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aaf24ea
1
Parent(s):
16acc4e
Upload utils.py
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utils.py
ADDED
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@@ -0,0 +1,324 @@
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| 1 |
+
ascending_metrics = {
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| 2 |
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"wer",
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| 3 |
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"cer",
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| 4 |
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"loss",
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| 5 |
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"mae",
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| 6 |
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"mahalanobis",
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| 7 |
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"mse",
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| 8 |
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"perplexity",
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| 9 |
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"ter",
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| 10 |
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}
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| 11 |
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metric_ranges = {
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"accuracy": (0,1),
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| 14 |
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"precision": (0,1),
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| 15 |
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"recall": (0,1),
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| 16 |
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"macro f1": (0,1),
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| 17 |
+
"micro f1": (0,1),
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| 18 |
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"pearson": (-1, 1),
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| 19 |
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"matthews_correlation": (-1, 1),
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| 20 |
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"spearmanr": (-1, 1),
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| 21 |
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"google_bleu": (0, 1),
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| 22 |
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"precision@10": (0, 1),
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| 23 |
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"mae": (0, 1),
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| 24 |
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"mauve": (0, 1),
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| 25 |
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"frontier_integral": (0, 1),
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| 26 |
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"mean_iou": (0, 1),
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| 27 |
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"mean_accuracy": (0, 1),
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| 28 |
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"overall_accuracy": (0, 1),
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| 29 |
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"meteor": (0, 1),
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| 30 |
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"mse": (0, 1),
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| 31 |
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"perplexity": (0, float("inf")),
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| 32 |
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"rogue1": (0, 1),
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| 33 |
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"rogue2": (0, 1),
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| 34 |
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"sari": (0, 100),
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| 35 |
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}
