danieldux/ESCO

---
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'
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# '160': '3254'
# '161': '3255'
# '162': '3256'
# '163': '3257'
# '164': '3258'
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# '166': '3311'
# '167': '3312'
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# '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'
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# '262': '5245'
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# '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'
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# '288': '6224'
# '289': '7111'
# '290': '7112'
# '291': '7113'
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# '293': '7115'
# '294': '7119'
# '295': '7121'
# '296': '7122'
# '297': '7123'
# '298': '7124'
# '299': '7125'
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# '301': '7127'
# '302': '7131'
# '303': '7132'
# '304': '7133'
# '305': '7211'
# '306': '7212'
# '307': '7213'
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# '310': '7221'
# '311': '7222'
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# '326': '7319'
# '327': '7321'
# '328': '7322'
# '329': '7323'
# '330': '7411'
# '331': '7412'
# '332': '7413'
# '333': '7421'
# '334': '7422'
# '335': '7511'
# '336': '7512'
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# '338': '7514'
# '339': '7515'
# '340': '7516'
# '341': '7521'
# '342': '7522'
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# '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
# '748': 2320.1.14
# '749': 2320.1.15
# '750': 2320.1.16
# '751': 2320.1.17
# '752': 2320.1.18
# '753': 2320.1.19
# '754': 2320.1.2
# '755': 2320.1.20
# '756': 2320.1.21
# '757': 2320.1.22
# '758': 2320.1.23
# '759': 2320.1.24
# '760': 2320.1.3
# '761': 2320.1.4
# '762': 2320.1.5
# '763': 2320.1.6
# '764': 2320.1.7
# '765': 2320.1.8
# '766': 2320.1.9
# '767': '2330.1'
# '768': 2330.1.1
# '769': 2330.1.10
# '770': 2330.1.11
# '771': 2330.1.12
# '772': 2330.1.13
# '773': 2330.1.14
# '774': 2330.1.15
# '775': 2330.1.16
# '776': 2330.1.17
# '777': 2330.1.18
# '778': 2330.1.2
# '779': 2330.1.3
# '780': 2330.1.4
# '781': 2330.1.5
# '782': 2330.1.6
# '783': 2330.1.7
# '784': 2330.1.8
# '785': 2330.1.9
# '786': '2341.1'
# '787': 2341.1.1
# '788': '2342.1'
# '789': '2342.2'
# '790': '2342.3'
# '791': '2351.1'
# '792': '2351.2'
# '793': '2351.3'
# '794': '2351.4'
# '795': '2352.1'
# '796': 2352.1.1
# '797': 2352.1.2
# '798': 2352.1.3
# '799': 2352.1.4
# '800': 2352.1.5
# '801': 2352.1.6
# '802': '2352.2'
# '803': '2353.1'
# '804': '2353.2'
# '805': '2354.1'
# '806': '2355.1'
# '807': '2355.2'
# '808': '2355.3'
# '809': '2355.4'
# '810': '2355.5'
# '811': '2355.6'
# '812': '2356.1'
# '813': 2356.1.1
# '814': '2359.1'
# '815': '2359.10'
# '816': '2359.11'
# '817': '2359.12'
# '818': '2359.13'
# '819': '2359.14'
# '820': '2359.2'
# '821': '2359.3'
# '822': '2359.4'
# '823': '2359.5'
# '824': '2359.6'
# '825': '2359.7'
# '826': '2359.8'
# '827': '2359.9'
# '828': '2411.1'
# '829': 2411.1.1
# '830': 2411.1.10
# '831': 2411.1.11
# '832': 2411.1.12
# '833': 2411.1.2
# '834': 2411.1.3
# '835': 2411.1.4
# '836': 2411.1.5
# '837': 2411.1.6
# '838': 2411.1.7
# '839': 2411.1.8
# '840': 2411.1.9
# '841': '2412.1'
# '842': '2412.10'
# '843': '2412.11'
# '844': '2412.2'
# '845': '2412.3'
# '846': '2412.4'
# '847': 2412.4.1
# '848': '2412.5'
# '849': '2412.6'
# '850': 2412.6.1
# '851': 2412.6.2
# '852': 2412.6.3
# '853': 2412.6.4
# '854': '2412.7'
# '855': '2412.8'
# '856': '2412.9'
# '857': '2413.1'
# '858': 2413.1.1
# '859': 2413.1.2
# '860': 2413.1.3
# '861': 2413.1.4
# '862': '2413.2'
# '863': '2421.1'
# '864': 2421.1.1
# '865': '2421.2'
# '866': '2421.3'
# '867': '2421.4'
# '868': '2421.5'
# '869': '2422.1'
# '870': '2422.10'
# '871': '2422.11'
# '872': '2422.12'
# '873': 2422.12.1
# '874': 2422.12.10
# '875': 2422.12.11
# '876': 2422.12.12
# '877': 2422.12.13
# '878': 2422.12.14
# '879': 2422.12.15
# '880': 2422.12.2
# '881': 2422.12.3
# '882': 2422.12.4
# '883': 2422.12.5
# '884': 2422.12.6
# '885': 2422.12.7
# '886': 2422.12.8
# '887': 2422.12.9
# '888': '2422.13'
# '889': '2422.14'
# '890': '2422.15'
# '891': '2422.16'
# '892': '2422.17'
# '893': '2422.18'
# '894': '2422.2'
# '895': '2422.3'
# '896': '2422.5'
# '897': '2422.6'
# '898': '2422.7'
# '899': '2422.8'
# '900': '2422.9'
# '901': '2423.1'
# '902': '2423.2'
# '903': '2423.3'
# '904': '2423.4'
# '905': '2423.5'
# '906': '2423.6'
# '907': '2424.1'
# '908': '2424.2'
# '909': '2424.3'
# '910': '2431.1'
# '911': '2431.10'
# '912': 2431.10.1
# '913': 2431.10.2
# '914': 2431.10.3
# '915': 2431.10.4
# '916': '2431.11'
# '917': '2431.12'
# '918': '2431.13'
# '919': '2431.14'
# '920': '2431.15'
# '921': '2431.16'
# '922': '2431.2'
# '923': '2431.3'
