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metadata
license: cc
task_categories:
  - text-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
multilinguality:
  - monolingual
source_datasets:
  - original
pretty_name: Multilingual classification of European Skills, Competences, and Occupations
size_categories:
  - n<1K
dataset_info:
  - config_name: esco_en
    features:
      - name: ISCO_CODE_1
        dtype:
          class_label:
            names:
              '0': '0'
              '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’ 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’ 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’ Engineers
              '146': Ships’ 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’ 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’ 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
              '464': 2142.1.4
              '465': 2142.1.5
              '466': 2142.1.6
              '467': 2142.1.7
              '468': 2142.1.8
              '469': 2142.1.9
              '470': '2143.1'
              '471': 2143.1.1
              '472': 2143.1.3
              '473': 2143.1.4
              '474': '2143.2'
              '475': '2143.3'
              '476': '2144.1'
              '477': 2144.1.1
              '478': 2144.1.1.1
              '479': 2144.1.10
              '480': 2144.1.11
              '481': 2144.1.12
              '482': 2144.1.13
              '483': 2144.1.14
              '484': 2144.1.15
              '485': 2144.1.16
              '486': 2144.1.17
              '487': 2144.1.18
              '488': 2144.1.19
              '489': 2144.1.2
              '490': 2144.1.2.1
              '491': 2144.1.20
              '492': 2144.1.21
              '493': 2144.1.22
              '494': 2144.1.23
              '495': 2144.1.3
              '496': 2144.1.4
              '497': 2144.1.5
              '498': 2144.1.6
              '499': 2144.1.7
              '500': 2144.1.8
              '501': 2144.1.9
              '502': '2145.1'
              '503': 2145.1.1
              '504': 2145.1.2
              '505': 2145.1.3
              '506': 2145.1.4
              '507': 2145.1.5
              '508': 2145.1.6
              '509': 2145.1.7
              '510': 2145.1.8
              '511': 2145.1.9
              '512': '2145.2'
              '513': '2145.3'
              '514': '2146.1'
              '515': '2146.10'
              '516': '2146.11'
              '517': '2146.2'
              '518': '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
              '573': 2151.1.6
              '574': '2151.2'
              '575': '2152.1'
              '576': 2152.1.1
              '577': 2152.1.10
              '578': 2152.1.11
              '579': 2152.1.12
              '580': 2152.1.13
              '581': 2152.1.14
              '582': 2152.1.15
              '583': 2152.1.2
              '584': 2152.1.3
              '585': 2152.1.4
              '586': 2152.1.5
              '587': 2152.1.6
              '588': 2152.1.7
              '589': 2152.1.7.1
              '590': 2152.1.8
              '591': 2152.1.9
              '592': '2153.1'
              '593': 2153.1.1
              '594': '2161.1'
              '595': 2161.1.1
              '596': '2162.1'
              '597': 2162.1.1
              '598': '2163.1'
              '599': 2163.1.1
              '600': 2163.1.2
              '601': 2163.1.3
              '602': 2163.1.3.1
              '603': 2163.1.3.2
              '604': 2163.1.3.3
              '605': 2163.1.4
              '606': 2163.1.5
              '607': 2163.1.6
              '608': 2163.1.7
              '609': 2163.1.8
              '610': '2163.2'
              '611': '2163.3'
              '612': '2163.4'
              '613': '2164.1'
              '614': '2164.2'
              '615': '2164.3'
              '616': '2164.4'
              '617': '2165.1'
              '618': '2165.2'
              '619': '2165.3'
              '620': '2165.4'
              '621': 2165.4.1
              '622': 2165.4.2
              '623': '2166.1'
              '624': '2166.10'
              '625': '2166.11'
              '626': '2166.12'
              '627': '2166.13'
              '628': '2166.14'
              '629': '2166.2'
              '630': '2166.3'
              '631': 2166.3.1
              '632': '2166.4'
              '633': '2166.5'
              '634': '2166.6'
              '635': '2166.7'
              '636': '2166.8'
              '637': '2166.9'
              '638': '2211.1'
              '639': '2212.1'
              '640': '2221.1'
              '641': '2221.2'
              '642': '2221.3'
              '643': '2222.1'
              '644': '2230.1'
              '645': '2230.2'
              '646': 2230.2.1
              '647': 2230.2.2
              '648': 2230.2.3
              '649': '2250.1'
              '650': '2250.2'
              '651': '2250.3'
              '652': '2250.4'
              '653': 2250.4.1
              '654': 2250.4.2
              '655': '2250.5'
              '656': '2250.6'
              '657': '2250.7'
              '658': '2250.8'
              '659': '2250.9'
              '660': '2261.1'
              '661': '2261.2'
              '662': '2262.1'
              '663': 2262.1.1
              '664': 2262.1.2
              '665': 2262.1.2.1
              '666': 2262.1.2.2
              '667': '2263.1'
              '668': '2263.2'
              '669': '2263.3'
              '670': 2263.3.1
              '671': '2263.5'
              '672': '2264.1'
              '673': '2264.2'
              '674': '2265.1'
              '675': 2265.1.1
              '676': '2266.1'
              '677': '2266.2'
              '678': '2267.1'
              '679': '2267.2'
              '680': '2269.1'
              '681': '2269.10'
              '682': '2269.11'
              '683': '2269.2'
              '684': '2269.3'
              '685': '2269.4'
              '686': '2269.5'
              '687': '2269.6'
              '688': '2269.7'
              '689': '2269.8'
              '690': 2269.8.1
              '691': 2269.8.2
              '692': '2269.9'
              '693': 2269.9.1
              '694': 2269.9.2
              '695': 2269.9.3
              '696': 2269.9.4
