---
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: string
          # 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: string
          # 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: string
          # 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: string
          # 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: string
          # class_label:
          #   names:
          #     '0': Commissioned Armed Forces Officers
          #     '1': Non-commissioned Armed Forces Officers
          #     '2': Armed Forces Occupations, Other Ranks
          #     '3': Legislators and Senior Officials
          #     '4': Managing Directors and Chief Executives
          #     '5': Business Services and Administration Managers
          #     '6': Sales, Marketing and Development Managers
          #     '7': Production Managers in Agriculture, Forestry and Fisheries
          #     '8': Manufacturing, Mining, Construction and Distribution Managers
          #     '9': Information and Communications Technology Services Managers
          #     '10': Professional Services Managers
          #     '11': Hotel and Restaurant Managers
          #     '12': Retail and Wholesale Trade Managers
          #     '13': Other Services Managers
          #     '14': Physical and Earth Science Professionals
          #     '15': Mathematicians, Actuaries and Statisticians
          #     '16': Life Science Professionals
          #     '17': Engineering Professionals (excluding Electrotechnology)
          #     '18': Electrotechnology Engineers
          #     '19': Architects, Planners, Surveyors and Designers
          #     '20': Medical Doctors
          #     '21': Nursing and Midwifery Professionals
          #     '22': Traditional and Complementary Medicine Professionals
          #     '23': Veterinarians
          #     '24': Other Health Professionals
          #     '25': University and Higher Education Teachers
          #     '26': Vocational Education Teachers
          #     '27': Secondary Education Teachers
          #     '28': Primary School and Early Childhood Teachers
          #     '29': Other Teaching Professionals
          #     '30': Finance Professionals
          #     '31': Administration Professionals
          #     '32': Sales, Marketing and Public Relations Professionals
          #     '33': Software and Applications Developers and Analysts
          #     '34': Database and Network Professionals
          #     '35': Legal Professionals
          #     '36': Librarians, Archivists and Curators
          #     '37': Social and Religious Professionals
          #     '38': Authors, Journalists and Linguists
          #     '39': Creative and Performing Artists
          #     '40': Physical and Engineering Science Technicians
          #     '41': Mining, Manufacturing and Construction Supervisors
          #     '42': Process Control Technicians
          #     '43': Life Science Technicians and Related Associate Professionals
          #     '44': Ship and Aircraft Controllers and Technicians
          #     '45': Medical and Pharmaceutical Technicians
          #     '46': Nursing and Midwifery Associate Professionals
          #     '47': Traditional and Complementary Medicine Associate Professionals
          #     '48': Veterinary Technicians and Assistants
          #     '49': Other Health Associate Professionals
          #     '50': Financial and Mathematical Associate Professionals
          #     '51': Sales and Purchasing Agents and Brokers
          #     '52': Business Services Agents
          #     '53': Administrative and Specialized Secretaries
          #     '54': Government Regulatory Associate Professionals
          #     '55': Legal, Social and Religious Associate Professionals
          #     '56': Sports and Fitness Workers
          #     '57': Artistic, Cultural and Culinary Associate Professionals
          #     '58': Information and Communications Technology Operations and User Support Technicians
          #     '59': Telecommunications and Broadcasting Technicians
          #     '60': General Office Clerks
          #     '61': Secretaries (general)
          #     '62': Keyboard Operators
          #     '63': Tellers, Money Collectors and Related Clerks
          #     '64': Client Information Workers
          #     '65': Numerical Clerks
          #     '66': Material Recording and Transport Clerks
          #     '67': Other Clerical Support Workers
          #     '68': Travel Attendants, Conductors and Guides
          #     '69': Cooks
          #     '70': Waiters and Bartenders
          #     '71': Hairdressers, Beauticians and Related Workers
          #     '72': Building and Housekeeping Supervisors
          #     '73': Other Personal Services Workers
          #     '74': Street and Market Salespersons
          #     '75': Shop Salespersons
          #     '76': Cashiers and Ticket Clerks
          #     '77': Other Sales Workers
          #     '78': "Child Care Workers and Teachers\u2019 Aides"
          #     '79': Personal Care Workers in Health Services
          #     '80': Protective Services Workers
          #     '81': Market Gardeners and Crop Growers
          #     '82': Animal Producers
          #     '83': Mixed Crop and Animal Producers
          #     '84': Forestry and Related Workers
          #     '85': Fishery Workers, Hunters and Trappers
          #     '86': Building Frame and Related Trades Workers
          #     '87': Building Finishers and Related Trades Workers
          #     '88': Painters, Building Structure Cleaners and Related Trades Workers
          #     '89': Sheet and Structural Metal Workers, Moulders and Welders, and Related Workers
          #     '90': Blacksmiths, Toolmakers and Related Trades Workers
          #     '91': Machinery Mechanics and Repairers
          #     '92': Handicraft Workers
          #     '93': Printing Trades Workers
          #     '94': Electrical Equipment Installers and Repairers
          #     '95': Electronics and Telecommunications Installers and Repairers
          #     '96': Food Processing and Related Trades Workers
          #     '97': Wood Treaters, Cabinet-makers and Related Trades Workers
          #     '98': Garment and Related Trades Workers
          #     '99': Other Craft and Related Workers
          #     '100': Mining and Mineral Processing Plant Operators
          #     '101': Metal Processing and Finishing Plant Operators
          #     '102': Chemical and Photographic Products Plant and Machine Operators
          #     '103': Rubber, Plastic and Paper Products Machine Operators
          #     '104': Textile, Fur and Leather Products Machine Operators
          #     '105': Food and Related Products Machine Operators
          #     '106': Wood Processing and Papermaking Plant Operators
          #     '107': Other Stationary Plant and Machine Operators
          #     '108': Assemblers
          #     '109': Locomotive Engine Drivers and Related Workers
          #     '110': Car, Van and Motorcycle Drivers
          #     '111': Heavy Truck and Bus Drivers
          #     '112': Mobile Plant Operators
          #     '113': "Ships\u2019 Deck Crews and Related Workers"
          #     '114': Domestic, Hotel and Office Cleaners and Helpers
          #     '115': Vehicle, Window, Laundry and Other Hand Cleaning Workers
          #     '116': Agricultural, Forestry and Fishery Labourers
          #     '117': Mining and Construction Labourers
          #     '118': Manufacturing Labourers
          #     '119': Transport and Storage Labourers
          #     '120': Food Preparation Assistants
          #     '121': Street and Related Services Workers
          #     '122': Street Vendors (excluding Food)
          #     '123': Refuse Workers
          #     '124': Other Elementary Workers
          #     '125': Paramedical Practitioners
          #     '126': Subsistence Crop Farmers
          #     '127': Subsistence Livestock Farmers
          #     '128': Subsistence Mixed Crop and Livestock Farmers
          #     '129': Subsistence Fishers, Hunters, Trappers and Gatherers
      - name: ISCO_CODE_4
        dtype: string
          # 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: string
          # class_label:
          #   names:
          #     '0': Commissioned Armed Forces Officers
          #     '1': Non-commissioned Armed Forces Officers
          #     '2': Armed Forces Occupations, Other Ranks
          #     '3': Legislators
          #     '4': Senior Government Officials
          #     '5': Senior Officials of Special-interest Organizations
          #     '6': Managing Directors and Chief Executives
          #     '7': Finance Managers
          #     '8': Human Resource Managers
          #     '9': Policy and Planning Managers
          #     '10': Business Services and Administration Managers Not Elsewhere Classified
          #     '11': Sales and Marketing Managers
          #     '12': Advertising and Public Relations Managers
          #     '13': Research and Development Managers
          #     '14': Agricultural and Forestry Production Managers
          #     '15': Aquaculture and Fisheries Production Managers
          #     '16': Manufacturing Managers
          #     '17': Mining Managers
          #     '18': Construction Managers
          #     '19': Supply, Distribution and Related Managers
          #     '20': Information and Communications Technology Services Managers
          #     '21': Child Care Services Managers
          #     '22': Health Services Managers
          #     '23': Aged Care Services Managers
          #     '24': Social Welfare Managers
          #     '25': Education Managers
          #     '26': Financial and Insurance Services Branch Managers
          #     '27': Professional Services Managers Not Elsewhere Classified
          #     '28': Hotel Managers
          #     '29': Restaurant Managers
          #     '30': Retail and Wholesale Trade Managers
          #     '31': Sports, Recreation and Cultural Centre Managers
          #     '32': Services Managers Not Elsewhere Classified
          #     '33': Physicists and Astronomers
          #     '34': Meteorologists
          #     '35': Chemists
          #     '36': Geologists and Geophysicists
          #     '37': Mathematicians, Actuaries and Statisticians
          #     '38': Biologists, Botanists, Zoologists and Related Professionals
          #     '39': Farming, Forestry and Fisheries Advisers
          #     '40': Environmental Protection Professionals
          #     '41': Industrial and Production Engineers
          #     '42': Civil Engineers
          #     '43': Environmental Engineers
          #     '44': Mechanical Engineers
          #     '45': Chemical Engineers
          #     '46': Mining Engineers, Metallurgists and Related Professionals
          #     '47': Engineering Professionals Not Elsewhere Classified
          #     '48': Electrical Engineers
          #     '49': Electronics Engineers
          #     '50': Telecommunications Engineers
          #     '51': Building Architects
          #     '52': Landscape Architects
          #     '53': Product and Garment Designers
          #     '54': Town and Traffic Planners
          #     '55': Cartographers and Surveyors
          #     '56': Graphic and Multimedia Designers
          #     '57': Generalist Medical Practitioners
          #     '58': Specialist Medical Practitioners
          #     '59': Nursing Professionals
          #     '60': Midwifery Professionals
          #     '61': Traditional and Complementary Medicine Professionals
          #     '62': Veterinarians
          #     '63': Dentists
          #     '64': Pharmacists
          #     '65': Environmental and Occupational Health and Hygiene Professionals
          #     '66': Physiotherapists
          #     '67': Dieticians and Nutritionists
          #     '68': Audiologists and Speech Therapists
          #     '69': Optometrists and Ophthalmic Opticians
          #     '70': Health Professionals Not Elsewhere Classified
          #     '71': University and Higher Education Teachers
          #     '72': Vocational Education Teachers
          #     '73': Secondary Education Teachers
          #     '74': Primary School Teachers
          #     '75': Early Childhood Educators
          #     '76': Education Methods specialists
          #     '77': Special Needs Teachers
          #     '78': Other Language Teachers
          #     '79': Other Music Teachers
          #     '80': Other Arts Teachers
          #     '81': Information Technology Trainers
          #     '82': Teaching Professionals Not Elsewhere Classified
          #     '83': Accountants
          #     '84': Financial and Investment Advisers
          #     '85': Financial Analysts
          #     '86': Management and Organization Analysts
          #     '87': Policy Administration Professionals
          #     '88': Personnel and Careers Professionals
          #     '89': Training and Staff Development Professionals
          #     '90': Advertising and Marketing Professionals
          #     '91': Public Relations Professionals
          #     '92': Technical and Medical Sales Professionals (excluding ICT)
          #     '93': Information and Communications Technology Sales Professionals
          #     '94': Systems Analysts
          #     '95': Software Developers
          #     '96': Web and Multimedia Developers
          #     '97': Applications Programmers
          #     '98': Software and Applications Developers and Analysts Not Elsewhere Classified
          #     '99': Database Designers and Administrators
          #     '100': Systems Administrators
          #     '101': Computer Network Professionals
          #     '102': Database and Network Professionals Not Elsewhere Classified
          #     '103': Lawyers
          #     '104': Judges
          #     '105': Legal Professionals Not Elsewhere Classified
          #     '106': Archivists and Curators
          #     '107': Librarians and Related Information Professionals
          #     '108': Economists
          #     '109': Sociologists, Anthropologists and Related Professionals
          #     '110': Philosophers, Historians and Political Scientists
          #     '111': Psychologists
          #     '112': Social Work and Counselling Professionals
          #     '113': Religious Professionals
          #     '114': Authors and Related Writers
          #     '115': Journalists
          #     '116': Translators, Interpreters and Other Linguists
          #     '117': Visual Artists
          #     '118': Musicians, Singers and Composers
          #     '119': Dancers and Choreographers
          #     '120': Film, Stage and Related Directors and Producers
          #     '121': Actors
          #     '122': Announcers on Radio, Television and Other Media
          #     '123': Creative and Performing Artists Not Elsewhere Classified
          #     '124': Chemical and Physical Science Technicians
          #     '125': Civil Engineering Technicians
          #     '126': Electrical Engineering Technicians
          #     '127': Electronics Engineering Technicians
          #     '128': Mechanical Engineering Technicians
          #     '129': Chemical Engineering Technicians
          #     '130': Mining and Metallurgical Technicians
          #     '131': Draughtspersons
          #     '132': Physical and Engineering Science Technicians Not Elsewhere Classified
          #     '133': Mining Supervisors
          #     '134': Manufacturing Supervisors
          #     '135': Construction Supervisors
          #     '136': Power Production Plant Operators
          #     '137': Incinerator and Water Treatment Plant Operators
          #     '138': Chemical Processing Plant Controllers
          #     '139': Petroleum and Natural Gas Refining Plant Operators
          #     '140': Metal Production Process Controllers
          #     '141': Process Control Technicians Not Elsewhere Classified
          #     '142': Life Science Technicians (excluding Medical)
          #     '143': Agricultural Technicians
          #     '144': Forestry Technicians
          #     '145': "Ships\u2019 Engineers"
          #     '146': "Ships\u2019 Deck Officers and Pilots"
          #     '147': Aircraft Pilots and Related Associate Professionals
          #     '148': Air Traffic Controllers
          #     '149': Air Traffic Safety Electronics Technicians
          #     '150': Medical Imaging and Therapeutic Equipment Technicians
          #     '151': Medical and Pathology Laboratory Technicians
          #     '152': Pharmaceutical Technicians and Assistants
          #     '153': Medical and Dental Prosthetic Technicians
          #     '154': Midwifery Associate Professionals
          #     '155': Traditional and Complementary Medicine Associate Professionals
          #     '156': Veterinary Technicians and Assistants
          #     '157': Dental Assistants and Therapists
          #     '158': Medical Records and Health Information Technicians
          #     '159': Community Health Workers
          #     '160': Dispensing Opticians
          #     '161': Physiotherapy Technicians and Assistants
          #     '162': Medical Assistants
          #     '163': Environmental and Occupational Health Inspectors and Associates
          #     '164': Ambulance Workers
          #     '165': Health Associate Professionals Not Elsewhere Classified
          #     '166': Securities and Finance Dealers and Brokers
          #     '167': Credit and Loans Officers
          #     '168': Accounting Associate Professionals
          #     '169': Statistical, Mathematical and Related Associate Professionals
          #     '170': Valuers and Loss Assessors
          #     '171': Insurance Representatives
          #     '172': Commercial Sales Representatives
          #     '173': Buyers
          #     '174': Trade Brokers
          #     '175': Clearing and Forwarding Agents
          #     '176': Conference and Event Planners
          #     '177': Employment Agents and Contractors
          #     '178': Real Estate Agents and Property Managers
          #     '179': Business Services Agents Not Elsewhere Classified
          #     '180': Office Supervisors
          #     '181': Legal Secretaries
          #     '182': Administrative and Executive Secretaries
          #     '183': Medical Secretaries
          #     '184': Customs and Border Inspectors
          #     '185': Government Tax and Excise Officials
          #     '186': Government Social Benefits Officials
          #     '187': Government Licensing Officials
          #     '188': Police Inspectors and Detectives
          #     '189': Government Regulatory Associate Professionals Not Elsewhere Classified
          #     '190': Legal and Related Associate Professionals
          #     '191': Social Work Associate Professionals
          #     '192': Religious Associate Professionals
          #     '193': Athletes and Sports Players
          #     '194': Sports Coaches, Instructors and Officials
          #     '195': Fitness and Recreation Instructors and Programme Leaders
          #     '196': Photographers
          #     '197': Interior Designers and Decorators
          #     '198': Gallery, Museum and Library Technicians
          #     '199': Chefs
          #     '200': Other Artistic and Cultural Associate Professionals
          #     '201': Information and Communications Technology Operations Technicians
          #     '202': Information and Communications Technology User Support Technicians
          #     '203': Computer Network and Systems Technicians
          #     '204': Web Technicians
          #     '205': Broadcasting and Audiovisual Technicians
          #     '206': Telecommunications Engineering Technicians
          #     '207': General Office Clerks
          #     '208': Secretaries (general)
          #     '209': Typists and Word Processing Operators
          #     '210': Data Entry Clerks
          #     '211': Bank Tellers and Related Clerks
          #     '212': Bookmakers, Croupiers and Related Gaming Workers
          #     '213': Pawnbrokers and Money-lenders
          #     '214': Debt Collectors and Related Workers
          #     '215': Travel Consultants and Clerks
          #     '216': Contact Centre Information Clerks
          #     '217': Telephone Switchboard Operators
          #     '218': Hotel Receptionists
          #     '219': Inquiry Clerks
          #     '220': Receptionists (general)
          #     '221': Survey and Market Research Interviewers
          #     '222': Client Information Workers Not Elsewhere Classified
          #     '223': Accounting and Bookkeeping Clerks
          #     '224': Statistical, Finance and Insurance Clerks
          #     '225': Payroll Clerks
          #     '226': Stock Clerks
          #     '227': Production Clerks
          #     '228': Transport Clerks
          #     '229': Library Clerks
          #     '230': Mail Carriers and Sorting Clerks
          #     '231': Coding, Proofreading and Related Clerks
          #     '232': Filing and Copying Clerks
          #     '233': Personnel Clerks
          #     '234': Clerical Support Workers Not Elsewhere Classified
          #     '235': Travel Attendants and Travel Stewards
          #     '236': Transport Conductors
          #     '237': Travel Guides
          #     '238': Cooks
          #     '239': Waiters
          #     '240': Bartenders
          #     '241': Hairdressers
          #     '242': Beauticians and Related Workers
          #     '243': Cleaning and Housekeeping Supervisors in Offices, Hotels and Other Establishments
          #     '244': Domestic Housekeepers
          #     '245': Building Caretakers
          #     '246': Astrologers, Fortune-tellers and Related Workers
          #     '247': Companions and Valets
          #     '248': Undertakers and Embalmers
          #     '249': Pet Groomers and Animal Care Workers
          #     '250': Driving Instructors
          #     '251': Personal Services Workers Not Elsewhere Classified
          #     '252': Stall and Market Salespersons
          #     '253': Street Food Salespersons
          #     '254': Shopkeepers
          #     '255': Shop Supervisors
          #     '256': Shop Sales Assistants
          #     '257': Cashiers and Ticket Clerks
          #     '258': Fashion and Other Models
          #     '259': Sales Demonstrators
