diff --git a/checkpoint-1000/added_tokens.json b/checkpoint-1000/added_tokens.json
deleted file mode 100644
index 47e9dd31523ecea227504afad3870da1cfe5ad81..0000000000000000000000000000000000000000
--- a/checkpoint-1000/added_tokens.json
+++ /dev/null
@@ -1,109 +0,0 @@
-{
-  "<|af|>": 50327,
-  "<|am|>": 50334,
-  "<|ar|>": 50272,
-  "<|as|>": 50350,
-  "<|az|>": 50304,
-  "<|ba|>": 50355,
-  "<|be|>": 50330,
-  "<|bg|>": 50292,
-  "<|bn|>": 50302,
-  "<|bo|>": 50347,
-  "<|br|>": 50309,
-  "<|bs|>": 50315,
-  "<|ca|>": 50270,
-  "<|cs|>": 50283,
-  "<|cy|>": 50297,
-  "<|da|>": 50285,
-  "<|de|>": 50261,
-  "<|el|>": 50281,
-  "<|endoftext|>": 50257,
-  "<|en|>": 50259,
-  "<|es|>": 50262,
-  "<|et|>": 50307,
-  "<|eu|>": 50310,
-  "<|fa|>": 50300,
-  "<|fi|>": 50277,
-  "<|fo|>": 50338,
-  "<|fr|>": 50265,
-  "<|gl|>": 50319,
-  "<|gu|>": 50333,
-  "<|haw|>": 50352,
-  "<|ha|>": 50354,
-  "<|hi|>": 50276,
-  "<|hr|>": 50291,
-  "<|ht|>": 50339,
-  "<|hu|>": 50286,
-  "<|hy|>": 50312,
-  "<|id|>": 50275,
-  "<|is|>": 50311,
-  "<|it|>": 50274,
-  "<|iw|>": 50279,
-  "<|ja|>": 50266,
-  "<|jw|>": 50356,
-  "<|ka|>": 50329,
-  "<|kk|>": 50316,
-  "<|km|>": 50323,
-  "<|kn|>": 50306,
-  "<|ko|>": 50264,
-  "<|la|>": 50294,
-  "<|lb|>": 50345,
-  "<|ln|>": 50353,
-  "<|lo|>": 50336,
-  "<|lt|>": 50293,
-  "<|lv|>": 50301,
-  "<|mg|>": 50349,
-  "<|mi|>": 50295,
-  "<|mk|>": 50308,
-  "<|ml|>": 50296,
-  "<|mn|>": 50314,
-  "<|mr|>": 50320,
-  "<|ms|>": 50282,
-  "<|mt|>": 50343,
-  "<|my|>": 50346,
-  "<|ne|>": 50313,
-  "<|nl|>": 50271,
-  "<|nn|>": 50342,
-  "<|nocaptions|>": 50362,
-  "<|notimestamps|>": 50363,
-  "<|no|>": 50288,
-  "<|oc|>": 50328,
-  "<|pa|>": 50321,
-  "<|pl|>": 50269,
-  "<|ps|>": 50340,
-  "<|pt|>": 50267,
-  "<|ro|>": 50284,
-  "<|ru|>": 50263,
-  "<|sa|>": 50344,
-  "<|sd|>": 50332,
-  "<|si|>": 50322,
-  "<|sk|>": 50298,
-  "<|sl|>": 50305,
-  "<|sn|>": 50324,
-  "<|so|>": 50326,
-  "<|sq|>": 50317,
-  "<|sr|>": 50303,
-  "<|startoflm|>": 50360,
-  "<|startofprev|>": 50361,
-  "<|startoftranscript|>": 50258,
-  "<|su|>": 50357,
-  "<|sv|>": 50273,
-  "<|sw|>": 50318,
-  "<|ta|>": 50287,
-  "<|te|>": 50299,
-  "<|tg|>": 50331,
-  "<|th|>": 50289,
-  "<|tk|>": 50341,
-  "<|tl|>": 50348,
-  "<|transcribe|>": 50359,
-  "<|translate|>": 50358,
-  "<|tr|>": 50268,
-  "<|tt|>": 50351,
-  "<|uk|>": 50280,
-  "<|ur|>": 50290,
-  "<|uz|>": 50337,
-  "<|vi|>": 50278,
-  "<|yi|>": 50335,
-  "<|yo|>": 50325,
-  "<|zh|>": 50260
-}
diff --git a/checkpoint-1000/config.json b/checkpoint-1000/config.json
deleted file mode 100644
index 64134276da5f5a8970ae75c8b2cd16e8cdc8e851..0000000000000000000000000000000000000000
--- a/checkpoint-1000/config.json
+++ /dev/null
@@ -1,42 +0,0 @@
-{
-  "_name_or_path": "emilios/whisper-medium-el",
-  "activation_dropout": 0.0,
-  "activation_function": "gelu",
-  "architectures": [
-    "WhisperForConditionalGeneration"
-  ],
-  "attention_dropout": 0.0,
-  "begin_suppress_tokens": [
-    220,
-    50257
-  ],
-  "bos_token_id": 50257,
-  "d_model": 1024,
-  "decoder_attention_heads": 16,
-  "decoder_ffn_dim": 4096,
-  "decoder_layerdrop": 0.0,
-  "decoder_layers": 24,
-  "decoder_start_token_id": 50258,
-  "dropout": 0.1,
-  "encoder_attention_heads": 16,
-  "encoder_ffn_dim": 4096,
-  "encoder_layerdrop": 0.0,
-  "encoder_layers": 24,
-  "eos_token_id": 50257,
-  "forced_decoder_ids": null,
-  "init_std": 0.02,
-  "is_encoder_decoder": true,
-  "max_length": 448,
-  "max_source_positions": 1500,
-  "max_target_positions": 448,
-  "model_type": "whisper",
-  "num_hidden_layers": 24,
-  "num_mel_bins": 80,
-  "pad_token_id": 50257,
-  "scale_embedding": false,
-  "suppress_tokens": [],
-  "torch_dtype": "float32",
-  "transformers_version": "4.26.0.dev0",
-  "use_cache": false,
-  "vocab_size": 51865
-}
diff --git a/checkpoint-1000/merges.txt b/checkpoint-1000/merges.txt
deleted file mode 100644
index 3a00c89ee5e8ae0cb159a6ec838843fb2266fac6..0000000000000000000000000000000000000000
--- a/checkpoint-1000/merges.txt
+++ /dev/null
@@ -1,50000 +0,0 @@
-#version: 0.2
-Ġ a
-Ġt h
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diff --git a/checkpoint-1000/normalizer.json b/checkpoint-1000/normalizer.json
deleted file mode 100644
index dd6ae819ad738ac1a546e9f9282ef325c33b9ea0..0000000000000000000000000000000000000000
--- a/checkpoint-1000/normalizer.json
+++ /dev/null
@@ -1,1742 +0,0 @@
-{
-  "accessorise": "accessorize",
-  "accessorised": "accessorized",
-  "accessorises": "accessorizes",
-  "accessorising": "accessorizing",
-  "acclimatisation": "acclimatization",
-  "acclimatise": "acclimatize",
-  "acclimatised": "acclimatized",
-  "acclimatises": "acclimatizes",
-  "acclimatising": "acclimatizing",
-  "accoutrements": "accouterments",
-  "aeon": "eon",
-  "aeons": "eons",
-  "aerogramme": "aerogram",
-  "aerogrammes": "aerograms",
-  "aeroplane": "airplane",
-  "aeroplanes": "airplanes",
-  "aesthete": "esthete",
-  "aesthetes": "esthetes",
-  "aesthetic": "esthetic",
-  "aesthetically": "esthetically",
-  "aesthetics": "esthetics",
-  "aetiology": "etiology",
-  "ageing": "aging",
-  "aggrandisement": "aggrandizement",
-  "agonise": "agonize",
-  "agonised": "agonized",
-  "agonises": "agonizes",
-  "agonising": "agonizing",
-  "agonisingly": "agonizingly",
-  "almanack": "almanac",
-  "almanacks": "almanacs",
-  "aluminium": "aluminum",
-  "amortisable": "amortizable",
-  "amortisation": "amortization",
-  "amortisations": "amortizations",
-  "amortise": "amortize",
-  "amortised": "amortized",
-  "amortises": "amortizes",
-  "amortising": "amortizing",
-  "amphitheatre": "amphitheater",
-  "amphitheatres": "amphitheaters",
-  "anaemia": "anemia",
-  "anaemic": "anemic",
-  "anaesthesia": "anesthesia",
-  "anaesthetic": "anesthetic",
-  "anaesthetics": "anesthetics",
-  "anaesthetise": "anesthetize",
-  "anaesthetised": "anesthetized",
-  "anaesthetises": "anesthetizes",
-  "anaesthetising": "anesthetizing",
-  "anaesthetist": "anesthetist",
-  "anaesthetists": "anesthetists",
-  "anaesthetize": "anesthetize",
-  "anaesthetized": "anesthetized",
-  "anaesthetizes": "anesthetizes",
-  "anaesthetizing": "anesthetizing",
-  "analogue": "analog",
-  "analogues": "analogs",
-  "analyse": "analyze",
-  "analysed": "analyzed",
-  "analyses": "analyzes",
-  "analysing": "analyzing",
-  "anglicise": "anglicize",
-  "anglicised": "anglicized",
-  "anglicises": "anglicizes",
-  "anglicising": "anglicizing",
-  "annualised": "annualized",
-  "antagonise": "antagonize",
-  "antagonised": "antagonized",
-  "antagonises": "antagonizes",
-  "antagonising": "antagonizing",
-  "apologise": "apologize",
-  "apologised": "apologized",
-  "apologises": "apologizes",
-  "apologising": "apologizing",
-  "appal": "appall",
-  "appals": "appalls",
-  "appetiser": "appetizer",
-  "appetisers": "appetizers",
-  "appetising": "appetizing",
-  "appetisingly": "appetizingly",
-  "arbour": "arbor",
-  "arbours": "arbors",
-  "archaeologically": "archeologically",
-  "archaeologist": "archeologist",
-  "archaeologists": "archeologists",
-  "archaeology": "archeology</span>",
-  "archeological": "archaeological",
-  "ardour": "ardor",
-  "armour": "armor",
-  "armoured": "armored",
-  "armourer": "armorer",
-  "armourers": "armorers",
-  "armouries": "armories",
-  "armoury": "armory",
-  "artefact": "artifact",
-  "artefacts": "artifacts",
-  "authorise": "authorize",
-  "authorised": "authorized",
-  "authorises": "authorizes",
-  "authorising": "authorizing",
-  "axe": "ax",
-  "backpedalled": "backpedaled",
-  "backpedalling": "backpedaling",
-  "bannister": "banister",
-  "bannisters": "banisters",
-  "baptise": "baptize",
-  "baptised": "baptized",
-  "baptises": "baptizes",
-  "baptising": "baptizing",
-  "bastardise": "bastardize",
-  "bastardised": "bastardized",
-  "bastardises": "bastardizes",
-  "bastardising": "bastardizing",
-  "battleax": "battleaxe",
-  "baulk": "balk",
-  "baulked": "balked",
-  "baulking": "balking",
-  "baulks": "balks",
-  "bedevilled": "bedeviled",
-  "bedevilling": "bedeviling",
-  "behaviour": "behavior",
-  "behavioural": "behavioral",
-  "behaviourism": "behaviorism",
-  "behaviourist": "behaviorist",
-  "behaviourists": "behaviorists",
-  "behaviours": "behaviors",
-  "behove": "behoove",
-  "behoved": "behooved",
-  "behoves": "behooves",
-  "bejewelled": "bejeweled",
-  "belabour": "belabor",
-  "belaboured": "belabored",
-  "belabouring": "belaboring",
-  "belabours": "belabors",
-  "bevelled": "beveled",
-  "bevvies": "bevies",
-  "bevvy": "bevy",
-  "biassed": "biased",
-  "biassing": "biasing",
-  "bingeing": "binging",
-  "bougainvillaea": "bougainvillea",
-  "bougainvillaeas": "bougainvilleas",
-  "bowdlerise": "bowdlerize",
-  "bowdlerised": "bowdlerized",
-  "bowdlerises": "bowdlerizes",
-  "bowdlerising": "bowdlerizing",
-  "breathalyse": "breathalyze",
-  "breathalysed": "breathalyzed",
-  "breathalyser": "breathalyzer",
-  "breathalysers": "breathalyzers",
-  "breathalyses": "breathalyzes",
-  "breathalysing": "breathalyzing",
-  "brutalise": "brutalize",
-  "brutalised": "brutalized",
-  "brutalises": "brutalizes",
-  "brutalising": "brutalizing",
-  "busses": "buses",
-  "bussing": "busing",
-  "caesarean": "cesarean",
-  "caesareans": "cesareans",
-  "calibre": "caliber",
-  "calibres": "calibers",
-  "calliper": "caliper",
-  "callipers": "calipers",
-  "callisthenics": "calisthenics",
-  "canalise": "canalize",
-  "canalised": "canalized",
-  "canalises": "canalizes",
-  "canalising": "canalizing",
-  "cancelation": "cancellation",
-  "cancelations": "cancellations",
-  "cancelled": "canceled",
-  "cancelling": "canceling",
-  "candour": "candor",
-  "cannibalise": "cannibalize",
-  "cannibalised": "cannibalized",
-  "cannibalises": "cannibalizes",
-  "cannibalising": "cannibalizing",
-  "canonise": "canonize",
-  "canonised": "canonized",
-  "canonises": "canonizes",
-  "canonising": "canonizing",
-  "capitalise": "capitalize",
-  "capitalised": "capitalized",
-  "capitalises": "capitalizes",
-  "capitalising": "capitalizing",
-  "caramelise": "caramelize",
-  "caramelised": "caramelized",
-  "caramelises": "caramelizes",
-  "caramelising": "caramelizing",
-  "carbonise": "carbonize",
-  "carbonised": "carbonized",
-  "carbonises": "carbonizes",
-  "carbonising": "carbonizing",
-  "carolled": "caroled",
-  "carolling": "caroling",
-  "catalogue": "catalog",
-  "catalogued": "cataloged",
-  "catalogues": "catalogs",
-  "cataloguing": "cataloging",
-  "catalyse": "catalyze",
-  "catalysed": "catalyzed",
-  "catalyses": "catalyzes",
-  "catalysing": "catalyzing",
-  "categorise": "categorize",
-  "categorised": "categorized",
-  "categorises": "categorizes",
-  "categorising": "categorizing",
-  "cauterise": "cauterize",
-  "cauterised": "cauterized",
-  "cauterises": "cauterizes",
-  "cauterising": "cauterizing",
-  "cavilled": "caviled",
-  "cavilling": "caviling",
-  "centigramme": "centigram",
-  "centigrammes": "centigrams",
-  "centilitre": "centiliter",
-  "centilitres": "centiliters",
-  "centimetre": "centimeter",
-  "centimetres": "centimeters",
-  "centralise": "centralize",
-  "centralised": "centralized",
-  "centralises": "centralizes",
-  "centralising": "centralizing",
-  "centre": "center",
-  "centred": "centered",
-  "centrefold": "centerfold",
-  "centrefolds": "centerfolds",
-  "centrepiece": "centerpiece",
-  "centrepieces": "centerpieces",
-  "centres": "centers",
-  "channelled": "channeled",
-  "channelling": "channeling",
-  "characterise": "characterize",
-  "characterised": "characterized",
-  "characterises": "characterizes",
-  "characterising": "characterizing",
-  "cheque": "check",
-  "chequebook": "checkbook",
-  "chequebooks": "checkbooks",
-  "chequered": "checkered",
-  "cheques": "checks",
-  "chilli": "chili",
-  "chimaera": "chimera",
-  "chimaeras": "chimeras",
-  "chiselled": "chiseled",
-  "chiselling": "chiseling",
-  "circularise": "circularize",
-  "circularised": "circularized",
-  "circularises": "circularizes",
-  "circularising": "circularizing",
-  "civilise": "civilize",
-  "civilised": "civilized",
-  "civilises": "civilizes",
-  "civilising": "civilizing",
-  "clamour": "clamor",
-  "clamoured": "clamored",
-  "clamouring": "clamoring",
-  "clamours": "clamors",
-  "clangour": "clangor",
-  "clarinettist": "clarinetist",
-  "clarinettists": "clarinetists",
-  "collectivise": "collectivize",
-  "collectivised": "collectivized",
-  "collectivises": "collectivizes",
-  "collectivising": "collectivizing",
-  "colonisation": "colonization",
-  "colonise": "colonize",
-  "colonised": "colonized",
-  "coloniser": "colonizer",
-  "colonisers": "colonizers",
-  "colonises": "colonizes",
-  "colonising": "colonizing",
-  "colour": "color",
-  "colourant": "colorant",
-  "colourants": "colorants",
-  "coloured": "colored",
-  "coloureds": "coloreds",
-  "colourful": "colorful",
-  "colourfully": "colorfully",
-  "colouring": "coloring",
-  "colourize": "colorize",
-  "colourized": "colorized",
-  "colourizes": "colorizes",
-  "colourizing": "colorizing",
-  "colourless": "colorless",
-  "colours": "colors",
-  "commercialise": "commercialize",
-  "commercialised": "commercialized",
-  "commercialises": "commercializes",
-  "commercialising": "commercializing",
-  "compartmentalise": "compartmentalize",
-  "compartmentalised": "compartmentalized",
-  "compartmentalises": "compartmentalizes",
-  "compartmentalising": "compartmentalizing",
-  "computerise": "computerize",
-  "computerised": "computerized",
-  "computerises": "computerizes",
-  "computerising": "computerizing",
-  "conceptualise": "conceptualize",
-  "conceptualised": "conceptualized",
-  "conceptualises": "conceptualizes",
-  "conceptualising": "conceptualizing",
-  "connexion": "connection",
-  "connexions": "connections",
