audio_tokens
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genre_id
int64
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9
International
1
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6
Chiptune / Glitch
2
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4
Hip-Hop
4
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14
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5
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12
Old-Time / Historic
7
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4
Hip-Hop
9
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2
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3201, 8078, 3407, 3943, 2184, 4947, 3527, 5462, 2139, 4442, 3182, 1147, 3045, 6618, 2870, 2859, 3201, 4190, 3328, 7509, 2184, 1548, 3527, 3982, 2782, 4330, 3182, 3439, 3045, 3813, 2533, 3807, 3235, 4217, 3235, 4253, 3235, 3556, 4050, 4540, 4050, 30, 3182, 304, 3045, 624, 3235, 144, 3235, 4442, 3235, 4442, 3235, 5077, 4050, 4442, 4050, 2492, 3182, 2622, 424, 2692, 3235, 2622, 3235, 2492, 3235, 2492, 3235, 2622, 4050, 4442, 4050, 2492, 3182, 2492, 424, 2975, 3235, 2492, 3235, 2622, 3235, 7046, 3235, 2492, 4050, 4442, 4050, 2492, 3182, 2492, 424, 5414, 3235, 3535, 3235, 2492, 3235, 2492, 3235, 2492, 3235, 2492, 4050, 2492, 3182, 2492, 409, 4724, 785, 727, 785, 4138, 120, 3624, 2685, 6917, 2685, 777, 2654, 5518, 657, 7862, 3881, 2834, 2, 2090, 308, 4867, 436, 7374, 2675, 7831, 3689, 2432, 1240, 3470, 2943, 1448, 3560, 2648, 1653, 6544, 3169, 4376, 3350, 307, 3243, 7177, 1897, 6394, 2988, 4869, 2367, 6977, 1744, 3951, 3056, 7315, 3109, 3132, 4058, 5926, 1548, 5304, 2912, 6172, 3968, 1456, 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7
Instrumental
13
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3
Experimental
14
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2173, 848, 570, 3428, 203, 2991, 3483, 6101, 2987, 3284, 1283, 6736, 3166, 4870, 1937, 8162, 2222, 4959, 2539, 4184, 3893, 6623, 1386, 6162, 2987, 6728, 3876, 2464, 3166, 4764, 2366, 7068, 2222, 7026, 2090, 2569, 3893, 1899, 2472, 7593, 4061, 2594, 3814, 4523, 1694, 3779, 2366, 6656, 3016, 6881, 2600, 1158, 3318, 7551, 2637, 7167, 2017, 1925, 2084, 4053, 1694, 855, 3107, 7220, 2222, 3401, 2301, 2879, 3735, 463, 3229, 2508, 2909, 3965, 2054, 8138, 2998, 5969, 2549, 1827, 2173, 1549, 2539, 637, 2535, 6395, 3940, 493, 2987, 3021, 3122, 2464, 2998, 3120, 1937, 3126, 2222, 7114, 2134, 4320, 2531, 4006, 69, 1705, 2987, 7575, 2497, 7111, 3860, 301, 1937, 5020, 2555, 6421, 2539, 6677, 2531, 5077, 2297, 7419, 2987, 2195, 2497, 373, 2195, 7145, 1937, 6060, 2222, 1519, 2539, 4393, 2531, 5006, 2472, 7274, 2017, 7340, 2497, 5865, 2195, 5551, 1937, 6053, 2222, 6124, 2134, 4114, 2531, 8059, 1516, 1040, 3874, 1925, 2497, 6528, 3860, 5224, 1937, 7305, 2555, 7424, 2134, 4670, 2531, 4548, 2708, 5777, 2987, 3423, 2497, 5193, 2195, 7472, 2366, 8184, 2555, 4499, 2090, 2034, 1529, 4118, 