task_categories:audio-classification size_categories:10K<n<100K format:parquet modality:audio modality:text library:datasets library:dask library:mlcroissant library:polars arxiv:1808.00158 region:us audio multiclass speaker speech
---
dataset_info:
  features:
  - name: audio
    dtype:
      audio:
        sampling_rate: 16000
  - name: speaker_id
    dtype: string
  - name: label
    dtype:
      class_label:
        names:
          '0': '100'
          '1': '1001'
          '2': '1006'
          '3': '101'
          '4': '1012'
          '5': '1018'
          '6': '102'
          '7': '1025'
          '8': '1027'
          '9': '1028'
          '10': '103'
          '11': '1031'
          '12': '1034'
          '13': '104'
          '14': '1040'
          '15': '1046'
          '16': '1049'
          '17': '1050'
          '18': '1051'
          '19': '1052'
          '20': '1053'
          '21': '1054'
          '22': '1058'
          '23': '1060'
          '24': '1061'
          '25': '1065'
          '26': '1066'
          '27': '1069'
          '28': '107'
          '29': '1079'
          '30': '1081'
          '31': '1084'
          '32': '1085'
          '33': '1088'
          '34': '1089'
          '35': '1092'
          '36': '1093'
          '37': '1094'
          '38': '1096'
          '39': '1097'
          '40': '1098'
          '41': '110'
          '42': '1100'
          '43': '1107'
          '44': '111'
          '45': '1110'
          '46': '1112'
          '47': '1116'
          '48': '112'
          '49': '1121'
          '50': '1124'
          '51': '1132'
          '52': '114'
          '53': '115'
          '54': '1152'
          '55': '1154'
          '56': '116'
          '57': '1160'
          '58': '1161'
          '59': '1165'
          '60': '1166'
          '61': '1168'
          '62': '1171'
          '63': '1175'
          '64': '1179'
          '65': '118'
          '66': '1182'
          '67': '1183'
          '68': '1184'
          '69': '1187'
          '70': '1188'
          '71': '119'
          '72': '1195'
          '73': '1200'
          '74': '121'
          '75': '1212'
          '76': '122'
          '77': '1221'
          '78': '1222'
          '79': '1224'
          '80': '1225'
          '81': '1226'
          '82': '123'
          '83': '1230'
          '84': '1235'
          '85': '1239'
          '86': '1241'
          '87': '1246'
          '88': '125'
          '89': '1250'
          '90': '1252'
          '91': '1255'
          '92': '1258'
          '93': '1259'
          '94': '126'
          '95': '1260'
          '96': '1261'
          '97': '1263'
          '98': '1264'
          '99': '1265'
          '100': '1266'
          '101': '127'
          '102': '1271'
          '103': '1272'
          '104': '1274'
          '105': '128'
          '106': '1280'
          '107': '1283'
          '108': '1284'
          '109': '1289'
          '110': '1290'
          '111': '1291'
          '112': '1296'
          '113': '1298'
          '114': '1311'
          '115': '1313'
          '116': '1316'
          '117': '1320'
          '118': '1322'
          '119': '1323'
          '120': '133'
          '121': '1331'
          '122': '1334'
          '123': '1335'
          '124': '1336'
          '125': '1337'
          '126': '1341'
          '127': '1342'
          '128': '1343'
          '129': '1347'
          '130': '1348'
          '131': '1349'
          '132': '1353'
          '133': '1355'
          '134': '1363'
          '135': '1365'
          '136': '1367'
          '137': '1370'
          '138': '1373'
          '139': '1374'
          '140': '1379'
          '141': '1382'
          '142': '1383'
          '143': '1384'
          '144': '1387'
          '145': '1390'
          '146': '1392'
          '147': '14'
          '148': '1401'
          '149': '1403'
          '150': '1413'
          '151': '1414'
          '152': '1417'
          '153': '1421'
          '154': '1422'
          '155': '1425'
          '156': '1430'
          '157': '1444'
          '158': '1445'
          '159': '1446'
          '160': '1447'
          '161': '1448'
          '162': '1455'
          '163': '1456'
          '164': '1460'