          #     '260': Door-to-door Salespersons
          #     '261': Contact Centre Salespersons
          #     '262': Service Station Attendants
          #     '263': Food Service Counter Attendants
          #     '264': Sales Workers Not Elsewhere Classified
          #     '265': Child Care Workers
          #     '266': "Teachers\u2019 Aides"
          #     '267': Health Care Assistants
          #     '268': Home-based Personal Care Workers
          #     '269': Personal Care Workers in Health Services Not Elsewhere Classified
          #     '270': Firefighters
          #     '271': Police Officers
          #     '272': Prison Guards
          #     '273': Security Guards
          #     '274': Protective Services Workers Not Elsewhere Classified
          #     '275': Field Crop and Vegetable Growers
          #     '276': Tree and Shrub Crop Growers
          #     '277': Gardeners; Horticultural and Nursery Growers
          #     '278': Mixed Crop Growers
          #     '279': Livestock and Dairy Producers
          #     '280': Poultry Producers
          #     '281': Apiarists and Sericulturists
          #     '282': Animal Producers Not Elsewhere Classified
          #     '283': Mixed Crop and Animal Producers
          #     '284': Forestry and Related Workers
          #     '285': Aquaculture Workers
          #     '286': Inland and Coastal Waters Fishery Workers
          #     '287': Deep-sea Fishery Workers
          #     '288': Hunters and Trappers
          #     '289': House Builders
          #     '290': Bricklayers and Related Workers
          #     '291': Stonemasons, Stone Cutters, Splitters and Carvers
          #     '292': Concrete Placers, Concrete Finishers and Related Workers
          #     '293': Carpenters and Joiners
          #     '294': Building Frame and Related Trades Workers Not Elsewhere Classified
          #     '295': Roofers
          #     '296': Floor Layers and Tile Setters
          #     '297': Plasterers
          #     '298': Insulation Workers
          #     '299': Glaziers
          #     '300': Plumbers and Pipe Fitters
          #     '301': Air Conditioning and Refrigeration Mechanics
          #     '302': Painters and Related Workers
          #     '303': Spray Painters and Varnishers
          #     '304': Building Structure Cleaners
          #     '305': Metal Moulders and Coremakers
          #     '306': Welders and Flame Cutters
          #     '307': Sheet Metal Workers
          #     '308': Structural Metal Preparers and Erectors
          #     '309': Riggers and Cable Splicers
          #     '310': Blacksmiths, Hammersmiths and Forging Press Workers
          #     '311': Toolmakers and Related Workers
          #     '312': Metal Working Machine Tool Setters and Operators
          #     '313': Metal Polishers, Wheel Grinders and Tool Sharpeners
          #     '314': Motor Vehicle Mechanics and Repairers
          #     '315': Aircraft Engine Mechanics and Repairers
          #     '316': Agricultural and Industrial Machinery Mechanics and Repairers
          #     '317': Bicycle and Related Repairers
          #     '318': Precision-instrument Makers and Repairers
          #     '319': Musical Instrument Makers and Tuners
          #     '320': Jewellery and Precious Metal Workers
          #     '321': Potters and Related Workers
          #     '322': Glass Makers, Cutters, Grinders and Finishers
          #     '323': Signwriters, Decorative Painters, Engravers and Etchers
          #     '324': Handicraft Workers in Wood, Basketry and Related Materials
          #     '325': Handicraft Workers in Textile, Leather and Related Materials
          #     '326': Handicraft Workers Not Elsewhere Classified
          #     '327': Pre-press Technicians
          #     '328': Printers
          #     '329': Print Finishing and Binding Workers
          #     '330': Building and Related Electricians
          #     '331': Electrical Mechanics and Fitters
          #     '332': Electrical Line Installers and Repairers
          #     '333': Electronics Mechanics and Servicers
          #     '334': Information and Communications Technology Installers and Servicers
          #     '335': Butchers, Fishmongers and Related Food Preparers
          #     '336': Bakers, Pastry-cooks and Confectionery Makers
          #     '337': Dairy Products Makers
          #     '338': Fruit, Vegetable and Related Preservers
          #     '339': Food and Beverage Tasters and Graders
          #     '340': Tobacco Preparers and Tobacco Products Makers
          #     '341': Wood Treaters
          #     '342': Cabinet-makers and Related Workers
          #     '343': Woodworking Machine Tool Setters and Operators
          #     '344': Tailors, Dressmakers, Furriers and Hatters
          #     '345': Garment and Related Patternmakers and Cutters
          #     '346': Sewing, Embroidery and Related Workers
          #     '347': Upholsterers and Related Workers
          #     '348': Pelt Dressers, Tanners and Fellmongers
          #     '349': Shoemakers and Related Workers
          #     '350': Underwater Divers
          #     '351': Shotfirers and Blasters
          #     '352': Product Graders and Testers (excluding Foods and Beverages)
          #     '353': Fumigators and Other Pest and Weed Controllers
          #     '354': Miners and Quarriers
          #     '355': Mineral and Stone Processing Plant Operators
          #     '356': Well Drillers and Borers and Related Workers
          #     '357': Cement, Stone and Other Mineral Products Machine Operators
          #     '358': Metal Processing Plant Operators
          #     '359': Metal Finishing, Plating and Coating Machine Operators
          #     '360': Chemical Products Plant and Machine Operators
          #     '361': Photographic Products Machine Operators
          #     '362': Rubber Products Machine Operators
          #     '363': Plastic Products Machine Operators
          #     '364': Paper Products Machine Operators
          #     '365': Fibre Preparing, Spinning and Winding Machine Operators
          #     '366': Weaving and Knitting Machine Operators
          #     '367': Sewing Machine Operators
          #     '368': Bleaching, Dyeing and Fabric Cleaning Machine Operators
          #     '369': Fur and Leather Preparing Machine Operators
          #     '370': Shoemaking and Related Machine Operators
          #     '371': Laundry Machine Operators
          #     '372': Textile, Fur and Leather Products Machine Operators Not Elsewhere Classified
          #     '373': Food and Related Products Machine Operators
          #     '374': Pulp and Papermaking Plant Operators
          #     '375': Wood Processing Plant Operators
          #     '376': Glass and Ceramics Plant Operators
          #     '377': Steam Engine and Boiler Operators
          #     '378': Packing, Bottling and Labelling Machine Operators
          #     '379': Stationary Plant and Machine Operators Not Elsewhere Classified
          #     '380': Mechanical Machinery Assemblers
          #     '381': Electrical and Electronic Equipment Assemblers
          #     '382': Assemblers Not Elsewhere Classified
          #     '383': Locomotive Engine Drivers
          #     '384': Railway Brake, Signal and Switch Operators
          #     '385': Motorcycle Drivers
          #     '386': Car, Taxi and Van Drivers
          #     '387': Bus and Tram Drivers
          #     '388': Heavy Truck and Lorry Drivers
          #     '389': Mobile Farm and Forestry Plant Operators
          #     '390': Earthmoving and Related Plant Operators
          #     '391': Crane, Hoist and Related Plant Operators
          #     '392': Lifting Truck Operators
          #     '393': "Ships\u2019 Deck Crews and Related Workers"
          #     '394': Domestic Cleaners and Helpers
          #     '395': Cleaners and Helpers in Offices, Hotels and Other Establishments
          #     '396': Hand Launderers and Pressers
          #     '397': Vehicle Cleaners
          #     '398': Window Cleaners
          #     '399': Other Cleaning Workers
          #     '400': Crop Farm Labourers
          #     '401': Livestock Farm Labourers
          #     '402': Mixed Crop and Livestock Farm Labourers
          #     '403': Garden and Horticultural Labourers
          #     '404': Forestry Labourers
          #     '405': Fishery and Aquaculture Labourers
          #     '406': Mining and Quarrying Labourers
          #     '407': Civil Engineering Labourers
          #     '408': Building Construction Labourers
          #     '409': Hand Packers
          #     '410': Manufacturing Labourers Not Elsewhere Classified
          #     '411': Hand and Pedal Vehicle Drivers
          #     '412': Drivers of Animal-drawn Vehicles and Machinery
          #     '413': Freight Handlers
          #     '414': Shelf Fillers
          #     '415': Fast Food Preparers
          #     '416': Kitchen Helpers
          #     '417': Street and Related Services Workers
          #     '418': Street Vendors (excluding Food)
          #     '419': Garbage and Recycling Collectors
          #     '420': Refuse Sorters
          #     '421': Sweepers and Related Labourers
          #     '422': Messengers, Package Deliverers and Luggage Porters
          #     '423': Odd-job Persons
          #     '424': Meter Readers and Vending-machine Collectors
          #     '425': Elementary Workers Not Elsewhere Classified
          #     '426': Traditional Chiefs and Heads of Villages
          #     '427': Paramedical Practitioners
          #     '428': Nursing Associate Professionals
          #     '429': Scribes and Related Workers
          #     '430': Subsistence Crop Farmers
          #     '431': Subsistence Livestock Farmers
          #     '432': Subsistence Mixed Crop and Livestock Farmers
          #     '433': Subsistence Fishers, Hunters, Trappers and Gatherers
          #     '434': Craft and Related Workers Not Elsewhere Classified
          #     '435': Water and Firewood Collectors
      - name: ISCO_DEFINITION_4
        dtype: string
      - name: ISCO_CODES
        sequence: string
      - name: ISCO_LABELS
        sequence: string
      - name: ESCO_CODE
        dtype: string
          # 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
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          #     '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'
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          #     '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'
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          #     '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'
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          #     '872': '2422.12'
          #     '873': 2422.12.1
          #     '874': 2422.12.10
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          #     '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
          #     '2065': 5223.7.28
          #     '2066': 5223.7.29
          #     '2067': 5223.7.3
          #     '2068': 5223.7.30
          #     '2069': 5223.7.31
          #     '2070': 5223.7.32
          #     '2071': 5223.7.33
          #     '2072': 5223.7.34
          #     '2073': 5223.7.35
          #     '2074': 5223.7.36
          #     '2075': 5223.7.37
          #     '2076': 5223.7.4
          #     '2077': 5223.7.5
          #     '2078': 5223.7.6
          #     '2079': 5223.7.7
          #     '2080': 5223.7.8
          #     '2081': 5223.7.9
          #     '2082': '5230.1'
          #     '2083': '5230.2'
          #     '2084': '5230.3'
          #     '2085': '5241.1'
          #     '2086': '5241.2'
          #     '2087': '5242.1'
          #     '2088': '5243.1'
          #     '2089': '5244.1'
          #     '2090': '5245.1'
          #     '2091': '5246.1'
          #     '2092': '5246.2'
          #     '2093': '5249.1'
          #     '2094': '5249.2'
          #     '2095': 5249.2.1
          #     '2096': 5249.2.1.1
          #     '2097': 5249.2.1.2
          #     '2098': 5249.2.1.3
          #     '2099': 5249.2.1.4
          #     '2100': 5249.2.1.5
          #     '2101': 5249.2.1.6
          #     '2102': 5249.2.1.7
          #     '2103': 5249.2.2
          #     '2104': 5249.2.2.1
          #     '2105': 5249.2.2.2
          #     '2106': '5249.3'
          #     '2107': '5311.1'
          #     '2108': 5311.1.1
          #     '2109': 5311.1.2
          #     '2110': 5311.1.3
          #     '2111': 5311.1.4
          #     '2112': '5311.2'
          #     '2113': '5312.1'
          #     '2114': '5312.2'
          #     '2115': '5312.3'
          #     '2116': '5312.4'
          #     '2117': '5321.1'
          #     '2118': 5321.1.1
          #     '2119': '5322.1'
          #     '2120': '5329.1'
          #     '2121': '5329.2'
          #     '2122': '5329.3'
          #     '2123': '5411.1'
          #     '2124': 5411.1.1
          #     '2125': 5411.1.2
          #     '2126': 5411.1.3
          #     '2127': 5411.1.4
          #     '2128': '5412.1'
          #     '2129': '5413.1'
          #     '2130': '5413.2'
          #     '2131': '5414.1'
          #     '2132': 5414.1.1
          #     '2133': 5414.1.2
          #     '2134': 5414.1.3
          #     '2135': 5414.1.4
          #     '2136': 5414.1.5
          #     '2137': 5414.1.6
          #     '2138': 5414.1.7
          #     '2139': 5414.1.8
          #     '2140': 5414.1.9
          #     '2141': '5419.1'
          #     '2142': '5419.10'
          #     '2143': '5419.2'
          #     '2144': '5419.3'
          #     '2145': '5419.4'
          #     '2146': '5419.5'
          #     '2147': '5419.6'
          #     '2148': '5419.7'
          #     '2149': '5419.8'
          #     '2150': '5419.9'
          #     '2151': '6111.1'
          #     '2152': '6112.1'
          #     '2153': '6112.2'
          #     '2154': 6112.2.1
          #     '2155': '6112.3'
          #     '2156': '6112.4'
          #     '2157': '6112.5'
          #     '2158': '6112.6'
          #     '2159': '6113.1'
          #     '2160': '6113.2'
          #     '2161': '6113.3'
          #     '2162': '6113.4'
          #     '2163': '6113.5'
          #     '2164': '6113.6'
          #     '2165': '6114.1'
          #     '2166': '6121.1'
          #     '2167': '6121.2'
          #     '2168': '6121.3'
          #     '2169': '6121.4'
          #     '2170': '6121.5'
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          #     '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
        sequence: string
      - name: ESCO_OCCUPATION
        dtype: string
          # class_label:
          #   names:
          #     '0': air force officer
          #     '1': lieutenant
          #     '2': navy officer
          #     '3': squadron leader
          #     '4': armed forces officer
          #     '5': army captain
          #     '6': army general
          #     '7': army major
          #     '8': artillery officer
          #     '9': brigadier
          #     '10': colonel
          #     '11': fleet commander
          #     '12': army corporal
          #     '13': sergeant
          #     '14': special forces officer
          #     '15': warfare specialist
          #     '16': air force pilot
          #     '17': bomb disposal technician
          #     '18': infantry soldier
          #     '19': intelligence communications interceptor
          #     '20': military engineer
          #     '21': city councillor
          #     '22': government minister
          #     '23': governor
          #     '24': mayor
          #     '25': member of parliament
          #     '26': secretary of state
          #     '27': senator
          #     '28': central bank governor
          #     '29': consul
          #     '30': diplomat
          #     '31': ambassador
          #     '32': embassy counsellor
          #     '33': fire commissioner
          #     '34': police commissioner
          #     '35': public administration manager
          #     '36': secretary general
          #     '37': special-interest groups' official
          #     '38': animal facility manager
          #     '39': chief executive officer
          #     '40': airport chief executive
          #     '41': chief operating officer
          #     '42': public employment service manager
          #     '43': social entrepreneur
          #     '44': financial manager
          #     '45': accounting manager
          #     '46': bank treasurer
          #     '47': budget manager
          #     '48': corporate treasurer
          #     '49': employee volunteering programme coordinator
          #     '50': human resources manager
          #     '51': equality and inclusion manager
          #     '52': volunteer manager
          #     '53': director of compliance and information security in gambling
          #     '54': policy manager
          #     '55': social security administrator
          #     '56': strategic planning manager
          #     '57': tourism policy director
          #     '58': procurement department manager
          #     '59': programme manager
          #     '60': business manager
          #     '61': branch manager
          #     '62': EU funds manager
          #     '63': health safety and environmental manager
          #     '64': sustainability manager
          #     '65': business service manager
          #     '66': facilities manager
          #     '67': security manager
          #     '68': corporate social responsibility manager
          #     '69': defence administration officer
          #     '70': department manager
          #     '71': manufacturing facility manager
          #     '72': chemical plant manager
          #     '73': foundry manager
          #     '74': power plant manager
          #     '75': water treatment plant manager
          #     '76': wood factory manager
          #     '77': project manager
          #     '78': quality services manager
          #     '79': auction house manager
          #     '80': banking products manager
          #     '81': chief marketing officer
          #     '82': destination manager
          #     '83': marketing manager
          #     '84': sales manager
          #     '85': category manager
          #     '86': licensing manager
          #     '87': motor vehicle aftersales manager
          #     '88': online sales channel manager
          #     '89': promotion manager
          #     '90': commercial director
          #     '91': digital marketing manager
          #     '92': tourism product manager
          #     '93': communication manager
          #     '94': advertising manager
          #     '95': public relations manager
          #     '96': product manager
          #     '97': insurance product manager
          #     '98': research and development manager
          #     '99': product development manager
          #     '100': clothing development manager
          #     '101': footwear product development manager
          #     '102': games development manager
          #     '103': leather goods product development manager
          #     '104': research manager
          #     '105': ICT research manager
          #     '106': forester
          #     '107': aquaculture harvesting manager
          #     '108': aquaculture husbandry manager
          #     '109': aquaculture production manager
          #     '110': "green\_coffee\_coordinator"
          #     '111': manufacturing manager
          #     '112': industrial production manager
          #     '113': chemical production manager
          #     '114': clothing operations manager
          #     '115': food production manager
          #     '116': footwear production manager
          #     '117': leather finishing operations manager
          #     '118': leather production manager
          #     '119': leather goods production manager
          #     '120': leather wet processing department manager
          #     '121': metallurgical manager
          #     '122': metal production manager
          #     '123': industrial quality manager
          #     '124': footwear quality manager
          #     '125': leather goods quality manager
          #     '126': textile quality manager
          #     '127': operations manager
          #     '128': sewerage systems manager
          #     '129': waste management officer
          #     '130': textile operations manager
          #     '131': mine manager
          #     '132': mine production manager
          #     '133': oil and gas production manager
          #     '134': quarry manager
          #     '135': construction manager
          #     '136': construction general contractor
          #     '137': property developer
          #     '138': airport director
          #     '139': air traffic manager
          #     '140': logistics and distribution manager
          #     '141': distribution manager
          #     '142': inland water transport general manager
          #     '143': maritime water transport general manager
          #     '144': rail operations manager
          #     '145': road operations manager
          #     '146': road transport division manager
          #     '147': specialised goods distribution manager
          #     '148': agricultural machinery and equipment distribution manager
          #     '149': electrical household appliances distribution manager
          #     '150': electronic and telecommunications equipment and parts distribution manager
          #     '151': fish, crustaceans and molluscs distribution manager
          #     '152': flowers and plants distribution manager
          #     '153': fruit and vegetables distribution manager
          #     '154': furniture, carpets and lighting equipment distribution manager
          #     '155': hardware, plumbing and heating equipment and supplies distribution manager
          #     '156': hides, skins and leather products distribution manager
          #     '157': household goods distribution manager
          #     '158': live animals distribution manager
          #     '159': agricultural raw materials, seeds and animal feeds distribution manager
          #     '160': machinery, industrial equipment, ships and aircraft distribution manager
          #     '161': meat and meat products distribution manager
          #     '162': metals and metal ores distribution manager
          #     '163': mining, construction and civil engineering machinery distribution manager
