Update README.md

README.md

@@ -1,688 +1,710 @@
 ---
 # For reference on dataset card metadata, see the spec: https://github.com/huggingface/hub-docs/blob/main/datasetcard.md?plain=1
 # Doc / guide: https://huggingface.co/docs/hub/datasets-cards
+pretty_name: ISCO-ESCO Occupations Taxonomy
 task_categories:
-- text-classification
+  - text-classification
 task_ids:
-- multi-class-classification
-pretty_name: ISCO-ESCO Occupations Taxonomy
+  - multi-class-classification
+tags:
+  - occupation coding
+  - ESCO
+  - ISCO-08
+source_datasets:
+  - European Commission ESCO
 dataset_info:
-- config_name: isco_occupations
-  features:
-  - name: text
-    dtype: string
-  - name: labels
-    dtype:
-      class_label:
-        names:
-          '0': '0'
-          '1': '01'
-          '2': '011'
-          '3': '0110'
-          '4': '02'
-          '5': '021'
-          '6': '0210'
-          '7': '03'
-          '8': '031'
-          '9': '0310'
-          '10': '1'
-          '11': '11'
-          '12': '111'
-          '13': '1111'
-          '14': '1112'
-          '15': '1113'
-          '16': '1114'
-          '17': '112'
-          '18': '1120'
-          '19': '12'
-          '20': '121'
-          '21': '1211'
-          '22': '1212'
-          '23': '1213'
-          '24': '1219'
-          '25': '122'
-          '26': '1221'
-          '27': '1222'
-          '28': '1223'
-          '29': '13'
-          '30': '131'
-          '31': '1311'
-          '32': '1312'
-          '33': '132'
-          '34': '1321'
-          '35': '1322'
-          '36': '1323'
-          '37': '1324'
-          '38': '133'
-          '39': '1330'
-          '40': '134'
-          '41': '1341'
-          '42': '1342'
-          '43': '1343'
-          '44': '1344'
-          '45': '1345'
-          '46': '1346'
-          '47': '1349'
-          '48': '14'
-          '49': '141'
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-          '51': '1412'
-          '52': '142'
-          '53': '1420'
-          '54': '143'
-          '55': '1431'
-          '56': '1439'
-          '57': '2'
-          '58': '21'
-          '59': '211'
-          '60': '2111'
-          '61': '2112'
-          '62': '2113'
-          '63': '2114'
-          '64': '212'
-          '65': '2120'
-          '66': '213'
-          '67': '2131'
-          '68': '2132'
-          '69': '2133'
-          '70': '214'
-          '71': '2141'
-          '72': '2142'
-          '73': '2143'
-          '74': '2144'
-          '75': '2145'
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-          '77': '2149'
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-          '79': '2151'
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-          '81': '2153'
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-          '88': '2166'
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-          '112': '231'
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-          '118': '234'
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-          '592': '9321'
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-          '595': '9331'
-          '596': '9332'
-          '597': '9333'
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-          '599': '94'
-          '600': '941'
-          '601': '9411'
-          '602': '9412'
-          '603': '95'
-          '604': '951'
-          '605': '9510'
-          '606': '952'
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-          '608': '96'
-          '609': '961'
-          '610': '9611'
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-          '615': '9622'
-          '616': '9623'
-          '617': '9624'
-          '618': '9629'
-  splits:
-  - name: train
-    num_bytes: 248076
-    num_examples: 7018
-  - name: validation
-    num_bytes: 248076
-    num_examples: 7018
-  download_size: 458547
-  dataset_size: 496152
-- config_name: isco_taxonomy
-  features:
-  - name: text
-    dtype: string
-  - name: labels
-    dtype:
-      class_label:
-        names:
-          '0': '0'
-          '1': '1'
-          '2': '2'
-          '3': '3'
-          '4': '4'
-          '5': '5'
-          '6': '6'
-          '7': '7'
-          '8': '8'
-          '9': '9'
-  splits:
-  - name: train
-    num_bytes: 1422420
-    num_examples: 3017
-  - name: validation
-    num_bytes: 1422420
-    num_examples: 3017
-  download_size: 8654054
-  dataset_size: 2844840
+  - config_name: isco_occupations
+    features:
+      - name: text
+        dtype: string
+      - name: labels
+        dtype:
+          class_label:
+            names:
