test string type

README.md

@@ -44,16 +44,16 @@ dataset_info:
         dtype:
           class_label:
             names:
-              '0': Armed Forces Occupations
-              '1': Managers
-              '2': Professionals
-              '3': Technicians and Associate Professionals
-              '4': Clerical Support Workers
-              '5': Services And Sales Workers
-              '6': Skilled Agricultural, Forestry and Fishery Workers
-              '7': Craft and Related Trades Workers
-              '8': Plant and Machine Operators and Assemblers
-              '9': Elementary Occupations
+              '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
@@ -104,52 +104,52 @@ dataset_info:
               '41': '95'
               '42': '96'
       - name: ISCO_LABEL_2
-        dtype:
-          class_label:
-            names:
-              '0': Commissioned Armed Forces Officers
-              '1': Non-commissioned Armed Forces Officers
-              '2': Armed Forces Occupations, Other Ranks
-              '3': Chief Executives, Senior Officials and Legislators
-              '4': Administrative and Commercial Managers
-              '5': Production and Specialized Services Managers
-              '6': Hospitality, Retail and Other Services Managers
-              '7': Science and Engineering Professionals
-              '8': Health Professionals
-              '9': Teaching Professionals
-              '10': Business and Administration Professionals
-              '11': Information and Communications Technology Professionals
-              '12': 'Legal, Social and Cultural Professionals'
-              '13': Science and Engineering Associate Professionals
-              '14': Health Associate Professionals
-              '15': Business and Administration Associate Professionals
-              '16': 'Legal, Social, Cultural and Related Associate Professionals'
-              '17': Information and Communications Technicians
-              '18': General and Keyboard Clerks
-              '19': Customer Services Clerks
-              '20': Numerical and Material Recording Clerks
-              '21': Other Clerical Support Workers
-              '22': Personal Services Workers
-              '23': Sales Workers
-              '24': Personal Care Workers
-              '25': Protective Services Workers
-              '26': Market-oriented Skilled Agricultural Workers
-              '27': 'Market-oriented Skilled Forestry, Fishery and Hunting Workers'
-              '28': Building and Related Trades Workers (excluding Electricians)
-              '29': 'Metal, Machinery and Related Trades Workers'
-              '30': Handicraft and Printing Workers
-              '31': Electrical and Electronics Trades Workers
-              '32': 'Food Processing, Woodworking, Garment and Other Craft and Related Trades Workers'
-              '33': Stationary Plant and Machine Operators
-              '34': Assemblers
-              '35': Drivers and Mobile Plant Operators
-              '36': Cleaners and Helpers
-              '37': 'Agricultural, Forestry and Fishery Labourers'
-              '38': 'Labourers in Mining, Construction, Manufacturing and Transport'
-              '39': Food Preparation Assistants
-              '40': Street and Related Sales and Services Workers
-              '41': Refuse Workers and Other Elementary Workers
-              '42': 'Subsistence Farmers, Fishers, Hunters and Gatherers'
+        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
@@ -287,139 +287,139 @@ dataset_info:
               '128': '633'
               '129': '634'
       - name: ISCO_LABEL_3
-        dtype:
-          class_label:
-            names:
-              '0': Commissioned Armed Forces Officers
-              '1': Non-commissioned Armed Forces Officers
-              '2': Armed Forces Occupations, Other Ranks
-              '3': Legislators and Senior Officials
-              '4': Managing Directors and Chief Executives
-              '5': Business Services and Administration Managers
-              '6': Sales, Marketing and Development Managers
-              '7': Production Managers in Agriculture, Forestry and Fisheries
-              '8': Manufacturing, Mining, Construction and Distribution Managers
-              '9': Information and Communications Technology Services Managers
-              '10': Professional Services Managers
-              '11': Hotel and Restaurant Managers
-              '12': Retail and Wholesale Trade Managers
-              '13': Other Services Managers
-              '14': Physical and Earth Science Professionals
-              '15': Mathematicians, Actuaries and Statisticians
-              '16': Life Science Professionals
-              '17': Engineering Professionals (excluding Electrotechnology)
-              '18': Electrotechnology Engineers
-              '19': Architects, Planners, Surveyors and Designers
-              '20': Medical Doctors
-              '21': Nursing and Midwifery Professionals
-              '22': Traditional and Complementary Medicine Professionals