          #     '164': perfume and cosmetics distribution manager
          #     '165': pharmaceutical goods distribution manager
          #     '166': sugar, chocolate and sugar confectionery distribution manager
          #     '167': textile industry machinery distribution manager
          #     '168': textiles, textile semi-finished and raw materials distribution manager
          #     '169': tobacco products distribution manager
          #     '170': beverages distribution manager
          #     '171': waste and scrap distribution manager
          #     '172': watches and jewellery distribution manager
          #     '173': wood and construction materials distribution manager
          #     '174': chemical products distribution manager
          #     '175': china and glassware distribution manager
          #     '176': clothing and footwear distribution manager
          #     '177': coffee, tea, cocoa and spices distribution manager
          #     '178': computers, computer peripheral equipment and software distribution manager
          #     '179': dairy products and edible oils distribution manager
          #     '180': import export manager
          #     '181': import export manager in agricultural machinery and equipment
          #     '182': import export manager in electrical household appliances
          #     '183': import export manager in electronic and telecommunications equipment and parts
          #     '184': import export manager in fish, crustaceans and molluscs
          #     '185': import export manager in flowers and plants
          #     '186': import export manager in fruit and vegetables
          #     '187': import export manager in furniture, carpets and lighting equipment
          #     '188': import export manager in hardware, plumbing and heating equipment and supplies
          #     '189': import export manager in hides, skins and leather products
          #     '190': import export manager in household goods
          #     '191': import export manager in live animals
          #     '192': import export manager in agricultural raw materials, seeds and animal feeds
          #     '193': import export manager in machinery, industrial equipment, ships and aircraft
          #     '194': import export manager in machine tools
          #     '195': import export manager in meat and meat products
          #     '196': import export manager in metals and metal ores
          #     '197': import export manager in mining, construction and civil engineering machinery
          #     '198': import export manager in office furniture
          #     '199': import export manager in office machinery and equipment
          #     '200': import export manager in perfume and cosmetics
          #     '201': import export manager in pharmaceutical goods
          #     '202': import export manager in sugar, chocolate and sugar confectionery
          #     '203': import export manager in beverages
          #     '204': import export manager in textile industry machinery
          #     '205': import export manager in textiles and textile semi-finished and raw materials
          #     '206': import export manager in tobacco products
          #     '207': import export manager in waste and scrap
          #     '208': import export manager in watches and jewellery
          #     '209': import export manager in wood and construction materials
          #     '210': import export manager in chemical products
          #     '211': import export manager in china and other glassware
          #     '212': import export manager in clothing and footwear
          #     '213': import export manager in coffee, tea, cocoa and spices
          #     '214': import export manager in computers, computer peripheral equipment and software
          #     '215': import export manager in dairy products and edible oils
          #     '216': intermodal logistics manager
          #     '217': warehouse manager
          #     '218': finished leather warehouse manager
          #     '219': move manager
          #     '220': movie distributor
          #     '221': "pipeline\_superintendent"
          #     '222': railway station manager
          #     '223': supply chain manager
          #     '224': forecast manager
          #     '225': purchasing manager
          #     '226': leather raw materials purchasing manager
          #     '227': resource manager
          #     '228': chief data officer
          #     '229': ICT information and knowledge manager
          #     '230': ICT environmental manager
          #     '231': chief information officer
          #     '232': chief technology officer
          #     '233': ICT documentation manager
          #     '234': ICT operations manager
          #     '235': software manager
          #     '236': ICT product manager
          #     '237': ICT project manager
          #     '238': ICT vendor relationship manager
          #     '239': telecommunications manager
          #     '240': child care coordinator
          #     '241': child day care centre manager
          #     '242': nursery school head teacher
          #     '243': clinical informatics manager
          #     '244': healthcare institution manager
          #     '245': elderly home manager
          #     '246': social services manager
          #     '247': public housing manager
          #     '248': youth centre manager
          #     '249': youth programme director
          #     '250': headteacher
          #     '251': dean of faculty
          #     '252': university department head
          #     '253': deputy head teacher
          #     '254': education programme coordinator
          #     '255': further education principal
          #     '256': head of higher education institutions
          #     '257': primary school head teacher
          #     '258': secondary school department head
          #     '259': secondary school head teacher
          #     '260': special educational needs head teacher
          #     '261': bank manager
          #     '262': brokerage firm director
          #     '263': credit union manager
          #     '264': insurance agency manager
          #     '265': insurance claims manager
          #     '266': pension scheme manager
          #     '267': airside safety manager
          #     '268': court administrator
          #     '269': document management officer
          #     '270': energy manager
          #     '271': environmental protection manager
          #     '272': front of house manager
          #     '273': interpretation agency manager
          #     '274': library manager
          #     '275': medical laboratory manager
          #     '276': museum director
          #     '277': publications coordinator
          #     '278': airspace manager
          #     '279': rescue centre manager
          #     '280': service manager
          #     '281': legal service manager
          #     '282': sport administrator
          #     '283': translation agency manager
          #     '284': artistic director
          #     '285': aviation communications and frequency coordination manager
          #     '286': aviation surveillance and code coordination manager
          #     '287': book publisher
          #     '288': chief fire officer
          #     '289': commercial art gallery manager
          #     '290': correctional services manager
          #     '291': accommodation manager
          #     '292': hospitality entertainment manager
          #     '293': rooms division manager
          #     '294': restaurant manager
          #     '295': department store manager
          #     '296': retail department manager
          #     '297': sales account manager
          #     '298': shop manager
          #     '299': ammunition shop manager
          #     '300': clothing shop manager
          #     '301': computer shop manager
          #     '302': computer software and multimedia shop manager
          #     '303': confectionery shop manager
          #     '304': cosmetics and perfume shop manager
          #     '305': craft shop manager
          #     '306': delicatessen shop manager
          #     '307': domestic appliances shop manager
          #     '308': drugstore manager
          #     '309': eyewear and optical equipment shop manager
          #     '310': antique shop manager
          #     '311': fish and seafood shop manager
          #     '312': floor and wall coverings shop manager
          #     '313': flower and garden shop manager
          #     '314': fruit and vegetables shop manager
          #     '315': fuel station manager
          #     '316': furniture shop manager
          #     '317': hardware and paint shop manager
          #     '318': jewellery and watches shop manager
          #     '319': kitchen and bathroom shop manager
          #     '320': meat and meat products shop manager
          #     '321': audio and video equipment shop manager
          #     '322': medical goods shop manager
          #     '323': motor vehicle shop manager
          #     '324': music and video shop manager
          #     '325': orthopaedic supply shop manager
          #     '326': pet and pet food shop manager
          #     '327': photography shop manager
          #     '328': press and stationery shop manager
          #     '329': second-hand shop manager
          #     '330': shoe and leather accessories shop manager
          #     '331': sporting and outdoor accessories shop manager
          #     '332': audiology equipment shop manager
          #     '333': telecommunication equipment shop manager
          #     '334': textile shop manager
          #     '335': tobacco shop manager
          #     '336': toys and games shop manager
          #     '337': bakery shop manager
          #     '338': beverages shop manager
          #     '339': bicycle shop manager
          #     '340': bookshop manager
          #     '341': building materials shop manager
          #     '342': supermarket manager
          #     '343': trade regional manager
          #     '344': cultural facilities manager
          #     '345': cultural centre director
          #     '346': performance production manager
          #     '347': recreational facilities manager
          #     '348': beauty salon manager
          #     '349': betting manager
          #     '350': gambling manager
          #     '351': lottery manager
          #     '352': spa manager
          #     '353': zoo curator
          #     '354': sport facility manager
          #     '355': call centre manager
          #     '356': camping ground manager
          #     '357': contact centre manager
          #     '358': garage manager
          #     '359': laundry and dry cleaning manager
          #     '360': tourist information centre manager
          #     '361': tour operator manager
          #     '362': travel agency manager
          #     '363': astronomer
          #     '364': cosmologist
          #     '365': physicist
          #     '366': meteorologist
          #     '367': aviation meteorologist
          #     '368': climatologist
          #     '369': weather forecaster
          #     '370': metrologist
          #     '371': chemist
          #     '372': analytical chemist
          #     '373': chemical application specialist
          #     '374': chemical tester
          #     '375': cosmetic chemist
          #     '376': fragrance chemist
          #     '377': textile chemist
          #     '378': sensory scientist
          #     '379': geologist
          #     '380': environmental geologist
          #     '381': seismologist
          #     '382': exploration geologist
          #     '383': geochemist
          #     '384': hydrogeologist
          #     '385': hydrologist
          #     '386': mine geologist
          #     '387': mud logger
          #     '388': oceanographer
          #     '389': palaeontologist
          #     '390': geophysicist
          #     '391': mineralogist
          #     '392': actuarial consultant
          #     '393': demographer
          #     '394': gambling games developer
          #     '395': gambling quality assurance engineer
          #     '396': mathematician
          #     '397': statistician
          #     '398': biometrician
          #     '399': animal behaviourist
          #     '400': animal feed nutritionist
          #     '401': bioinformatics scientist
          #     '402': biologist
          #     '403': aquaculture biologist
          #     '404': microbiologist
          #     '405': physiologist
          #     '406': specialist biomedical scientist
          #     '407': toxicologist
          #     '408': biochemist
          #     '409': biomedical scientist advanced
          #     '410': biophysicist
          #     '411': botanicals specialist
          #     '412': botanist
          #     '413': curator of horticulture
          #     '414': epidemiologist
          #     '415': geneticist
          #     '416': marine biologist
          #     '417': food biotechnologist
          #     '418': immunologist
          #     '419': pharmacologist
          #     '420': biomedical scientist
          #     '421': anatomical pathology technician
          #     '422': cytology screener
          #     '423': agricultural scientist
          #     '424': agronomist
          #     '425': aquaculture recirculation manager
          #     '426': fisheries adviser
          #     '427': forestry adviser
          #     '428': livestock advisor
          #     '429': airport environment officer
          #     '430': pipeline environmental project manager
          #     '431': soil scientist
          #     '432': water quality analyst
          #     '433': air pollution analyst
          #     '434': environmental technician
          #     '435': groundwater monitoring technician
          #     '436': aquaculture environmental analyst
          #     '437': conservation scientist
          #     '438': countryside officer
          #     '439': ecologist
          #     '440': environmental programme coordinator
          #     '441': environmental scientist
          #     '442': natural resources consultant
          #     '443': nature conservation officer
          #     '444': clothing technologist
          #     '445': process engineer
          #     '446': textile technologist
          #     '447': food and beverage packaging technologist
          #     '448': homologation engineer
          #     '449': industrial engineer
          #     '450': manufacturing engineer
          #     '451': production engineer
          #     '452': automation engineer
          #     '453': food production engineer
          #     '454': surface engineer
          #     '455': leather goods industrial engineer
          #     '456': leather production planner
          #     '457': maintenance and repair engineer
          #     '458': packaging production manager
          #     '459': civil engineer
          #     '460': airport planning engineer
          #     '461': water engineer
          #     '462': construction engineer
          #     '463': drainage engineer
          #     '464': geological engineer
          #     '465': hydropower engineer
          #     '466': mining geotechnical engineer
          #     '467': pipeline engineer
          #     '468': rail project engineer
          #     '469': transport engineer
          #     '470': environmental engineer
          #     '471': environmental mining engineer
          #     '472': recycling specialist
          #     '473': waste treatment engineer
          #     '474': environmental expert
          #     '475': wastewater engineer
          #     '476': mechanical engineer
          #     '477': aerospace engineer
          #     '478': aerodynamics engineer
          #     '479': marine engineer
          #     '480': mechatronics engineer
          #     '481': mine mechanical engineer
          #     '482': mine ventilation engineer
          #     '483': naval architect
          #     '484': optomechanical engineer
          #     '485': packing machinery engineer
          #     '486': powertrain engineer
          #     '487': precision engineer
          #     '488': rolling stock engineer
          #     '489': agricultural engineer
          #     '490': agricultural equipment design engineer
          #     '491': rotating equipment engineer
          #     '492': steam engineer
          #     '493': tooling engineer
          #     '494': welding engineer
          #     '495': automotive engineer
          #     '496': container equipment design engineer
          #     '497': engine designer
          #     '498': equipment engineer
          #     '499': fluid power engineer
          #     '500': heating, ventilation, air conditioning engineer
          #     '501': industrial tool design engineer
          #     '502': chemical engineer
          #     '503': biochemical engineer
          #     '504': brewmaster
          #     '505': cider master
          #     '506': food technologist
          #     '507': gas distribution engineer
          #     '508': gas production engineer
          #     '509': oenologist
          #     '510': paper engineer
          #     '511': pharmaceutical engineer
          #     '512': rubber technologist
          #     '513': synthetic materials engineer
          #     '514': assayer
          #     '515': petroleum engineer
          #     '516': quarry engineer
          #     '517': drilling engineer
          #     '518': explosives engineer
          #     '519': liquid fuel engineer
          #     '520': metallurgist
          #     '521': chemical metallurgist
          #     '522': process metallurgist
          #     '523': mine development engineer
          #     '524': mine health and safety engineer
          #     '525': mine planning engineer
          #     '526': mineral processing engineer
          #     '527': acoustical engineer
          #     '528': health and safety engineer
          #     '529': fire prevention and protection engineer
          #     '530': materials engineer
          #     '531': nanoengineer
          #     '532': wood technology engineer
          #     '533': optical engineer
          #     '534': photonics engineer
          #     '535': patent engineer
          #     '536': quantity surveyor
          #     '537': robotics engineer
          #     '538': test engineer
          #     '539': textile, leather and footwear researcher
          #     '540': application engineer
          #     '541': calculation engineer
          #     '542': component engineer
          #     '543': contract engineer
          #     '544': design engineer
          #     '545': installation engineer
          #     '546': logistics engineer
          #     '547': quality engineer
          #     '548': compliance engineer
          #     '549': research engineer
          #     '550': autonomous driving specialist
          #     '551': aviation ground systems engineer
          #     '552': bioengineer
          #     '553': biomedical engineer
          #     '554': commissioning engineer
          #     '555': dependability engineer
          #     '556': dismantling engineer
          #     '557': energy engineer
          #     '558': alternative fuels engineer
          #     '559': energy systems engineer
          #     '560': geothermal engineer
          #     '561': nuclear engineer
          #     '562': offshore renewable energy engineer
          #     '563': onshore wind energy engineer
          #     '564': renewable energy engineer
          #     '565': solar energy engineer
          #     '566': thermal engineer
          #     '567': electrical engineer
          #     '568': electric power generation engineer
          #     '569': electromagnetic engineer
          #     '570': electromechanical engineer
          #     '571': mine electrical engineer
          #     '572': power distribution engineer
          #     '573': substation engineer
          #     '574': smart home engineer
          #     '575': electronics engineer
          #     '576': computer hardware engineer
          #     '577': microsystem engineer
          #     '578': optoelectronic engineer
          #     '579': power electronics engineer
          #     '580': predictive maintenance expert
          #     '581': satellite engineer
          #     '582': sensor engineer
          #     '583': flight test engineer
          #     '584': instrumentation engineer
          #     '585': language engineer
          #     '586': medical device engineer
          #     '587': microelectronics designer
          #     '588': microelectronics engineer
          #     '589': integrated circuit design engineer
          #     '590': microelectronics materials engineer
          #     '591': microelectronics smart manufacturing engineer
          #     '592': telecommunications engineer
          #     '593': telecommunications analyst
          #     '594': architect
          #     '595': interior architect
          #     '596': landscape architect
          #     '597': landscape designer
          #     '598': industrial designer
          #     '599': automotive designer
          #     '600': costume designer
          #     '601': fashion designer
          #     '602': clothing fashion designer
          #     '603': footwear designer
          #     '604': leather goods designer
          #     '605': furniture designer
          #     '606': jewellery designer
          #     '607': model maker
          #     '608': puppet designer
          #     '609': textile designer
          #     '610': leather goods product developer
          #     '611': textile colourist
          #     '612': textile product developer
          #     '613': land planner
          #     '614': mobility services manager
          #     '615': transport planner
          #     '616': urban planner
          #     '617': cadastral technician
          #     '618': cartographer
          #     '619': geographic information systems specialist
          #     '620': land surveyor
          #     '621': hydrographic surveyor
          #     '622': mine surveyor
          #     '623': 3D modeller
          #     '624': illustrator
          #     '625': performance lighting designer
          #     '626': performance video designer