# '924': '2431.4'
# '925': '2431.5'
# '926': '2431.6'
# '927': '2431.7'
# '928': '2431.8'
# '929': '2431.9'
# '930': '2432.1'
# '931': '2432.2'
# '932': '2432.3'
# '933': '2432.4'
# '934': '2432.5'
# '935': '2432.6'
# '936': 2432.6.1
# '937': '2432.7'
# '938': '2432.8'
# '939': '2432.9'
# '940': 2432.9.1
# '941': '2433.1'
# '942': '2433.2'
# '943': '2433.3'
# '944': '2433.4'
# '945': '2433.5'
# '946': '2433.6'
# '947': 2433.6.1
# '948': 2433.6.2
# '949': 2433.6.3
# '950': 2433.6.4
# '951': 2433.6.5
# '952': 2433.6.6
# '953': 2433.6.7
# '954': '2434.1'
# '955': '2434.2'
# '956': '2434.3'
# '957': '2434.4'
# '958': '2511.1'
# '959': '2511.10'
# '960': '2511.11'
# '961': '2511.12'
# '962': '2511.13'
# '963': '2511.14'
# '964': 2511.14.1
# '965': '2511.15'
# '966': '2511.16'
# '967': '2511.17'
# '968': '2511.18'
# '969': '2511.19'
# '970': '2511.2'
# '971': '2511.3'
# '972': '2511.4'
# '973': '2511.5'
# '974': '2511.6'
# '975': '2511.7'
# '976': '2511.8'
# '977': '2511.9'
# '978': '2512.1'
# '979': '2512.2'
# '980': '2512.3'
# '981': '2512.4'
# '982': 2512.4.1
# '983': '2512.5'
# '984': '2513.1'
# '985': '2513.2'
# '986': '2513.3'
# '987': '2513.4'
# '988': '2513.5'
# '989': '2514.1'
# '990': '2514.2'
# '991': 2514.2.1
# '992': 2514.2.2
# '993': '2514.3'
# '994': '2514.4'
# '995': '2519.1'
# '996': '2519.2'
# '997': '2519.3'
# '998': '2519.4'
# '999': '2519.5'
# '1000': '2519.6'
# '1001': '2519.7'
# '1002': 2519.7.1
# '1003': 2519.7.2
# '1004': 2519.7.3
# '1005': 2519.7.4
# '1006': 2519.7.5
# '1007': '2521.1'
# '1008': '2521.2'
# '1009': '2521.3'
# '1010': '2521.4'
# '1011': '2521.5'
# '1012': '2522.1'
# '1013': 2522.1.1
# '1014': 2522.1.2
# '1015': '2523.1'
# '1016': '2523.2'
# '1017': '2523.3'
# '1018': '2529.1'
# '1019': '2529.2'
# '1020': '2529.3'
# '1021': '2529.4'
# '1022': '2529.5'
# '1023': '2529.6'
# '1024': '2529.7'
# '1025': '2529.8'
# '1026': '2529.9'
# '1027': '2611.1'
# '1028': 2611.1.1
# '1029': 2611.1.2
# '1030': '2612.1'
# '1031': 2612.1.1
# '1032': '2619.1'
# '1033': '2619.10'
# '1034': '2619.11'
# '1035': '2619.12'
# '1036': '2619.2'
# '1037': '2619.3'
# '1038': '2619.4'
# '1039': '2619.5'
# '1040': '2619.6'
# '1041': '2619.7'
# '1042': '2619.8'
# '1043': '2619.9'
# '1044': '2621.1'
# '1045': '2621.2'
# '1046': '2621.3'
# '1047': '2621.4'
# '1048': '2621.5'
# '1049': '2621.6'
# '1050': '2621.7'
# '1051': '2621.8'
# '1052': '2621.9'
# '1053': '2622.1'
# '1054': '2622.2'
# '1055': '2631.1'
# '1056': '2631.2'
# '1057': 2631.2.1
# '1058': 2631.2.2
# '1059': 2631.2.3
# '1060': 2631.2.4
# '1061': '2632.1'
# '1062': 2632.1.1
# '1063': 2632.1.2
# '1064': '2632.2'
# '1065': '2632.3'
# '1066': '2632.4'
# '1067': '2632.5'
# '1068': '2632.6'
# '1069': 2632.6.1
# '1070': '2632.7'
# '1071': '2633.1'
# '1072': 2633.1.1
# '1073': '2633.2'
# '1074': '2633.3'
# '1075': '2634.1'
# '1076': '2634.2'
# '1077': 2634.2.1
# '1078': 2634.2.2
# '1079': 2634.2.3
# '1080': 2634.2.4
# '1081': '2635.1'
# '1082': 2635.1.1
# '1083': 2635.1.2
# '1084': 2635.1.3
# '1085': 2635.1.4
# '1086': 2635.1.5
# '1087': '2635.2'
# '1088': '2635.3'
# '1089': 2635.3.1
# '1090': 2635.3.10
# '1091': 2635.3.11
# '1092': 2635.3.12
# '1093': 2635.3.13
# '1094': 2635.3.14
# '1095': 2635.3.15
# '1096': 2635.3.16
# '1097': 2635.3.17
# '1098': 2635.3.18
# '1099': 2635.3.19
# '1100': 2635.3.2
# '1101': 2635.3.20
# '1102': 2635.3.21
# '1103': 2635.3.22
# '1104': 2635.3.23
# '1105': 2635.3.24
# '1106': 2635.3.25
# '1107': 2635.3.26
# '1108': 2635.3.27
# '1109': 2635.3.27.1
# '1110': 2635.3.3
# '1111': 2635.3.4
# '1112': 2635.3.5
# '1113': 2635.3.6
# '1114': 2635.3.7
# '1115': 2635.3.8
# '1116': 2635.3.9
# '1117': '2636.1'
# '1118': '2636.2'
# '1119': '2636.3'
# '1120': '2636.4'
# '1121': '2641.1'
# '1122': '2641.2'
# '1123': '2641.3'
# '1124': '2641.4'
# '1125': 2641.4.1
# '1126': 2641.4.2
# '1127': 2641.4.3
# '1128': 2641.4.4
# '1129': '2642.1'
# '1130': 2642.1.1
# '1131': 2642.1.10
# '1132': 2642.1.11
# '1133': 2642.1.12
# '1134': 2642.1.13
# '1135': 2642.1.14
# '1136': 2642.1.15
# '1137': 2642.1.16
# '1138': 2642.1.17
# '1139': 2642.1.2
# '1140': 2642.1.3
# '1141': 2642.1.4
# '1142': 2642.1.5
# '1143': 2642.1.6
# '1144': 2642.1.7
# '1145': 2642.1.8
# '1146': 2642.1.9
# '1147': '2643.1'
# '1148': '2643.2'
# '1149': '2643.3'
# '1150': '2643.4'
# '1151': 2643.4.1
# '1152': '2643.5'
# '1153': '2643.6'
# '1154': 2643.6.1
# '1155': 2643.6.2
# '1156': '2651.1'
# '1157': '2651.10'
# '1158': '2651.11'
# '1159': '2651.2'
# '1160': '2651.3'
# '1161': '2651.4'
# '1162': '2651.5'
# '1163': '2651.6'
# '1164': '2651.7'
# '1165': '2651.8'
# '1166': '2651.9'
# '1167': '2652.1'
# '1168': 2652.1.1
# '1169': '2652.2'
# '1170': '2652.3'
# '1171': 2652.3.1
# '1172': 2652.3.1.1
# '1173': 2652.3.2
# '1174': '2652.4'
# '1175': '2652.5'
# '1176': '2653.1'
# '1177': 2653.1.1
# '1178': 2653.1.2