-              '23': Veterinarians
-              '24': Other Health Professionals
-              '25': University and Higher Education Teachers
-              '26': Vocational Education Teachers
-              '27': Secondary Education Teachers
-              '28': Primary School and Early Childhood Teachers
-              '29': Other Teaching Professionals
-              '30': Finance Professionals
-              '31': Administration Professionals
-              '32': Sales, Marketing and Public Relations Professionals
-              '33': Software and Applications Developers and Analysts
-              '34': Database and Network Professionals
-              '35': Legal Professionals
-              '36': Librarians, Archivists and Curators
-              '37': Social and Religious Professionals
-              '38': Authors, Journalists and Linguists
-              '39': Creative and Performing Artists
-              '40': Physical and Engineering Science Technicians
-              '41': Mining, Manufacturing and Construction Supervisors
-              '42': Process Control Technicians
-              '43': Life Science Technicians and Related Associate Professionals
-              '44': Ship and Aircraft Controllers and Technicians
-              '45': Medical and Pharmaceutical Technicians
-              '46': Nursing and Midwifery Associate Professionals
-              '47': Traditional and Complementary Medicine Associate Professionals
-              '48': Veterinary Technicians and Assistants
-              '49': Other Health Associate Professionals
-              '50': Financial and Mathematical Associate Professionals
-              '51': Sales and Purchasing Agents and Brokers
-              '52': Business Services Agents
-              '53': Administrative and Specialized Secretaries
-              '54': Government Regulatory Associate Professionals
-              '55': Legal, Social and Religious Associate Professionals
-              '56': Sports and Fitness Workers
-              '57': Artistic, Cultural and Culinary Associate Professionals
-              '58': Information and Communications Technology Operations and User Support Technicians
-              '59': Telecommunications and Broadcasting Technicians
-              '60': General Office Clerks
-              '61': Secretaries (general)
-              '62': Keyboard Operators
-              '63': Tellers, Money Collectors and Related Clerks
-              '64': Client Information Workers
-              '65': Numerical Clerks
-              '66': Material Recording and Transport Clerks
-              '67': Other Clerical Support Workers
-              '68': Travel Attendants, Conductors and Guides
-              '69': Cooks
-              '70': Waiters and Bartenders
-              '71': Hairdressers, Beauticians and Related Workers
-              '72': Building and Housekeeping Supervisors
-              '73': Other Personal Services Workers
-              '74': Street and Market Salespersons
-              '75': Shop Salespersons
-              '76': Cashiers and Ticket Clerks
-              '77': Other Sales Workers
-              '78': "Child Care Workers and Teachers\u2019 Aides"
-              '79': Personal Care Workers in Health Services
-              '80': Protective Services Workers
-              '81': Market Gardeners and Crop Growers
-              '82': Animal Producers
-              '83': Mixed Crop and Animal Producers
-              '84': Forestry and Related Workers
-              '85': Fishery Workers, Hunters and Trappers
-              '86': Building Frame and Related Trades Workers
-              '87': Building Finishers and Related Trades Workers
-              '88': Painters, Building Structure Cleaners and Related Trades Workers
-              '89': Sheet and Structural Metal Workers, Moulders and Welders, and Related Workers
-              '90': Blacksmiths, Toolmakers and Related Trades Workers
-              '91': Machinery Mechanics and Repairers
-              '92': Handicraft Workers
-              '93': Printing Trades Workers
-              '94': Electrical Equipment Installers and Repairers
-              '95': Electronics and Telecommunications Installers and Repairers
-              '96': Food Processing and Related Trades Workers
-              '97': Wood Treaters, Cabinet-makers and Related Trades Workers
-              '98': Garment and Related Trades Workers
-              '99': Other Craft and Related Workers
-              '100': Mining and Mineral Processing Plant Operators
-              '101': Metal Processing and Finishing Plant Operators
-              '102': Chemical and Photographic Products Plant and Machine Operators
-              '103': Rubber, Plastic and Paper Products Machine Operators
-              '104': Textile, Fur and Leather Products Machine Operators
-              '105': Food and Related Products Machine Operators
-              '106': Wood Processing and Papermaking Plant Operators
-              '107': Other Stationary Plant and Machine Operators
-              '108': Assemblers