2708, 2180, 2017, 2790, 2497, 2742, 3166, 1316, 3103, 5031, 1911, 3993, 2656, 3182, 1529, 5110, 1516, 7679, 3874, 5312, 2497, 2528, 3166, 7723, 3337, 7358, 2184, 4121, 2134, 7310, 1529, 4328, 2708, 2200, 2987, 8068, 4016, 186, 3166, 105, 3337, 8188, 2555, 5471, 1358, 5435, 1529, 4542, 2708, 4322, 4061, 1839, 3341, 3102, 1694, 5763, 3337, 356, 2895, 2762, 1358, 7397, 1529, 156, 2708, 5128, 4061, 694, 3341, 2366, 3602, 1643, 3337, 3883, 2895, 2276, 3047, 5055, 2108, 4493, 2472, 890, 4061, 2002, 3341, 6179, 2414, 6955, 2845, 3333, 3725, 5843, 3659, 7750, 3659, 3195, 3229, 8048, 4061, 5862, 3341, 5333, 2414, 7464, 3237, 1086, 3725, 2899, 3659, 4184, 3659, 6079, 3229, 6345, 4061, 1725, 2380, 6440, 2414, 3974, 3237, 4030, 3725, 6103, 3659, 4947, 3659, 2474, 3011, 3933, 4061, 7789, 2380, 1268, 2510, 2560, 3237, 7546, 3725, 4097, 3659, 431, 3659, 2503, 3581, 7365, 2916, 4507, 3606, 2164, 2510, 6619, 3237, 2748, 3725, 7680, 3659, 6447, 3659, 514, 3483, 1753, 2911, 1147, 172, 3279, 3164, 4114, 297, 8138, 60, 813, 680, 1212, 236, 3636, 3229, 57, 2289, 4123, 3675, 2678, 3970, 4704, 2505, 8046, 2345, 5342, 2005, 4683, 2574, 624, 3581, 1793, 2289, 5630, 3675, 1633, 2458, 6615, 2559, 2650, 2540, 5931, 2005, 5435, 1779, 3778, 3581, 1244, 2289, 6134, 3675, 447, 2458, 2236, 2559, 3490, 2162, 6402, 3334, 2203, 2574, 6542, 3581, 1130, 2289, 4335, 2259, 1726, 2458, 1604, 2559, 3063, 2162, 5043, 2005, 525, 2574, 2539, 3581, 7307, 3012, 7123, 2259, 2687, 2458, 4209, 2948, 2785, 2162, 5030, 2539, 7698, 3167, 7926, 1715, 1583, 2987, 4916, 2259, 5364, 2458, 568, 2366, 2402, 2835, 180, 2986, 5818, 3423, 3239, 3581, 3534, 2987, 6757, 2259, 6189, 327, 5850, 3804, 3513, 2645, 8075, 482, 1464, 965, 192, 158, 6624, 2987, 5080, 3694, 378, 3010, 708, 2762, 1602, 3813, 2714, 530, 3768, 200, 505, 2335, 6182, 3679, 2620, 2393, 5332, 3236, 4014, 2344, 6951, 1483, 5142, 2005, 7831, 1779, 5402, 3581, 4127, 3679, 6093, 3690, 701, 2397, 7616, 3101, 7363, 3155, 3161, 3389, 7968, 3423, 3757, 2194, 7367, 3679, 2107, 3690, 7377, 3010, 7978, 3101, 6272, 3405, 4061, 2796, 1924, 3587, 446, 3943, 3010, 2987, 6367, 3411, 7379, 3860, 3351, 3237, 7335, 2895, 3688, 2134, 8074, 2108, 6632, 2472, 5856, 2987, 5027, 4016, 3018, 1694, 6124, 3237, 6754, 3725, 1693, 2134, 7542, 3251, 3990, 2472, 4730, 2987, 3107, 1756, 6002, 2414, 588, 3328, 977, 2895, 3591, 2134, 4880, 3251, 1538, 2472, 3123, 2987, 3470, 914, 2155, 2414, 3549, 3328, 742, 3725, 7680, 3659, 6803, 2108, 1860, 2472, 4132, 2017, 7856, 3586, 2191, 1476, 911, 1476, 4469, 279, 3701, 3456, 7827, 3735, 347, 3229, 5829, 2289, 182, 2259, 2531, 2458, 7027, 3104, 4235, 4038, 3978, 3154, 1150, 2298, 1330, 3581, 2213, 3679, 3054, 2259, 3450, 814, 1156, 891, 1702, 72, 835, 616, 1900, 849, 1093, 653, 3768, 2017, 1847, 2259, 2530, 3010, 300, 2435, 7224, 1911, 5150, 2986, 3340, 1737, 2946, 3229, 5405, 3629, 325, 2553, 4637, 3164, 5112, 2978, 247, 4038, 3743, 3397, 1830, 2767, 1908, 