# '1179': '2653.2'
# '1180': '2654.1'
# '1181': 2654.1.1
# '1182': 2654.1.2
# '1183': 2654.1.3
# '1184': 2654.1.4
# '1185': 2654.1.5
# '1186': 2654.1.6
# '1187': 2654.1.7
# '1188': 2654.1.8
# '1189': '2654.2'
# '1190': '2654.3'
# '1191': 2654.3.1
# '1192': 2654.3.2
# '1193': '2654.4'
# '1194': '2654.5'
# '1195': '2655.1'
# '1196': 2655.1.1
# '1197': '2656.1'
# '1198': '2656.2'
# '1199': '2656.3'
# '1200': '2659.1'
# '1201': '2659.2'
# '1202': 2659.2.1
# '1203': 2659.2.2
# '1204': 2659.2.3
# '1205': 2659.2.4
# '1206': 2659.2.5
# '1207': 2659.2.6
# '1208': '2659.3'
# '1209': '2659.4'
# '1210': '3111.1'
# '1211': 3111.1.1
# '1212': '3111.10'
# '1213': '3111.11'
# '1214': '3111.12'
# '1215': '3111.13'
# '1216': '3111.14'
# '1217': '3111.3'
# '1218': '3111.4'
# '1219': '3111.5'
# '1220': '3111.6'
# '1221': '3111.7'
# '1222': '3111.8'
# '1223': '3111.9'
# '1224': '3112.1'
# '1225': 3112.1.1
# '1226': 3112.1.10
# '1227': 3112.1.11
# '1228': 3112.1.12
# '1229': 3112.1.13
# '1230': 3112.1.2
# '1231': 3112.1.3
# '1232': 3112.1.4
# '1233': 3112.1.5
# '1234': 3112.1.5.1
# '1235': 3112.1.6
# '1236': 3112.1.7
# '1237': 3112.1.8
# '1238': 3112.1.9
# '1239': '3112.10'
# '1240': '3112.2'
# '1241': '3112.3'
# '1242': '3112.4'
# '1243': '3112.5'
# '1244': '3112.6'
# '1245': '3112.7'
# '1246': '3112.8'
# '1247': '3112.9'
# '1248': '3113.1'
# '1249': 3113.1.1
# '1250': 3113.1.2
# '1251': '3113.2'
# '1252': '3114.1'
# '1253': 3114.1.1
# '1254': 3114.1.10
# '1255': 3114.1.2
# '1256': 3114.1.3
# '1257': 3114.1.4
# '1258': 3114.1.5
# '1259': 3114.1.6
# '1260': 3114.1.7
# '1261': 3114.1.8
# '1262': 3114.1.9
# '1263': '3115.1'
# '1264': 3115.1.1
# '1265': 3115.1.10
# '1266': 3115.1.11
# '1267': 3115.1.12
# '1268': 3115.1.13
# '1269': 3115.1.14
# '1270': 3115.1.15
# '1271': 3115.1.16
# '1272': 3115.1.17
# '1273': 3115.1.18
# '1274': 3115.1.19
# '1275': 3115.1.2
# '1276': 3115.1.20
# '1277': 3115.1.21
# '1278': 3115.1.22
# '1279': 3115.1.23
# '1280': 3115.1.24
# '1281': 3115.1.3
# '1282': 3115.1.4
# '1283': 3115.1.5
# '1284': 3115.1.6
# '1285': 3115.1.7
# '1286': 3115.1.8
# '1287': 3115.1.9
# '1288': '3116.1'
# '1289': 3116.1.1
# '1290': 3116.1.2
# '1291': 3116.1.3
# '1292': 3116.1.4
# '1293': '3117.1'
# '1294': '3117.2'
# '1295': '3117.3'
# '1296': '3117.4'
# '1297': '3117.5'
# '1298': '3118.1'
# '1299': '3118.2'
# '1300': '3118.3'
# '1301': 3118.3.1
# '1302': 3118.3.10
# '1303': 3118.3.11
# '1304': 3118.3.12
# '1305': 3118.3.13
# '1306': 3118.3.2
# '1307': 3118.3.3
# '1308': 3118.3.4
# '1309': 3118.3.5
# '1310': 3118.3.6
# '1311': 3118.3.7
# '1312': 3118.3.8
# '1313': 3118.3.9
# '1314': '3118.4'
# '1315': '3119.1'
# '1316': '3119.10'
# '1317': '3119.11'
# '1318': '3119.12'
# '1319': '3119.13'
# '1320': '3119.14'
# '1321': '3119.15'
# '1322': '3119.16'
# '1323': 3119.16.1
# '1324': 3119.16.2
# '1325': 3119.16.3
# '1326': 3119.16.4
# '1327': 3119.16.5
# '1328': 3119.16.6
# '1329': '3119.17'
# '1330': '3119.18'
# '1331': '3119.19'
# '1332': '3119.2'
# '1333': 3119.2.1
# '1334': '3119.3'
# '1335': '3119.4'
# '1336': '3119.5'
# '1337': '3119.6'
# '1338': '3119.7'
# '1339': '3119.8'
# '1340': '3119.9'
# '1341': '3121.1'
# '1342': 3121.1.1
# '1343': '3122.1'
# '1344': '3122.2'
# '1345': '3122.3'
# '1346': 3122.3.1
# '1347': 3122.3.2
# '1348': 3122.3.3
# '1349': 3122.3.4
# '1350': 3122.3.5
# '1351': 3122.3.6
# '1352': 3122.3.7
# '1353': 3122.3.8
# '1354': '3122.4'
# '1355': 3122.4.1
# '1356': 3122.4.10
# '1357': 3122.4.11
# '1358': 3122.4.12
# '1359': 3122.4.13
# '1360': 3122.4.14
# '1361': 3122.4.15
# '1362': 3122.4.16
# '1363': 3122.4.2
# '1364': 3122.4.3
# '1365': 3122.4.4
# '1366': 3122.4.5
# '1367': 3122.4.6
# '1368': 3122.4.7
# '1369': 3122.4.8
# '1370': 3122.4.9
# '1371': '3122.5'
# '1372': '3123.1'
# '1373': 3123.1.1
# '1374': 3123.1.10
# '1375': 3123.1.11
# '1376': 3123.1.12
# '1377': 3123.1.13
# '1378': 3123.1.14
# '1379': 3123.1.15
# '1380': 3123.1.16
# '1381': 3123.1.17
# '1382': 3123.1.18
# '1383': 3123.1.19
# '1384': 3123.1.2
# '1385': 3123.1.20
# '1386': 3123.1.21
# '1387': 3123.1.22
# '1388': 3123.1.23
# '1389': 3123.1.24
# '1390': 3123.1.25
# '1391': 3123.1.26
# '1392': 3123.1.3
# '1393': 3123.1.4
# '1394': 3123.1.5
# '1395': 3123.1.6
# '1396': 3123.1.7
# '1397': 3123.1.8
# '1398': 3123.1.9
# '1399': '3123.2'
# '1400': '3131.1'
# '1401': '3131.2'
# '1402': '3131.3'
# '1403': 3131.3.1
# '1404': 3131.3.2
# '1405': 3131.3.3
# '1406': 3131.3.4
# '1407': 3131.3.5
# '1408': 3131.3.6
# '1409': 3131.3.7
# '1410': 3131.3.8
# '1411': 3131.3.9
# '1412': '3132.1'
# '1413': '3132.2'
# '1414': '3132.3'
# '1415': '3132.4'
# '1416': '3132.5'
# '1417': '3132.6'
# '1418': '3132.7'
# '1419': '3133.1'
# '1420': 3133.1.1
# '1421': 3133.1.2
# '1422': 3133.1.3
# '1423': 3133.1.4
# '1424': 3133.1.5
# '1425': '3134.1'
# '1426': '3134.2'
# '1427': '3134.3'
# '1428': '3134.4'
# '1429': '3134.5'