          #     '627': special effects artist
          #     '628': stop-motion animator
          #     '629': animation layout artist
          #     '630': animator
          #     '631': 3D animator
          #     '632': desktop publisher
          #     '633': digital artist
          #     '634': digital games designer
          #     '635': digital media designer
          #     '636': gambling games designer
          #     '637': graphic designer
          #     '638': general practitioner
          #     '639': specialised doctor
          #     '640': advanced nurse practitioner
          #     '641': nurse responsible for general care
          #     '642': specialist nurse
          #     '643': midwife
          #     '644': aromatherapist
          #     '645': complementary therapist
          #     '646': acupuncturist
          #     '647': homeopath
          #     '648': traditional chinese medicine therapist
          #     '649': animal chiropractor
          #     '650': animal osteopath
          #     '651': animal physiotherapist
          #     '652': animal therapist
          #     '653': animal hydrotherapist
          #     '654': animal massage therapist
          #     '655': aquatic animal health professional
          #     '656': general veterinarian
          #     '657': official veterinarian
          #     '658': specialised veterinarian
          #     '659': veterinary scientist
          #     '660': dental practitioner
          #     '661': specialist dentist
          #     '662': pharmacist
          #     '663': pharmaceutical quality specialist
          #     '664': specialist pharmacist
          #     '665': hospital pharmacist
          #     '666': industrial pharmacist
          #     '667': emergency response coordinator
          #     '668': food safety specialist
          #     '669': health and safety officer
          #     '670': ergonomist
          #     '671': radiation protection officer
          #     '672': advanced physiotherapist
          #     '673': physiotherapist
          #     '674': dietitian
          #     '675': prepared meals nutritionist
          #     '676': audiologist
          #     '677': speech and language therapist
          #     '678': optometrist
          #     '679': orthoptist
          #     '680': chiropractor
          #     '681': specialist chiropractor
          #     '682': osteopath
          #     '683': kinesiologist
          #     '684': medical physics expert
          #     '685': occupational therapist
          #     '686': occupational therapy assistant
          #     '687': podiatrist
          #     '688': podiatry assistant
          #     '689': radiographer
          #     '690': diagnostic radiographer
          #     '691': nuclear medicine radiographer
          #     '692': recreational therapist
          #     '693': animal assisted therapist
          #     '694': art therapist
          #     '695': dance therapist
          #     '696': music therapist
          #     '697': higher education lecturer
          #     '698': anthropology lecturer
          #     '699': communications lecturer
          #     '700': computer science lecturer
          #     '701': dentistry lecturer
          #     '702': earth science lecturer
          #     '703': economics lecturer
          #     '704': education studies lecturer
          #     '705': engineering lecturer
          #     '706': fine arts instructor
          #     '707': food science lecturer
          #     '708': healthcare specialist lecturer
          #     '709': archaeology lecturer
          #     '710': history lecturer
          #     '711': journalism lecturer
          #     '712': law lecturer
          #     '713': linguistics lecturer
          #     '714': mathematics lecturer
          #     '715': medicine lecturer
          #     '716': modern languages lecturer
          #     '717': music instructor
          #     '718': nursing lecturer
          #     '719': performing arts school dance instructor
          #     '720': architecture lecturer
          #     '721': performing arts theatre instructor
          #     '722': pharmacy lecturer
          #     '723': philosophy lecturer
          #     '724': physics lecturer
          #     '725': politics lecturer
          #     '726': psychology lecturer
          #     '727': religious studies lecturer
          #     '728': social work lecturer
          #     '729': sociology lecturer
          #     '730': space science lecturer
          #     '731': art studies lecturer
          #     '732': university literature lecturer
          #     '733': university research assistant
          #     '734': university teaching assistant
          #     '735': veterinary medicine lecturer
          #     '736': assistant lecturer
          #     '737': biology lecturer
          #     '738': business lecturer
          #     '739': chemistry lecturer
          #     '740': classical languages lecturer
          #     '741': social work practice educator
          #     '742': vocational teacher
          #     '743': agriculture, forestry and fishery vocational teacher
          #     '744': electricity and energy vocational teacher
          #     '745': electronics and automation vocational teacher
          #     '746': firefighter instructor
          #     '747': food service vocational teacher
          #     '748': hairdressing vocational teacher
          #     '749': hospitality vocational teacher
          #     '750': industrial arts vocational teacher
          #     '751': maritime instructor
          #     '752': medical laboratory technology vocational teacher
          #     '753': occupational driving instructor
          #     '754': air traffic instructor
          #     '755': occupational railway instructor
          #     '756': physical education vocational teacher
          #     '757': police trainer
          #     '758': transport technology vocational teacher
          #     '759': travel and tourism vocational teacher
          #     '760': armed forces training and education officer
          #     '761': auxiliary nursing and midwifery vocational teacher
          #     '762': beauty vocational teacher
          #     '763': business administration vocational teacher
          #     '764': business and marketing vocational teacher
          #     '765': cabin crew instructor
          #     '766': design and applied arts vocational teacher
          #     '767': secondary school teacher
          #     '768': art teacher secondary school
          #     '769': literature teacher at secondary school
          #     '770': mathematics teacher at secondary school
          #     '771': modern languages teacher secondary school
          #     '772': music teacher secondary school
          #     '773': philosophy teacher secondary school
          #     '774': physical education teacher secondary school
          #     '775': physics teacher secondary school
          #     '776': religious education teacher at secondary school
          #     '777': science teacher secondary school
          #     '778': biology teacher secondary school
          #     '779': business studies and economics teacher secondary school
          #     '780': chemistry teacher secondary school
          #     '781': classical languages teacher secondary school
          #     '782': drama teacher secondary school
          #     '783': geography teacher secondary school
          #     '784': history teacher secondary school
          #     '785': ICT teacher secondary school
          #     '786': primary school teacher
          #     '787': Steiner school teacher
          #     '788': early years teacher
          #     '789': Freinet school teacher
          #     '790': Montessori school teacher
          #     '791': curriculum administrator
          #     '792': educational researcher
          #     '793': education inspector
          #     '794': special educational needs coordinator
          #     '795': special educational needs teacher
          #     '796': adult literacy teacher
          #     '797': early years special educational needs teacher
          #     '798': learning support teacher
          #     '799': special educational needs itinerant teacher
          #     '800': special educational needs teacher primary school
          #     '801': special educational needs teacher secondary school
          #     '802': teacher of talented and gifted students
          #     '803': language school teacher
          #     '804': sign language teacher
          #     '805': music teacher
          #     '806': arts education officer
          #     '807': circus arts teacher
          #     '808': dance teacher
          #     '809': drama teacher
          #     '810': photography teacher
          #     '811': visual arts teacher
          #     '812': ICT trainer
          #     '813': digital literacy teacher
          #     '814': academic advisor
          #     '815': instructional designer
          #     '816': learning mentor
          #     '817': prison instructor
          #     '818': public speaking coach
          #     '819': tutor
          #     '820': academic support officer
          #     '821': admissions coordinator
          #     '822': assessor of prior learning
          #     '823': assistive technologist
          #     '824': e-learning architect
          #     '825': e-learning developer
          #     '826': educational counsellor
          #     '827': further education teacher
          #     '828': accountant
          #     '829': accounting analyst
          #     '830': grants management officer
          #     '831': public finance accountant
          #     '832': tax advisor
          #     '833': audit supervisor
          #     '834': bankruptcy trustee
          #     '835': budget analyst
          #     '836': cost analyst
          #     '837': dividend analyst
          #     '838': financial auditor
          #     '839': financial controller
          #     '840': financial fraud examiner
          #     '841': business valuer
          #     '842': public funding advisor
          #     '843': venture capitalist
          #     '844': corporate banking manager
          #     '845': corporate risk manager
          #     '846': financial planner
          #     '847': relationship banking manager
          #     '848': financial risk manager
          #     '849': investment adviser
          #     '850': corporate investment banker
          #     '851': investment fund management assistant
          #     '852': investment manager
          #     '853': investor relations manager
          #     '854': investment fund manager
          #     '855': personal trust officer
          #     '856': programme funding manager
          #     '857': financial analyst
          #     '858': insurance rating analyst
          #     '859': investment analyst
          #     '860': mergers and acquisitions analyst
          #     '861': securities analyst
          #     '862': middle office analyst
          #     '863': business analyst
          #     '864': manufacturing cost estimator
          #     '865': business consultant
          #     '866': business intelligence manager
          #     '867': lean manager
          #     '868': logistics analyst
          #     '869': civil service administrative officer
          #     '870': monitoring and evaluation officer
          #     '871': parliamentary assistant
          #     '872': policy officer
          #     '873': agricultural policy officer
          #     '874': labour market policy officer
          #     '875': legal policy officer
          #     '876': public health policy officer
          #     '877': recreation policy officer
          #     '878': regional development policy officer
          #     '879': social services policy officer
          #     '880': competition policy officer
          #     '881': cultural policy officer
          #     '882': education policy officer
          #     '883': environmental policy officer
          #     '884': fiscal affairs policy officer
          #     '885': foreign affairs officer
          #     '886': housing policy officer
          #     '887': immigration policy officer
          #     '888': political affairs officer
          #     '889': procurement category specialist
          #     '890': public procurement specialist
          #     '891': social service consultant
          #     '892': sports programme coordinator
          #     '893': trade development officer
          #     '894': community development officer
          #     '895': employment programme coordinator
          #     '896': government planning inspector
          #     '897': healthcare consultant
          #     '898': humanitarian advisor
          #     '899': intelligence officer
          #     '900': international relations officer
          #     '901': career guidance advisor
          #     '902': employment and vocational integration consultant
          #     '903': human resources officer
          #     '904': labour relations officer
          #     '905': occupational analyst
          #     '906': recruitment consultant
          #     '907': business coach
          #     '908': corporate trainer
          #     '909': corporate training manager
          #     '910': advertising copywriter
          #     '911': marketing consultant
          #     '912': advertising media planner
          #     '913': eBusiness manager
          #     '914': marketing assistant
          #     '915': online marketer
          #     '916': market research analyst
          #     '917': membership manager
          #     '918': network marketer
          #     '919': pricing specialist
          #     '920': product and services manager
          #     '921': promotion assistant
          #     '922': advertising media buyer
          #     '923': advertising specialist
          #     '924': brand manager
          #     '925': business developer
          #     '926': client relations manager
          #     '927': creative director
          #     '928': customer experience manager
          #     '929': hospitality revenue manager
          #     '930': activism officer
          #     '931': election agent
          #     '932': fundraising manager
          #     '933': intercultural communication consultant
          #     '934': online community manager
          #     '935': political campaign officer
          #     '936': campaign canvasser
          #     '937': political party agent
          #     '938': public affairs consultant
          #     '939': public relations officer
          #     '940': spokesperson
          #     '941': after-sales service technician
          #     '942': medical sales representative
          #     '943': renewable energy consultant
          #     '944': sales engineer
          #     '945': solar energy sales consultant
          #     '946': technical sales representative
          #     '947': technical sales representative in agricultural machinery and equipment
          #     '948': technical sales representative in chemical products
          #     '949': technical sales representative in hardware, plumbing and heating equipment
          #     '950': technical sales representative in machinery and industrial equipment
          #     '951': technical sales representative in mining and construction machinery
          #     '952': technical sales representative in office machinery and equipment
          #     '953': technical sales representative in the textile machinery industry
          #     '954': ICT account manager
          #     '955': ICT business development manager
          #     '956': ICT presales engineer
          #     '957': technical sales representative in electronic and telecommunications equipment
          #     '958': computer scientist
          #     '959': ICT consultant
          #     '960': ICT intelligent systems designer
          #     '961': ICT research consultant
          #     '962': ICT system analyst
          #     '963': ICT system architect
          #     '964': blockchain architect
          #     '965': ICT system developer
          #     '966': ICT system integration consultant
          #     '967': integration engineer
          #     '968': IT auditor
          #     '969': user experience analyst
          #     '970': computer vision engineer
          #     '971': data analyst
          #     '972': data scientist
          #     '973': embedded system designer
          #     '974': enterprise architect
          #     '975': green ICT consultant
          #     '976': ICT business analysis manager
          #     '977': ICT business analyst
          #     '978': cloud engineer
          #     '979': software analyst
          #     '980': software architect
          #     '981': software developer
          #     '982': blockchain developer
          #     '983': user interface developer
          #     '984': digital games developer
          #     '985': search engine optimisation expert
          #     '986': user interface designer
          #     '987': web content manager
          #     '988': web developer
          #     '989': ICT application configurator
          #     '990': ICT application developer
          #     '991': embedded systems software developer
          #     '992': mobile application developer
          #     '993': industrial mobile devices software developer
          #     '994': numerical tool and process control programmer
          #     '995': data quality specialist
          #     '996': ICT auditor manager
          #     '997': ICT change and configuration manager
          #     '998': ICT disaster recovery analyst
          #     '999': ICT quality assurance manager
          #     '1000': ICT test analyst
          #     '1001': software tester
          #     '1002': digital games tester
          #     '1003': ICT accessibility tester
          #     '1004': ICT integration tester
          #     '1005': ICT system tester
          #     '1006': ICT usability tester
          #     '1007': database administrator
          #     '1008': database designer
          #     '1009': database developer
          #     '1010': database integrator
          #     '1011': data warehouse designer
          #     '1012': ICT system administrator
          #     '1013': ICT network administrator
          #     '1014': system configurator
          #     '1015': ICT capacity planner
          #     '1016': ICT network architect
          #     '1017': ICT network engineer
          #     '1018': chief ICT security officer
          #     '1019': digital forensics expert
          #     '1020': embedded systems security engineer
          #     '1021': ethical hacker
          #     '1022': ICT resilience manager
          #     '1023': ICT security administrator
          #     '1024': ICT security engineer
          #     '1025': ICT security manager
          #     '1026': knowledge engineer
          #     '1027': lawyer
          #     '1028': corporate lawyer
          #     '1029': prosecutor
          #     '1030': judge
          #     '1031': supreme court judge
          #     '1032': contract manager
          #     '1033': notary
          #     '1034': ombudsman
          #     '1035': regulatory affairs manager
          #     '1036': coroner
          #     '1037': court jury coordinator
          #     '1038': data protection officer
          #     '1039': election observer
          #     '1040': human rights officer
          #     '1041': legal consultant
          #     '1042': legislative drafter
          #     '1043': mediator
          #     '1044': archivist
          #     '1045': collection manager
          #     '1046': conservator
          #     '1047': cultural archive manager
          #     '1048': cultural visitor services manager
          #     '1049': exhibition curator
          #     '1050': exhibition registrar
          #     '1051': museum scientist
          #     '1052': zoo registrar
          #     '1053': information manager
          #     '1054': librarian
          #     '1055': economic policy officer
          #     '1056': economist
          #     '1057': business economics researcher
          #     '1058': economic adviser
          #     '1059': economic development coordinator
          #     '1060': tax policy analyst
          #     '1061': anthropologist
          #     '1062': communication scientist
          #     '1063': media scientist
          #     '1064': archaeologist
          #     '1065': behavioural scientist
          #     '1066': criminologist
          #     '1067': geographer
          #     '1068': sociologist
          #     '1069': social work researcher
          #     '1070': thanatology researcher
          #     '1071': historian
          #     '1072': genealogist
          #     '1073': philosopher
          #     '1074': political scientist
          #     '1075': polygraph examiner
          #     '1076': psychologist
          #     '1077': clinical psychologist
          #     '1078': educational psychologist
          #     '1079': health psychologist
          #     '1080': psychotherapist
          #     '1081': social counsellor
          #     '1082': bereavement counsellor
          #     '1083': drug and alcohol addiction counsellor
          #     '1084': family planning counsellor
          #     '1085': marriage counsellor
          #     '1086': sexual violence counsellor
          #     '1087': social pedagogue
          #     '1088': social worker
          #     '1089': benefits advice worker
          #     '1090': education welfare officer
          #     '1091': employment support worker
          #     '1092': enterprise development worker
          #     '1093': family social worker
          #     '1094': gerontology social worker
          #     '1095': homelessness worker
          #     '1096': hospital social worker
          #     '1097': mental health social worker
          #     '1098': migrant social worker
          #     '1099': military welfare worker
          #     '1100': child care social worker
          #     '1101': palliative care social worker
          #     '1102': probation officer
          #     '1103': rehabilitation support worker
          #     '1104': social work supervisor
          #     '1105': substance misuse worker