              '697': '2310.1'
              '698': 2310.1.1
              '699': 2310.1.10
              '700': 2310.1.11
              '701': 2310.1.12
              '702': 2310.1.13
              '703': 2310.1.14
              '704': 2310.1.15
              '705': 2310.1.16
              '706': 2310.1.17
              '707': 2310.1.18
              '708': 2310.1.19
              '709': 2310.1.2
              '710': 2310.1.20
              '711': 2310.1.21
              '712': 2310.1.22
              '713': 2310.1.23
              '714': 2310.1.24
              '715': 2310.1.25
              '716': 2310.1.26
              '717': 2310.1.27
              '718': 2310.1.28
              '719': 2310.1.29
              '720': 2310.1.3
              '721': 2310.1.30
              '722': 2310.1.31
              '723': 2310.1.32
              '724': 2310.1.33
              '725': 2310.1.34
              '726': 2310.1.35
              '727': 2310.1.36
              '728': 2310.1.37
              '729': 2310.1.38
              '730': 2310.1.39
              '731': 2310.1.4
              '732': 2310.1.40
              '733': 2310.1.41
              '734': 2310.1.42
              '735': 2310.1.43
              '736': 2310.1.5
              '737': 2310.1.6
              '738': 2310.1.7
              '739': 2310.1.8
              '740': 2310.1.9
              '741': '2310.2'
              '742': '2320.1'
              '743': 2320.1.1
              '744': 2320.1.10
              '745': 2320.1.11
              '746': 2320.1.12
              '747': 2320.1.13
              '748': 2320.1.14
              '749': 2320.1.15
              '750': 2320.1.16
              '751': 2320.1.17
              '752': 2320.1.18
              '753': 2320.1.19
              '754': 2320.1.2
              '755': 2320.1.20
              '756': 2320.1.21
              '757': 2320.1.22
              '758': 2320.1.23
              '759': 2320.1.24
              '760': 2320.1.3
              '761': 2320.1.4
              '762': 2320.1.5
              '763': 2320.1.6
              '764': 2320.1.7
              '765': 2320.1.8
              '766': 2320.1.9
              '767': '2330.1'
              '768': 2330.1.1
              '769': 2330.1.10
              '770': 2330.1.11
              '771': 2330.1.12
              '772': 2330.1.13
              '773': 2330.1.14
              '774': 2330.1.15
              '775': 2330.1.16
              '776': 2330.1.17
              '777': 2330.1.18
              '778': 2330.1.2
              '779': 2330.1.3
              '780': 2330.1.4
              '781': 2330.1.5
              '782': 2330.1.6
              '783': 2330.1.7
              '784': 2330.1.8
              '785': 2330.1.9
              '786': '2341.1'
              '787': 2341.1.1
              '788': '2342.1'
              '789': '2342.2'
              '790': '2342.3'
              '791': '2351.1'
              '792': '2351.2'
              '793': '2351.3'
              '794': '2351.4'
              '795': '2352.1'
              '796': 2352.1.1
              '797': 2352.1.2
              '798': 2352.1.3
              '799': 2352.1.4
              '800': 2352.1.5
              '801': 2352.1.6
              '802': '2352.2'
              '803': '2353.1'
              '804': '2353.2'
              '805': '2354.1'
              '806': '2355.1'
              '807': '2355.2'
              '808': '2355.3'
              '809': '2355.4'
              '810': '2355.5'
              '811': '2355.6'
              '812': '2356.1'
              '813': 2356.1.1
              '814': '2359.1'
              '815': '2359.10'
              '816': '2359.11'
              '817': '2359.12'
              '818': '2359.13'
              '819': '2359.14'
              '820': '2359.2'
              '821': '2359.3'
              '822': '2359.4'
              '823': '2359.5'
              '824': '2359.6'
              '825': '2359.7'
              '826': '2359.8'
              '827': '2359.9'
              '828': '2411.1'
              '829': 2411.1.1
              '830': 2411.1.10
              '831': 2411.1.11
              '832': 2411.1.12
              '833': 2411.1.2
              '834': 2411.1.3
              '835': 2411.1.4
              '836': 2411.1.5
              '837': 2411.1.6
              '838': 2411.1.7
              '839': 2411.1.8
              '840': 2411.1.9
              '841': '2412.1'
              '842': '2412.10'
              '843': '2412.11'
              '844': '2412.2'
              '845': '2412.3'
              '846': '2412.4'
              '847': 2412.4.1
              '848': '2412.5'
              '849': '2412.6'
              '850': 2412.6.1
              '851': 2412.6.2
              '852': 2412.6.3
              '853': 2412.6.4
              '854': '2412.7'
              '855': '2412.8'
              '856': '2412.9'
              '857': '2413.1'
              '858': 2413.1.1
              '859': 2413.1.2
              '860': 2413.1.3
              '861': 2413.1.4
              '862': '2413.2'
              '863': '2421.1'
              '864': 2421.1.1
              '865': '2421.2'
              '866': '2421.3'
              '867': '2421.4'
              '868': '2421.5'
              '869': '2422.1'
              '870': '2422.10'
              '871': '2422.11'
              '872': '2422.12'
              '873': 2422.12.1
              '874': 2422.12.10
              '875': 2422.12.11
              '876': 2422.12.12
              '877': 2422.12.13
              '878': 2422.12.14
              '879': 2422.12.15
              '880': 2422.12.2
              '881': 2422.12.3
              '882': 2422.12.4
              '883': 2422.12.5
              '884': 2422.12.6
              '885': 2422.12.7
              '886': 2422.12.8
              '887': 2422.12.9
              '888': '2422.13'
              '889': '2422.14'
              '890': '2422.15'
              '891': '2422.16'
              '892': '2422.17'
              '893': '2422.18'
              '894': '2422.2'
              '895': '2422.3'
              '896': '2422.5'
              '897': '2422.6'
              '898': '2422.7'
              '899': '2422.8'
              '900': '2422.9'
              '901': '2423.1'
              '902': '2423.2'
              '903': '2423.3'
              '904': '2423.4'
              '905': '2423.5'