# '1430': '3135.1'
# '1431': '3139.1'
# '1432': 3139.1.1
# '1433': '3139.2'
# '1434': '3139.3'
# '1435': '3141.1'
# '1436': '3141.2'
# '1437': 3141.2.1
# '1438': 3141.2.2
# '1439': 3141.2.3
# '1440': 3141.2.4
# '1441': 3141.2.5
# '1442': '3142.1'
# '1443': 3142.1.1
# '1444': 3142.1.2
# '1445': 3142.1.3
# '1446': '3143.1'
# '1447': '3151.1'
# '1448': '3151.2'
# '1449': '3151.3'
# '1450': '3151.4'
# '1451': '3152.1'
# '1452': '3152.2'
# '1453': '3152.3'
# '1454': '3152.4'
# '1455': '3152.5'
# '1456': '3153.1'
# '1457': '3153.2'
# '1458': 3153.2.1
# '1459': 3153.2.2
# '1460': 3153.2.2.1
# '1461': 3153.2.3
# '1462': 3153.2.4
# '1463': 3153.2.5
# '1464': 3153.2.6
# '1465': '3153.3'
# '1466': '3153.4'
# '1467': '3154.1'
# '1468': 3154.1.1
# '1469': 3154.1.2
# '1470': 3154.1.3
# '1471': '3154.2'
# '1472': '3154.3'
# '1473': '3155.1'
# '1474': '3211.1'
# '1475': '3211.2'
# '1476': '3212.2'
# '1477': '3213.1'
# '1478': '3213.2'
# '1479': '3214.1'
# '1480': '3214.2'
# '1481': '3214.3'
# '1482': 3214.3.1
# '1483': '3222.1'
# '1484': '3230.1'
# '1485': '3240.1'
# '1486': '3240.2'
# '1487': 3240.2.1
# '1488': 3240.2.2
# '1489': 3240.2.3
# '1490': 3240.2.4
# '1491': '3251.1'
# '1492': '3251.2'
# '1493': '3252.1'
# '1494': 3252.1.1
# '1495': '3252.2'
# '1496': '3252.3'
# '1497': '3252.4'
# '1498': '3253.1'
# '1499': 3253.1.1
# '1500': '3254.1'
# '1501': 3254.1.1
# '1502': '3255.1'
# '1503': '3255.2'
# '1504': '3255.3'
# '1505': '3255.4'
# '1506': '3256.1'
# '1507': '3257.1'
# '1508': '3257.2'
# '1509': '3257.3'
# '1510': '3257.4'
# '1511': 3257.4.1
# '1512': 3257.4.2
# '1513': '3257.5'
# '1514': 3257.5.1
# '1515': '3257.6'
# '1516': '3257.7'
# '1517': '3258.1'
# '1518': '3258.2'
# '1519': '3259.1'
# '1520': '3259.2'
# '1521': '3259.3'
# '1522': '3259.4'
# '1523': '3259.5'
# '1524': '3259.7'
# '1525': '3259.8'
# '1526': '3311.1'
# '1527': '3311.2'
# '1528': 3311.2.1
# '1529': 3311.2.2
# '1530': 3311.2.3
# '1531': 3311.2.4
# '1532': 3311.2.4.1
# '1533': 3311.2.5
# '1534': '3311.3'
# '1535': 3311.3.1
# '1536': 3311.3.2
# '1537': 3311.3.3
# '1538': 3311.3.4
# '1539': 3311.3.5
# '1540': '3312.1'
# '1541': '3312.2'
# '1542': 3312.2.1
# '1543': '3312.3'
# '1544': '3312.4'
# '1545': '3312.5'
# '1546': '3312.6'
# '1547': '3312.7'
# '1548': '3313.1'
# '1549': '3313.2'
# '1550': '3313.3'
# '1551': '3314.1'
# '1552': '3314.2'
# '1553': '3315.1'
# '1554': '3315.2'
# '1555': '3315.3'
# '1556': '3315.4'
# '1557': '3315.5'
# '1558': '3315.6'
# '1559': '3315.7'
# '1560': '3315.8'
# '1561': '3321.1'
# '1562': '3321.2'
# '1563': '3321.3'
# '1564': 3321.3.1
# '1565': '3322.1'
# '1566': 3322.1.1
# '1567': 3322.1.2
# '1568': '3323.1'
# '1569': '3323.2'
# '1570': 3323.2.1
# '1571': 3323.2.2
# '1572': 3323.2.3
# '1573': 3323.2.4
# '1574': '3323.3'
# '1575': '3323.4'
# '1576': '3323.5'
# '1577': '3324.1'
# '1578': 3324.1.1
# '1579': 3324.1.2
# '1580': '3324.2'
# '1581': '3324.3'
# '1582': '3324.4'
# '1583': 3324.4.1
# '1584': 3324.4.10
# '1585': 3324.4.11
# '1586': 3324.4.12
# '1587': 3324.4.13
# '1588': 3324.4.14
# '1589': 3324.4.15
# '1590': 3324.4.16
# '1591': 3324.4.17
# '1592': 3324.4.18
# '1593': 3324.4.19
# '1594': 3324.4.2
# '1595': 3324.4.20
# '1596': 3324.4.21
# '1597': 3324.4.22
# '1598': 3324.4.23
# '1599': 3324.4.24
# '1600': 3324.4.25
# '1601': 3324.4.26
# '1602': 3324.4.27
# '1603': 3324.4.28
# '1604': 3324.4.29
# '1605': 3324.4.3
# '1606': 3324.4.30
# '1607': 3324.4.31
# '1608': 3324.4.32
# '1609': 3324.4.33
# '1610': 3324.4.34
# '1611': 3324.4.35
# '1612': 3324.4.4
# '1613': 3324.4.5
# '1614': 3324.4.6
# '1615': 3324.4.7
# '1616': 3324.4.8
# '1617': 3324.4.9
# '1618': '3331.1'
# '1619': '3331.2'
# '1620': 3331.2.1
# '1621': 3331.2.1.1
# '1622': 3331.2.1.10
# '1623': 3331.2.1.11
# '1624': 3331.2.1.12
# '1625': 3331.2.1.13
# '1626': 3331.2.1.14
# '1627': 3331.2.1.15
# '1628': 3331.2.1.16
# '1629': 3331.2.1.17
# '1630': 3331.2.1.18
# '1631': 3331.2.1.19
# '1632': 3331.2.1.2
# '1633': 3331.2.1.20
# '1634': 3331.2.1.21
# '1635': 3331.2.1.22
# '1636': 3331.2.1.23
# '1637': 3331.2.1.24
# '1638': 3331.2.1.25
# '1639': 3331.2.1.26
# '1640': 3331.2.1.27
# '1641': 3331.2.1.28
# '1642': 3331.2.1.29
# '1643': 3331.2.1.3
# '1644': 3331.2.1.30
# '1645': 3331.2.1.31
# '1646': 3331.2.1.32
# '1647': 3331.2.1.33
# '1648': 3331.2.1.34
# '1649': 3331.2.1.35
# '1650': 3331.2.1.4
# '1651': 3331.2.1.5
# '1652': 3331.2.1.6
# '1653': 3331.2.1.7
# '1654': 3331.2.1.8
# '1655': 3331.2.1.9
# '1656': 3331.2.2
# '1657': '3331.3'
# '1658': '3332.1'
# '1659': '3332.2'
# '1660': 3332.2.1
# '1661': 3332.2.2
# '1662': '3332.3'
# '1663': '3333.1'
# '1664': '3334.1'
# '1665': '3334.2'
# '1666': 3334.2.1
# '1667': '3334.3'
# '1668': 3334.3.1
# '1669': 3334.3.2
# '1670': '3334.4'
# '1671': '3334.5'
# '1672': '3339.1'
# '1673': '3339.2'
# '1674': '3339.3'
# '1675': '3339.4'
# '1676': '3339.5'
