Datasets:
Tasks:
Text Classification
Sub-tasks:
multi-class-classification
Source Datasets:
European Commission ESCO
metadata
pretty_name: ISCO-ESCO Occupations Taxonomy
task_categories:
- text-classification
task_ids:
- multi-class-classification
tags:
- occupation coding
- ESCO
- ISCO-08
source_datasets:
- European Commission ESCO
dataset_info:
- config_name: isco_occupations
features:
- name: ISCO_OCCUPATION
dtype: string
- name: ISCO_CODE
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
configs:
- config_name: isco_occupations
data_files:
- split: train
path: data/isco_occupations.jsonl
default: true
- config_name: isco_taxonomy
data_files:
- split: train
path: data/isco_taxonomy.jsonl
train-eval-index:
- config: isco_occupations
task: text-classification
task_id: multi-class-classification
splits:
train_split: train
col_mapping:
text: ISCO_OCCUPATION
label: ISCO_CODE
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) }}
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