          #     '1106': victim support officer
          #     '1107': youth offending team worker
          #     '1108': youth worker
          #     '1109': youth information worker
          #     '1110': clinical social worker
          #     '1111': community care case worker
          #     '1112': community development social worker
          #     '1113': community social worker
          #     '1114': consultant social worker
          #     '1115': criminal justice social worker
          #     '1116': crisis situation social worker
          #     '1117': chaplain
          #     '1118': minister of religion
          #     '1119': missionary
          #     '1120': religion scientific researcher
          #     '1121': book editor
          #     '1122': dramaturge
          #     '1123': literary scholar
          #     '1124': writer
          #     '1125': lyricist
          #     '1126': script writer
          #     '1127': speechwriter
          #     '1128': technical communicator
          #     '1129': journalist
          #     '1130': blogger
          #     '1131': fact checker
          #     '1132': foreign correspondent
          #     '1133': magazine editor
          #     '1134': newspaper editor
          #     '1135': picture editor
          #     '1136': political journalist
          #     '1137': sports journalist
          #     '1138': vlogger
          #     '1139': broadcast news editor
          #     '1140': business journalist
          #     '1141': columnist
          #     '1142': copy editor
          #     '1143': crime journalist
          #     '1144': critic
          #     '1145': editor-in-chief
          #     '1146': entertainment journalist
          #     '1147': graphologist
          #     '1148': interpreter
          #     '1149': lexicographer
          #     '1150': linguist
          #     '1151': lawyer linguist
          #     '1152': sign language interpreter
          #     '1153': translator
          #     '1154': localiser
          #     '1155': subtitler
          #     '1156': artistic painter
          #     '1157': storyboard artist
          #     '1158': video artist
          #     '1159': art restorer
          #     '1160': cartoonist
          #     '1161': ceramicist
          #     '1162': conceptual artist
          #     '1163': drawing artist
          #     '1164': glass artist
          #     '1165': printmaker
          #     '1166': sculptor
          #     '1167': composer
          #     '1168': music arranger
          #     '1169': music director
          #     '1170': musician
          #     '1171': musical conductor
          #     '1172': choirmaster/choirmistress
          #     '1173': singer
          #     '1174': "r\xE9p\xE9titeur"
          #     '1175': sound artist
          #     '1176': choreographer
          #     '1177': choreologist
          #     '1178': "dance r\xE9p\xE9titeur"
          #     '1179': dancer
          #     '1180': art director
          #     '1181': animation director
          #     '1182': casting director
          #     '1183': director of photography
          #     '1184': performance lighting director
          #     '1185': production designer
          #     '1186': stage director
          #     '1187': technical director
          #     '1188': video and motion picture director
          #     '1189': post-production supervisor
          #     '1190': producer
          #     '1191': music producer
          #     '1192': video and motion picture producer
          #     '1193': radio producer
          #     '1194': video and motion picture editor
          #     '1195': actor/actress
          #     '1196': voice-over artist
          #     '1197': audio describer
          #     '1198': news anchor
          #     '1199': presenter
          #     '1200': community artist
          #     '1201': performance artist
          #     '1202': circus artist
          #     '1203': disc jockey
          #     '1204': puppeteer
          #     '1205': stand-up comedian
          #     '1206': street performer
          #     '1207': variety artist
          #     '1208': street artist
          #     '1209': tourist animator
          #     '1210': chemistry technician
          #     '1211': chromatographer
          #     '1212': nuclear technician
          #     '1213': physics technician
          #     '1214': radiation protection technician
          #     '1215': remote sensing technician
          #     '1216': soil surveying technician
          #     '1217': food analyst
          #     '1218': geology technician
          #     '1219': hydrographic surveying technician
          #     '1220': leather laboratory technician
          #     '1221': material testing technician
          #     '1222': meteorology technician
          #     '1223': metrology technician
          #     '1224': civil engineering technician
          #     '1225': bridge inspector
          #     '1226': rail maintenance technician
          #     '1227': road maintenance technician
          #     '1228': sewerage maintenance technician
          #     '1229': water systems engineering technician
          #     '1230': building inspector
          #     '1231': construction quality inspector
          #     '1232': construction quality manager
          #     '1233': energy assessor
          #     '1234': domestic energy assessor
          #     '1235': fire inspector
          #     '1236': fire protection technician
          #     '1237': fire safety tester
          #     '1238': landfill supervisor
          #     '1239': surveying technician
          #     '1240': construction safety inspector
          #     '1241': construction safety manager
          #     '1242': corrosion technician
          #     '1243': energy analyst
          #     '1244': energy conservation officer
          #     '1245': energy consultant
          #     '1246': engineering assistant
          #     '1247': railway infrastructure inspector
          #     '1248': electrical engineering technician
          #     '1249': calibration technician
          #     '1250': electromechanical engineering technician
          #     '1251': hydropower technician
          #     '1252': electronics engineering technician
          #     '1253': avionics inspector
          #     '1254': sensor engineering technician
          #     '1255': computer hardware engineering technician
          #     '1256': computer hardware test technician
          #     '1257': instrumentation engineering technician
          #     '1258': medical device engineering technician
          #     '1259': microelectronics engineering technician
          #     '1260': microelectronics maintenance technician
          #     '1261': microsystem engineering technician
          #     '1262': optoelectronic engineering technician
          #     '1263': mechanical engineering technician
          #     '1264': aerospace engineering technician
          #     '1265': material stress analyst
          #     '1266': mechatronics engineering technician
          #     '1267': motor vehicle engine inspector
          #     '1268': motor vehicle engine tester
          #     '1269': optomechanical engineering technician
          #     '1270': pneumatic engineering technician
          #     '1271': production engineering technician
          #     '1272': refrigeration air condition and heat pump technician
          #     '1273': rolling stock engineering technician
          #     '1274': rolling stock engine inspector
          #     '1275': aircraft engine inspector
          #     '1276': rolling stock engine tester
          #     '1277': rolling stock inspector
          #     '1278': vessel engine inspector
          #     '1279': vessel engine tester
          #     '1280': welding inspector
          #     '1281': aircraft engine tester
          #     '1282': automotive engineering technician
          #     '1283': heating, ventilation, air conditioning and refrigeration engineering technician
          #     '1284': industrial maintenance supervisor
          #     '1285': marine engineering technician
          #     '1286': marine mechatronics technician
          #     '1287': marine surveyor
          #     '1288': chemical engineering technician
          #     '1289': asphalt laboratory technician
          #     '1290': chemical manufacturing quality technician
          #     '1291': colour sampling technician
          #     '1292': hazardous waste technician
          #     '1293': desalination technician
          #     '1294': geotechnician
          #     '1295': metallurgical technician
          #     '1296': mine safety officer
          #     '1297': mine surveying technician
          #     '1298': 3D printing technician
          #     '1299': clothing CAD technician
          #     '1300': drafter
          #     '1301': aerospace engineering drafter
          #     '1302': marine engineering drafter
          #     '1303': mechanical engineering drafter
          #     '1304': product development engineering drafter
          #     '1305': rolling stock engineering drafter
          #     '1306': architectural drafter
          #     '1307': automotive engineering drafter
          #     '1308': civil drafter
          #     '1309': computer-aided design operator
          #     '1310': electrical drafter
          #     '1311': electromechanical drafter
          #     '1312': electronics drafter
          #     '1313': heating, ventilation, air conditioning (and refrigeration) drafter
          #     '1314': printed circuit board designer
          #     '1315': airport maintenance technician
          #     '1316': metal additive manufacturing operator
          #     '1317': offshore renewable energy technician
          #     '1318': photonics engineering technician
          #     '1319': pipeline compliance coordinator
          #     '1320': process engineering technician
          #     '1321': product development engineering technician
          #     '1322': quality engineering technician
          #     '1323': footwear quality control laboratory technician
          #     '1324': footwear quality technician
          #     '1325': leather goods quality control laboratory technician
          #     '1326': leather goods quality technician
          #     '1327': textile chemical quality technician
          #     '1328': textile quality technician
          #     '1329': tanning technician
          #     '1330': textile process controller
          #     '1331': utilities inspector
          #     '1332': automation engineering technician
          #     '1333': robotics engineering technician
          #     '1334': aviation safety officer
          #     '1335': commissioning technician
          #     '1336': food technician
          #     '1337': footwear product developer
          #     '1338': footwear production technician
          #     '1339': industrial engineering technician
          #     '1340': leather goods manufacturing technician
          #     '1341': mine supervisor
          #     '1342': mine shift manager
          #     '1343': dairy processing technician
          #     '1344': food production planner
          #     '1345': industrial assembly supervisor
          #     '1346': aircraft assembly supervisor
          #     '1347': container equipment assembly supervisor
          #     '1348': footwear assembly supervisor
          #     '1349': machinery assembly supervisor
          #     '1350': motor vehicle assembly supervisor
          #     '1351': rolling stock assembly supervisor
          #     '1352': vessel assembly supervisor
          #     '1353': wood assembly supervisor
          #     '1354': production supervisor
          #     '1355': animal feed supervisor
          #     '1356': metal production supervisor
          #     '1357': optical instrument production supervisor
          #     '1358': paper mill supervisor
          #     '1359': plastic and rubber products manufacturing supervisor
          #     '1360': precision mechanics supervisor
          #     '1361': print studio supervisor
          #     '1362': wood production supervisor
          #     '1363': chemical processing supervisor
          #     '1364': distillery supervisor
          #     '1365': electrical equipment production supervisor
          #     '1366': electronics production supervisor
          #     '1367': footwear production supervisor
          #     '1368': leather goods production supervisor
          #     '1369': machine operator supervisor
          #     '1370': malt house supervisor
          #     '1371': waste management supervisor
          #     '1372': construction general supervisor
          #     '1373': bricklaying supervisor
          #     '1374': dredging supervisor
          #     '1375': electrical supervisor
          #     '1376': glass installation supervisor
          #     '1377': insulation supervisor
          #     '1378': lift installation supervisor
          #     '1379': paperhanger supervisor
          #     '1380': plastering supervisor
          #     '1381': plumbing supervisor
          #     '1382': power lines supervisor
          #     '1383': rail construction supervisor
          #     '1384': bridge construction supervisor
          #     '1385': road construction supervisor
          #     '1386': roofing supervisor
          #     '1387': sewer construction supervisor
          #     '1388': structural ironwork supervisor
          #     '1389': terrazzo setter supervisor
          #     '1390': tiling supervisor
          #     '1391': water conservation technician supervisor
          #     '1392': carpenter supervisor
          #     '1393': concrete finisher supervisor
          #     '1394': construction painting supervisor
          #     '1395': construction scaffolding supervisor
          #     '1396': crane crew supervisor
          #     '1397': demolition supervisor
          #     '1398': dismantling supervisor
          #     '1399': underwater construction supervisor
          #     '1400': offshore renewable energy plant operator
          #     '1401': onshore wind farm technician
          #     '1402': power production plant operator
          #     '1403': electrical power distributor
          #     '1404': electrical transmission system operator
          #     '1405': fossil-fuel power plant operator
          #     '1406': geothermal power plant operator
          #     '1407': hydroelectric plant operator
          #     '1408': nuclear reactor operator
          #     '1409': power plant control room operator
          #     '1410': solar power plant operator
          #     '1411': steam turbine operator
          #     '1412': incinerator operator
          #     '1413': liquid waste treatment plant operator
          #     '1414': solid waste operator
          #     '1415': wastewater treatment operator
          #     '1416': wastewater treatment technician
          #     '1417': water plant technician
          #     '1418': water treatment systems operator
          #     '1419': chemical processing plant controller
          #     '1420': air separation plant operator
          #     '1421': biogas technician
          #     '1422': chemical plant control room operator
          #     '1423': gas processing plant supervisor
          #     '1424': gas station operator
          #     '1425': gas processing plant control room operator
          #     '1426': gas processing plant operator
          #     '1427': oil refinery control room operator
          #     '1428': petroleum pump system operator
          #     '1429': refinery shift manager
          #     '1430': metal furnace operator
          #     '1431': automated assembly line operator
          #     '1432': clothing process control technician
          #     '1433': industrial robot controller
          #     '1434': pulp control operator
          #     '1435': biotechnical technician
          #     '1436': scientific laboratory technician
          #     '1437': bacteriology technician
          #     '1438': biochemistry technician
          #     '1439': biology technician
          #     '1440': botanical technician
          #     '1441': zoology technician
          #     '1442': agricultural technician
          #     '1443': aquaculture quality supervisor
          #     '1444': aquaculture site supervisor
          #     '1445': viticulture adviser
          #     '1446': forestry technician
          #     '1447': fisheries refrigeration engineer
          #     '1448': marine chief engineer
          #     '1449': ship assistant engineer
          #     '1450': ship duty engineer
          #     '1451': deck officer
          #     '1452': helmsman
          #     '1453': maritime pilot
          #     '1454': ship captain
          #     '1455': skipper
          #     '1456': aircraft maintenance engineer
          #     '1457': aircraft pilot
          #     '1458': co-pilot
          #     '1459': commercial pilot
          #     '1460': airline transport pilot
          #     '1461': flight instructor
          #     '1462': helicopter pilot
          #     '1463': private pilot
          #     '1464': second officer
          #     '1465': astronaut
          #     '1466': drone pilot
          #     '1467': air traffic controller
          #     '1468': aeronautical information service officer
          #     '1469': aeronautical information specialist
          #     '1470': airport operations officer
          #     '1471': aviation inspector
          #     '1472': flight operations officer
          #     '1473': air traffic safety technician
          #     '1474': clinical perfusion scientist
          #     '1475': radiation therapist
          #     '1476': medical laboratory assistant
          #     '1477': pharmacy assistant
          #     '1478': pharmacy technician
          #     '1479': audiology technician
          #     '1480': dental technician
          #     '1481': prosthetist-orthotist
          #     '1482': prosthetic-orthotics technician
          #     '1483': maternity support worker
          #     '1484': herbal therapist
          #     '1485': alternative animal therapist
          #     '1486': veterinary technician
          #     '1487': animal artificial insemination technician
          #     '1488': animal embryo transfer technician
          #     '1489': equine dental technician
          #     '1490': veterinary nurse
          #     '1491': dental chairside assistant
          #     '1492': dental hygienist
          #     '1493': medical records clerk
          #     '1494': clinical coder
          #     '1495': medical records manager
          #     '1496': picture archiving and communication systems administrator
          #     '1497': waiting list coordinator
          #     '1498': community health worker
          #     '1499': first aid instructor
          #     '1500': optician
          #     '1501': optical technician
          #     '1502': massage therapist
          #     '1503': physiotherapy assistant
          #     '1504': shiatsu practitioner
          #     '1505': sophrologist
          #     '1506': doctors' surgery assistant
          #     '1507': environmental health inspector
          #     '1508': food regulatory advisor
          #     '1509': food safety inspector
          #     '1510': industrial waste inspector
          #     '1511': hazardous materials inspector
          #     '1512': hazardous waste inspector
          #     '1513': occupational health and safety inspector
          #     '1514': healthcare inspector
          #     '1515': transport health and safety inspector
          #     '1516': health and safety inspector
          #     '1517': emergency ambulance driver
          #     '1518': paramedic in emergency responses
          #     '1519': anaesthetic technician
          #     '1520': assistant clinical psychologist
          #     '1521': chiropractic assistant
          #     '1522': covid tester
          #     '1523': dietetic technician
          #     '1524': respiratory therapy technician
          #     '1525': temperature screener
          #     '1526': asset manager
          #     '1527': financial broker
          #     '1528': foreign exchange broker
          #     '1529': mortgage broker
          #     '1530': mutual fund broker
          #     '1531': securities broker
          #     '1532': securities underwriter
          #     '1533': stock broker
          #     '1534': financial trader
          #     '1535': energy trader
          #     '1536': foreign exchange trader
          #     '1537': futures trader
          #     '1538': securities trader
          #     '1539': stock trader
          #     '1540': bank account manager
          #     '1541': credit adviser
          #     '1542': credit analyst
          #     '1543': credit manager
          #     '1544': credit risk analyst
          #     '1545': loan officer
          #     '1546': mortgage loan underwriter
          #     '1547': student financial support coordinator
          #     '1548': accounting assistant
          #     '1549': bookkeeper
          #     '1550': grants administrator
          #     '1551': actuarial assistant
          #     '1552': statistical assistant
          #     '1553': foreclosure specialist
          #     '1554': gemmologist
          #     '1555': insurance claims handler
          #     '1556': insurance fraud investigator
          #     '1557': loss adjuster
          #     '1558': personal property appraiser
          #     '1559': property appraiser
          #     '1560': real estate surveyor
          #     '1561': insurance broker
          #     '1562': insurance risk consultant
          #     '1563': insurance underwriter
          #     '1564': property insurance underwriter
          #     '1565': commercial sales representative
          #     '1566': electricity sales representative
          #     '1567': renewable energy sales representative
          #     '1568': costume buyer
          #     '1569': purchaser
          #     '1570': green coffee buyer
          #     '1571': ICT buyer
          #     '1572': purchase planner
          #     '1573': textile sourcing merchandiser
          #     '1574': set buyer
          #     '1575': standalone public buyer
          #     '1576': timber trader
          #     '1577': commodity broker
          #     '1578': shipbroker
          #     '1579': waste broker
