diff --git "a/common_voice_16_1_hi_pseudo_labelled/validation-transcription.csv" "b/common_voice_16_1_hi_pseudo_labelled/validation-transcription.csv"
new file mode 100644--- /dev/null
+++ "b/common_voice_16_1_hi_pseudo_labelled/validation-transcription.csv"
@@ -0,0 +1,421 @@
+file_id,whisper_transcript
+common_voice_16_1-0,"[50258, 50276, 50359, 50364, 8485, 227, 41858, 27099, 3941, 115, 21981, 31970, 8703, 223, 48521, 17937, 25411, 31970, 25411, 8485, 108, 44500, 21981, 37139, 43372, 31970, 21981, 25411, 46758, 48449, 21981, 31945, 48449, 21981, 3941, 94, 33279, 3941, 253, 21981, 3941, 114, 35082, 50592, 50592, 31970, 8703, 234, 31945, 3941, 245, 27099, 25411, 21981, 45938, 31970, 33926, 49316, 25411, 27099, 41858, 17937, 25411, 48449, 21981, 31945, 8485, 105, 35082, 21981, 8485, 108, 44500, 35082, 21981, 31970, 17937, 8485, 101, 44500, 31881, 31945, 8485, 227, 3941, 100, 33279, 41858, 17937, 25411, 8485, 101, 44500, 31881, 31945, 8485, 105, 17937, 3941, 245, 31881, 8485, 113, 33279, 3941, 100, 17937, 48268, 3941, 245, 50872, 50872, 48449, 8703, 223, 31945, 3941, 105, 43372, 3941, 253, 8485, 103, 25411, 37139, 48521, 27099, 48521, 21981, 48449, 21981, 31945, 8485, 103, 17937, 41858, 33279, 45938, 27099, 36158, 17937, 35082, 31970, 17937, 37139, 17937, 36158, 8485, 103, 25411, 35082, 3941, 105, 51064, 51064, 8485, 97, 17937, 25411, 3941, 98, 48449, 44500, 36158, 17937, 8485, 104, 43372, 35082, 27099, 45938, 31970, 33926, 31970, 25411, 35082, 17937, 37139, 33926, 3941, 245, 17937, 8485, 229, 31945, 3941, 99, 3941, 250, 17937, 25411, 51232, 51232, 8485, 101, 44500, 31881, 31945, 8485, 99, 48268, 17937, 3941, 105, 21981, 35082, 31970, 33926, 8485, 228, 35082, 21981, 48449, 21981, 31945, 8485, 110, 3941, 245, 21981, 3941, 245, 17937, 8485, 113, 41858, 27099, 36158, 51432, 50257]"
+common_voice_16_1-1,"[50258, 50276, 50359, 50364, 8485, 227, 31945, 36158, 25411, 17937, 3941, 115, 27099, 3941, 253, 27099, 48268, 41858, 27099, 3941, 249, 46758, 17937, 48268, 41858, 37139, 43372, 8485, 231, 3941, 105, 17937, 48521, 17937, 8485, 110, 17937, 25411, 31881, 3941, 250, 17937, 35082, 31881, 50614, 50614, 8485, 103, 27099, 25411, 3941, 96, 48521, 8703, 223, 41858, 25411, 27099, 3941, 250, 31881, 8485, 250, 31945, 3941, 99, 17937, 31970, 21981, 8485, 108, 17937, 3941, 115, 27099, 3941, 253, 3941, 103, 36158, 31881, 50814, 50814, 8485, 255, 8703, 223, 41858, 48521, 49316, 21981, 8485, 250, 8703, 223, 3941, 94, 3941, 120, 21981, 48449, 44500, 36158, 27099, 3941, 113, 3941, 103, 8703, 224, 35082, 8485, 97, 36158, 27099, 48268, 50964, 50964, 49316, 8703, 223, 3941, 115, 27099, 48521, 17937, 8485, 99, 33279, 3941, 245, 27099, 3941, 113, 33279, 3941, 250, 43372, 48449, 21981, 31945, 5794, 3630, 51114, 51114, 8485, 227, 3941, 105, 8485, 99, 33279, 3941, 245, 27099, 3941, 245, 31881, 8485, 105, 33926, 