-  "contextualise": "contextualize",
-  "contextualised": "contextualized",
-  "contextualises": "contextualizes",
-  "contextualising": "contextualizing",
-  "cosier": "cozier",
-  "cosies": "cozies",
-  "cosiest": "coziest",
-  "cosily": "cozily",
-  "cosiness": "coziness",
-  "cosy": "cozy",
-  "councillor": "councilor",
-  "councillors": "councilors",
-  "counselled": "counseled",
-  "counselling": "counseling",
-  "counsellor": "counselor",
-  "counsellors": "counselors",
-  "crenelated": "crenellated",
-  "criminalise": "criminalize",
-  "criminalised": "criminalized",
-  "criminalises": "criminalizes",
-  "criminalising": "criminalizing",
-  "criticise": "criticize",
-  "criticised": "criticized",
-  "criticises": "criticizes",
-  "criticising": "criticizing",
-  "crueller": "crueler",
-  "cruellest": "cruelest",
-  "crystallisation": "crystallization",
-  "crystallise": "crystallize",
-  "crystallised": "crystallized",
-  "crystallises": "crystallizes",
-  "crystallising": "crystallizing",
-  "cudgelled": "cudgeled",
-  "cudgelling": "cudgeling",
-  "customise": "customize",
-  "customised": "customized",
-  "customises": "customizes",
-  "customising": "customizing",
-  "cypher": "cipher",
-  "cyphers": "ciphers",
-  "decentralisation": "decentralization",
-  "decentralise": "decentralize",
-  "decentralised": "decentralized",
-  "decentralises": "decentralizes",
-  "decentralising": "decentralizing",
-  "decriminalisation": "decriminalization",
-  "decriminalise": "decriminalize",
-  "decriminalised": "decriminalized",
-  "decriminalises": "decriminalizes",
-  "decriminalising": "decriminalizing",
-  "defence": "defense",
-  "defenceless": "defenseless",
-  "defences": "defenses",
-  "dehumanisation": "dehumanization",
-  "dehumanise": "dehumanize",
-  "dehumanised": "dehumanized",
-  "dehumanises": "dehumanizes",
-  "dehumanising": "dehumanizing",
-  "demeanour": "demeanor",
-  "demilitarisation": "demilitarization",
-  "demilitarise": "demilitarize",
-  "demilitarised": "demilitarized",
-  "demilitarises": "demilitarizes",
-  "demilitarising": "demilitarizing",
-  "demobilisation": "demobilization",
-  "demobilise": "demobilize",
-  "demobilised": "demobilized",
-  "demobilises": "demobilizes",
-  "demobilising": "demobilizing",
-  "democratisation": "democratization",
-  "democratise": "democratize",
-  "democratised": "democratized",
-  "democratises": "democratizes",
-  "democratising": "democratizing",
-  "demonise": "demonize",
-  "demonised": "demonized",
-  "demonises": "demonizes",
-  "demonising": "demonizing",
-  "demoralisation": "demoralization",
-  "demoralise": "demoralize",
-  "demoralised": "demoralized",
-  "demoralises": "demoralizes",
-  "demoralising": "demoralizing",
-  "denationalisation": "denationalization",
-  "denationalise": "denationalize",
-  "denationalised": "denationalized",
-  "denationalises": "denationalizes",
-  "denationalising": "denationalizing",
-  "deodorise": "deodorize",
-  "deodorised": "deodorized",
-  "deodorises": "deodorizes",
-  "deodorising": "deodorizing",
-  "depersonalise": "depersonalize",
-  "depersonalised": "depersonalized",
-  "depersonalises": "depersonalizes",
-  "depersonalising": "depersonalizing",
-  "deputise": "deputize",
-  "deputised": "deputized",
-  "deputises": "deputizes",
-  "deputising": "deputizing",
-  "desensitisation": "desensitization",
-  "desensitise": "desensitize",
-  "desensitised": "desensitized",
-  "desensitises": "desensitizes",
-  "desensitising": "desensitizing",
-  "destabilisation": "destabilization",
-  "destabilise": "destabilize",
-  "destabilised": "destabilized",
-  "destabilises": "destabilizes",
-  "destabilising": "destabilizing",
-  "dialled": "dialed",
-  "dialling": "dialing",
-  "dialogue": "dialog",
-  "dialogues": "dialogs",
-  "diarrhoea": "diarrhea",
-  "digitise": "digitize",
-  "digitised": "digitized",
-  "digitises": "digitizes",
-  "digitising": "digitizing",
-  "disc": "disk",
-  "discolour": "discolor",
-  "discoloured": "discolored",
-  "discolouring": "discoloring",
-  "discolours": "discolors",
-  "discs": "disks",
-  "disembowelled": "disemboweled",
-  "disembowelling": "disemboweling",
-  "disfavour": "disfavor",
-  "dishevelled": "disheveled",
-  "dishonour": "dishonor",
-  "dishonourable": "dishonorable",
-  "dishonourably": "dishonorably",
-  "dishonoured": "dishonored",
-  "dishonouring": "dishonoring",
-  "dishonours": "dishonors",
-  "disorganisation": "disorganization",
-  "disorganised": "disorganized",
-  "distil": "distill",
-  "distils": "distills",
-  "dramatisation": "dramatization",
-  "dramatisations": "dramatizations",
-  "dramatise": "dramatize",
-  "dramatised": "dramatized",
-  "dramatises": "dramatizes",
-  "dramatising": "dramatizing",
-  "draught": "draft",
-  "draughtboard": "draftboard",
-  "draughtboards": "draftboards",
-  "draughtier": "draftier",
-  "draughtiest": "draftiest",
-  "draughts": "drafts",
-  "draughtsman": "draftsman",
-  "draughtsmanship": "draftsmanship",
-  "draughtsmen": "draftsmen",
-  "draughtswoman": "draftswoman",
-  "draughtswomen": "draftswomen",
-  "draughty": "drafty",
-  "drivelled": "driveled",
-  "drivelling": "driveling",
-  "duelled": "dueled",
-  "duelling": "dueling",
-  "economise": "economize",
-  "economised": "economized",
-  "economises": "economizes",
-  "economising": "economizing",
-  "editorialise": "editorialize",
-  "editorialised": "editorialized",
-  "editorialises": "editorializes",
-  "editorialising": "editorializing",
-  "edoema": "edema",
-  "empathise": "empathize",
-  "empathised": "empathized",
-  "empathises": "empathizes",
-  "empathising": "empathizing",
-  "emphasise": "emphasize",
-  "emphasised": "emphasized",
-  "emphasises": "emphasizes",
-  "emphasising": "emphasizing",
-  "enamelled": "enameled",
-  "enamelling": "enameling",
-  "enamoured": "enamored",
-  "encyclopaedia": "encyclopedia",
-  "encyclopaedias": "encyclopedias",
-  "encyclopaedic": "encyclopedic",
-  "endeavour": "endeavor",
-  "endeavoured": "endeavored",
-  "endeavouring": "endeavoring",
-  "endeavours": "endeavors",
-  "energise": "energize",
-  "energised": "energized",
-  "energises": "energizes",
-  "energising": "energizing",
-  "enrol": "enroll",
-  "enrols": "enrolls",
-  "enthral": "enthrall",
-  "enthrals": "enthralls",
-  "epaulette": "epaulet",
-  "epaulettes": "epaulets",
-  "epicentre": "epicenter",
-  "epicentres": "epicenters",
-  "epilogue": "epilog",
-  "epilogues": "epilogs",
-  "epitomise": "epitomize",
-  "epitomised": "epitomized",
-  "epitomises": "epitomizes",
-  "epitomising": "epitomizing",
-  "equalisation": "equalization",
-  "equalise": "equalize",
-  "equalised": "equalized",
-  "equaliser": "equalizer",
-  "equalisers": "equalizers",
-  "equalises": "equalizes",
-  "equalising": "equalizing",
-  "eulogise": "eulogize",
-  "eulogised": "eulogized",
-  "eulogises": "eulogizes",
-  "eulogising": "eulogizing",
-  "evangelise": "evangelize",
-  "evangelised": "evangelized",
-  "evangelises": "evangelizes",
-  "evangelising": "evangelizing",
-  "exorcise": "exorcize",
-  "exorcised": "exorcized",
-  "exorcises": "exorcizes",
-  "exorcising": "exorcizing",
-  "extemporisation": "extemporization",
-  "extemporise": "extemporize",
-  "extemporised": "extemporized",
-  "extemporises": "extemporizes",
-  "extemporising": "extemporizing",
-  "externalisation": "externalization",
-  "externalisations": "externalizations",
-  "externalise": "externalize",
-  "externalised": "externalized",
-  "externalises": "externalizes",
-  "externalising": "externalizing",
-  "factorise": "factorize",
-  "factorised": "factorized",
-  "factorises": "factorizes",
-  "factorising": "factorizing",
-  "faecal": "fecal",
-  "faeces": "feces",
-  "familiarisation": "familiarization",
-  "familiarise": "familiarize",
-  "familiarised": "familiarized",
-  "familiarises": "familiarizes",
-  "familiarising": "familiarizing",
-  "fantasise": "fantasize",
-  "fantasised": "fantasized",
-  "fantasises": "fantasizes",
-  "fantasising": "fantasizing",
-  "favour": "favor",
-  "favourable": "favorable",
-  "favourably": "favorably",
-  "favoured": "favored",
-  "favouring": "favoring",
-  "favourite": "favorite",
-  "favourites": "favorites",
-  "favouritism": "favoritism",
-  "favours": "favors",
-  "feminise": "feminize",
-  "feminised": "feminized",
-  "feminises": "feminizes",
-  "feminising": "feminizing",
-  "fertilisation": "fertilization",
-  "fertilise": "fertilize",
-  "fertilised": "fertilized",
-  "fertiliser": "fertilizer",
-  "fertilisers": "fertilizers",
-  "fertilises": "fertilizes",
-  "fertilising": "fertilizing",
-  "fervour": "fervor",
-  "fibre": "fiber",
-  "fibreglass": "fiberglass",
-  "fibres": "fibers",
-  "fictionalisation": "fictionalization",
-  "fictionalisations": "fictionalizations",
-  "fictionalise": "fictionalize",
-  "fictionalised": "fictionalized",
-  "fictionalises": "fictionalizes",
-  "fictionalising": "fictionalizing",
-  "fillet": "filet",
-  "filleted": "fileted",
-  "filleting": "fileting",
-  "fillets": "filets",
-  "finalisation": "finalization",
-  "finalise": "finalize",
-  "finalised": "finalized",
-  "finalises": "finalizes",
-  "finalising": "finalizing",
-  "flautist": "flutist",
-  "flautists": "flutists",
-  "flavour": "flavor",
-  "flavoured": "flavored",
-  "flavouring": "flavoring",
-  "flavourings": "flavorings",
-  "flavourless": "flavorless",
-  "flavours": "flavors",
-  "flavoursome": "flavorsome",
-  "flyer / flier": "flier / flyer",
-  "foetal": "fetal",
-  "foetid": "fetid",
-  "foetus": "fetus",
-  "foetuses": "fetuses",
-  "formalisation": "formalization",
-  "formalise": "formalize",
-  "formalised": "formalized",
-  "formalises": "formalizes",
-  "formalising": "formalizing",
-  "fossilisation": "fossilization",
-  "fossilise": "fossilize",
-  "fossilised": "fossilized",
-  "fossilises": "fossilizes",
-  "fossilising": "fossilizing",
-  "fraternisation": "fraternization",
-  "fraternise": "fraternize",
-  "fraternised": "fraternized",
-  "fraternises": "fraternizes",
-  "fraternising": "fraternizing",
-  "fulfil": "fulfill",
-  "fulfilment": "fulfillment",
-  "fulfils": "fulfills",
-  "funnelled": "funneled",
-  "funnelling": "funneling",
-  "gage": "gauge",
-  "gaged": "gauged",
-  "gages": "gauges",
-  "gaging": "gauging",
-  "galvanise": "galvanize",
-  "galvanised": "galvanized",
-  "galvanises": "galvanizes",
-  "galvanising": "galvanizing",
-  "gambolled": "gamboled",
-  "gambolling": "gamboling",
-  "gaol": "jail",
-  "gaolbird": "jailbird",
-  "gaolbirds": "jailbirds",
-  "gaolbreak": "jailbreak",
-  "gaolbreaks": "jailbreaks",
-  "gaoled": "jailed",
-  "gaoler": "jailer",
-  "gaolers": "jailers",
-  "gaoling": "jailing",
-  "gaols": "jails",
-  "gasses": "gases",
-  "generalisation": "generalization",
-  "generalisations": "generalizations",
-  "generalise": "generalize",
-  "generalised": "generalized",
-  "generalises": "generalizes",
-  "generalising": "generalizing",
-  "ghettoise": "ghettoize",
-  "ghettoised": "ghettoized",
-  "ghettoises": "ghettoizes",
-  "ghettoising": "ghettoizing",
-  "gipsies": "gypsies",
-  "glamor": "glamour",
-  "glamorise": "glamorize",
-  "glamorised": "glamorized",
-  "glamorises": "glamorizes",
-  "glamorising": "glamorizing",
-  "globalisation": "globalization",
-  "globalise": "globalize",
-  "globalised": "globalized",
-  "globalises": "globalizes",
-  "globalising": "globalizing",
-  "glueing": "gluing",
-  "goitre": "goiter",
-  "goitres": "goiters",
-  "gonorrhoea": "gonorrhea",
-  "gramme": "gram",
-  "grammes": "grams",
-  "gravelled": "graveled",
-  "grey": "gray",
-  "greyed": "grayed",
-  "greying": "graying",
-  "greyish": "grayish",
-  "greyness": "grayness",
-  "greys": "grays",
-  "grovelled": "groveled",
-  "grovelling": "groveling",
-  "groyne": "groin",
-  "groynes": "groins",
-  "gruelling": "grueling",
-  "gruellingly": "gruelingly",
-  "gryphon": "griffin",
-  "gryphons": "griffins",
-  "gynaecological": "gynecological",
-  "gynaecologist": "gynecologist",
-  "gynaecologists": "gynecologists",
-  "gynaecology": "gynecology",
-  "haematological": "hematological",
-  "haematologist": "hematologist",
-  "haematologists": "hematologists",
-  "haematology": "hematology",
-  "haemoglobin": "hemoglobin",
-  "haemophilia": "hemophilia",
-  "haemophiliac": "hemophiliac",
-  "haemophiliacs": "hemophiliacs",
-  "haemorrhage": "hemorrhage",
-  "haemorrhaged": "hemorrhaged",
-  "haemorrhages": "hemorrhages",
-  "haemorrhaging": "hemorrhaging",
-  "haemorrhoids": "hemorrhoids",
-  "harbour": "harbor",
-  "harboured": "harbored",
-  "harbouring": "harboring",
-  "harbours": "harbors",
-  "harmonisation": "harmonization",
-  "harmonise": "harmonize",
-  "harmonised": "harmonized",
-  "harmonises": "harmonizes",
-  "harmonising": "harmonizing",
-  "homoeopath": "homeopath",
-  "homoeopathic": "homeopathic",
-  "homoeopaths": "homeopaths",
-  "homoeopathy": "homeopathy",
-  "homogenise": "homogenize",
-  "homogenised": "homogenized",
-  "homogenises": "homogenizes",
-  "homogenising": "homogenizing",
-  "honour": "honor",
-  "honourable": "honorable",
-  "honourably": "honorably",
-  "honoured": "honored",
-  "honouring": "honoring",
-  "honours": "honors",
-  "hospitalisation": "hospitalization",
-  "hospitalise": "hospitalize",
-  "hospitalised": "hospitalized",
-  "hospitalises": "hospitalizes",
-  "hospitalising": "hospitalizing",
-  "humanise": "humanize",
-  "humanised": "humanized",
-  "humanises": "humanizes",
-  "humanising": "humanizing",
-  "humour": "humor",
-  "humoured": "humored",
-  "humouring": "humoring",
-  "humourless": "humorless",
-  "humours": "humors",
-  "hybridise": "hybridize",
-  "hybridised": "hybridized",
-  "hybridises": "hybridizes",
-  "hybridising": "hybridizing",
-  "hypnotise": "hypnotize",
-  "hypnotised": "hypnotized",
