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+ ---
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+ language:
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+ - 'no'
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+ license: apache-2.0
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+ tags:
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+ - whisper-event
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+ - norwegian
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+ datasets:
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+ - NbAiLab/NCC_S
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+ - NbAiLab/NPSC
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+ - NbAiLab/NST
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+ metrics:
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+ - wer
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+ model-index:
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+ - name: Whisper Large Norwegian Bokmål
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+ results:
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+ - task:
18
+ name: Automatic Speech Recognition
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+ type: automatic-speech-recognition
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+ dataset:
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+ name: FLEURS
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+ type: google/fleurs
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+ config: nb_no
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+ split: validation
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+ args: nb_no
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+ metrics:
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+ - name: Wer
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+ type: wer
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+ value: 10.718635559082031
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+ duplicated_from: NbAiLab/whisper-large-v2-nob
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+ ---
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+
33
+ # Whisper Large Norwegian Bokmål
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+
35
+ This model is a fine-tuned version of [openai/whisper-large-v2](https://huggingface.co/openai/whisper-large-v2) trained on several datasets.
36
+
37
+ It is currently in the middle of a large training. Currently it achieves the following results on the evaluation set:
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+ - Loss: 0.2477
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+ - Wer: 10.718635559082031
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+
41
+ ## Model description
42
+
43
+ The model is trained on a large corpus of roughly 5.000 hours of voice. The sources are subtitles from the Norwegian broadcaster NRK, transcribed speeches from the Norwegian parliament and voice recordings from Norsk Språkteknologi.
44
+
45
+ ## Intended uses & limitations
46
+
47
+ The model will be free for everyone to use when it is finished.
48
+
49
+ ### Training hyperparameters
50
+
51
+ The following hyperparameters were used during training:
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+ - learning_rate: 3e-06
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+ - train_batch_size: 64
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+ - gradient_accumulation_steps: 2
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+ - eval_batch_size: 32
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+ - seed: 42
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: constant with warmpu
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+ - lr_scheduler_warmup_steps: 1000
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+ - training_steps: 50.000 (currently @1.000)
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+ - mixed_precision_training: fp16
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+ - deepspeed: true
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+
64
+ ### Live Training results
65
+ See [Tensorboad Metrics](https://huggingface.co/NbAiLab/whisper-large-v2-nob/tensorboard)
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+
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+
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+
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+
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+ {
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+ "accessorise": "accessorize",
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+ "accessorised": "accessorized",
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+ "accessorises": "accessorizes",
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+ "accessorising": "accessorizing",
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+ "acclimatisation": "acclimatization",
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+ "acclimatise": "acclimatize",
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+ "acclimatised": "acclimatized",
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+ "acclimatises": "acclimatizes",
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+ "acclimatising": "acclimatizing",
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+ "accoutrements": "accouterments",
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+ "aeon": "eon",
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+ "aeons": "eons",
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+ "aerogramme": "aerogram",