          #     '1580': commodity trader
          #     '1581': non-vessel operating common carrier
          #     '1582': wholesale merchant
          #     '1583': wholesale merchant in agricultural machinery and equipment
          #     '1584': wholesale merchant in electrical household appliances
          #     '1585': wholesale merchant in electronic and telecommunications equipment and parts
          #     '1586': wholesale merchant in fish, crustaceans and molluscs
          #     '1587': wholesale merchant in flowers and plants
          #     '1588': wholesale merchant in fruit and vegetables
          #     '1589': wholesale merchant in furniture, carpets and lighting equipment
          #     '1590': wholesale merchant in hardware, plumbing and heating equipment and supplies
          #     '1591': wholesale merchant in hides, skins and leather products
          #     '1592': wholesale merchant in household goods
          #     '1593': wholesale merchant in live animals
          #     '1594': wholesale merchant in agricultural raw materials, seeds and animal feeds
          #     '1595': wholesale merchant in machinery, industrial equipment, ships and aircraft
          #     '1596': wholesale merchant in machine tools
          #     '1597': wholesale merchant in meat and meat products
          #     '1598': wholesale merchant in metals and metal ores
          #     '1599': wholesale merchant in mining, construction and civil engineering machinery
          #     '1600': wholesale merchant in office furniture
          #     '1601': wholesale merchant in office machinery and equipment
          #     '1602': wholesale merchant in perfume and cosmetics
          #     '1603': wholesale merchant in pharmaceutical goods
          #     '1604': wholesale merchant in sugar, chocolate and sugar confectionery
          #     '1605': wholesale merchant in beverages
          #     '1606': wholesale merchant in textile industry machinery
          #     '1607': wholesale merchant in textiles and textile semi-finished and raw materials
          #     '1608': wholesale merchant in tobacco products
          #     '1609': wholesale merchant in waste and scrap
          #     '1610': wholesale merchant in watches and jewellery
          #     '1611': wholesale merchant in wood and construction materials
          #     '1612': wholesale merchant in chemical products
          #     '1613': wholesale merchant in china and other glassware
          #     '1614': wholesale merchant in clothing and footwear
          #     '1615': wholesale merchant in coffee, tea, cocoa and spices
          #     '1616': wholesale merchant in computers, computer peripheral equipment and software
          #     '1617': wholesale merchant in dairy products and edible oils
          #     '1618': customs and excise officer
          #     '1619': forwarding manager
          #     '1620': import export specialist
          #     '1621': import export specialist in agricultural machinery and equipment
          #     '1622': import export specialist in electrical household appliances
          #     '1623': import export specialist in electronic and telecommunications equipment
          #     '1624': import export specialist in  fish, crustaceans and molluscs
          #     '1625': import export specialist in flowers and plants
          #     '1626': import export specialist in fruit and vegetables
          #     '1627': import export specialist in furniture, carpets and lighting equipment
          #     '1628': import export specialist in hardware, plumbing and heating equipment
          #     '1629': import export specialist in hides, skins and leather products
          #     '1630': import export specialist in household goods
          #     '1631': import export specialist in live animals
          #     '1632': import export specialist in agricultural raw materials, seeds and animal feeds
          #     '1633': import export specialist in machinery, industrial equipment, ships and aircraft
          #     '1634': import export specialist in machine tools
          #     '1635': import export specialist in meat and meat products
          #     '1636': import export specialist in metals and metal ores
          #     '1637': import export specialist in mining, construction, civil engineering machinery
          #     '1638': import export specialist in office furniture
          #     '1639': import export specialist in office machinery and equipment
          #     '1640': import export specialist in perfume and cosmetics
          #     '1641': import export specialist in pharmaceutical goods
          #     '1642': import export specialist in sugar, chocolate and sugar confectionery
          #     '1643': import export specialist in beverages
          #     '1644': import export specialist in textile industry machinery
          #     '1645': import export specialist in textiles and textile semi-finished and raw materials
          #     '1646': import export specialist in tobacco products
          #     '1647': import export specialist in waste and scrap
          #     '1648': import export specialist in watches and jewellery
          #     '1649': import export specialist in wood and construction materials
          #     '1650': import export specialist in chemical products
          #     '1651': import export specialist in china and other glassware
          #     '1652': import export specialist in clothing and footwear
          #     '1653': import export specialist in coffee, tea, cocoa and spices
          #     '1654': import export specialist in computers, peripheral equipment and software
          #     '1655': import export specialist in dairy products and edible oils
          #     '1656': shipping agent
          #     '1657': international forwarding operations coordinator
          #     '1658': event assistant
          #     '1659': event manager
          #     '1660': venue director
          #     '1661': wedding planner
          #     '1662': venue programmer
          #     '1663': employment agent
          #     '1664': housing manager
          #     '1665': property acquisitions manager
          #     '1666': title closer
          #     '1667': real estate agent
          #     '1668': letting agent
          #     '1669': real estate investor
          #     '1670': real estate leasing manager
          #     '1671': real estate manager
          #     '1672': advertising sales agent
          #     '1673': auctioneer
          #     '1674': intellectual property consultant
          #     '1675': promoter
          #     '1676': publishing rights manager
          #     '1677': relocation officer
          #     '1678': talent agent
          #     '1679': tourism contract negotiator
          #     '1680': call centre analyst
          #     '1681': call centre quality auditor
          #     '1682': call centre supervisor
          #     '1683': contact centre supervisor
          #     '1684': data entry supervisor
          #     '1685': field survey manager
          #     '1686': office manager
          #     '1687': civil registrar
          #     '1688': legal administrative assistant
          #     '1689': administrative assistant
          #     '1690': court reporter
          #     '1691': education administrator
          #     '1692': fundraising assistant
          #     '1693': international student exchange coordinator
          #     '1694': procurement support officer
          #     '1695': project support officer
          #     '1696': supply chain assistant
          #     '1697': editorial assistant
          #     '1698': executive assistant
          #     '1699': management assistant
          #     '1700': scopist
          #     '1701': medical administrative assistant
          #     '1702': medical practice manager
          #     '1703': medical transcriptionist
          #     '1704': customs officer
          #     '1705': hand luggage inspector
          #     '1706': immigration officer
          #     '1707': tax compliance officer
          #     '1708': tax inspector
          #     '1709': social security inspector
          #     '1710': social security officer
          #     '1711': pensions administrator
          #     '1712': immigration adviser
          #     '1713': licensing officer
          #     '1714': passport officer
          #     '1715': criminal investigator
          #     '1716': police detective
          #     '1717': police inspector
          #     '1718': agricultural inspector
          #     '1719': consumer rights advisor
          #     '1720': fisheries observer
          #     '1721': forestry inspector
          #     '1722': freight inspector
          #     '1723': marine cargo inspector
          #     '1724': gaming inspector
          #     '1725': weights and measures inspector
          #     '1726': case administrator
          #     '1727': conveyance clerk
          #     '1728': court administrative officer
          #     '1729': court bailiff
          #     '1730': court clerk
          #     '1731': court enforcement officer
          #     '1732': legal assistant
          #     '1733': private detective
          #     '1734': store detective
          #     '1735': justice of the peace
          #     '1736': crisis helpline operator
          #     '1737': legal guardian
          #     '1738': life coach
          #     '1739': social care worker
          #     '1740': adult community care worker
          #     '1741': residential childcare worker
          #     '1742': residential home adult care worker
          #     '1743': residential home older adult care worker
          #     '1744': residential home young people care worker
          #     '1745': care at home worker
          #     '1746': child welfare worker
          #     '1747': disability support worker
          #     '1748': family support worker
          #     '1749': foster care support worker
          #     '1750': housing support worker
          #     '1751': mental health support worker
          #     '1752': residential care home worker
          #     '1753': social work assistant
          #     '1754': volunteer mentor
          #     '1755': monk/nun
          #     '1756': pastoral worker
          #     '1757': professional athlete
          #     '1758': artistic coach
          #     '1759': lifeguard instructor
          #     '1760': sports coach
          #     '1761': football coach
          #     '1762': sports instructor
          #     '1763': boxing instructor
          #     '1764': golf instructor
          #     '1765': ice-skating coach
          #     '1766': ski instructor
          #     '1767': snowboard instructor
          #     '1768': swimming teacher
          #     '1769': tennis coach
          #     '1770': sports official
          #     '1771': activity leader
          #     '1772': outdoor activities coordinator
          #     '1773': outdoor animator
          #     '1774': assistant outdoor animator
          #     '1775': outdoor activities instructor
          #     '1776': survival instructor
          #     '1777': specialised outdoor animator
          #     '1778': fitness instructor
          #     '1779': leisure attendant
          #     '1780': personal trainer
          #     '1781': pilates teacher
          #     '1782': sport therapist
          #     '1783': horse riding instructor
          #     '1784': mountain guide
          #     '1785': photographer
          #     '1786': photojournalist
          #     '1787': interior designer
          #     '1788': interior planner
          #     '1789': merchandiser
          #     '1790': miniature set designer
          #     '1791': set builder
          #     '1792': scenic painter
          #     '1793': set designer
          #     '1794': visual merchandiser
          #     '1795': art handler
          #     '1796': big data archive librarian
          #     '1797': taxidermist
          #     '1798': chef
          #     '1799': head chef
          #     '1800': pastry chef
          #     '1801': head pastry chef
          #     '1802': private chef
          #     '1803': assistant stage director
          #     '1804': head of workshop
          #     '1805': location manager
          #     '1806': mask maker
          #     '1807': media integration operator
          #     '1808': performance flying director
          #     '1809': performance lighting technician
          #     '1810': intelligent lighting engineer
          #     '1811': prompter
          #     '1812': prop maker
          #     '1813': prop master/prop mistress
          #     '1814': pyrotechnic designer
          #     '1815': assistant video and motion picture director
          #     '1816': pyrotechnician
          #     '1817': script supervisor
          #     '1818': stage manager
          #     '1819': stand-in
          #     '1820': stunt performer
          #     '1821': theatre technician
          #     '1822': followspot operator
          #     '1823': light board operator
          #     '1824': scenery technician
          #     '1825': stage machinist
          #     '1826': stage technician
          #     '1827': audio production technician
          #     '1828': automated fly bar operator
          #     '1829': body artist
          #     '1830': broadcasting programme director
          #     '1831': dresser
          #     '1832': costume attendant
          #     '1833': extra
          #     '1834': fight director
          #     '1835': data centre operator
          #     '1836': ICT help desk agent
          #     '1837': ICT help desk manager
          #     '1838': ICT security technician
          #     '1839': ICT technician
          #     '1840': aviation data communications manager
          #     '1841': ICT network technician
          #     '1842': webmaster
          #     '1843': audio-visual technician
          #     '1844': boom operator
          #     '1845': sound operator
          #     '1846': video technician
          #     '1847': camera operator
          #     '1848': performance rental technician
          #     '1849': performance video operator
          #     '1850': projectionist
          #     '1851': recording studio technician
          #     '1852': sound designer
          #     '1853': sound editor
          #     '1854': sound mastering engineer
          #     '1855': broadcast technician
          #     '1856': telecommunications engineering technician
          #     '1857': office clerk
          #     '1858': membership administrator
          #     '1859': secretary
          #     '1860': typist
          #     '1861': data entry clerk
          #     '1862': bank teller
          #     '1863': post office counter clerk
          #     '1864': bingo caller
          #     '1865': bookmaker
          #     '1866': casino cashier
          #     '1867': casino gaming manager
          #     '1868': casino pit boss
          #     '1869': gaming dealer
          #     '1870': lottery operator
          #     '1871': odds compiler
          #     '1872': race track operator
          #     '1873': pawnbroker
          #     '1874': debt collector
          #     '1875': insurance collector
          #     '1876': ground steward/ground stewardess
          #     '1877': host/hostess
          #     '1878': ticket sales agent
          #     '1879': railway sales agent
          #     '1880': tourist information officer
          #     '1881': tour operator representative
          #     '1882': tour organiser
          #     '1883': travel agent
          #     '1884': travel consultant
          #     '1885': customer contact centre information clerk
          #     '1886': live chat operator
          #     '1887': telephone switchboard operator
          #     '1888': emergency medical dispatcher
          #     '1889': hospitality establishment receptionist
          #     '1890': camping ground operative
          #     '1891': night auditor
          #     '1892': customer service representative
          #     '1893': receptionist
          #     '1894': front line medical receptionist
          #     '1895': veterinary receptionist
          #     '1896': market research interviewer
          #     '1897': survey enumerator
          #     '1898': contact tracing agent
          #     '1899': hotel concierge
          #     '1900': billing clerk
          #     '1901': sales support assistant
          #     '1902': auditing clerk
          #     '1903': back office specialist
          #     '1904': financial markets back office administrator
          #     '1905': foreign exchange cashier
          #     '1906': insurance clerk
          #     '1907': investment clerk
          #     '1908': property assistant
          #     '1909': tax clerk
          #     '1910': payroll clerk
          #     '1911': inventory coordinator
          #     '1912': footwear factory warehouse operator
          #     '1913': leather goods warehouse operator
          #     '1914': raw material reception operator
          #     '1915': raw materials warehouse specialist
          #     '1916': warehouse operators for clothing
          #     '1917': machinery assembly coordinator
          #     '1918': aircraft cargo operations coordinator
          #     '1919': pipeline route manager
          #     '1920': port coordinator
          #     '1921': rail logistics coordinator
          #     '1922': rail traffic controller
          #     '1923': road transport maintenance scheduler
          #     '1924': ship pilot dispatcher
          #     '1925': ship planner
          #     '1926': taxi controller
          #     '1927': tram controller
          #     '1928': vessel operations coordinator
          #     '1929': aircraft dispatcher
          #     '1930': water traffic coordinator
          #     '1931': baggage flow supervisor
          #     '1932': bus route supervisor
          #     '1933': dangerous goods safety adviser
          #     '1934': freight transport dispatcher
          #     '1935': gas scheduling representative
          #     '1936': gas transmission system operator
          #     '1937': move coordinator
          #     '1938': library assistant
          #     '1939': mail clerk
          #     '1940': postman/postwoman
          #     '1941': proofreader
          #     '1942': file clerk
          #     '1943': human resources assistant
          #     '1944': advertising assistant
          #     '1945': foreign language correspondence clerk
          #     '1946': cabin crew manager
          #     '1947': steward/stewardess
          #     '1948': flight attendant
          #     '1949': ship steward/ship stewardess
          #     '1950': train attendant
          #     '1951': chief conductor
          #     '1952': railway passenger service agent
          #     '1953': train conductor
          #     '1954': passenger fare controller
          #     '1955': tourist guide
          #     '1956': environmental education officer
          #     '1957': park guide
          #     '1958': zoo educator
          #     '1959': cook
          #     '1960': diet cook
          #     '1961': fish cook
          #     '1962': grill cook
          #     '1963': industrial cook
          #     '1964': restaurant host/restaurant hostess
          #     '1965': waiter/waitress
          #     '1966': head waiter/head waitress
          #     '1967': sommelier
          #     '1968': beer sommelier
          #     '1969': head sommelier
          #     '1970': wine sommelier
          #     '1971': bartender
          #     '1972': barista
          #     '1973': cocktail bartender
          #     '1974': hairdresser
          #     '1975': barber
          #     '1976': hairdresser assistant
          #     '1977': hair stylist
          #     '1978': performance hairdresser
          #     '1979': aesthetician
          #     '1980': spa attendant
          #     '1981': tanning consultant
          #     '1982': weight loss consultant
          #     '1983': beauty salon attendant
          #     '1984': hair removal technician
          #     '1985': make-up and hair designer
          #     '1986': make-up artist
          #     '1987': manicurist
          #     '1988': masseur/masseuse
          #     '1989': pedicurist
          #     '1990': personal stylist
          #     '1991': hotel butler
          #     '1992': housekeeping supervisor
          #     '1993': bed and breakfast operator
          #     '1994': domestic housekeeper
          #     '1995': domestic butler
          #     '1996': building caretaker
          #     '1997': amusement park cleaner
          #     '1998': house sitter
          #     '1999': verger
          #     '2000': astrologer
          #     '2001': fortune teller
          #     '2002': medium
          #     '2003': psychic
          #     '2004': companion
          #     '2005': cemetery attendant
          #     '2006': embalmer
          #     '2007': funeral attendant
          #     '2008': funeral services director
          #     '2009': animal care attendant
          #     '2010': animal groomer
          #     '2011': kennel worker
          #     '2012': zookeeper
          #     '2013': zoo section leader
          #     '2014': animal handler
          #     '2015': animal trainer
          #     '2016': dog trainer
          #     '2017': guide dog instructor
          #     '2018': horse trainer
          #     '2019': animal shelter worker
          #     '2020': cattle pedicure
          #     '2021': dog breeder
          #     '2022': kennel supervisor
          #     '2023': pet sitter
          #     '2024': driving instructor
          #     '2025': bus driving instructor
          #     '2026': car driving instructor
          #     '2027': motorcycle instructor
          #     '2028': truck driving instructor
          #     '2029': vessel steering instructor
          #     '2030': club host/club hostess
          #     '2031': dating service consultant
          #     '2032': escort
          #     '2033': market vendor
          #     '2034': street food vendor
          #     '2035': retail entrepreneur
          #     '2036': shop supervisor
          #     '2037': checkout supervisor
          #     '2038': car leasing agent
          #     '2039': motor vehicles parts advisor
          #     '2040': personal shopper
          #     '2041': sales assistant