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| 36 |
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| 37 |
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CV11_LANGUAGES = {
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| 38 |
+
'ab': 'Abkhaz',
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| 39 |
+
'ace': 'Acehnese',
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| 40 |
+
'ady': 'Adyghe',
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| 41 |
+
'af': 'Afrikaans',
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| 42 |
+
'am': 'Amharic',
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| 43 |
+
'an': 'Aragonese',
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| 44 |
+
'ar': 'Arabic',
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| 45 |
+
'arn': 'Mapudungun',
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| 46 |
+
'as': 'Assamese',
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| 47 |
+
'ast': 'Asturian',
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| 48 |
+
'az': 'Azerbaijani',
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| 49 |
+
'ba': 'Bashkir',
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| 50 |
+
'bas': 'Basaa',
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| 51 |
+
'be': 'Belarusian',
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| 52 |
+
'bg': 'Bulgarian',
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| 53 |
+
'bn': 'Bengali',
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| 54 |
+
'br': 'Breton',
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| 55 |
+
'bs': 'Bosnian',
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| 56 |
+
'bxr': 'Buryat',
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| 57 |
+
'ca': 'Catalan',
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| 58 |
+
'cak': 'Kaqchikel',
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| 59 |
+
'ckb': 'Central Kurdish',
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| 60 |
+
'cnh': 'Hakha Chin',
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| 61 |
+
'co': 'Corsican',
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| 62 |
+
'cs': 'Czech',
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| 63 |
+
'cv': 'Chuvash',
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| 64 |
+
'cy': 'Welsh',
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| 65 |
+
'da': 'Danish',
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| 66 |
+
'de': 'German',
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| 67 |
+
'dsb': 'Sorbian, Lower',
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| 68 |
+
'dv': 'Dhivehi',
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| 69 |
+
'dyu': 'Dioula',
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| 70 |
+
'el': 'Greek',
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| 71 |
+
'en': 'English',
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| 72 |
+
'eo': 'Esperanto',
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| 73 |
+
'es': 'Spanish',
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| 74 |
+
'et': 'Estonian',
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| 75 |
+
'eu': 'Basque',
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| 76 |
+
'fa': 'Persian',
|
| 77 |
+
'ff': 'Fulah',
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| 78 |
+
'fi': 'Finnish',
|
| 79 |
+
'fo': 'Faroese',
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| 80 |
+
'fr': 'French',
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| 81 |
+
'fy-NL': 'Frisian',
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| 82 |
+
'ga-IE': 'Irish',
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| 83 |
+
'gl': 'Galician',
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| 84 |
+
'gn': 'Guarani',
|
| 85 |
+
'gom': 'Goan Konkani',
|
| 86 |
+
'ha': 'Hausa',
|
| 87 |
+
'he': 'Hebrew',
|
| 88 |
+
'hi': 'Hindi',
|
| 89 |
+
'hil': 'Hiligaynon',
|
| 90 |
+
'hr': 'Croatian',
|
| 91 |
+
'hsb': 'Sorbian, Upper',
|
| 92 |
+
'ht': 'Haitian',
|
| 93 |
+
'hu': 'Hungarian',
|
| 94 |
+
'hy-AM': 'Armenian',
|
| 95 |
+
'hyw': 'Armenian Western',
|
| 96 |
+
'ia': 'Interlingua',
|
| 97 |
+
'id': 'Indonesian',
|
| 98 |
+
'ie': 'Interlingue',
|
| 99 |
+
'ig': 'Igbo',
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| 100 |
+
'is': 'Icelandic',
|
| 101 |
+
'it': 'Italian',
|
| 102 |
+
'izh': 'Izhorian',
|
| 103 |
+
'ja': 'Japanese',