              '906': '2423.6'
              '907': '2424.1'
              '908': '2424.2'
              '909': '2424.3'
              '910': '2431.1'
              '911': '2431.10'
              '912': 2431.10.1
              '913': 2431.10.2
              '914': 2431.10.3
              '915': 2431.10.4
              '916': '2431.11'
              '917': '2431.12'
              '918': '2431.13'
              '919': '2431.14'
              '920': '2431.15'
              '921': '2431.16'
              '922': '2431.2'
              '923': '2431.3'
              '924': '2431.4'
              '925': '2431.5'
              '926': '2431.6'
              '927': '2431.7'
              '928': '2431.8'
              '929': '2431.9'
              '930': '2432.1'
              '931': '2432.2'
              '932': '2432.3'
              '933': '2432.4'
              '934': '2432.5'
              '935': '2432.6'
              '936': 2432.6.1
              '937': '2432.7'
              '938': '2432.8'
              '939': '2432.9'
              '940': 2432.9.1
              '941': '2433.1'
              '942': '2433.2'
              '943': '2433.3'
              '944': '2433.4'
              '945': '2433.5'
              '946': '2433.6'
              '947': 2433.6.1
              '948': 2433.6.2
              '949': 2433.6.3
              '950': 2433.6.4
              '951': 2433.6.5
              '952': 2433.6.6
              '953': 2433.6.7
              '954': '2434.1'
              '955': '2434.2'
              '956': '2434.3'
              '957': '2434.4'
              '958': '2511.1'
              '959': '2511.10'
              '960': '2511.11'
              '961': '2511.12'
              '962': '2511.13'
              '963': '2511.14'
              '964': 2511.14.1
              '965': '2511.15'
              '966': '2511.16'
              '967': '2511.17'
              '968': '2511.18'
              '969': '2511.19'
              '970': '2511.2'
              '971': '2511.3'
              '972': '2511.4'
              '973': '2511.5'
              '974': '2511.6'
              '975': '2511.7'
              '976': '2511.8'
              '977': '2511.9'
              '978': '2512.1'
              '979': '2512.2'
              '980': '2512.3'
              '981': '2512.4'
              '982': 2512.4.1
              '983': '2512.5'
              '984': '2513.1'
              '985': '2513.2'
              '986': '2513.3'
              '987': '2513.4'
              '988': '2513.5'
              '989': '2514.1'
              '990': '2514.2'
              '991': 2514.2.1
              '992': 2514.2.2
              '993': '2514.3'
              '994': '2514.4'
              '995': '2519.1'
              '996': '2519.2'
              '997': '2519.3'
              '998': '2519.4'
              '999': '2519.5'
              '1000': '2519.6'
              '1001': '2519.7'
              '1002': 2519.7.1
              '1003': 2519.7.2
              '1004': 2519.7.3
              '1005': 2519.7.4
              '1006': 2519.7.5
              '1007': '2521.1'
              '1008': '2521.2'
              '1009': '2521.3'
              '1010': '2521.4'
              '1011': '2521.5'
              '1012': '2522.1'
              '1013': 2522.1.1
              '1014': 2522.1.2
              '1015': '2523.1'
              '1016': '2523.2'
              '1017': '2523.3'
              '1018': '2529.1'
              '1019': '2529.2'
              '1020': '2529.3'
              '1021': '2529.4'
              '1022': '2529.5'
              '1023': '2529.6'
              '1024': '2529.7'
              '1025': '2529.8'
              '1026': '2529.9'
              '1027': '2611.1'
              '1028': 2611.1.1
              '1029': 2611.1.2
              '1030': '2612.1'
              '1031': 2612.1.1
              '1032': '2619.1'
              '1033': '2619.10'
              '1034': '2619.11'
              '1035': '2619.12'
              '1036': '2619.2'
              '1037': '2619.3'
              '1038': '2619.4'
              '1039': '2619.5'
              '1040': '2619.6'
              '1041': '2619.7'
              '1042': '2619.8'
              '1043': '2619.9'
              '1044': '2621.1'
              '1045': '2621.2'
              '1046': '2621.3'
              '1047': '2621.4'
              '1048': '2621.5'
              '1049': '2621.6'
              '1050': '2621.7'
              '1051': '2621.8'
              '1052': '2621.9'
              '1053': '2622.1'
              '1054': '2622.2'
              '1055': '2631.1'
              '1056': '2631.2'
              '1057': 2631.2.1
              '1058': 2631.2.2
              '1059': 2631.2.3
              '1060': 2631.2.4
              '1061': '2632.1'
              '1062': 2632.1.1
              '1063': 2632.1.2
              '1064': '2632.2'
              '1065': '2632.3'
              '1066': '2632.4'
              '1067': '2632.5'
              '1068': '2632.6'
              '1069': 2632.6.1
              '1070': '2632.7'
              '1071': '2633.1'
              '1072': 2633.1.1
              '1073': '2633.2'
              '1074': '2633.3'
              '1075': '2634.1'
              '1076': '2634.2'
              '1077': 2634.2.1
              '1078': 2634.2.2
              '1079': 2634.2.3
              '1080': 2634.2.4
              '1081': '2635.1'
              '1082': 2635.1.1
              '1083': 2635.1.2
              '1084': 2635.1.3
              '1085': 2635.1.4
              '1086': 2635.1.5
              '1087': '2635.2'
              '1088': '2635.3'
              '1089': 2635.3.1
              '1090': 2635.3.10
              '1091': 2635.3.11
              '1092': 2635.3.12
              '1093': 2635.3.13
              '1094': 2635.3.14
              '1095': 2635.3.15
              '1096': 2635.3.16
              '1097': 2635.3.17
              '1098': 2635.3.18
              '1099': 2635.3.19
              '1100': 2635.3.2
              '1101': 2635.3.20
              '1102': 2635.3.21
              '1103': 2635.3.22
              '1104': 2635.3.23
              '1105': 2635.3.24
              '1106': 2635.3.25
              '1107': 2635.3.26
              '1108': 2635.3.27
              '1109': 2635.3.27.1
              '1110': 2635.3.3
              '1111': 2635.3.4