          '165': '1462'
          '166': '1463'
          '167': '1469'
          '168': '147'
          '169': '1472'
          '170': '1473'
          '171': '1474'
          '172': '1482'
          '173': '1485'
          '174': '1487'
          '175': '149'
          '176': '1492'
          '177': '1494'
          '178': '1495'
          '179': '1498'
          '180': '150'
          '181': '1502'
          '182': '1505'
          '183': '1509'
          '184': '151'
          '185': '1513'
          '186': '152'
          '187': '153'
          '188': '1535'
          '189': '1536'
          '190': '154'
          '191': '1544'
          '192': '1545'
          '193': '1547'
          '194': '1552'
          '195': '1553'
          '196': '1556'
          '197': '1559'
          '198': '1563'
          '199': '1564'
          '200': '1566'
          '201': '1569'
          '202': '157'
          '203': '1571'
          '204': '1572'
          '205': '1578'
          '206': '1579'
          '207': '1580'
          '208': '1585'
          '209': '159'
          '210': '1593'
          '211': '1594'
          '212': '1595'
          '213': '16'
          '214': '1601'
          '215': '1603'
          '216': '1607'
          '217': '161'
          '218': '1614'
          '219': '1618'
          '220': '1621'
          '221': '1624'
          '222': '1629'
          '223': '163'
          '224': '1630'
          '225': '1633'
          '226': '1634'
          '227': '1636'
          '228': '1638'
          '229': '1639'
          '230': '1641'
          '231': '1643'
          '232': '1645'
          '233': '1646'
          '234': '1647'
          '235': '1648'
          '236': '1649'
          '237': '1650'
          '238': '1651'
          '239': '1653'
          '240': '166'
          '241': '1664'
          '242': '1665'
          '243': '1668'
          '244': '167'
          '245': '1673'
          '246': '1674'
          '247': '1678'
          '248': '1679'
          '249': '168'
          '250': '1680'
          '251': '1681'
          '252': '1685'
          '253': '1686'
          '254': '1688'
          '255': '1690'
          '256': '1691'
          '257': '1693'
          '258': '1695'
          '259': '1696'
          '260': '1699'
          '261': '17'
          '262': '1701'
          '263': '1704'
          '264': '1705'
          '265': '1708'
          '266': '1710'
          '267': '1714'
          '268': '1715'
          '269': '1717'
          '270': '1721'
          '271': '1723'
          '272': '1724'
          '273': '1726'
          '274': '173'
          '275': '1731'
          '276': '1733'
          '277': '1734'
          '278': '1736'
          '279': '1737'
          '280': '174'
          '281': '1740'
          '282': '1743'
          '283': '1746'
          '284': '1748'
          '285': '175'
          '286': '1750'
          '287': '1752'
          '288': '1754'
          '289': '1756'
          '290': '1757'
          '291': '176'
          '292': '1760'
          '293': '1765'
          '294': '1767'
          '295': '1769'
          '296': '177'
          '297': '1772'
          '298': '1773'
          '299': '1776'
          '300': '1777'
          '301': '1779'
          '302': '1780'
          '303': '1784'
          '304': '1789'
          '305': '1795'
          '306': '1800'
          '307': '1801'
          '308': '1804'
          '309': '1806'
          '310': '1809'
          '311': '1811'
          '312': '1813'
          '313': '1815'
          '314': '1819'
          '315': '1825'
          '316': '1826'
          '317': '1827'
          '318': '1828'
          '319': '1841'
          '320': '1844'
          '321': '1845'
          '322': '1846'
          '323': '1849'
          '324': '1851'
          '325': '1859'
          '326': '1863'
          '327': '1867'
          '328': '1868'
          '329': '1870'
          '330': '1874'
          '331': '1878'
          '332': '188'
          '333': '1885'
          '334': '1898'
          '335': '19'
          '336': '1901'
          '337': '1903'
          '338': '1913'
          '339': '1914'
          '340': '1919'
          '341': '192'
          '342': '1920'
          '343': '1923'
