|
--- |
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dataset_info: |
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features: |
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- name: audio |
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dtype: |
|
audio: |
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sampling_rate: 16000 |
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- name: speaker_id |
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dtype: string |
|
- name: label |
|
dtype: |
|
class_label: |
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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' |
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
'1959': '726' |
|
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|
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|
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|
'1963': '727' |
|
'1964': '7276' |
|
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|
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|
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|
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|
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|
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|
'1971': '7297' |
|
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|
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|
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|
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|
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|
'1977': '731' |
|
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|
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|
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|
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|
'1982': '7316' |
|
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|
'1984': '7320' |
|
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|
'1986': '7327' |
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
'2000': '737' |
|
'2001': '7376' |
|
'2002': '7383' |
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
'2013': '742' |
|
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|
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|
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|
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|
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|
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|
'2020': '7445' |
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
'2423': '8808' |
|
'2424': '882' |
|
'2425': '8820' |
|
'2426': '8824' |
|
'2427': '8825' |
|
'2428': '8838' |
|
'2429': '884' |
|
'2430': '8842' |
|
'2431': '8846' |
|
'2432': '8848' |
|
'2433': '8855' |
|
'2434': '886' |
|
'2435': '8867' |
|
'2436': '887' |
|
'2437': '8875' |
|
'2438': '8879' |
|
'2439': '8887' |
|
'2440': '8897' |
|
'2441': '89' |
|
'2442': '895' |
|
'2443': '8975' |
|
'2444': '899' |
|
'2445': '90' |
|
'2446': '9000' |
|
'2447': '9022' |
|
'2448': '9023' |
|
'2449': '9026' |
|
'2450': '908' |
|
'2451': '909' |
|
'2452': '91' |
|
'2453': '911' |
|
'2454': '915' |
|
'2455': '92' |
|
'2456': '920' |
|
'2457': '921' |
|
'2458': '922' |
|
'2459': '923' |
|
'2460': '925' |
|
'2461': '927' |
|
'2462': '93' |
|
'2463': '937' |
|
'2464': '94' |
|
'2465': '948' |
|
'2466': '949' |
|
'2467': '951' |
|
'2468': '953' |
|
'2469': '954' |
|
'2470': '956' |
|
'2471': '957' |
|
'2472': '960' |
|
'2473': '964' |
|
'2474': '968' |
|
'2475': '969' |
|
'2476': '976' |
|
'2477': '978' |
|
'2478': '979' |
|
'2479': '98' |
|
'2480': '982' |
|
'2481': '984' |
|
'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} |
|
} |
|
``` |