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common_voices_en_sample

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  1. .gitattributes +60 -0
  2. .ipynb_checkpoints/organize_meta_csv-checkpoint.ipynb +1194 -0
  3. 1000_rows_meta.csv +3 -0
  4. README.md +3 -0
  5. deprecated_meta.csv +3 -0
  6. organize_meta_csv.ipynb +1194 -0
  7. save_files_from_common_datasets.ipynb +0 -0
  8. wavs/common_voice_en_19605664.mp3 +3 -0
  9. wavs/common_voice_en_19605665.mp3 +3 -0
  10. wavs/common_voice_en_19605666.mp3 +3 -0
  11. wavs/common_voice_en_19605667.mp3 +3 -0
  12. wavs/common_voice_en_19605668.mp3 +3 -0
  13. wavs/common_voice_en_19605669.mp3 +3 -0
  14. wavs/common_voice_en_19605670.mp3 +3 -0
  15. wavs/common_voice_en_19605752.mp3 +3 -0
  16. wavs/common_voice_en_19605754.mp3 +3 -0
  17. wavs/common_voice_en_19605755.mp3 +3 -0
  18. wavs/common_voice_en_19605756.mp3 +3 -0
  19. wavs/common_voice_en_19605758.mp3 +3 -0
  20. wavs/common_voice_en_19605778.mp3 +3 -0
  21. wavs/common_voice_en_19605779.mp3 +3 -0
  22. wavs/common_voice_en_19605804.mp3 +3 -0
  23. wavs/common_voice_en_19605807.mp3 +3 -0
  24. wavs/common_voice_en_19605837.mp3 +3 -0
  25. wavs/common_voice_en_19605838.mp3 +3 -0
  26. wavs/common_voice_en_19605839.mp3 +3 -0
  27. wavs/common_voice_en_19605840.mp3 +3 -0
  28. wavs/common_voice_en_19605841.mp3 +3 -0
  29. wavs/common_voice_en_19605849.mp3 +3 -0
  30. wavs/common_voice_en_19605851.mp3 +3 -0
  31. wavs/common_voice_en_19605853.mp3 +3 -0
  32. wavs/common_voice_en_19605857.mp3 +3 -0
  33. wavs/common_voice_en_19605871.mp3 +3 -0
  34. wavs/common_voice_en_19605875.mp3 +3 -0
  35. wavs/common_voice_en_19605884.mp3 +3 -0
  36. wavs/common_voice_en_19605891.mp3 +3 -0
  37. wavs/common_voice_en_19605948.mp3 +3 -0
  38. wavs/common_voice_en_19605954.mp3 +3 -0
  39. wavs/common_voice_en_19605956.mp3 +3 -0
  40. wavs/common_voice_en_19605958.mp3 +3 -0
  41. wavs/common_voice_en_19606022.mp3 +3 -0
  42. wavs/common_voice_en_19606023.mp3 +3 -0
  43. wavs/common_voice_en_19606024.mp3 +3 -0
  44. wavs/common_voice_en_19606025.mp3 +3 -0
  45. wavs/common_voice_en_19606026.mp3 +3 -0
  46. wavs/common_voice_en_19606038.mp3 +3 -0
  47. wavs/common_voice_en_19606039.mp3 +3 -0
  48. wavs/common_voice_en_19606040.mp3 +3 -0
  49. wavs/common_voice_en_19606041.mp3 +3 -0
  50. wavs/common_voice_en_19606087.mp3 +3 -0
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+ # Audio files - uncompressed
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+ *.sam filter=lfs diff=lfs merge=lfs -text
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+ *.raw filter=lfs diff=lfs merge=lfs -text
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+ # Audio files - compressed
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+ *.flac filter=lfs diff=lfs merge=lfs -text
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+ # Image files - compressed
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+ *.webp filter=lfs diff=lfs merge=lfs -text
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+ # Video files - compressed
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+ wavs/* filter=lfs diff=lfs merge=lfs -text
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.ipynb_checkpoints/organize_meta_csv-checkpoint.ipynb ADDED
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+ {
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+ "cells": [
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+ {
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+ "cell_type": "code",
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+ "execution_count": 1,
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+ "id": "ae3b649e-d99e-4ba6-829a-c67eb70c33d7",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "import pandas as pd"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 2,
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+ "id": "4e19d193-41b8-459a-bcc7-cbd66ee0b68a",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "original_meta = pd.read_csv('deprecated_meta.csv')"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 3,
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+ "id": "1158f4fc-bd7b-497d-8063-23c9a7366afc",
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "data": {
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+ "text/plain": [