          '344': '1924'
          '345': '1926'
          '346': '1931'
          '347': '1933'
          '348': '1938'
          '349': '1943'
          '350': '1944'
          '351': '1958'
          '352': '196'
          '353': '1961'
          '354': '1963'
          '355': '1968'
          '356': '1970'
          '357': '1974'
          '358': '1977'
          '359': '198'
          '360': '1985'
          '361': '1987'
          '362': '1988'
          '363': '1989'
          '364': '199'
          '365': '1992'
          '366': '1993'
          '367': '1995'
          '368': '1998'
          '369': '20'
          '370': '200'
          '371': '2001'
          '372': '2002'
          '373': '2003'
          '374': '2004'
          '375': '2007'
          '376': '201'
          '377': '2010'
          '378': '2012'
          '379': '2013'
          '380': '202'
          '381': '2021'
          '382': '2026'
          '383': '203'
          '384': '2033'
          '385': '2035'
          '386': '2039'
          '387': '204'
          '388': '2042'
          '389': '2045'
          '390': '2046'
          '391': '205'
          '392': '2050'
          '393': '2051'
          '394': '2053'
          '395': '2056'
          '396': '2060'
          '397': '2061'
          '398': '2062'
          '399': '2063'
          '400': '2067'
          '401': '2068'
          '402': '207'
          '403': '2074'
          '404': '2078'
          '405': '208'
          '406': '2085'
          '407': '2086'
          '408': '2089'
          '409': '209'
          '410': '2090'
          '411': '2092'
          '412': '2093'
          '413': '2094'
          '414': '2096'
          '415': '210'
          '416': '2100'
          '417': '2104'
          '418': '211'
          '419': '2110'
          '420': '2113'
          '421': '2122'
          '422': '2127'
          '423': '2133'
          '424': '2136'
          '425': '2137'
          '426': '2140'
          '427': '2143'
          '428': '2146'
          '429': '2148'
          '430': '2149'
          '431': '215'
          '432': '2152'
          '433': '2156'
          '434': '2159'
          '435': '216'
          '436': '2162'
          '437': '2167'
          '438': '217'
          '439': '218'
          '440': '2182'
          '441': '2185'
          '442': '2194'
          '443': '2195'
          '444': '2196'
          '445': '2198'
          '446': '22'
          '447': '2201'
          '448': '2204'
          '449': '2208'
          '450': '2229'
          '451': '2230'
          '452': '2234'
          '453': '2237'
          '454': '2238'
          '455': '224'
          '456': '2240'
          '457': '2246'
          '458': '225'
          '459': '2254'
          '460': '2256'
          '461': '226'
          '462': '2262'
          '463': '2269'
          '464': '227'
          '465': '2270'
          '466': '2272'
          '467': '2273'
          '468': '2275'
          '469': '2276'
          '470': '2277'
          '471': '2279'
          '472': '228'
          '473': '2284'
          '474': '2285'
          '475': '2288'
          '476': '2289'
          '477': '229'
          '478': '2292'
          '479': '2294'
          '480': '2297'
          '481': '2299'
          '482': '23'
          '483': '2300'
          '484': '2301'
          '485': '2309'
          '486': '231'
          '487': '2312'
          '488': '2319'
          '489': '233'
          '490': '2334'
          '491': '2339'
          '492': '2341'
          '493': '2346'
          '494': '2348'
          '495': '2351'
          '496': '2356'
          '497': '2361'
          '498': '2364'
          '499': '2368'
          '500': '237'
          '501': '2374'
          '502': '238'
          '503': '2380'
          '504': '2384'
          '505': '2388'
          '506': '2391'
          '507': '2393'
          '508': '2397'
          '509': '240'
          '510': '2401'
          '511': '2404'
          '512': '2405'
          '513': '2407'
          '514': '2411'
          '515': '2412'
          '516': '2414'
          '517': '2416'
          '518': '242'
          '519': '2427'
          '520': '2428'
          '521': '243'
          '522': '2436'
          '523': '2437'