              '1112': 2635.3.5
              '1113': 2635.3.6
              '1114': 2635.3.7
              '1115': 2635.3.8
              '1116': 2635.3.9
              '1117': '2636.1'
              '1118': '2636.2'
              '1119': '2636.3'
              '1120': '2636.4'
              '1121': '2641.1'
              '1122': '2641.2'
              '1123': '2641.3'
              '1124': '2641.4'
              '1125': 2641.4.1
              '1126': 2641.4.2
              '1127': 2641.4.3
              '1128': 2641.4.4
              '1129': '2642.1'
              '1130': 2642.1.1
              '1131': 2642.1.10
              '1132': 2642.1.11
              '1133': 2642.1.12
              '1134': 2642.1.13
              '1135': 2642.1.14
              '1136': 2642.1.15
              '1137': 2642.1.16
              '1138': 2642.1.17
              '1139': 2642.1.2
              '1140': 2642.1.3
              '1141': 2642.1.4
              '1142': 2642.1.5
              '1143': 2642.1.6
              '1144': 2642.1.7
              '1145': 2642.1.8
              '1146': 2642.1.9
              '1147': '2643.1'
              '1148': '2643.2'
              '1149': '2643.3'
              '1150': '2643.4'
              '1151': 2643.4.1
              '1152': '2643.5'
              '1153': '2643.6'
              '1154': 2643.6.1
              '1155': 2643.6.2
              '1156': '2651.1'
              '1157': '2651.10'
              '1158': '2651.11'
              '1159': '2651.2'
              '1160': '2651.3'
              '1161': '2651.4'
              '1162': '2651.5'
              '1163': '2651.6'
              '1164': '2651.7'
              '1165': '2651.8'
              '1166': '2651.9'
              '1167': '2652.1'
              '1168': 2652.1.1
              '1169': '2652.2'
              '1170': '2652.3'
              '1171': 2652.3.1
              '1172': 2652.3.1.1
              '1173': 2652.3.2
              '1174': '2652.4'
              '1175': '2652.5'
              '1176': '2653.1'
              '1177': 2653.1.1
              '1178': 2653.1.2
              '1179': '2653.2'
              '1180': '2654.1'
              '1181': 2654.1.1
              '1182': 2654.1.2
              '1183': 2654.1.3
              '1184': 2654.1.4
              '1185': 2654.1.5
              '1186': 2654.1.6
              '1187': 2654.1.7
              '1188': 2654.1.8
              '1189': '2654.2'
              '1190': '2654.3'
              '1191': 2654.3.1
              '1192': 2654.3.2
              '1193': '2654.4'
              '1194': '2654.5'
              '1195': '2655.1'
              '1196': 2655.1.1
              '1197': '2656.1'
              '1198': '2656.2'
              '1199': '2656.3'
              '1200': '2659.1'
              '1201': '2659.2'
              '1202': 2659.2.1
              '1203': 2659.2.2
              '1204': 2659.2.3
              '1205': 2659.2.4
              '1206': 2659.2.5
              '1207': 2659.2.6
              '1208': '2659.3'
              '1209': '2659.4'
              '1210': '3111.1'
              '1211': 3111.1.1
              '1212': '3111.10'
              '1213': '3111.11'
              '1214': '3111.12'
              '1215': '3111.13'
              '1216': '3111.14'
              '1217': '3111.3'
              '1218': '3111.4'
              '1219': '3111.5'
              '1220': '3111.6'
              '1221': '3111.7'
              '1222': '3111.8'
              '1223': '3111.9'
              '1224': '3112.1'
              '1225': 3112.1.1
              '1226': 3112.1.10
              '1227': 3112.1.11
              '1228': 3112.1.12
              '1229': 3112.1.13
              '1230': 3112.1.2
              '1231': 3112.1.3
              '1232': 3112.1.4
              '1233': 3112.1.5
              '1234': 3112.1.5.1
              '1235': 3112.1.6
              '1236': 3112.1.7
              '1237': 3112.1.8
              '1238': 3112.1.9
              '1239': '3112.10'
              '1240': '3112.2'
              '1241': '3112.3'
              '1242': '3112.4'
              '1243': '3112.5'
              '1244': '3112.6'
              '1245': '3112.7'
              '1246': '3112.8'
              '1247': '3112.9'
              '1248': '3113.1'
              '1249': 3113.1.1
              '1250': 3113.1.2
              '1251': '3113.2'
              '1252': '3114.1'
              '1253': 3114.1.1
              '1254': 3114.1.10
              '1255': 3114.1.2
              '1256': 3114.1.3
              '1257': 3114.1.4
              '1258': 3114.1.5
              '1259': 3114.1.6
              '1260': 3114.1.7
              '1261': 3114.1.8
              '1262': 3114.1.9
              '1263': '3115.1'
              '1264': 3115.1.1
              '1265': 3115.1.10
              '1266': 3115.1.11
              '1267': 3115.1.12
              '1268': 3115.1.13
              '1269': 3115.1.14
              '1270': 3115.1.15
              '1271': 3115.1.16
              '1272': 3115.1.17
              '1273': 3115.1.18
              '1274': 3115.1.19
              '1275': 3115.1.2
              '1276': 3115.1.20
              '1277': 3115.1.21
              '1278': 3115.1.22
              '1279': 3115.1.23
              '1280': 3115.1.24
              '1281': 3115.1.3
              '1282': 3115.1.4
              '1283': 3115.1.5
              '1284': 3115.1.6
              '1285': 3115.1.7
              '1286': 3115.1.8
              '1287': 3115.1.9
              '1288': '3116.1'
              '1289': 3116.1.1
              '1290': 3116.1.2
              '1291': 3116.1.3
              '1292': 3116.1.4
              '1293': '3117.1'
              '1294': '3117.2'
              '1295': '3117.3'
              '1296': '3117.4'
              '1297': '3117.5'
              '1298': '3118.1'
              '1299': '3118.2'
              '1300': '3118.3'
              '1301': 3118.3.1
              '1302': 3118.3.10
              '1303': 3118.3.11
              '1304': 3118.3.12
              '1305': 3118.3.13
              '1306': 3118.3.2
              '1307': 3118.3.3
              '1308': 3118.3.4
              '1309': 3118.3.5
              '1310': 3118.3.6
              '1311': 3118.3.7
              '1312': 3118.3.8
              '1313': 3118.3.9
              '1314': '3118.4'