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+ "0 wav/common_voice_en_35390714.mp3\n",
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+ "1 wav/common_voice_en_35390716.mp3\n",
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+ "2 wav/common_voice_en_35390717.mp3\n",
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+ "3 wav/common_voice_en_17280426.mp3\n",
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+ "4 wav/common_voice_en_23361615.mp3\n",
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+ " ... \n",
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+ "99995 wav/common_voice_en_18833936.mp3\n",
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+ "99996 wav/common_voice_en_18833937.mp3\n",
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+ "99997 wav/common_voice_en_18833938.mp3\n",
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+ "99998 wav/common_voice_en_18833939.mp3\n",
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+ "99999 wav/common_voice_en_18833940.mp3\n",
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+ "Name: audio_path, Length: 100000, dtype: object"
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+ ]
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+ },
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+ "execution_count": 3,
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+ "metadata": {},
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+ "output_type": "execute_result"
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+ }
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+ ],
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+ "source": [
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+ "original_meta['audio_path'] = original_meta['audio_path'].astype(str).str.strip()\n",
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+ "original_meta['audio_path']"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 4,
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+ "id": "3a0f7800-c132-4f5f-abb0-f0c68214ff1c",
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "text/plain": [
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+ "100000"
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+ "execution_count": 4,
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+ "metadata": {},
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+ "output_type": "execute_result"
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+ }
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+ ],
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+ "source": [
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+ "from glob import glob\n",
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+ "all_wavs = glob(\"wavs/**/*.mp3\", recursive=True)\n",
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+ "len(all_wavs)"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 5,
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+ "id": "f47add5d-6d5c-432f-acb4-b2ac3bdc94fe",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "import os\n",
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+ "wavs_mapping = {}\n",
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+ "for file_path in all_wavs:\n",
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+ " filename = os.path.basename(file_path)\n",
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+ " wavs_mapping[filename] = file_path"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "metadata": {},
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+ "{'common_voice_en_19605664.mp3': 'wavs\\\\common_voice_en_19605664.mp3',\n",
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+ " 'common_voice_en_19605665.mp3': 'wavs\\\\common_voice_en_19605665.mp3',\n",
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1038
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1046
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1047
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1048
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1049
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1054
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1059
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1060
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1061
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1062
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1063