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+ "aerogrammes": "aerograms",
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+ "aeroplane": "airplane",
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+ "aeroplanes": "airplanes",
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+ "aesthete": "esthete",
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+ "aesthetes": "esthetes",
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+ "aesthetic": "esthetic",
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+ "aesthetically": "esthetically",
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+ "aesthetics": "esthetics",
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+ "aetiology": "etiology",
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+ "ageing": "aging",
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+ "aggrandisement": "aggrandizement",
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+ "agonise": "agonize",
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+ "agonised": "agonized",
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+ "agonises": "agonizes",
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+ "agonising": "agonizing",
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+ "agonisingly": "agonizingly",
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+ "almanack": "almanac",
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+ "almanacks": "almanacs",
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+ "aluminium": "aluminum",
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+ "amortisable": "amortizable",
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+ "amortisation": "amortization",
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+ "amortisations": "amortizations",
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+ "amortise": "amortize",
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+ "amortised": "amortized",
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+ "amortises": "amortizes",
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+ "amortising": "amortizing",
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+ "amphitheatre": "amphitheater",
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+ "amphitheatres": "amphitheaters",
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+ "anaemia": "anemia",
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+ "anaemic": "anemic",
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+ "anaesthesia": "anesthesia",
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+ "anaesthetic": "anesthetic",
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+ "anaesthetics": "anesthetics",
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+ "anaesthetise": "anesthetize",
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+ "anaesthetised": "anesthetized",
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+ "anaesthetises": "anesthetizes",
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+ "anaesthetising": "anesthetizing",
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+ "anaesthetist": "anesthetist",
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+ "anaesthetists": "anesthetists",
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+ "anaesthetize": "anesthetize",
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+ "anaesthetized": "anesthetized",
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+ "anaesthetizes": "anesthetizes",
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+ "anaesthetizing": "anesthetizing",
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+ "analogue": "analog",
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+ "analogues": "analogs",
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+ "analyse": "analyze",
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+ "analysed": "analyzed",
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+ "analyses": "analyzes",
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+ "analysing": "analyzing",
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+ "anglicise": "anglicize",
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+ "anglicised": "anglicized",
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+ "anglicises": "anglicizes",
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+ "anglicising": "anglicizing",
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+ "annualised": "annualized",
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+ "antagonise": "antagonize",
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+ "antagonised": "antagonized",
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+ "antagonises": "antagonizes",
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+ "antagonising": "antagonizing",
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+ "apologise": "apologize",
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+ "apologised": "apologized",
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+ "apologises": "apologizes",
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+ "apologising": "apologizing",
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+ "appal": "appall",
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+ "appals": "appalls",
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+ "appetiser": "appetizer",
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+ "appetisers": "appetizers",
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+ "appetising": "appetizing",
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+ "appetisingly": "appetizingly",