              '1315': '3119.1'
              '1316': '3119.10'
              '1317': '3119.11'
              '1318': '3119.12'
              '1319': '3119.13'
              '1320': '3119.14'
              '1321': '3119.15'
              '1322': '3119.16'
              '1323': 3119.16.1
              '1324': 3119.16.2
              '1325': 3119.16.3
              '1326': 3119.16.4
              '1327': 3119.16.5
              '1328': 3119.16.6
              '1329': '3119.17'
              '1330': '3119.18'
              '1331': '3119.19'
              '1332': '3119.2'
              '1333': 3119.2.1
              '1334': '3119.3'
              '1335': '3119.4'
              '1336': '3119.5'
              '1337': '3119.6'
              '1338': '3119.7'
              '1339': '3119.8'
              '1340': '3119.9'
              '1341': '3121.1'
              '1342': 3121.1.1
              '1343': '3122.1'
              '1344': '3122.2'
              '1345': '3122.3'
              '1346': 3122.3.1
              '1347': 3122.3.2
              '1348': 3122.3.3
              '1349': 3122.3.4
              '1350': 3122.3.5
              '1351': 3122.3.6
              '1352': 3122.3.7
              '1353': 3122.3.8
              '1354': '3122.4'
              '1355': 3122.4.1
              '1356': 3122.4.10
              '1357': 3122.4.11
              '1358': 3122.4.12
              '1359': 3122.4.13
              '1360': 3122.4.14
              '1361': 3122.4.15
              '1362': 3122.4.16
              '1363': 3122.4.2
              '1364': 3122.4.3
              '1365': 3122.4.4
              '1366': 3122.4.5
              '1367': 3122.4.6
              '1368': 3122.4.7
              '1369': 3122.4.8
              '1370': 3122.4.9
              '1371': '3122.5'
              '1372': '3123.1'
              '1373': 3123.1.1
              '1374': 3123.1.10
              '1375': 3123.1.11
              '1376': 3123.1.12
              '1377': 3123.1.13
              '1378': 3123.1.14
              '1379': 3123.1.15
              '1380': 3123.1.16
              '1381': 3123.1.17
              '1382': 3123.1.18
              '1383': 3123.1.19
              '1384': 3123.1.2
              '1385': 3123.1.20
              '1386': 3123.1.21
              '1387': 3123.1.22
              '1388': 3123.1.23
              '1389': 3123.1.24
              '1390': 3123.1.25
              '1391': 3123.1.26
              '1392': 3123.1.3
              '1393': 3123.1.4
              '1394': 3123.1.5
              '1395': 3123.1.6
              '1396': 3123.1.7
              '1397': 3123.1.8
              '1398': 3123.1.9
              '1399': '3123.2'
              '1400': '3131.1'
              '1401': '3131.2'
              '1402': '3131.3'
              '1403': 3131.3.1
              '1404': 3131.3.2
              '1405': 3131.3.3
              '1406': 3131.3.4
              '1407': 3131.3.5
              '1408': 3131.3.6
              '1409': 3131.3.7
              '1410': 3131.3.8
              '1411': 3131.3.9
              '1412': '3132.1'
              '1413': '3132.2'
              '1414': '3132.3'
              '1415': '3132.4'
              '1416': '3132.5'
              '1417': '3132.6'
              '1418': '3132.7'
              '1419': '3133.1'
              '1420': 3133.1.1
              '1421': 3133.1.2
              '1422': 3133.1.3
              '1423': 3133.1.4
              '1424': 3133.1.5
              '1425': '3134.1'
              '1426': '3134.2'
              '1427': '3134.3'
              '1428': '3134.4'
              '1429': '3134.5'
              '1430': '3135.1'
              '1431': '3139.1'
              '1432': 3139.1.1
              '1433': '3139.2'
              '1434': '3139.3'
              '1435': '3141.1'
              '1436': '3141.2'
              '1437': 3141.2.1
              '1438': 3141.2.2
              '1439': 3141.2.3
              '1440': 3141.2.4
              '1441': 3141.2.5
              '1442': '3142.1'
              '1443': 3142.1.1
              '1444': 3142.1.2
              '1445': 3142.1.3
              '1446': '3143.1'
              '1447': '3151.1'
              '1448': '3151.2'
              '1449': '3151.3'
              '1450': '3151.4'
              '1451': '3152.1'
              '1452': '3152.2'
              '1453': '3152.3'
              '1454': '3152.4'
              '1455': '3152.5'
              '1456': '3153.1'
              '1457': '3153.2'
              '1458': 3153.2.1
              '1459': 3153.2.2
              '1460': 3153.2.2.1
              '1461': 3153.2.3
              '1462': 3153.2.4
              '1463': 3153.2.5
              '1464': 3153.2.6
              '1465': '3153.3'
              '1466': '3153.4'
              '1467': '3154.1'
              '1468': 3154.1.1
              '1469': 3154.1.2
              '1470': 3154.1.3
              '1471': '3154.2'
              '1472': '3154.3'
              '1473': '3155.1'
              '1474': '3211.1'
              '1475': '3211.2'
              '1476': '3212.2'
              '1477': '3213.1'
              '1478': '3213.2'
              '1479': '3214.1'
              '1480': '3214.2'
              '1481': '3214.3'
              '1482': 3214.3.1
              '1483': '3222.1'
              '1484': '3230.1'
              '1485': '3240.1'
              '1486': '3240.2'
              '1487': 3240.2.1
              '1488': 3240.2.2
              '1489': 3240.2.3
              '1490': 3240.2.4
              '1491': '3251.1'
              '1492': '3251.2'
              '1493': '3252.1'
              '1494': 3252.1.1
              '1495': '3252.2'
              '1496': '3252.3'
              '1497': '3252.4'
              '1498': '3253.1'
              '1499': 3253.1.1
              '1500': '3254.1'
              '1501': 3254.1.1
              '1502': '3255.1'
              '1503': '3255.2'
              '1504': '3255.3'
              '1505': '3255.4'
              '1506': '3256.1'
              '1507': '3257.1'
              '1508': '3257.2'
              '1509': '3257.3'
              '1510': '3257.4'
              '1511': 3257.4.1
              '1512': 3257.4.2
              '1513': '3257.5'
              '1514': 3257.5.1
              '1515': '3257.6'
              '1516': '3257.7'
              '1517': '3258.1'