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1064
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1065
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1066
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1067
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1083
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1084
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1085
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1086
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1088
+ " 'common_voice_en_19619081.mp3': 'wavs\\\\common_voice_en_19619081.mp3',\n",
1089
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1090
+ " 'common_voice_en_19619083.mp3': 'wavs\\\\common_voice_en_19619083.mp3',\n",
1091
+ " 'common_voice_en_19619084.mp3': 'wavs\\\\common_voice_en_19619084.mp3',\n",
1092
+ " 'common_voice_en_19619096.mp3': 'wavs\\\\common_voice_en_19619096.mp3',\n",
1093
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1094
+ " 'common_voice_en_19619098.mp3': 'wavs\\\\common_voice_en_19619098.mp3',\n",
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1096
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1097
+ " 'common_voice_en_19619103.mp3': 'wavs\\\\common_voice_en_19619103.mp3',\n",
1098
+ " 'common_voice_en_19619104.mp3': 'wavs\\\\common_voice_en_19619104.mp3',\n",
1099
+ " 'common_voice_en_19619105.mp3': 'wavs\\\\common_voice_en_19619105.mp3',\n",
1100
+ " 'common_voice_en_19619106.mp3': 'wavs\\\\common_voice_en_19619106.mp3',\n",
1101
+ " 'common_voice_en_19619129.mp3': 'wavs\\\\common_voice_en_19619129.mp3',\n",
1102
+ " ...}"
1103
+ ]
1104
+ },
1105
+ "execution_count": 6,
1106
+ "metadata": {},
1107
+ "output_type": "execute_result"
1108
+ }
1109
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1110
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1111
+ "wavs_mapping"
1112
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1113
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1114
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1116
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1117
+ "id": "6957b737-624a-48af-a53a-28fa34937996",
1118
+ "metadata": {},
1119
+ "outputs": [],
1120
+ "source": [
1121
+ "original_meta['mapped_audio_path'] = original_meta['audio_path'].apply(lambda x: wavs_mapping[os.path.basename(x)])"
1122
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1123
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1124
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1127
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1128
+ "metadata": {},
1129
+ "outputs": [],
1130
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1131
+ "original_meta.drop(columns=['audio_path'],inplace=True)"
1132
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1133
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1134
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1135
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1136
+ "execution_count": 9,
1137
+ "id": "a2da78a6-2add-43fa-8dc2-b5c077d127bc",
1138
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1139
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1140
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1141
+ "original_meta.rename(columns={'mapped_audio_path': 'audio_path','sentence_id':'transcript'},inplace=True)"
1142
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1147
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1148
+ "metadata": {},
1149
+ "outputs": [],
1150
+ "source": [
1151
+ "final_meta = original_meta[['audio_path','transcript']]"
1152
+ ]
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+ "execution_count": 12,
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+ {
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+ "id": "ae3b649e-d99e-4ba6-829a-c67eb70c33d7",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "import pandas as pd"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 2,
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+ "id": "4e19d193-41b8-459a-bcc7-cbd66ee0b68a",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "original_meta = pd.read_csv('deprecated_meta.csv')"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 3,
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+ "id": "1158f4fc-bd7b-497d-8063-23c9a7366afc",
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "data": {