46758, 21981, 48449, 33926, 3941, 99, 33279, 31970, 33926, 8485, 229, 36158, 33279, 44500, 17937, 45938, 8485, 103, 3941, 95, 3941, 120, 17937, 3941, 237, 31945, 49316, 8703, 223, 3941, 115, 27099, 48521, 17937, 8485, 250, 31881, 51314, 51314, 48449, 17937, 48268, 17937, 3941, 113, 36158, 31881, 8485, 99, 33279, 46758, 27099, 46758, 31881, 31970, 21981, 8485, 97, 41858, 27099, 3941, 98, 31970, 31881, 8485, 242, 25411, 8485, 103, 8703, 224, 3941, 248, 31970, 21981, 8485, 110, 33279, 3941, 237, 8485, 97, 48268, 17937, 25411, 51564, 50257]"
+common_voice_16_1-2,"[50258, 50276, 50359, 50364, 48449, 46758, 27099, 46758, 31970, 31881, 8485, 105, 17937, 36158, 48449, 21981, 31945, 8485, 103, 8703, 224, 25411, 21981, 49316, 17937, 46758, 31970, 17937, 8485, 105, 27099, 48268, 8703, 234, 25411, 17937, 8485, 99, 21981, 31945, 3941, 245, 21981, 8485, 103, 33279, 48268, 17937, 48449, 33926, 3941, 94, 33279, 50564, 50564, 8485, 228, 3941, 94, 27099, 3941, 113, 17937, 35082, 31881, 31970, 33926, 48449, 35082, 27099, 48521, 8703, 231, 44500, 35082, 8485, 103, 25411, 8485, 228, 36158, 17937, 37139, 43372, 8485, 97, 25411, 45938, 50764, 50764, 8485, 105, 8703, 223, 25411, 31881, 8485, 228, 3941, 99, 36158, 8485, 101, 44500, 31881, 31945, 8485, 105, 43372, 3941, 94, 8485, 110, 41858, 27099, 45938, 21981, 37139, 33926, 36158, 17937, 37139, 43372, 31970, 43372, 31945, 45938, 25411, 50964, 50964, 8485, 250, 43372, 3941, 114, 27099, 48268, 48449, 8703, 234, 44500, 48521, 36158, 31970, 21981, 8485, 227, 46758, 17937, 3941, 113, 17937, 31970, 3941, 114, 48521, 31881, 25411, 48449, 21981, 31945, 49316, 36158, 27099, 25411, 33279, 48268, 17937, 37139, 43372, 8485, 107, 21981, 8485, 228, 36158, 31945, 3941, 99, 31881, 49316, 31945, 3941, 245, 36158, 35082, 51264, 51264, 8485, 107, 8703, 224, 3941, 103, 31881, 51364, 51364, 49316, 27099, 3941, 253, 31881, 3941, 237, 3941, 104, 8485, 101, 21981, 8485, 105, 25411, 17937, 48521, 36158, 31970, 33279, 48268, 21981, 8485, 110, 17937, 41858, 33926, 31970, 3941, 248, 8703, 224, 3941, 237, 51564, 50257]"
+common_voice_16_1-3,"[50258, 50276, 50359, 50364, 8485, 99, 8703, 223, 35082, 33279, 48268, 17937, 31970, 31881, 8485, 253, 8703, 234, 3941, 103, 8485, 107, 8703, 224, 35082, 33279, 3941, 113, 25411, 27099, 45938, 33279, 3941, 253, 31881, 3941, 250, 48449, 21981, 31945, 8485, 255, 17937, 25411, 36158, 31970, 17937, 8485, 101, 44500, 33926, 35082, 17937, 8485, 227, 41858, 27099, 44500, 25411, 36158, 17937, 37139, 43372, 8485, 108, 17937, 3941, 115, 27099, 3941, 253, 3941, 103, 36158, 31881, 50732, 50732, 8485, 229, 35082, 31970, 33279, 45938, 17937, 35082, 33926, 31945, 31970, 21981, 8485, 244, 21981, 36158, 33926, 31945, 48449, 21981, 31945, 8485, 228, 3941, 103, 3941, 99, 17937, 8485, 105, 35082, 41858, 25411, 8485, 105, 25411, 27099, 45938, 17937, 8485, 227, 3941, 