-  "hypnotises": "hypnotizes",
-  "hypnotising": "hypnotizing",
-  "hypothesise": "hypothesize",
-  "hypothesised": "hypothesized",
-  "hypothesises": "hypothesizes",
-  "hypothesising": "hypothesizing",
-  "idealisation": "idealization",
-  "idealise": "idealize",
-  "idealised": "idealized",
-  "idealises": "idealizes",
-  "idealising": "idealizing",
-  "idolise": "idolize",
-  "idolised": "idolized",
-  "idolises": "idolizes",
-  "idolising": "idolizing",
-  "immobilisation": "immobilization",
-  "immobilise": "immobilize",
-  "immobilised": "immobilized",
-  "immobiliser": "immobilizer",
-  "immobilisers": "immobilizers",
-  "immobilises": "immobilizes",
-  "immobilising": "immobilizing",
-  "immortalise": "immortalize",
-  "immortalised": "immortalized",
-  "immortalises": "immortalizes",
-  "immortalising": "immortalizing",
-  "immunisation": "immunization",
-  "immunise": "immunize",
-  "immunised": "immunized",
-  "immunises": "immunizes",
-  "immunising": "immunizing",
-  "impanelled": "impaneled",
-  "impanelling": "impaneling",
-  "imperilled": "imperiled",
-  "imperilling": "imperiling",
-  "individualise": "individualize",
-  "individualised": "individualized",
-  "individualises": "individualizes",
-  "individualising": "individualizing",
-  "industrialise": "industrialize",
-  "industrialised": "industrialized",
-  "industrialises": "industrializes",
-  "industrialising": "industrializing",
-  "inflexion": "inflection",
-  "inflexions": "inflections",
-  "initialise": "initialize",
-  "initialised": "initialized",
-  "initialises": "initializes",
-  "initialising": "initializing",
-  "initialled": "initialed",
-  "initialling": "initialing",
-  "instal": "install",
-  "instalment": "installment",
-  "instalments": "installments",
-  "instals": "installs",
-  "instil": "instill",
-  "instils": "instills",
-  "institutionalisation": "institutionalization",
-  "institutionalise": "institutionalize",
-  "institutionalised": "institutionalized",
-  "institutionalises": "institutionalizes",
-  "institutionalising": "institutionalizing",
-  "intellectualise": "intellectualize",
-  "intellectualised": "intellectualized",
-  "intellectualises": "intellectualizes",
-  "intellectualising": "intellectualizing",
-  "internalisation": "internalization",
-  "internalise": "internalize",
-  "internalised": "internalized",
-  "internalises": "internalizes",
-  "internalising": "internalizing",
-  "internationalisation": "internationalization",
-  "internationalise": "internationalize",
-  "internationalised": "internationalized",
-  "internationalises": "internationalizes",
-  "internationalising": "internationalizing",
-  "ionisation": "ionization",
-  "ionise": "ionize",
-  "ionised": "ionized",
-  "ioniser": "ionizer",
-  "ionisers": "ionizers",
-  "ionises": "ionizes",
-  "ionising": "ionizing",
-  "italicise": "italicize",
-  "italicised": "italicized",
-  "italicises": "italicizes",
-  "italicising": "italicizing",
-  "itemise": "itemize",
-  "itemised": "itemized",
-  "itemises": "itemizes",
-  "itemising": "itemizing",
-  "jeopardise": "jeopardize",
-  "jeopardised": "jeopardized",
-  "jeopardises": "jeopardizes",
-  "jeopardising": "jeopardizing",
-  "jewelled": "jeweled",
-  "jeweller": "jeweler",
-  "jewellers": "jewelers",
-  "jewellery": "jewelry",
-  "judgement": "judgment",
-  "kilogramme": "kilogram",
-  "kilogrammes": "kilograms",
-  "kilometre": "kilometer",
-  "kilometres": "kilometers",
-  "labelled": "labeled",
-  "labelling": "labeling",
-  "labour": "labor",
-  "laboured": "labored",
-  "labourer": "laborer",
-  "labourers": "laborers",
-  "labouring": "laboring",
-  "labours": "labors",
-  "lacklustre": "lackluster",
-  "legalisation": "legalization",
-  "legalise": "legalize",
-  "legalised": "legalized",
-  "legalises": "legalizes",
-  "legalising": "legalizing",
-  "legitimise": "legitimize",
-  "legitimised": "legitimized",
-  "legitimises": "legitimizes",
-  "legitimising": "legitimizing",
-  "leukaemia": "leukemia",
-  "levelled": "leveled",
-  "leveller": "leveler",
-  "levellers": "levelers",
-  "levelling": "leveling",
-  "libelled": "libeled",
-  "libelling": "libeling",
-  "libellous": "libelous",
-  "liberalisation": "liberalization",
-  "liberalise": "liberalize",
-  "liberalised": "liberalized",
-  "liberalises": "liberalizes",
-  "liberalising": "liberalizing",
-  "licence": "license",
-  "licenced": "licensed",
-  "licences": "licenses",
-  "licencing": "licensing",
-  "likeable": "likable",
-  "lionisation": "lionization",
-  "lionise": "lionize",
-  "lionised": "lionized",
-  "lionises": "lionizes",
-  "lionising": "lionizing",
-  "liquidise": "liquidize",
-  "liquidised": "liquidized",
-  "liquidiser": "liquidizer",
-  "liquidisers": "liquidizers",
-  "liquidises": "liquidizes",
-  "liquidising": "liquidizing",
-  "litre": "liter",
-  "litres": "liters",
-  "localise": "localize",
-  "localised": "localized",
-  "localises": "localizes",
-  "localising": "localizing",
-  "louvre": "louver",
-  "louvred": "louvered",
-  "louvres": "louvers",
-  "lustre": "luster",
-  "magnetise": "magnetize",
-  "magnetised": "magnetized",
-  "magnetises": "magnetizes",
-  "magnetising": "magnetizing",
-  "manoeuvrability": "maneuverability",
-  "manoeuvrable": "maneuverable",
-  "manoeuvre": "maneuver",
-  "manoeuvred": "maneuvered",
-  "manoeuvres": "maneuvers",
-  "manoeuvring": "maneuvering",
-  "manoeuvrings": "maneuverings",
-  "marginalisation": "marginalization",
-  "marginalise": "marginalize",
-  "marginalised": "marginalized",
-  "marginalises": "marginalizes",
-  "marginalising": "marginalizing",
-  "marshalled": "marshaled",
-  "marshalling": "marshaling",
-  "marvelled": "marveled",
-  "marvelling": "marveling",
-  "marvellous": "marvelous",
-  "marvellously": "marvelously",
-  "materialisation": "materialization",
-  "materialise": "materialize",
-  "materialised": "materialized",
-  "materialises": "materializes",
-  "materialising": "materializing",
-  "maximisation": "maximization",
-  "maximise": "maximize",
-  "maximised": "maximized",
-  "maximises": "maximizes",
-  "maximising": "maximizing",
-  "meagre": "meager",
-  "mechanisation": "mechanization",
-  "mechanise": "mechanize",
-  "mechanised": "mechanized",
-  "mechanises": "mechanizes",
-  "mechanising": "mechanizing",
-  "mediaeval": "medieval",
-  "memorialise": "memorialize",
-  "memorialised": "memorialized",
-  "memorialises": "memorializes",
-  "memorialising": "memorializing",
-  "memorise": "memorize",
-  "memorised": "memorized",
-  "memorises": "memorizes",
-  "memorising": "memorizing",
-  "mesmerise": "mesmerize",
-  "mesmerised": "mesmerized",
-  "mesmerises": "mesmerizes",
-  "mesmerising": "mesmerizing",
-  "metabolise": "metabolize",
-  "metabolised": "metabolized",
-  "metabolises": "metabolizes",
-  "metabolising": "metabolizing",
-  "metre": "meter",
-  "metres": "meters",
-  "mhm": "hmm",
-  "micrometre": "micrometer",
-  "micrometres": "micrometers",
-  "militarise": "militarize",
-  "militarised": "militarized",
-  "militarises": "militarizes",
-  "militarising": "militarizing",
-  "milligramme": "milligram",
-  "milligrammes": "milligrams",
-  "millilitre": "milliliter",
-  "millilitres": "milliliters",
-  "millimetre": "millimeter",
-  "millimetres": "millimeters",
-  "miniaturisation": "miniaturization",
-  "miniaturise": "miniaturize",
-  "miniaturised": "miniaturized",
-  "miniaturises": "miniaturizes",
-  "miniaturising": "miniaturizing",
-  "minibusses": "minibuses",
-  "minimise": "minimize",
-  "minimised": "minimized",
-  "minimises": "minimizes",
-  "minimising": "minimizing",
-  "misbehaviour": "misbehavior",
-  "misdemeanour": "misdemeanor",
-  "misdemeanours": "misdemeanors",
-  "misspelt": "misspelled",
-  "mitre": "miter",
-  "mitres": "miters",
-  "mm": "hmm",
-  "mmm": "hmm",
-  "mobilisation": "mobilization",
-  "mobilise": "mobilize",
-  "mobilised": "mobilized",
-  "mobilises": "mobilizes",
-  "mobilising": "mobilizing",
-  "modelled": "modeled",
-  "modeller": "modeler",
-  "modellers": "modelers",
-  "modelling": "modeling",
-  "modernise": "modernize",
-  "modernised": "modernized",
-  "modernises": "modernizes",
-  "modernising": "modernizing",
-  "moisturise": "moisturize",
-  "moisturised": "moisturized",
-  "moisturiser": "moisturizer",
-  "moisturisers": "moisturizers",
-  "moisturises": "moisturizes",
-  "moisturising": "moisturizing",
-  "monologue": "monolog",
-  "monologues": "monologs",
-  "monopolisation": "monopolization",
-  "monopolise": "monopolize",
-  "monopolised": "monopolized",
-  "monopolises": "monopolizes",
-  "monopolising": "monopolizing",
-  "moralise": "moralize",
-  "moralised": "moralized",
-  "moralises": "moralizes",
-  "moralising": "moralizing",
-  "motorised": "motorized",
-  "mould": "mold",
-  "moulded": "molded",
-  "moulder": "molder",
-  "mouldered": "moldered",
-  "mouldering": "moldering",
-  "moulders": "molders",
-  "mouldier": "moldier",
-  "mouldiest": "moldiest",
-  "moulding": "molding",
-  "mouldings": "moldings",
-  "moulds": "molds",
-  "mouldy": "moldy",
-  "moult": "molt",
-  "moulted": "molted",
-  "moulting": "molting",
-  "moults": "molts",
-  "moustache": "mustache",
-  "moustached": "mustached",
-  "moustaches": "mustaches",
-  "moustachioed": "mustachioed",
-  "multicoloured": "multicolored",
-  "nationalisation": "nationalization",
-  "nationalisations": "nationalizations",
-  "nationalise": "nationalize",
-  "nationalised": "nationalized",
-  "nationalises": "nationalizes",
-  "nationalising": "nationalizing",
-  "naturalisation": "naturalization",
-  "naturalise": "naturalize",
-  "naturalised": "naturalized",
-  "naturalises": "naturalizes",
-  "naturalising": "naturalizing",
-  "neighbour": "neighbor",
-  "neighbourhood": "neighborhood",
-  "neighbourhoods": "neighborhoods",
-  "neighbouring": "neighboring",
-  "neighbourliness": "neighborliness",
-  "neighbourly": "neighborly",
-  "neighbours": "neighbors",
-  "neutralisation": "neutralization",
-  "neutralise": "neutralize",
-  "neutralised": "neutralized",
-  "neutralises": "neutralizes",
-  "neutralising": "neutralizing",
-  "normalisation": "normalization",
-  "normalise": "normalize",
-  "normalised": "normalized",
-  "normalises": "normalizes",
-  "normalising": "normalizing",
-  "odour": "odor",
-  "odourless": "odorless",
-  "odours": "odors",
-  "oesophagus": "esophagus",
-  "oesophaguses": "esophaguses",
-  "oestrogen": "estrogen",
-  "offence": "offense",
-  "offences": "offenses",
-  "omelette": "omelet",
-  "omelettes": "omelets",
-  "optimise": "optimize",
-  "optimised": "optimized",
-  "optimises": "optimizes",
-  "optimising": "optimizing",
-  "organisation": "organization",
-  "organisational": "organizational",
-  "organisations": "organizations",
-  "organise": "organize",
-  "organised": "organized",
-  "organiser": "organizer",
-  "organisers": "organizers",
-  "organises": "organizes",
-  "organising": "organizing",
-  "orthopaedic": "orthopedic",
-  "orthopaedics": "orthopedics",
-  "ostracise": "ostracize",
-  "ostracised": "ostracized",
-  "ostracises": "ostracizes",
-  "ostracising": "ostracizing",
-  "outmanoeuvre": "outmaneuver",
-  "outmanoeuvred": "outmaneuvered",
-  "outmanoeuvres": "outmaneuvers",
-  "outmanoeuvring": "outmaneuvering",
-  "overemphasise": "overemphasize",
-  "overemphasised": "overemphasized",
-  "overemphasises": "overemphasizes",
-  "overemphasising": "overemphasizing",
-  "oxidisation": "oxidization",
-  "oxidise": "oxidize",
-  "oxidised": "oxidized",
-  "oxidises": "oxidizes",
-  "oxidising": "oxidizing",
-  "paederast": "pederast",
-  "paederasts": "pederasts",
-  "paediatric": "pediatric",
-  "paediatrician": "pediatrician",
-  "paediatricians": "pediatricians",
-  "paediatrics": "pediatrics",
-  "paedophile": "pedophile",
-  "paedophiles": "pedophiles",
-  "paedophilia": "pedophilia",
-  "palaeolithic": "paleolithic",
-  "palaeontologist": "paleontologist",
-  "palaeontologists": "paleontologists",
-  "palaeontology": "paleontology",
-  "panelled": "paneled",
-  "panelling": "paneling",
-  "panellist": "panelist",
-  "panellists": "panelists",
-  "paralyse": "paralyze",
-  "paralysed": "paralyzed",
-  "paralyses": "paralyzes",
-  "paralysing": "paralyzing",
-  "parcelled": "parceled",
-  "parcelling": "parceling",
-  "parlour": "parlor",
-  "parlours": "parlors",
-  "particularise": "particularize",
-  "particularised": "particularized",
-  "particularises": "particularizes",
-  "particularising": "particularizing",
-  "passivisation": "passivization",
-  "passivise": "passivize",
-  "passivised": "passivized",
-  "passivises": "passivizes",
-  "passivising": "passivizing",
-  "pasteurisation": "pasteurization",
-  "pasteurise": "pasteurize",
-  "pasteurised": "pasteurized",
-  "pasteurises": "pasteurizes",
-  "pasteurising": "pasteurizing",
-  "patronise": "patronize",
-  "patronised": "patronized",
-  "patronises": "patronizes",
-  "patronising": "patronizing",
-  "patronisingly": "patronizingly",
-  "pedalled": "pedaled",
-  "pedalling": "pedaling",
-  "pedestrianisation": "pedestrianization",
-  "pedestrianise": "pedestrianize",
-  "pedestrianised": "pedestrianized",
-  "pedestrianises": "pedestrianizes",
-  "pedestrianising": "pedestrianizing",
-  "penalise": "penalize",
-  "penalised": "penalized",
-  "penalises": "penalizes",
-  "penalising": "penalizing",
-  "pencilled": "penciled",
-  "pencilling": "penciling",
-  "personalise": "personalize",
-  "personalised": "personalized",
-  "personalises": "personalizes",
-  "personalising": "personalizing",
-  "pharmacopoeia": "pharmacopeia",
-  "pharmacopoeias": "pharmacopeias",
-  "philosophise": "philosophize",
-  "philosophised": "philosophized",
-  "philosophises": "philosophizes",
-  "philosophising": "philosophizing",
-  "philtre": "filter",