3581, 3354, 1248, 4490, 3675, 7114, 2946, 2514, 2978, 2524, 636, 5145, 3397, 270, 1779, 868, 3581, 5986, 3679, 6565, 3675, 6442, 3970, 6307, 2978, 4448, 2345, 7675, 2005, 5146, 1779, 612, 3581, 3997, 3679, 4416, 3675, 1005, 3970, 1794, 756, 903, 60, 7968, 3389, 4471, 1779, 665, 69, 1806, 3679, 2907, 3690, 6190, 2397, 1538, 3101, 4264, 2391, 8138, 2005, 4275, 1779, 4014, 3229, 6677, 3629, 4014, 3690, 2537, 2397, 5726, 3101, 8092, 315, 7364, 3848, 4471, 1779, 6395, 3940, 366, 3629, 6836, 3247, 7113, 3970, 6399, 2549, 2964, 315, 23, 3848, 2822, 2535, 4308, 3011, 504, 3629, 2077, 3247, 2967, 2480, 5134, 3101, 5621, 315, 4187, 923, 3986, 903, 386, 2194, 2900, 3629, 6311, 3675, 7305, 3970, 2805, 2540, 6256, 3929, 4361, 3389, 3110, 3735, 4685, 908, 4676, 2289, 3080, 3675, 8154, 3970, 19, 2505, 7116, 1363, 4251, 3848, 5889, 3711, 876, 3581, 5560, 3629, 3851, 3690, 4394, 2397, 4300, 3101, 5547, 3155, 5869, 3389, 2702, 2884, 7376, 3011, 6230, 1248, 3441, 3247, 7563, 1026, 6108, 2978, 1929, 1363, 7557, 570, 4677, 1022, 365, 2194, 5124, 3083, 8111, 2393, 6581, 1026, 5641, 2978, 2614, 2778, 1728, 2539, 8059, 1737, 1142, 3940, 5107, 3083, 324, 2566, 6406, 3696, 3137, 2978, 7783, 1363, 5289, 2539, 5260, 1936, 6167, 3709, 6307, 1248, 5095, 3247, 6052, 3557, 7407, 2978, 4039, 3674, 3191, 3389, 2135, 2488, 7907, 3581, 3965, 2289, 6363, 2259, 7257, 2458, 808, 2559, 3984, 2343, 4662, 3154, 3388, 2488, 3374, 3581, 3496, 3012, 3951, 2259, 6648, 2458, 3662, 2661, 1057, 3102, 5581, 2407, 511, 4022, 1235, 2634, 8136, 2354, 2672, 2259, 706, 2458, 1236, 1540, 4566, 1210, 3765, 2407, 4758, 1936, 4659, 3940, 3312, 2354, 8102, 2259, 684, 4082, 120, 2978, 3245, 2962, 3962, 1965, 777, 3711, 3352, 1178, 2328, 2354, 6337, 2259, 6975, 2458, 2387, 2051, 7284, 2343, 6176, 1210, 2417, 3423, 1411, 1178, 5019, 2354, 3267, 2259, 1785, 3860, 2342, 1522, 7146, 2555, 8134, 2134, 2709, 3893, 7832, 3146, 1196, 2354, 5021, 2553, 7608, 3860, 4382, 3328, 3213, 2555, 6489, 2134, 5530, 2108, 3470, 3886, 3402, 2354, 2672, 2553, 6086, 1694, 227, 3328, 2795, 2184, 1594, 2134, 7777, 2108, 1278, 3886, 3284, 2354, 7231, 2553, 6647, 3201, 2345, 3328, 2500, 2895, 605, 2134, 5752, 2889, 7915, 2472, 6357, 2354, 5535, 2553, 433, 3201, 2751, 3328, 4310, 2895, 4805, 2134, 2615, 2889, 177, 2472, 5971, 2354, 2012, 2961, 4288, 2456, 4455, 2427, 3814, 2203, 1651, 2066, 6060, 2157, 7506, 1178, 2168, 2354, 2565, 2733, 5328, 2456, 3700, 2768, 7045, 3793, 3201, 3956, 3921, 4066, 1531, 3385, 4710, 4061, 7521, 2733, 1676, 2456, 5079, 2768, 783, 3793, 6154, 3956, 7515, 2039, 3621, 3385, 3822, 3012, 6823, 2733, 4375, 1861, 1198, 3005, 6610, 2779, 5023, 3130, 5127, 3268, 5644, 2524, 7108, 3679, 3648, 2733, 6171, 2456, 2353, 3918, 4318, 3793, 2128, 3956, 3323, 3853, 7688, 3385, 3301, 3679, 7503, 2733, 5467, 2456, 1800, 2768, 2670, 3793, 2109, 3956, 6141, 3853, 4626, 1178, 3818, 3679, 1300, 2733, 5085, 2456, 1571, 2768, 513, 3793, 2572, 3956, 5900, 3853, 