104, 45938, 25411, 33926, 31945, 31970, 17937, 8485, 104, 25411, 48521, 17937, 35082, 51032, 51032, 8485, 255, 17937, 25411, 33279, 3941, 114, 31970, 31881, 8485, 113, 3941, 250, 44500, 49316, 21981, 8485, 108, 3941, 99, 31970, 33279, 48268, 17937, 8485, 245, 48268, 17937, 49316, 33279, 3941, 94, 27099, 35082, 31881, 8485, 113, 31945, 3941, 94, 21981, 51264, 51264, 31970, 27099, 48268, 17937, 37139, 43372, 8485, 114, 27099, 25411, 17937, 3941, 113, 46758, 27099, 3941, 94, 8485, 114, 33279, 3941, 113, 25411, 17937, 36158, 27099, 25411, 31881, 8485, 248, 17937, 35082, 33279, 48268, 21981, 8485, 229, 45938, 41858, 31881, 48449, 44500, 31881, 48521, 17937, 8485, 242, 25411, 48449, 44500, 33279, 36158, 27099, 3941, 113, 51544, 50257]"
+common_voice_16_1-4,"[50258, 50276, 50359, 50364, 48449, 8703, 225, 3941, 114, 25411, 27099, 25411, 3941, 104, 31970, 31881, 8485, 245, 33279, 25411, 3941, 104, 36158, 17937, 25411, 31881, 31970, 21981, 8485, 110, 33279, 48268, 17937, 8485, 103, 17937, 41858, 8485, 101, 21981, 48449, 17937, 31945, 3941, 245, 31881, 48449, 3941, 99, 3941, 99, 8703, 97, 50564, 50564, 8485, 227, 35082, 33279, 46758, 8485, 105, 17937, 3941, 248, 3941, 103, 17937, 3941, 230, 31970, 21981, 8485, 99, 17937, 3941, 113, 21981, 8485, 103, 25411, 49316, 8703, 234, 25411, 3941, 105, 8485, 255, 17937, 3941, 250, 3941, 120, 8485, 101, 21981, 31970, 33279, 48268, 17937, 8485, 103, 46758, 3941, 253, 27099, 3941, 113, 17937, 25411, 31970, 44500, 31881, 8485, 107, 21981, 8485, 105, 3941, 94, 3941, 120, 31881, 8485, 105, 17937, 36158, 8703, 97, 50864, 50864, 48449, 3941, 114, 8703, 224, 25411, 8485, 245, 33279, 46758, 27099, 3941, 244, 41858, 8485, 248, 21981, 36158, 35082, 8485, 255, 3941, 245, 36158, 8485, 103, 25411, 8485, 237, 41858, 31970, 25411, 33926, 3941, 94, 8485, 108, 8703, 224, 3941, 103, 48268, 31970, 31881, 48449, 17937, 35082, 44500, 17937, 35082, 31881, 31970, 17937, 31970, 21981, 45938, 8485, 99, 3941, 250, 8703, 97, 51214, 50257]"
+common_voice_16_1-5,"[50258, 50276, 50359, 50364, 8485, 110, 33279, 3941, 103, 46758, 8703, 231, 41858, 49316, 31881, 48521, 48449, 21981, 31945, 8485, 101, 21981, 8485, 231, 3941, 94, 3941, 120, 17937, 3941, 230, 8485, 228, 48268, 8703, 223, 3941, 114, 27099, 48521, 17937, 35082, 31970, 31881, 8485, 101, 33279, 35082, 27099, 3941, 99, 8703, 97, 50587, 50587, 8485, 231, 45938, 35082, 21981, 8485, 231, 45938, 21981, 8485, 227, 41858, 21981, 46758, 21981, 8485, 101, 8485, 250, 17937, 35082, 21981, 31970, 31881, 8485, 248, 33279, 36158, 17937, 3941, 113, 35082, 31881, 8485, 99, 31881, 8703, 97, 50789, 50789, 8485, 114, 17937, 25411, 8703, 223, 3941, 244, 17937, 35082, 49316, 21981, 8485, 110, 21981, 41858, 25411, 8485, 227, 41858, 27099, 3941, 115, 21981, 41858, 8703, 223, 48521, 17937, 25411, 8485, 97, 41858, 48449, 33279, 46758, 21981, 3941, 