-  "philtres": "filters",
-  "phoney": "phony",
-  "plagiarise": "plagiarize",
-  "plagiarised": "plagiarized",
-  "plagiarises": "plagiarizes",
-  "plagiarising": "plagiarizing",
-  "plough": "plow",
-  "ploughed": "plowed",
-  "ploughing": "plowing",
-  "ploughman": "plowman",
-  "ploughmen": "plowmen",
-  "ploughs": "plows",
-  "ploughshare": "plowshare",
-  "ploughshares": "plowshares",
-  "polarisation": "polarization",
-  "polarise": "polarize",
-  "polarised": "polarized",
-  "polarises": "polarizes",
-  "polarising": "polarizing",
-  "politicisation": "politicization",
-  "politicise": "politicize",
-  "politicised": "politicized",
-  "politicises": "politicizes",
-  "politicising": "politicizing",
-  "popularisation": "popularization",
-  "popularise": "popularize",
-  "popularised": "popularized",
-  "popularises": "popularizes",
-  "popularising": "popularizing",
-  "pouffe": "pouf",
-  "pouffes": "poufs",
-  "practise": "practice",
-  "practised": "practiced",
-  "practises": "practices",
-  "practising": "practicing",
-  "praesidium": "presidium",
-  "praesidiums": "presidiums",
-  "pressurisation": "pressurization",
-  "pressurise": "pressurize",
-  "pressurised": "pressurized",
-  "pressurises": "pressurizes",
-  "pressurising": "pressurizing",
-  "pretence": "pretense",
-  "pretences": "pretenses",
-  "primaeval": "primeval",
-  "prioritisation": "prioritization",
-  "prioritise": "prioritize",
-  "prioritised": "prioritized",
-  "prioritises": "prioritizes",
-  "prioritising": "prioritizing",
-  "privatisation": "privatization",
-  "privatisations": "privatizations",
-  "privatise": "privatize",
-  "privatised": "privatized",
-  "privatises": "privatizes",
-  "privatising": "privatizing",
-  "professionalisation": "professionalization",
-  "professionalise": "professionalize",
-  "professionalised": "professionalized",
-  "professionalises": "professionalizes",
-  "professionalising": "professionalizing",
-  "programme": "program",
-  "programmes": "programs",
-  "prologue": "prolog",
-  "prologues": "prologs",
-  "propagandise": "propagandize",
-  "propagandised": "propagandized",
-  "propagandises": "propagandizes",
-  "propagandising": "propagandizing",
-  "proselytise": "proselytize",
-  "proselytised": "proselytized",
-  "proselytiser": "proselytizer",
-  "proselytisers": "proselytizers",
-  "proselytises": "proselytizes",
-  "proselytising": "proselytizing",
-  "psychoanalyse": "psychoanalyze",
-  "psychoanalysed": "psychoanalyzed",
-  "psychoanalyses": "psychoanalyzes",
-  "psychoanalysing": "psychoanalyzing",
-  "publicise": "publicize",
-  "publicised": "publicized",
-  "publicises": "publicizes",
-  "publicising": "publicizing",
-  "pulverisation": "pulverization",
-  "pulverise": "pulverize",
-  "pulverised": "pulverized",
-  "pulverises": "pulverizes",
-  "pulverising": "pulverizing",
-  "pummelled": "pummel",
-  "pummelling": "pummeled",
-  "pyjama": "pajama",
-  "pyjamas": "pajamas",
-  "pzazz": "pizzazz",
-  "quarrelled": "quarreled",
-  "quarrelling": "quarreling",
-  "radicalise": "radicalize",
-  "radicalised": "radicalized",
-  "radicalises": "radicalizes",
-  "radicalising": "radicalizing",
-  "rancour": "rancor",
-  "randomise": "randomize",
-  "randomised": "randomized",
-  "randomises": "randomizes",
-  "randomising": "randomizing",
-  "rationalisation": "rationalization",
-  "rationalisations": "rationalizations",
-  "rationalise": "rationalize",
-  "rationalised": "rationalized",
-  "rationalises": "rationalizes",
-  "rationalising": "rationalizing",
-  "ravelled": "raveled",
-  "ravelling": "raveling",
-  "realisable": "realizable",
-  "realisation": "realization",
-  "realisations": "realizations",
-  "realise": "realize",
-  "realised": "realized",
-  "realises": "realizes",
-  "realising": "realizing",
-  "recognisable": "recognizable",
-  "recognisably": "recognizably",
-  "recognisance": "recognizance",
-  "recognise": "recognize",
-  "recognised": "recognized",
-  "recognises": "recognizes",
-  "recognising": "recognizing",
-  "reconnoitre": "reconnoiter",
-  "reconnoitred": "reconnoitered",
-  "reconnoitres": "reconnoiters",
-  "reconnoitring": "reconnoitering",
-  "refuelled": "refueled",
-  "refuelling": "refueling",
-  "regularisation": "regularization",
-  "regularise": "regularize",
-  "regularised": "regularized",
-  "regularises": "regularizes",
-  "regularising": "regularizing",
-  "remodelled": "remodeled",
-  "remodelling": "remodeling",
-  "remould": "remold",
-  "remoulded": "remolded",
-  "remoulding": "remolding",
-  "remoulds": "remolds",
-  "reorganisation": "reorganization",
-  "reorganisations": "reorganizations",
-  "reorganise": "reorganize",
-  "reorganised": "reorganized",
-  "reorganises": "reorganizes",
-  "reorganising": "reorganizing",
-  "revelled": "reveled",
-  "reveller": "reveler",
-  "revellers": "revelers",
-  "revelling": "reveling",
-  "revitalise": "revitalize",
-  "revitalised": "revitalized",
-  "revitalises": "revitalizes",
-  "revitalising": "revitalizing",
-  "revolutionise": "revolutionize",
-  "revolutionised": "revolutionized",
-  "revolutionises": "revolutionizes",
-  "revolutionising": "revolutionizing",
-  "rhapsodise": "rhapsodize",
-  "rhapsodised": "rhapsodized",
-  "rhapsodises": "rhapsodizes",
-  "rhapsodising": "rhapsodizing",
-  "rigour": "rigor",
-  "rigours": "rigors",
-  "ritualised": "ritualized",
-  "rivalled": "rivaled",
-  "rivalling": "rivaling",
-  "romanticise": "romanticize",
-  "romanticised": "romanticized",
-  "romanticises": "romanticizes",
-  "romanticising": "romanticizing",
-  "rumour": "rumor",
-  "rumoured": "rumored",
-  "rumours": "rumors",
-  "sabre": "saber",
-  "sabres": "sabers",
-  "saltpetre": "saltpeter",
-  "sanitise": "sanitize",
-  "sanitised": "sanitized",
-  "sanitises": "sanitizes",
-  "sanitising": "sanitizing",
-  "satirise": "satirize",
-  "satirised": "satirized",
-  "satirises": "satirizes",
-  "satirising": "satirizing",
-  "saviour": "savior",
-  "saviours": "saviors",
-  "savour": "savor",
-  "savoured": "savored",
-  "savouries": "savories",
-  "savouring": "savoring",
-  "savours": "savors",
-  "savoury": "savory",
-  "scandalise": "scandalize",
-  "scandalised": "scandalized",
-  "scandalises": "scandalizes",
-  "scandalising": "scandalizing",
-  "sceptic": "skeptic",
-  "sceptical": "skeptical",
-  "sceptically": "skeptically",
-  "scepticism": "skepticism",
-  "sceptics": "skeptics",
-  "sceptre": "scepter",
-  "sceptres": "scepters",
-  "scrutinise": "scrutinize",
-  "scrutinised": "scrutinized",
-  "scrutinises": "scrutinizes",
-  "scrutinising": "scrutinizing",
-  "secularisation": "secularization",
-  "secularise": "secularize",
-  "secularised": "secularized",
-  "secularises": "secularizes",
-  "secularising": "secularizing",
-  "sensationalise": "sensationalize",
-  "sensationalised": "sensationalized",
-  "sensationalises": "sensationalizes",
-  "sensationalising": "sensationalizing",
-  "sensitise": "sensitize",
-  "sensitised": "sensitized",
-  "sensitises": "sensitizes",
-  "sensitising": "sensitizing",
-  "sentimentalise": "sentimentalize",
-  "sentimentalised": "sentimentalized",
-  "sentimentalises": "sentimentalizes",
-  "sentimentalising": "sentimentalizing",
-  "sepulchre": "sepulcher",
-  "sepulchres": "sepulchers",
-  "serialisation": "serialization",
-  "serialisations": "serializations",
-  "serialise": "serialize",
-  "serialised": "serialized",
-  "serialises": "serializes",
-  "serialising": "serializing",
-  "sermonise": "sermonize",
-  "sermonised": "sermonized",
-  "sermonises": "sermonizes",
-  "sermonising": "sermonizing",
-  "sheikh": "sheik",
-  "shovelled": "shoveled",
-  "shovelling": "shoveling",
-  "shrivelled": "shriveled",
-  "shrivelling": "shriveling",
-  "signalise": "signalize",
-  "signalised": "signalized",
-  "signalises": "signalizes",
-  "signalising": "signalizing",
-  "signalled": "signaled",
-  "signalling": "signaling",
-  "smoulder": "smolder",
-  "smouldered": "smoldered",
-  "smouldering": "smoldering",
-  "smoulders": "smolders",
-  "snivelled": "sniveled",
-  "snivelling": "sniveling",
-  "snorkelled": "snorkeled",
-  "snorkelling": "snorkeling",
-  "snowplough": "snowplow",
-  "snowploughs": "snowplow",
-  "socialisation": "socialization",
-  "socialise": "socialize",
-  "socialised": "socialized",
-  "socialises": "socializes",
-  "socialising": "socializing",
-  "sodomise": "sodomize",
-  "sodomised": "sodomized",
-  "sodomises": "sodomizes",
-  "sodomising": "sodomizing",
-  "solemnise": "solemnize",
-  "solemnised": "solemnized",
-  "solemnises": "solemnizes",
-  "solemnising": "solemnizing",
-  "sombre": "somber",
-  "specialisation": "specialization",
-  "specialisations": "specializations",
-  "specialise": "specialize",
-  "specialised": "specialized",
-  "specialises": "specializes",
-  "specialising": "specializing",
-  "spectre": "specter",
-  "spectres": "specters",
-  "spiralled": "spiraled",
-  "spiralling": "spiraling",
-  "splendour": "splendor",
-  "splendours": "splendors",
-  "squirrelled": "squirreled",
-  "squirrelling": "squirreling",
-  "stabilisation": "stabilization",
-  "stabilise": "stabilize",
-  "stabilised": "stabilized",
-  "stabiliser": "stabilizer",
-  "stabilisers": "stabilizers",
-  "stabilises": "stabilizes",
-  "stabilising": "stabilizing",
-  "standardisation": "standardization",
-  "standardise": "standardize",
-  "standardised": "standardized",
-  "standardises": "standardizes",
-  "standardising": "standardizing",
-  "stencilled": "stenciled",
-  "stencilling": "stenciling",
-  "sterilisation": "sterilization",
-  "sterilisations": "sterilizations",
-  "sterilise": "sterilize",
-  "sterilised": "sterilized",
-  "steriliser": "sterilizer",
-  "sterilisers": "sterilizers",
-  "sterilises": "sterilizes",
-  "sterilising": "sterilizing",
-  "stigmatisation": "stigmatization",
-  "stigmatise": "stigmatize",
-  "stigmatised": "stigmatized",
-  "stigmatises": "stigmatizes",
-  "stigmatising": "stigmatizing",
-  "storey": "story",
-  "storeys": "stories",
-  "subsidisation": "subsidization",
-  "subsidise": "subsidize",
-  "subsidised": "subsidized",
-  "subsidiser": "subsidizer",
-  "subsidisers": "subsidizers",
-  "subsidises": "subsidizes",
-  "subsidising": "subsidizing",
-  "succour": "succor",
-  "succoured": "succored",
-  "succouring": "succoring",
-  "succours": "succors",
-  "sulphate": "sulfate",
-  "sulphates": "sulfates",
-  "sulphide": "sulfide",
-  "sulphides": "sulfides",
-  "sulphur": "sulfur",
-  "sulphurous": "sulfurous",
-  "summarise": "summarize",
-  "summarised": "summarized",
-  "summarises": "summarizes",
-  "summarising": "summarizing",
-  "swivelled": "swiveled",
-  "swivelling": "swiveling",
-  "symbolise": "symbolize",
-  "symbolised": "symbolized",
-  "symbolises": "symbolizes",
-  "symbolising": "symbolizing",
-  "sympathise": "sympathize",
-  "sympathised": "sympathized",
-  "sympathiser": "sympathizer",
-  "sympathisers": "sympathizers",
-  "sympathises": "sympathizes",
-  "sympathising": "sympathizing",
-  "synchronisation": "synchronization",
-  "synchronise": "synchronize",
-  "synchronised": "synchronized",
-  "synchronises": "synchronizes",
-  "synchronising": "synchronizing",
-  "synthesise": "synthesize",
-  "synthesised": "synthesized",
-  "synthesiser": "synthesizer",
-  "synthesisers": "synthesizers",
-  "synthesises": "synthesizes",
-  "synthesising": "synthesizing",
-  "syphon": "siphon",
-  "syphoned": "siphoned",
-  "syphoning": "siphoning",
-  "syphons": "siphons",
-  "systematisation": "systematization",
-  "systematise": "systematize",
-  "systematised": "systematized",
-  "systematises": "systematizes",
-  "systematising": "systematizing",
-  "tantalise": "tantalize",
-  "tantalised": "tantalized",
-  "tantalises": "tantalizes",
-  "tantalising": "tantalizing",
-  "tantalisingly": "tantalizingly",
-  "tasselled": "tasseled",
-  "technicolour": "technicolor",
-  "temporise": "temporize",
-  "temporised": "temporized",
-  "temporises": "temporizes",
-  "temporising": "temporizing",
-  "tenderise": "tenderize",
-  "tenderised": "tenderized",
-  "tenderises": "tenderizes",
-  "tenderising": "tenderizing",
-  "terrorise": "terrorize",
-  "terrorised": "terrorized",
-  "terrorises": "terrorizes",
-  "terrorising": "terrorizing",
-  "theatre": "theater",
-  "theatregoer": "theatergoer",
-  "theatregoers": "theatergoers",
-  "theatres": "theaters",
-  "theorise": "theorize",
-  "theorised": "theorized",
-  "theorises": "theorizes",
-  "theorising": "theorizing",
-  "tonne": "ton",
-  "tonnes": "tons",
-  "towelled": "toweled",
-  "towelling": "toweling",
-  "toxaemia": "toxemia",
-  "tranquillise": "tranquilize",
-  "tranquillised": "tranquilized",
-  "tranquilliser": "tranquilizer",
-  "tranquillisers": "tranquilizers",
-  "tranquillises": "tranquilizes",
-  "tranquillising": "tranquilizing",
-  "tranquillity": "tranquility",
-  "tranquillize": "tranquilize",
-  "tranquillized": "tranquilized",
-  "tranquillizer": "tranquilizer",
-  "tranquillizers": "tranquilizers",
-  "tranquillizes": "tranquilizes",
-  "tranquillizing": "tranquilizing",
-  "tranquilly": "tranquility",
-  "transistorised": "transistorized",
-  "traumatise": "traumatize",
-  "traumatised": "traumatized",
-  "traumatises": "traumatizes",
-  "traumatising": "traumatizing",
-  "travelled": "traveled",
-  "traveller": "traveler",
-  "travellers": "travelers",
-  "travelling": "traveling",
-  "travelog": "travelogue",
-  "travelogs": "travelogues",
-  "trialled": "trialed",
-  "trialling": "trialing",
-  "tricolour": "tricolor",
-  "tricolours": "tricolors",
-  "trivialise": "trivialize",
-  "trivialised": "trivialized",
-  "trivialises": "trivializes",
-  "trivialising": "trivializing",
-  "tumour": "tumor",
-  "tumours": "tumors",
-  "tunnelled": "tunneled",