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+ "arbour": "arbor",
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+ "arbours": "arbors",
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+ "archaeologically": "archeologically",
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+ "archaeologist": "archeologist",
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+ "archaeologists": "archeologists",
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+ "archaeology": "archeology</span>",
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+ "archeological": "archaeological",
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+ "ardour": "ardor",
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+ "armour": "armor",
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+ "armoured": "armored",
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+ "armourer": "armorer",
94
+ "armourers": "armorers",
95
+ "armouries": "armories",
96
+ "armoury": "armory",
97
+ "artefact": "artifact",
98
+ "artefacts": "artifacts",
99
+ "authorise": "authorize",
100
+ "authorised": "authorized",
101
+ "authorises": "authorizes",
102
+ "authorising": "authorizing",
103
+ "axe": "ax",
104
+ "backpedalled": "backpedaled",
105
+ "backpedalling": "backpedaling",
106
+ "bannister": "banister",
107
+ "bannisters": "banisters",
108
+ "baptise": "baptize",
109
+ "baptised": "baptized",
110
+ "baptises": "baptizes",
111
+ "baptising": "baptizing",
112
+ "bastardise": "bastardize",
113
+ "bastardised": "bastardized",
114
+ "bastardises": "bastardizes",
115
+ "bastardising": "bastardizing",
116
+ "battleax": "battleaxe",
117
+ "baulk": "balk",
118
+ "baulked": "balked",
119
+ "baulking": "balking",
120
+ "baulks": "balks",
121
+ "bedevilled": "bedeviled",
122
+ "bedevilling": "bedeviling",
123
+ "behaviour": "behavior",
124
+ "behavioural": "behavioral",
125
+ "behaviourism": "behaviorism",
126
+ "behaviourist": "behaviorist",
127
+ "behaviourists": "behaviorists",
128
+ "behaviours": "behaviors",
129
+ "behove": "behoove",
130
+ "behoved": "behooved",
131
+ "behoves": "behooves",
132
+ "bejewelled": "bejeweled",
133
+ "belabour": "belabor",
134
+ "belaboured": "belabored",
135
+ "belabouring": "belaboring",
136
+ "belabours": "belabors",
137
+ "bevelled": "beveled",
138
+ "bevvies": "bevies",
139
+ "bevvy": "bevy",
140
+ "biassed": "biased",
141
+ "biassing": "biasing",
142
+ "bingeing": "binging",
143
+ "bougainvillaea": "bougainvillea",
144
+ "bougainvillaeas": "bougainvilleas",
145
+ "bowdlerise": "bowdlerize",
146
+ "bowdlerised": "bowdlerized",
147
+ "bowdlerises": "bowdlerizes",
148
+ "bowdlerising": "bowdlerizing",
149
+ "breathalyse": "breathalyze",
150
+ "breathalysed": "breathalyzed",
151
+ "breathalyser": "breathalyzer",
152
+ "breathalysers": "breathalyzers",
153
+ "breathalyses": "breathalyzes",
154
+ "breathalysing": "breathalyzing",
155
+ "brutalise": "brutalize",
156
+ "brutalised": "brutalized",
157
+ "brutalises": "brutalizes",
158
+ "brutalising": "brutalizing",
159
+ "busses": "buses",
160
+ "bussing": "busing",
161
+ "caesarean": "cesarean",
162
+ "caesareans": "cesareans",
163
+ "calibre": "caliber",
164
+ "calibres": "calibers",
165
+ "calliper": "caliper",
166
+ "callipers": "calipers",
167
+ "callisthenics": "calisthenics",
168
+ "canalise": "canalize",
169
+ "canalised": "canalized",
170
+ "canalises": "canalizes",
171
+ "canalising": "canalizing",
172
+ "cancelation": "cancellation",
173
+ "cancelations": "cancellations",
174
+ "cancelled": "canceled",
175
+ "cancelling": "canceling",
176
+ "candour": "candor",
177
+ "cannibalise": "cannibalize",
178
+ "cannibalised": "cannibalized",
179
+ "cannibalises": "cannibalizes",
180
+ "cannibalising": "cannibalizing",
181
+ "canonise": "canonize",
182
+ "canonised": "canonized",
183
+ "canonises": "canonizes",
184
+ "canonising": "canonizing",
185
+ "capitalise": "capitalize",
186
+ "capitalised": "capitalized",
187
+ "capitalises": "capitalizes",
188
+ "capitalising": "capitalizing",
189
+ "caramelise": "caramelize",
190
+ "caramelised": "caramelized",
191
+ "caramelises": "caramelizes",
192
+ "caramelising": "caramelizing",
193
+ "carbonise": "carbonize",
194
+ "carbonised": "carbonized",
195
+ "carbonises": "carbonizes",
196
+ "carbonising": "carbonizing",
197
+ "carolled": "caroled",
198
+ "carolling": "caroling",
199
+ "catalogue": "catalog",
200
+ "catalogued": "cataloged",
201
+ "catalogues": "catalogs",
202
+ "cataloguing": "cataloging",
203
+ "catalyse": "catalyze",
204
+ "catalysed": "catalyzed",
205
+ "catalyses": "catalyzes",
206
+ "catalysing": "catalyzing",
207
+ "categorise": "categorize",
208
+ "categorised": "categorized",
209
+ "categorises": "categorizes",
210
+ "categorising": "categorizing",
211
+ "cauterise": "cauterize",
212
+ "cauterised": "cauterized",
213
+ "cauterises": "cauterizes",
214
+ "cauterising": "cauterizing",
215
+ "cavilled": "caviled",
216
+ "cavilling": "caviling",
217
+ "centigramme": "centigram",
218
+ "centigrammes": "centigrams",
219
+ "centilitre": "centiliter",
220
+ "centilitres": "centiliters",
221
+ "centimetre": "centimeter",
222
+ "centimetres": "centimeters",
223
+ "centralise": "centralize",
224
+ "centralised": "centralized",
225
+ "centralises": "centralizes",
226
+ "centralising": "centralizing",
227
+ "centre": "center",
228
+ "centred": "centered",
229
+ "centrefold": "centerfold",
230
+ "centrefolds": "centerfolds",
231
+ "centrepiece": "centerpiece",
232
+ "centrepieces": "centerpieces",
233
+ "centres": "centers",
234
+ "channelled": "channeled",
235