-              '109': Locomotive Engine Drivers and Related Workers
-              '110': Car, Van and Motorcycle Drivers
-              '111': Heavy Truck and Bus Drivers
-              '112': Mobile Plant Operators
-              '113': "Ships\u2019 Deck Crews and Related Workers"
-              '114': Domestic, Hotel and Office Cleaners and Helpers
-              '115': Vehicle, Window, Laundry and Other Hand Cleaning Workers
-              '116': Agricultural, Forestry and Fishery Labourers
-              '117': Mining and Construction Labourers
-              '118': Manufacturing Labourers
-              '119': Transport and Storage Labourers
-              '120': Food Preparation Assistants
-              '121': Street and Related Services Workers
-              '122': Street Vendors (excluding Food)
-              '123': Refuse Workers
-              '124': Other Elementary Workers
-              '125': Paramedical Practitioners
-              '126': Subsistence Crop Farmers
-              '127': Subsistence Livestock Farmers
-              '128': Subsistence Mixed Crop and Livestock Farmers
-              '129': Subsistence Fishers, Hunters, Trappers and Gatherers
+        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:
           class_label:
@@ -861,445 +861,445 @@ dataset_info:
               '434': '7549'
               '435': '9624'
       - name: ISCO_LABEL_4
-        dtype:
-          class_label:
-            names:
-              '0': Commissioned Armed Forces Officers
-              '1': Non-commissioned Armed Forces Officers
-              '2': Armed Forces Occupations, Other Ranks
-              '3': Legislators
-              '4': Senior Government Officials
-              '5': Senior Officials of Special-interest Organizations
-              '6': Managing Directors and Chief Executives
-              '7': Finance Managers
-              '8': Human Resource Managers
-              '9': Policy and Planning Managers
-              '10': Business Services and Administration Managers Not Elsewhere Classified
-              '11': Sales and Marketing Managers
-              '12': Advertising and Public Relations Managers
-              '13': Research and Development Managers
-              '14': Agricultural and Forestry Production Managers
-              '15': Aquaculture and Fisheries Production Managers
-              '16': Manufacturing Managers
-              '17': Mining Managers
-              '18': Construction Managers
-              '19': Supply, Distribution and Related Managers
-              '20': Information and Communications Technology Services Managers
-              '21': Child Care Services Managers
-              '22': Health Services Managers
-              '23': Aged Care Services Managers
-              '24': Social Welfare Managers
-              '25': Education Managers
-              '26': Financial and Insurance Services Branch Managers
-              '27': Professional Services Managers Not Elsewhere Classified
-              '28': Hotel Managers
-              '29': Restaurant Managers
-              '30': Retail and Wholesale Trade Managers
-              '31': Sports, Recreation and Cultural Centre Managers
-              '32': Services Managers Not Elsewhere Classified
-              '33': Physicists and Astronomers
-              '34': Meteorologists
-              '35': Chemists
-              '36': Geologists and Geophysicists
-              '37': Mathematicians, Actuaries and Statisticians
-              '38': Biologists, Botanists, Zoologists and Related Professionals
-              '39': Farming, Forestry and Fisheries Advisers
-              '40': Environmental Protection Professionals
-              '41': Industrial and Production Engineers
-              '42': Civil Engineers
-              '43': Environmental Engineers
-              '44': Mechanical Engineers
-              '45': Chemical Engineers
-              '46': Mining Engineers, Metallurgists and Related Professionals
-              '47': Engineering Professionals Not Elsewhere Classified
-              '48': Electrical Engineers
-              '49': Electronics Engineers
-              '50': Telecommunications Engineers
-              '51': Building Architects
-              '52': Landscape Architects
-              '53': Product and Garment Designers
-              '54': Town and Traffic Planners
-              '55': Cartographers and Surveyors
-              '56': Graphic and Multimedia Designers
-              '57': Generalist Medical Practitioners
-              '58': Specialist Medical Practitioners
-              '59': Nursing Professionals
-              '60': Midwifery Professionals
-              '61': Traditional and Complementary Medicine Professionals
-              '62': Veterinarians
-              '63': Dentists
-              '64': Pharmacists
-              '65': Environmental and Occupational Health and Hygiene Professionals
-              '66': Physiotherapists
-              '67': Dieticians and Nutritionists
-              '68': Audiologists and Speech Therapists
-              '69': Optometrists and Ophthalmic Opticians