-  "tunnelling": "tunneling",
-  "tyrannise": "tyrannize",
-  "tyrannised": "tyrannized",
-  "tyrannises": "tyrannizes",
-  "tyrannising": "tyrannizing",
-  "tyre": "tire",
-  "tyres": "tires",
-  "unauthorised": "unauthorized",
-  "uncivilised": "uncivilized",
-  "underutilised": "underutilized",
-  "unequalled": "unequaled",
-  "unfavourable": "unfavorable",
-  "unfavourably": "unfavorably",
-  "unionisation": "unionization",
-  "unionise": "unionize",
-  "unionised": "unionized",
-  "unionises": "unionizes",
-  "unionising": "unionizing",
-  "unorganised": "unorganized",
-  "unravelled": "unraveled",
-  "unravelling": "unraveling",
-  "unrecognisable": "unrecognizable",
-  "unrecognised": "unrecognized",
-  "unrivalled": "unrivaled",
-  "unsavoury": "unsavory",
-  "untrammelled": "untrammeled",
-  "urbanisation": "urbanization",
-  "urbanise": "urbanize",
-  "urbanised": "urbanized",
-  "urbanises": "urbanizes",
-  "urbanising": "urbanizing",
-  "utilisable": "utilizable",
-  "utilisation": "utilization",
-  "utilise": "utilize",
-  "utilised": "utilized",
-  "utilises": "utilizes",
-  "utilising": "utilizing",
-  "valour": "valor",
-  "vandalise": "vandalize",
-  "vandalised": "vandalized",
-  "vandalises": "vandalizes",
-  "vandalising": "vandalizing",
-  "vaporisation": "vaporization",
-  "vaporise": "vaporize",
-  "vaporised": "vaporized",
-  "vaporises": "vaporizes",
-  "vaporising": "vaporizing",
-  "vapour": "vapor",
-  "vapours": "vapors",
-  "verbalise": "verbalize",
-  "verbalised": "verbalized",
-  "verbalises": "verbalizes",
-  "verbalising": "verbalizing",
-  "victimisation": "victimization",
-  "victimise": "victimize",
-  "victimised": "victimized",
-  "victimises": "victimizes",
-  "victimising": "victimizing",
-  "videodisc": "videodisk",
-  "videodiscs": "videodisks",
-  "vigour": "vigor",
-  "visualisation": "visualization",
-  "visualisations": "visualizations",
-  "visualise": "visualize",
-  "visualised": "visualized",
-  "visualises": "visualizes",
-  "visualising": "visualizing",
-  "vocalisation": "vocalization",
-  "vocalisations": "vocalizations",
-  "vocalise": "vocalize",
-  "vocalised": "vocalized",
-  "vocalises": "vocalizes",
-  "vocalising": "vocalizing",
-  "vulcanised": "vulcanized",
-  "vulgarisation": "vulgarization",
-  "vulgarise": "vulgarize",
-  "vulgarised": "vulgarized",
-  "vulgarises": "vulgarizes",
-  "vulgarising": "vulgarizing",
-  "waggon": "wagon",
-  "waggons": "wagons",
-  "watercolour": "watercolor",
-  "watercolours": "watercolors",
-  "weaselled": "weaseled",
-  "weaselling": "weaseling",
-  "westernisation": "westernization",
-  "westernise": "westernize",
-  "westernised": "westernized",
-  "westernises": "westernizes",
-  "westernising": "westernizing",
-  "womanise": "womanize",
-  "womanised": "womanized",
-  "womaniser": "womanizer",
-  "womanisers": "womanizers",
-  "womanises": "womanizes",
-  "womanising": "womanizing",
-  "woollen": "woolen",
-  "woollens": "woolens",
-  "woollies": "woolies",
-  "woolly": "wooly",
-  "worshipped": "worshiped",
-  "worshipper": "worshiper",
-  "worshipping": "worshiping",
-  "yodelled": "yodeled",
-  "yodelling": "yodeling",
-  "yoghourt": "yogurt",
-  "yoghourts": "yogurts",
-  "yoghurt": "yogurt",
-  "yoghurts": "yogurts"
-}
diff --git a/checkpoint-1000/optimizer.pt b/checkpoint-1000/optimizer.pt
deleted file mode 100644
index c49930bdb6c86e6cf850c57952ab0f8d2504c4f2..0000000000000000000000000000000000000000
--- a/checkpoint-1000/optimizer.pt
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:1cdabbdfb3ed4cd3d79d4f33cdcc57a777a37ede1f4e4c4a763ea2a63bfb6fab
-size 6111428695
diff --git a/checkpoint-1000/preprocessor_config.json b/checkpoint-1000/preprocessor_config.json
deleted file mode 100644
index c2048dfa9fd94a052e62e908d2c4dfb18534b4d2..0000000000000000000000000000000000000000
--- a/checkpoint-1000/preprocessor_config.json
+++ /dev/null
@@ -1,16256 +0,0 @@
-{
-  "chunk_length": 30,
-  "feature_extractor_type": "WhisperFeatureExtractor",
-  "feature_size": 80,
-  "hop_length": 160,
-  "mel_filters": [
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diff --git a/checkpoint-2000/added_tokens.json b/checkpoint-2000/added_tokens.json
deleted file mode 100644
index 47e9dd31523ecea227504afad3870da1cfe5ad81..0000000000000000000000000000000000000000
--- a/checkpoint-2000/added_tokens.json
+++ /dev/null
@@ -1,109 +0,0 @@
-{
-  "<|af|>": 50327,
-  "<|am|>": 50334,
-  "<|ar|>": 50272,
-  "<|as|>": 50350,
-  "<|az|>": 50304,
-  "<|ba|>": 50355,
-  "<|be|>": 50330,
-  "<|bg|>": 50292,
-  "<|bn|>": 50302,
-  "<|bo|>": 50347,
-  "<|br|>": 50309,
-  "<|bs|>": 50315,
-  "<|ca|>": 50270,
-  "<|cs|>": 50283,
-  "<|cy|>": 50297,
-  "<|da|>": 50285,
-  "<|de|>": 50261,
-  "<|el|>": 50281,
-  "<|endoftext|>": 50257,
-  "<|en|>": 50259,
-  "<|es|>": 50262,
-  "<|et|>": 50307,
-  "<|eu|>": 50310,
-  "<|fa|>": 50300,
-  "<|fi|>": 50277,
-  "<|fo|>": 50338,
-  "<|fr|>": 50265,
-  "<|gl|>": 50319,
-  "<|gu|>": 50333,
-  "<|haw|>": 50352,
-  "<|ha|>": 50354,
-  "<|hi|>": 50276,
-  "<|hr|>": 50291,
-  "<|ht|>": 50339,
-  "<|hu|>": 50286,
-  "<|hy|>": 50312,
-  "<|id|>": 50275,
-  "<|is|>": 50311,
-  "<|it|>": 50274,
-  "<|iw|>": 50279,
-  "<|ja|>": 50266,
-  "<|jw|>": 50356,
-  "<|ka|>": 50329,
-  "<|kk|>": 50316,
-  "<|km|>": 50323,
-  "<|kn|>": 50306,
-  "<|ko|>": 50264,
-  "<|la|>": 50294,
-  "<|lb|>": 50345,
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-  "<|mi|>": 50295,
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-  "<|my|>": 50346,
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-  "<|no|>": 50288,
-  "<|oc|>": 50328,
-  "<|pa|>": 50321,
-  "<|pl|>": 50269,
-  "<|ps|>": 50340,
-  "<|pt|>": 50267,
-  "<|ro|>": 50284,
-  "<|ru|>": 50263,
-  "<|sa|>": 50344,
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-  "<|sk|>": 50298,
-  "<|sl|>": 50305,
-  "<|sn|>": 50324,
-  "<|so|>": 50326,
-  "<|sq|>": 50317,
-  "<|sr|>": 50303,
-  "<|startoflm|>": 50360,
-  "<|startofprev|>": 50361,
-  "<|startoftranscript|>": 50258,
-  "<|su|>": 50357,
-  "<|sv|>": 50273,
-  "<|sw|>": 50318,
-  "<|ta|>": 50287,
-  "<|te|>": 50299,
-  "<|tg|>": 50331,
-  "<|th|>": 50289,
-  "<|tk|>": 50341,
-  "<|tl|>": 50348,
-  "<|transcribe|>": 50359,
-  "<|translate|>": 50358,
-  "<|tr|>": 50268,
-  "<|tt|>": 50351,
-  "<|uk|>": 50280,
-  "<|ur|>": 50290,
-  "<|uz|>": 50337,
-  "<|vi|>": 50278,
-  "<|yi|>": 50335,
-  "<|yo|>": 50325,
-  "<|zh|>": 50260
-}
diff --git a/checkpoint-2000/config.json b/checkpoint-2000/config.json
deleted file mode 100644
index 64134276da5f5a8970ae75c8b2cd16e8cdc8e851..0000000000000000000000000000000000000000
--- a/checkpoint-2000/config.json
+++ /dev/null
@@ -1,42 +0,0 @@
-{
-  "_name_or_path": "emilios/whisper-medium-el",
-  "activation_dropout": 0.0,
-  "activation_function": "gelu",
-  "architectures": [
-    "WhisperForConditionalGeneration"
-  ],
-  "attention_dropout": 0.0,
-  "begin_suppress_tokens": [
-    220,
-    50257
-  ],
-  "bos_token_id": 50257,
-  "d_model": 1024,
-  "decoder_attention_heads": 16,
-  "decoder_ffn_dim": 4096,
-  "decoder_layerdrop": 0.0,
-  "decoder_layers": 24,
-  "decoder_start_token_id": 50258,
-  "dropout": 0.1,
-  "encoder_attention_heads": 16,
-  "encoder_ffn_dim": 4096,
-  "encoder_layerdrop": 0.0,
-  "encoder_layers": 24,
-  "eos_token_id": 50257,
-  "forced_decoder_ids": null,
-  "init_std": 0.02,
-  "is_encoder_decoder": true,
-  "max_length": 448,
-  "max_source_positions": 1500,
-  "max_target_positions": 448,
-  "model_type": "whisper",
-  "num_hidden_layers": 24,
-  "num_mel_bins": 80,
-  "pad_token_id": 50257,
-  "scale_embedding": false,
-  "suppress_tokens": [],
-  "torch_dtype": "float32",
-  "transformers_version": "4.26.0.dev0",
-  "use_cache": false,
-  "vocab_size": 51865
-}
diff --git a/checkpoint-2000/merges.txt b/checkpoint-2000/merges.txt
deleted file mode 100644
index 3a00c89ee5e8ae0cb159a6ec838843fb2266fac6..0000000000000000000000000000000000000000
--- a/checkpoint-2000/merges.txt
+++ /dev/null
@@ -1,50000 +0,0 @@
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diff --git a/checkpoint-2000/normalizer.json b/checkpoint-2000/normalizer.json
deleted file mode 100644
index dd6ae819ad738ac1a546e9f9282ef325c33b9ea0..0000000000000000000000000000000000000000
--- a/checkpoint-2000/normalizer.json
+++ /dev/null
@@ -1,1742 +0,0 @@
-{
-  "accessorise": "accessorize",
-  "accessorised": "accessorized",
-  "accessorises": "accessorizes",
-  "accessorising": "accessorizing",
-  "acclimatisation": "acclimatization",
-  "acclimatise": "acclimatize",
-  "acclimatised": "acclimatized",
-  "acclimatises": "acclimatizes",
-  "acclimatising": "acclimatizing",
-  "accoutrements": "accouterments",
-  "aeon": "eon",
-  "aeons": "eons",
-  "aerogramme": "aerogram",
-  "aerogrammes": "aerograms",
-  "aeroplane": "airplane",
-  "aeroplanes": "airplanes",
-  "aesthete": "esthete",
-  "aesthetes": "esthetes",
-  "aesthetic": "esthetic",
-  "aesthetically": "esthetically",
-  "aesthetics": "esthetics",
-  "aetiology": "etiology",
-  "ageing": "aging",
-  "aggrandisement": "aggrandizement",
-  "agonise": "agonize",
-  "agonised": "agonized",
-  "agonises": "agonizes",
-  "agonising": "agonizing",
-  "agonisingly": "agonizingly",
-  "almanack": "almanac",
-  "almanacks": "almanacs",
-  "aluminium": "aluminum",
-  "amortisable": "amortizable",
-  "amortisation": "amortization",
-  "amortisations": "amortizations",
-  "amortise": "amortize",
-  "amortised": "amortized",
-  "amortises": "amortizes",
-  "amortising": "amortizing",
-  "amphitheatre": "amphitheater",
-  "amphitheatres": "amphitheaters",
-  "anaemia": "anemia",
-  "anaemic": "anemic",
-  "anaesthesia": "anesthesia",
-  "anaesthetic": "anesthetic",
-  "anaesthetics": "anesthetics",
-  "anaesthetise": "anesthetize",
-  "anaesthetised": "anesthetized",
-  "anaesthetises": "anesthetizes",
-  "anaesthetising": "anesthetizing",
-  "anaesthetist": "anesthetist",
-  "anaesthetists": "anesthetists",
-  "anaesthetize": "anesthetize",
-  "anaesthetized": "anesthetized",
-  "anaesthetizes": "anesthetizes",
-  "anaesthetizing": "anesthetizing",
-  "analogue": "analog",
-  "analogues": "analogs",
-  "analyse": "analyze",
-  "analysed": "analyzed",
-  "analyses": "analyzes",
-  "analysing": "analyzing",
-  "anglicise": "anglicize",
-  "anglicised": "anglicized",
-  "anglicises": "anglicizes",
-  "anglicising": "anglicizing",
-  "annualised": "annualized",
-  "antagonise": "antagonize",
-  "antagonised": "antagonized",
-  "antagonises": "antagonizes",
-  "antagonising": "antagonizing",
-  "apologise": "apologize",
-  "apologised": "apologized",
-  "apologises": "apologizes",
-  "apologising": "apologizing",
-  "appal": "appall",
-  "appals": "appalls",
-  "appetiser": "appetizer",
-  "appetisers": "appetizers",
-  "appetising": "appetizing",
-  "appetisingly": "appetizingly",
-  "arbour": "arbor",
-  "arbours": "arbors",
-  "archaeologically": "archeologically",
-  "archaeologist": "archeologist",
-  "archaeologists": "archeologists",
-  "archaeology": "archeology</span>",
-  "archeological": "archaeological",
-  "ardour": "ardor",
-  "armour": "armor",
-  "armoured": "armored",
-  "armourer": "armorer",
-  "armourers": "armorers",
-  "armouries": "armories",
-  "armoury": "armory",
-  "artefact": "artifact",
-  "artefacts": "artifacts",
-  "authorise": "authorize",
-  "authorised": "authorized",
-  "authorises": "authorizes",
-  "authorising": "authorizing",
-  "axe": "ax",
-  "backpedalled": "backpedaled",
-  "backpedalling": "backpedaling",
-  "bannister": "banister",
-  "bannisters": "banisters",
-  "baptise": "baptize",
-  "baptised": "baptized",
-  "baptises": "baptizes",
-  "baptising": "baptizing",
-  "bastardise": "bastardize",
-  "bastardised": "bastardized",
-  "bastardises": "bastardizes",
-  "bastardising": "bastardizing",
-  "battleax": "battleaxe",
-  "baulk": "balk",
-  "baulked": "balked",
-  "baulking": "balking",
-  "baulks": "balks",
-  "bedevilled": "bedeviled",
-  "bedevilling": "bedeviling",
-  "behaviour": "behavior",
-  "behavioural": "behavioral",
-  "behaviourism": "behaviorism",
-  "behaviourist": "behaviorist",
-  "behaviourists": "behaviorists",
-  "behaviours": "behaviors",
-  "behove": "behoove",
-  "behoved": "behooved",
-  "behoves": "behooves",
-  "bejewelled": "bejeweled",
-  "belabour": "belabor",
-  "belaboured": "belabored",
-  "belabouring": "belaboring",
-  "belabours": "belabors",
-  "bevelled": "beveled",
-  "bevvies": "bevies",
-  "bevvy": "bevy",
-  "biassed": "biased",
-  "biassing": "biasing",
-  "bingeing": "binging",
-  "bougainvillaea": "bougainvillea",
-  "bougainvillaeas": "bougainvilleas",
-  "bowdlerise": "bowdlerize",
-  "bowdlerised": "bowdlerized",
-  "bowdlerises": "bowdlerizes",
-  "bowdlerising": "bowdlerizing",
-  "breathalyse": "breathalyze",
-  "breathalysed": "breathalyzed",
-  "breathalyser": "breathalyzer",
-  "breathalysers": "breathalyzers",
-  "breathalyses": "breathalyzes",
-  "breathalysing": "breathalyzing",
-  "brutalise": "brutalize",
-  "brutalised": "brutalized",
-  "brutalises": "brutalizes",
-  "brutalising": "brutalizing",
-  "busses": "buses",
-  "bussing": "busing",
-  "caesarean": "cesarean",
-  "caesareans": "cesareans",
-  "calibre": "caliber",
-  "calibres": "calibers",
-  "calliper": "caliper",
-  "callipers": "calipers",
-  "callisthenics": "calisthenics",
-  "canalise": "canalize",
-  "canalised": "canalized",
-  "canalises": "canalizes",
-  "canalising": "canalizing",
-  "cancelation": "cancellation",
-  "cancelations": "cancellations",
-  "cancelled": "canceled",
-  "cancelling": "canceling",
-  "candour": "candor",
-  "cannibalise": "cannibalize",
-  "cannibalised": "cannibalized",
-  "cannibalises": "cannibalizes",
-  "cannibalising": "cannibalizing",
-  "canonise": "canonize",
-  "canonised": "canonized",
-  "canonises": "canonizes",
-  "canonising": "canonizing",