|
| 104 |
+
'jbo': 'Lojban',
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| 105 |
+
'ka': 'Georgian',
|
| 106 |
+
'kaa': 'Karakalpak',
|
| 107 |
+
'kab': 'Kabyle',
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| 108 |
+
'kbd': 'Kabardian',
|
| 109 |
+
'ki': 'Kikuyu',
|
| 110 |
+
'kk': 'Kazakh',
|
| 111 |
+
'km': 'Khmer',
|
| 112 |
+
'kmr': 'Kurmanji Kurdish',
|
| 113 |
+
'kn': 'Kannada',
|
| 114 |
+
'knn': 'Konkani (Devanagari)',
|
| 115 |
+
'ko': 'Korean',
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| 116 |
+
'kpv': 'Komi-Zyrian',
|
| 117 |
+
'kw': 'Cornish',
|
| 118 |
+
'ky': 'Kyrgyz',
|
| 119 |
+
'lb': 'Luxembourgish',
|
| 120 |
+
'lg': 'Luganda',
|
| 121 |
+
'lij': 'Ligurian',
|
| 122 |
+
'ln': 'Lingala',
|
| 123 |
+
'lo': 'Lao',
|
| 124 |
+
'lt': 'Lithuanian',
|
| 125 |
+
'lv': 'Latvian',
|
| 126 |
+
'mai': 'Maithili',
|
| 127 |
+
'mdf': 'Moksha',
|
| 128 |
+
'mg': 'Malagasy',
|
| 129 |
+
'mhr': 'Meadow Mari',
|
| 130 |
+
'mk': 'Macedonian',
|
| 131 |
+
'ml': 'Malayalam',
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| 132 |
+
'mn': 'Mongolian',
|
| 133 |
+
'mni': 'Meetei Lon',
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| 134 |
+
'mos': 'Mossi',
|
| 135 |
+
'mr': 'Marathi',
|
| 136 |
+
'mrj': 'Hill Mari',
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| 137 |
+
'ms': 'Malay',
|
| 138 |
+
'mt': 'Maltese',
|
| 139 |
+
'my': 'Burmese',
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| 140 |
+
'myv': 'Erzya',
|
| 141 |
+
'nan-tw': 'Taiwanese (Minnan)',
|
| 142 |
+
'nb-NO': 'Norwegian Bokmål',
|
| 143 |
+
'nd': 'IsiNdebele (North)',
|
| 144 |
+
'ne-NP': 'Nepali',
|
| 145 |
+
'nia': 'Nias',
|
| 146 |
+
'nl': 'Dutch',
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| 147 |
+
'nn-NO': 'Norwegian Nynorsk',
|
| 148 |
+
'nr': 'IsiNdebele (South)',
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| 149 |
+
'nso': 'Northern Sotho',
|
| 150 |
+
'nyn': 'Runyankole',
|
| 151 |
+
'oc': 'Occitan',
|
| 152 |
+
'om': 'Afaan Ormoo',
|
| 153 |
+
'or': 'Odia',
|
| 154 |
+
'pa-IN': 'Punjabi',
|
| 155 |
+
'pap-AW': 'Papiamento (Aruba)',
|
| 156 |
+
'pl': 'Polish',
|
| 157 |
+
'ps': 'Pashto',
|
| 158 |
+
'pt': 'Portuguese',
|
| 159 |
+
'quc': "K'iche'",
|
| 160 |
+
'quy': 'Quechua Chanka',
|
| 161 |
+
'rm-sursilv': 'Romansh Sursilvan',
|
| 162 |
+
'rm-vallader': 'Romansh Vallader',
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| 163 |
+
'ro': 'Romanian',
|
| 164 |
+
'ru': 'Russian',
|
| 165 |
+
'rw': 'Kinyarwanda',
|
| 166 |
+
'sah': 'Sakha',
|
| 167 |
+
'sat': 'Santali (Ol Chiki)',
|
| 168 |
+
'sc': 'Sardinian',
|
| 169 |
+
'scn': 'Sicilian',
|
| 170 |
+
'sdh': 'Southern Kurdish',
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| 171 |
+
'shi': 'Shilha',
|
| 172 |
+
'si': 'Sinhala',
|
| 173 |
+
'sk': 'Slovak',
|
| 174 |
+
'skr': 'Saraiki',
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| 175 |
+
'sl': 'Slovenian',
|
| 176 |
+
'snk': 'Soninke',
|
| 177 |
+
'so': 'Somali',
|
| 178 |
+
'sq': 'Albanian',
|
| 179 |
+
'sr': 'Serbian',
|
| 180 |
+
'ss': 'Siswati',
|
| 181 |
+
'st': 'Southern Sotho',
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| 182 |
+
'sv-SE': 'Swedish',
|
| 183 |
+
'sw': 'Swahili',
|
| 184 |
+
'syr': 'Syriac',
|
| 185 |
+
'ta': 'Tamil',
|
| 186 |
+
'te': 'Telugu',
|
| 187 |
+
'tg': 'Tajik',
|
| 188 |
+
'th': 'Thai',
|
| 189 |
+
'ti': 'Tigrinya',
|
| 190 |
+
'tig': 'Tigre',
|
| 191 |
+
'tk': 'Turkmen',
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| 192 |
+
'tl': 'Tagalog',
|
| 193 |
+
'tn': 'Setswana',
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| 194 |
+
'tok': 'Toki Pona',
|
| 195 |
+
'tr': 'Turkish',
|
| 196 |
+
'ts': 'Xitsonga',
|
| 197 |
+
'tt': 'Tatar',
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| 198 |
+
'tw': 'Twi',
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| 199 |
+
'ty': 'Tahitian',
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| 200 |
+
'uby': 'Ubykh',
|
| 201 |
+
'udm': 'Udmurt',
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| 202 |
+
'ug': 'Uyghur',
|
| 203 |
+
'uk': 'Ukrainian',
|
| 204 |
+
'ur': 'Urdu',
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| 205 |
+
'uz': 'Uzbek',
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| 206 |
+
've': 'Tshivenda',
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| 207 |
+
'vec': 'Venetian',
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| 208 |
+
'vi': 'Vietnamese',
|
| 209 |
+
'vot': 'Votic',