              '1518': '3258.2'
              '1519': '3259.1'
              '1520': '3259.2'
              '1521': '3259.3'
              '1522': '3259.4'
              '1523': '3259.5'
              '1524': '3259.7'
              '1525': '3259.8'
              '1526': '3311.1'
              '1527': '3311.2'
              '1528': 3311.2.1
              '1529': 3311.2.2
              '1530': 3311.2.3
              '1531': 3311.2.4
              '1532': 3311.2.4.1
              '1533': 3311.2.5
              '1534': '3311.3'
              '1535': 3311.3.1
              '1536': 3311.3.2
              '1537': 3311.3.3
              '1538': 3311.3.4
              '1539': 3311.3.5
              '1540': '3312.1'
              '1541': '3312.2'
              '1542': 3312.2.1
              '1543': '3312.3'
              '1544': '3312.4'
              '1545': '3312.5'
              '1546': '3312.6'
              '1547': '3312.7'
              '1548': '3313.1'
              '1549': '3313.2'
              '1550': '3313.3'
              '1551': '3314.1'
              '1552': '3314.2'
              '1553': '3315.1'
              '1554': '3315.2'
              '1555': '3315.3'
              '1556': '3315.4'
              '1557': '3315.5'
              '1558': '3315.6'
              '1559': '3315.7'
              '1560': '3315.8'
              '1561': '3321.1'
              '1562': '3321.2'
              '1563': '3321.3'
              '1564': 3321.3.1
              '1565': '3322.1'
              '1566': 3322.1.1
              '1567': 3322.1.2
              '1568': '3323.1'
              '1569': '3323.2'
              '1570': 3323.2.1
              '1571': 3323.2.2
              '1572': 3323.2.3
              '1573': 3323.2.4
              '1574': '3323.3'
              '1575': '3323.4'
              '1576': '3323.5'
              '1577': '3324.1'
              '1578': 3324.1.1
              '1579': 3324.1.2
              '1580': '3324.2'
              '1581': '3324.3'
              '1582': '3324.4'
              '1583': 3324.4.1
              '1584': 3324.4.10
              '1585': 3324.4.11
              '1586': 3324.4.12
              '1587': 3324.4.13
              '1588': 3324.4.14
              '1589': 3324.4.15
              '1590': 3324.4.16
              '1591': 3324.4.17
              '1592': 3324.4.18
              '1593': 3324.4.19
              '1594': 3324.4.2
              '1595': 3324.4.20
              '1596': 3324.4.21
              '1597': 3324.4.22
              '1598': 3324.4.23
              '1599': 3324.4.24
              '1600': 3324.4.25
              '1601': 3324.4.26
              '1602': 3324.4.27
              '1603': 3324.4.28
              '1604': 3324.4.29
              '1605': 3324.4.3
              '1606': 3324.4.30
              '1607': 3324.4.31
              '1608': 3324.4.32
              '1609': 3324.4.33
              '1610': 3324.4.34
              '1611': 3324.4.35
              '1612': 3324.4.4
              '1613': 3324.4.5
              '1614': 3324.4.6
              '1615': 3324.4.7
              '1616': 3324.4.8
              '1617': 3324.4.9
              '1618': '3331.1'
              '1619': '3331.2'
              '1620': 3331.2.1
              '1621': 3331.2.1.1
              '1622': 3331.2.1.10
              '1623': 3331.2.1.11
              '1624': 3331.2.1.12
              '1625': 3331.2.1.13
              '1626': 3331.2.1.14
              '1627': 3331.2.1.15
              '1628': 3331.2.1.16
              '1629': 3331.2.1.17
              '1630': 3331.2.1.18
              '1631': 3331.2.1.19
              '1632': 3331.2.1.2
              '1633': 3331.2.1.20
              '1634': 3331.2.1.21
              '1635': 3331.2.1.22
              '1636': 3331.2.1.23
              '1637': 3331.2.1.24
              '1638': 3331.2.1.25
              '1639': 3331.2.1.26
              '1640': 3331.2.1.27
              '1641': 3331.2.1.28
              '1642': 3331.2.1.29
              '1643': 3331.2.1.3
              '1644': 3331.2.1.30
              '1645': 3331.2.1.31
              '1646': 3331.2.1.32
              '1647': 3331.2.1.33
              '1648': 3331.2.1.34
              '1649': 3331.2.1.35
              '1650': 3331.2.1.4
              '1651': 3331.2.1.5
              '1652': 3331.2.1.6
              '1653': 3331.2.1.7
              '1654': 3331.2.1.8
              '1655': 3331.2.1.9
              '1656': 3331.2.2
              '1657': '3331.3'
              '1658': '3332.1'
              '1659': '3332.2'
              '1660': 3332.2.1
              '1661': 3332.2.2
              '1662': '3332.3'
              '1663': '3333.1'
              '1664': '3334.1'
              '1665': '3334.2'
              '1666': 3334.2.1
              '1667': '3334.3'
              '1668': 3334.3.1
              '1669': 3334.3.2
              '1670': '3334.4'
              '1671': '3334.5'
              '1672': '3339.1'
              '1673': '3339.2'
              '1674': '3339.3'
              '1675': '3339.4'
              '1676': '3339.5'
              '1677': '3339.6'
              '1678': '3339.7'
              '1679': '3339.8'
              '1680': '3341.1'
              '1681': '3341.2'
              '1682': '3341.3'
              '1683': '3341.4'
              '1684': '3341.5'
              '1685': '3341.6'
              '1686': '3341.7'
              '1687': '3342.1'
              '1688': '3342.2'
              '1689': '3343.1'
              '1690': 3343.1.1
              '1691': 3343.1.2
              '1692': 3343.1.3
              '1693': 3343.1.4
              '1694': 3343.1.5
              '1695': 3343.1.6
              '1696': 3343.1.7
              '1697': '3343.2'
              '1698': '3343.3'
              '1699': '3343.4'
              '1700': '3343.5'
              '1701': '3344.1'
              '1702': '3344.2'
              '1703': '3344.3'
              '1704': '3351.1'
              '1705': '3351.2'
              '1706': '3351.3'
              '1707': '3352.1'
              '1708': '3352.2'
              '1709': '3353.1'
              '1710': '3353.2'
              '1711': 3353.2.1
              '1712': '3354.1'
              '1713': '3354.2'
              '1714': '3354.3'
              '1715': '3355.1'
              '1716': '3355.2'
              '1717': '3355.3'
              '1718': '3359.1'