# '1677': '3339.6'
# '1678': '3339.7'
# '1679': '3339.8'
# '1680': '3341.1'
# '1681': '3341.2'
# '1682': '3341.3'
# '1683': '3341.4'
# '1684': '3341.5'
# '1685': '3341.6'
# '1686': '3341.7'
# '1687': '3342.1'
# '1688': '3342.2'
# '1689': '3343.1'
# '1690': 3343.1.1
# '1691': 3343.1.2
# '1692': 3343.1.3
# '1693': 3343.1.4
# '1694': 3343.1.5
# '1695': 3343.1.6
# '1696': 3343.1.7
# '1697': '3343.2'
# '1698': '3343.3'
# '1699': '3343.4'
# '1700': '3343.5'
# '1701': '3344.1'
# '1702': '3344.2'
# '1703': '3344.3'
# '1704': '3351.1'
# '1705': '3351.2'
# '1706': '3351.3'
# '1707': '3352.1'
# '1708': '3352.2'
# '1709': '3353.1'
# '1710': '3353.2'
# '1711': 3353.2.1
# '1712': '3354.1'
# '1713': '3354.2'
# '1714': '3354.3'
# '1715': '3355.1'
# '1716': '3355.2'
# '1717': '3355.3'
# '1718': '3359.1'
# '1719': '3359.2'
# '1720': '3359.3'
# '1721': '3359.4'
# '1722': '3359.5'
# '1723': 3359.5.1
# '1724': '3359.6'
# '1725': '3359.8'
# '1726': '3411.1'
# '1727': '3411.2'
# '1728': '3411.3'
# '1729': '3411.4'
# '1730': '3411.5'
# '1731': '3411.6'
# '1732': '3411.7'
# '1733': '3411.8'
# '1734': 3411.8.1
# '1735': '3411.9'
# '1736': '3412.1'
# '1737': '3412.2'
# '1738': '3412.3'
# '1739': '3412.4'
# '1740': 3412.4.1
# '1741': 3412.4.10
# '1742': 3412.4.11
# '1743': 3412.4.12
# '1744': 3412.4.13
# '1745': 3412.4.2
# '1746': 3412.4.3
# '1747': 3412.4.4
# '1748': 3412.4.5
# '1749': 3412.4.6
# '1750': 3412.4.7
# '1751': 3412.4.8
# '1752': 3412.4.9
# '1753': '3412.5'
# '1754': '3412.6'
# '1755': '3413.1'
# '1756': '3413.2'
# '1757': '3421.1'
# '1758': '3422.1'
# '1759': '3422.2'
# '1760': '3422.3'
# '1761': 3422.3.1
# '1762': '3422.4'
# '1763': 3422.4.1
# '1764': 3422.4.2
# '1765': 3422.4.3
# '1766': 3422.4.4
# '1767': 3422.4.5
# '1768': 3422.4.6
# '1769': 3422.4.7
# '1770': '3422.5'
# '1771': '3423.1'
# '1772': 3423.1.1
# '1773': 3423.1.2
# '1774': 3423.1.2.1
# '1775': 3423.1.2.2
# '1776': 3423.1.2.2.1
# '1777': 3423.1.2.3
# '1778': '3423.2'
# '1779': 3423.2.1
# '1780': 3423.2.2
# '1781': 3423.2.3
# '1782': 3423.2.4
# '1783': '3423.3'
# '1784': '3423.4'
# '1785': '3431.1'
# '1786': '3431.2'
# '1787': '3432.1'
# '1788': 3432.1.1
# '1789': '3432.2'
# '1790': '3432.3'
# '1791': '3432.4'
# '1792': 3432.4.1
# '1793': '3432.5'
# '1794': '3432.6'
# '1795': '3433.1'
# '1796': '3433.2'
# '1797': '3433.3'
# '1798': '3434.1'
# '1799': 3434.1.1
# '1800': 3434.1.2
# '1801': 3434.1.2.1
# '1802': 3434.1.3
# '1803': '3435.1'
# '1804': '3435.10'
# '1805': '3435.11'
# '1806': '3435.12'
# '1807': '3435.13'
# '1808': '3435.14'
# '1809': '3435.15'
# '1810': 3435.15.1
# '1811': '3435.16'
# '1812': '3435.17'
# '1813': '3435.18'
# '1814': '3435.19'
# '1815': '3435.2'
# '1816': '3435.20'
# '1817': '3435.21'
# '1818': '3435.22'
# '1819': '3435.23'
# '1820': '3435.24'
# '1821': '3435.25'
# '1822': 3435.25.1
# '1823': 3435.25.2
# '1824': 3435.25.3
# '1825': 3435.25.4
# '1826': 3435.25.5
# '1827': '3435.3'
# '1828': '3435.4'
# '1829': '3435.5'
# '1830': '3435.6'
# '1831': '3435.7'
# '1832': 3435.7.1
# '1833': '3435.8'
# '1834': '3435.9'
# '1835': '3511.1'
# '1836': '3512.1'
# '1837': '3512.2'
# '1838': '3512.3'
# '1839': '3512.4'
# '1840': '3513.1'
# '1841': '3513.2'
# '1842': '3514.1'
# '1843': '3521.1'
# '1844': 3521.1.1
# '1845': 3521.1.10
# '1846': 3521.1.11
# '1847': 3521.1.2
# '1848': 3521.1.3
# '1849': 3521.1.4
# '1850': 3521.1.5
# '1851': 3521.1.6
# '1852': 3521.1.7
# '1853': 3521.1.8
# '1854': 3521.1.9
# '1855': '3521.2'
# '1856': '3522.1'
# '1857': '4110.1'
# '1858': 4110.1.1
# '1859': '4120.1'
# '1860': '4131.1'
# '1861': '4132.1'
# '1862': '4211.1'
# '1863': '4211.2'
# '1864': '4212.1'
# '1865': '4212.2'
# '1866': '4212.3'
# '1867': '4212.4'
# '1868': 4212.4.1
# '1869': '4212.5'
# '1870': '4212.6'
# '1871': '4212.7'
# '1872': '4212.8'
# '1873': '4213.1'
# '1874': '4214.1'
# '1875': '4214.2'
# '1876': '4221.1'
# '1877': '4221.2'
# '1878': '4221.3'
# '1879': 4221.3.1
# '1880': '4221.4'
# '1881': '4221.5'
# '1882': '4221.6'
# '1883': '4221.7'
# '1884': '4221.8'
# '1885': '4222.1'
# '1886': 4222.1.1
# '1887': '4223.1'
# '1888': 4223.1.1
# '1889': '4224.1'
# '1890': 4224.1.1
# '1891': '4224.2'
# '1892': '4225.1'
# '1893': '4226.1'
# '1894': 4226.1.1
# '1895': 4226.1.2
# '1896': '4227.1'
# '1897': '4227.2'
# '1898': '4229.1'
# '1899': '4229.2'
# '1900': '4311.1'
# '1901': '4311.2'
# '1902': '4312.1'
# '1903': '4312.2'
# '1904': 4312.2.1
# '1905': '4312.3'
# '1906': '4312.4'
# '1907': '4312.5'
# '1908': '4312.6'
# '1909': '4312.7'
# '1910': '4313.1'
# '1911': '4321.1'
# '1912': 4321.1.1
# '1913': 4321.1.2
# '1914': 4321.1.3
# '1915': 4321.1.4
# '1916': 4321.1.5
# '1917': '4322.1'
# '1918': '4323.1'
# '1919': '4323.10'
# '1920': '4323.11'
# '1921': '4323.12'
# '1922': '4323.13'
# '1923': '4323.14'
# '1924': '4323.15'
# '1925': '4323.16'
# '1926': '4323.17'
# '1927': '4323.18'