-  "capitalise": "capitalize",
-  "capitalised": "capitalized",
-  "capitalises": "capitalizes",
-  "capitalising": "capitalizing",
-  "caramelise": "caramelize",
-  "caramelised": "caramelized",
-  "caramelises": "caramelizes",
-  "caramelising": "caramelizing",
-  "carbonise": "carbonize",
-  "carbonised": "carbonized",
-  "carbonises": "carbonizes",
-  "carbonising": "carbonizing",
-  "carolled": "caroled",
-  "carolling": "caroling",
-  "catalogue": "catalog",
-  "catalogued": "cataloged",
-  "catalogues": "catalogs",
-  "cataloguing": "cataloging",
-  "catalyse": "catalyze",
-  "catalysed": "catalyzed",
-  "catalyses": "catalyzes",
-  "catalysing": "catalyzing",
-  "categorise": "categorize",
-  "categorised": "categorized",
-  "categorises": "categorizes",
-  "categorising": "categorizing",
-  "cauterise": "cauterize",
-  "cauterised": "cauterized",
-  "cauterises": "cauterizes",
-  "cauterising": "cauterizing",
-  "cavilled": "caviled",
-  "cavilling": "caviling",
-  "centigramme": "centigram",
-  "centigrammes": "centigrams",
-  "centilitre": "centiliter",
-  "centilitres": "centiliters",
-  "centimetre": "centimeter",
-  "centimetres": "centimeters",
-  "centralise": "centralize",
-  "centralised": "centralized",
-  "centralises": "centralizes",
-  "centralising": "centralizing",
-  "centre": "center",
-  "centred": "centered",
-  "centrefold": "centerfold",
-  "centrefolds": "centerfolds",
-  "centrepiece": "centerpiece",
-  "centrepieces": "centerpieces",
-  "centres": "centers",
-  "channelled": "channeled",
-  "channelling": "channeling",
-  "characterise": "characterize",
-  "characterised": "characterized",
-  "characterises": "characterizes",
-  "characterising": "characterizing",
-  "cheque": "check",
-  "chequebook": "checkbook",
-  "chequebooks": "checkbooks",
-  "chequered": "checkered",
-  "cheques": "checks",
-  "chilli": "chili",
-  "chimaera": "chimera",
-  "chimaeras": "chimeras",
-  "chiselled": "chiseled",
-  "chiselling": "chiseling",
-  "circularise": "circularize",
-  "circularised": "circularized",
-  "circularises": "circularizes",
-  "circularising": "circularizing",
-  "civilise": "civilize",
-  "civilised": "civilized",
-  "civilises": "civilizes",
-  "civilising": "civilizing",
-  "clamour": "clamor",
-  "clamoured": "clamored",
-  "clamouring": "clamoring",
-  "clamours": "clamors",
-  "clangour": "clangor",
-  "clarinettist": "clarinetist",
-  "clarinettists": "clarinetists",
-  "collectivise": "collectivize",
-  "collectivised": "collectivized",
-  "collectivises": "collectivizes",
-  "collectivising": "collectivizing",
-  "colonisation": "colonization",
-  "colonise": "colonize",
-  "colonised": "colonized",
-  "coloniser": "colonizer",
-  "colonisers": "colonizers",
-  "colonises": "colonizes",
-  "colonising": "colonizing",
-  "colour": "color",
-  "colourant": "colorant",
-  "colourants": "colorants",
-  "coloured": "colored",
-  "coloureds": "coloreds",
-  "colourful": "colorful",
-  "colourfully": "colorfully",
-  "colouring": "coloring",
-  "colourize": "colorize",
-  "colourized": "colorized",
-  "colourizes": "colorizes",
-  "colourizing": "colorizing",
-  "colourless": "colorless",
-  "colours": "colors",
-  "commercialise": "commercialize",
-  "commercialised": "commercialized",
-  "commercialises": "commercializes",
-  "commercialising": "commercializing",
-  "compartmentalise": "compartmentalize",
-  "compartmentalised": "compartmentalized",
-  "compartmentalises": "compartmentalizes",
-  "compartmentalising": "compartmentalizing",
-  "computerise": "computerize",
-  "computerised": "computerized",
-  "computerises": "computerizes",
-  "computerising": "computerizing",
-  "conceptualise": "conceptualize",
-  "conceptualised": "conceptualized",
-  "conceptualises": "conceptualizes",
-  "conceptualising": "conceptualizing",
-  "connexion": "connection",
-  "connexions": "connections",
-  "contextualise": "contextualize",
-  "contextualised": "contextualized",
-  "contextualises": "contextualizes",
-  "contextualising": "contextualizing",
-  "cosier": "cozier",
-  "cosies": "cozies",
-  "cosiest": "coziest",
-  "cosily": "cozily",
-  "cosiness": "coziness",
-  "cosy": "cozy",
-  "councillor": "councilor",
-  "councillors": "councilors",
-  "counselled": "counseled",
-  "counselling": "counseling",
-  "counsellor": "counselor",
-  "counsellors": "counselors",
-  "crenelated": "crenellated",
-  "criminalise": "criminalize",
-  "criminalised": "criminalized",
-  "criminalises": "criminalizes",
-  "criminalising": "criminalizing",
-  "criticise": "criticize",
-  "criticised": "criticized",
-  "criticises": "criticizes",
-  "criticising": "criticizing",
-  "crueller": "crueler",
-  "cruellest": "cruelest",
-  "crystallisation": "crystallization",
-  "crystallise": "crystallize",
-  "crystallised": "crystallized",
-  "crystallises": "crystallizes",
-  "crystallising": "crystallizing",
-  "cudgelled": "cudgeled",
-  "cudgelling": "cudgeling",
-  "customise": "customize",
-  "customised": "customized",
-  "customises": "customizes",
-  "customising": "customizing",
-  "cypher": "cipher",
-  "cyphers": "ciphers",
-  "decentralisation": "decentralization",
-  "decentralise": "decentralize",
-  "decentralised": "decentralized",
-  "decentralises": "decentralizes",
-  "decentralising": "decentralizing",
-  "decriminalisation": "decriminalization",
-  "decriminalise": "decriminalize",
-  "decriminalised": "decriminalized",
-  "decriminalises": "decriminalizes",
-  "decriminalising": "decriminalizing",
-  "defence": "defense",
-  "defenceless": "defenseless",
-  "defences": "defenses",
-  "dehumanisation": "dehumanization",
-  "dehumanise": "dehumanize",
-  "dehumanised": "dehumanized",
-  "dehumanises": "dehumanizes",
-  "dehumanising": "dehumanizing",
-  "demeanour": "demeanor",
-  "demilitarisation": "demilitarization",
-  "demilitarise": "demilitarize",
-  "demilitarised": "demilitarized",
-  "demilitarises": "demilitarizes",
-  "demilitarising": "demilitarizing",
-  "demobilisation": "demobilization",
-  "demobilise": "demobilize",
-  "demobilised": "demobilized",
-  "demobilises": "demobilizes",
-  "demobilising": "demobilizing",
-  "democratisation": "democratization",
-  "democratise": "democratize",
-  "democratised": "democratized",
-  "democratises": "democratizes",
-  "democratising": "democratizing",
-  "demonise": "demonize",
-  "demonised": "demonized",
-  "demonises": "demonizes",
-  "demonising": "demonizing",
-  "demoralisation": "demoralization",
-  "demoralise": "demoralize",
-  "demoralised": "demoralized",
-  "demoralises": "demoralizes",
-  "demoralising": "demoralizing",
-  "denationalisation": "denationalization",
-  "denationalise": "denationalize",
-  "denationalised": "denationalized",
-  "denationalises": "denationalizes",
-  "denationalising": "denationalizing",
-  "deodorise": "deodorize",
-  "deodorised": "deodorized",
-  "deodorises": "deodorizes",
-  "deodorising": "deodorizing",
-  "depersonalise": "depersonalize",
-  "depersonalised": "depersonalized",
-  "depersonalises": "depersonalizes",
-  "depersonalising": "depersonalizing",
-  "deputise": "deputize",
-  "deputised": "deputized",
-  "deputises": "deputizes",
-  "deputising": "deputizing",
-  "desensitisation": "desensitization",
-  "desensitise": "desensitize",
-  "desensitised": "desensitized",
-  "desensitises": "desensitizes",
-  "desensitising": "desensitizing",
-  "destabilisation": "destabilization",
-  "destabilise": "destabilize",
-  "destabilised": "destabilized",
-  "destabilises": "destabilizes",
-  "destabilising": "destabilizing",
-  "dialled": "dialed",
-  "dialling": "dialing",
-  "dialogue": "dialog",
-  "dialogues": "dialogs",
-  "diarrhoea": "diarrhea",
-  "digitise": "digitize",
-  "digitised": "digitized",
-  "digitises": "digitizes",
-  "digitising": "digitizing",
-  "disc": "disk",
-  "discolour": "discolor",
-  "discoloured": "discolored",
-  "discolouring": "discoloring",
-  "discolours": "discolors",
-  "discs": "disks",
-  "disembowelled": "disemboweled",
-  "disembowelling": "disemboweling",
-  "disfavour": "disfavor",
-  "dishevelled": "disheveled",
-  "dishonour": "dishonor",
-  "dishonourable": "dishonorable",
-  "dishonourably": "dishonorably",
-  "dishonoured": "dishonored",
-  "dishonouring": "dishonoring",
-  "dishonours": "dishonors",
-  "disorganisation": "disorganization",
-  "disorganised": "disorganized",
-  "distil": "distill",
-  "distils": "distills",
-  "dramatisation": "dramatization",
-  "dramatisations": "dramatizations",
-  "dramatise": "dramatize",
-  "dramatised": "dramatized",
-  "dramatises": "dramatizes",
-  "dramatising": "dramatizing",
-  "draught": "draft",
-  "draughtboard": "draftboard",
-  "draughtboards": "draftboards",
-  "draughtier": "draftier",
-  "draughtiest": "draftiest",
-  "draughts": "drafts",
-  "draughtsman": "draftsman",
-  "draughtsmanship": "draftsmanship",
-  "draughtsmen": "draftsmen",
-  "draughtswoman": "draftswoman",
-  "draughtswomen": "draftswomen",
-  "draughty": "drafty",
-  "drivelled": "driveled",
-  "drivelling": "driveling",
-  "duelled": "dueled",
-  "duelling": "dueling",
-  "economise": "economize",
-  "economised": "economized",
-  "economises": "economizes",
-  "economising": "economizing",
-  "editorialise": "editorialize",
-  "editorialised": "editorialized",
-  "editorialises": "editorializes",
-  "editorialising": "editorializing",
-  "edoema": "edema",
-  "empathise": "empathize",
-  "empathised": "empathized",
-  "empathises": "empathizes",
-  "empathising": "empathizing",
-  "emphasise": "emphasize",
-  "emphasised": "emphasized",
-  "emphasises": "emphasizes",
-  "emphasising": "emphasizing",
-  "enamelled": "enameled",
-  "enamelling": "enameling",
-  "enamoured": "enamored",
-  "encyclopaedia": "encyclopedia",
-  "encyclopaedias": "encyclopedias",
-  "encyclopaedic": "encyclopedic",
-  "endeavour": "endeavor",
-  "endeavoured": "endeavored",
-  "endeavouring": "endeavoring",
-  "endeavours": "endeavors",
-  "energise": "energize",
-  "energised": "energized",
-  "energises": "energizes",
-  "energising": "energizing",
-  "enrol": "enroll",
-  "enrols": "enrolls",
-  "enthral": "enthrall",
-  "enthrals": "enthralls",
-  "epaulette": "epaulet",
-  "epaulettes": "epaulets",
-  "epicentre": "epicenter",
-  "epicentres": "epicenters",
-  "epilogue": "epilog",
-  "epilogues": "epilogs",
-  "epitomise": "epitomize",
-  "epitomised": "epitomized",
-  "epitomises": "epitomizes",
-  "epitomising": "epitomizing",
-  "equalisation": "equalization",
-  "equalise": "equalize",
-  "equalised": "equalized",
-  "equaliser": "equalizer",
-  "equalisers": "equalizers",
-  "equalises": "equalizes",
-  "equalising": "equalizing",
-  "eulogise": "eulogize",
-  "eulogised": "eulogized",
-  "eulogises": "eulogizes",
-  "eulogising": "eulogizing",
-  "evangelise": "evangelize",
-  "evangelised": "evangelized",
-  "evangelises": "evangelizes",
-  "evangelising": "evangelizing",
-  "exorcise": "exorcize",
-  "exorcised": "exorcized",
-  "exorcises": "exorcizes",
-  "exorcising": "exorcizing",
-  "extemporisation": "extemporization",
-  "extemporise": "extemporize",
-  "extemporised": "extemporized",
-  "extemporises": "extemporizes",
-  "extemporising": "extemporizing",
-  "externalisation": "externalization",
-  "externalisations": "externalizations",
-  "externalise": "externalize",
-  "externalised": "externalized",
-  "externalises": "externalizes",
-  "externalising": "externalizing",
-  "factorise": "factorize",
-  "factorised": "factorized",
-  "factorises": "factorizes",
-  "factorising": "factorizing",
-  "faecal": "fecal",
-  "faeces": "feces",
-  "familiarisation": "familiarization",
-  "familiarise": "familiarize",
-  "familiarised": "familiarized",
-  "familiarises": "familiarizes",
-  "familiarising": "familiarizing",
-  "fantasise": "fantasize",
-  "fantasised": "fantasized",
-  "fantasises": "fantasizes",
-  "fantasising": "fantasizing",
-  "favour": "favor",
-  "favourable": "favorable",
-  "favourably": "favorably",
-  "favoured": "favored",
-  "favouring": "favoring",
-  "favourite": "favorite",
-  "favourites": "favorites",
-  "favouritism": "favoritism",
-  "favours": "favors",
-  "feminise": "feminize",
-  "feminised": "feminized",
-  "feminises": "feminizes",
-  "feminising": "feminizing",
-  "fertilisation": "fertilization",
-  "fertilise": "fertilize",
-  "fertilised": "fertilized",
-  "fertiliser": "fertilizer",
-  "fertilisers": "fertilizers",
-  "fertilises": "fertilizes",
-  "fertilising": "fertilizing",
-  "fervour": "fervor",
-  "fibre": "fiber",
-  "fibreglass": "fiberglass",
-  "fibres": "fibers",
-  "fictionalisation": "fictionalization",
-  "fictionalisations": "fictionalizations",
-  "fictionalise": "fictionalize",
-  "fictionalised": "fictionalized",
-  "fictionalises": "fictionalizes",
-  "fictionalising": "fictionalizing",
-  "fillet": "filet",
-  "filleted": "fileted",
-  "filleting": "fileting",
-  "fillets": "filets",
-  "finalisation": "finalization",
-  "finalise": "finalize",
-  "finalised": "finalized",
-  "finalises": "finalizes",
-  "finalising": "finalizing",
-  "flautist": "flutist",
-  "flautists": "flutists",
-  "flavour": "flavor",
-  "flavoured": "flavored",
-  "flavouring": "flavoring",
-  "flavourings": "flavorings",
-  "flavourless": "flavorless",
-  "flavours": "flavors",
-  "flavoursome": "flavorsome",
-  "flyer / flier": "flier / flyer",
-  "foetal": "fetal",
-  "foetid": "fetid",
-  "foetus": "fetus",
-  "foetuses": "fetuses",
-  "formalisation": "formalization",
-  "formalise": "formalize",
-  "formalised": "formalized",
-  "formalises": "formalizes",
-  "formalising": "formalizing",
-  "fossilisation": "fossilization",
-  "fossilise": "fossilize",
-  "fossilised": "fossilized",
-  "fossilises": "fossilizes",
-  "fossilising": "fossilizing",