-              '70': Health Professionals Not Elsewhere Classified
-              '71': University and Higher Education Teachers
-              '72': Vocational Education Teachers
-              '73': Secondary Education Teachers
-              '74': Primary School Teachers
-              '75': Early Childhood Educators
-              '76': Education Methods specialists
-              '77': Special Needs Teachers
-              '78': Other Language Teachers
-              '79': Other Music Teachers
-              '80': Other Arts Teachers
-              '81': Information Technology Trainers
-              '82': Teaching Professionals Not Elsewhere Classified
-              '83': Accountants
-              '84': Financial and Investment Advisers
-              '85': Financial Analysts
-              '86': Management and Organization Analysts
-              '87': Policy Administration Professionals
-              '88': Personnel and Careers Professionals
-              '89': Training and Staff Development Professionals
-              '90': Advertising and Marketing Professionals
-              '91': Public Relations Professionals
-              '92': Technical and Medical Sales Professionals (excluding ICT)
-              '93': Information and Communications Technology Sales Professionals
-              '94': Systems Analysts
-              '95': Software Developers
-              '96': Web and Multimedia Developers
-              '97': Applications Programmers
-              '98': Software and Applications Developers and Analysts Not Elsewhere Classified
-              '99': Database Designers and Administrators
-              '100': Systems Administrators
-              '101': Computer Network Professionals
-              '102': Database and Network Professionals Not Elsewhere Classified
-              '103': Lawyers
-              '104': Judges
-              '105': Legal Professionals Not Elsewhere Classified
-              '106': Archivists and Curators
-              '107': Librarians and Related Information Professionals
-              '108': Economists
-              '109': Sociologists, Anthropologists and Related Professionals
-              '110': Philosophers, Historians and Political Scientists
-              '111': Psychologists
-              '112': Social Work and Counselling Professionals
-              '113': Religious Professionals
-              '114': Authors and Related Writers
-              '115': Journalists
-              '116': Translators, Interpreters and Other Linguists
-              '117': Visual Artists
-              '118': Musicians, Singers and Composers
-              '119': Dancers and Choreographers
-              '120': Film, Stage and Related Directors and Producers
-              '121': Actors
-              '122': Announcers on Radio, Television and Other Media
-              '123': Creative and Performing Artists Not Elsewhere Classified
-              '124': Chemical and Physical Science Technicians
-              '125': Civil Engineering Technicians
-              '126': Electrical Engineering Technicians
-              '127': Electronics Engineering Technicians
-              '128': Mechanical Engineering Technicians
-              '129': Chemical Engineering Technicians
-              '130': Mining and Metallurgical Technicians
-              '131': Draughtspersons
-              '132': Physical and Engineering Science Technicians Not Elsewhere Classified
-              '133': Mining Supervisors
-              '134': Manufacturing Supervisors
-              '135': Construction Supervisors
-              '136': Power Production Plant Operators
-              '137': Incinerator and Water Treatment Plant Operators
-              '138': Chemical Processing Plant Controllers
-              '139': Petroleum and Natural Gas Refining Plant Operators
-              '140': Metal Production Process Controllers
-              '141': Process Control Technicians Not Elsewhere Classified
-              '142': Life Science Technicians (excluding Medical)
-              '143': Agricultural Technicians
-              '144': Forestry Technicians
-              '145': "Ships\u2019 Engineers"
-              '146': "Ships\u2019 Deck Officers and Pilots"
-              '147': Aircraft Pilots and Related Associate Professionals
-              '148': Air Traffic Controllers
-              '149': Air Traffic Safety Electronics Technicians
-              '150': Medical Imaging and Therapeutic Equipment Technicians
-              '151': Medical and Pathology Laboratory Technicians
-              '152': Pharmaceutical Technicians and Assistants
-              '153': Medical and Dental Prosthetic Technicians
-              '154': Midwifery Associate Professionals
-              '155': Traditional and Complementary Medicine Associate Professionals
-              '156': Veterinary Technicians and Assistants
-              '157': Dental Assistants and Therapists
-              '158': Medical Records and Health Information Technicians
-              '159': Community Health Workers