# '1928': '4323.19'
# '1929': '4323.2'
# '1930': '4323.20'
# '1931': '4323.3'
# '1932': '4323.4'
# '1933': '4323.5'
# '1934': '4323.6'
# '1935': '4323.7'
# '1936': '4323.8'
# '1937': '4323.9'
# '1938': '4411.1'
# '1939': '4412.1'
# '1940': '4412.2'
# '1941': '4413.1'
# '1942': '4415.1'
# '1943': '4416.1'
# '1944': '4419.1'
# '1945': '4419.2'
# '1946': '5111.1'
# '1947': '5111.2'
# '1948': 5111.2.1
# '1949': 5111.2.2
# '1950': 5111.2.3
# '1951': '5112.1'
# '1952': '5112.2'
# '1953': '5112.3'
# '1954': 5112.3.1
# '1955': '5113.1'
# '1956': 5113.1.1
# '1957': 5113.1.2
# '1958': 5113.1.3
# '1959': '5120.1'
# '1960': 5120.1.1
# '1961': 5120.1.2
# '1962': 5120.1.3
# '1963': 5120.1.4
# '1964': '5131.1'
# '1965': '5131.2'
# '1966': 5131.2.1
# '1967': 5131.2.2
# '1968': 5131.2.2.1
# '1969': 5131.2.2.2
# '1970': 5131.2.2.3
# '1971': '5132.1'
# '1972': 5132.1.1
# '1973': 5132.1.2
# '1974': '5141.1'
# '1975': 5141.1.1
# '1976': 5141.1.2
# '1977': 5141.1.3
# '1978': 5141.1.4
# '1979': '5142.1'
# '1980': '5142.10'
# '1981': '5142.11'
# '1982': '5142.12'
# '1983': '5142.2'
# '1984': '5142.3'
# '1985': '5142.4'
# '1986': '5142.5'
# '1987': '5142.6'
# '1988': '5142.7'
# '1989': '5142.8'
# '1990': '5142.9'
# '1991': '5151.1'
# '1992': '5151.2'
# '1993': '5152.1'
# '1994': '5152.2'
# '1995': 5152.2.1
# '1996': '5153.1'
# '1997': 5153.1.1
# '1998': 5153.1.2
# '1999': 5153.1.3
# '2000': '5161.1'
# '2001': '5161.2'
# '2002': '5161.3'
# '2003': '5161.4'
# '2004': '5162.1'
# '2005': '5163.1'
# '2006': '5163.2'
# '2007': '5163.3'
# '2008': '5163.4'
# '2009': '5164.1'
# '2010': 5164.1.1
# '2011': 5164.1.2
# '2012': 5164.1.3
# '2013': '5164.10'
# '2014': '5164.2'
# '2015': 5164.2.1
# '2016': 5164.2.1.1
# '2017': 5164.2.1.1.1
# '2018': 5164.2.1.2
# '2019': '5164.3'
# '2020': '5164.5'
# '2021': '5164.6'
# '2022': '5164.8'
# '2023': '5164.9'
# '2024': '5165.1'
# '2025': 5165.1.1
# '2026': 5165.1.2
# '2027': 5165.1.3
# '2028': 5165.1.4
# '2029': '5165.2'
# '2030': '5169.1'
# '2031': '5169.2'
# '2032': '5169.3'
# '2033': '5211.1'
# '2034': '5212.1'
# '2035': '5221.1'
# '2036': '5222.1'
# '2037': 5222.1.1
# '2038': '5223.1'
# '2039': '5223.2'
# '2040': '5223.3'
# '2041': '5223.4'
# '2042': '5223.5'
# '2043': '5223.6'
# '2044': '5223.7'
# '2045': 5223.7.1
# '2046': 5223.7.10
# '2047': 5223.7.11
# '2048': 5223.7.12
# '2049': 5223.7.13
# '2050': 5223.7.14
# '2051': 5223.7.15
# '2052': 5223.7.16
# '2053': 5223.7.17
# '2054': 5223.7.18
# '2055': 5223.7.19
# '2056': 5223.7.2
# '2057': 5223.7.20
# '2058': 5223.7.21
# '2059': 5223.7.22
# '2060': 5223.7.23
# '2061': 5223.7.24
# '2062': 5223.7.25
# '2063': 5223.7.26
# '2064': 5223.7.27
# '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'
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# '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'
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# '2116': '5312.4'
# '2117': '5321.1'
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# '2119': '5322.1'
# '2120': '5329.1'
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# '2123': '5411.1'
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# '2128': '5412.1'
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# '2136': 5414.1.5
# '2137': 5414.1.6
# '2138': 5414.1.7
# '2139': 5414.1.8
# '2140': 5414.1.9
# '2141': '5419.1'
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# '2150': '5419.9'
# '2151': '6111.1'
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# '2159': '6113.1'
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# '2178': '6210.1'
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# '2208': '7119.1'
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# '2248': '7211.1'
# '2249': 7211.1.1
# '2250': 7211.1.2
# '2251': 7211.1.3
# '2252': '7212.1'
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# '2255': 7212.3.1
# '2256': 7212.3.2
# '2257': 7212.3.3
# '2258': 7212.3.4
# '2259': '7212.4'
# '2260': '7213.1'
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# '2264': '7214.1'
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# '2268': '7215.1'
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# '2272': 7215.2.2
# '2273': 7215.2.3
# '2274': '7215.3'
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# '2306': 7223.4.1
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# '2308': 7223.4.3
# '2309': 7223.4.4
# '2310': 7223.4.4.1
# '2311': 7223.4.5
# '2312': 7223.4.6
# '2313': 7223.4.7
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# '2332': '7232.1'
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# '2360': '7311.6'
# '2361': '7312.1'
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# '2366': 7312.3.3
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# '2371': 7312.6.2
# '2372': 7312.6.3
# '2373': '7312.7'
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# '2380': 7313.1.6