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+ "text/plain": [
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+ "0 wav/common_voice_en_35390714.mp3\n",
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+ "1 wav/common_voice_en_35390716.mp3\n",
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+ "2 wav/common_voice_en_35390717.mp3\n",
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+ "3 wav/common_voice_en_17280426.mp3\n",
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+ "4 wav/common_voice_en_23361615.mp3\n",
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+ " ... \n",
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+ "99995 wav/common_voice_en_18833936.mp3\n",
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+ "99996 wav/common_voice_en_18833937.mp3\n",
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+ "99997 wav/common_voice_en_18833938.mp3\n",
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+ "99998 wav/common_voice_en_18833939.mp3\n",
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+ "99999 wav/common_voice_en_18833940.mp3\n",
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+ "Name: audio_path, Length: 100000, dtype: object"
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+ ]
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+ },
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+ "execution_count": 3,
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+ "metadata": {},
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+ "output_type": "execute_result"
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+ }
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+ ],
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+ "source": [
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+ "original_meta['audio_path'] = original_meta['audio_path'].astype(str).str.strip()\n",
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+ "original_meta['audio_path']"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 4,
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+ "id": "3a0f7800-c132-4f5f-abb0-f0c68214ff1c",
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "data": {
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+ "text/plain": [
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+ "100000"
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+ "metadata": {},
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+ "output_type": "execute_result"
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+ }
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+ ],
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+ "source": [
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+ "from glob import glob\n",
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+ "all_wavs = glob(\"wavs/**/*.mp3\", recursive=True)\n",
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+ "len(all_wavs)"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 5,
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+ "id": "f47add5d-6d5c-432f-acb4-b2ac3bdc94fe",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "import os\n",
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+ "wavs_mapping = {}\n",
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+ "for file_path in all_wavs:\n",
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+ " filename = os.path.basename(file_path)\n",
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+ " wavs_mapping[filename] = file_path"
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+ ]
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+ {
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+ " 'common_voice_en_19618398.mp3': 'wavs\\\\common_voice_en_19618398.mp3',\n",
1026
+ " 'common_voice_en_19618479.mp3': 'wavs\\\\common_voice_en_19618479.mp3',\n",
1027
+ " 'common_voice_en_19618481.mp3': 'wavs\\\\common_voice_en_19618481.mp3',\n",
1028
+ " 'common_voice_en_19618482.mp3': 'wavs\\\\common_voice_en_19618482.mp3',\n",
1029
+ " 'common_voice_en_19618485.mp3': 'wavs\\\\common_voice_en_19618485.mp3',\n",
1030
+ " 'common_voice_en_19618560.mp3': 'wavs\\\\common_voice_en_19618560.mp3',\n",
1031
+ " 'common_voice_en_19618561.mp3': 'wavs\\\\common_voice_en_19618561.mp3',\n",
1032
+ " 'common_voice_en_19618562.mp3': 'wavs\\\\common_voice_en_19618562.mp3',\n",
1033
+ " 'common_voice_en_19618563.mp3': 'wavs\\\\common_voice_en_19618563.mp3',\n",
