + '412': '9332' + '413': '9333' + '414': '9334' + '415': '9411' + '416': '9412' + '417': '9510' + '418': '9520' + '419': '9611' + '420': '9612' + '421': '9613' + '422': '9621' + '423': '9622' + '424': '9623' + '425': '9629' + '426': '1113' + '427': '2240' + '428': '3221' + '429': '4414' + '430': '6310' + '431': '6320' + '432': '6330' + '433': '6340' + '434': '7549' + '435': '9624' + - name: ISCO_LABEL_4 + dtype: + class_label: + names: + '0': Commissioned Armed Forces Officers + '1': Non-commissioned Armed Forces Officers + '2': Armed Forces Occupations, Other Ranks + '3': Legislators + '4': Senior Government Officials + '5': Senior Officials of Special-interest Organizations + '6': Managing Directors and Chief Executives + '7': Finance Managers + '8': Human Resource Managers + '9': Policy and Planning Managers + '10': Business Services and Administration Managers Not Elsewhere Classified + '11': Sales and Marketing Managers + '12': Advertising and Public Relations Managers + '13': Research and Development Managers + '14': Agricultural and Forestry Production Managers + '15': Aquaculture and Fisheries Production Managers + '16': Manufacturing Managers + '17': Mining Managers + '18': Construction Managers + '19': Supply, Distribution and Related Managers + '20': Information and Communications Technology Services Managers + '21': Child Care Services Managers + '22': Health Services Managers + '23': Aged Care Services Managers + '24': Social Welfare Managers + '25': Education Managers + '26': Financial and Insurance Services Branch Managers + '27': Professional Services Managers Not Elsewhere Classified + '28': Hotel Managers + '29': Restaurant Managers + '30': Retail and Wholesale Trade Managers + '31': Sports, Recreation and Cultural Centre Managers + '32': Services Managers Not Elsewhere Classified + '33': Physicists and Astronomers + '34': Meteorologists + '35': Chemists + '36': Geologists and Geophysicists + '37': Mathematicians, Actuaries and Statisticians + '38': Biologists, Botanists, Zoologists and Related Professionals + '39': Farming, Forestry and Fisheries Advisers + '40': Environmental Protection Professionals + '41': Industrial and Production Engineers + '42': Civil Engineers + '43': Environmental Engineers + '44': Mechanical Engineers + '45': Chemical Engineers + '46': Mining Engineers, Metallurgists and Related Professionals + '47': Engineering Professionals Not Elsewhere Classified + '48': Electrical Engineers + '49': Electronics Engineers + '50': Telecommunications Engineers + '51': Building Architects + '52': Landscape Architects + '53': Product and Garment Designers + '54': Town and Traffic Planners + '55': Cartographers and Surveyors + '56': Graphic and Multimedia Designers + '57': Generalist Medical Practitioners + '58': Specialist Medical Practitioners + '59': Nursing Professionals + '60': Midwifery Professionals + '61': Traditional and Complementary Medicine Professionals + '62': Veterinarians + '63': Dentists + '64': Pharmacists + '65': Environmental and Occupational Health and Hygiene Professionals + '66': Physiotherapists + '67': Dieticians and Nutritionists + '68': Audiologists and Speech Therapists + '69': Optometrists and Ophthalmic Opticians + '70': Health Professionals Not Elsewhere Classified + '71': University and Higher Education Teachers + '72': Vocational Education Teachers + '73': Secondary Education Teachers + '74': Primary School Teachers + '75': Early Childhood Educators + '76': Education Methods specialists + '77': Special Needs Teachers + '78': Other Language Teachers + '79': Other Music Teachers + '80': Other Arts Teachers + '81': Information Technology Trainers + '82': Teaching Professionals Not Elsewhere Classified + '83': Accountants + '84': Financial and Investment Advisers + '85': Financial Analysts + '86': Management and Organization Analysts + '87': Policy Administration Professionals + '88': Personnel and Careers Professionals + '89': Training and Staff Development Professionals + '90': Advertising and Marketing Professionals + '91': Public Relations Professionals + '92': Technical and Medical Sales Professionals (excluding ICT) + '93': Information and Communications Technology Sales Professionals + '94': Systems Analysts + '95': Software Developers + '96': Web and Multimedia Developers + '97': Applications Programmers + '98': Software and Applications Developers and Analysts Not Elsewhere Classified + '99': Database Designers and Administrators + '100': Systems Administrators + '101': Computer Network Professionals + '102': Database and Network Professionals Not Elsewhere Classified + '103': Lawyers + '104': Judges + '105': Legal Professionals Not Elsewhere Classified + '106': Archivists and Curators + '107': Librarians and Related Information Professionals + '108': Economists + '109': Sociologists, Anthropologists and Related Professionals + '110': Philosophers, Historians and Political Scientists + '111': Psychologists + '112': Social Work and Counselling Professionals + '113': Religious Professionals + '114': Authors and Related Writers + '115': Journalists + '116': Translators, Interpreters and Other Linguists + '117': Visual Artists + '118': Musicians, Singers and Composers + '119': Dancers and Choreographers + '120': Film, Stage and Related Directors and Producers + '121': Actors + '122': Announcers on Radio, Television and Other Media + '123': Creative and Performing Artists Not Elsewhere Classified + '124': Chemical and Physical Science Technicians + '125': Civil Engineering Technicians + '126': Electrical Engineering Technicians + '127': Electronics Engineering Technicians + '128': Mechanical Engineering Technicians + '129': Chemical Engineering Technicians + '130': Mining and Metallurgical Technicians + '131': Draughtspersons + '132': Physical and Engineering Science Technicians Not Elsewhere Classified + '133': Mining Supervisors + '134': Manufacturing Supervisors + '135': Construction Supervisors + '136': Power Production Plant Operators + '137': Incinerator and Water Treatment Plant Operators + '138': Chemical Processing Plant Controllers + '139': Petroleum and Natural Gas Refining Plant Operators + '140': Metal Production Process Controllers + '141': Process Control Technicians Not Elsewhere Classified + '142': Life Science Technicians (excluding Medical) + '143': Agricultural Technicians + '144': Forestry Technicians + '145': "Ships\u2019 Engineers" + '146': "Ships\u2019 Deck Officers and Pilots" + '147': Aircraft Pilots and Related Associate Professionals + '148': Air Traffic Controllers + '149': Air Traffic Safety Electronics Technicians + '150': Medical Imaging and Therapeutic Equipment Technicians + '151': Medical and Pathology Laboratory Technicians + '152': Pharmaceutical Technicians and Assistants + '153': Medical and Dental Prosthetic Technicians + '154': Midwifery Associate Professionals + '155': Traditional and Complementary Medicine Associate Professionals + '156': Veterinary Technicians and Assistants + '157': Dental Assistants and Therapists + '158': Medical Records and Health Information Technicians + '159': Community Health Workers + '160': Dispensing Opticians + '161': Physiotherapy Technicians and Assistants + '162': Medical Assistants + '163': Environmental and Occupational Health Inspectors and Associates + '164': Ambulance Workers + '165': Health Associate Professionals Not Elsewhere Classified + '166': Securities and Finance Dealers and Brokers + '167': Credit and Loans Officers + '168': Accounting Associate Professionals + '169': Statistical, Mathematical and Related Associate Professionals + '170': Valuers and Loss Assessors + '171': Insurance Representatives + '172': Commercial Sales Representatives + '173': Buyers + '174': Trade Brokers + '175': Clearing and Forwarding Agents + '176': Conference and Event Planners + '177': Employment Agents and Contractors + '178': Real Estate Agents and Property Managers + '179': Business Services Agents Not Elsewhere Classified + '180': Office Supervisors + '181': Legal Secretaries + '182': Administrative and Executive Secretaries + '183': Medical Secretaries + '184': Customs and Border Inspectors + '185': Government Tax and Excise Officials + '186': Government Social Benefits Officials + '187': Government Licensing Officials + '188': Police Inspectors and Detectives + '189': Government Regulatory Associate Professionals Not Elsewhere Classified + '190': Legal and Related Associate Professionals + '191': Social Work Associate Professionals + '192': Religious Associate Professionals + '193': Athletes and Sports Players + '194': Sports Coaches, Instructors and Officials + '195': Fitness and Recreation Instructors and Programme Leaders + '196': Photographers + '197': Interior Designers and Decorators + '198': Gallery, Museum and Library Technicians + '199': Chefs + '200': Other Artistic and Cultural Associate Professionals + '201': Information and Communications Technology Operations Technicians + '202': Information and Communications Technology User Support Technicians + '203': Computer Network and Systems Technicians + '204': Web Technicians + '205': Broadcasting and Audiovisual Technicians + '206': Telecommunications Engineering Technicians + '207': General Office Clerks + '208': Secretaries (general) + '209': Typists and Word Processing Operators + '210': Data Entry Clerks + '211': Bank Tellers and Related Clerks + '212': Bookmakers, Croupiers and Related Gaming Workers + '213': Pawnbrokers and Money-lenders + '214': Debt Collectors and Related Workers + '215': Travel Consultants and Clerks + '216': Contact Centre Information Clerks + '217': Telephone Switchboard Operators + '218': Hotel Receptionists + '219': Inquiry Clerks + '220': Receptionists (general) + '221': Survey and Market Research Interviewers + '222': Client Information Workers Not Elsewhere Classified + '223': Accounting and Bookkeeping Clerks + '224': Statistical, Finance and Insurance Clerks + '225': Payroll Clerks + '226': Stock Clerks + '227': Production Clerks + '228': Transport Clerks + '229': Library Clerks + '230': Mail Carriers and Sorting Clerks + '231': Coding, Proofreading and Related Clerks + '232': Filing and Copying Clerks + '233': Personnel Clerks + '234': Clerical Support Workers Not Elsewhere Classified + '235': Travel Attendants and Travel Stewards + '236': Transport Conductors + '237': Travel Guides + '238': Cooks + '239': Waiters + '240': Bartenders + '241': Hairdressers + '242': Beauticians and Related Workers + '243': Cleaning and Housekeeping Supervisors in Offices, Hotels and Other Establishments + '244': Domestic Housekeepers + '245': Building Caretakers + '246': Astrologers, Fortune-tellers and Related Workers + '247': Companions and Valets + '248': Undertakers and Embalmers + '249': Pet Groomers and Animal Care Workers + '250': Driving Instructors + '251': Personal Services Workers Not Elsewhere Classified + '252': Stall and Market Salespersons + '253': Street Food Salespersons + '254': Shopkeepers + '255': Shop Supervisors + '256': Shop Sales Assistants + '257': Cashiers and Ticket Clerks + '258': Fashion and Other Models + '259': Sales Demonstrators + '260': Door-to-door Salespersons + '261': Contact Centre Salespersons + '262': Service Station Attendants + '263': Food Service Counter Attendants + '264': Sales Workers Not Elsewhere Classified + '265': Child Care Workers + '266': "Teachers\u2019 Aides" + '267': Health Care Assistants + '268': Home-based Personal Care Workers + '269': Personal Care Workers in Health Services Not Elsewhere Classified + '270': Firefighters + '271': Police Officers + '272': Prison Guards + '273': Security Guards + '274': Protective Services Workers Not Elsewhere Classified + '275': Field Crop and Vegetable Growers + '276': Tree and Shrub Crop Growers + '277': Gardeners; Horticultural and Nursery Growers + '278': Mixed Crop Growers + '279': Livestock and Dairy Producers + '280': Poultry Producers + '281': Apiarists and Sericulturists + '282': Animal Producers Not Elsewhere Classified + '283': Mixed Crop and Animal Producers + '284': Forestry and Related Workers + '285': Aquaculture Workers + '286': Inland and Coastal Waters Fishery Workers + '287': Deep-sea Fishery Workers + '288': Hunters and Trappers + '289': House Builders + '290': Bricklayers and Related Workers + '291': Stonemasons, Stone Cutters, Splitters and Carvers + '292': Concrete Placers, Concrete Finishers and Related Workers + '293': Carpenters and Joiners + '294': Building Frame and Related Trades Workers Not Elsewhere Classified + '295': Roofers + '296': Floor Layers and Tile Setters + '297': Plasterers + '298': Insulation Workers + '299': Glaziers + '300': Plumbers and Pipe Fitters + '301': Air Conditioning and Refrigeration Mechanics + '302': Painters and Related Workers + '303': Spray Painters and Varnishers + '304': Building Structure Cleaners + '305': Metal Moulders and Coremakers + '306': Welders and Flame Cutters + '307': Sheet Metal Workers + '308': Structural Metal Preparers and Erectors + '309': Riggers and Cable Splicers + '310': Blacksmiths, Hammersmiths and Forging Press Workers + '311': Toolmakers and Related Workers + '312': Metal Working Machine Tool Setters and Operators + '313': Metal Polishers, Wheel Grinders and Tool Sharpeners + '314': Motor Vehicle Mechanics and Repairers + '315': Aircraft Engine Mechanics and Repairers + '316': Agricultural and Industrial Machinery Mechanics and Repairers + '317': Bicycle and Related Repairers + '318': Precision-instrument Makers and Repairers + '319': Musical Instrument Makers and Tuners + '320': Jewellery and Precious Metal Workers + '321': Potters and Related Workers + '322': Glass Makers, Cutters, Grinders and Finishers + '323': Signwriters, Decorative Painters, Engravers and Etchers + '324': Handicraft Workers in Wood, Basketry and Related Materials + '325': Handicraft Workers in Textile, Leather and Related Materials + '326': Handicraft Workers Not Elsewhere Classified + '327': Pre-press Technicians + '328': Printers + '329': Print Finishing and Binding Workers + '330': Building and Related Electricians + '331': Electrical Mechanics and Fitters + '332': Electrical Line Installers and Repairers + '333': Electronics Mechanics and Servicers + '334': Information and Communications Technology Installers and Servicers + '335': Butchers, Fishmongers and Related Food Preparers + '336': Bakers, Pastry-cooks and Confectionery Makers + '337': Dairy Products Makers + '338': Fruit, Vegetable and Related Preservers + '339': Food and Beverage Tasters and Graders + '340': Tobacco Preparers and Tobacco Products Makers + '341': Wood Treaters + '342': Cabinet-makers and Related Workers + '343': Woodworking Machine Tool Setters and Operators + '344': Tailors, Dressmakers, Furriers and Hatters + '345': Garment and Related Patternmakers and Cutters + '346': Sewing, Embroidery and Related Workers + '347': Upholsterers and Related Workers + '348': Pelt Dressers, Tanners and Fellmongers + '349': Shoemakers and Related Workers + '350': Underwater Divers + '351': Shotfirers and Blasters + '352': Product Graders and Testers (excluding Foods and Beverages) + '353': Fumigators and Other Pest and Weed Controllers + '354': Miners and Quarriers + '355': Mineral and Stone Processing Plant Operators + '356': Well Drillers and Borers and Related Workers + '357': Cement, Stone and Other Mineral Products Machine Operators + '358': Metal Processing Plant Operators + '359': Metal Finishing, Plating and Coating Machine Operators + '360': Chemical Products Plant and Machine Operators + '361': Photographic Products Machine Operators + '362': Rubber Products Machine Operators + '363': Plastic Products Machine Operators + '364': Paper Products Machine Operators + '365': Fibre Preparing, Spinning and Winding Machine Operators + '366': Weaving and Knitting Machine Operators + '367': Sewing Machine Operators + '368': Bleaching, Dyeing and Fabric Cleaning Machine Operators + '369': Fur and Leather Preparing Machine Operators + '370': Shoemaking and Related Machine Operators + '371': Laundry Machine Operators + '372': Textile, Fur and Leather Products Machine Operators Not Elsewhere Classified + '373': Food and Related Products Machine Operators + '374': Pulp and Papermaking Plant Operators + '375': Wood Processing Plant Operators + '376': Glass and Ceramics Plant Operators + '377': Steam Engine and Boiler Operators + '378': Packing, Bottling and Labelling Machine Operators + '379': Stationary Plant and Machine Operators Not Elsewhere Classified + '380': Mechanical Machinery Assemblers + '381': Electrical and Electronic Equipment Assemblers + '382': Assemblers Not Elsewhere Classified + '383': Locomotive Engine Drivers + '384': Railway Brake, Signal and Switch Operators + '385': Motorcycle Drivers + '386': Car, Taxi and Van Drivers + '387': Bus and Tram Drivers + '388': Heavy Truck and Lorry Drivers + '389': Mobile Farm and Forestry Plant Operators + '390': Earthmoving and Related Plant Operators + '391': Crane, Hoist and Related Plant Operators + '392': Lifting Truck Operators + '393': "Ships\u2019 Deck Crews and Related Workers" + '394': Domestic Cleaners and Helpers + '395': Cleaners and Helpers in Offices, Hotels and Other Establishments + '396': Hand Launderers and Pressers + '397': Vehicle Cleaners + '398': Window Cleaners + '399': Other Cleaning Workers + '400': Crop Farm Labourers + '401': Livestock