-  "fraternisation": "fraternization",
-  "fraternise": "fraternize",
-  "fraternised": "fraternized",
-  "fraternises": "fraternizes",
-  "fraternising": "fraternizing",
-  "fulfil": "fulfill",
-  "fulfilment": "fulfillment",
-  "fulfils": "fulfills",
-  "funnelled": "funneled",
-  "funnelling": "funneling",
-  "gage": "gauge",
-  "gaged": "gauged",
-  "gages": "gauges",
-  "gaging": "gauging",
-  "galvanise": "galvanize",
-  "galvanised": "galvanized",
-  "galvanises": "galvanizes",
-  "galvanising": "galvanizing",
-  "gambolled": "gamboled",
-  "gambolling": "gamboling",
-  "gaol": "jail",
-  "gaolbird": "jailbird",
-  "gaolbirds": "jailbirds",
-  "gaolbreak": "jailbreak",
-  "gaolbreaks": "jailbreaks",
-  "gaoled": "jailed",
-  "gaoler": "jailer",
-  "gaolers": "jailers",
-  "gaoling": "jailing",
-  "gaols": "jails",
-  "gasses": "gases",
-  "generalisation": "generalization",
-  "generalisations": "generalizations",
-  "generalise": "generalize",
-  "generalised": "generalized",
-  "generalises": "generalizes",
-  "generalising": "generalizing",
-  "ghettoise": "ghettoize",
-  "ghettoised": "ghettoized",
-  "ghettoises": "ghettoizes",
-  "ghettoising": "ghettoizing",
-  "gipsies": "gypsies",
-  "glamor": "glamour",
-  "glamorise": "glamorize",
-  "glamorised": "glamorized",
-  "glamorises": "glamorizes",
-  "glamorising": "glamorizing",
-  "globalisation": "globalization",
-  "globalise": "globalize",
-  "globalised": "globalized",
-  "globalises": "globalizes",
-  "globalising": "globalizing",
-  "glueing": "gluing",
-  "goitre": "goiter",
-  "goitres": "goiters",
-  "gonorrhoea": "gonorrhea",
-  "gramme": "gram",
-  "grammes": "grams",
-  "gravelled": "graveled",
-  "grey": "gray",
-  "greyed": "grayed",
-  "greying": "graying",
-  "greyish": "grayish",
-  "greyness": "grayness",
-  "greys": "grays",
-  "grovelled": "groveled",
-  "grovelling": "groveling",
-  "groyne": "groin",
-  "groynes": "groins",
-  "gruelling": "grueling",
-  "gruellingly": "gruelingly",
-  "gryphon": "griffin",
-  "gryphons": "griffins",
-  "gynaecological": "gynecological",
-  "gynaecologist": "gynecologist",
-  "gynaecologists": "gynecologists",
-  "gynaecology": "gynecology",
-  "haematological": "hematological",
-  "haematologist": "hematologist",
-  "haematologists": "hematologists",
-  "haematology": "hematology",
-  "haemoglobin": "hemoglobin",
-  "haemophilia": "hemophilia",
-  "haemophiliac": "hemophiliac",
-  "haemophiliacs": "hemophiliacs",
-  "haemorrhage": "hemorrhage",
-  "haemorrhaged": "hemorrhaged",
-  "haemorrhages": "hemorrhages",
-  "haemorrhaging": "hemorrhaging",
-  "haemorrhoids": "hemorrhoids",
-  "harbour": "harbor",
-  "harboured": "harbored",
-  "harbouring": "harboring",
-  "harbours": "harbors",
-  "harmonisation": "harmonization",
-  "harmonise": "harmonize",
-  "harmonised": "harmonized",
-  "harmonises": "harmonizes",
-  "harmonising": "harmonizing",
-  "homoeopath": "homeopath",
-  "homoeopathic": "homeopathic",
-  "homoeopaths": "homeopaths",
-  "homoeopathy": "homeopathy",
-  "homogenise": "homogenize",
-  "homogenised": "homogenized",
-  "homogenises": "homogenizes",
-  "homogenising": "homogenizing",
-  "honour": "honor",
-  "honourable": "honorable",
-  "honourably": "honorably",
-  "honoured": "honored",
-  "honouring": "honoring",
-  "honours": "honors",
-  "hospitalisation": "hospitalization",
-  "hospitalise": "hospitalize",
-  "hospitalised": "hospitalized",
-  "hospitalises": "hospitalizes",
-  "hospitalising": "hospitalizing",
-  "humanise": "humanize",
-  "humanised": "humanized",
-  "humanises": "humanizes",
-  "humanising": "humanizing",
-  "humour": "humor",
-  "humoured": "humored",
-  "humouring": "humoring",
-  "humourless": "humorless",
-  "humours": "humors",
-  "hybridise": "hybridize",
-  "hybridised": "hybridized",
-  "hybridises": "hybridizes",
-  "hybridising": "hybridizing",
-  "hypnotise": "hypnotize",
-  "hypnotised": "hypnotized",
-  "hypnotises": "hypnotizes",
-  "hypnotising": "hypnotizing",
-  "hypothesise": "hypothesize",
-  "hypothesised": "hypothesized",
-  "hypothesises": "hypothesizes",
-  "hypothesising": "hypothesizing",
-  "idealisation": "idealization",
-  "idealise": "idealize",
-  "idealised": "idealized",
-  "idealises": "idealizes",
-  "idealising": "idealizing",
-  "idolise": "idolize",
-  "idolised": "idolized",
-  "idolises": "idolizes",
-  "idolising": "idolizing",
-  "immobilisation": "immobilization",
-  "immobilise": "immobilize",
-  "immobilised": "immobilized",
-  "immobiliser": "immobilizer",
-  "immobilisers": "immobilizers",
-  "immobilises": "immobilizes",
-  "immobilising": "immobilizing",
-  "immortalise": "immortalize",
-  "immortalised": "immortalized",
-  "immortalises": "immortalizes",
-  "immortalising": "immortalizing",
-  "immunisation": "immunization",
-  "immunise": "immunize",
-  "immunised": "immunized",
-  "immunises": "immunizes",
-  "immunising": "immunizing",
-  "impanelled": "impaneled",
-  "impanelling": "impaneling",
-  "imperilled": "imperiled",
-  "imperilling": "imperiling",
-  "individualise": "individualize",
-  "individualised": "individualized",
-  "individualises": "individualizes",
-  "individualising": "individualizing",
-  "industrialise": "industrialize",
-  "industrialised": "industrialized",
-  "industrialises": "industrializes",
-  "industrialising": "industrializing",
-  "inflexion": "inflection",
-  "inflexions": "inflections",
-  "initialise": "initialize",
-  "initialised": "initialized",
-  "initialises": "initializes",
-  "initialising": "initializing",
-  "initialled": "initialed",
-  "initialling": "initialing",
-  "instal": "install",
-  "instalment": "installment",
-  "instalments": "installments",
-  "instals": "installs",
-  "instil": "instill",
-  "instils": "instills",
-  "institutionalisation": "institutionalization",
-  "institutionalise": "institutionalize",
-  "institutionalised": "institutionalized",
-  "institutionalises": "institutionalizes",
-  "institutionalising": "institutionalizing",
-  "intellectualise": "intellectualize",
-  "intellectualised": "intellectualized",
-  "intellectualises": "intellectualizes",
-  "intellectualising": "intellectualizing",
-  "internalisation": "internalization",
-  "internalise": "internalize",
-  "internalised": "internalized",
-  "internalises": "internalizes",
-  "internalising": "internalizing",
-  "internationalisation": "internationalization",
-  "internationalise": "internationalize",
-  "internationalised": "internationalized",
-  "internationalises": "internationalizes",
-  "internationalising": "internationalizing",
-  "ionisation": "ionization",
-  "ionise": "ionize",
-  "ionised": "ionized",
-  "ioniser": "ionizer",
-  "ionisers": "ionizers",
-  "ionises": "ionizes",
-  "ionising": "ionizing",
-  "italicise": "italicize",
-  "italicised": "italicized",
-  "italicises": "italicizes",
-  "italicising": "italicizing",
-  "itemise": "itemize",
-  "itemised": "itemized",
-  "itemises": "itemizes",
-  "itemising": "itemizing",
-  "jeopardise": "jeopardize",
-  "jeopardised": "jeopardized",
-  "jeopardises": "jeopardizes",
-  "jeopardising": "jeopardizing",
-  "jewelled": "jeweled",
-  "jeweller": "jeweler",
-  "jewellers": "jewelers",
-  "jewellery": "jewelry",
-  "judgement": "judgment",
-  "kilogramme": "kilogram",
-  "kilogrammes": "kilograms",
-  "kilometre": "kilometer",
-  "kilometres": "kilometers",
-  "labelled": "labeled",
-  "labelling": "labeling",
-  "labour": "labor",
-  "laboured": "labored",
-  "labourer": "laborer",
-  "labourers": "laborers",
-  "labouring": "laboring",
-  "labours": "labors",
-  "lacklustre": "lackluster",
-  "legalisation": "legalization",
-  "legalise": "legalize",
-  "legalised": "legalized",
-  "legalises": "legalizes",
-  "legalising": "legalizing",
-  "legitimise": "legitimize",
-  "legitimised": "legitimized",
-  "legitimises": "legitimizes",
-  "legitimising": "legitimizing",
-  "leukaemia": "leukemia",
-  "levelled": "leveled",
-  "leveller": "leveler",
-  "levellers": "levelers",
-  "levelling": "leveling",
-  "libelled": "libeled",
-  "libelling": "libeling",
-  "libellous": "libelous",
-  "liberalisation": "liberalization",
-  "liberalise": "liberalize",
-  "liberalised": "liberalized",
-  "liberalises": "liberalizes",
-  "liberalising": "liberalizing",
-  "licence": "license",
-  "licenced": "licensed",
-  "licences": "licenses",
-  "licencing": "licensing",
-  "likeable": "likable",
-  "lionisation": "lionization",
-  "lionise": "lionize",
-  "lionised": "lionized",
-  "lionises": "lionizes",
-  "lionising": "lionizing",
-  "liquidise": "liquidize",
-  "liquidised": "liquidized",
-  "liquidiser": "liquidizer",
-  "liquidisers": "liquidizers",
-  "liquidises": "liquidizes",
-  "liquidising": "liquidizing",
-  "litre": "liter",
-  "litres": "liters",
-  "localise": "localize",
-  "localised": "localized",
-  "localises": "localizes",
-  "localising": "localizing",
-  "louvre": "louver",
-  "louvred": "louvered",
-  "louvres": "louvers",
-  "lustre": "luster",
-  "magnetise": "magnetize",
-  "magnetised": "magnetized",
-  "magnetises": "magnetizes",
-  "magnetising": "magnetizing",
-  "manoeuvrability": "maneuverability",
-  "manoeuvrable": "maneuverable",
-  "manoeuvre": "maneuver",
-  "manoeuvred": "maneuvered",
-  "manoeuvres": "maneuvers",
-  "manoeuvring": "maneuvering",
-  "manoeuvrings": "maneuverings",
-  "marginalisation": "marginalization",
-  "marginalise": "marginalize",
-  "marginalised": "marginalized",
-  "marginalises": "marginalizes",
-  "marginalising": "marginalizing",
-  "marshalled": "marshaled",
-  "marshalling": "marshaling",
-  "marvelled": "marveled",
-  "marvelling": "marveling",
-  "marvellous": "marvelous",
-  "marvellously": "marvelously",
-  "materialisation": "materialization",
-  "materialise": "materialize",
-  "materialised": "materialized",
-  "materialises": "materializes",
-  "materialising": "materializing",
-  "maximisation": "maximization",
-  "maximise": "maximize",
-  "maximised": "maximized",
-  "maximises": "maximizes",
-  "maximising": "maximizing",
-  "meagre": "meager",
-  "mechanisation": "mechanization",
-  "mechanise": "mechanize",
-  "mechanised": "mechanized",
-  "mechanises": "mechanizes",
-  "mechanising": "mechanizing",
-  "mediaeval": "medieval",
-  "memorialise": "memorialize",
-  "memorialised": "memorialized",
-  "memorialises": "memorializes",
-  "memorialising": "memorializing",
-  "memorise": "memorize",
-  "memorised": "memorized",
-  "memorises": "memorizes",
-  "memorising": "memorizing",
-  "mesmerise": "mesmerize",
-  "mesmerised": "mesmerized",
-  "mesmerises": "mesmerizes",
-  "mesmerising": "mesmerizing",
-  "metabolise": "metabolize",
-  "metabolised": "metabolized",
-  "metabolises": "metabolizes",
-  "metabolising": "metabolizing",
-  "metre": "meter",
-  "metres": "meters",
-  "mhm": "hmm",
-  "micrometre": "micrometer",
-  "micrometres": "micrometers",
-  "militarise": "militarize",
-  "militarised": "militarized",
-  "militarises": "militarizes",
-  "militarising": "militarizing",
-  "milligramme": "milligram",
-  "milligrammes": "milligrams",
-  "millilitre": "milliliter",
-  "millilitres": "milliliters",
-  "millimetre": "millimeter",
-  "millimetres": "millimeters",
-  "miniaturisation": "miniaturization",
-  "miniaturise": "miniaturize",
-  "miniaturised": "miniaturized",
-  "miniaturises": "miniaturizes",
-  "miniaturising": "miniaturizing",
-  "minibusses": "minibuses",
-  "minimise": "minimize",
-  "minimised": "minimized",
-  "minimises": "minimizes",
-  "minimising": "minimizing",
-  "misbehaviour": "misbehavior",
-  "misdemeanour": "misdemeanor",
-  "misdemeanours": "misdemeanors",
-  "misspelt": "misspelled",
-  "mitre": "miter",
-  "mitres": "miters",
-  "mm": "hmm",
-  "mmm": "hmm",
-  "mobilisation": "mobilization",
-  "mobilise": "mobilize",
-  "mobilised": "mobilized",
-  "mobilises": "mobilizes",
-  "mobilising": "mobilizing",
-  "modelled": "modeled",
-  "modeller": "modeler",
-  "modellers": "modelers",
-  "modelling": "modeling",
-  "modernise": "modernize",
-  "modernised": "modernized",
-  "modernises": "modernizes",
-  "modernising": "modernizing",
-  "moisturise": "moisturize",
-  "moisturised": "moisturized",
-  "moisturiser": "moisturizer",
-  "moisturisers": "moisturizers",
-  "moisturises": "moisturizes",
-  "moisturising": "moisturizing",
-  "monologue": "monolog",
-  "monologues": "monologs",
-  "monopolisation": "monopolization",
-  "monopolise": "monopolize",
-  "monopolised": "monopolized",
-  "monopolises": "monopolizes",
-  "monopolising": "monopolizing",
-  "moralise": "moralize",
-  "moralised": "moralized",
-  "moralises": "moralizes",
-  "moralising": "moralizing",
-  "motorised": "motorized",
-  "mould": "mold",
-  "moulded": "molded",
-  "moulder": "molder",
-  "mouldered": "moldered",
-  "mouldering": "moldering",
-  "moulders": "molders",
-  "mouldier": "moldier",
-  "mouldiest": "moldiest",
-  "moulding": "molding",
-  "mouldings": "moldings",
-  "moulds": "molds",
-  "mouldy": "moldy",
-  "moult": "molt",
-  "moulted": "molted",
-  "moulting": "molting",
-  "moults": "molts",
-  "moustache": "mustache",
-  "moustached": "mustached",
-  "moustaches": "mustaches",
-  "moustachioed": "mustachioed",
-  "multicoloured": "multicolored",
-  "nationalisation": "nationalization",
-  "nationalisations": "nationalizations",
-  "nationalise": "nationalize",
-  "nationalised": "nationalized",
-  "nationalises": "nationalizes",
-  "nationalising": "nationalizing",
-  "naturalisation": "naturalization",
-  "naturalise": "naturalize",
-  "naturalised": "naturalized",
-  "naturalises": "naturalizes",
-  "naturalising": "naturalizing",
-  "neighbour": "neighbor",
-  "neighbourhood": "neighborhood",
-  "neighbourhoods": "neighborhoods",
-  "neighbouring": "neighboring",
-  "neighbourliness": "neighborliness",