1034
+ " 'common_voice_en_19618564.mp3': 'wavs\\\\common_voice_en_19618564.mp3',\n",
1035
+ " 'common_voice_en_19618584.mp3': 'wavs\\\\common_voice_en_19618584.mp3',\n",
1036
+ " 'common_voice_en_19618586.mp3': 'wavs\\\\common_voice_en_19618586.mp3',\n",
1037
+ " 'common_voice_en_19618588.mp3': 'wavs\\\\common_voice_en_19618588.mp3',\n",
1038
+ " 'common_voice_en_19618602.mp3': 'wavs\\\\common_voice_en_19618602.mp3',\n",
1039
+ " 'common_voice_en_19618603.mp3': 'wavs\\\\common_voice_en_19618603.mp3',\n",
1040
+ " 'common_voice_en_19618604.mp3': 'wavs\\\\common_voice_en_19618604.mp3',\n",
1041
+ " 'common_voice_en_19618605.mp3': 'wavs\\\\common_voice_en_19618605.mp3',\n",
1042
+ " 'common_voice_en_19618606.mp3': 'wavs\\\\common_voice_en_19618606.mp3',\n",
1043
+ " 'common_voice_en_19618627.mp3': 'wavs\\\\common_voice_en_19618627.mp3',\n",
1044
+ " 'common_voice_en_19618628.mp3': 'wavs\\\\common_voice_en_19618628.mp3',\n",
1045
+ " 'common_voice_en_19618629.mp3': 'wavs\\\\common_voice_en_19618629.mp3',\n",
1046
+ " 'common_voice_en_19618630.mp3': 'wavs\\\\common_voice_en_19618630.mp3',\n",
1047
+ " 'common_voice_en_19618652.mp3': 'wavs\\\\common_voice_en_19618652.mp3',\n",
1048
+ " 'common_voice_en_19618653.mp3': 'wavs\\\\common_voice_en_19618653.mp3',\n",
1049
+ " 'common_voice_en_19618654.mp3': 'wavs\\\\common_voice_en_19618654.mp3',\n",
1050
+ " 'common_voice_en_19618655.mp3': 'wavs\\\\common_voice_en_19618655.mp3',\n",
1051
+ " 'common_voice_en_19618656.mp3': 'wavs\\\\common_voice_en_19618656.mp3',\n",
1052
+ " 'common_voice_en_19618667.mp3': 'wavs\\\\common_voice_en_19618667.mp3',\n",
1053
+ " 'common_voice_en_19618668.mp3': 'wavs\\\\common_voice_en_19618668.mp3',\n",
1054
+ " 'common_voice_en_19618669.mp3': 'wavs\\\\common_voice_en_19618669.mp3',\n",
1055
+ " 'common_voice_en_19618670.mp3': 'wavs\\\\common_voice_en_19618670.mp3',\n",
1056
+ " 'common_voice_en_19618671.mp3': 'wavs\\\\common_voice_en_19618671.mp3',\n",
1057
+ " 'common_voice_en_19618672.mp3': 'wavs\\\\common_voice_en_19618672.mp3',\n",
1058
+ " 'common_voice_en_19618674.mp3': 'wavs\\\\common_voice_en_19618674.mp3',\n",
1059
+ " 'common_voice_en_19618675.mp3': 'wavs\\\\common_voice_en_19618675.mp3',\n",
1060
+ " 'common_voice_en_19618676.mp3': 'wavs\\\\common_voice_en_19618676.mp3',\n",
1061
+ " 'common_voice_en_19618687.mp3': 'wavs\\\\common_voice_en_19618687.mp3',\n",
1062
+ " 'common_voice_en_19618688.mp3': 'wavs\\\\common_voice_en_19618688.mp3',\n",
1063
+ " 'common_voice_en_19618689.mp3': 'wavs\\\\common_voice_en_19618689.mp3',\n",
1064
+ " 'common_voice_en_19618691.mp3': 'wavs\\\\common_voice_en_19618691.mp3',\n",
1065
+ " 'common_voice_en_19618723.mp3': 'wavs\\\\common_voice_en_19618723.mp3',\n",
1066
+ " 'common_voice_en_19618724.mp3': 'wavs\\\\common_voice_en_19618724.mp3',\n",
1067
+ " 'common_voice_en_19618725.mp3': 'wavs\\\\common_voice_en_19618725.mp3',\n",
1068
+ " 'common_voice_en_19618726.mp3': 'wavs\\\\common_voice_en_19618726.mp3',\n",
1069
+ " 'common_voice_en_19618786.mp3': 'wavs\\\\common_voice_en_19618786.mp3',\n",
1070
+ " 'common_voice_en_19618787.mp3': 'wavs\\\\common_voice_en_19618787.mp3',\n",
1071
+ " 'common_voice_en_19618789.mp3': 'wavs\\\\common_voice_en_19618789.mp3',\n",
1072
+ " 'common_voice_en_19618791.mp3': 'wavs\\\\common_voice_en_19618791.mp3',\n",
1073
+ " 'common_voice_en_19618953.mp3': 'wavs\\\\common_voice_en_19618953.mp3',\n",
1074
+ " 'common_voice_en_19618954.mp3': 'wavs\\\\common_voice_en_19618954.mp3',\n",
1075
+ " 'common_voice_en_19618955.mp3': 'wavs\\\\common_voice_en_19618955.mp3',\n",
1076
+ " 'common_voice_en_19618957.mp3': 'wavs\\\\common_voice_en_19618957.mp3',\n",
1077
+ " 'common_voice_en_19618987.mp3': 'wavs\\\\common_voice_en_19618987.mp3',\n",
1078
+ " 'common_voice_en_19618988.mp3': 'wavs\\\\common_voice_en_19618988.mp3',\n",
1079
+ " 'common_voice_en_19618990.mp3': 'wavs\\\\common_voice_en_19618990.mp3',\n",
1080
+ " 'common_voice_en_19618991.mp3': 'wavs\\\\common_voice_en_19618991.mp3',\n",
1081
+ " 'common_voice_en_19618993.mp3': 'wavs\\\\common_voice_en_19618993.mp3',\n",
1082
+ " 'common_voice_en_19619015.mp3': 'wavs\\\\common_voice_en_19619015.mp3',\n",
1083
+ " 'common_voice_en_19619016.mp3': 'wavs\\\\common_voice_en_19619016.mp3',\n",
1084
+ " 'common_voice_en_19619017.mp3': 'wavs\\\\common_voice_en_19619017.mp3',\n",
1085
+ " 'common_voice_en_19619018.mp3': 'wavs\\\\common_voice_en_19619018.mp3',\n",