# '2381': 7313.1.7
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# '2463': '7422.1'
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# '2469': '7422.6'
# '2470': '7422.7'
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# '2478': '7511.6'
# '2479': 7511.6.1
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# '2513': '7531.1'
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# '2526': '7533.1'
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# '2529': '7533.4'
# '2530': '7533.5'
# '2531': '7534.1'
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# '2533': '7534.3'
# '2534': 7534.3.1
# '2535': 7534.3.2
# '2536': 7534.3.3
# '2537': 7534.3.4
# '2538': '7535.1'
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# '2540': '7536.1'
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# '2542': 7536.1.2
# '2543': 7536.1.3
# '2544': '7536.2'
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# '2548': 7536.2.4
# '2549': 7536.2.5
# '2550': 7536.2.6
# '2551': 7536.2.7
# '2552': 7536.2.8
# '2553': '7541.1'
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# '2555': '7541.3'
# '2556': '7542.1'
# '2557': '7543.1'
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# '2560': 7543.10.2
# '2561': 7543.10.3
# '2562': 7543.10.4
# '2563': '7543.11'
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# '2566': '7543.4'
# '2567': '7543.5'
# '2568': '7543.6'
# '2569': '7543.7'
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# '2574': 7543.7.5
# '2575': 7543.7.6
# '2576': 7543.7.7
# '2577': '7543.8'
# '2578': 7543.8.1
# '2579': 7543.8.2
# '2580': 7543.8.3
# '2581': '7543.9'
# '2582': 7543.9.1
# '2583': 7543.9.2
# '2584': 7543.9.3
# '2585': '7544.1'
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# '2587': '8111.1'
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# '2592': '8112.1'
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# '2613': '8121.1'
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# '2640': '8131.17'
# '2641': '8131.18'
# '2642': '8131.19'
# '2643': 8131.19.1
# '2644': 8131.19.2
# '2645': '8131.2'
# '2646': 8131.2.1
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# '2648': 8131.2.3
# '2649': 8131.2.4
# '2650': 8131.2.5
# '2651': 8131.2.6
# '2652': '8131.20'
# '2653': '8131.21'
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# '2663': '8141.1'
# '2664': 8141.1.1
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# '2666': 8141.1.3
# '2667': 8141.1.4
# '2668': 8141.1.5
# '2669': 8141.1.6
# '2670': 8141.1.7
# '2671': 8141.1.8
# '2672': 8141.1.9
# '2673': 8141.1.9.1
# '2674': 8141.1.9.2
# '2675': '8142.1'
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# '2679': '8142.13'
# '2680': '8142.14'
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# '2683': '8142.4'
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# '2685': '8142.6'
# '2686': '8142.7'
# '2687': 8142.7.1
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# '2689': '8142.9'
# '2690': '8143.1'
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# '2692': '8143.3'
# '2693': '8143.4'
# '2694': '8143.5'
# '2695': '8143.6'
# '2696': '8143.7'
# '2697': '8143.8'
# '2698': '8151.1'
# '2699': '8151.2'
# '2700': 8151.2.1
# '2701': 8151.2.2
# '2702': 8151.2.3
# '2703': '8151.3'
# '2704': '8151.4'
# '2705': '8152.1'
# '2706': 8152.1.1
# '2707': 8152.1.2
# '2708': '8152.2'
# '2709': '8152.3'
# '2710': 8152.3.1
# '2711': 8152.3.2
# '2712': 8152.3.3
# '2713': '8153.1'
# '2714': 8153.1.1
# '2715': 8153.1.2
# '2716': 8153.1.3
# '2717': 8153.1.4
# '2718': 8153.1.5
# '2719': '8154.1'
# '2720': '8154.2'
# '2721': '8154.3'
# '2722': '8154.4'
# '2723': '8155.1'
# '2724': 8155.1.1
# '2725': 8155.1.2
# '2726': '8156.1'
# '2727': '8156.2'
# '2728': 8156.2.1
# '2729': 8156.2.2
# '2730': 8156.2.3
# '2731': 8156.2.4
# '2732': 8156.2.5
# '2733': 8156.2.6
# '2734': '8156.3'
# '2735': 8156.3.1
# '2736': '8156.4'
# '2737': '8157.1'
# '2738': 8157.1.1
# '2739': '8157.2'
# '2740': '8159.1'
# '2741': '8159.2'
# '2742': '8159.3'
# '2743': '8159.4'
# '2744': '8159.5'
# '2745': '8159.6'
# '2746': '8159.7'
# '2747': '8159.8'
# '2748': '8160.1'
# '2749': '8160.10'
# '2750': '8160.11'
# '2751': '8160.12'
# '2752': '8160.13'
# '2753': '8160.14'
# '2754': '8160.15'
# '2755': '8160.16'
# '2756': '8160.17'
# '2757': '8160.18'
# '2758': '8160.19'
# '2759': '8160.2'
# '2760': '8160.20'
# '2761': '8160.21'
# '2762': '8160.22'
# '2763': '8160.23'
# '2764': '8160.24'
# '2765': '8160.25'
# '2766': '8160.26'
# '2767': '8160.27'
# '2768': '8160.28'
# '2769': '8160.29'
# '2770': '8160.3'
# '2771': '8160.30'
# '2772': '8160.31'
# '2773': '8160.32'
# '2774': '8160.33'
# '2775': '8160.34'
# '2776': '8160.35'
# '2777': '8160.36'
# '2778': '8160.37'
# '2779': '8160.38'
# '2780': '8160.39'
# '2781': '8160.4'
# '2782': '8160.40'
# '2783': '8160.41'
# '2784': '8160.42'