              '1719': '3359.2'
              '1720': '3359.3'
              '1721': '3359.4'
              '1722': '3359.5'
              '1723': 3359.5.1
              '1724': '3359.6'
              '1725': '3359.8'
              '1726': '3411.1'
              '1727': '3411.2'
              '1728': '3411.3'
              '1729': '3411.4'
              '1730': '3411.5'
              '1731': '3411.6'
              '1732': '3411.7'
              '1733': '3411.8'
              '1734': 3411.8.1
              '1735': '3411.9'
              '1736': '3412.1'
              '1737': '3412.2'
              '1738': '3412.3'
              '1739': '3412.4'
              '1740': 3412.4.1
              '1741': 3412.4.10
              '1742': 3412.4.11
              '1743': 3412.4.12
              '1744': 3412.4.13
              '1745': 3412.4.2
              '1746': 3412.4.3
              '1747': 3412.4.4
              '1748': 3412.4.5
              '1749': 3412.4.6
              '1750': 3412.4.7
              '1751': 3412.4.8
              '1752': 3412.4.9
              '1753': '3412.5'
              '1754': '3412.6'
              '1755': '3413.1'
              '1756': '3413.2'
              '1757': '3421.1'
              '1758': '3422.1'
              '1759': '3422.2'
              '1760': '3422.3'
              '1761': 3422.3.1
              '1762': '3422.4'
              '1763': 3422.4.1
              '1764': 3422.4.2
              '1765': 3422.4.3
              '1766': 3422.4.4
              '1767': 3422.4.5
              '1768': 3422.4.6
              '1769': 3422.4.7
              '1770': '3422.5'
              '1771': '3423.1'
              '1772': 3423.1.1
              '1773': 3423.1.2
              '1774': 3423.1.2.1
              '1775': 3423.1.2.2
              '1776': 3423.1.2.2.1
              '1777': 3423.1.2.3
              '1778': '3423.2'
              '1779': 3423.2.1
              '1780': 3423.2.2
              '1781': 3423.2.3
              '1782': 3423.2.4
              '1783': '3423.3'
              '1784': '3423.4'
              '1785': '3431.1'
              '1786': '3431.2'
              '1787': '3432.1'
              '1788': 3432.1.1
              '1789': '3432.2'
              '1790': '3432.3'
              '1791': '3432.4'
              '1792': 3432.4.1
              '1793': '3432.5'
              '1794': '3432.6'
              '1795': '3433.1'
              '1796': '3433.2'
              '1797': '3433.3'
              '1798': '3434.1'
              '1799': 3434.1.1
              '1800': 3434.1.2
              '1801': 3434.1.2.1
              '1802': 3434.1.3
              '1803': '3435.1'
              '1804': '3435.10'
              '1805': '3435.11'
              '1806': '3435.12'
              '1807': '3435.13'
              '1808': '3435.14'
              '1809': '3435.15'
              '1810': 3435.15.1
              '1811': '3435.16'
              '1812': '3435.17'
              '1813': '3435.18'
              '1814': '3435.19'
              '1815': '3435.2'
              '1816': '3435.20'
              '1817': '3435.21'
              '1818': '3435.22'
              '1819': '3435.23'
              '1820': '3435.24'
              '1821': '3435.25'
              '1822': 3435.25.1
              '1823': 3435.25.2
              '1824': 3435.25.3
              '1825': 3435.25.4
              '1826': 3435.25.5
              '1827': '3435.3'
              '1828': '3435.4'
              '1829': '3435.5'
              '1830': '3435.6'
              '1831': '3435.7'
              '1832': 3435.7.1
              '1833': '3435.8'
              '1834': '3435.9'
              '1835': '3511.1'
              '1836': '3512.1'
              '1837': '3512.2'
              '1838': '3512.3'
              '1839': '3512.4'
              '1840': '3513.1'
              '1841': '3513.2'
              '1842': '3514.1'
              '1843': '3521.1'
              '1844': 3521.1.1
              '1845': 3521.1.10
              '1846': 3521.1.11
              '1847': 3521.1.2
              '1848': 3521.1.3
              '1849': 3521.1.4
              '1850': 3521.1.5
              '1851': 3521.1.6
              '1852': 3521.1.7
              '1853': 3521.1.8
              '1854': 3521.1.9
              '1855': '3521.2'
              '1856': '3522.1'
              '1857': '4110.1'
              '1858': 4110.1.1
              '1859': '4120.1'
              '1860': '4131.1'
              '1861': '4132.1'
              '1862': '4211.1'
              '1863': '4211.2'
              '1864': '4212.1'
              '1865': '4212.2'
              '1866': '4212.3'
              '1867': '4212.4'
              '1868': 4212.4.1
              '1869': '4212.5'
              '1870': '4212.6'
              '1871': '4212.7'
              '1872': '4212.8'
              '1873': '4213.1'
              '1874': '4214.1'
              '1875': '4214.2'
              '1876': '4221.1'
              '1877': '4221.2'
              '1878': '4221.3'
              '1879': 4221.3.1
              '1880': '4221.4'
              '1881': '4221.5'
              '1882': '4221.6'
              '1883': '4221.7'
              '1884': '4221.8'
              '1885': '4222.1'
              '1886': 4222.1.1
              '1887': '4223.1'
              '1888': 4223.1.1
              '1889': '4224.1'
              '1890': 4224.1.1
              '1891': '4224.2'
              '1892': '4225.1'
              '1893': '4226.1'
              '1894': 4226.1.1
              '1895': 4226.1.2
              '1896': '4227.1'
              '1897': '4227.2'
              '1898': '4229.1'
              '1899': '4229.2'
              '1900': '4311.1'
              '1901': '4311.2'
              '1902': '4312.1'
              '1903': '4312.2'
              '1904': 4312.2.1
              '1905': '4312.3'
              '1906': '4312.4'
              '1907': '4312.5'
              '1908': '4312.6'
              '1909': '4312.7'
              '1910': '4313.1'
              '1911': '4321.1'
              '1912': 4321.1.1
              '1913': 4321.1.2
              '1914': 4321.1.3
              '1915': 4321.1.4
              '1916': 4321.1.5
              '1917': '4322.1'
              '1918': '4323.1'
              '1919': '4323.10'
              '1920': '4323.11'
              '1921': '4323.12'