4666, 3385, 185, 3679, 4406, 2733, 6702, 2456, 3744, 3918, 2360, 2555, 1159, 2539, 124, 3853, 3814, 1178, 6248, 3679, 1314, 4020, 6114, 1694, 7970, 3328, 3919, 2555, 3143, 2134, 7687, 3853, 3062, 1178, 6522, 3679, 7661, 1283, 1433, 3201, 2703, 3328, 1332, 2555, 7717, 2134, 558, 3853, 2539, 3146, 3375, 3679, 6773, 2709, 3225, 3201, 6009, 3328, 8083, 2555, 6911, 2134, 4742, 3853, 545, 3943, 3636, 3679, 1393, 2709, 5673, 3201, 6009, 3328, 4111, 2184, 1581, 1358, 3228, 3853, 4442, 2472, 3030, 3083, 3900, 3362, 140, 1310, 6262, 1310, 5614, 3089, 6449, 1310, 8131, 2365, 3732, 1389, 7193, 2289, 8151, 3568, 7827, 3894, 7075, 3244, 2402, 2384, 4823, 2841, 7374, 2991, 6028, 3057, 3407, 1248, 2657, 3568, 256, 3860, 7616, 1522, 6756, 1911, 1384, 2134, 6132, 1737, 7354, 1386, 746, 3679, 5884, 3568, 3493, 3860, 6415, 3337, 4982, 2555, 7406, 2134, 824, 2108, 1456, 3146, 7858, 3679, 1040, 2553, 5506, 3860, 7886, 3328, 6766, 2895, 1007, 3047, 198, 2108, 1105, 2472, 1591, 1248, 1070, 2259, 3745, 3860, 7969, 3328, 5573, 2895, 3258, 3047, 1366, 2108, 1649, 2472, 3599, 1248, 7580, 2259, 6171, 3075, 5441, 3075, 7451, 3075, 7050, 3089, 670, 2365, 6742, 2099, 3831, 1248, 2454, 2259, 372, 3435, 4119, 1522, 242, 2452, 1945, 2601, 882, 2093, 1280, 3444, 2656, 2289, 2309, 2259, 6395, 1694, 4235, 1522, 6040, 1690, 502, 2659, 4402, 2093, 4605, 1050, 1880, 2704, 7645, 2259, 5758, 3089, 5619, 3075, 7759, 3179, 6936, 1700, 5980, 2365, 584, 2099, 6742, 3083, 6354, 3568, 7780, 3732, 3177, 3244, 5053, 2384, 1787, 2841, 3533, 3707, 2136, 3317, 746, 3083, 354, 3568, 1028, 3860, 4985, 1522, 3287, 1690, 1738, 2659, 1331, 3853, 5124, 3857, 1237, 3083, 2756, 3568, 4540, 1694, 3435, 1522, 4626, 1690, 7426, 2659, 4590, 3853, 587, 3857, 4220, 3083, 5746, 3568, 1870, 2510, 5792, 1937, 4636, 1690, 8004, 2659, 4153, 2093, 2837, 1050, 5975, 3083, 1764, 3408, 1138, 3777, 1261, 3107, 4334, 3575, 4393, 3352, 7167, 2093, 5643, 3229, 7939, 3083, 3119, 2223, 697, 3777, 1526, 3995, 7150, 2173, 3842, 3094, 8083, 2093, 3883, 3483, 73, 3083, 2519, 1283, 4020, 2870, 6775, 2051, 3750, 3464, 3767, 1985, 4552, 2093, 3670, 3704, 4803, 1248, 6608, 3675, 4260, 3557, 917, 2083, 5164, 2173, 6800, 2839, 4822, 1779, 3159, 3229, 5205, 3629, 5121, 3690, 5693, 2397, 4897, 3101, 7906, 2173, 4767, 2005, 1134, 1779, 280, 3581, 2947, 3012, 4148, 3690, 2916, 2397, 4189, 2948, 3598, 3364, 936, 4047, 5342, 2492, 5407, 2524, 279, 3679, 280, 2259, 3532, 2119, 6568, 2102, 2409, 2173, 3603, 2986, 172, 1936, 773, 1178, 6023, 3679, 5085, 2553, 8030, 3860, 5533, 3370, 5962, 2555, 2367, 2986, 6447, 2093, 3857, 3346, 6304, 3679, 1252, 2553, 8070, 1694, 4742, 2768, 7413, 2452, 1191, 3334, 2315, 3754, 3434, 2560, 774, 3679, 784, 2553, 6415, 1694, 1834, 2768, 6320, 3793, 2145, 3334, 6946, 2192, 2433, 2735, 7192, 3679, 63, 2553, 6032, 1694, 5714, 2768, 3679, 3793, 5304, 3332, 7178, 2192, 6435, 1050, 2780, 3679, 6040, 2553, 5703, 1694, 2880, 2505, 7102, 3793, 3743, 