253, 27099, 25411, 31881, 8485, 110, 8703, 231, 41858, 48449, 21981, 31945, 8485, 248, 27099, 44500, 17937, 48268, 49316, 27099, 3941, 253, 17937, 25411, 27099, 3941, 250, 8703, 97, 51052, 51052, 49316, 31945, 3941, 250, 21981, 3941, 99, 3941, 99, 27099, 3941, 253, 48449, 21981, 31945, 31970, 8703, 223, 3941, 249, 8485, 104, 33279, 46758, 27099, 48521, 48449, 21981, 31945, 8485, 103, 8703, 224, 25411, 21981, 31970, 31881, 11, 31970, 8703, 223, 3941, 249, 8485, 105, 17937, 41858, 31881, 8703, 97, 51277, 50257]"
+common_voice_16_1-6,"[50258, 50276, 50359, 50364, 8485, 113, 33279, 3941, 114, 27099, 3941, 113, 31970, 3941, 105, 35082, 21981, 8485, 103, 27099, 25411, 3941, 99, 25411, 27099, 3941, 114, 35082, 8485, 103, 25411, 8485, 101, 44500, 31881, 31945, 37139, 33926, 3941, 245, 17937, 8485, 113, 33279, 3941, 113, 17937, 3941, 99, 33926, 31970, 17937, 8485, 227, 45938, 25411, 8485, 227, 3941, 104, 25411, 31881, 8485, 99, 31881, 3941, 103, 8703, 97, 50614, 50664, 8671, 43, 8485, 253, 31881, 48521, 48449, 21981, 31945, 8485, 101, 8703, 223, 3941, 113, 21981, 3941, 114, 8485, 250, 17937, 3941, 250, 31970, 21981, 8485, 99, 17937, 3941, 230, 25411, 21981, 48449, 21981, 31945, 8485, 228, 48268, 21981, 8485, 99, 33926, 8485, 242, 25411, 31970, 21981, 31945, 3941, 99, 27099, 25411, 48521, 48449, 31945, 36158, 27099, 25411, 31881, 50964, 51014, 8485, 108, 33279, 36158, 33279, 41858, 8485, 108, 8703, 234, 3941, 114, 35082, 8485, 103, 25411, 8485, 104, 33279, 25411, 8485, 255, 3941, 95, 3941, 120, 41858, 31881, 31970, 31945, 3941, 245, 35082, 17937, 8485, 105, 33926, 46758, 31881, 48449, 8703, 223, 3941, 251, 27099, 3941, 249, 49316, 21981, 8485, 105, 36158, 27099, 36158, 48521, 31881, 3941, 250, 31881, 31970, 21981, 8485, 110, 33279, 3941, 237, 48449, 17937, 3941, 104, 31881, 48449, 17937, 31945, 3941, 245, 21981, 51264, 50257]"
+common_voice_16_1-7,"[50258, 50276, 50359, 50364, 37139, 43372, 36158, 31881, 31970, 21981, 8485, 105, 8703, 223, 41858, 48521, 27099, 8485, 103, 27099, 25411, 3941, 255, 17937, 3941, 113, 33279, 36158, 33926, 31945, 31970, 31881, 48449, 3941, 99, 3941, 99, 27099, 41858, 31970, 25411, 21981, 3941, 245, 17937, 8485, 101, 17937, 3941, 229, 45938, 31881, 25411, 33279, 48268, 17937, 50699, 50699, 8485, 104, 33279, 46758, 27099, 46758, 8485, 97, 46758, 8703, 224, 8485, 113, 21981, 3941, 250, 48449, 35082, 8703, 224, 8485, 108, 33279, 3941, 253, 21981, 35082, 27099, 45938, 48449, 21981, 31945, 31970, 31945, 3941, 245, 35082, 17937, 31970, 31881, 8485, 103, 25411, 27099, 3941, 104, 17937, 48521, 31945, 45938, 8485, 103, 25411, 8485, 105, 17937, 46758, 33279, 3941, 113, 8703, 231, 3941, 253, 8485, 104, 33279, 3941, 94, 17937, 36158, 51039, 51039, 48449, 33926, 3941, 99, 31881, 8485, 101, 44500, 31881, 31945, 31970, 44500, 17937, 8485, 98, 17937, 8485, 229, 3941, 114, 27099, 25411, 3941, 99, 8485, 250, 44500, 17937, 31945, 31970, 33926, 48449, 17937, 25411, 8485, 94, 17937, 46758, 33926, 51239, 51239, 8485, 248, 46758, 27099, 3941, 99, 37139, 33926, 3941, 245, 31881, 8485, 104, 8703, 223, 25411, 21981, 3941, 250, 27099, 3941, 253, 8485, 245, 17937, 25411, 27099, 3941, 94, 33926, 31970, 31881, 8485, 255, 25411, 36158, 31881, 51489, 50257]"