+              '0': '0'
+              '1': '01'
+              '2': '011'
+              '3': '0110'
+              '4': '02'
+              '5': '021'
+              '6': '0210'
+              '7': '03'
+              '8': '031'
+              '9': '0310'
+              '10': '1'
+              '11': '11'
+              '12': '111'
+              '13': '1111'
+              '14': '1112'
+              '15': '1113'
+              '16': '1114'
+              '17': '112'
+              '18': '1120'
+              '19': '12'
+              '20': '121'
+              '21': '1211'
+              '22': '1212'
+              '23': '1213'
+              '24': '1219'
+              '25': '122'
+              '26': '1221'
+              '27': '1222'
+              '28': '1223'
+              '29': '13'
+              '30': '131'
+              '31': '1311'
+              '32': '1312'
+              '33': '132'
+              '34': '1321'
+              '35': '1322'
+              '36': '1323'
+              '37': '1324'
+              '38': '133'
+              '39': '1330'
+              '40': '134'
+              '41': '1341'
+              '42': '1342'
+              '43': '1343'
+              '44': '1344'
+              '45': '1345'
+              '46': '1346'
+              '47': '1349'
+              '48': '14'
+              '49': '141'
+              '50': '1411'
+              '51': '1412'
+              '52': '142'
+              '53': '1420'
+              '54': '143'
+              '55': '1431'
+              '56': '1439'
+              '57': '2'
+              '58': '21'
+              '59': '211'
+              '60': '2111'
+              '61': '2112'
+              '62': '2113'
+              '63': '2114'
+              '64': '212'
+              '65': '2120'
+              '66': '213'
+              '67': '2131'
+              '68': '2132'
+              '69': '2133'
+              '70': '214'
+              '71': '2141'
+              '72': '2142'
+              '73': '2143'
+              '74': '2144'
+              '75': '2145'
+              '76': '2146'
+              '77': '2149'
+              '78': '215'
+              '79': '2151'
+              '80': '2152'
+              '81': '2153'
+              '82': '216'
+              '83': '2161'
+              '84': '2162'
+              '85': '2163'
+              '86': '2164'
+              '87': '2165'
+              '88': '2166'
+              '89': '22'
+              '90': '221'
+              '91': '2211'
+              '92': '2212'
+              '93': '222'
+              '94': '2221'
+              '95': '2222'
+              '96': '223'
+              '97': '2230'
+              '98': '224'
+              '99': '2240'
+              '100': '225'
+              '101': '2250'
+              '102': '226'
+              '103': '2261'
+              '104': '2262'
+              '105': '2263'
+              '106': '2264'
+              '107': '2265'
+              '108': '2266'
+              '109': '2267'
+              '110': '2269'
+              '111': '23'
+              '112': '231'
+              '113': '2310'
+              '114': '232'
+              '115': '2320'
+              '116': '233'
+              '117': '2330'
+              '118': '234'
+              '119': '2341'
+              '120': '2342'
+              '121': '235'
+              '122': '2351'
+              '123': '2352'
+              '124': '2353'
+              '125': '2354'
+              '126': '2355'
+              '127': '2356'
+              '128': '2359'
+              '129': '24'
+              '130': '241'
+              '131': '2411'
+              '132': '2412'
+              '133': '2413'
+              '134': '242'
+              '135': '2421'
+              '136': '2422'
+              '137': '2423'
+              '138': '2424'
+              '139': '243'
+              '140': '2431'
+              '141': '2432'
+              '142': '2433'
+              '143': '2434'
+              '144': '25'
+              '145': '251'
+              '146': '2511'
+              '147': '2512'
+              '148': '2513'
+              '149': '2514'
+              '150': '2519'
+              '151': '252'
+              '152': '2521'
+              '153': '2522'
+              '154': '2523'
+              '155': '2529'
+              '156': '26'
+              '157': '261'
+              '158': '2611'
+              '159': '2612'
+              '160': '2619'
+              '161': '262'
+              '162': '2621'
+              '163': '2622'
+              '164': '263'
+              '165': '2631'
+              '166': '2632'