2539, 2045, 1768, 1335, 3957, 5197, 3679, 2517, 2553, 201, 1694, 7971, 2505, 7049, 3793, 7820, 1924, 1208, 2039, 3654, 3957, 2015, 2987, 4552, 2259, 247, 1694, 2085, 2505, 5735, 3793, 5595, 2670, 5163, 2813, 692, 1178, 2867, 2987, 1754, 2259, 4755, 3365, 4215, 2427, 6228, 3209, 8082, 3576, 2847, 3318, 4534, 3058, 1622, 3679, 3907, 3568, 3982, 1694, 1832, 3918, 258, 3791, 2020, 2539, 2058, 2964, 7943, 1386, 7044, 3679, 7945, 3568, 102, 1694, 5381, 2505, 1810, 3793, 7065, 2539, 7753, 3893, 8154, 3146, 5986, 3679, 371, 3568, 4266, 3860, 7578, 2505, 6696, 3793, 7325, 2539, 179, 3893, 8154, 3146, 3961, 3679, 5462, 2709, 5686, 3860, 654, 2505, 1805, 3793, 4590, 2670, 6228, 3893, 905, 3146, 307, 3679, 1900, 3568, 2159, 3166, 2672, 2505, 97, 3793, 2828, 2670, 6946, 3893, 3184, 3146, 879, 3679, 2145, 2553, 4729, 3860, 2620, 2505, 523, 2555, 4378, 2134, 6310, 3893, 3792, 3146, 5759, 3679, 1755, 1283, 974, 3166, 6868, 2102, 4867, 2555, 6655, 2539, 2804, 2520, 1703, 3146, 3609, 3679, 3530, 2553, 6288, 3166, 7522, 2102, 7861, 2555, 6144, 2539, 3728, 3893, 8178, 1516, 254, 3679, 3672, 1283, 5566, 3860, 1215, 2102, 7381, 2555, 5677, 2539, 8139, 3893, 3387, 2708, 3466, 3679, 7362, 2709, 6724, 3860, 6711, 1937, 8132, 2555, 4378, 2134, 7632, 2531, 7237, 2708, 6528, 3679, 81, 2709, 4307, 3860, 7336, 2102, 4335, 2555, 4186, 2134, 3756, 1529, 1556, 2708, 7692, 3679, 4926, 1283, 7840, 3166, 2747, 1937, 5935, 2555, 3777, 2134, 4042, 1529, 5372, 2708, 2816, 2474, 4612, 4016, 914, 2870, 7248, 3337, 5020, 2555, 6353, 2134, 7471, 1529, 876, 2708, 4643, 2474, 8004, 4016, 4410, 2870, 1149, 1937, 1705, 2555, 3874, 2539, 474, 1529, 2203, 2708, 4322, 2474, 5422, 4016, 946, 2870, 1215, 1937, 6305, 2222, 4261, 2134, 4925, 1529, 1514, 2708, 3826, 3830, 5668, 4016, 5625, 2870, 177, 3918, 198, 2555, 2626, 2134, 4071, 1529, 4071, 2708, 2200, 2665, 3631, 2436, 1357, 3166, 5775, 2870, 848, 2555, 7929, 2134, 7629, 2108, 4369, 2708, 6935, 2665, 5015, 3599, 4591, 3166, 6874, 3103, 8146, 2555, 1054, 2134, 4612, 1529, 7687, 2708, 3475, 3830, 2130, 3341, 2128, 3166, 304, 3103, 1726, 2555, 3747, 2134, 1842, 2108, 3932, 2708, 2634, 2665, 2673, 1756, 7937, 3201, 502, 2870, 6545, 2184, 3960, 2134, 1601, 2107, 6077, 2708, 4931, 2665, 5918, 3341, 3076, 3166, 105, 3918, 1039, 2895, 144, 2134, 3903, 2108, 6026, 2708, 3382, 3830, 7262, 3741, 6472, 3201, 6813, 3918, 1602, 2184, 1652, 2134, 1148, 2108, 4661, 2708, 4260, 3873, 3467, 2117, 7033, 3151, 4117, 3237, 7029, 2060, 5620, 969, 1001, 3735, 4253, 3229, 2250, 330, 1012, 3797, 3623, 2077, 8037, 2509, 7981, 2173, 1927, 3641, 4729, 3423, 4445, 1715, 572, 3225, 5616, 591, 6509, 2831, 4332, 3804, 1961, 322, 4706, 482, 1542, 2241, 1215, 3488, 7142, 2575, 6692, 3797, 1804, 3066, 7150, 2509, 7991, 2173, 3534, 3641, 1440, 2767, 1591, 3581, 7687, 2987, 7284, 3797, 1742, 3624, 2625, 2509, 5031, 2173, 2329, 2986, 4721, 2048, 6813, 3581, 5239, 2644, 2735, 2691, 1612, 2691, 2480, 3597, 6308, 