-              '160': Dispensing Opticians
-              '161': Physiotherapy Technicians and Assistants
-              '162': Medical Assistants
-              '163': Environmental and Occupational Health Inspectors and Associates
-              '164': Ambulance Workers
-              '165': Health Associate Professionals Not Elsewhere Classified
-              '166': Securities and Finance Dealers and Brokers
-              '167': Credit and Loans Officers
-              '168': Accounting Associate Professionals
-              '169': Statistical, Mathematical and Related Associate Professionals
-              '170': Valuers and Loss Assessors
-              '171': Insurance Representatives
-              '172': Commercial Sales Representatives
-              '173': Buyers
-              '174': Trade Brokers
-              '175': Clearing and Forwarding Agents
-              '176': Conference and Event Planners
-              '177': Employment Agents and Contractors
-              '178': Real Estate Agents and Property Managers
-              '179': Business Services Agents Not Elsewhere Classified
-              '180': Office Supervisors
-              '181': Legal Secretaries
-              '182': Administrative and Executive Secretaries
-              '183': Medical Secretaries
-              '184': Customs and Border Inspectors
-              '185': Government Tax and Excise Officials
-              '186': Government Social Benefits Officials
-              '187': Government Licensing Officials
-              '188': Police Inspectors and Detectives
-              '189': Government Regulatory Associate Professionals Not Elsewhere Classified
-              '190': Legal and Related Associate Professionals
-              '191': Social Work Associate Professionals
-              '192': Religious Associate Professionals
-              '193': Athletes and Sports Players
-              '194': Sports Coaches, Instructors and Officials
-              '195': Fitness and Recreation Instructors and Programme Leaders
-              '196': Photographers
-              '197': Interior Designers and Decorators
-              '198': Gallery, Museum and Library Technicians
-              '199': Chefs
-              '200': Other Artistic and Cultural Associate Professionals
-              '201': Information and Communications Technology Operations Technicians
-              '202': Information and Communications Technology User Support Technicians
-              '203': Computer Network and Systems Technicians
-              '204': Web Technicians
-              '205': Broadcasting and Audiovisual Technicians
-              '206': Telecommunications Engineering Technicians
-              '207': General Office Clerks
-              '208': Secretaries (general)
-              '209': Typists and Word Processing Operators
-              '210': Data Entry Clerks
-              '211': Bank Tellers and Related Clerks
-              '212': Bookmakers, Croupiers and Related Gaming Workers
-              '213': Pawnbrokers and Money-lenders
-              '214': Debt Collectors and Related Workers
-              '215': Travel Consultants and Clerks
-              '216': Contact Centre Information Clerks
-              '217': Telephone Switchboard Operators
-              '218': Hotel Receptionists
-              '219': Inquiry Clerks
-              '220': Receptionists (general)
-              '221': Survey and Market Research Interviewers
-              '222': Client Information Workers Not Elsewhere Classified
-              '223': Accounting and Bookkeeping Clerks
-              '224': Statistical, Finance and Insurance Clerks
-              '225': Payroll Clerks
-              '226': Stock Clerks
-              '227': Production Clerks
-              '228': Transport Clerks
-              '229': Library Clerks
-              '230': Mail Carriers and Sorting Clerks
-              '231': Coding, Proofreading and Related Clerks
-              '232': Filing and Copying Clerks
-              '233': Personnel Clerks
-              '234': Clerical Support Workers Not Elsewhere Classified
-              '235': Travel Attendants and Travel Stewards
-              '236': Transport Conductors
-              '237': Travel Guides
-              '238': Cooks
-              '239': Waiters
-              '240': Bartenders
-              '241': Hairdressers
-              '242': Beauticians and Related Workers
-              '243': Cleaning and Housekeeping Supervisors in Offices, Hotels and Other Establishments
-              '244': Domestic Housekeepers
-              '245': Building Caretakers
-              '246': Astrologers, Fortune-tellers and Related Workers
-              '247': Companions and Valets
-              '248': Undertakers and Embalmers
-              '249': Pet Groomers and Animal Care Workers
-              '250': Driving Instructors
-              '251': Personal Services Workers Not Elsewhere Classified
-              '252': Stall and Market Salespersons
-              '253': Street Food Salespersons
-              '254': Shopkeepers
-              '255': Shop Supervisors