1086
+ " 'common_voice_en_19619019.mp3': 'wavs\\\\common_voice_en_19619019.mp3',\n",
1087
+ " 'common_voice_en_19619080.mp3': 'wavs\\\\common_voice_en_19619080.mp3',\n",
1088
+ " 'common_voice_en_19619081.mp3': 'wavs\\\\common_voice_en_19619081.mp3',\n",
1089
+ " 'common_voice_en_19619082.mp3': 'wavs\\\\common_voice_en_19619082.mp3',\n",
1090
+ " 'common_voice_en_19619083.mp3': 'wavs\\\\common_voice_en_19619083.mp3',\n",
1091
+ " 'common_voice_en_19619084.mp3': 'wavs\\\\common_voice_en_19619084.mp3',\n",
1092
+ " 'common_voice_en_19619096.mp3': 'wavs\\\\common_voice_en_19619096.mp3',\n",
1093
+ " 'common_voice_en_19619097.mp3': 'wavs\\\\common_voice_en_19619097.mp3',\n",
1094
+ " 'common_voice_en_19619098.mp3': 'wavs\\\\common_voice_en_19619098.mp3',\n",
1095
+ " 'common_voice_en_19619099.mp3': 'wavs\\\\common_voice_en_19619099.mp3',\n",
1096
+ " 'common_voice_en_19619100.mp3': 'wavs\\\\common_voice_en_19619100.mp3',\n",
1097
+ " 'common_voice_en_19619103.mp3': 'wavs\\\\common_voice_en_19619103.mp3',\n",
1098
+ " 'common_voice_en_19619104.mp3': 'wavs\\\\common_voice_en_19619104.mp3',\n",
1099
+ " 'common_voice_en_19619105.mp3': 'wavs\\\\common_voice_en_19619105.mp3',\n",
1100
+ " 'common_voice_en_19619106.mp3': 'wavs\\\\common_voice_en_19619106.mp3',\n",
1101
+ " 'common_voice_en_19619129.mp3': 'wavs\\\\common_voice_en_19619129.mp3',\n",
1102
+ " ...}"
1103
+ ]
1104
+ },
1105
+ "execution_count": 6,
1106
+ "metadata": {},
1107
+ "output_type": "execute_result"
1108
+ }
1109
+ ],
1110
+ "source": [
1111
+ "wavs_mapping"
1112
+ ]
1113
+ },
1114
+ {
1115
+ "cell_type": "code",
1116
+ "execution_count": 7,
1117
+ "id": "6957b737-624a-48af-a53a-28fa34937996",
1118
+ "metadata": {},
1119
+ "outputs": [],
1120
+ "source": [
1121
+ "original_meta['mapped_audio_path'] = original_meta['audio_path'].apply(lambda x: wavs_mapping[os.path.basename(x)])"
1122
+ ]
1123
+ },
1124
+ {
1125
+ "cell_type": "code",
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+ "execution_count": 8,
1127
+ "id": "b99fa7bc-dba7-4630-8efc-ace0650103b7",
1128
+ "metadata": {},
1129
+ "outputs": [],
1130
+ "source": [
1131
+ "original_meta.drop(columns=['audio_path'],inplace=True)"
1132
+ ]
1133
+ },
1134
+ {
1135
+ "cell_type": "code",
1136
+ "execution_count": 9,
1137
+ "id": "a2da78a6-2add-43fa-8dc2-b5c077d127bc",
1138
+ "metadata": {},
1139
+ "outputs": [],
1140
+ "source": [
1141
+ "original_meta.rename(columns={'mapped_audio_path': 'audio_path','sentence_id':'transcript'},inplace=True)"
1142
+ ]
1143
+ },
1144
+ {
1145
+ "cell_type": "code",
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+ "execution_count": 10,
1147
+ "id": "0aa84c46-ab6f-49a2-bdf7-b70ec3c8d27a",
1148
+ "metadata": {},
1149
+ "outputs": [],
1150
+ "source": [
1151
+ "final_meta = original_meta[['audio_path','transcript']]"
1152
+ ]
1153
+ },
1154
+ {
1155
+ "cell_type": "code",
1156
+ "execution_count": 12,
1157
+ "id": "71e5f27f-ad27-4609-a91f-51f7ec8f5c51",
1158
+ "metadata": {},
1159
+ "outputs": [],
1160
+ "source": [
1161
+ "final_meta.to_csv('meta.csv',index=False)"
1162
+ ]
1163
+ },
1164
+ {
1165
+ "cell_type": "code",
1166
+ "execution_count": null,
1167
+ "id": "a15a1c7f-cff2-4bb0-9696-45f9f266d190",
1168
+ "metadata": {},
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1172
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+ "kernelspec": {
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+ "display_name": "Python 3 (ipykernel)",
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+ "name": "ipython",
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+ "version": 3
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+ "file_extension": ".py",
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+ "mimetype": "text/x-python",
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+ "name": "python",
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+ "nbconvert_exporter": "python",
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+ "pygments_lexer": "ipython3",
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+ "version": "3.12.4"
1190
+ }
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+ },
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+ "nbformat": 4,
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+ "nbformat_minor": 5
1194
+ }
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