3929, 323, 3389, 3542, 2574, 8075, 2297, 4089, 2289, 7340, 3675, 1936, 3970, 6421, 2400, 5743, 3155, 201, 2005, 7439, 2574, 6807, 3581, 1930, 2289, 5968, 2259, 6022, 2458, 1470, 2559, 2, 1568, 6519, 2651, 4575, 79, 3167, 69, 1798, 2289, 1491, 2259, 8125, 3970, 826, 3490, 665, 2173, 5141, 2839, 2753, 2767, 6675, 3229, 4403, 2289, 7835, 2259, 6611, 2458, 5348, 2559, 2899, 2173, 651, 3848, 952, 2048, 1976, 3581, 6703, 2289, 3115, 2259, 3688, 2458, 490, 1260, 1615, 2173, 1044, 3154, 4978, 2048, 4620, 3581, 4734, 2289, 1515, 2259, 5649, 3010, 3542, 2133, 4477, 4075, 4235, 2796, 7029, 3587, 5388, 3940, 5921, 2019, 5969, 2259, 5666, 4082, 7963, 1522, 4150, 3181, 5206, 2134, 7305, 1737, 1608, 3709, 1662, 2747, 69, 2870, 5666, 1694, 141, 3804, 4673, 3551, 4947, 3836, 5814, 431, 5731, 3564, 178, 2927, 2185, 3586, 2886, 3151, 5774, 297, 4048, 2391, 8052, 2809, 2482, 3869, 247, 2335, 2897, 2404, 1945, 2156, 125, 2156, 6683, 997, 2033, 997, 2033, 3127, 2033, 696, 2033, 2723, 2033 ]
17
Blues
15
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1568, 5971, 2489, 7589, 2633, 2556, 3141, 7794, 4044, 4348, 3214, 7549, 1978, 6098, 1391, 2341, 3388, 6316, 1852, 5540, 1294, 3174, 3067, 6538, 1416, 812, 3966, 3706, 1783, 7788, 1391, 6110, 3155, 3649, 1183, 6732, 1685, 8166, 1291, 7080, 2370, 1959, 3320, 1457, 2663, 1624, 1449, 1239, 3388, 5475, 1539, 7764, 4066, 2836, 1296, 2124, 3070, 1272, 3966, 6534, 2663, 6175, 4034, 3980, 1227, 1703, 3645, 617, 1523, 7397, 3581, 6132, 2754, 6041, 3966, 2923, 3993, 4057, 3548, 5772, 1568, 1899, 1183, 3174, 1523, 4402, 1998, 7762, 2556, 7241, 2170, 1603, 2369, 1230, 1188, 2776, 2173, 6729, 1183, 264, 1936, 1806, 1998, 452, 2754, 7999, 1908, 2177, 2369, 173, 1260, 3271, 3388, 4227, 1183, 4964, 1698, 4353, 3141, 6096, 2755, 1340, 3966, 2557, 2460, 3953, 3592, 7875, 2164, 7512, 1183, 2216, 3498, 5990, 3875, 7453, 1152, 903, 2111, 6956, 3993, 4775, 3597, 7403, 1568, 1610, 1183, 4529, 2122, 3903, 1291, 7248, 3545, 1861, 1908, 6591, 1815, 5979, 2950, 8175, 3388, 762, 2517, 1083, 2648, 3186, 2297, 5888, 2754, 4338, 1908, 3147, 3404, 6913, 1188, 4146, 1227, 3296, 3645, 4334, 3432, 4051, 3011, 7954, 2370, 6192, 3966, 2418, 3404, 6863, 3804, 1851, 3242, 4972, 2788, 1608, 3432, 4247, 3483, 3526, 2556, 5351, 2084, 3347, 2508, 2377, 3548, 7524, 1058, 2606, 3352, 3301, 2298, 1458, 3940, 3044, 2754, 1951, 3966, 4979, 2781, 3999, 3569, 2573, 2173, 4886, 3645, 586, 3701, 3131, 1873, 1149, 2754, 201, 3966, 5868, 2460, 401, 2559, 1914, 1058, 1177, 3641, 5773, 2780, 4993, 2617, 7735, 2754, 6762, 1908, 5034, 1031, 3959, 1260, 7225, 1227, 4526, 1183, 4230, 2574, 6952, 1465, 5051, 2754, 6824, 2660, 3874, 3398, 6051, 2661, 4578, 2779, 5404, 2557, 4547, 1407, 6087, 2296, 7823, 3284, 153, 3966, 3355, 1783, 6410, 4034, 5803, 2401, 5249, 1183, 3940, 2648, 2254, 1218, 4133, 3540, 6433, 2156, 7575, 2156, 121, 2178, 2033, 2178, 2033, 2178, 2033, 2178, 2033, 3688, 2033 ]
4
Hip-Hop
16