-              '256': Shop Sales Assistants
-              '257': Cashiers and Ticket Clerks
-              '258': Fashion and Other Models
-              '259': Sales Demonstrators
-              '260': Door-to-door Salespersons
-              '261': Contact Centre Salespersons
-              '262': Service Station Attendants
-              '263': Food Service Counter Attendants
-              '264': Sales Workers Not Elsewhere Classified
-              '265': Child Care Workers
-              '266': "Teachers\u2019 Aides"
-              '267': Health Care Assistants
-              '268': Home-based Personal Care Workers
-              '269': Personal Care Workers in Health Services Not Elsewhere Classified
-              '270': Firefighters
-              '271': Police Officers
-              '272': Prison Guards
-              '273': Security Guards
-              '274': Protective Services Workers Not Elsewhere Classified
-              '275': Field Crop and Vegetable Growers
-              '276': Tree and Shrub Crop Growers
-              '277': Gardeners; Horticultural and Nursery Growers
-              '278': Mixed Crop Growers
-              '279': Livestock and Dairy Producers
-              '280': Poultry Producers
-              '281': Apiarists and Sericulturists
-              '282': Animal Producers Not Elsewhere Classified
-              '283': Mixed Crop and Animal Producers
-              '284': Forestry and Related Workers
-              '285': Aquaculture Workers
-              '286': Inland and Coastal Waters Fishery Workers
-              '287': Deep-sea Fishery Workers
-              '288': Hunters and Trappers
-              '289': House Builders
-              '290': Bricklayers and Related Workers
-              '291': Stonemasons, Stone Cutters, Splitters and Carvers
-              '292': Concrete Placers, Concrete Finishers and Related Workers
-              '293': Carpenters and Joiners
-              '294': Building Frame and Related Trades Workers Not Elsewhere Classified
-              '295': Roofers
-              '296': Floor Layers and Tile Setters
-              '297': Plasterers
-              '298': Insulation Workers
-              '299': Glaziers
-              '300': Plumbers and Pipe Fitters
-              '301': Air Conditioning and Refrigeration Mechanics
-              '302': Painters and Related Workers
-              '303': Spray Painters and Varnishers
-              '304': Building Structure Cleaners
-              '305': Metal Moulders and Coremakers
-              '306': Welders and Flame Cutters
-              '307': Sheet Metal Workers
-              '308': Structural Metal Preparers and Erectors
-              '309': Riggers and Cable Splicers
-              '310': Blacksmiths, Hammersmiths and Forging Press Workers
-              '311': Toolmakers and Related Workers
-              '312': Metal Working Machine Tool Setters and Operators
-              '313': Metal Polishers, Wheel Grinders and Tool Sharpeners
-              '314': Motor Vehicle Mechanics and Repairers
-              '315': Aircraft Engine Mechanics and Repairers
-              '316': Agricultural and Industrial Machinery Mechanics and Repairers
-              '317': Bicycle and Related Repairers
-              '318': Precision-instrument Makers and Repairers
-              '319': Musical Instrument Makers and Tuners
-              '320': Jewellery and Precious Metal Workers
-              '321': Potters and Related Workers
-              '322': Glass Makers, Cutters, Grinders and Finishers
-              '323': Signwriters, Decorative Painters, Engravers and Etchers
-              '324': Handicraft Workers in Wood, Basketry and Related Materials
-              '325': Handicraft Workers in Textile, Leather and Related Materials
-              '326': Handicraft Workers Not Elsewhere Classified
-              '327': Pre-press Technicians
-              '328': Printers
-              '329': Print Finishing and Binding Workers
-              '330': Building and Related Electricians
-              '331': Electrical Mechanics and Fitters
-              '332': Electrical Line Installers and Repairers
-              '333': Electronics Mechanics and Servicers
-              '334': Information and Communications Technology Installers and Servicers
-              '335': Butchers, Fishmongers and Related Food Preparers
-              '336': Bakers, Pastry-cooks and Confectionery Makers
-              '337': Dairy Products Makers
-              '338': Fruit, Vegetable and Related Preservers
-              '339': Food and Beverage Tasters and Graders
-              '340': Tobacco Preparers and Tobacco Products Makers
-              '341': Wood Treaters
-              '342': Cabinet-makers and Related Workers
-              '343': Woodworking Machine Tool Setters and Operators
-              '344': Tailors, Dressmakers, Furriers and Hatters
-              '345': Garment and Related Patternmakers and Cutters
-              '346': Sewing, Embroidery and Related Workers
-              '347': Upholsterers and Related Workers