          #     '2042': sales processor
          #     '2043': shop assistant
          #     '2044': specialised seller
          #     '2045': ammunition specialised seller
          #     '2046': computer games, multimedia and software specialised seller
          #     '2047': confectionery specialised seller
          #     '2048': cosmetics and perfume specialised seller
          #     '2049': delicatessen specialised seller
          #     '2050': domestic appliances specialised seller
          #     '2051': eyewear and optical equipment specialised seller
          #     '2052': fish and seafood specialised seller
          #     '2053': floor and wall coverings specialised seller
          #     '2054': flower and garden specialised seller
          #     '2055': fruit and vegetables specialised seller
          #     '2056': audio and video equipment specialised seller
          #     '2057': furniture specialised seller
          #     '2058': hardware and paint specialised seller
          #     '2059': jewellery and watches specialised seller
          #     '2060': meat and meat products specialised seller
          #     '2061': medical goods specialised seller
          #     '2062': motor vehicles specialised seller
          #     '2063': music and video shop specialised seller
          #     '2064': orthopaedic supplies specialised seller
          #     '2065': pet and pet food specialised seller
          #     '2066': press and stationery specialised seller
          #     '2067': audiology equipment specialised seller
          #     '2068': second-hand goods specialised seller
          #     '2069': shoe and leather accessories specialised seller
          #     '2070': specialised antique dealer
          #     '2071': sporting accessories specialised seller
          #     '2072': telecommunications equipment specialised seller
          #     '2073': textile specialised seller
          #     '2074': tobacco specialised seller
          #     '2075': toys and games specialised seller
          #     '2076': bakery specialised seller
          #     '2077': beverages specialised seller
          #     '2078': bookshop specialised seller
          #     '2079': building materials specialised seller
          #     '2080': clothing specialised seller
          #     '2081': computer and accessories specialised seller
          #     '2082': cashier
          #     '2083': lottery cashier
          #     '2084': ticket issuing clerk
          #     '2085': art model
          #     '2086': fashion model
          #     '2087': promotions demonstrator
          #     '2088': door to door seller
          #     '2089': call centre agent
          #     '2090': fuel station specialised seller
          #     '2091': food service worker
          #     '2092': quick service restaurant team leader
          #     '2093': rental manager
          #     '2094': rental service representative
          #     '2095': rental service representative in other machinery, equipment and tangible goods
          #     '2096': rental service representative in agricultural machinery and equipment
          #     '2097': rental service representative in air transport equipment
          #     '2098': rental service representative in cars and light motor vehicles
          #     '2099': rental service representative in construction and civil engineering machinery
          #     '2100': rental service representative in office machinery and equipment
          #     '2101': rental service representative in trucks
          #     '2102': rental service representative in water transport equipment
          #     '2103': rental service representative in personal and household goods
          #     '2104': rental service representative in recreational and sports goods
          #     '2105': rental service representative in video tapes and disks
          #     '2106': vehicle rental agent
          #     '2107': child care worker
          #     '2108': au pair
          #     '2109': babysitter
          #     '2110': child day care worker
          #     '2111': nanny
          #     '2112': school bus attendant
          #     '2113': early years teaching assistant
          #     '2114': primary school teaching assistant
          #     '2115': secondary school teaching assistant
          #     '2116': special educational needs assistant
          #     '2117': healthcare assistant
          #     '2118': nurse assistant
          #     '2119': home care aide
          #     '2120': hospital porter
          #     '2121': phlebotomist
          #     '2122': sterile services technician
          #     '2123': firefighter
          #     '2124': industrial firefighter
          #     '2125': marine firefighter
          #     '2126': mine rescue officer
          #     '2127': pump operator
          #     '2128': police officer
          #     '2129': juvenile correctional officer
          #     '2130': prison officer
          #     '2131': security guard
          #     '2132': airport security officer
          #     '2133': armoured car guard
          #     '2134': bodyguard
          #     '2135': door supervisor
          #     '2136': gate guard
          #     '2137': hospitality establishment security officer
          #     '2138': security alarm investigator
          #     '2139': security consultant
          #     '2140': security guard supervisor
          #     '2141': aircraft marshaller
          #     '2142': game keeper
          #     '2143': civil enforcement officer
          #     '2144': coastguard watch officer
          #     '2145': crossing guard
          #     '2146': crowd controller
          #     '2147': emergency response worker
          #     '2148': life guard
          #     '2149': street warden
          #     '2150': animal welfare inspector
          #     '2151': agronomic crop production team leader
          #     '2152': arboriculturist
          #     '2153': fruit production team leader
          #     '2154': vineyard supervisor
          #     '2155': hop farmer
          #     '2156': vineyard cellar master
          #     '2157': vineyard machinery operator
          #     '2158': vineyard manager
          #     '2159': groundsman/groundswoman
          #     '2160': horticulture production manager
          #     '2161': horticulture production team leader
          #     '2162': interior landscaper
          #     '2163': landscape gardener
          #     '2164': tree surgeon
          #     '2165': crop production manager
          #     '2166': cattle breeder
          #     '2167': equine yard manager
          #     '2168': horse breeder
          #     '2169': pig breeder
          #     '2170': sheep breeder
          #     '2171': shepherd
          #     '2172': poultry breeder
          #     '2173': poultry sexer
          #     '2174': bee breeder
          #     '2175': fur animals breeder
          #     '2176': farm manager
          #     '2177': mixed farmer
          #     '2178': forest ranger
          #     '2179': aquaculture cage technician
          #     '2180': aquaculture recirculation technician
          #     '2181': water-based aquaculture technician
          #     '2182': aquaculture harvesting technician
          #     '2183': aquaculture hatchery manager
          #     '2184': aquaculture hatchery technician
          #     '2185': aquaculture hatchery worker
          #     '2186': aquaculture husbandry technician
          #     '2187': aquaculture husbandry worker
          #     '2188': aquaculture mooring manager
          #     '2189': aquaculture rearing technician
          #     '2190': fisheries boatman
          #     '2191': deep-sea fishery worker
          #     '2192': fisheries master
          #     '2193': fisheries boatmaster
          #     '2194': hunter
          #     '2195': house builder
          #     '2196': bricklayer
          #     '2197': stonemason
          #     '2198': stone engraver
          #     '2199': concrete finisher
          #     '2200': terrazzo setter
          #     '2201': carpenter
          #     '2202': door installer
          #     '2203': fireplace installer
          #     '2204': kitchen unit installer
          #     '2205': staircase installer
          #     '2206': window installer
          #     '2207': frame maker
          #     '2208': construction scaffolder
          #     '2209': demolition worker
          #     '2210': manufactured wooden building assembler
          #     '2211': steeplejack
          #     '2212': roofer
          #     '2213': carpet fitter
          #     '2214': hardwood floor layer
          #     '2215': resilient floor layer
          #     '2216': tile fitter
          #     '2217': ceiling installer
          #     '2218': plasterer
          #     '2219': insulation worker
          #     '2220': plate glass installer
          #     '2221': vehicle glazier
          #     '2222': bathroom fitter
          #     '2223': sewerage network operative
          #     '2224': sewer construction worker
          #     '2225': sprinkler fitter
          #     '2226': water conservation technician
          #     '2227': water network operative
          #     '2228': drain technician
          #     '2229': gas service technician
          #     '2230': heating technician
          #     '2231': irrigation system installer
          #     '2232': irrigation technician
          #     '2233': pipeline maintenance worker
          #     '2234': plumber
          #     '2235': septic tank servicer
          #     '2236': heating and ventilation service engineer
          #     '2237': construction painter
          #     '2238': marine painter
          #     '2239': paperhanger
          #     '2240': lacquer spray gun operator
          #     '2241': surface treatment operator
          #     '2242': transport equipment painter
          #     '2243': asbestos abatement worker
          #     '2244': building exterior cleaner
          #     '2245': chimney sweep
          #     '2246': chimney sweep supervisor
          #     '2247': decontamination worker
          #     '2248': foundry operative
          #     '2249': coquille casting worker
          #     '2250': foundry moulder
          #     '2251': mouldmaker
          #     '2252': brazier
          #     '2253': solderer
          #     '2254': welder
          #     '2255': electron beam welder
          #     '2256': laser beam welder
          #     '2257': pipe welder
          #     '2258': spot welder
          #     '2259': welding coordinator
          #     '2260': boilermaker
          #     '2261': container equipment assembler
          #     '2262': coppersmith
          #     '2263': sheet metal worker
          #     '2264': dismantling worker
          #     '2265': shipwright
          #     '2266': structural ironworker
          #     '2267': riveter
          #     '2268': event scaffolder
          #     '2269': stagehand
          #     '2270': rigger
          #     '2271': boat rigger
          #     '2272': ground rigger
          #     '2273': high rigger
          #     '2274': rigging supervisor
          #     '2275': tent installer
          #     '2276': blacksmith
          #     '2277': farrier
          #     '2278': drop forging hammer worker
          #     '2279': hydraulic forging press worker
          #     '2280': mechanical forging press worker
          #     '2281': casting mould maker
          #     '2282': gunsmith
          #     '2283': locksmith
          #     '2284': precision mechanic
          #     '2285': tool and die maker
          #     '2286': boring machine operator
          #     '2287': laser marking machine operator
          #     '2288': metal nibbling operator
          #     '2289': metal planer operator
          #     '2290': moulding machine operator
          #     '2291': ornamental metal worker
          #     '2292': oxy fuel burning machine operator
          #     '2293': plasma cutting machine operator
          #     '2294': router operator
          #     '2295': scrap metal operative
          #     '2296': screw machine operator
          #     '2297': briquetting machine operator
          #     '2298': spark erosion machine operator
          #     '2299': stamping press operator
          #     '2300': straightening machine operator
          #     '2301': swaging machine operator
          #     '2302': thread rolling machine operator
          #     '2303': upsetting machine operator
          #     '2304': chain making machine operator
          #     '2305': computer numerical control machine operator
          #     '2306': engraving machine operator
          #     '2307': grinding machine operator
          #     '2308': laser cutting machine operator
          #     '2309': lathe and turning machine operator
          #     '2310': metalworking lathe operator
          #     '2311': metal sawing machine operator
          #     '2312': milling machine operator
          #     '2313': punch press operator
          #     '2314': water jet cutter operator
          #     '2315': drilling machine operator
          #     '2316': drill press operator
          #     '2317': fitter and turner
          #     '2318': gear machinist
          #     '2319': heat treatment furnace operator
          #     '2320': metal polisher
          #     '2321': tool grinder
          #     '2322': automotive brake technician
          #     '2323': vehicle technician
          #     '2324': coachbuilder
          #     '2325': diesel engine mechanic
          #     '2326': refurbishing technician
          #     '2327': restoration technician
          #     '2328': roadside vehicle technician
          #     '2329': tyre fitter
          #     '2330': vehicle maintenance attendant
          #     '2331': vehicle maintenance supervisor
          #     '2332': aircraft de-icer installer
          #     '2333': aircraft engine specialist
          #     '2334': aircraft gas turbine engine overhaul technician
          #     '2335': aircraft maintenance coordinator
          #     '2336': aircraft maintenance technician
          #     '2337': construction equipment technician
          #     '2338': marine mechanic
          #     '2339': mining equipment mechanic
          #     '2340': moulding machine technician
          #     '2341': pneumatic systems technician
          #     '2342': rotating equipment mechanic
          #     '2343': textile machinery technician
          #     '2344': crane technician
          #     '2345': fisheries assistant engineer
          #     '2346': fluid power technician
          #     '2347': forge equipment technician
          #     '2348': greaser
          #     '2349': industrial machinery mechanic
          #     '2350': land-based machinery technician
          #     '2351': agricultural machinery technician
          #     '2352': forestry machinery technician
          #     '2353': marine fitter
          #     '2354': bicycle mechanic
          #     '2355': clock and watchmaker
          #     '2356': optical instrument assembler
          #     '2357': optical instrument repairer
          #     '2358': precision instrument assembler
          #     '2359': surgical instrument maker
          #     '2360': watch and clock repairer
          #     '2361': idiophone musical instruments maker
          #     '2362': instrument technician
          #     '2363': keyboard musical instrument maker
          #     '2364': harpsichord maker
          #     '2365': organ builder
          #     '2366': piano maker
          #     '2367': membranophone musical instruments maker
          #     '2368': musical instrument technician
          #     '2369': stringed musical instrument maker
          #     '2370': guitar maker
          #     '2371': harp maker
          #     '2372': violin maker
          #     '2373': wind musical instrument maker
          #     '2374': jeweller
          #     '2375': filigree maker
          #     '2376': goldsmith
          #     '2377': jewellery engraver
          #     '2378': jewellery mounter
          #     '2379': jewellery polisher
          #     '2380': jewellery repairer
          #     '2381': precious stone setter
          #     '2382': silversmith
          #     '2383': precious stone cutter
          #     '2384': hand brick moulder
          #     '2385': production potter
          #     '2386': pottery and porcelain caster
          #     '2387': glass-blower
          #     '2388': glass beveller
          #     '2389': decorative painter
          #     '2390': ceramic painter
          #     '2391': glass painter
          #     '2392': porcelain painter
          #     '2393': wood painter
          #     '2394': glass engraver
          #     '2395': metal engraver
          #     '2396': sign maker
          #     '2397': artisan papermaker
          #     '2398': basketmaker
          #     '2399': brush maker
          #     '2400': toymaker
          #     '2401': wicker furniture maker
          #     '2402': woodcarver
          #     '2403': carpet handicraft worker
          #     '2404': carpet weaver
          #     '2405': fishing net maker
          #     '2406': knitter
          #     '2407': leather goods artisanal worker
          #     '2408': weaver
          #     '2409': candle maker
          #     '2410': sports equipment repair technician
          #     '2411': prepress technician
          #     '2412': imagesetter
          #     '2413': lithographer
          #     '2414': prepress operator
          #     '2415': scanning operator
          #     '2416': screen making technician
          #     '2417': typesetter
          #     '2418': digital printer
          #     '2419': textile printer
          #     '2420': flexographic press operator
          #     '2421': gravure press operator
          #     '2422': hot foil operator
          #     '2423': offset printer
          #     '2424': paper embossing press operator
          #     '2425': printing textile technician
          #     '2426': reprographics technician
          #     '2427': screen printer
          #     '2428': bindery operator
          #     '2429': book-sewing machine operator
          #     '2430': book restorer
          #     '2431': print folding operator
          #     '2432': electrician
          #     '2433': building electrician
          #     '2434': domestic electrician
          #     '2435': industrial electrician
          #     '2436': electric meter technician
          #     '2437': event electrician
          #     '2438': solar energy technician
          #     '2439': automotive battery technician
          #     '2440': power tool repair technician
          #     '2441': rolling stock electrician
          #     '2442': theme park technician
          #     '2443': automotive electrician
          #     '2444': electrical mechanic
          #     '2445': geothermal technician
          #     '2446': ground lighting officer
          #     '2447': household appliances repair technician
          #     '2448': lift technician
          #     '2449': marine electrician
          #     '2450': mining electrician
          #     '2451': electricity distribution technician
          #     '2452': cable jointer
          #     '2453': overhead line worker
          #     '2454': street lighting electrician
          #     '2455': ATM repair technician
          #     '2456': avionics technician
          #     '2457': consumer electronics repair technician
          #     '2458': marine electronics technician
          #     '2459': office equipment repair technician
          #     '2460': railway electronic technician
          #     '2461': smart home installer
          #     '2462': vehicle electronics installer
          #     '2463': communication infrastructure maintainer
          #     '2464': computer hardware repair technician
          #     '2465': mobile devices technician
          #     '2466': mobile phone repair technician
          #     '2467': radio technician
          #     '2468': security alarm technician
          #     '2469': telecommunications equipment maintainer
          #     '2470': telecommunications technician
          #     '2471': butcher
          #     '2472': halal butcher
          #     '2473': kosher butcher
          #     '2474': fish preparation operator
          #     '2475': fish trimmer
          #     '2476': meat cutter
          #     '2477': meat preparations operator
          #     '2478': slaughterer
          #     '2479': halal slaughterer
          #     '2480': kosher slaughterer
          #     '2481': baker
          #     '2482': chocolatier
          #     '2483': confectioner
          #     '2484': pasta maker
          #     '2485': pastry maker
          #     '2486': dairy products maker
          #     '2487': milk reception operator
          #     '2488': fruit and vegetable preserver
          #     '2489': oil mill operator
          #     '2490': oilseed presser
          #     '2491': coffee taster
          #     '2492': farm milk controller
          #     '2493': food grader
          #     '2494': malt master
          #     '2495': master coffee roaster
          #     '2496': curing room worker
          #     '2497': leaf sorter
          #     '2498': leaf tier
          #     '2499': wood drying kiln operator
          #     '2500': wood treater
          #     '2501': antique furniture reproducer
          #     '2502': cabinet maker
          #     '2503': cooper
          #     '2504': furniture finisher
          #     '2505': furniture restorer
          #     '2506': recreation model maker
          #     '2507': nailing machine operator
          #     '2508': wood boring machine operator
          #     '2509': wooden furniture machine operator
          #     '2510': wood pallet maker
          #     '2511': wood sander
          #     '2512': woodturner
          #     '2513': costume maker
          #     '2514': dressmaker
          #     '2515': hide grader
          #     '2516': milliner
          #     '2517': tailor
          #     '2518': wig and hairpiece maker
          #     '2519': clothing CAD patternmaker
          #     '2520': clothing cutter
          #     '2521': clothing product grader
          #     '2522': digital prototyper
          #     '2523': leather goods CAD patternmaker
          #     '2524': leather goods patternmaker
          #     '2525': wearing apparel patternmaker