          '524': '2445'
          '525': '2448'
          '526': '245'
          '527': '246'
          '528': '2473'
          '529': '248'
          '530': '2481'
          '531': '2485'
          '532': '2487'
          '533': '2488'
          '534': '249'
          '535': '2491'
          '536': '2494'
          '537': '2496'
          '538': '2498'
          '539': '2499'
          '540': '25'
          '541': '250'
          '542': '2504'
          '543': '2506'
          '544': '251'
          '545': '2512'
          '546': '2514'
          '547': '2517'
          '548': '2518'
          '549': '252'
          '550': '2522'
          '551': '2526'
          '552': '253'
          '553': '2531'
          '554': '2532'
          '555': '2533'
          '556': '254'
          '557': '2541'
          '558': '2544'
          '559': '2545'
          '560': '255'
          '561': '2552'
          '562': '2553'
          '563': '2562'
          '564': '2568'
          '565': '2570'
          '566': '2573'
          '567': '2574'
          '568': '2577'
          '569': '258'
          '570': '2581'
          '571': '2582'
          '572': '2587'
          '573': '2588'
          '574': '2589'
          '575': '2592'
          '576': '2598'
          '577': '26'
          '578': '260'
          '579': '2606'
          '580': '2607'
          '581': '2609'
          '582': '2618'
          '583': '2624'
          '584': '2625'
          '585': '2628'
          '586': '263'
          '587': '2638'
          '588': '264'
          '589': '265'
          '590': '2652'
          '591': '2654'
          '592': '2660'
          '593': '2671'
          '594': '2673'
          '595': '2674'
          '596': '2676'
          '597': '2688'
          '598': '2691'
          '599': '2694'
          '600': '2696'
          '601': '27'
          '602': '2709'
          '603': '2712'
          '604': '272'
          '605': '2724'
          '606': '273'
          '607': '2730'
          '608': '2733'
          '609': '2735'
          '610': '274'
          '611': '2740'
          '612': '2741'
          '613': '2748'
          '614': '2751'
          '615': '2754'
          '616': '2758'
          '617': '2762'
          '618': '2764'
          '619': '2769'
          '620': '277'
          '621': '2774'
          '622': '2775'
          '623': '278'
          '624': '2785'
          '625': '2787'
          '626': '2790'
          '627': '2792'
          '628': '28'
          '629': '2803'
          '630': '2812'
          '631': '2815'
          '632': '2816'
          '633': '2817'
          '634': '2823'
          '635': '2825'
          '636': '2827'
          '637': '283'
          '638': '2830'
          '639': '2834'
          '640': '2836'
          '641': '2843'
          '642': '2853'
          '643': '2854'
          '644': '288'
          '645': '2882'
          '646': '289'
          '647': '2893'
          '648': '2895'
          '649': '29'
          '650': '2902'
          '651': '2909'
          '652': '2910'
          '653': '2911'
          '654': '2919'
          '655': '2920'
          '656': '2925'
          '657': '2929'
          '658': '2930'
          '659': '294'
          '660': '2943'
          '661': '2946'
          '662': '2952'
          '663': '296'
          '664': '2960'
          '665': '2961'
          '666': '2967'
          '667': '2971'
          '668': '2975'
          '669': '2979'
          '670': '298'
          '671': '2985'
          '672': '2988'
          '673': '2989'
          '674': '2990'
          '675': '2992'
          '676': '2997'
          '677': '2998'
          '678': '2999'
          '679': '30'
          '680': '3000'
          '681': '3001'
          '682': '3003'
          '683': '3005'
          '684': '3006'
          '685': '3008'
          '686': '3009'
          '687': '302'
          '688': '3020'
          '689': '3021'
          '690': '3025'
          '691': '303'
          '692': '3032'
          '693': '3033'
          '694': '3045'
          '695': '3046'
          '696': '3053'
          '697': '3054'
          '698': '3060'
          '699': '3063'
          '700': '307'
          '701': '3070'
          '702': '3072'