              '1922': '4323.13'
              '1923': '4323.14'
              '1924': '4323.15'
              '1925': '4323.16'
              '1926': '4323.17'
              '1927': '4323.18'
              '1928': '4323.19'
              '1929': '4323.2'
              '1930': '4323.20'
              '1931': '4323.3'
              '1932': '4323.4'
              '1933': '4323.5'
              '1934': '4323.6'
              '1935': '4323.7'
              '1936': '4323.8'
              '1937': '4323.9'
              '1938': '4411.1'
              '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'
              '2043': '5223.6'
              '2044': '5223.7'
              '2045': 5223.7.1
              '2046': 5223.7.10
              '2047': 5223.7.11
              '2048': 5223.7.12
              '2049': 5223.7.13
              '2050': 5223.7.14
              '2051': 5223.7.15
              '2052': 5223.7.16
              '2053': 5223.7.17
              '2054': 5223.7.18
              '2055': 5223.7.19
              '2056': 5223.7.2
              '2057': 5223.7.20
              '2058': 5223.7.21
              '2059': 5223.7.22
              '2060': 5223.7.23
              '2061': 5223.7.24
              '2062': 5223.7.25
              '2063': 5223.7.26
              '2064': 5223.7.27
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              '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': '8154.1'
              '2720': '8154.2'
              '2721': '8154.3'
              '2722': '8154.4'
              '2723': '8155.1'
              '2724': 8155.1.1
              '2725': 8155.1.2
              '2726': '8156.1'
              '2727': '8156.2'
              '2728': 8156.2.1
              '2729': 8156.2.2
              '2730': 8156.2.3
              '2731': 8156.2.4
              '2732': 8156.2.5
              '2733': 8156.2.6
              '2734': '8156.3'
              '2735': 8156.3.1
              '2736': '8156.4'
              '2737': '8157.1'
              '2738': 8157.1.1
              '2739': '8157.2'
              '2740': '8159.1'
              '2741': '8159.2'
              '2742': '8159.3'
              '2743': '8159.4'
              '2744': '8159.5'
              '2745': '8159.6'
              '2746': '8159.7'
              '2747': '8159.8'
              '2748': '8160.1'
              '2749': '8160.10'
              '2750': '8160.11'
              '2751': '8160.12'
              '2752': '8160.13'
              '2753': '8160.14'
              '2754': '8160.15'
              '2755': '8160.16'
              '2756': '8160.17'
              '2757': '8160.18'
              '2758': '8160.19'
              '2759': '8160.2'
              '2760': '8160.20'
              '2761': '8160.21'
              '2762': '8160.22'
              '2763': '8160.23'
              '2764': '8160.24'
              '2765': '8160.25'
              '2766': '8160.26'
              '2767': '8160.27'
              '2768': '8160.28'
              '2769': '8160.29'
              '2770': '8160.3'
              '2771': '8160.30'
              '2772': '8160.31'
              '2773': '8160.32'
              '2774': '8160.33'
              '2775': '8160.34'
              '2776': '8160.35'
              '2777': '8160.36'
              '2778': '8160.37'
              '2779': '8160.38'
              '2780': '8160.39'
              '2781': '8160.4'
              '2782': '8160.40'
              '2783': '8160.41'
              '2784': '8160.42'
              '2785': '8160.43'
              '2786': '8160.44'
              '2787': '8160.45'
              '2788': '8160.46'
              '2789': '8160.47'
              '2790': '8160.48'
              '2791': '8160.49'
              '2792': '8160.5'
              '2793': '8160.50'
              '2794': '8160.51'
              '2795': '8160.52'
              '2796': '8160.53'
              '2797': '8160.54'
              '2798': '8160.55'
              '2799': '8160.6'
              '2800': '8160.7'
              '2801': '8160.8'
              '2802': '8160.9'
              '2803': '8171.1'
              '2804': '8171.2'
              '2805': '8171.3'
              '2806': '8171.4'
              '2807': '8171.5'
              '2808': '8171.6'
              '2809': '8171.8'
              '2810': '8171.9'
              '2811': '8172.1'
              '2812': '8172.2'
              '2813': '8172.3'
              '2814': '8172.4'
              '2815': '8172.5'
              '2816': 8172.5.1
              '2817': 8172.5.2
              '2818': 8172.5.3
              '2819': 8172.5.4
              '2820': 8172.5.5
              '2821': '8172.6'
              '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': répétiteur
              '1175': sound artist
              '1176': choreographer
              '1177': choreologist
              '1178': dance répétiteur
              '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_examples: 2413
      - name: test
        num_examples: 604
configs:
  - config_name: esco_en
    data_files:
      - split: train
        path: data/en/train.parquet
      - split: test
        path: data/en/test.parquet
    default: true
train-eval-index:
  - config: esco_en
    task: text-classification
    task_id: multi_class_classification
    splits:
      train_split: train
      eval_split: test
    col_mapping:
      ISCO_CODE_1: target
      label: target
    metrics:
      - type: accuracy
        name: Accuracy
      - type: f1
        name: F1 macro
        args:
          average: macro
      - type: f1
        name: F1 micro
        args:
          average: micro
      - type: f1
        name: F1 weighted
        args:
          average: weighted
      - type: precision
        name: Precision macro
        args:
          average: macro
      - type: precision
        name: Precision micro
        args:
          average: micro
      - type: precision
        name: Precision weighted
        args:
          average: weighted
      - type: recall
        name: Recall macro
        args:
          average: macro
      - type: recall
        name: Recall micro
        args:
          average: micro
      - type: recall
        name: Recall weighted
        args:
          average: weighted
      - type: danieldux/isco_hierarchical_accuracy
        name: ISCO Hierarchical Accuracy