+              '167': '2633'
+              '168': '2634'
+              '169': '2635'
+              '170': '2636'
+              '171': '264'
+              '172': '2641'
+              '173': '2642'
+              '174': '2643'
+              '175': '265'
+              '176': '2651'
+              '177': '2652'
+              '178': '2653'
+              '179': '2654'
+              '180': '2655'
+              '181': '2656'
+              '182': '2659'
+              '183': '3'
+              '184': '31'
+              '185': '311'
+              '186': '3111'
+              '187': '3112'
+              '188': '3113'
+              '189': '3114'
+              '190': '3115'
+              '191': '3116'
+              '192': '3117'
+              '193': '3118'
+              '194': '3119'
+              '195': '312'
+              '196': '3121'
+              '197': '3122'
+              '198': '3123'
+              '199': '313'
+              '200': '3131'
+              '201': '3132'
+              '202': '3133'
+              '203': '3134'
+              '204': '3135'
+              '205': '3139'
+              '206': '314'
+              '207': '3141'
+              '208': '3142'
+              '209': '3143'
+              '210': '315'
+              '211': '3151'
+              '212': '3152'
+              '213': '3153'
+              '214': '3154'
+              '215': '3155'
+              '216': '32'
+              '217': '321'
+              '218': '3211'
+              '219': '3212'
+              '220': '3213'
+              '221': '3214'
+              '222': '322'
+              '223': '3221'
+              '224': '3222'
+              '225': '323'
+              '226': '3230'
+              '227': '324'
+              '228': '3240'
+              '229': '325'
+              '230': '3251'
+              '231': '3252'
+              '232': '3253'
+              '233': '3254'
+              '234': '3255'
+              '235': '3256'
+              '236': '3257'
+              '237': '3258'
+              '238': '3259'
+              '239': '33'
+              '240': '331'
+              '241': '3311'
+              '242': '3312'
+              '243': '3313'
+              '244': '3314'
+              '245': '3315'
+              '246': '332'
+              '247': '3321'
+              '248': '3322'
+              '249': '3323'
+              '250': '3324'
+              '251': '333'
+              '252': '3331'
+              '253': '3332'
+              '254': '3333'
+              '255': '3334'
+              '256': '3339'
+              '257': '334'
+              '258': '3341'
+              '259': '3342'
+              '260': '3343'
+              '261': '3344'
+              '262': '335'
+              '263': '3351'
+              '264': '3352'
+              '265': '3353'
+              '266': '3354'
+              '267': '3355'
+              '268': '3359'
+              '269': '34'
+              '270': '341'
+              '271': '3411'
+              '272': '3412'
+              '273': '3413'
+              '274': '342'
+              '275': '3421'
+              '276': '3422'
+              '277': '3423'
+              '278': '343'
+              '279': '3431'
+              '280': '3432'
+              '281': '3433'
+              '282': '3434'
+              '283': '3435'
+              '284': '35'
+              '285': '351'
+              '286': '3511'
+              '287': '3512'
+              '288': '3513'
+              '289': '3514'
+              '290': '352'
+              '291': '3521'
+              '292': '3522'
+              '293': '4'
+              '294': '41'
+              '295': '411'
+              '296': '4110'
+              '297': '412'
+              '298': '4120'
+              '299': '413'
+              '300': '4131'
+              '301': '4132'
+              '302': '42'
+              '303': '421'
+              '304': '4211'
+              '305': '4212'
+              '306': '4213'
+              '307': '4214'
+              '308': '422'
+              '309': '4221'
+              '310': '4222'
+              '311': '4223'
+              '312': '4224'
+              '313': '4225'
+              '314': '4226'
+              '315': '4227'
+              '316': '4229'
+              '317': '43'
+              '318': '431'
+              '319': '4311'
+              '320': '4312'
+              '321': '4313'
+              '322': '432'
+              '323': '4321'
+              '324': '4322'
+              '325': '4323'
+              '326': '44'
+              '327': '441'
+              '328': '4411'