This dataset contains tokenized audio from lewtun/music_genres using SemantiCodec for performing experiments on AR music generation

The following script is used for tokenization

from datasets import load_dataset, Dataset, DatasetDict

model_id = ""
repo_name = ""
user_name = ""
token = ""
cache_dir = "cache"
vocab_size = 4096

dataset = load_dataset(model_id, cache_dir=cache_dir, trust_remote_code=True)

from semanticodec import SemantiCodec

semanticodec = SemantiCodec(token_rate=100, semantic_vocab_size=vocab_size)

import soundfile as sf
from tqdm import tqdm
import math

dd = {
    "train": 0,
    "test": 0
}

for split in ["train", "test"]:
    tkns = []
    for idx in tqdm(range(len(dataset[split]))):
        sample = dataset[split][idx]["audio"]
        array = sample["array"]
        sr = sample["sampling_rate"]
        
        sf.write("output.wav", array, sr)
        
        tokens = semanticodec.encode("output.wav").detach().cpu().numpy().flatten()
        tkns.append(tokens)
        
    ds = Dataset.from_dict({
        "audio_tokens": tkns,
        "genre_id": list(dataset[split]["genre_id"]),
        "genre": list(dataset[split]["genre"]),
        "song_id": list(dataset[split]["song_id"])
    })
    dd[split] = ds

dd = DatasetDict(dd)
dd.save_to_disk(repo_name)
dd.push_to_hub(f"{user_name}/{repo_name}", token=token)
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