test isco codes as class name ids

README.md

@@ -27,20 +27,6 @@ dataset_info:
   - config_name: esco_en
     features:
       - name: ISCO_CODE_1
-        dtype:
-          class_label:
-            names:
-              '0': '0'
-              '1': '1'
-              '2': '2'
-              '3': '3'
-              '4': '4'
-              '5': '5'
-              '6': '6'
-              '7': '7'
-              '8': '8'
-              '9': '9'
-      - name: ISCO_LABEL_1
         dtype:
           class_label:
             names:
@@ -54,76 +40,78 @@ dataset_info:
               '7': Craft and Related Trades Workers
               '8': Plant and Machine Operators and Assemblers
               '9': Elementary Occupations
+      - name: ISCO_LABEL_1
+        dtype: string
       - name: ISCO_DEFINITION_1
         dtype: string
       - name: ISCO_CODE_2
         dtype:
           class_label:
             names:
-              '0': '01'
-              '1': '02'
-              '2': '03'
-              '3': '11'
-              '4': '12'
-              '5': '13'
-              '6': '14'
-              '7': '21'
-              '8': '22'
-              '9': '23'
-              '10': '24'
-              '11': '25'
-              '12': '26'
-              '13': '31'
-              '14': '32'
-              '15': '33'
-              '16': '34'
-              '17': '35'
-              '18': '41'
-              '19': '42'
-              '20': '43'
-              '21': '44'
-              '22': '51'
-              '23': '52'
-              '24': '53'
-              '25': '54'
-              '26': '61'
-              '27': '62'
-              '28': '63'
-              '29': '71'
-              '30': '72'
-              '31': '73'
-              '32': '74'
-              '33': '75'
-              '34': '81'
-              '35': '82'
-              '36': '83'
-              '37': '91'
-              '38': '92'
-              '39': '93'
-              '40': '94'
-              '41': '95'
-              '42': '96'
+              '01': Commissioned Armed Forces Officers
+              '02': Non-commissioned Armed Forces Officers
+              '03': Armed Forces Occupations, Other Ranks
+              '11': 'Chief Executives, Senior Officials and Legislators'
+              '12': Administrative and Commercial Managers
+              '13': Production and Specialized Services Managers
+              '14': 'Hospitality, Retail and Other Services Managers'
+              '21': Science and Engineering Professionals
+              '22': Health Professionals
+              '23': Teaching Professionals
+              '24': Business and Administration Professionals
+              '25': Information and Communications Technology Professionals
+              '26': 'Legal, Social and Cultural Professionals'
+              '31': Science and Engineering Associate Professionals
+              '32': Health Associate Professionals
+              '33': Business and Administration Associate Professionals
+              '34': 'Legal, Social, Cultural and Related Associate Professionals'
+              '35': Information and Communications Technicians
+              '41': General and Keyboard Clerks
+              '42': Customer Services Clerks
+              '43': Numerical and Material Recording Clerks
+              '44': Other Clerical Support Workers
+              '51': Personal Services Workers
+              '52': Sales Workers
+              '53': Personal Care Workers
+              '54': Protective Services Workers
+              '61': Market-oriented Skilled Agricultural Workers
+              '62': 'Market-oriented Skilled Forestry, Fishery and Hunting Workers'
+              '71': Building and Related Trades Workers (excluding Electricians)
+              '72': 'Metal, Machinery and Related Trades Workers'
+              '73': Handicraft and Printing Workers
+              '74': Electrical and Electronics Trades Workers
+              '75': 'Food Processing, Woodworking, Garment and Other Craft and Related Trades Workers'
+              '81': Stationary Plant and Machine Operators
+              '82': Assemblers
+              '83': Drivers and Mobile Plant Operators
+              '91': Cleaners and Helpers
+              '92': 'Agricultural, Forestry and Fishery Labourers'
+              '93': 'Labourers in Mining, Construction, Manufacturing and Transport'
+              '94': Food Preparation Assistants
+              '95': Street and Related Sales and Services Workers
+              '96': Refuse Workers and Other Elementary Workers
+              '63': 'Subsistence Farmers, Fishers, Hunters and Gatherers'
       - 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
+              '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
+              '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
+              '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
+              '16': Legal, Social, Cultural and Related Associate Professionals'
               '17': Information and Communications Technicians
               '18': General and Keyboard Clerks
               '19': Customer Services Clerks
@@ -134,9 +122,9 @@ dataset_info:
               '24': Personal Care Workers
               '25': Protective Services Workers
               '26': Market-oriented Skilled Agricultural Workers
-              '27': Market-oriented Skilled Forestry, Fishery and Hunting 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
+              '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
@@ -144,12 +132,12 @@ dataset_info:
               '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
+              '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
+              '42': 'Subsistence Farmers, Fishers, Hunters and Gatherers'
       - name: ISCO_DEFINITION_2
         dtype: string
       - name: ISCO_CODE_3