+              '329': '4412'
+              '330': '4413'
+              '331': '4414'
+              '332': '4415'
+              '333': '4416'
+              '334': '4419'
+              '335': '5'
+              '336': '51'
+              '337': '511'
+              '338': '5111'
+              '339': '5112'
+              '340': '5113'
+              '341': '512'
+              '342': '5120'
+              '343': '513'
+              '344': '5131'
+              '345': '5132'
+              '346': '514'
+              '347': '5141'
+              '348': '5142'
+              '349': '515'
+              '350': '5151'
+              '351': '5152'
+              '352': '5153'
+              '353': '516'
+              '354': '5161'
+              '355': '5162'
+              '356': '5163'
+              '357': '5164'
+              '358': '5165'
+              '359': '5169'
+              '360': '52'
+              '361': '521'
+              '362': '5211'
+              '363': '5212'
+              '364': '522'
+              '365': '5221'
+              '366': '5222'
+              '367': '5223'
+              '368': '523'
+              '369': '5230'
+              '370': '524'
+              '371': '5241'
+              '372': '5242'
+              '373': '5243'
+              '374': '5244'
+              '375': '5245'
+              '376': '5246'
+              '377': '5249'
+              '378': '53'
+              '379': '531'
+              '380': '5311'
+              '381': '5312'
+              '382': '532'
+              '383': '5321'
+              '384': '5322'
+              '385': '5329'
+              '386': '54'
+              '387': '541'
+              '388': '5411'
+              '389': '5412'
+              '390': '5413'
+              '391': '5414'
+              '392': '5419'
+              '393': '6'
+              '394': '61'
+              '395': '611'
+              '396': '6111'
+              '397': '6112'
+              '398': '6113'
+              '399': '6114'
+              '400': '612'
+              '401': '6121'
+              '402': '6122'
+              '403': '6123'
+              '404': '6129'
+              '405': '613'
+              '406': '6130'
+              '407': '62'
+              '408': '621'
+              '409': '6210'
+              '410': '622'
+              '411': '6221'
+              '412': '6222'
+              '413': '6223'
+              '414': '6224'
+              '415': '63'
+              '416': '631'
+              '417': '6310'
+              '418': '632'
+              '419': '6320'
+              '420': '633'
+              '421': '6330'
+              '422': '634'
+              '423': '6340'
+              '424': '7'
+              '425': '71'
+              '426': '711'
+              '427': '7111'
+              '428': '7112'
+              '429': '7113'
+              '430': '7114'
+              '431': '7115'
+              '432': '7119'
+              '433': '712'
+              '434': '7121'
+              '435': '7122'
+              '436': '7123'
+              '437': '7124'
+              '438': '7125'
+              '439': '7126'
+              '440': '7127'
+              '441': '713'
+              '442': '7131'
+              '443': '7132'
+              '444': '7133'
+              '445': '72'
+              '446': '721'
+              '447': '7211'
+              '448': '7212'
+              '449': '7213'
+              '450': '7214'
+              '451': '7215'
+              '452': '722'
+              '453': '7221'
+              '454': '7222'
+              '455': '7223'
+              '456': '7224'
+              '457': '723'
+              '458': '7231'
+              '459': '7232'
+              '460': '7233'
+              '461': '7234'
+              '462': '73'
+              '463': '731'
+              '464': '7311'
+              '465': '7312'
+              '466': '7313'
+              '467': '7314'
+              '468': '7315'
+              '469': '7316'
+              '470': '7317'
+              '471': '7318'
+              '472': '7319'
+              '473': '732'
+              '474': '7321'
+              '475': '7322'
+              '476': '7323'
+              '477': '74'
+              '478': '741'
+              '479': '7411'
+              '480': '7412'
+              '481': '7413'
+              '482': '742'
+              '483': '7421'
+              '484': '7422'
+              '485': '75'
+              '486': '751'
+              '487': '7511'
+              '488': '7512'
+              '489': '7513'
+              '490': '7514'