          '703': '3079'
          '704': '3080'
          '705': '3081'
          '706': '3082'
          '707': '3083'
          '708': '3088'
          '709': '3090'
          '710': '3092'
          '711': '3094'
          '712': '3097'
          '713': '3098'
          '714': '31'
          '715': '310'
          '716': '3100'
          '717': '3105'
          '718': '3109'
          '719': '311'
          '720': '3112'
          '721': '3114'
          '722': '3118'
          '723': '3119'
          '724': '3125'
          '725': '313'
          '726': '3132'
          '727': '3135'
          '728': '3137'
          '729': '3138'
          '730': '3142'
          '731': '3143'
          '732': '3144'
          '733': '3148'
          '734': '3157'
          '735': '3168'
          '736': '317'
          '737': '3170'
          '738': '3171'
          '739': '3172'
          '740': '3179'
          '741': '318'
          '742': '3180'
          '743': '3185'
          '744': '3187'
          '745': '319'
          '746': '3192'
          '747': '3196'
          '748': '32'
          '749': '3214'
          '750': '3215'
          '751': '322'
          '752': '3221'
          '753': '3224'
          '754': '3227'
          '755': '3228'
          '756': '323'
          '757': '3230'
          '758': '3235'
          '759': '3238'
          '760': '3240'
          '761': '3242'
          '762': '3244'
          '763': '3245'
          '764': '3257'
          '765': '3258'
          '766': '3259'
          '767': '3261'
          '768': '3268'
          '769': '3271'
          '770': '3272'
          '771': '3274'
          '772': '328'
          '773': '3285'
          '774': '3288'
          '775': '3289'
          '776': '329'
          '777': '3290'
          '778': '3294'
          '779': '3307'
          '780': '331'
          '781': '3314'
          '782': '3318'
          '783': '3319'
          '784': '332'
          '785': '3328'
          '786': '3330'
          '787': '3331'
          '788': '3334'
          '789': '3340'
          '790': '3346'
          '791': '3347'
          '792': '335'
          '793': '3356'
          '794': '3357'
          '795': '336'
          '796': '3361'
          '797': '3368'
          '798': '337'
          '799': '3370'
          '800': '3373'
          '801': '3374'
          '802': '3379'
          '803': '3380'
          '804': '3381'
          '805': '3389'
          '806': '339'
          '807': '3394'
          '808': '340'
          '809': '3400'
          '810': '3409'
          '811': '3411'
          '812': '3417'
          '813': '3433'
          '814': '3436'
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          '2482': '985'
          '2483': '986'
  splits:
  - name: train
    num_bytes: 1183811374.891
    num_examples: 14481
  - name: test
    num_bytes: 1456513851.552
    num_examples: 7452
  download_size: 2639349234
  dataset_size: 2640325226.443
configs:
- config_name: default
  data_files:
  - split: train
    path: data/train-*
  - split: test
    path: data/test-*
task_categories:
- audio-classification
tags:
- audio
- multiclass
- speaker
- speech
---

# LibriSpeech Speaker Identification

LibriSpeech is a corpus of approximately 1000 hours of 16kHz read English speech, prepared by Vassil Panayotov with the assistance of Daniel Povey.
The data is derived from read audiobooks from the LibriVox project, and has been carefully segmented and aligned.

However, although LibriSpeech is very popular in ASR tasks, we use LibriSpeech database as a speaker identification task.
We follow SincNet paper official split for training and evaluation.
It has 2484 number of classes (unique speakers) with a total of 21933 (14481 / 7452) samples.

## Citation

```bibtex
@misc{ravanelli2019speaker,
  title={Speaker Recognition from Raw Waveform with SincNet}, 
  author={Mirco Ravanelli and Yoshua Bengio},
  year={2019},
  eprint={1808.00158},
  archivePrefix={arXiv},
  primaryClass={eess.AS}
}
```

```bibtex
@misc{ravanelli2019speaker,
  title={Speaker Recognition from Raw Waveform with SincNet}, 
  author={Mirco Ravanelli and Yoshua Bengio},
  year={2019},
  eprint={1808.00158},
  archivePrefix={arXiv},
  primaryClass={eess.AS}
}
```