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| 210 |
+
'xh': 'Xhosa',
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| 211 |
+
'yi': 'Yiddish',
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| 212 |
+
'yo': 'Yoruba',
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| 213 |
+
'yue': 'Cantonese',
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| 214 |
+
'zgh': 'Tamazight',
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| 215 |
+
'zh-CN': 'Chinese (China)',
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| 216 |
+
'zh-HK': 'Chinese (Hong Kong)',
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| 217 |
+
'zh-TW': 'Chinese (Taiwan)',
|
| 218 |
+
'zu': 'Zulu',
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| 219 |
+
}
|
| 220 |
+
|
| 221 |
+
FLEURS_LANGUAGES = {
|
| 222 |
+
'af_za': 'Afrikaans',
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| 223 |
+
'am_et': 'Amharic',
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| 224 |
+
'ar_eg': 'Arabic',
|
| 225 |
+
'as_in': 'Assamese',
|
| 226 |
+
'ast_es': 'Asturian',
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| 227 |
+
'az_az': 'Azerbaijani',
|
| 228 |
+
'be_by': 'Belarusian',
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| 229 |
+
'bg_bg': 'Bulgarian',
|
| 230 |
+
'bn_in': 'Bengali',
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| 231 |
+
'bs_ba': 'Bosnian',
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| 232 |
+
'ca_es': 'Catalan',
|
| 233 |
+
'ceb_ph': 'Cebuano',
|
| 234 |
+
'ckb_iq': 'Sorani-Kurdish',
|
| 235 |
+
'cmn_hans_cn': 'Mandarin Chinese',
|
| 236 |
+
'cs_cz': 'Czech',
|
| 237 |
+
'cy_gb': 'Welsh',
|
| 238 |
+
'da_dk': 'Danish',
|
| 239 |
+
'de_de': 'German',
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| 240 |
+
'el_gr': 'Greek',
|
| 241 |
+
'en_us': 'English',
|
| 242 |
+
'es_419': 'Spanish',
|
| 243 |
+
'et_ee': 'Estonian',
|
| 244 |
+
'fa_ir': 'Persian',
|
| 245 |
+
'ff_sn': 'Fula',
|
| 246 |
+
'fi_fi': 'Finnish',
|
| 247 |
+
'fil_ph': 'Filipino',
|
| 248 |
+
'fr_fr': 'French',
|
| 249 |
+
'ga_ie': 'Irish',
|
| 250 |
+
'gl_es': 'Galician',
|
| 251 |
+
'gu_in': 'Gujarati',
|
| 252 |
+
'ha_ng': 'Hausa',
|
| 253 |
+
'he_il': 'Hebrew',
|
| 254 |
+
'hi_in': 'Hindi',
|
| 255 |
+
'hr_hr': 'Croatian',
|
| 256 |
+
'hu_hu': 'Hungarian',
|
| 257 |
+
'hy_am': 'Armenian',
|
| 258 |
+
'id_id': 'Indonesian',
|
| 259 |
+
'ig_ng': 'Igbo',
|
| 260 |
+
'is_is': 'Icelandic',
|
| 261 |
+
'it_it': 'Italian',
|
| 262 |
+
'ja_jp': 'Japanese',
|
| 263 |
+
'jv_id': 'Javanese',
|
| 264 |
+
'ka_ge': 'Georgian',
|
| 265 |
+
'kam_ke': 'Kamba',
|
| 266 |
+
'kea_cv': 'Kabuverdianu',
|
| 267 |
+
'kk_kz': 'Kazakh',
|
| 268 |
+
'km_kh': 'Khmer',
|
| 269 |
+
'kn_in': 'Kannada',
|
| 270 |
+
'ko_kr': 'Korean',
|
| 271 |
+
'ky_kg': 'Kyrgyz',
|
| 272 |
+
'lb_lu': 'Luxembourgish',
|
| 273 |
+
'lg_ug': 'Ganda',
|
| 274 |
+
'ln_cd': 'Lingala',
|
| 275 |
+
'lo_la': 'Lao',
|
| 276 |
+
'lt_lt': 'Lithuanian',
|
| 277 |
+
'luo_ke': 'Luo',
|
| 278 |
+
'lv_lv': 'Latvian',
|
| 279 |
+
'mi_nz': 'Maori',
|
| 280 |
+
'mk_mk': 'Macedonian',
|
| 281 |
+
'ml_in': 'Malayalam',
|
| 282 |
+
'mn_mn': 'Mongolian',
|
| 283 |
+
'mr_in': 'Marathi',
|
| 284 |
+
'ms_my': 'Malay',
|
| 285 |
+
'mt_mt': 'Maltese',
|
| 286 |
+
'my_mm': 'Burmese',
|
| 287 |
+
'nb_no': 'Norwegian',
|
| 288 |
+
'ne_np': 'Nepali',
|
| 289 |
+
'nl_nl': 'Dutch',
|
| 290 |
+
'nso_za': 'Northern-Sotho',
|
| 291 |
+
'ny_mw': 'Nyanja',
|
| 292 |
+
'oc_fr': 'Occitan',
|
| 293 |
+
'om_et': 'Oromo',
|
| 294 |
+
'or_in': 'Oriya',
|
| 295 |
+
'pa_in': 'Punjabi',
|
| 296 |
+
'pl_pl': 'Polish',
|
| 297 |
+
'ps_af': 'Pashto',
|
| 298 |
+
'pt_br': 'Portuguese',
|
| 299 |
+
'ro_ro': 'Romanian',
|
| 300 |
+
'ru_ru': 'Russian',
|
| 301 |
+
'sd_in': 'Sindhi',
|
| 302 |
+
'sk_sk': 'Slovak',
|
| 303 |
+
'sl_si': 'Slovenian',
|
| 304 |
+
'sn_zw': 'Shona',
|
| 305 |
+
'so_so': 'Somali',
|
| 306 |
+
'sr_rs': 'Serbian',
|
| 307 |
+
'sv_se': 'Swedish',
|
| 308 |
+
'sw_ke': 'Swahili',
|
| 309 |
+
'ta_in': 'Tamil',
|
| 310 |
+
'te_in': 'Telugu',
|
| 311 |
+
'tg_tj': 'Tajik',
|
| 312 |
+
'th_th': 'Thai',
|
| 313 |
+
'tr_tr': 'Turkish',
|
| 314 |
+
'uk_ua': 'Ukrainian',
|
| 315 |
+
'umb_ao': 'Umbundu',
|
| 316 |
+
'ur_pk': 'Urdu',
|
| 317 |
+
'uz_uz': 'Uzbek',
|
| 318 |
+
'vi_vn': 'Vietnamese',
|
| 319 |
+
'wo_sn': 'Wolof',
|
| 320 |
+
'xh_za': 'Xhosa',
|
| 321 |
+
'yo_ng': 'Yoruba',
|
| 322 |
+
'yue_hant_hk': 'Cantonese Chinese',
|
| 323 |
+
'zu_za': 'Zulu',
|
| 324 |
+
}
|