+              '491': '7515'
+              '492': '7516'
+              '493': '752'
+              '494': '7521'
+              '495': '7522'
+              '496': '7523'
+              '497': '753'
+              '498': '7531'
+              '499': '7532'
+              '500': '7533'
+              '501': '7534'
+              '502': '7535'
+              '503': '7536'
+              '504': '754'
+              '505': '7541'
+              '506': '7542'
+              '507': '7543'
+              '508': '7544'
+              '509': '7549'
+              '510': '8'
+              '511': '81'
+              '512': '811'
+              '513': '8111'
+              '514': '8112'
+              '515': '8113'
+              '516': '8114'
+              '517': '812'
+              '518': '8121'
+              '519': '8122'
+              '520': '813'
+              '521': '8131'
+              '522': '8132'
+              '523': '814'
+              '524': '8141'
+              '525': '8142'
+              '526': '8143'
+              '527': '815'
+              '528': '8151'
+              '529': '8152'
+              '530': '8153'
+              '531': '8154'
+              '532': '8155'
+              '533': '8156'
+              '534': '8157'
+              '535': '8159'
+              '536': '816'
+              '537': '8160'
+              '538': '817'
+              '539': '8171'
+              '540': '8172'
+              '541': '818'
+              '542': '8181'
+              '543': '8182'
+              '544': '8183'
+              '545': '8189'
+              '546': '82'
+              '547': '821'
+              '548': '8211'
+              '549': '8212'
+              '550': '8219'
+              '551': '83'
+              '552': '831'
+              '553': '8311'
+              '554': '8312'
+              '555': '832'
+              '556': '8321'
+              '557': '8322'
+              '558': '833'
+              '559': '8331'
+              '560': '8332'
+              '561': '834'
+              '562': '8341'
+              '563': '8342'
+              '564': '8343'
+              '565': '8344'
+              '566': '835'
+              '567': '8350'
+              '568': '9'
+              '569': '91'
+              '570': '911'
+              '571': '9111'
+              '572': '9112'
+              '573': '912'
+              '574': '9121'
+              '575': '9122'
+              '576': '9123'
+              '577': '9129'
+              '578': '92'
+              '579': '921'
+              '580': '9211'
+              '581': '9212'
+              '582': '9213'
+              '583': '9214'
+              '584': '9215'
+              '585': '9216'
+              '586': '93'
+              '587': '931'
+              '588': '9311'
+              '589': '9312'
+              '590': '9313'
+              '591': '932'
+              '592': '9321'
+              '593': '9329'
+              '594': '933'
+              '595': '9331'
+              '596': '9332'
+              '597': '9333'
+              '598': '9334'
+              '599': '94'
+              '600': '941'
+              '601': '9411'
+              '602': '9412'
+              '603': '95'
+              '604': '951'
+              '605': '9510'
+              '606': '952'
+              '607': '9520'
+              '608': '96'
+              '609': '961'
+              '610': '9611'
+              '611': '9612'
+              '612': '9613'
+              '613': '962'
+              '614': '9621'
+              '615': '9622'
+              '616': '9623'
+              '617': '9624'
+              '618': '9629'
+    splits:
+      - name: train
+        num_bytes: 248076
+        num_examples: 7018
+      - name: validation
+        num_bytes: 248076
+        num_examples: 7018
+    download_size: 458547
+    dataset_size: 496152
+configs:
+  - config_name: isco_occupations
+    data_files:
+      - split: train
+        path: data/isco_occupations.jsonl
+    default: true
 train-eval-index:
-- config: isco_occupations
-  task: text-classification
-  task_id: multi-class-classification
-  splits:
-    train_split: train
-    eval_split: validation
-  col_mapping:
-    text: text
-    label: labels
-  metrics:
-  - type: accuracy
-    name: Accuracy
+  - config: isco_occupations
+    task: text-classification
+    task_id: multi-class-classification
+    splits:
+      train_split: train
+    col_mapping:
+      text: text
+      label: labels
+    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
 ---
 
 # Dataset Card for {{ pretty_name | default("Dataset Name", true) }}