          #     '2526': doll maker
          #     '2527': embroiderer
          #     '2528': glove maker
          #     '2529': made-up textile articles manufacturer
          #     '2530': sewing machinist
          #     '2531': aircraft interior technician
          #     '2532': mattress maker
          #     '2533': upholsterer
          #     '2534': furniture upholsterer
          #     '2535': marine upholsterer
          #     '2536': motor vehicle upholsterer
          #     '2537': railway car upholsterer
          #     '2538': leather sorter
          #     '2539': tanner
          #     '2540': leather goods manual operator
          #     '2541': leather goods finishing operator
          #     '2542': leather goods hand cutting operator
          #     '2543': leather goods hand stitcher
          #     '2544': shoemaker
          #     '2545': bespoke footwear technician
          #     '2546': footwear 3D developer
          #     '2547': footwear CAD patternmaker
          #     '2548': footwear hand sewer
          #     '2549': footwear patternmaker
          #     '2550': hand lasting operator
          #     '2551': orthopaedic footwear technician
          #     '2552': shoe repairer
          #     '2553': construction commercial diver
          #     '2554': harvest diver
          #     '2555': rescue diver
          #     '2556': shotfirer
          #     '2557': automated optical inspection operator
          #     '2558': product quality inspector
          #     '2559': cigar inspector
          #     '2560': clothing quality inspector
          #     '2561': precision device inspector
          #     '2562': textile quality inspector
          #     '2563': veneer grader
          #     '2564': automotive test driver
          #     '2565': battery test technician
          #     '2566': control panel tester
          #     '2567': non-destructive testing specialist
          #     '2568': printed circuit board test technician
          #     '2569': product assembly inspector
          #     '2570': aircraft assembly inspector
          #     '2571': consumer goods inspector
          #     '2572': electrical equipment inspector
          #     '2573': electronic equipment inspector
          #     '2574': motor vehicle assembly inspector
          #     '2575': rolling stock assembly inspector
          #     '2576': vessel assembly inspector
          #     '2577': product grader
          #     '2578': engineered wood board grader
          #     '2579': lumber grader
          #     '2580': pulp grader
          #     '2581': product quality controller
          #     '2582': footwear quality controller
          #     '2583': leather goods quality controller
          #     '2584': metal product quality control inspector
          #     '2585': pest management worker
          #     '2586': pesticides sprayer
          #     '2587': dewatering technician
          #     '2588': driller
          #     '2589': surface miner
          #     '2590': underground heavy equipment operator
          #     '2591': underground miner
          #     '2592': mineral crushing operator
          #     '2593': mineral processing operator
          #     '2594': stone driller
          #     '2595': stone planer
          #     '2596': derrickhand
          #     '2597': drill operator
          #     '2598': oil rig motorhand
          #     '2599': pipeline pump operator
          #     '2600': roughneck
          #     '2601': roustabout
          #     '2602': tool pusher
          #     '2603': tunnel boring machine operator
          #     '2604': well-digger
          #     '2605': asphalt plant operator
          #     '2606': block machine operator
          #     '2607': concrete products machine operator
          #     '2608': electrolytic cell maker
          #     '2609': precast moulder
          #     '2610': slate mixer
          #     '2611': stone polisher
          #     '2612': stone splitter
          #     '2613': casting machine operator
          #     '2614': extrusion machine operator
          #     '2615': metal annealer
          #     '2616': metal drawing machine operator
          #     '2617': metal rolling mill operator
          #     '2618': spring maker
          #     '2619': wire weaving machine operator
          #     '2620': abrasive blasting operator
          #     '2621': rustproofer
          #     '2622': surface grinding machine operator
          #     '2623': tumbling machine operator
          #     '2624': anodising machine operator
          #     '2625': coating machine operator
          #     '2626': cylindrical grinder operator
          #     '2627': deburring machine operator
          #     '2628': dip tank operator
          #     '2629': electroplating machine operator
          #     '2630': enameller
          #     '2631': filing machine operator
          #     '2632': capsule filling machine operator
          #     '2633': lime kiln operator
          #     '2634': mine control room operator
          #     '2635': nitrator operator
          #     '2636': nitroglycerin neutraliser
          #     '2637': nitroglycerin separator operator
          #     '2638': nonwoven filament machine operator
          #     '2639': perfume production machine operator
          #     '2640': pill maker operator
          #     '2641': plodder operator
          #     '2642': soap maker
          #     '2643': soap chipper
          #     '2644': soap drier operator
          #     '2645': chemical mixer
          #     '2646': fertiliser mixer
          #     '2647': lacquer maker
          #     '2648': paint mixer
          #     '2649': pesticide mixer
          #     '2650': tracer powder blender
          #     '2651': varnish maker
          #     '2652': soap tower operator
          #     '2653': wax bleacher
          #     '2654': coking furnace operator
          #     '2655': cosmetics production machine operator
          #     '2656': distillation operator
          #     '2657': dry house attendant
          #     '2658': fermenter operator
          #     '2659': gauger
          #     '2660': granulator machine operator
          #     '2661': motion picture film developer
          #     '2662': photographic developer
          #     '2663': rubber products machine operator
          #     '2664': belt builder
          #     '2665': coagulation operator
          #     '2666': foam rubber mixer
          #     '2667': rubber cutting machine tender
          #     '2668': rubber dipping machine operator
          #     '2669': sectional belt mould assembler
          #     '2670': tyre builder
          #     '2671': tyre vulcaniser
          #     '2672': V-belt builder
          #     '2673': V-belt coverer
          #     '2674': V-belt finisher
          #     '2675': blow moulding machine operator
          #     '2676': plastic heat treatment equipment operator
          #     '2677': plastic rolling machine operator
          #     '2678': pultrusion machine operator
          #     '2679': record press operator
          #     '2680': vacuum forming machine operator
          #     '2681': cake press operator
          #     '2682': compression moulding machine operator
          #     '2683': fiberglass laminator
          #     '2684': fibreglass machine operator
          #     '2685': filament winding operator
          #     '2686': injection moulding operator
          #     '2687': optical disc moulding machine operator
          #     '2688': insulating tube winder
          #     '2689': plastic furniture machine operator
          #     '2690': absorbent pad machine operator
          #     '2691': corrugator operator
          #     '2692': envelope maker
          #     '2693': paper bag machine operator
          #     '2694': paperboard products assembler
          #     '2695': paper cutter operator
          #     '2696': tissue paper perforating and rewinding operator
          #     '2697': paper stationery machine operator
          #     '2698': cotton gin operator
          #     '2699': spinning machine operator
          #     '2700': man-made fiber spinner
          #     '2701': twisting machine operator
          #     '2702': yarn spinner
          #     '2703': spinning textile technician
          #     '2704': winding machine operator
          #     '2705': knitting machine operator
          #     '2706': knitting machine supervisor
          #     '2707': knitting textile technician
          #     '2708': textile machine operator
          #     '2709': weaving machine operator
          #     '2710': tufting operator
          #     '2711': weaving machine supervisor
          #     '2712': weaving textile technician
          #     '2713': sewing machine operator
          #     '2714': clothing alteration machinist
          #     '2715': clothing sample machinist
          #     '2716': embroidery machine operator
          #     '2717': leather goods stitching machine operator
          #     '2718': protective clothing apparel manufacturer
          #     '2719': finishing textile technician
          #     '2720': textile dyeing technician
          #     '2721': textile dyer
          #     '2722': textile finishing machine operator
          #     '2723': leather production machine operator
          #     '2724': colour sampling operator
          #     '2725': leather finishing operator
          #     '2726': automated cutting machine operator
          #     '2727': footwear production machine operator
          #     '2728': cutting machine operator
          #     '2729': footwear maintenance technician
          #     '2730': footwear stitching machine operator
          #     '2731': lasting machine operator
          #     '2732': pre-lasting operator
          #     '2733': sole and heel operator
          #     '2734': leather goods machine operator
          #     '2735': leather goods maintenance technician
          #     '2736': pre-stitching machine operator
          #     '2737': laundry worker
          #     '2738': laundry ironer
          #     '2739': laundry workers supervisor
          #     '2740': braiding machine operator
          #     '2741': braiding textile technician
          #     '2742': canvas goods assembler
          #     '2743': leather measuring operator
          #     '2744': mattress making machine operator
          #     '2745': nonwoven staple machine operator
          #     '2746': nonwoven  textile technician
          #     '2747': textile pattern making machine operator
          #     '2748': animal feed operator
          #     '2749': cacao beans cleaner
          #     '2750': candy machine operator
          #     '2751': carbonation operator
          #     '2752': cellar operator
          #     '2753': centrifuge operator
          #     '2754': chilling operator
          #     '2755': chocolate moulding operator
          #     '2756': cider fermentation operator
          #     '2757': cigarette making machine operator
          #     '2758': clarifier
          #     '2759': baking operator
          #     '2760': cocoa mill operator
          #     '2761': cocoa press operator
          #     '2762': coffee grinder
          #     '2763': coffee roaster
          #     '2764': dairy processing operator
          #     '2765': dairy products manufacturing worker
          #     '2766': distillery miller
          #     '2767': distillery worker
          #     '2768': dryer attendant
          #     '2769': extract mixer tester
          #     '2770': beverage filtration technician
          #     '2771': fat-purification worker
          #     '2772': fish canning operator
          #     '2773': fish production operator
          #     '2774': flour purifier operator
          #     '2775': food production operator
          #     '2776': fruit-press operator
          #     '2777': fruit and vegetable canner
          #     '2778': germination operator
          #     '2779': honey extractor
          #     '2780': hydrogenation machine operator
          #     '2781': blanching operator
          #     '2782': kettle tender
          #     '2783': liquor blender
          #     '2784': liquor grinding mill operator
          #     '2785': malt kiln operator
          #     '2786': milk heat treatment process operator
          #     '2787': miller
          #     '2788': pasta operator
          #     '2789': prepared meat operator
          #     '2790': refining machine operator
          #     '2791': sauce production operator
          #     '2792': blender operator
          #     '2793': starch converting operator
          #     '2794': starch extraction operator
          #     '2795': sugar refinery operator
          #     '2796': vermouth manufacturer
          #     '2797': wine fermenter
          #     '2798': yeast distiller
          #     '2799': blending plant operator
          #     '2800': brew house operator
          #     '2801': bulk filler
          #     '2802': cacao bean roaster
          #     '2803': bleacher operator
          #     '2804': digester operator
          #     '2805': froth flotation deinking operator
          #     '2806': laminating machine operator
          #     '2807': paper machine operator
          #     '2808': paper pulp moulding operator
          #     '2809': pulp technician
          #     '2810': wash deinking operator
          #     '2811': chipper operator
          #     '2812': crosscut saw operator
          #     '2813': debarker operator
          #     '2814': engineered wood board machine operator
          #     '2815': sawmill operator
          #     '2816': band saw operator
          #     '2817': planer thicknesser operator
          #     '2818': table saw operator
          #     '2819': veneer slicer operator
          #     '2820': wood router operator
          #     '2821': wood fuel pelletiser
          #     '2822': auger press operator
          #     '2823': kiln firer
          #     '2824': brick and tile caster
          #     '2825': clay kiln burner
          #     '2826': clay products dry kiln operator
          #     '2827': tunnel kiln operator
          #     '2828': drawing kiln operator
          #     '2829': dry press operator
          #     '2830': fibre machine tender
          #     '2831': glass annealer
          #     '2832': glass forming machine operator
          #     '2833': glass polisher
          #     '2834': boiler operator
          #     '2835': steam plant operator
          #     '2836': canning and bottling line operator
          #     '2837': cigar brander
          #     '2838': cylinder filler
          #     '2839': footwear finishing and packing operator
          #     '2840': heat sealing machine operator
          #     '2841': leather goods packing operator
          #     '2842': packaging and filling machine operator
          #     '2843': edge bander operator
          #     '2844': slitter operator
          #     '2845': aircraft assembler
          #     '2846': aircraft engine assembler
          #     '2847': industrial machinery assembler
          #     '2848': mechatronics assembler
          #     '2849': motorcycle assembler
          #     '2850': motor vehicle assembler
          #     '2851': motor vehicle body assembler
          #     '2852': motor vehicle engine assembler
          #     '2853': motor vehicle parts assembler
          #     '2854': rolling stock assembler
          #     '2855': vessel engine assembler
          #     '2856': dental instrument assembler
          #     '2857': electrical equipment assembler
          #     '2858': control panel assembler
          #     '2859': electrical cable assembler
          #     '2860': wire harness assembler
          #     '2861': electronic equipment assembler
          #     '2862': battery assembler
          #     '2863': electromechanical equipment assembler
          #     '2864': electronic musical instrument maker
          #     '2865': photographic equipment assembler
          #     '2866': printed circuit board assembler
          #     '2867': semiconductor processor
          #     '2868': surface-mount technology machine operator
          #     '2869': wave soldering machine operator
          #     '2870': ammunition assembler
          #     '2871': rubber goods assembler
          #     '2872': wood products assembler
          #     '2873': bicycle assembler
          #     '2874': firework assembler
          #     '2875': furniture assembler
          #     '2876': jewellery assembler
          #     '2877': medical device assembler
          #     '2878': metal furniture machine operator
          #     '2879': metal products assembler
          #     '2880': plastic products assembler
          #     '2881': train driver
          #     '2882': level crossing signalperson
          #     '2883': rail switchperson
          #     '2884': shunter
          #     '2885': train dispatcher
          #     '2886': train preparer
          #     '2887': motorcycle delivery person
          #     '2888': armoured car driver
          #     '2889': car and van delivery driver
          #     '2890': hearse driver
          #     '2891': parking valet
          #     '2892': patient transport services driver
          #     '2893': private chauffeur
          #     '2894': taxi driver
          #     '2895': bus driver
          #     '2896': trolley bus driver
          #     '2897': tram driver
          #     '2898': aircraft fuel system operator
          #     '2899': cargo vehicle driver
          #     '2900': concrete pump operator
          #     '2901': dangerous goods driver
          #     '2902': fire service vehicle operator
          #     '2903': live animal transporter
          #     '2904': moving truck driver
          #     '2905': refuse vehicle driver
          #     '2906': forestry equipment operator
          #     '2907': land-based machinery operator
          #     '2908': land-based machinery supervisor
          #     '2909': bulldozer operator
          #     '2910': surface mine plant operator
          #     '2911': dredge operator
          #     '2912': excavator operator
          #     '2913': grader operator
          #     '2914': pile driving hammer operator
          #     '2915': road construction worker
          #     '2916': road roller operator
          #     '2917': scraper operator
          #     '2918': snow-clearing worker
          #     '2919': automated cable vehicle controller
          #     '2920': container crane operator
          #     '2921': mobile crane operator
          #     '2922': production plant crane operator
          #     '2923': tower crane operator
          #     '2924': forklift operator
          #     '2925': boatswain
          #     '2926': decksman
          #     '2927': engine minder
          #     '2928': fisheries deckhand
          #     '2929': matrose
          #     '2930': ordinary seaman
          #     '2931': sailor
          #     '2932': domestic cleaner
          #     '2933': aircraft groomer
          #     '2934': building cleaner
          #     '2935': furniture cleaner
          #     '2936': room attendant
          #     '2937': toilet attendant
          #     '2938': train cleaner
          #     '2939': linen room attendant
          #     '2940': wearing apparel presser
          #     '2941': vehicle cleaner
          #     '2942': window cleaner
          #     '2943': drapery and carpet cleaner
          #     '2944': sewerage cleaner
          #     '2945': swimming facility attendant
          #     '2946': fruit and vegetable picker
          #     '2947': vineyard worker
          #     '2948': catcher
          #     '2949': equine worker
          #     '2950': groom
          #     '2951': livestock worker
          #     '2952': crop production worker
          #     '2953': garden labourer
          #     '2954': horticulture worker
          #     '2955': forest worker
          #     '2956': aquaculture cage mooring worker
          #     '2957': aquaculture harvesting worker
          #     '2958': on foot aquatic resources collector
          #     '2959': water-based aquaculture worker
          #     '2960': mining assistant
          #     '2961': civil engineering worker
          #     '2962': drainage worker
          #     '2963': rail layer
          #     '2964': road maintenance worker
          #     '2965': road marker
          #     '2966': road sign installer
          #     '2967': waterway construction labourer
          #     '2968': building construction worker
          #     '2969': clothing finisher
          #     '2970': hand packer
          #     '2971': factory hand
          #     '2972': wood caulker
          #     '2973': bicycle courier
          #     '2974': carriage driver
          #     '2975': airport baggage handler
          #     '2976': distribution centre dispatcher
          #     '2977': materials handler
          #     '2978': mover
          #     '2979': rail intermodal equipment operator
          #     '2980': stevedore
          #     '2981': stevedore superintendent
          #     '2982': warehouse worker
          #     '2983': warehouse order picker
          #     '2984': shelf filler
          #     '2985': pizzaiolo
          #     '2986': quick service restaurant crew member
          #     '2987': kitchen assistant
          #     '2988': kitchen porter
          #     '2989': leaflet distributor
          #     '2990': hawker
          #     '2991': refuse collector
          #     '2992': recycling worker
          #     '2993': sorter labourer
          #     '2994': street sweeper
          #     '2995': doorman/doorwoman
          #     '2996': hotel porter
          #     '2997': handyman
          #     '2998': meter reader
          #     '2999': vending machine operator
          #     '3000': advertising installer
          #     '3001': amusement and recreation attendant
          #     '3002': attraction operator
          #     '3003': cloak room attendant
          #     '3004': laundromat attendant
          #     '3005': locker room attendant
          #     '3006': usher
          #     '3007': None
      - name: ESCO_DESCRIPTION
        dtype: string
      - name: LANGUAGE
        dtype: string

    splits:
      - name: train
        num_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:
      ESCO_DESCRIPTION: text
      ISCO_CODE_4: 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
---