Farm Labourers + '402': Mixed Crop and Livestock Farm Labourers + '403': Garden and Horticultural Labourers + '404': Forestry Labourers + '405': Fishery and Aquaculture Labourers + '406': Mining and Quarrying Labourers + '407': Civil Engineering Labourers + '408': Building Construction Labourers + '409': Hand Packers + '410': Manufacturing Labourers Not Elsewhere Classified + '411': Hand and Pedal Vehicle Drivers + '412': Drivers of Animal-drawn Vehicles and Machinery + '413': Freight Handlers + '414': Shelf Fillers + '415': Fast Food Preparers + '416': Kitchen Helpers + '417': Street and Related Services Workers + '418': Street Vendors (excluding Food) + '419': Garbage and Recycling Collectors + '420': Refuse Sorters + '421': Sweepers and Related Labourers + '422': Messengers, Package Deliverers and Luggage Porters + '423': Odd-job Persons + '424': Meter Readers and Vending-machine Collectors + '425': Elementary Workers Not Elsewhere Classified + '426': Traditional Chiefs and Heads of Villages + '427': Paramedical Practitioners + '428': Nursing Associate Professionals + '429': Scribes and Related Workers + '430': Subsistence Crop Farmers + '431': Subsistence Livestock Farmers + '432': Subsistence Mixed Crop and Livestock Farmers + '433': Subsistence Fishers, Hunters, Trappers and Gatherers + '434': Craft and Related Workers Not Elsewhere Classified + '435': Water and Firewood Collectors + - name: ISCO_DEFINITION_4 + dtype: string + - name: ISCO_CODES + dtype: sequence + - name: ISCO_LABELS + dtype: sequence + - name: ESCO_CODE + dtype: + class_label: + names: + '0': '0110.1' + '1': '0110.10' + '2': '0110.11' + '3': '0110.12' + '4': '0110.2' + '5': '0110.3' + '6': '0110.4' + '7': '0110.5' + '8': '0110.6' + '9': '0110.7' + '10': '0110.8' + '11': '0110.9' + '12': '0210.1' + '13': '0210.2' + '14': '0210.3' + '15': '0210.4' + '16': '0310.1' + '17': '0310.2' + '18': '0310.3' + '19': '0310.4' + '20': '0310.5' + '21': '1111.1' + '22': '1111.2' + '23': '1111.3' + '24': '1111.4' + '25': '1111.5' + '26': '1111.6' + '27': '1111.7' + '28': '1112.1' + '29': '1112.2' + '30': '1112.3' + '31': 1112.3.1 + '32': 1112.3.2 + '33': '1112.4' + '34': '1112.5' + '35': '1112.6' + '36': '1112.7' + '37': '1114.1' + '38': '1120.1' + '39': '1120.3' + '40': 1120.3.1 + '41': '1120.4' + '42': '1120.5' + '43': '1120.6' + '44': '1211.1' + '45': 1211.1.1 + '46': 1211.1.2 + '47': 1211.1.3 + '48': 1211.1.4 + '49': '1212.1' + '50': '1212.2' + '51': 1212.2.1 + '52': '1212.3' + '53': '1213.1' + '54': '1213.2' + '55': 1213.2.1 + '56': 1213.2.2 + '57': 1213.2.3 + '58': '1213.3' + '59': '1213.4' + '60': '1213.5' + '61': 1213.5.1 + '62': '1213.6' + '63': '1213.7' + '64': '1213.8' + '65': '1219.1' + '66': 1219.1.1 + '67': 1219.1.2 + '68': '1219.2' + '69': '1219.3' + '70': '1219.4' + '71': '1219.5' + '72': 1219.5.1 + '73': 1219.5.2 + '74': 1219.5.3 + '75': 1219.5.4 + '76': 1219.5.5 + '77': '1219.6' + '78': '1219.7' + '79': '1221.1' + '80': '1221.2' + '81': '1221.3' + '82': 1221.3.1 + '83': 1221.3.2 + '84': 1221.3.2.1 + '85': 1221.3.2.1.1 + '86': 1221.3.2.1.2 + '87': 1221.3.2.1.3 + '88': 1221.3.2.1.4 + '89': 1221.3.3 + '90': '1221.4' + '91': '1221.5' + '92': '1221.6' + '93': '1222.1' + '94': 1222.1.1 + '95': 1222.1.2 + '96': '1223.1' + '97': 1223.1.1 + '98': '1223.2' + '99': 1223.2.1 + '100': 1223.2.1.1 + '101': 1223.2.1.2 + '102': 1223.2.1.3 + '103': 1223.2.1.4 + '104': 1223.2.2 + '105': 1223.2.2.1 + '106': '1311.1' + '107': '1312.1' + '108': '1312.2' + '109': '1312.3' + '110': '1321.1' + '111': '1321.2' + '112': 1321.2.1 + '113': 1321.2.1.1 + '114': 1321.2.1.2 + '115': 1321.2.1.3 + '116': 1321.2.1.4 + '117': 1321.2.1.5 + '118': 1321.2.1.6 + '119': 1321.2.1.6.1 + '120': 1321.2.1.6.2 + '121': 1321.2.1.7 + '122': 1321.2.1.8 + '123': 1321.2.2 + '124': 1321.2.2.1 + '125': 1321.2.2.2 + '126': 1321.2.2.3 + '127': 1321.2.3 + '128': 1321.2.4 + '129': 1321.2.5 + '130': '1321.3' + '131': '1322.1' + '132': 1322.1.1 + '133': 1322.1.2 + '134': '1322.2' + '135': '1323.1' + '136': 1323.1.1 + '137': 1323.1.2 + '138': '1324.1' + '139': '1324.2' + '140': '1324.3' + '141': 1324.3.1 + '142': 1324.3.1.1 + '143': 1324.3.1.2 + '144': 1324.3.1.3 + '145': 1324.3.1.4 + '146': 1324.3.1.5 + '147': 1324.3.1.6 + '148': 1324.3.1.6.1 + '149': 1324.3.1.6.10 + '150': 1324.3.1.6.11 + '151': 1324.3.1.6.12 + '152': 1324.3.1.6.13 + '153': 1324.3.1.6.14 + '154': 1324.3.1.6.15 + '155': 1324.3.1.6.16 + '156': 1324.3.1.6.17 + '157': 1324.3.1.6.18 + '158': 1324.3.1.6.19 + '159': 1324.3.1.6.2 + '160': 1324.3.1.6.20 + '161': 1324.3.1.6.21 + '162': 1324.3.1.6.22 + '163': 1324.3.1.6.23 + '164': 1324.3.1.6.24 + '165': 1324.3.1.6.25 + '166': 1324.3.1.6.26 + '167': 1324.3.1.6.27 + '168': 1324.3.1.6.28 + '169': 1324.3.1.6.29 + '170': 1324.3.1.6.3 + '171': 1324.3.1.6.30 + '172': 1324.3.1.6.31 + '173': 1324.3.1.6.32 + '174': 1324.3.1.6.4 + '175': 1324.3.1.6.5 + '176': 1324.3.1.6.6 + '177': 1324.3.1.6.7 + '178': 1324.3.1.6.8 + '179': 1324.3.1.6.9 + '180': 1324.3.2 + '181': 1324.3.2.1 + '182': 1324.3.2.10 + '183': 1324.3.2.11 + '184': 1324.3.2.12 + '185': 1324.3.2.13 + '186': 1324.3.2.14 + '187': 1324.3.2.15 + '188': 1324.3.2.16 + '189': 1324.3.2.17 + '190': 1324.3.2.18 + '191': 1324.3.2.19 + '192': 1324.3.2.2 + '193': 1324.3.2.20 + '194': 1324.3.2.21 + '195': 1324.3.2.22 + '196': 1324.3.2.23 + '197': 1324.3.2.24 + '198': 1324.3.2.25 + '199': 1324.3.2.26 + '200': 1324.3.2.27 + '201': 1324.3.2.28 + '202': 1324.3.2.29 + '203': 1324.3.2.3 + '204': 1324.3.2.30 + '205': 1324.3.2.31 + '206': 1324.3.2.32 + '207': 1324.3.2.33 + '208': 1324.3.2.34 + '209': 1324.3.2.35 + '210': 1324.3.2.4 + '211': 1324.3.2.5 + '212': 1324.3.2.6 + '213': 1324.3.2.7 + '214': 1324.3.2.8 + '215': 1324.3.2.9 + '216': 1324.3.3 + '217': 1324.3.4 + '218': 1324.3.4.1 + '219': '1324.4' + '220': '1324.5' + '221': '1324.6' + '222': '1324.7' + '223': '1324.8' + '224': 1324.8.1 + '225': 1324.8.2 + '226': 1324.8.2.1 + '227': 1324.8.3 + '228': '1330.1' + '229': 1330.1.1 + '230': '1330.10' + '231': '1330.2' + '232': '1330.3' + '233': '1330.4' + '234': '1330.5' + '235': 1330.5.1 + '236': '1330.6' + '237': '1330.7' + '238': '1330.8' + '239': '1330.9' + '240': '1341.1' + '241': '1341.2' + '242': '1341.3' + '243': '1342.1' + '244': '1342.2' + '245': '1343.1' + '246': '1344.1' + '247': 1344.1.1 + '248': 1344.1.2 + '249': 1344.1.3 + '250': '1345.1' + '251': 1345.1.1 + '252': 1345.1.10 + '253': 1345.1.2 + '254': 1345.1.3 + '255': 1345.1.4 + '256': 1345.1.5 + '257': 1345.1.6 + '258': 1345.1.7 + '259': 1345.1.8 + '260': 1345.1.9 + '261': '1346.1' + '262': '1346.2' + '263': '1346.3' + '264': '1346.4' + '265': '1346.5' + '266': '1346.6' + '267': '1349.1' + '268': '1349.10' + '269': '1349.11' + '270': '1349.12' + '271': '1349.13' + '272': '1349.14' + '273': '1349.15' + '274': '1349.16' + '275': '1349.17' + '276': '1349.18' + '277': '1349.19' + '278': '1349.2' + '279': '1349.20' + '280': '1349.21' + '281': 1349.21.1 + '282': '1349.22' + '283': '1349.23' + '284': '1349.3' + '285': '1349.4' + '286': '1349.5' + '287': '1349.6' + '288': '1349.7' + '289': '1349.8' + '290': '1349.9' + '291': '1411.1' + '292': '1411.2' + '293': '1411.3' + '294': '1412.1' + '295': '1420.1' + '296': '1420.2' + '297': '1420.3' + '298': '1420.4' + '299': 1420.4.1 + '300': 1420.4.10 + '301': 1420.4.11 + '302': 1420.4.12 + '303': 1420.4.13 + '304': 1420.4.14 + '305': 1420.4.15 + '306': 1420.4.16 + '307': 1420.4.17 + '308': 1420.4.18 + '309': 1420.4.19 + '310': 1420.4.2 + '311': 1420.4.20 + '312': 1420.4.21 + '313': 1420.4.22 + '314': 1420.4.23 + '315': 1420.4.24 + '316': 1420.4.25 + '317': 1420.4.26 + '318': 1420.4.27 + '319': 1420.4.28 + '320': 1420.4.29 + '321': 1420.4.3 + '322': 1420.4.30 + '323': 1420.4.31 + '324': 1420.4.32 + '325': 1420.4.33 + '326': 1420.4.34 + '327': 1420.4.35 + '328': 1420.4.36 + '329': 1420.4.37 + '330': 1420.4.38 + '331': 1420.4.39 + '332': 1420.4.4 + '333': 1420.4.40 + '334': 1420.4.41 + '335': 1420.4.42 + '336': 1420.4.43 + '337': 1420.4.5 + '338': 1420.4.6 + '339': 1420.4.7 + '340': 1420.4.8 + '341': 1420.4.9 + '342': '1420.5' + '343': '1420.6' + '344': '1431.1' + '345': 1431.1.1 + '346': 1431.1.2 + '347': '1431.2' + '348': 1431.2.1 + '349': 1431.2.2 + '350': 1431.2.3 + '351': 1431.2.4 + '352': 1431.2.5 + '353': 1431.2.6 + '354': '1431.3' + '355': '1439.1' + '356': '1439.2' + '357': '1439.3' + '358': '1439.4' + '359': '1439.5' + '360': '1439.6' + '361': '1439.7' + '362': '1439.8' + '363': '2111.1' + '364': '2111.2' + '365': '2111.3' + '366': '2112.1' + '367': 2112.1.1 + '368': 2112.1.2 + '369': 2112.1.3 + '370': '2112.2' + '371': '2113.1' + '372': 2113.1.1 + '373': 2113.1.2 + '374': 2113.1.3 + '375': 2113.1.4 + '376': 2113.1.5 + '377': 2113.1.6 + '378': '2113.2' + '379': '2114.1' + '380': 2114.1.1 + '381': 2114.1.10 + '382': 2114.1.2 + '383': 2114.1.3 + '384': 2114.1.4 + '385': 2114.1.5 + '386': 2114.1.6 + '387': 2114.1.7 + '388': 2114.1.8 + '389': 2114.1.9 + '390': '2114.2' + '391': '2114.3' + '392': '2120.1' + '393': '2120.2' + '394': '2120.3' + '395': '2120.4' + '396': '2120.5' + '397': '2120.6' + '398': 2120.6.1 + '399': '2131.1' + '400': '2131.2' + '401': '2131.3' + '402': '2131.4' + '403': 2131.4.1 + '404': 2131.4.10 + '405': 2131.4.11 + '406': 2131.4.12 + '407': 2131.4.13 + '408': 2131.4.2 + '409': 2131.4.3 + '410': 2131.4.4 + '411': 2131.4.5 + '412': 2131.4.6 + '413': 2131.4.6.1 + '414': 2131.4.7 + '415': 2131.4.8 + '416': 2131.4.9 + '417': '2131.5' + '418': '2131.6' + '419': '2131.7' + '420': '2131.8' + '421': 2131.8.1 + '422': 2131.8.2 + '423': '2132.1' + '424': '2132.2' + '425': '2132.3' + '426': '2132.4' + '427': '2132.5' + '428': '2132.6' + '429': '2133.1' + '430': '2133.10' + '431': '2133.11' + '432': '2133.13' + '433': '2133.14' + '434': '2133.15' + '435': 2133.15.1 + '436': '2133.2' + '437': '2133.3' + '438': '2133.4' + '439': '2133.5' + '440': '2133.6' + '441': '2133.7' + '442': '2133.8' + '443': '2133.9' + '444': '2141.1' + '445': '2141.10' + '446': '2141.11' + '447': '2141.2' + '448': '2141.3' + '449': '2141.4' + '450': 2141.4.1 + '451': 2141.4.2 + '452': 2141.4.2.1 + '453': 2141.4.2.2 + '454': 2141.4.3 + '455': '2141.5' + '456': '2141.6' + '457': '2141.8' + '458': '2141.9' + '459': '2142.1' + '460': 2142.1.1 + '461': 2142.1.11 + '462': 2142.1.2 + '463': 2142.1.3 + 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'2146.3' + '519': '2146.4' + '520': '2146.5' + '521': 2146.5.1 + '522': 2146.5.2 + '523': '2146.6' + '524': '2146.7' + '525': '2146.8' + '526': '2146.9' + '527': '2149.1' + '528': '2149.10' + '529': 2149.10.1 + '530': '2149.11' + '531': 2149.11.1 + '532': 2149.11.2 + '533': '2149.12' + '534': 2149.12.1 + '535': '2149.13' + '536': '2149.14' + '537': '2149.15' + '538': '2149.16' + '539': '2149.17' + '540': '2149.2' + '541': 2149.2.1 + '542': 2149.2.2 + '543': 2149.2.3 + '544': 2149.2.4 + '545': 2149.2.5 + '546': 2149.2.6 + '547': 2149.2.7 + '548': 2149.2.7.1 + '549': 2149.2.8 + '550': '2149.3' + '551': '2149.4' + '552': '2149.5' + '553': 2149.5.1 + '554': '2149.6' + '555': '2149.7' + '556': '2149.8' + '557': '2149.9' + '558': 2149.9.1 + '559': 2149.9.2 + '560': 2149.9.3 + '561': 2149.9.4 + '562': 2149.9.5 + '563': 2149.9.6 + '564': 2149.9.7 + '565': 2149.9.8 + '566': 2149.9.9 + '567': '2151.1' + '568': 2151.1.1 + '569': 2151.1.2 + '570': 2151.1.3 + '571': 2151.1.4 + '572': 2151.1.5 + 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'1939': '4412.1' + '1940': '4412.2' + '1941': '4413.1' + '1942': '4415.1' + '1943': '4416.1' + '1944': '4419.1' + '1945': '4419.2' + '1946': '5111.1' + '1947': '5111.2' + '1948': 5111.2.1 + '1949': 5111.2.2 + '1950': 5111.2.3 + '1951': '5112.1' + '1952': '5112.2' + '1953': '5112.3' + '1954': 5112.3.1 + '1955': '5113.1' + '1956': 5113.1.1 + '1957': 5113.1.2 + '1958': 5113.1.3 + '1959': '5120.1' + '1960': 5120.1.1 + '1961': 5120.1.2 + '1962': 5120.1.3 + '1963': 5120.1.4 + '1964': '5131.1' + '1965': '5131.2' + '1966': 5131.2.1 + '1967': 5131.2.2 + '1968': 5131.2.2.1 + '1969': 5131.2.2.2 + '1970': 5131.2.2.3 + '1971': '5132.1' + '1972': 5132.1.1 + '1973': 5132.1.2 + '1974': '5141.1' + '1975': 5141.1.1 + '1976': 5141.1.2 + '1977': 5141.1.3 + '1978': 5141.1.4 + '1979': '5142.1' + '1980': '5142.10' + '1981': '5142.11' + '1982': '5142.12' + '1983': '5142.2' + '1984': '5142.3' + '1985': '5142.4' + '1986': '5142.5' + '1987': '5142.6' + '1988': '5142.7' + '1989': '5142.8' + '1990': '5142.9' + '1991': '5151.1' + '1992': '5151.2' + '1993': '5152.1' + '1994': '5152.2' + '1995': 5152.2.1 + '1996': '5153.1' + '1997': 5153.1.1 + '1998': 5153.1.2 + '1999': 5153.1.3 + '2000': '5161.1' + '2001': '5161.2' + '2002': '5161.3' + '2003': '5161.4' + '2004': '5162.1' + '2005': '5163.1' + '2006': '5163.2' + '2007': '5163.3' + '2008': '5163.4' + '2009': '5164.1' + '2010': 5164.1.1 + '2011': 5164.1.2 + '2012': 5164.1.3 + '2013': '5164.10' + '2014': '5164.2' + '2015': 5164.2.1 + '2016': 5164.2.1.1 + '2017': 5164.2.1.1.1 + '2018': 5164.2.1.2 + '2019': '5164.3' + '2020': '5164.5' + '2021': '5164.6' + '2022': '5164.8' + '2023': '5164.9' + '2024': '5165.1' + '2025': 5165.1.1 + '2026': 5165.1.2 + '2027': 5165.1.3 + '2028': 5165.1.4 + '2029': '5165.2' + '2030': '5169.1' + '2031': '5169.2' + '2032': '5169.3' + '2033': '5211.1' + '2034': '5212.1' + '2035': '5221.1' + '2036': '5222.1' + '2037': 5222.1.1 + '2038': '5223.1' + '2039': '5223.2' + '2040': '5223.3' + '2041': '5223.4' + '2042': '5223.5' + 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'7543.11' + '2564': '7543.2' + '2565': '7543.3' + '2566': '7543.4' + '2567': '7543.5' + '2568': '7543.6' + '2569': '7543.7' + '2570': 7543.7.1 + '2571': 7543.7.2 + '2572': 7543.7.3 + '2573': 7543.7.4 + '2574': 7543.7.5 + '2575': 7543.7.6 + '2576': 7543.7.7 + '2577': '7543.8' + '2578': 7543.8.1 + '2579': 7543.8.2 + '2580': 7543.8.3 + '2581': '7543.9' + '2582': 7543.9.1 + '2583': 7543.9.2 + '2584': 7543.9.3 + '2585': '7544.1' + '2586': 7544.1.1 + '2587': '8111.1' + '2588': '8111.2' + '2589': '8111.3' + '2590': '8111.4' + '2591': '8111.5' + '2592': '8112.1' + '2593': '8112.2' + '2594': '8112.3' + '2595': '8112.4' + '2596': '8113.1' + '2597': '8113.2' + '2598': '8113.3' + '2599': '8113.4' + '2600': '8113.5' + '2601': '8113.6' + '2602': '8113.7' + '2603': '8113.8' + '2604': '8113.9' + '2605': '8114.1' + '2606': '8114.2' + '2607': '8114.3' + '2608': '8114.4' + '2609': '8114.5' + '2610': '8114.6' + '2611': '8114.7' + '2612': '8114.8' + '2613': '8121.1' + '2614': '8121.2' + '2615': '8121.3' + 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8141.1.4 + '2668': 8141.1.5 + '2669': 8141.1.6 + '2670': 8141.1.7 + '2671': 8141.1.8 + '2672': 8141.1.9 + '2673': 8141.1.9.1 + '2674': 8141.1.9.2 + '2675': '8142.1' + '2676': '8142.10' + '2677': '8142.11' + '2678': '8142.12' + '2679': '8142.13' + '2680': '8142.14' + '2681': '8142.2' + '2682': '8142.3' + '2683': '8142.4' + '2684': '8142.5' + '2685': '8142.6' + '2686': '8142.7' + '2687': 8142.7.1 + '2688': '8142.8' + '2689': '8142.9' + '2690': '8143.1' + '2691': '8143.2' + '2692': '8143.3' + '2693': '8143.4' + '2694': '8143.5' + '2695': '8143.6' + '2696': '8143.7' + '2697': '8143.8' + '2698': '8151.1' + '2699': '8151.2' + '2700': 8151.2.1 + '2701': 8151.2.2 + '2702': 8151.2.3 + '2703': '8151.3' + '2704': '8151.4' + '2705': '8152.1' + '2706': 8152.1.1 + '2707': 8152.1.2 + '2708': '8152.2' + '2709': '8152.3' + '2710': 8152.3.1 + '2711': 8152.3.2 + '2712': 8152.3.3 + '2713': '8153.1' + '2714': 8153.1.1 + '2715': 8153.1.2 + '2716': 8153.1.3 + '2717': 8153.1.4 + '2718': 8153.1.5 + '2719': 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'2822': '8181.1' + '2823': '8181.10' + '2824': '8181.2' + '2825': '8181.3' + '2826': 8181.3.1 + '2827': 8181.3.2 + '2828': '8181.4' + '2829': '8181.5' + '2830': '8181.6' + '2831': '8181.7' + '2832': '8181.8' + '2833': '8181.9' + '2834': '8182.1' + '2835': '8182.2' + '2836': '8183.1' + '2837': '8183.2' + '2838': '8183.3' + '2839': '8183.4' + '2840': '8183.5' + '2841': '8183.6' + '2842': '8183.7' + '2843': '8189.1' + '2844': '8189.2' + '2845': '8211.1' + '2846': 8211.1.1 + '2847': '8211.2' + '2848': '8211.3' + '2849': '8211.4' + '2850': '8211.5' + '2851': 8211.5.1 + '2852': 8211.5.2 + '2853': 8211.5.3 + '2854': '8211.6' + '2855': '8211.7' + '2856': '8212.1' + '2857': '8212.2' + '2858': 8212.2.1 + '2859': 8212.2.2 + '2860': 8212.2.3 + '2861': '8212.3' + '2862': 8212.3.1 + '2863': 8212.3.2 + '2864': 8212.3.3 + '2865': 8212.3.4 + '2866': 8212.3.5 + '2867': 8212.3.6 + '2868': '8212.4' + '2869': '8212.5' + '2870': '8219.1' + '2871': '8219.10' + '2872': '8219.11' + '2873': '8219.2' + '2874': '8219.3' + '2875': '8219.4' + '2876': '8219.5' + '2877': '8219.6' + '2878': '8219.7' + '2879': '8219.8' + '2880': '8219.9' + '2881': '8311.1' + '2882': '8312.1' + '2883': '8312.2' + '2884': '8312.3' + '2885': '8312.4' + '2886': '8312.5' + '2887': '8321.1' + '2888': '8322.1' + '2889': '8322.2' + '2890': '8322.3' + '2891': '8322.4' + '2892': '8322.5' + '2893': '8322.6' + '2894': '8322.7' + '2895': '8331.1' + '2896': 8331.1.1 + '2897': '8331.2' + '2898': '8332.1' + '2899': '8332.2' + '2900': '8332.3' + '2901': '8332.4' + '2902': '8332.5' + '2903': '8332.6' + '2904': '8332.7' + '2905': '8332.8' + '2906': '8341.1' + '2907': '8341.2' + '2908': '8341.3' + '2909': '8342.1' + '2910': '8342.10' + '2911': '8342.2' + '2912': '8342.3' + '2913': '8342.4' + '2914': '8342.5' + '2915': '8342.6' + '2916': '8342.7' + '2917': '8342.8' + '2918': '8342.9' + '2919': '8343.1' + '2920': '8343.2' + '2921': '8343.3' + '2922': '8343.4' + '2923': '8343.5' + '2924': '8344.1' + '2925': '8350.1' + '2926': '8350.2' + '2927': '8350.3' + '2928': '8350.4' + '2929': '8350.5' + '2930': '8350.6' + '2931': '8350.7' + '2932': '9111.1' + '2933': '9112.1' + '2934': '9112.2' + '2935': '9112.3' + '2936': '9112.4' + '2937': '9112.5' + '2938': '9112.6' + '2939': '9121.1' + '2940': '9121.2' + '2941': '9122.1' + '2942': '9123.1' + '2943': '9129.1' + '2944': '9129.2' + '2945': '9129.3' + '2946': '9211.1' + '2947': '9211.2' + '2948': '9212.1' + '2949': '9212.2' + '2950': '9212.3' + '2951': '9212.4' + '2952': '9213.1' + '2953': '9214.1' + '2954': '9214.2' + '2955': '9215.1' + '2956': '9216.1' + '2957': '9216.2' + '2958': '9216.3' + '2959': '9216.4' + '2960': '9311.1' + '2961': '9312.1' + '2962': 9312.1.1 + '2963': 9312.1.2 + '2964': 9312.1.3 + '2965': 9312.1.4 + '2966': 9312.1.5 + '2967': 9312.1.6 + '2968': '9313.1' + '2969': '9321.1' + '2970': '9321.2' + '2971': '9329.1' + '2972': '9329.2' + '2973': '9331.1' + '2974': '9332.1' + '2975': '9333.1' + '2976': '9333.2' + '2977': '9333.3' + '2978': '9333.4' + '2979': '9333.5' + '2980': '9333.6' + '2981': '9333.7' + '2982': '9333.8' + '2983': 9333.8.1 + '2984': '9334.1' + '2985': '9411.1' + '2986': '9411.2' + '2987': '9412.1' + '2988': '9412.2' + '2989': '9510.1' + '2990': '9520.1' + '2991': '9611.1' + '2992': '9612.1' + '2993': '9612.2' + '2994': '9613.1' + '2995': '9621.1' + '2996': '9621.2' + '2997': '9622.1' + '2998': '9623.1' + '2999': '9623.2' + '3000': '9629.1' + '3001': '9629.2' + '3002': '9629.3' + '3003': '9629.4' + '3004': '9629.5' + '3005': '9629.6' + '3006': '9629.7' + '3007': None + - name: ESCO_LABELS + dtype: sequence + - name: ESCO_OCCUPATION + dtype: + class_label: + names: + '0': air force officer + '1': lieutenant + '2': navy officer + '3': squadron leader + '4': armed forces officer + '5': army captain + '6': army general + '7': army major + '8': artillery officer + '9': brigadier + '10': colonel + '11': fleet commander + '12': army corporal + '13': sergeant + '14': special forces officer + '15': warfare specialist + '16': air force pilot + '17': bomb disposal technician + '18': infantry soldier + '19': intelligence communications interceptor + '20': military engineer + '21': city councillor + '22': government minister + '23': governor + '24': mayor + '25': member of parliament + '26': secretary of state + '27': senator + '28': central bank governor + '29': consul + '30': diplomat + '31': ambassador + '32': embassy counsellor + '33': fire commissioner + '34': police commissioner + '35': public administration manager + '36': secretary general + '37': special-interest groups' official + '38': animal facility manager + '39': chief executive officer + '40': airport chief executive + '41': chief operating officer + '42': public employment service manager + '43': social entrepreneur + '44': financial manager + '45': accounting manager + '46': bank treasurer + '47': budget manager + '48': corporate treasurer + '49': employee volunteering programme coordinator + '50': human resources manager + '51': equality and inclusion manager + '52': volunteer manager + '53': director of compliance and information security in gambling + '54': policy manager + '55': social security administrator + '56': strategic planning manager + '57': tourism policy director + '58': procurement department manager + '59': programme manager + '60': business manager + '61': branch manager + '62': EU funds manager + '63': health safety and environmental manager + '64': sustainability manager + '65': business service manager + '66': facilities manager + '67': security manager + '68': corporate social responsibility manager + '69': defence administration officer + '70': department manager + '71': manufacturing facility manager + '72': chemical plant manager + '73': foundry manager + '74': power plant manager + '75': water treatment plant manager + '76': wood factory manager + '77': project manager + '78': quality services manager + '79': auction house manager + '80': banking products manager + '81': chief marketing officer + '82': destination manager + '83': marketing manager + '84': sales manager + '85': category manager + '86': licensing manager + '87': motor vehicle aftersales manager + '88': online sales channel manager + '89': promotion manager + '90': commercial director + '91': digital marketing manager + '92': tourism product manager + '93': communication manager + '94': advertising manager + '95': public relations manager + '96': product manager + '97': insurance product manager + '98': research and development manager + '99': product development manager + '100': clothing development manager + '101': footwear product development manager + '102': games development manager + '103': leather goods product development manager + '104': research manager + '105': ICT research manager + '106': forester + '107': aquaculture harvesting manager + '108': aquaculture husbandry manager + '109': aquaculture production manager + '110': "green\_coffee\_coordinator" + '111': manufacturing manager + '112': industrial production manager + '113': chemical production manager + '114': clothing operations manager + '115': food production manager + '116': footwear production manager + '117': leather finishing operations manager + '118': leather production manager + '119': leather goods production manager + '120': leather wet processing department manager + '121': metallurgical manager + '122': metal production manager + '123': industrial quality manager + '124': footwear quality manager + '125': leather goods quality manager + '126': textile quality manager + '127': operations manager + '128': sewerage systems manager + '129': waste management officer + '130': textile operations manager + '131': mine manager + '132': mine production manager + '133': oil and gas production manager + '134': quarry manager + '135': construction manager + '136': construction general contractor + '137': property developer + '138': airport director + '139': air traffic manager + '140': logistics and distribution manager + '141': distribution manager + '142': inland water transport general manager + '143': maritime water transport general manager + '144': rail operations manager + '145': road operations manager + '146': road transport division manager + '147': specialised goods distribution manager + '148': agricultural machinery and equipment distribution manager + '149': electrical household appliances distribution manager + '150': electronic and telecommunications equipment and parts distribution manager + '151': fish, crustaceans and molluscs distribution manager + '152': flowers and plants distribution manager + '153': fruit and vegetables distribution manager + '154': furniture, carpets and lighting equipment distribution manager + '155': hardware, plumbing and heating equipment and supplies distribution manager + '156': hides, skins and leather products distribution manager + '157': household goods distribution manager + '158': live animals distribution manager + '159': agricultural raw materials, seeds and animal feeds distribution manager + '160': machinery, industrial equipment, ships and aircraft distribution manager + '161': meat and meat products distribution manager + '162': metals and metal ores distribution manager + '163': mining, construction and civil engineering machinery distribution manager + '164': perfume and cosmetics distribution manager + '165': pharmaceutical goods distribution manager + '166': sugar, chocolate and sugar confectionery distribution manager + '167': textile industry machinery distribution manager + '168': textiles, textile semi-finished and raw materials distribution manager + '169': tobacco products distribution manager + '170': beverages distribution manager + '171': waste and scrap distribution manager + '172': watches and jewellery distribution manager + '173': wood and construction materials distribution manager + '174': chemical products distribution manager + '175': china and glassware distribution manager + '176': clothing and footwear distribution manager + '177': coffee, tea, cocoa and spices distribution manager + '178': computers, computer peripheral equipment and software distribution manager + '179': dairy products and edible oils distribution manager + '180': import export manager + '181': import export manager in agricultural machinery and equipment + '182': import export manager in electrical household appliances + '183': import export manager in electronic and telecommunications equipment and parts + '184': import export manager in fish, crustaceans and molluscs + '185': import export manager in flowers and plants + '186': import export manager in fruit and vegetables + '187': import export manager in furniture, carpets and lighting equipment + '188': import export manager in hardware, plumbing and heating equipment and supplies + '189': import export manager in hides, skins and leather products + '190': import export manager in household goods + '191': import export manager in live animals + '192': import export manager in agricultural raw materials, seeds and animal feeds + '193': import export manager in machinery, industrial equipment, ships and aircraft + '194': import export manager in machine tools + '195': import export manager in meat and meat products + '196': import export manager in metals and metal ores + '197': import export manager in mining, construction and civil engineering machinery + '198': import export manager in office furniture + '199': import export manager in office machinery and equipment + '200': import export manager in perfume and cosmetics + '201': import export manager in pharmaceutical goods + '202': import export manager in sugar, chocolate and sugar confectionery + '203': import export manager in beverages + '204': import export manager in textile industry machinery + '205': import export manager in textiles and textile semi-finished and raw materials + '206': import export manager in tobacco products + '207': import export manager in waste and scrap + '208': import export manager in watches and jewellery + '209': import export manager in wood and construction materials + '210': import export manager in chemical products + '211': import export manager in china and other glassware + '212': import export manager in clothing and footwear + '213': import export manager in coffee, tea, cocoa and spices + '214': import export manager in computers, computer peripheral equipment and software + '215': import export manager in dairy products and edible oils + '216': intermodal logistics manager + '217': warehouse manager + '218': finished leather warehouse manager + '219': move manager + '220': movie distributor + '221': "pipeline\_superintendent" + '222': railway station manager + '223': supply chain manager + '224': forecast manager + '225': purchasing manager + '226': leather raw materials purchasing manager + '227': resource manager + '228': chief data officer + '229': ICT information and knowledge manager + '230': ICT environmental manager + '231': chief information officer + '232': chief technology officer + '233': ICT documentation manager + '234': ICT operations manager + '235': software manager + '236': ICT product manager + '237': ICT project manager + '238': ICT vendor relationship manager + '239': telecommunications manager + '240': child care coordinator + '241': child day care centre manager + '242': nursery school head teacher + '243': clinical informatics manager + '244': healthcare institution manager + '245': elderly home manager + '246': social services manager + '247': public housing manager + '248': youth centre manager + '249': youth programme director + '250': headteacher + '251': dean of faculty + '252': university department head + '253': deputy head teacher + '254': education programme coordinator + '255': further education principal + '256': head of higher education institutions + '257': primary school head teacher + '258': secondary school department head + '259': secondary school head teacher + '260': special educational needs head teacher + '261': bank manager + '262': brokerage firm director + '263': credit union manager + '264': insurance agency manager + '265': insurance claims manager + '266': pension scheme manager + '267': airside safety manager + '268': court administrator + '269': document management officer + '270': energy manager + '271': environmental protection manager + '272': front of house manager + '273': interpretation agency manager + '274': library manager + '275': medical laboratory manager + '276': museum director + '277': publications coordinator + '278': airspace manager + '279': rescue centre manager + '280': service manager + '281': legal service manager + '282': sport administrator + '283': translation agency manager + '284': artistic director + '285': aviation communications and frequency coordination manager + '286': aviation surveillance and code coordination manager + '287': book publisher + '288': chief fire officer + '289': commercial art gallery manager + '290': correctional services manager + '291': accommodation manager + '292': hospitality entertainment manager + '293': rooms division manager + '294': restaurant manager + '295': department store manager + '296': retail department manager + '297': sales account manager + '298': shop manager + '299': ammunition shop manager + '300': clothing shop manager + '301': computer shop manager + '302': computer software and multimedia shop manager + '303': confectionery shop manager + '304': cosmetics and perfume shop manager + '305': craft shop manager + '306': delicatessen shop manager + '307': domestic appliances shop manager + '308': drugstore manager + '309': eyewear and optical equipment shop manager + '310': antique shop manager + '311': fish and seafood shop manager + '312': floor and wall coverings shop manager + '313': flower and garden shop manager + '314': fruit and vegetables shop manager + '315': fuel station manager + '316': furniture shop manager + '317': hardware and paint shop manager + '318': jewellery and watches shop manager + '319': kitchen and bathroom shop manager + '320': meat and meat products shop manager + '321': audio and video equipment shop manager + '322': medical goods shop manager + '323': motor vehicle shop manager + '324': music and video shop manager + '325': orthopaedic supply shop manager + '326': pet and pet food shop manager + '327': photography shop manager + '328': press and stationery shop manager + '329': second-hand shop manager + '330': shoe and leather accessories shop manager + '331': sporting and outdoor accessories shop manager + '332': audiology equipment shop manager + '333': telecommunication equipment shop manager + '334': textile shop manager + '335': tobacco shop manager + '336': toys and games shop manager + '337': bakery shop manager + '338': beverages shop manager + '339': bicycle shop manager + '340': bookshop manager + '341': building materials shop manager + '342': supermarket manager + '343': trade regional manager + '344': cultural facilities manager + '345': cultural centre director + '346': performance production manager + '347': recreational facilities manager + '348': beauty salon manager + '349': betting manager + '350': gambling manager + '351': lottery manager + '352': spa manager + '353': zoo curator + '354': sport facility manager + '355': call centre manager + '356': camping ground manager + '357': contact centre manager + '358': garage manager + '359': laundry and dry cleaning manager + '360': tourist information centre manager + '361': tour operator manager + '362': travel agency manager + '363': astronomer + '364': cosmologist + '365': physicist + '366': meteorologist + '367': aviation meteorologist + '368': climatologist + '369': weather forecaster + '370': metrologist + '371': chemist + '372': analytical chemist + '373': chemical application specialist + '374': chemical tester + '375': cosmetic chemist + '376': fragrance chemist + '377': textile chemist + '378': sensory scientist + '379': geologist + '380': environmental geologist + '381': seismologist + '382': exploration geologist + '383': geochemist + '384': hydrogeologist + '385': hydrologist + '386': mine geologist + '387': mud logger + '388': oceanographer + '389': palaeontologist + '390': geophysicist + '391': mineralogist + '392': actuarial consultant + '393': demographer + '394': gambling games developer + '395': gambling quality assurance engineer + '396': mathematician + '397': statistician + '398': biometrician + '399': animal behaviourist + '400': animal feed nutritionist + '401': bioinformatics scientist + '402': biologist + '403': aquaculture biologist + '404': microbiologist + '405': physiologist + '406': specialist biomedical scientist + '407': toxicologist + '408': biochemist + '409': biomedical scientist advanced + '410': biophysicist + '411': botanicals specialist + '412': botanist + '413': curator of horticulture + '414': epidemiologist + '415': geneticist + '416': marine biologist + '417': food biotechnologist + '418': immunologist + '419': pharmacologist + '420': biomedical scientist + '421': anatomical pathology technician + '422': cytology screener + '423': agricultural scientist + '424': agronomist + '425': aquaculture recirculation manager + '426': fisheries adviser + '427': forestry adviser + '428': livestock advisor + '429': airport environment officer + '430': pipeline environmental project manager + '431': soil scientist + '432': water quality analyst + '433': air pollution analyst + '434': environmental technician + '435': groundwater monitoring technician + '436': aquaculture environmental analyst + '437': conservation scientist + '438': countryside officer + '439': ecologist + '440': environmental programme coordinator + '441': environmental scientist + '442': natural resources consultant + '443': nature conservation officer + '444': clothing technologist + '445': process engineer + '446': textile technologist + '447': food and beverage packaging technologist + '448': homologation engineer + '449': industrial engineer + '450': manufacturing engineer + '451': production engineer + '452': automation engineer + '453': food production engineer + '454': surface engineer + '455': leather goods industrial engineer + '456': leather production planner + '457': maintenance and repair engineer + '458': packaging production manager + '459': civil engineer + '460': airport planning engineer + '461': water engineer + '462': construction engineer + '463': drainage engineer + '464': geological engineer + '465': hydropower engineer + '466': mining geotechnical engineer + '467': pipeline engineer + '468': rail project engineer + '469': transport engineer + '470': environmental engineer + '471': environmental mining engineer + '472': recycling specialist + '473': waste treatment engineer + '474': environmental expert + '475': wastewater engineer + '476': mechanical engineer + '477': aerospace engineer + '478': aerodynamics engineer + '479': marine engineer + '480': mechatronics engineer + '481': mine mechanical engineer + '482': mine ventilation engineer + '483': naval architect + '484': optomechanical engineer + '485': packing machinery engineer + '486': powertrain engineer + '487': precision engineer + '488': rolling stock engineer + '489': agricultural engineer + '490': agricultural equipment design engineer + '491': rotating equipment engineer + '492': steam engineer + '493': tooling engineer + '494': welding engineer + '495': automotive engineer + '496': container equipment design engineer + '497': engine designer + '498': equipment engineer + '499': fluid power engineer + '500': heating, ventilation, air conditioning engineer + '501': industrial tool design engineer + '502': chemical engineer + '503': biochemical engineer + '504': brewmaster + '505': cider master + '506': food technologist + '507': gas distribution engineer + '508': gas production engineer + '509': oenologist + '510': paper engineer + '511': pharmaceutical engineer + '512': rubber technologist + '513': synthetic materials engineer + '514': assayer + '515': petroleum engineer + '516': quarry engineer + '517': drilling engineer + '518': explosives engineer + '519': liquid fuel engineer + '520': metallurgist + '521': chemical metallurgist + '522': process metallurgist + '523': mine development engineer + '524': mine health and safety engineer + '525': mine planning engineer + '526': mineral processing engineer + '527': acoustical engineer + '528': health and safety engineer + '529': fire prevention and protection engineer + '530': materials engineer + '531': nanoengineer + '532': wood technology engineer + '533': optical engineer + '534': photonics engineer + '535': patent engineer + '536': quantity surveyor + '537': robotics engineer + '538': test engineer + '539': textile, leather and footwear researcher + '540': application engineer + '541': calculation engineer + '542': component engineer + '543': contract engineer + '544': design engineer + '545': installation engineer + '546': logistics engineer + '547': quality engineer + '548': compliance engineer + '549': research engineer + '550': autonomous driving specialist + '551': aviation ground systems engineer + '552': bioengineer + '553': biomedical engineer + '554': commissioning engineer + '555': dependability engineer + '556': dismantling engineer + '557': energy engineer + '558': alternative fuels engineer + '559': energy systems engineer + '560': geothermal engineer + '561': nuclear engineer + '562': offshore renewable energy engineer + '563': onshore wind energy engineer + '564': renewable energy engineer + '565': solar energy engineer + '566': thermal engineer + '567': electrical engineer + '568': electric power generation engineer + '569': electromagnetic engineer + '570': electromechanical engineer + '571': mine electrical engineer + '572': power distribution engineer + '573': substation engineer + '574': smart home engineer + '575': electronics engineer + '576': computer hardware engineer + '577': microsystem engineer + '578': optoelectronic engineer + '579': power electronics engineer + '580': predictive maintenance expert + '581': satellite engineer + '582': sensor engineer + '583': flight test engineer + '584': instrumentation engineer + '585': language engineer + '586': medical device engineer + '587': microelectronics designer + '588': microelectronics engineer + '589': integrated circuit design engineer + '590': microelectronics materials engineer + '591': microelectronics smart manufacturing engineer + '592': telecommunications engineer + '593': telecommunications analyst + '594': architect + '595': interior architect + '596': landscape architect + '597': landscape designer + '598': industrial designer + '599': automotive designer + '600': costume designer + '601': fashion designer + '602': clothing fashion designer + '603': footwear designer + '604': leather goods designer + '605': furniture designer + '606': jewellery designer + '607': model maker + '608': puppet designer + '609': textile designer + '610': leather goods product developer + '611': textile colourist + '612': textile product developer + '613': land planner + '614': mobility services manager + '615': transport planner + '616': urban planner + '617': cadastral technician + '618': cartographer + '619': geographic information systems specialist + '620': land surveyor + '621': hydrographic surveyor + '622': mine surveyor + '623': 3D modeller + '624': illustrator + '625': performance lighting designer + '626': performance video designer + '627': special effects artist + '628': stop-motion animator + '629': animation layout artist + '630': animator + '631': 3D animator + '632': desktop publisher + '633': digital artist + '634': digital games designer + '635': digital media designer + '636': gambling games designer + '637': graphic designer + '638': general practitioner + '639': specialised doctor + '640': advanced nurse practitioner + '641': nurse responsible for general care + '642': specialist nurse + '643': midwife + '644': aromatherapist + '645': complementary therapist + '646': acupuncturist + '647': homeopath + '648': traditional chinese medicine therapist + '649': animal chiropractor + '650': animal osteopath + '651': animal physiotherapist + '652': animal therapist + '653': animal hydrotherapist + '654': animal massage therapist + '655': aquatic animal health professional + '656': general veterinarian + '657': official veterinarian + '658': specialised veterinarian + '659': veterinary scientist + '660': dental practitioner + '661': specialist dentist + '662': pharmacist + '663': pharmaceutical quality specialist + '664': specialist pharmacist + '665': hospital pharmacist + '666': industrial pharmacist + '667': emergency response coordinator + '668': food safety specialist + '669': health and safety officer + '670': ergonomist + '671': radiation protection officer + '672': advanced physiotherapist + '673': physiotherapist + '674': dietitian + '675': prepared meals nutritionist + '676': audiologist + '677': speech and language therapist + '678': optometrist + '679': orthoptist + '680': chiropractor + '681': specialist chiropractor + '682': osteopath + '683': kinesiologist + '684': medical physics expert + '685': occupational therapist + '686': occupational therapy assistant + '687': podiatrist + '688': podiatry assistant + '689': radiographer + '690': diagnostic radiographer + '691': nuclear medicine radiographer + '692': recreational therapist + '693': animal assisted therapist + '694': art therapist + '695': dance therapist + '696': music therapist + '697': higher education lecturer + '698': anthropology lecturer + '699': communications lecturer + '700': computer science lecturer + '701': dentistry lecturer + '702': earth science lecturer + '703': economics lecturer + '704': education studies lecturer + '705': engineering lecturer + '706': fine arts instructor + '707': food science lecturer + '708': healthcare specialist lecturer + '709': archaeology lecturer + '710': history lecturer + '711': journalism lecturer + '712': law lecturer + '713': linguistics lecturer + '714': mathematics lecturer + '715': medicine lecturer + '716': modern languages lecturer + '717': music instructor + '718': nursing lecturer + '719': performing arts school dance instructor + '720': architecture lecturer + '721': performing arts theatre instructor + '722': pharmacy lecturer + '723': philosophy lecturer + '724': physics lecturer + '725': politics lecturer + '726': psychology lecturer + '727': religious studies lecturer + '728': social work lecturer + '729': sociology lecturer + '730': space science lecturer + '731': art studies lecturer + '732': university literature lecturer + '733': university research assistant + '734': university teaching assistant + '735': veterinary medicine lecturer + '736': assistant lecturer + '737': biology lecturer + '738': business lecturer + '739': chemistry lecturer + '740': classical languages lecturer + '741': social work practice educator + '742': vocational teacher + '743': agriculture, forestry and fishery vocational teacher + '744': electricity and energy vocational teacher + '745': electronics and automation vocational teacher + '746': firefighter instructor + '747': food service vocational teacher + '748': hairdressing vocational teacher + '749': hospitality vocational teacher + '750': industrial arts vocational teacher + '751': maritime instructor + '752': medical laboratory technology vocational teacher + '753': occupational driving instructor + '754': air traffic instructor + '755': occupational railway instructor + '756': physical education vocational teacher + '757': police trainer + '758': transport technology vocational teacher + '759': travel and tourism vocational teacher + '760': armed forces training and education officer + '761': auxiliary nursing and midwifery vocational teacher + '762': beauty vocational teacher + '763': business administration vocational teacher + '764': business and marketing vocational teacher + '765': cabin crew instructor + '766': design and applied arts vocational teacher + '767': secondary school teacher + '768': art teacher secondary school + '769': literature teacher at secondary school + '770': mathematics teacher at secondary school + '771': modern languages teacher secondary school + '772': music teacher secondary school + '773': philosophy teacher secondary school + '774': physical education teacher secondary school + '775': physics teacher secondary school + '776': religious education teacher at secondary school + '777': science teacher secondary school + '778': biology teacher secondary school + '779': business studies and economics teacher secondary school + '780': chemistry teacher secondary school + '781': classical languages teacher secondary school + '782': drama teacher secondary school + '783': geography teacher secondary school + '784': history teacher secondary school + '785': ICT teacher secondary school + '786': primary school teacher + '787': Steiner school teacher + '788': early years teacher + '789': Freinet school teacher + '790': Montessori school teacher + '791': curriculum administrator + '792': educational researcher + '793': education inspector + '794': special educational needs coordinator + '795': special educational needs teacher + '796': adult literacy teacher + '797': early years special educational needs teacher + '798': learning support teacher + '799': special educational needs itinerant teacher + '800': special educational needs teacher primary school + '801': special educational needs teacher secondary school + '802': teacher of talented and gifted students + '803': language school teacher + '804': sign language teacher + '805': music teacher + '806': arts education officer + '807': circus arts teacher + '808': dance teacher + '809': drama teacher + '810': photography teacher + '811': visual arts teacher + '812': ICT trainer + '813': digital literacy teacher + '814': academic advisor + '815': instructional designer + '816': learning mentor + '817': prison instructor + '818': public speaking coach + '819': tutor + '820': academic support officer + '821': admissions coordinator + '822': assessor of prior learning + '823': assistive technologist + '824': e-learning architect + '825': e-learning developer + '826': educational counsellor + '827': further education teacher + '828': accountant + '829': accounting analyst + '830': grants management officer + '831': public finance accountant + '832': tax advisor + '833': audit supervisor + '834': bankruptcy trustee + '835': budget analyst + '836': cost analyst + '837': dividend analyst + '838': financial auditor + '839': financial controller + '840': financial fraud examiner + '841': business valuer + '842': public funding advisor + '843': venture capitalist + '844': corporate banking manager + '845': corporate risk manager + '846': financial planner + '847': relationship banking manager + '848': financial risk manager + '849': investment adviser + '850': corporate investment banker + '851': investment fund management assistant + '852': investment manager + '853': investor relations manager + '854': investment fund manager + '855': personal trust officer + '856': programme funding manager + '857': financial analyst + '858': insurance rating analyst + '859': investment analyst + '860': mergers and acquisitions analyst + '861': securities analyst + '862': middle office analyst + '863': business analyst + '864': manufacturing cost estimator + '865': business consultant + '866': business intelligence manager + '867': lean manager + '868': logistics analyst + '869': civil service administrative officer + '870': monitoring and evaluation officer + '871': parliamentary assistant + '872': policy officer + '873': agricultural policy officer + '874': labour market policy officer + '875': legal policy officer + '876': public health policy officer + '877': recreation policy officer + '878': regional development policy officer + '879': social services policy officer + '880': competition policy officer + '881': cultural policy officer + '882': education policy officer + '883': environmental policy officer + '884': fiscal affairs policy officer + '885': foreign affairs officer + '886': housing policy officer + '887': immigration policy officer + '888': political affairs officer + '889': procurement category specialist + '890': public procurement specialist + '891': social service consultant + '892': sports programme coordinator + '893': trade development officer + '894': community development officer + '895': employment programme coordinator + '896': government planning inspector + '897': healthcare consultant + '898': humanitarian advisor + '899': intelligence officer + '900': international relations officer + '901': career guidance advisor + '902': employment and vocational integration consultant + '903': human resources officer + '904': labour relations officer + '905': occupational analyst + '906': recruitment consultant + '907': business coach + '908': corporate trainer + '909': corporate training manager + '910': advertising copywriter + '911': marketing consultant + '912': advertising media planner + '913': eBusiness manager + '914': marketing assistant + '915': online marketer + '916': market research analyst + '917': membership manager + '918': network marketer + '919': pricing specialist + '920': product and services manager + '921': promotion assistant + '922': advertising media buyer + '923': advertising specialist + '924': brand manager + '925': business developer + '926': client relations manager + '927': creative director + '928': customer experience manager + '929': hospitality revenue manager + '930': activism officer + '931': election agent + '932': fundraising manager + '933': intercultural communication consultant + '934': online community manager + '935': political campaign officer + '936': campaign canvasser + '937': political party agent + '938': public affairs consultant + '939': public relations officer + '940': spokesperson + '941': after-sales service technician + '942': medical sales representative + '943': renewable energy consultant + '944': sales engineer + '945': solar energy sales consultant + '946': technical sales representative + '947': technical sales representative in agricultural machinery and equipment + '948': technical sales representative in chemical products + '949': technical sales representative in hardware, plumbing and heating equipment + '950': technical sales representative in machinery and industrial equipment + '951': technical sales representative in mining and construction machinery + '952': technical sales representative in office machinery and equipment + '953': technical sales representative in the textile machinery industry + '954': ICT account manager + '955': ICT business development manager + '956': ICT presales engineer + '957': technical sales representative in electronic and telecommunications equipment + '958': computer scientist + '959': ICT consultant + '960': ICT intelligent systems designer + '961': ICT research consultant + '962': ICT system analyst + '963': ICT system architect + '964': blockchain architect + '965': ICT system developer + '966': ICT system integration consultant + '967': integration engineer + '968': IT auditor + '969': user experience analyst + '970': computer vision engineer + '971': data analyst + '972': data scientist + '973': embedded system designer + '974': enterprise architect + '975': green ICT consultant + '976': ICT business analysis manager + '977': ICT business analyst + '978': cloud engineer + '979': software analyst + '980': software architect + '981': software developer + '982': blockchain developer + '983': user interface developer + '984': digital games developer + '985': search engine optimisation expert + '986': user interface designer + '987': web content manager + '988': web developer + '989': ICT application configurator + '990': ICT application developer + '991': embedded systems software developer + '992': mobile application developer + '993': industrial mobile devices software developer + '994': numerical tool and process control programmer + '995': data quality specialist + '996': ICT auditor manager + '997': ICT change and configuration manager + '998': ICT disaster recovery analyst + '999': ICT quality assurance manager + '1000': ICT test analyst + '1001': software tester + '1002': digital games tester + '1003': ICT accessibility tester + '1004': ICT integration tester + '1005': ICT system tester + '1006': ICT usability tester + '1007': database administrator + '1008': database designer + '1009': database developer + '1010': database integrator + '1011': data warehouse designer + '1012': ICT system administrator + '1013': ICT network administrator + '1014': system configurator + '1015': ICT capacity planner + '1016': ICT network architect + '1017': ICT network engineer + '1018': chief ICT security officer + '1019': digital forensics expert + '1020': embedded systems security engineer + '1021': ethical hacker + '1022': ICT resilience manager + '1023': ICT security administrator + '1024': ICT security engineer + '1025': ICT security manager + '1026': knowledge engineer + '1027': lawyer + '1028': corporate lawyer + '1029': prosecutor + '1030': judge + '1031': supreme court judge + '1032': contract manager + '1033': notary + '1034': ombudsman + '1035': regulatory affairs manager + '1036': coroner + '1037': court jury coordinator + '1038': data protection officer + '1039': election observer + '1040': human rights officer + '1041': legal consultant + '1042': legislative drafter + '1043': mediator + '1044': archivist + '1045': collection manager + '1046': conservator + '1047': cultural archive manager + '1048': cultural visitor services manager + '1049': exhibition curator + '1050': exhibition registrar + '1051': museum scientist + '1052': zoo registrar + '1053': information manager + '1054': librarian + '1055': economic policy officer + '1056': economist + '1057': business economics researcher + '1058': economic adviser + '1059': economic development coordinator + '1060': tax policy analyst + '1061': anthropologist + '1062': communication scientist + '1063': media scientist + '1064': archaeologist + '1065': behavioural scientist + '1066': criminologist + '1067': geographer + '1068': sociologist + '1069': social work researcher + '1070': thanatology researcher + '1071': historian + '1072': genealogist + '1073': philosopher + '1074': political scientist + '1075': polygraph examiner + '1076': psychologist + '1077': clinical psychologist + '1078': educational psychologist + '1079': health psychologist + '1080': psychotherapist + '1081': social counsellor + '1082': bereavement counsellor + '1083': drug and alcohol addiction counsellor + '1084': family planning counsellor + '1085': marriage counsellor + '1086': sexual violence counsellor + '1087': social pedagogue + '1088': social worker + '1089': benefits advice worker + '1090': education welfare officer + '1091': employment support worker + '1092': enterprise development worker + '1093': family social worker + '1094': gerontology social worker + '1095': homelessness worker + '1096': hospital social worker + '1097': mental health social worker + '1098': migrant social worker + '1099': military welfare worker + '1100': child care social worker + '1101': palliative care social worker + '1102': probation officer + '1103': rehabilitation support worker + '1104': social work supervisor + '1105': substance misuse worker + '1106': victim support officer + '1107': youth offending team worker + '1108': youth worker + '1109': youth information worker + '1110': clinical social worker + '1111': community care case worker + '1112': community development social worker + '1113': community social worker + '1114': consultant social worker + '1115': criminal justice social worker + '1116': crisis situation social worker + '1117': chaplain + '1118': minister of religion + '1119': missionary + '1120': religion scientific researcher + '1121': book editor + '1122': dramaturge + '1123': literary scholar + '1124': writer + '1125': lyricist + '1126': script writer + '1127': speechwriter + '1128': technical communicator + '1129': journalist + '1130': blogger + '1131': fact checker + '1132': foreign correspondent + '1133': magazine editor + '1134': newspaper editor + '1135': picture editor + '1136': political journalist + '1137': sports journalist + '1138': vlogger + '1139': broadcast news editor + '1140': business journalist + '1141': columnist + '1142': copy editor + '1143': crime journalist + '1144': critic + '1145': editor-in-chief + '1146': entertainment journalist + '1147': graphologist + '1148': interpreter + '1149': lexicographer + '1150': linguist + '1151': lawyer linguist + '1152': sign language interpreter + '1153': translator + '1154': localiser + '1155': subtitler + '1156': artistic painter + '1157': storyboard artist + '1158': video artist + '1159': art restorer + '1160': cartoonist + '1161': ceramicist + '1162': conceptual artist + '1163': drawing artist + '1164': glass artist + '1165': printmaker + '1166': sculptor + '1167': composer + '1168': music arranger + '1169': music director + '1170': musician + '1171': musical conductor + '1172': choirmaster/choirmistress + '1173': singer + '1174': "r\xE9p\xE9titeur" + '1175': sound artist + '1176': choreographer + '1177': choreologist + '1178': "dance r\xE9p\xE9titeur" + '1179': dancer + '1180': art director + '1181': animation director + '1182': casting director + '1183': director of photography + '1184': performance lighting director + '1185': production designer + '1186': stage director + '1187': technical director + '1188': video and motion picture director + '1189': post-production supervisor + '1190': producer + '1191': music producer + '1192': video and motion picture producer + '1193': radio producer + '1194': video and motion picture editor + '1195': actor/actress + '1196': voice-over artist + '1197': audio describer + '1198': news anchor + '1199': presenter + '1200': community artist + '1201': performance artist + '1202': circus artist + '1203': disc jockey + '1204': puppeteer + '1205': stand-up comedian + '1206': street performer + '1207': variety artist + '1208': street artist + '1209': tourist animator + '1210': chemistry technician + '1211': chromatographer + '1212': nuclear technician + '1213': physics technician + '1214': radiation protection technician + '1215': remote sensing technician + '1216': soil surveying technician + '1217': food analyst + '1218': geology technician + '1219': hydrographic surveying technician + '1220': leather laboratory technician + '1221': material testing technician + '1222': meteorology technician + '1223': metrology technician + '1224': civil engineering technician + '1225': bridge inspector + '1226': rail maintenance technician + '1227': road maintenance technician + '1228': sewerage maintenance technician + '1229': water systems engineering technician + '1230': building inspector + '1231': construction quality inspector + '1232': construction quality manager + '1233': energy assessor + '1234': domestic energy assessor + '1235': fire inspector + '1236': fire protection technician + '1237': fire safety tester + '1238': landfill supervisor + '1239': surveying technician + '1240': construction safety inspector + '1241': construction safety manager + '1242': corrosion technician + '1243': energy analyst + '1244': energy conservation officer + '1245': energy consultant + '1246': engineering assistant + '1247': railway infrastructure inspector + '1248': electrical engineering technician + '1249': calibration technician + '1250': electromechanical engineering technician + '1251': hydropower technician + '1252': electronics engineering technician + '1253': avionics inspector + '1254': sensor engineering technician + '1255': computer hardware engineering technician + '1256': computer hardware test technician + '1257': instrumentation engineering technician + '1258': medical device engineering technician + '1259': microelectronics engineering technician + '1260': microelectronics maintenance technician + '1261': microsystem engineering technician + '1262': optoelectronic engineering technician + '1263': mechanical engineering technician + '1264': aerospace engineering technician + '1265': material stress analyst + '1266': mechatronics engineering technician + '1267': motor vehicle engine inspector + '1268': motor vehicle engine tester + '1269': optomechanical engineering technician + '1270': pneumatic engineering technician + '1271': production engineering technician + '1272': refrigeration air condition and heat pump technician + '1273': rolling stock engineering technician + '1274': rolling stock engine inspector + '1275': aircraft engine inspector + '1276': rolling stock engine tester + '1277': rolling stock inspector + '1278': vessel engine inspector + '1279': vessel engine tester + '1280': welding inspector + '1281': aircraft engine tester + '1282': automotive engineering technician + '1283': heating, ventilation, air conditioning and refrigeration engineering technician + '1284': industrial maintenance supervisor + '1285': marine engineering technician + '1286': marine mechatronics technician + '1287': marine surveyor + '1288': chemical engineering technician + '1289': asphalt laboratory technician + '1290': chemical manufacturing quality technician + '1291': colour sampling technician + '1292': hazardous waste technician + '1293': desalination technician + '1294': geotechnician + '1295': metallurgical technician + '1296': mine safety officer + '1297': mine surveying technician + '1298': 3D printing technician + '1299': clothing CAD technician + '1300': drafter + '1301': aerospace engineering drafter + '1302': marine engineering drafter + '1303': mechanical engineering drafter + '1304': product development engineering drafter + '1305': rolling stock engineering drafter + '1306': architectural drafter + '1307': automotive engineering drafter + '1308': civil drafter + '1309': computer-aided design operator + '1310': electrical drafter + '1311': electromechanical drafter + '1312': electronics drafter + '1313': heating, ventilation, air conditioning (and refrigeration) drafter + '1314': printed circuit board designer + '1315': airport maintenance technician + '1316': metal additive manufacturing operator + '1317': offshore renewable energy technician + '1318': photonics engineering technician + '1319': pipeline compliance coordinator + '1320': process engineering technician + '1321': product development engineering technician + '1322': quality engineering technician + '1323': footwear quality control laboratory technician + '1324': footwear quality technician + '1325': leather goods quality control laboratory technician + '1326': leather goods quality technician + '1327': textile chemical quality technician + '1328': textile quality technician + '1329': tanning technician + '1330': textile process controller + '1331': utilities inspector + '1332': automation engineering technician + '1333': robotics engineering technician + '1334': aviation safety officer + '1335': commissioning technician + '1336': food technician + '1337': footwear product developer + '1338': footwear production technician + '1339': industrial engineering technician + '1340': leather goods manufacturing technician + '1341': mine supervisor + '1342': mine shift manager + '1343': dairy processing technician + '1344': food production planner + '1345': industrial assembly supervisor + '1346': aircraft assembly supervisor + '1347': container equipment assembly supervisor + '1348': footwear assembly supervisor + '1349': machinery assembly supervisor + '1350': motor vehicle assembly supervisor + '1351': rolling stock assembly supervisor + '1352': vessel assembly supervisor + '1353': wood assembly supervisor + '1354': production supervisor + '1355': animal feed supervisor + '1356': metal production supervisor + '1357': optical instrument production supervisor + '1358': paper mill supervisor + '1359': plastic and rubber products manufacturing supervisor + '1360': precision mechanics supervisor + '1361': print studio supervisor + '1362': wood production supervisor + '1363': chemical processing supervisor + '1364': distillery supervisor + '1365': electrical equipment production supervisor + '1366': electronics production supervisor + '1367': footwear production supervisor + '1368': leather goods production supervisor + '1369': machine operator supervisor + '1370': malt house supervisor + '1371': waste management supervisor + '1372': construction general supervisor + '1373': bricklaying supervisor + '1374': dredging supervisor + '1375': electrical supervisor + '1376': glass installation supervisor + '1377': insulation supervisor + '1378': lift installation supervisor + '1379': paperhanger supervisor + '1380': plastering supervisor + '1381': plumbing supervisor + '1382': power lines supervisor + '1383': rail construction supervisor + '1384': bridge construction supervisor + '1385': road construction supervisor + '1386': roofing supervisor + '1387': sewer construction supervisor + '1388': structural ironwork supervisor + '1389': terrazzo setter supervisor + '1390': tiling supervisor + '1391': water conservation technician supervisor + '1392': carpenter supervisor + '1393': concrete finisher supervisor + '1394': construction painting supervisor + '1395': construction scaffolding supervisor + '1396': crane crew supervisor + '1397': demolition supervisor + '1398': dismantling supervisor + '1399': underwater construction supervisor + '1400': offshore renewable energy plant operator + '1401': onshore wind farm technician + '1402': power production plant operator + '1403': electrical power distributor + '1404': electrical transmission system operator + '1405': fossil-fuel power plant operator + '1406': geothermal power plant operator + '1407': hydroelectric plant operator + '1408': nuclear reactor operator + '1409': power plant control room operator + '1410': solar power plant operator + '1411': steam turbine operator + '1412': incinerator operator + '1413': liquid waste treatment plant operator + '1414': solid waste operator + '1415': wastewater treatment operator + '1416': wastewater treatment technician + '1417': water plant technician + '1418': water treatment systems operator + '1419': chemical processing plant controller + '1420': air separation plant operator + '1421': biogas technician + '1422': chemical plant control room operator + '1423': gas processing plant supervisor + '1424': gas station operator + '1425': gas processing plant control room operator + '1426': gas processing plant operator + '1427': oil refinery control room operator + '1428': petroleum pump system operator + '1429': refinery shift manager + '1430': metal furnace operator + '1431': automated assembly line operator + '1432': clothing process control technician + '1433': industrial robot controller + '1434': pulp control operator + '1435': biotechnical technician + '1436': scientific laboratory technician + '1437': bacteriology technician + '1438': biochemistry technician + '1439': biology technician + '1440': botanical technician + '1441': zoology technician + '1442': agricultural technician + '1443': aquaculture quality supervisor + '1444': aquaculture site supervisor + '1445': viticulture adviser + '1446': forestry technician + '1447': fisheries refrigeration engineer + '1448': marine chief engineer + '1449': ship assistant engineer + '1450': ship duty engineer + '1451': deck officer + '1452': helmsman + '1453': maritime pilot + '1454': ship captain + '1455': skipper + '1456': aircraft maintenance engineer + '1457': aircraft pilot + '1458': co-pilot + '1459': commercial pilot + '1460': airline transport pilot + '1461': flight instructor + '1462': helicopter pilot + '1463': private pilot + '1464': second officer + '1465': astronaut + '1466': drone pilot + '1467': air traffic controller + '1468': aeronautical information service officer + '1469': aeronautical information specialist + '1470': airport operations officer + '1471': aviation inspector + '1472': flight operations