# '2785': '8160.43'
# '2786': '8160.44'
# '2787': '8160.45'
# '2788': '8160.46'
# '2789': '8160.47'
# '2790': '8160.48'
# '2791': '8160.49'
# '2792': '8160.5'
# '2793': '8160.50'
# '2794': '8160.51'
# '2795': '8160.52'
# '2796': '8160.53'
# '2797': '8160.54'
# '2798': '8160.55'
# '2799': '8160.6'
# '2800': '8160.7'
# '2801': '8160.8'
# '2802': '8160.9'
# '2803': '8171.1'
# '2804': '8171.2'
# '2805': '8171.3'
# '2806': '8171.4'
# '2807': '8171.5'
# '2808': '8171.6'
# '2809': '8171.8'
# '2810': '8171.9'
# '2811': '8172.1'
# '2812': '8172.2'
# '2813': '8172.3'
# '2814': '8172.4'
# '2815': '8172.5'
# '2816': 8172.5.1
# '2817': 8172.5.2
# '2818': 8172.5.3
# '2819': 8172.5.4
# '2820': 8172.5.5
# '2821': '8172.6'
# '2822': '8181.1'
# '2823': '8181.10'
# '2824': '8181.2'
# '2825': '8181.3'
# '2826': 8181.3.1
# '2827': 8181.3.2
# '2828': '8181.4'
# '2829': '8181.5'
# '2830': '8181.6'
# '2831': '8181.7'
# '2832': '8181.8'
# '2833': '8181.9'
# '2834': '8182.1'
# '2835': '8182.2'
# '2836': '8183.1'
# '2837': '8183.2'
# '2838': '8183.3'
# '2839': '8183.4'
# '2840': '8183.5'
# '2841': '8183.6'
# '2842': '8183.7'
# '2843': '8189.1'
# '2844': '8189.2'
# '2845': '8211.1'
# '2846': 8211.1.1
# '2847': '8211.2'
# '2848': '8211.3'
# '2849': '8211.4'
# '2850': '8211.5'
# '2851': 8211.5.1
# '2852': 8211.5.2
# '2853': 8211.5.3
# '2854': '8211.6'
# '2855': '8211.7'
# '2856': '8212.1'
# '2857': '8212.2'
# '2858': 8212.2.1
# '2859': 8212.2.2
# '2860': 8212.2.3
# '2861': '8212.3'
# '2862': 8212.3.1
# '2863': 8212.3.2
# '2864': 8212.3.3
# '2865': 8212.3.4
# '2866': 8212.3.5
# '2867': 8212.3.6
# '2868': '8212.4'
# '2869': '8212.5'
# '2870': '8219.1'
# '2871': '8219.10'
# '2872': '8219.11'
# '2873': '8219.2'
# '2874': '8219.3'
# '2875': '8219.4'
# '2876': '8219.5'
# '2877': '8219.6'
# '2878': '8219.7'
# '2879': '8219.8'
# '2880': '8219.9'
# '2881': '8311.1'
# '2882': '8312.1'
# '2883': '8312.2'
# '2884': '8312.3'
# '2885': '8312.4'
# '2886': '8312.5'
# '2887': '8321.1'
# '2888': '8322.1'
# '2889': '8322.2'
# '2890': '8322.3'
# '2891': '8322.4'
# '2892': '8322.5'
# '2893': '8322.6'
# '2894': '8322.7'
# '2895': '8331.1'
# '2896': 8331.1.1
# '2897': '8331.2'
# '2898': '8332.1'
# '2899': '8332.2'
# '2900': '8332.3'
# '2901': '8332.4'
# '2902': '8332.5'
# '2903': '8332.6'
# '2904': '8332.7'
# '2905': '8332.8'
# '2906': '8341.1'
# '2907': '8341.2'
# '2908': '8341.3'
# '2909': '8342.1'
# '2910': '8342.10'
# '2911': '8342.2'
# '2912': '8342.3'
# '2913': '8342.4'
# '2914': '8342.5'
# '2915': '8342.6'
# '2916': '8342.7'
# '2917': '8342.8'
# '2918': '8342.9'
# '2919': '8343.1'
# '2920': '8343.2'
# '2921': '8343.3'
# '2922': '8343.4'
# '2923': '8343.5'
# '2924': '8344.1'
# '2925': '8350.1'
# '2926': '8350.2'
# '2927': '8350.3'
# '2928': '8350.4'
# '2929': '8350.5'
# '2930': '8350.6'
# '2931': '8350.7'
# '2932': '9111.1'
# '2933': '9112.1'
# '2934': '9112.2'
# '2935': '9112.3'
# '2936': '9112.4'
# '2937': '9112.5'
# '2938': '9112.6'
# '2939': '9121.1'
# '2940': '9121.2'
# '2941': '9122.1'
# '2942': '9123.1'
# '2943': '9129.1'
# '2944': '9129.2'
# '2945': '9129.3'
# '2946': '9211.1'
# '2947': '9211.2'
# '2948': '9212.1'
# '2949': '9212.2'
# '2950': '9212.3'
# '2951': '9212.4'
# '2952': '9213.1'
# '2953': '9214.1'
# '2954': '9214.2'
# '2955': '9215.1'
# '2956': '9216.1'
# '2957': '9216.2'
# '2958': '9216.3'
# '2959': '9216.4'
# '2960': '9311.1'
# '2961': '9312.1'
# '2962': 9312.1.1
# '2963': 9312.1.2
# '2964': 9312.1.3
# '2965': 9312.1.4
# '2966': 9312.1.5
# '2967': 9312.1.6
# '2968': '9313.1'
# '2969': '9321.1'
# '2970': '9321.2'
# '2971': '9329.1'
# '2972': '9329.2'
# '2973': '9331.1'
# '2974': '9332.1'
# '2975': '9333.1'
# '2976': '9333.2'
# '2977': '9333.3'
# '2978': '9333.4'
# '2979': '9333.5'
# '2980': '9333.6'
# '2981': '9333.7'
# '2982': '9333.8'
# '2983': 9333.8.1
# '2984': '9334.1'
# '2985': '9411.1'
# '2986': '9411.2'
# '2987': '9412.1'
# '2988': '9412.2'
# '2989': '9510.1'
# '2990': '9520.1'
# '2991': '9611.1'
# '2992': '9612.1'
# '2993': '9612.2'
# '2994': '9613.1'
# '2995': '9621.1'
# '2996': '9621.2'
# '2997': '9622.1'
# '2998': '9623.1'
# '2999': '9623.2'
# '3000': '9629.1'
# '3001': '9629.2'
# '3002': '9629.3'
# '3003': '9629.4'
# '3004': '9629.5'
# '3005': '9629.6'
# '3006': '9629.7'
# '3007': None
- name: ESCO_LABELS
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
---

原始信息汇总

数据集概述

基本信息

• 许可证: cc
• 任务类别:
  • 文本分类
  • 零样本分类
  • 特征提取
  • 文本到文本生成
  • 句子相似性
• 任务ID:
  • 多标签分类
  • 多类分类
• 标注创建者: 专家生成
• 语言创建者: 专家生成
• 语言: 英语
• 多语言性: 单语
• 源数据集: 原始
• 数据集大小: 小于1K

数据集详情

• 配置名称: esco_en
• 特征:
  • ISCO_CODE_1: 数据类型为类标签，包含10个类别（0-9）。
  • ISCO_LABEL_1: 数据类型为字符串。
  • ISCO_DEFINITION_1: 数据类型为字符串。
  • ISCO_CODE_2: 数据类型为字符串。
  • ISCO_LABEL_2: 数据类型为字符串。
  • ISCO_DEFINITION_2: 数据类型为字符串。
  • ISCO_CODE_3: 数据类型为字符串。
  • ISCO_LABEL_3: 数据类型为字符串。
  • ISCO_CODE_4: 数据类型为字符串。