-              '348': Pelt Dressers, Tanners and Fellmongers
-              '349': Shoemakers and Related Workers
-              '350': Underwater Divers
-              '351': Shotfirers and Blasters
-              '352': Product Graders and Testers (excluding Foods and Beverages)
-              '353': Fumigators and Other Pest and Weed Controllers
-              '354': Miners and Quarriers
-              '355': Mineral and Stone Processing Plant Operators
-              '356': Well Drillers and Borers and Related Workers
-              '357': Cement, Stone and Other Mineral Products Machine Operators
-              '358': Metal Processing Plant Operators
-              '359': Metal Finishing, Plating and Coating Machine Operators
-              '360': Chemical Products Plant and Machine Operators
-              '361': Photographic Products Machine Operators
-              '362': Rubber Products Machine Operators
-              '363': Plastic Products Machine Operators
-              '364': Paper Products Machine Operators
-              '365': Fibre Preparing, Spinning and Winding Machine Operators
-              '366': Weaving and Knitting Machine Operators
-              '367': Sewing Machine Operators
-              '368': Bleaching, Dyeing and Fabric Cleaning Machine Operators
-              '369': Fur and Leather Preparing Machine Operators
-              '370': Shoemaking and Related Machine Operators
-              '371': Laundry Machine Operators
-              '372': Textile, Fur and Leather Products Machine Operators Not Elsewhere Classified
-              '373': Food and Related Products Machine Operators
-              '374': Pulp and Papermaking Plant Operators
-              '375': Wood Processing Plant Operators
-              '376': Glass and Ceramics Plant Operators
-              '377': Steam Engine and Boiler Operators
-              '378': Packing, Bottling and Labelling Machine Operators
-              '379': Stationary Plant and Machine Operators Not Elsewhere Classified
-              '380': Mechanical Machinery Assemblers
-              '381': Electrical and Electronic Equipment Assemblers
-              '382': Assemblers Not Elsewhere Classified
-              '383': Locomotive Engine Drivers
-              '384': Railway Brake, Signal and Switch Operators
-              '385': Motorcycle Drivers
-              '386': Car, Taxi and Van Drivers
-              '387': Bus and Tram Drivers
-              '388': Heavy Truck and Lorry Drivers
-              '389': Mobile Farm and Forestry Plant Operators
-              '390': Earthmoving and Related Plant Operators
-              '391': Crane, Hoist and Related Plant Operators
-              '392': Lifting Truck Operators
-              '393': "Ships\u2019 Deck Crews and Related Workers"
-              '394': Domestic Cleaners and Helpers
-              '395': Cleaners and Helpers in Offices, Hotels and Other Establishments
-              '396': Hand Launderers and Pressers
-              '397': Vehicle Cleaners
-              '398': Window Cleaners
-              '399': Other Cleaning Workers
-              '400': Crop Farm Labourers
-              '401': Livestock Farm Labourers
-              '402': Mixed Crop and Livestock Farm Labourers
-              '403': Garden and Horticultural Labourers
-              '404': Forestry Labourers
-              '405': Fishery and Aquaculture Labourers
-              '406': Mining and Quarrying Labourers
-              '407': Civil Engineering Labourers
-              '408': Building Construction Labourers
-              '409': Hand Packers
-              '410': Manufacturing Labourers Not Elsewhere Classified
-              '411': Hand and Pedal Vehicle Drivers
-              '412': Drivers of Animal-drawn Vehicles and Machinery
-              '413': Freight Handlers
-              '414': Shelf Fillers
-              '415': Fast Food Preparers
-              '416': Kitchen Helpers
-              '417': Street and Related Services Workers
-              '418': Street Vendors (excluding Food)
-              '419': Garbage and Recycling Collectors
-              '420': Refuse Sorters
-              '421': Sweepers and Related Labourers
-              '422': Messengers, Package Deliverers and Luggage Porters
-              '423': Odd-job Persons
-              '424': Meter Readers and Vending-machine Collectors
-              '425': Elementary Workers Not Elsewhere Classified
-              '426': Traditional Chiefs and Heads of Villages
-              '427': Paramedical Practitioners
-              '428': Nursing Associate Professionals
-              '429': Scribes and Related Workers
-              '430': Subsistence Crop Farmers
-              '431': Subsistence Livestock Farmers
-              '432': Subsistence Mixed Crop and Livestock Farmers
-              '433': Subsistence Fishers, Hunters, Trappers and Gatherers
-              '434': Craft and Related Workers Not Elsewhere Classified
-              '435': Water and Firewood Collectors
+        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