officer + '1473': air traffic safety technician + '1474': clinical perfusion scientist + '1475': radiation therapist + '1476': medical laboratory assistant + '1477': pharmacy assistant + '1478': pharmacy technician + '1479': audiology technician + '1480': dental technician + '1481': prosthetist-orthotist + '1482': prosthetic-orthotics technician + '1483': maternity support worker + '1484': herbal therapist + '1485': alternative animal therapist + '1486': veterinary technician + '1487': animal artificial insemination technician + '1488': animal embryo transfer technician + '1489': equine dental technician + '1490': veterinary nurse + '1491': dental chairside assistant + '1492': dental hygienist + '1493': medical records clerk + '1494': clinical coder + '1495': medical records manager + '1496': picture archiving and communication systems administrator + '1497': waiting list coordinator + '1498': community health worker + '1499': first aid instructor + '1500': optician + '1501': optical technician + '1502': massage therapist + '1503': physiotherapy assistant + '1504': shiatsu practitioner + '1505': sophrologist + '1506': doctors' surgery assistant + '1507': environmental health inspector + '1508': food regulatory advisor + '1509': food safety inspector + '1510': industrial waste inspector + '1511': hazardous materials inspector + '1512': hazardous waste inspector + '1513': occupational health and safety inspector + '1514': healthcare inspector + '1515': transport health and safety inspector + '1516': health and safety inspector + '1517': emergency ambulance driver + '1518': paramedic in emergency responses + '1519': anaesthetic technician + '1520': assistant clinical psychologist + '1521': chiropractic assistant + '1522': covid tester + '1523': dietetic technician + '1524': respiratory therapy technician + '1525': temperature screener + '1526': asset manager + '1527': financial broker + '1528': foreign exchange broker + '1529': mortgage broker + '1530': mutual fund broker + '1531': securities broker + '1532': securities underwriter + '1533': stock broker + '1534': financial trader + '1535': energy trader + '1536': foreign exchange trader + '1537': futures trader + '1538': securities trader + '1539': stock trader + '1540': bank account manager + '1541': credit adviser + '1542': credit analyst + '1543': credit manager + '1544': credit risk analyst + '1545': loan officer + '1546': mortgage loan underwriter + '1547': student financial support coordinator + '1548': accounting assistant + '1549': bookkeeper + '1550': grants administrator + '1551': actuarial assistant + '1552': statistical assistant + '1553': foreclosure specialist + '1554': gemmologist + '1555': insurance claims handler + '1556': insurance fraud investigator + '1557': loss adjuster + '1558': personal property appraiser + '1559': property appraiser + '1560': real estate surveyor + '1561': insurance broker + '1562': insurance risk consultant + '1563': insurance underwriter + '1564': property insurance underwriter + '1565': commercial sales representative + '1566': electricity sales representative + '1567': renewable energy sales representative + '1568': costume buyer + '1569': purchaser + '1570': green coffee buyer + '1571': ICT buyer + '1572': purchase planner + '1573': textile sourcing merchandiser + '1574': set buyer + '1575': standalone public buyer + '1576': timber trader + '1577': commodity broker + '1578': shipbroker + '1579': waste broker + '1580': commodity trader + '1581': non-vessel operating common carrier + '1582': wholesale merchant + '1583': wholesale merchant in agricultural machinery and equipment + '1584': wholesale merchant in electrical household appliances + '1585': wholesale merchant in electronic and telecommunications equipment and parts + '1586': wholesale merchant in fish, crustaceans and molluscs + '1587': wholesale merchant in flowers and plants + '1588': wholesale merchant in fruit and vegetables + '1589': wholesale merchant in furniture, carpets and lighting equipment + '1590': wholesale merchant in hardware, plumbing and heating equipment and supplies + '1591': wholesale merchant in hides, skins and leather products + '1592': wholesale merchant in household goods + '1593': wholesale merchant in live animals + '1594': wholesale merchant in agricultural raw materials, seeds and animal feeds + '1595': wholesale merchant in machinery, industrial equipment, ships and aircraft + '1596': wholesale merchant in machine tools + '1597': wholesale merchant in meat and meat products + '1598': wholesale merchant in metals and metal ores + '1599': wholesale merchant in mining, construction and civil engineering machinery + '1600': wholesale merchant in office furniture + '1601': wholesale merchant in office machinery and equipment + '1602': wholesale merchant in perfume and cosmetics + '1603': wholesale merchant in pharmaceutical goods + '1604': wholesale merchant in sugar, chocolate and sugar confectionery + '1605': wholesale merchant in beverages + '1606': wholesale merchant in textile industry machinery + '1607': wholesale merchant in textiles and textile semi-finished and raw materials + '1608': wholesale merchant in tobacco products + '1609': wholesale merchant in waste and scrap + '1610': wholesale merchant in watches and jewellery + '1611': wholesale merchant in wood and construction materials + '1612': wholesale merchant in chemical products + '1613': wholesale merchant in china and other glassware + '1614': wholesale merchant in clothing and footwear + '1615': wholesale merchant in coffee, tea, cocoa and spices + '1616': wholesale merchant in computers, computer peripheral equipment and software + '1617': wholesale merchant in dairy products and edible oils + '1618': customs and excise officer + '1619': forwarding manager + '1620': import export specialist + '1621': import export specialist in agricultural machinery and equipment + '1622': import export specialist in electrical household appliances + '1623': import export specialist in electronic and telecommunications equipment + '1624': import export specialist in fish, crustaceans and molluscs + '1625': import export specialist in flowers and plants + '1626': import export specialist in fruit and vegetables + '1627': import export specialist in furniture, carpets and lighting equipment + '1628': import export specialist in hardware, plumbing and heating equipment + '1629': import export specialist in hides, skins and leather products + '1630': import export specialist in household goods + '1631': import export specialist in live animals + '1632': import export specialist in agricultural raw materials, seeds and animal feeds + '1633': import export specialist in machinery, industrial equipment, ships and aircraft + '1634': import export specialist in machine tools + '1635': import export specialist in meat and meat products + '1636': import export specialist in metals and metal ores + '1637': import export specialist in mining, construction, civil engineering machinery + '1638': import export specialist in office furniture + '1639': import export specialist in office machinery and equipment + '1640': import export specialist in perfume and cosmetics + '1641': import export specialist in pharmaceutical goods + '1642': import export specialist in sugar, chocolate and sugar confectionery + '1643': import export specialist in beverages + '1644': import export specialist in textile industry machinery + '1645': import export specialist in textiles and textile semi-finished and raw materials + '1646': import export specialist in tobacco products + '1647': import export specialist in waste and scrap + '1648': import export specialist in watches and jewellery + '1649': import export specialist in wood and construction materials + '1650': import export specialist in chemical products + '1651': import export specialist in china and other glassware + '1652': import export specialist in clothing and footwear + '1653': import export specialist in coffee, tea, cocoa and spices + '1654': import export specialist in computers, peripheral equipment and software + '1655': import export specialist in dairy products and edible oils + '1656': shipping agent + '1657': international forwarding operations coordinator + '1658': event assistant + '1659': event manager + '1660': venue director + '1661': wedding planner + '1662': venue programmer + '1663': employment agent + '1664': housing manager + '1665': property acquisitions manager + '1666': title closer + '1667': real estate agent + '1668': letting agent + '1669': real estate investor + '1670': real estate leasing manager + '1671': real estate manager + '1672': advertising sales agent + '1673': auctioneer + '1674': intellectual property consultant + '1675': promoter + '1676': publishing rights manager + '1677': relocation officer + '1678': talent agent + '1679': tourism contract negotiator + '1680': call centre analyst + '1681': call centre quality auditor + '1682': call centre supervisor + '1683': contact centre supervisor + '1684': data entry supervisor + '1685': field survey manager + '1686': office manager + '1687': civil registrar + '1688': legal administrative assistant + '1689': administrative assistant + '1690': court reporter + '1691': education administrator + '1692': fundraising assistant + '1693': international student exchange coordinator + '1694': procurement support officer + '1695': project support officer + '1696': supply chain assistant + '1697': editorial assistant + '1698': executive assistant + '1699': management assistant + '1700': scopist + '1701': medical administrative assistant + '1702': medical practice manager + '1703': medical transcriptionist + '1704': customs officer + '1705': hand luggage inspector + '1706': immigration officer + '1707': tax compliance officer + '1708': tax inspector + '1709': social security inspector + '1710': social security officer + '1711': pensions administrator + '1712': immigration adviser + '1713': licensing officer + '1714': passport officer + '1715': criminal investigator + '1716': police detective + '1717': police inspector + '1718': agricultural inspector + '1719': consumer rights advisor + '1720': fisheries observer + '1721': forestry inspector + '1722': freight inspector + '1723': marine cargo inspector + '1724': gaming inspector + '1725': weights and measures inspector + '1726': case administrator + '1727': conveyance clerk + '1728': court administrative officer + '1729': court bailiff + '1730': court clerk + '1731': court enforcement officer + '1732': legal assistant + '1733': private detective + '1734': store detective + '1735': justice of the peace + '1736': crisis helpline operator + '1737': legal guardian + '1738': life coach + '1739': social care worker + '1740': adult community care worker + '1741': residential childcare worker + '1742': residential home adult care worker + '1743': residential home older adult care worker + '1744': residential home young people care worker + '1745': care at home worker + '1746': child welfare worker + '1747': disability support worker + '1748': family support worker + '1749': foster care support worker + '1750': housing support worker + '1751': mental health support worker + '1752': residential care home worker + '1753': social work assistant + '1754': volunteer mentor + '1755': monk/nun + '1756': pastoral worker + '1757': professional athlete + '1758': artistic coach + '1759': lifeguard instructor + '1760': sports coach + '1761': football coach + '1762': sports instructor + '1763': boxing instructor + '1764': golf instructor + '1765': ice-skating coach + '1766': ski instructor + '1767': snowboard instructor + '1768': swimming teacher + '1769': tennis coach + '1770': sports official + '1771': activity leader + '1772': outdoor activities coordinator + '1773': outdoor animator + '1774': assistant outdoor animator + '1775': outdoor activities instructor + '1776': survival instructor + '1777': specialised outdoor animator + '1778': fitness instructor + '1779': leisure attendant + '1780': personal trainer + '1781': pilates teacher + '1782': sport therapist + '1783': horse riding instructor + '1784': mountain guide + '1785': photographer + '1786': photojournalist + '1787': interior designer + '1788': interior planner + '1789': merchandiser + '1790': miniature set designer + '1791': set builder + '1792': scenic painter + '1793': set designer + '1794': visual merchandiser + '1795': art handler + '1796': big data archive librarian + '1797': taxidermist + '1798': chef + '1799': head chef + '1800': pastry chef + '1801': head pastry chef + '1802': private chef + '1803': assistant stage director + '1804': head of workshop + '1805': location manager + '1806': mask maker + '1807': media integration operator + '1808': performance flying director + '1809': performance lighting technician + '1810': intelligent lighting engineer + '1811': prompter + '1812': prop maker + '1813': prop master/prop mistress + '1814': pyrotechnic designer + '1815': assistant video and motion picture director + '1816': pyrotechnician + '1817': script supervisor + '1818': stage manager + '1819': stand-in + '1820': stunt performer + '1821': theatre technician + '1822': followspot operator + '1823': light board operator + '1824': scenery technician + '1825': stage machinist + '1826': stage technician + '1827': audio production technician + '1828': automated fly bar operator + '1829': body artist + '1830': broadcasting programme director + '1831': dresser + '1832': costume attendant + '1833': extra + '1834': fight director + '1835': data centre operator + '1836': ICT help desk agent + '1837': ICT help desk manager + '1838': ICT security technician + '1839': ICT technician + '1840': aviation data communications manager + '1841': ICT network technician + '1842': webmaster + '1843': audio-visual technician + '1844': boom operator + '1845': sound operator + '1846': video technician + '1847': camera operator + '1848': performance rental technician + '1849': performance video operator + '1850': projectionist + '1851': recording studio technician + '1852': sound designer + '1853': sound editor + '1854': sound mastering engineer + '1855': broadcast technician + '1856': telecommunications engineering technician + '1857': office clerk + '1858': membership administrator + '1859': secretary + '1860': typist + '1861': data entry clerk + '1862': bank teller + '1863': post office counter clerk + '1864': bingo caller + '1865': bookmaker + '1866': casino cashier + '1867': casino gaming manager + '1868': casino pit boss + '1869': gaming dealer + '1870': lottery operator + '1871': odds compiler + '1872': race track operator + '1873': pawnbroker + '1874': debt collector + '1875': insurance collector + '1876': ground steward/ground stewardess + '1877': host/hostess + '1878': ticket sales agent + '1879': railway sales agent + '1880': tourist information officer + '1881': tour operator representative + '1882': tour organiser + '1883': travel agent + '1884': travel consultant + '1885': customer contact centre information clerk + '1886': live chat operator + '1887': telephone switchboard operator + '1888': emergency medical dispatcher + '1889': hospitality establishment receptionist + '1890': camping ground operative + '1891': night auditor + '1892': customer service representative + '1893': receptionist + '1894': front line medical receptionist + '1895': veterinary receptionist + '1896': market research interviewer + '1897': survey enumerator + '1898': contact tracing agent + '1899': hotel concierge + '1900': billing clerk + '1901': sales support assistant + '1902': auditing clerk + '1903': back office specialist + '1904': financial markets back office administrator + '1905': foreign exchange cashier + '1906': insurance clerk + '1907': investment clerk + '1908': property assistant + '1909': tax clerk + '1910': payroll clerk + '1911': inventory coordinator + '1912': footwear factory warehouse operator + '1913': leather goods warehouse operator + '1914': raw material reception operator + '1915': raw materials warehouse specialist + '1916': warehouse operators for clothing + '1917': machinery assembly coordinator + '1918': aircraft cargo operations coordinator + '1919': pipeline route manager + '1920': port coordinator + '1921': rail logistics coordinator + '1922': rail traffic controller + '1923': road transport maintenance scheduler + '1924': ship pilot dispatcher + '1925': ship planner + '1926': taxi controller + '1927': tram controller + '1928': vessel operations coordinator + '1929': aircraft dispatcher + '1930': water traffic coordinator + '1931': baggage flow supervisor + '1932': bus route supervisor + '1933': dangerous goods safety adviser + '1934': freight transport dispatcher + '1935': gas scheduling representative + '1936': gas transmission system operator + '1937': move coordinator + '1938': library assistant + '1939': mail clerk + '1940': postman/postwoman + '1941': proofreader + '1942': file clerk + '1943': human resources assistant + '1944': advertising assistant + '1945': foreign language correspondence clerk + '1946': cabin crew manager + '1947': steward/stewardess + '1948': flight attendant + '1949': ship steward/ship stewardess + '1950': train attendant + '1951': chief conductor + '1952': railway passenger service agent + '1953': train conductor + '1954': passenger fare controller + '1955': tourist guide + '1956': environmental education officer + '1957': park guide + '1958': zoo educator + '1959': cook + '1960': diet cook + '1961': fish cook + '1962': grill cook + '1963': industrial cook + '1964': restaurant host/restaurant hostess + '1965': waiter/waitress + '1966': head waiter/head waitress + '1967': sommelier + '1968': beer sommelier + '1969': head sommelier + '1970': wine sommelier + '1971': bartender + '1972': barista + '1973': cocktail bartender + '1974': hairdresser + '1975': barber + '1976': hairdresser assistant + '1977': hair stylist + '1978': performance hairdresser + '1979': aesthetician + '1980': spa attendant + '1981': tanning consultant + '1982': weight loss consultant + '1983': beauty salon attendant + '1984': hair removal technician + '1985': make-up and hair designer + '1986': make-up artist + '1987': manicurist + '1988': masseur/masseuse + '1989': pedicurist + '1990': personal stylist + '1991': hotel butler + '1992': housekeeping supervisor + '1993': bed and breakfast operator + '1994': domestic housekeeper + '1995': domestic butler + '1996': building caretaker + '1997': amusement park cleaner + '1998': house sitter + '1999': verger + '2000': astrologer + '2001': fortune teller + '2002': medium + '2003': psychic + '2004': companion + '2005': cemetery attendant + '2006': embalmer + '2007': funeral attendant + '2008': funeral services director + '2009': animal care attendant + '2010': animal groomer + '2011': kennel worker + '2012': zookeeper + '2013': zoo section leader + '2014': animal handler + '2015': animal trainer + '2016': dog trainer + '2017': guide dog instructor + '2018': horse trainer + '2019': animal shelter worker + '2020': cattle pedicure + '2021': dog breeder + '2022': kennel supervisor + '2023': pet sitter + '2024': driving instructor + '2025': bus driving instructor + '2026': car driving instructor + '2027': motorcycle instructor + '2028': truck driving instructor + '2029': vessel steering instructor + '2030': club host/club hostess + '2031': dating service consultant + '2032': escort + '2033': market vendor + '2034': street food vendor + '2035': retail entrepreneur + '2036': shop supervisor + '2037': checkout supervisor + '2038': car leasing agent + '2039': motor vehicles parts advisor + '2040': personal shopper + '2041': sales assistant + '2042': sales processor + '2043': shop assistant + '2044': specialised seller + '2045': ammunition specialised seller + '2046': computer games, multimedia and software specialised seller + '2047': confectionery specialised seller + '2048': cosmetics and perfume specialised seller + '2049': delicatessen specialised seller + '2050': domestic appliances specialised seller + '2051': eyewear and optical equipment specialised seller + '2052': fish and seafood specialised seller + '2053': floor and wall coverings specialised seller + '2054': flower and garden specialised seller + '2055': fruit and vegetables specialised seller + '2056': audio and video equipment specialised seller + '2057': furniture specialised seller + '2058': hardware and paint specialised seller + '2059': jewellery and watches specialised seller + '2060': meat and meat products specialised seller + '2061': medical goods specialised seller + '2062': motor vehicles specialised seller + '2063': music and video shop specialised seller + '2064': orthopaedic supplies specialised seller + '2065': pet and pet food specialised seller + '2066': press and stationery specialised seller + '2067': audiology equipment specialised seller + '2068': second-hand goods specialised seller + '2069': shoe and leather accessories specialised seller + '2070': specialised antique dealer + '2071': sporting accessories specialised seller + '2072': telecommunications equipment specialised seller + '2073': textile specialised seller + '2074': tobacco specialised seller + '2075': toys and games specialised seller + '2076': bakery specialised seller + '2077': beverages specialised seller + '2078': bookshop specialised seller + '2079': building materials specialised seller + '2080': clothing specialised seller + '2081': computer and accessories specialised seller + '2082': cashier + '2083': lottery cashier + '2084': ticket issuing clerk + '2085': art model + '2086': fashion model + '2087': promotions demonstrator + '2088': door to door seller + '2089': call centre agent + '2090': fuel station specialised seller + '2091': food service worker + '2092': quick service restaurant team leader + '2093': rental manager + '2094': rental service representative + '2095': rental service representative in other machinery, equipment and tangible goods + '2096': rental service representative in agricultural machinery and equipment + '2097': rental service representative in air transport equipment + '2098': rental service representative in cars and light motor vehicles + '2099': rental service representative in construction and civil engineering machinery + '2100': rental service representative in office machinery and equipment + '2101': rental service representative in trucks + '2102': rental service representative in water transport equipment + '2103': rental service representative in personal and household goods + '2104': rental service representative in recreational and sports goods + '2105': rental service representative in video tapes and disks + '2106': vehicle rental agent + '2107': child care worker + '2108': au pair + '2109': babysitter + '2110': child day care worker + '2111': nanny + '2112': school bus attendant + '2113': early years teaching assistant + '2114': primary school teaching assistant + '2115': secondary school teaching assistant + '2116': special educational needs assistant + '2117': healthcare assistant + '2118': nurse assistant + '2119': home care aide + '2120': hospital porter + '2121': phlebotomist + '2122': sterile services technician + '2123': firefighter + '2124': industrial firefighter + '2125': marine firefighter + '2126': mine rescue officer + '2127': pump operator + '2128': police officer + '2129': juvenile correctional officer + '2130': prison officer + '2131': security guard + '2132': airport security officer + '2133': armoured car guard + '2134': bodyguard + '2135': door supervisor + '2136': gate guard + '2137': hospitality establishment security officer + '2138': security alarm investigator + '2139': security consultant + '2140': security guard supervisor + '2141': aircraft marshaller + '2142': game keeper + '2143': civil enforcement officer + '2144': coastguard watch officer + '2145': crossing guard + '2146': crowd controller + '2147': emergency response worker + '2148': life guard + '2149': street warden + '2150': animal welfare inspector + '2151': agronomic crop production team leader + '2152': arboriculturist + '2153': fruit production team leader + '2154': vineyard supervisor + '2155': hop farmer + '2156': vineyard cellar master + '2157': vineyard machinery operator + '2158': vineyard manager + '2159': groundsman/groundswoman + '2160': horticulture production manager + '2161': horticulture production team leader + '2162': interior landscaper + '2163': landscape gardener + '2164': tree surgeon + '2165': crop production manager + '2166': cattle breeder + '2167': equine yard manager + '2168': horse breeder + '2169': pig breeder + '2170': sheep breeder + '2171': shepherd + '2172': poultry breeder + '2173': poultry sexer + '2174': bee breeder + '2175': fur animals breeder + '2176': farm manager + '2177': mixed farmer + '2178': forest ranger + '2179': aquaculture cage technician + '2180': aquaculture recirculation technician + '2181': water-based aquaculture technician + '2182': aquaculture harvesting technician + '2183': aquaculture hatchery manager + '2184': aquaculture hatchery technician + '2185': aquaculture hatchery worker + '2186': aquaculture husbandry technician + '2187': aquaculture husbandry worker + '2188': aquaculture mooring manager + '2189': aquaculture rearing technician + '2190': fisheries boatman + '2191': deep-sea fishery worker + '2192': fisheries master + '2193': fisheries boatmaster + '2194': hunter + '2195': house builder + '2196': bricklayer + '2197': stonemason + '2198': stone engraver + '2199': concrete finisher + '2200': terrazzo setter + '2201': carpenter + '2202': door installer + '2203': fireplace installer + '2204': kitchen unit installer + '2205': staircase installer + '2206': window installer + '2207': frame maker + '2208': construction scaffolder + '2209': demolition worker + '2210': manufactured wooden building assembler + '2211': steeplejack + '2212': roofer + '2213': carpet fitter + '2214': hardwood floor layer + '2215': resilient floor layer + '2216': tile fitter + '2217': ceiling installer + '2218': plasterer + '2219': insulation worker + '2220': plate glass installer + '2221': vehicle glazier + '2222': bathroom fitter + '2223': sewerage network operative + '2224': sewer construction worker + '2225': sprinkler fitter + '2226': water conservation technician + '2227': water network operative + '2228': drain technician + '2229': gas service technician + '2230': heating technician + '2231': irrigation system installer + '2232': irrigation technician + '2233': pipeline maintenance worker + '2234': plumber + '2235': septic tank servicer + '2236': heating and ventilation service engineer + '2237': construction painter + '2238': marine painter + '2239': paperhanger + '2240': lacquer spray gun operator + '2241': surface treatment operator + '2242': transport equipment painter + '2243': asbestos abatement worker + '2244': building exterior cleaner + '2245': chimney sweep + '2246': chimney sweep supervisor + '2247': decontamination worker + '2248': foundry operative + '2249': coquille casting worker + '2250': foundry moulder + '2251': mouldmaker + '2252': brazier + '2253': solderer + '2254': welder + '2255': electron beam welder + '2256': laser beam welder + '2257': pipe welder + '2258': spot welder + '2259': welding coordinator + '2260': boilermaker + '2261': container equipment assembler + '2262': coppersmith + '2263': sheet metal worker + '2264': dismantling worker + '2265': shipwright + '2266': structural ironworker + '2267': riveter + '2268': event scaffolder + '2269': stagehand + '2270': rigger + '2271': boat rigger + '2272': ground rigger + '2273': high rigger + '2274': rigging supervisor + '2275': tent installer + '2276': blacksmith + '2277': farrier + '2278': drop forging hammer worker + '2279': hydraulic forging press worker + '2280': mechanical forging press worker + '2281': casting mould maker + '2282': gunsmith + '2283': locksmith + '2284': precision mechanic + '2285': tool and die maker + '2286': boring machine operator + '2287': laser marking machine operator + '2288': metal nibbling operator + '2289': metal planer operator + '2290': moulding machine operator + '2291': ornamental metal worker + '2292': oxy fuel burning machine operator + '2293': plasma cutting machine operator + '2294': router operator + '2295': scrap metal operative + '2296': screw machine operator + '2297': briquetting machine operator + '2298': spark erosion machine operator + '2299': stamping press operator + '2300': straightening machine operator + '2301': swaging machine operator + '2302': thread rolling machine operator + '2303': upsetting machine operator + '2304': chain making machine operator + '2305': computer numerical control machine operator + '2306': engraving machine operator + '2307': grinding machine operator + '2308': laser cutting machine operator + '2309': lathe and turning machine operator + '2310': metalworking lathe operator + '2311': metal sawing machine operator + '2312': milling machine operator + '2313': punch press operator + '2314': water jet cutter operator + '2315': drilling machine operator + '2316': drill press operator + '2317': fitter and turner + '2318': gear machinist + '2319': heat treatment furnace operator + '2320': metal polisher + '2321': tool grinder + '2322': automotive brake technician + '2323': vehicle technician + '2324': coachbuilder + '2325': diesel engine mechanic + '2326': refurbishing technician + '2327': restoration technician + '2328': roadside vehicle technician + '2329': tyre fitter + '2330': vehicle maintenance attendant + '2331': vehicle maintenance supervisor + '2332': aircraft de-icer installer + '2333': aircraft engine specialist + '2334': aircraft gas turbine engine overhaul technician + '2335': aircraft maintenance coordinator + '2336': aircraft maintenance technician + '2337': construction equipment technician + '2338': marine mechanic + '2339': mining equipment mechanic + '2340': moulding machine technician + '2341': pneumatic systems technician + '2342': rotating equipment mechanic + '2343': textile machinery technician + '2344': crane technician + '2345': fisheries assistant engineer + '2346': fluid power technician + '2347': forge equipment technician + '2348': greaser + '2349': industrial machinery mechanic + '2350': land-based machinery technician + '2351': agricultural machinery technician + '2352': forestry machinery technician + '2353': marine fitter + '2354': bicycle mechanic + '2355': clock and watchmaker + '2356': optical instrument assembler + '2357': optical instrument repairer + '2358': precision instrument assembler + '2359': surgical instrument maker + '2360': watch and clock repairer + '2361': idiophone musical instruments maker + '2362': instrument technician + '2363': keyboard musical instrument maker + '2364': harpsichord maker + '2365': organ builder + '2366': piano maker + '2367': membranophone musical instruments maker + '2368': musical instrument technician + '2369': stringed musical instrument maker + '2370': guitar maker + '2371': harp maker + '2372': violin maker + '2373': wind musical instrument maker + '2374': jeweller + '2375': filigree maker + '2376': goldsmith + '2377': jewellery engraver + '2378': jewellery mounter + '2379': jewellery polisher + '2380': jewellery repairer + '2381': precious stone setter + '2382': silversmith + '2383': precious stone cutter + '2384': hand brick moulder + '2385': production potter + '2386': pottery and porcelain caster + '2387': glass-blower + '2388': glass beveller + '2389': decorative painter + '2390': ceramic painter + '2391': glass painter + '2392': porcelain painter + '2393': wood painter + '2394': glass engraver + '2395': metal engraver + '2396': sign maker + '2397': artisan papermaker + '2398': basketmaker + '2399': brush maker + '2400': toymaker + '2401': wicker furniture maker + '2402': woodcarver + '2403': carpet handicraft worker + '2404': carpet weaver + '2405': fishing net maker + '2406': knitter + '2407': leather goods artisanal worker + '2408': weaver + '2409': candle maker + '2410': sports equipment repair technician + '2411': prepress technician + '2412': imagesetter + '2413': lithographer + '2414': prepress operator + '2415': scanning operator + '2416': screen making technician + '2417': typesetter + '2418': digital printer + '2419': textile printer + '2420': flexographic press operator + '2421': gravure press operator + '2422': hot foil operator + '2423': offset printer + '2424': paper embossing press operator + '2425': printing textile technician + '2426': reprographics technician + '2427': screen printer + '2428': bindery operator + '2429': book-sewing machine operator + '2430': book restorer + '2431': print folding operator + '2432': electrician + '2433': building electrician + '2434': domestic electrician + '2435': industrial electrician + '2436': electric meter technician + '2437': event electrician + '2438': solar energy technician + '2439': automotive battery technician + '2440': power tool repair technician + '2441': rolling stock electrician + '2442': theme park technician + '2443': automotive electrician + '2444': electrical mechanic + '2445': geothermal technician + '2446': ground lighting officer + '2447': household appliances repair technician + '2448': lift technician + '2449': marine electrician + '2450': mining electrician + '2451': electricity distribution technician + '2452': cable jointer + '2453': overhead line worker + '2454': street lighting electrician + '2455': ATM repair technician + '2456': avionics technician + '2457': consumer electronics repair technician + '2458': marine electronics technician + '2459': office equipment repair technician + '2460': railway electronic technician + '2461': smart home installer + '2462': vehicle electronics installer + '2463': communication infrastructure maintainer + '2464': computer hardware repair technician + '2465': mobile devices technician + '2466': mobile phone repair technician + '2467': radio technician + '2468': security alarm technician + '2469': telecommunications equipment maintainer + '2470': telecommunications technician + '2471': butcher + '2472': halal butcher + '2473': kosher butcher + '2474': fish preparation operator + '2475': fish trimmer + '2476': meat cutter + '2477': meat preparations operator + '2478': slaughterer + '2479': halal slaughterer + '2480': kosher slaughterer + '2481': baker + '2482': chocolatier + '2483': confectioner + '2484': pasta maker + '2485': pastry maker + '2486': dairy products maker + '2487': milk reception operator + '2488': fruit and vegetable preserver + '2489': oil mill operator + '2490': oilseed presser + '2491': coffee taster + '2492': farm milk controller + '2493': food grader + '2494': malt master + '2495': master coffee roaster + '2496': curing room worker + '2497': leaf sorter + '2498': leaf tier + '2499': wood drying kiln operator + '2500': wood treater + '2501': antique furniture reproducer + '2502': cabinet maker + '2503': cooper + '2504': furniture finisher + '2505': furniture restorer + '2506': recreation model maker + '2507': nailing machine operator + '2508': wood boring machine operator + '2509': wooden furniture machine operator + '2510': wood pallet maker + '2511': wood sander + '2512': woodturner + '2513': costume maker + '2514': dressmaker + '2515': hide grader + '2516': milliner + '2517': tailor + '2518': wig and hairpiece maker + '2519': clothing CAD patternmaker + '2520': clothing cutter + '2521': clothing product grader + '2522': digital prototyper + '2523': leather goods CAD patternmaker + '2524': leather goods patternmaker + '2525': wearing apparel patternmaker + '2526': doll maker + '2527': embroiderer + '2528': glove maker + '2529': made-up textile articles manufacturer + '2530': sewing machinist + '2531': aircraft interior technician + '2532': mattress maker + '2533': upholsterer + '2534': furniture upholsterer + '2535': marine upholsterer + '2536': motor vehicle upholsterer + '2537': railway car upholsterer + '2538': leather sorter + '2539': tanner + '2540': leather goods manual operator + '2541': leather goods finishing operator + '2542': leather goods hand cutting operator + '2543': leather goods hand stitcher + '2544': shoemaker + '2545': bespoke footwear technician + '2546': footwear 3D developer + '2547': footwear CAD patternmaker + '2548': footwear hand sewer + '2549': footwear patternmaker + '2550': hand lasting operator + '2551': orthopaedic footwear technician + '2552': shoe repairer + '2553': construction commercial diver + '2554': harvest diver + '2555': rescue diver + '2556': shotfirer + '2557': automated optical inspection operator + '2558': product quality inspector + '2559': cigar inspector + '2560': clothing quality inspector + '2561': precision device inspector + '2562': textile quality inspector + '2563': veneer grader + '2564': automotive test driver + '2565': battery test technician + '2566': control panel tester + '2567': non-destructive testing specialist + '2568': printed circuit board test technician + '2569': product assembly inspector + '2570': aircraft assembly inspector + '2571': consumer goods inspector + '2572': electrical equipment inspector + '2573': electronic equipment inspector + '2574': motor vehicle assembly inspector + '2575': rolling stock assembly inspector + '2576': vessel assembly inspector + '2577': product grader + '2578': engineered wood board grader + '2579': lumber grader + '2580': pulp grader + '2581': product quality controller + '2582': footwear quality controller + '2583': leather goods quality controller + '2584': metal product quality control inspector + '2585': pest management worker + '2586': pesticides sprayer + '2587': dewatering technician + '2588': driller + '2589': surface miner + '2590': underground heavy equipment operator + '2591': underground miner + '2592': mineral crushing operator + '2593': mineral processing operator + '2594': stone driller + '2595': stone planer + '2596': derrickhand + '2597': drill operator + '2598': oil rig motorhand + '2599': pipeline pump operator + '2600': roughneck + '2601': roustabout + '2602': tool pusher + '2603': tunnel boring machine operator + '2604': well-digger + '2605': asphalt plant operator + '2606': block machine operator + '2607': concrete products machine operator + '2608': electrolytic cell maker + '2609': precast moulder + '2610': slate mixer + '2611': stone polisher + '2612': stone splitter + '2613': casting machine operator + '2614': extrusion machine operator + '2615': metal annealer + '2616': metal drawing machine operator + '2617': metal rolling mill operator + '2618': spring maker + '2619': wire weaving machine operator + '2620': abrasive blasting operator + '2621': rustproofer + '2622': surface grinding machine operator + '2623': tumbling machine operator + '2624': anodising machine operator + '2625': coating machine operator + '2626': cylindrical grinder operator + '2627': deburring machine operator + '2628': dip tank operator + '2629': electroplating machine operator + '2630': enameller + '2631': filing machine operator + '2632': capsule filling machine operator + '2633': lime kiln operator + '2634': mine control room operator + '2635': nitrator operator + '2636': nitroglycerin neutraliser + '2637': nitroglycerin separator operator + '2638': nonwoven filament machine operator + '2639': perfume production machine operator + '2640': pill maker operator + '2641': plodder operator + '2642': soap maker + '2643': soap chipper + '2644': soap drier operator + '2645': chemical mixer + '2646': fertiliser mixer + '2647': lacquer maker + '2648': paint mixer + '2649': pesticide mixer + '2650': tracer powder blender + '2651': varnish maker + '2652': soap tower operator + '2653': wax bleacher + '2654': coking furnace operator + '2655': cosmetics production machine operator + '2656': distillation operator + '2657': dry house attendant + '2658': fermenter operator + '2659': gauger + '2660': granulator machine operator + '2661': motion picture film developer + '2662': photographic developer + '2663': rubber products machine operator + '2664': belt builder + '2665': coagulation operator + '2666': foam rubber mixer + '2667': rubber cutting machine tender + '2668': rubber dipping machine operator + '2669': sectional belt mould assembler + '2670': tyre builder + '2671': tyre vulcaniser + '2672': V-belt builder + '2673': V-belt coverer + '2674': V-belt finisher + '2675': blow moulding machine operator + '2676': plastic heat treatment equipment operator + '2677': plastic rolling machine operator + '2678': pultrusion machine operator + '2679': record press operator + '2680': vacuum forming machine operator + '2681': cake press operator + '2682': compression moulding machine operator + '2683': fiberglass laminator + '2684': fibreglass machine operator + '2685': filament winding operator + '2686': injection moulding operator + '2687': optical disc moulding machine operator + '2688': insulating tube winder + '2689': plastic furniture machine operator + '2690': absorbent pad machine operator + '2691': corrugator operator + '2692': envelope maker + '2693': paper bag machine operator + '2694': paperboard products assembler + '2695': paper cutter operator + '2696': tissue paper perforating and rewinding operator + '2697': paper stationery machine operator + '2698': cotton gin operator + '2699': spinning machine operator + '2700': man-made fiber spinner + '2701': twisting machine operator + '2702': yarn spinner + '2703': spinning textile technician + '2704': winding machine operator + '2705': knitting machine operator + '2706': knitting machine supervisor + '2707': knitting textile technician + '2708': textile machine operator + '2709': weaving machine operator + '2710': tufting operator + '2711': weaving machine supervisor + '2712': weaving textile technician + '2713': sewing machine operator + '2714': clothing alteration machinist + '2715': clothing sample machinist + '2716': embroidery machine operator + '2717': leather goods stitching machine operator + '2718': protective clothing apparel manufacturer + '2719': finishing textile technician + '2720': textile dyeing technician + '2721': textile dyer + '2722': textile finishing machine operator + '2723': leather production machine operator + '2724': colour sampling operator + '2725': leather finishing operator + '2726': automated cutting machine operator + '2727': footwear production machine operator + '2728': cutting machine operator + '2729': footwear maintenance technician + '2730': footwear stitching machine operator + '2731': lasting machine operator + '2732': pre-lasting operator + '2733': sole and heel operator + '2734': leather goods machine operator + '2735': leather goods maintenance technician + '2736': pre-stitching machine operator + '2737': laundry worker + '2738': laundry ironer + '2739': laundry workers supervisor + '2740': braiding machine operator + '2741': braiding textile technician + '2742': canvas goods assembler + '2743': leather measuring operator + '2744': mattress making machine operator + '2745': nonwoven staple machine operator + '2746': nonwoven textile technician + '2747': textile pattern making machine operator + '2748': animal feed operator + '2749': cacao beans cleaner + '2750': candy machine operator + '2751': carbonation operator + '2752': cellar operator + '2753': centrifuge operator + '2754': chilling operator + '2755': chocolate moulding operator + '2756': cider fermentation operator + '2757': cigarette making machine operator + '2758': clarifier + '2759': baking operator + '2760': cocoa mill operator + '2761': cocoa press operator + '2762': coffee grinder + '2763': coffee roaster + '2764': dairy processing operator + '2765': dairy products manufacturing worker + '2766': distillery miller + '2767': distillery worker + '2768': dryer attendant + '2769': extract mixer tester + '2770': beverage filtration technician + '2771': fat-purification worker + '2772': fish canning operator + '2773': fish production operator + '2774': flour purifier operator + '2775': food production operator + '2776': fruit-press operator + '2777': fruit and vegetable canner + '2778': germination operator + '2779': honey extractor + '2780': hydrogenation machine operator + '2781': blanching operator + '2782': kettle tender + '2783': liquor blender + '2784': liquor grinding mill operator + '2785': malt kiln operator + '2786': milk heat treatment process operator + '2787': miller + '2788': pasta operator + '2789': prepared meat operator + '2790': refining machine operator + '2791': sauce production operator + '2792': blender operator + '2793': starch converting operator + '2794': starch extraction operator + '2795': sugar refinery operator + '2796': vermouth manufacturer + '2797': wine fermenter + '2798': yeast distiller + '2799': blending plant operator + '2800': brew house operator + '2801': bulk filler + '2802': cacao bean roaster + '2803': bleacher operator + '2804': digester operator + '2805': froth flotation deinking operator + '2806': laminating machine operator + '2807': paper machine operator + '2808': paper pulp moulding operator + '2809': pulp technician + '2810': wash deinking operator + '2811': chipper operator + '2812': crosscut saw operator + '2813': debarker operator + '2814': engineered wood board machine operator + '2815': sawmill operator + '2816': band saw operator + '2817': planer thicknesser operator + '2818': table saw operator + '2819': veneer slicer operator + '2820': wood router operator + '2821': wood fuel pelletiser + '2822': auger press operator + '2823': kiln firer + '2824': brick and tile caster + '2825': clay kiln burner + '2826': clay products dry kiln operator + '2827': tunnel kiln operator + '2828': drawing kiln operator + '2829': dry press operator + '2830': fibre machine tender + '2831': glass annealer + '2832': glass forming machine operator + '2833': glass polisher + '2834': boiler operator + '2835': steam plant operator + '2836': canning and bottling line operator + '2837': cigar brander + '2838': cylinder filler + '2839': footwear finishing and packing operator + '2840': heat sealing machine operator + '2841': leather goods packing operator + '2842': packaging and filling machine operator + '2843': edge bander operator + '2844': slitter operator + '2845': aircraft assembler + '2846': aircraft engine assembler + '2847': industrial machinery assembler + '2848': mechatronics assembler + '2849': motorcycle assembler + '2850': motor vehicle assembler + '2851': motor vehicle body assembler + '2852': motor vehicle engine assembler + '2853': motor vehicle parts assembler + '2854': rolling stock assembler + '2855': vessel engine assembler + '2856': dental instrument assembler + '2857': electrical equipment assembler + '2858': control panel assembler + '2859': electrical cable assembler + '2860': wire harness assembler + '2861': electronic equipment assembler + '2862': battery assembler + '2863': electromechanical equipment assembler + '2864': electronic musical instrument maker + '2865': photographic equipment assembler + '2866': printed circuit board assembler + '2867': semiconductor processor + '2868': surface-mount technology machine operator + '2869': wave soldering machine operator + '2870': ammunition assembler + '2871': rubber goods assembler + '2872': wood products assembler + '2873': bicycle assembler + '2874': firework assembler + '2875': furniture assembler + '2876': jewellery assembler + '2877': medical device assembler + '2878': metal furniture machine operator + '2879': metal products assembler + '2880': plastic products assembler + '2881': train driver + '2882': level crossing signalperson + '2883': rail switchperson + '2884': shunter + '2885': train dispatcher + '2886': train preparer + '2887': motorcycle delivery person + '2888': armoured car driver + '2889': car and van delivery driver + '2890': hearse driver + '2891': parking valet + '2892': patient transport services driver + '2893': private chauffeur + '2894': taxi driver + '2895': bus driver + '2896': trolley bus driver + '2897': tram driver + '2898': aircraft fuel system operator + '2899': cargo vehicle driver + '2900': concrete pump operator + '2901': dangerous goods driver + '2902': fire service vehicle operator + '2903': live animal transporter + '2904': moving truck driver + '2905': refuse vehicle driver + '2906': forestry equipment operator + '2907': land-based machinery operator + '2908': land-based machinery supervisor + '2909': bulldozer operator + '2910': surface mine plant operator + '2911': dredge operator + '2912': excavator operator + '2913': grader operator + '2914': pile driving hammer operator + '2915': road construction worker + '2916': road roller operator + '2917': scraper operator + '2918': snow-clearing worker + '2919': automated cable vehicle controller + '2920': container crane operator + '2921': mobile crane operator + '2922': production plant crane operator + '2923': tower crane operator + '2924': forklift operator + '2925': boatswain + '2926': decksman + '2927': engine minder + '2928': fisheries deckhand + '2929': matrose + '2930': ordinary seaman + '2931': sailor + '2932': domestic cleaner + '2933': aircraft groomer + '2934': building cleaner + '2935': furniture cleaner + '2936': room attendant + '2937': toilet attendant + '2938': train cleaner + '2939': linen room attendant + '2940': wearing apparel presser + '2941': vehicle cleaner + '2942': window cleaner + '2943': drapery and carpet cleaner + '2944': sewerage cleaner + '2945': swimming facility attendant + '2946': fruit and vegetable picker + '2947': vineyard worker + '2948': catcher + '2949': equine worker + '2950': groom + '2951': livestock worker + '2952': crop production worker + '2953': garden labourer + '2954': horticulture worker + '2955': forest worker + '2956': aquaculture cage mooring worker + '2957': aquaculture harvesting worker + '2958': on foot aquatic resources collector + '2959': water-based aquaculture worker + '2960': mining assistant + '2961': civil engineering worker + '2962': drainage worker + '2963': rail layer + '2964': road maintenance worker + '2965': road marker + '2966': road sign installer + '2967': waterway construction labourer + '2968': building construction worker + '2969': clothing finisher + '2970': hand packer + '2971': factory hand + '2972': wood caulker + '2973': bicycle courier + '2974': carriage driver + '2975': airport baggage handler + '2976': distribution centre dispatcher + '2977': materials handler + '2978': mover + '2979': rail intermodal equipment operator + '2980': stevedore + '2981': stevedore superintendent + '2982': warehouse worker + '2983': warehouse order picker + '2984': shelf filler + '2985': pizzaiolo + '2986': quick service restaurant crew member + '2987': kitchen assistant + '2988': kitchen porter + '2989': leaflet distributor + '2990': hawker + '2991': refuse collector + '2992': recycling worker + '2993': sorter labourer + '2994': street sweeper + '2995': doorman/doorwoman + '2996': hotel porter + '2997': handyman + '2998': meter reader + '2999': vending machine operator + '3000': advertising installer + '3001': amusement and recreation attendant + '3002': attraction operator + '3003': cloak room attendant + '3004': laundromat attendant + '3005': locker room attendant + '3006': usher + '3007': None + - name: ESCO_DESCRIPTION + dtype: string + - name: LANGUAGE + dtype: string + splits: - name: train - num_bytes: 248076 - num_examples: 7018 + num_examples: 2413 + - name: test + num_examples: 604 + configs: - - config_name: isco_occupations + - config_name: esco_en data_files: - split: train - path: data/isco_occupations.jsonl + path: data/en/train.parquet + - split: test + path: data/en/test.parquet default: true - - config_name: isco_taxonomy - data_files: - - split: train - path: data/isco_taxonomy.jsonl + train-eval-index: - - config: isco_occupations + - config: esco_en task: text-classification - task_id: multi-class-classification + task_id: multi_class_classification splits: train_split: train + eval_split: test col_mapping: - text: ISCO_OCCUPATION - label: ISCO_CODE + ISCO_CODE_1: target + label: target metrics: - type: accuracy name: Accuracy