+common_voice_16_1-8,"[50258, 50276, 50359, 50364, 8485, 99, 33279, 46758, 27099, 46758, 31881, 8485, 113, 17937, 46758, 33926, 31945, 31970, 33926, 8485, 103, 45938, 31945, 3941, 99, 37139, 43372, 8485, 110, 31945, 3941, 94, 35082, 11, 48449, 8703, 223, 31945, 3941, 255, 43372, 31970, 25411, 33926, 31970, 21981, 8485, 110, 33279, 48268, 21981, 8485, 105, 17937, 46758, 31881, 37139, 43372, 8485, 103, 45938, 31945, 3941, 99, 31881, 3941, 99, 17937, 8485, 250, 3941, 245, 17937, 8703, 97, 50664, 50714, 49316, 3941, 105, 45938, 21981, 48449, 44500, 33279, 46758, 17937, 8485, 227, 31945, 41858, 25411, 8485, 105, 35082, 21981, 3941, 245, 31881, 8485, 105, 33279, 46758, 27099, 46758, 33926, 8485, 108, 17937, 35082, 31881, 13, 50914, 50964, 8485, 101, 17937, 45938, 48521, 3941, 250, 37139, 43372, 8485, 229, 48521, 27099, 25411, 17937, 35082, 8485, 244, 17937, 35082, 11, 49316, 25411, 27099, 48521, 17937, 35082, 8485, 108, 3941, 115, 27099, 3941, 253, 31881, 13, 51114, 51164, 37139, 48521, 8485, 246, 25411, 8485, 248, 46758, 36158, 37139, 43372, 13, 51264, 51314, 8485, 97, 48521, 27099, 48268, 8485, 245, 8703, 231, 46758, 33279, 48268, 25411, 31970, 21981, 8485, 113, 33279, 41858, 17937, 45938, 31970, 31881, 8485, 108, 3941, 113, 36158, 17937, 25411, 13, 51414, 50257]"
+common_voice_16_1-9,"[50258, 50276, 50359, 50364, 4384, 31970, 21981, 4705, 13, 4646, 31970, 33926, 8485, 255, 17937, 25411, 36158, 48449, 21981, 31945, 48449, 33279, 46758, 31881, 1649, 8485, 110, 17937, 41858, 4195, 50714, 50714, 8485, 250, 48521, 27099, 48521, 8703, 223, 31970, 3941, 114, 48521, 31881, 25411, 48449, 21981, 31945, 8485, 105, 3941, 95, 3941, 120, 17937, 3941, 230, 8485, 245, 3941, 230, 4705, 2643, 8485, 103, 25411, 8485, 110, 3941, 245, 31881, 8485, 108, 33926, 41858, 8485, 110, 33926, 41858, 48449, 17937, 48268, 8703, 224, 45938, 51064, 51064, 18287, 811, 9279, 8485, 255, 17937, 25411, 36158, 805, 8485, 113, 33279, 41858, 21981, 3941, 253, 8485, 244, 33926, 35082, 21981, 31970, 21981, 8485, 105, 17937, 3941, 99, 5833, 13498, 8485, 103, 25411, 51364, 51364, 8485, 113, 31881, 25411, 8703, 224, 8485, 110, 41858, 27099, 3941, 115, 48521, 35082, 8485, 113, 25411, 44500, 35082, 17937, 8485, 101, 21981, 31970, 33279, 48268, 17937, 8485, 114, 17937, 35082, 3941, 99, 17937, 8485, 103, 27099, 25411, 3941, 99, 3941, 114, 35082, 8485, 97, 31945, 3941, 250, 8703, 223, 46758, 41858, 25411, 51614, 50257]"
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