-  "neighbourly": "neighborly",
-  "neighbours": "neighbors",
-  "neutralisation": "neutralization",
-  "neutralise": "neutralize",
-  "neutralised": "neutralized",
-  "neutralises": "neutralizes",
-  "neutralising": "neutralizing",
-  "normalisation": "normalization",
-  "normalise": "normalize",
-  "normalised": "normalized",
-  "normalises": "normalizes",
-  "normalising": "normalizing",
-  "odour": "odor",
-  "odourless": "odorless",
-  "odours": "odors",
-  "oesophagus": "esophagus",
-  "oesophaguses": "esophaguses",
-  "oestrogen": "estrogen",
-  "offence": "offense",
-  "offences": "offenses",
-  "omelette": "omelet",
-  "omelettes": "omelets",
-  "optimise": "optimize",
-  "optimised": "optimized",
-  "optimises": "optimizes",
-  "optimising": "optimizing",
-  "organisation": "organization",
-  "organisational": "organizational",
-  "organisations": "organizations",
-  "organise": "organize",
-  "organised": "organized",
-  "organiser": "organizer",
-  "organisers": "organizers",
-  "organises": "organizes",
-  "organising": "organizing",
-  "orthopaedic": "orthopedic",
-  "orthopaedics": "orthopedics",
-  "ostracise": "ostracize",
-  "ostracised": "ostracized",
-  "ostracises": "ostracizes",
-  "ostracising": "ostracizing",
-  "outmanoeuvre": "outmaneuver",
-  "outmanoeuvred": "outmaneuvered",
-  "outmanoeuvres": "outmaneuvers",
-  "outmanoeuvring": "outmaneuvering",
-  "overemphasise": "overemphasize",
-  "overemphasised": "overemphasized",
-  "overemphasises": "overemphasizes",
-  "overemphasising": "overemphasizing",
-  "oxidisation": "oxidization",
-  "oxidise": "oxidize",
-  "oxidised": "oxidized",
-  "oxidises": "oxidizes",
-  "oxidising": "oxidizing",
-  "paederast": "pederast",
-  "paederasts": "pederasts",
-  "paediatric": "pediatric",
-  "paediatrician": "pediatrician",
-  "paediatricians": "pediatricians",
-  "paediatrics": "pediatrics",
-  "paedophile": "pedophile",
-  "paedophiles": "pedophiles",
-  "paedophilia": "pedophilia",
-  "palaeolithic": "paleolithic",
-  "palaeontologist": "paleontologist",
-  "palaeontologists": "paleontologists",
-  "palaeontology": "paleontology",
-  "panelled": "paneled",
-  "panelling": "paneling",
-  "panellist": "panelist",
-  "panellists": "panelists",
-  "paralyse": "paralyze",
-  "paralysed": "paralyzed",
-  "paralyses": "paralyzes",
-  "paralysing": "paralyzing",
-  "parcelled": "parceled",
-  "parcelling": "parceling",
-  "parlour": "parlor",
-  "parlours": "parlors",
-  "particularise": "particularize",
-  "particularised": "particularized",
-  "particularises": "particularizes",
-  "particularising": "particularizing",
-  "passivisation": "passivization",
-  "passivise": "passivize",
-  "passivised": "passivized",
-  "passivises": "passivizes",
-  "passivising": "passivizing",
-  "pasteurisation": "pasteurization",
-  "pasteurise": "pasteurize",
-  "pasteurised": "pasteurized",
-  "pasteurises": "pasteurizes",
-  "pasteurising": "pasteurizing",
-  "patronise": "patronize",
-  "patronised": "patronized",
-  "patronises": "patronizes",
-  "patronising": "patronizing",
-  "patronisingly": "patronizingly",
-  "pedalled": "pedaled",
-  "pedalling": "pedaling",
-  "pedestrianisation": "pedestrianization",
-  "pedestrianise": "pedestrianize",
-  "pedestrianised": "pedestrianized",
-  "pedestrianises": "pedestrianizes",
-  "pedestrianising": "pedestrianizing",
-  "penalise": "penalize",
-  "penalised": "penalized",
-  "penalises": "penalizes",
-  "penalising": "penalizing",
-  "pencilled": "penciled",
-  "pencilling": "penciling",
-  "personalise": "personalize",
-  "personalised": "personalized",
-  "personalises": "personalizes",
-  "personalising": "personalizing",
-  "pharmacopoeia": "pharmacopeia",
-  "pharmacopoeias": "pharmacopeias",
-  "philosophise": "philosophize",
-  "philosophised": "philosophized",
-  "philosophises": "philosophizes",
-  "philosophising": "philosophizing",
-  "philtre": "filter",
-  "philtres": "filters",
-  "phoney": "phony",
-  "plagiarise": "plagiarize",
-  "plagiarised": "plagiarized",
-  "plagiarises": "plagiarizes",
-  "plagiarising": "plagiarizing",
-  "plough": "plow",
-  "ploughed": "plowed",
-  "ploughing": "plowing",
-  "ploughman": "plowman",
-  "ploughmen": "plowmen",
-  "ploughs": "plows",
-  "ploughshare": "plowshare",
-  "ploughshares": "plowshares",
-  "polarisation": "polarization",
-  "polarise": "polarize",
-  "polarised": "polarized",
-  "polarises": "polarizes",
-  "polarising": "polarizing",
-  "politicisation": "politicization",
-  "politicise": "politicize",
-  "politicised": "politicized",
-  "politicises": "politicizes",
-  "politicising": "politicizing",
-  "popularisation": "popularization",
-  "popularise": "popularize",
-  "popularised": "popularized",
-  "popularises": "popularizes",
-  "popularising": "popularizing",
-  "pouffe": "pouf",
-  "pouffes": "poufs",
-  "practise": "practice",
-  "practised": "practiced",
-  "practises": "practices",
-  "practising": "practicing",
-  "praesidium": "presidium",
-  "praesidiums": "presidiums",
-  "pressurisation": "pressurization",
-  "pressurise": "pressurize",
-  "pressurised": "pressurized",
-  "pressurises": "pressurizes",
-  "pressurising": "pressurizing",
-  "pretence": "pretense",
-  "pretences": "pretenses",
-  "primaeval": "primeval",
-  "prioritisation": "prioritization",
-  "prioritise": "prioritize",
-  "prioritised": "prioritized",
-  "prioritises": "prioritizes",
-  "prioritising": "prioritizing",
-  "privatisation": "privatization",
-  "privatisations": "privatizations",
-  "privatise": "privatize",
-  "privatised": "privatized",
-  "privatises": "privatizes",
-  "privatising": "privatizing",
-  "professionalisation": "professionalization",
-  "professionalise": "professionalize",
-  "professionalised": "professionalized",
-  "professionalises": "professionalizes",
-  "professionalising": "professionalizing",
-  "programme": "program",
-  "programmes": "programs",
-  "prologue": "prolog",
-  "prologues": "prologs",
-  "propagandise": "propagandize",
-  "propagandised": "propagandized",
-  "propagandises": "propagandizes",
-  "propagandising": "propagandizing",
-  "proselytise": "proselytize",
-  "proselytised": "proselytized",
-  "proselytiser": "proselytizer",
-  "proselytisers": "proselytizers",
-  "proselytises": "proselytizes",
-  "proselytising": "proselytizing",
-  "psychoanalyse": "psychoanalyze",
-  "psychoanalysed": "psychoanalyzed",
-  "psychoanalyses": "psychoanalyzes",
-  "psychoanalysing": "psychoanalyzing",
-  "publicise": "publicize",
-  "publicised": "publicized",
-  "publicises": "publicizes",
-  "publicising": "publicizing",
-  "pulverisation": "pulverization",
-  "pulverise": "pulverize",
-  "pulverised": "pulverized",
-  "pulverises": "pulverizes",
-  "pulverising": "pulverizing",
-  "pummelled": "pummel",
-  "pummelling": "pummeled",
-  "pyjama": "pajama",
-  "pyjamas": "pajamas",
-  "pzazz": "pizzazz",
-  "quarrelled": "quarreled",
-  "quarrelling": "quarreling",
-  "radicalise": "radicalize",
-  "radicalised": "radicalized",
-  "radicalises": "radicalizes",
-  "radicalising": "radicalizing",
-  "rancour": "rancor",
-  "randomise": "randomize",
-  "randomised": "randomized",
-  "randomises": "randomizes",
-  "randomising": "randomizing",
-  "rationalisation": "rationalization",
-  "rationalisations": "rationalizations",
-  "rationalise": "rationalize",
-  "rationalised": "rationalized",
-  "rationalises": "rationalizes",
-  "rationalising": "rationalizing",
-  "ravelled": "raveled",
-  "ravelling": "raveling",
-  "realisable": "realizable",
-  "realisation": "realization",
-  "realisations": "realizations",
-  "realise": "realize",
-  "realised": "realized",
-  "realises": "realizes",
-  "realising": "realizing",
-  "recognisable": "recognizable",
-  "recognisably": "recognizably",
-  "recognisance": "recognizance",
-  "recognise": "recognize",
-  "recognised": "recognized",
-  "recognises": "recognizes",
-  "recognising": "recognizing",
-  "reconnoitre": "reconnoiter",
-  "reconnoitred": "reconnoitered",
-  "reconnoitres": "reconnoiters",
-  "reconnoitring": "reconnoitering",
-  "refuelled": "refueled",
-  "refuelling": "refueling",
-  "regularisation": "regularization",
-  "regularise": "regularize",
-  "regularised": "regularized",
-  "regularises": "regularizes",
-  "regularising": "regularizing",
-  "remodelled": "remodeled",
-  "remodelling": "remodeling",
-  "remould": "remold",
-  "remoulded": "remolded",
-  "remoulding": "remolding",
-  "remoulds": "remolds",
-  "reorganisation": "reorganization",
-  "reorganisations": "reorganizations",
-  "reorganise": "reorganize",
-  "reorganised": "reorganized",
-  "reorganises": "reorganizes",
-  "reorganising": "reorganizing",
-  "revelled": "reveled",
-  "reveller": "reveler",
-  "revellers": "revelers",
-  "revelling": "reveling",
-  "revitalise": "revitalize",
-  "revitalised": "revitalized",
-  "revitalises": "revitalizes",
-  "revitalising": "revitalizing",
-  "revolutionise": "revolutionize",
-  "revolutionised": "revolutionized",
-  "revolutionises": "revolutionizes",
-  "revolutionising": "revolutionizing",
-  "rhapsodise": "rhapsodize",
-  "rhapsodised": "rhapsodized",
-  "rhapsodises": "rhapsodizes",
-  "rhapsodising": "rhapsodizing",
-  "rigour": "rigor",
-  "rigours": "rigors",
-  "ritualised": "ritualized",
-  "rivalled": "rivaled",
-  "rivalling": "rivaling",
-  "romanticise": "romanticize",
-  "romanticised": "romanticized",
-  "romanticises": "romanticizes",
-  "romanticising": "romanticizing",
-  "rumour": "rumor",
-  "rumoured": "rumored",
-  "rumours": "rumors",
-  "sabre": "saber",
-  "sabres": "sabers",
-  "saltpetre": "saltpeter",
-  "sanitise": "sanitize",
-  "sanitised": "sanitized",
-  "sanitises": "sanitizes",
-  "sanitising": "sanitizing",
-  "satirise": "satirize",
-  "satirised": "satirized",
-  "satirises": "satirizes",
-  "satirising": "satirizing",
-  "saviour": "savior",
-  "saviours": "saviors",
-  "savour": "savor",
-  "savoured": "savored",
-  "savouries": "savories",
-  "savouring": "savoring",
-  "savours": "savors",
-  "savoury": "savory",
-  "scandalise": "scandalize",
-  "scandalised": "scandalized",
-  "scandalises": "scandalizes",
-  "scandalising": "scandalizing",
-  "sceptic": "skeptic",
-  "sceptical": "skeptical",
-  "sceptically": "skeptically",
-  "scepticism": "skepticism",
-  "sceptics": "skeptics",
-  "sceptre": "scepter",
-  "sceptres": "scepters",
-  "scrutinise": "scrutinize",
-  "scrutinised": "scrutinized",
-  "scrutinises": "scrutinizes",
-  "scrutinising": "scrutinizing",
-  "secularisation": "secularization",
-  "secularise": "secularize",
-  "secularised": "secularized",
-  "secularises": "secularizes",
-  "secularising": "secularizing",
-  "sensationalise": "sensationalize",
-  "sensationalised": "sensationalized",
-  "sensationalises": "sensationalizes",
-  "sensationalising": "sensationalizing",
-  "sensitise": "sensitize",
-  "sensitised": "sensitized",
-  "sensitises": "sensitizes",
-  "sensitising": "sensitizing",
-  "sentimentalise": "sentimentalize",
-  "sentimentalised": "sentimentalized",
-  "sentimentalises": "sentimentalizes",
-  "sentimentalising": "sentimentalizing",
-  "sepulchre": "sepulcher",
-  "sepulchres": "sepulchers",
-  "serialisation": "serialization",
-  "serialisations": "serializations",
-  "serialise": "serialize",
-  "serialised": "serialized",
-  "serialises": "serializes",
-  "serialising": "serializing",
-  "sermonise": "sermonize",
-  "sermonised": "sermonized",
-  "sermonises": "sermonizes",
-  "sermonising": "sermonizing",
-  "sheikh": "sheik",
-  "shovelled": "shoveled",
-  "shovelling": "shoveling",
-  "shrivelled": "shriveled",
-  "shrivelling": "shriveling",
-  "signalise": "signalize",
-  "signalised": "signalized",
-  "signalises": "signalizes",
-  "signalising": "signalizing",
-  "signalled": "signaled",
-  "signalling": "signaling",
-  "smoulder": "smolder",
-  "smouldered": "smoldered",
-  "smouldering": "smoldering",
-  "smoulders": "smolders",
-  "snivelled": "sniveled",
-  "snivelling": "sniveling",
-  "snorkelled": "snorkeled",
-  "snorkelling": "snorkeling",
-  "snowplough": "snowplow",
-  "snowploughs": "snowplow",
-  "socialisation": "socialization",
-  "socialise": "socialize",
-  "socialised": "socialized",
-  "socialises": "socializes",
-  "socialising": "socializing",
-  "sodomise": "sodomize",
-  "sodomised": "sodomized",
-  "sodomises": "sodomizes",
-  "sodomising": "sodomizing",
-  "solemnise": "solemnize",
-  "solemnised": "solemnized",
-  "solemnises": "solemnizes",
-  "solemnising": "solemnizing",
-  "sombre": "somber",
-  "specialisation": "specialization",
-  "specialisations": "specializations",
-  "specialise": "specialize",
-  "specialised": "specialized",
-  "specialises": "specializes",
-  "specialising": "specializing",
-  "spectre": "specter",
-  "spectres": "specters",
-  "spiralled": "spiraled",
-  "spiralling": "spiraling",
-  "splendour": "splendor",
-  "splendours": "splendors",
-  "squirrelled": "squirreled",
-  "squirrelling": "squirreling",
-  "stabilisation": "stabilization",
-  "stabilise": "stabilize",
-  "stabilised": "stabilized",
-  "stabiliser": "stabilizer",
-  "stabilisers": "stabilizers",
-  "stabilises": "stabilizes",
-  "stabilising": "stabilizing",
-  "standardisation": "standardization",
-  "standardise": "standardize",
-  "standardised": "standardized",
-  "standardises": "standardizes",
-  "standardising": "standardizing",
-  "stencilled": "stenciled",
-  "stencilling": "stenciling",
-  "sterilisation": "sterilization",
-  "sterilisations": "sterilizations",
-  "sterilise": "sterilize",
-  "sterilised": "sterilized",
-  "steriliser": "sterilizer",
-  "sterilisers": "sterilizers",
-  "sterilises": "sterilizes",
-  "sterilising": "sterilizing",
-  "stigmatisation": "stigmatization",
-  "stigmatise": "stigmatize",
-  "stigmatised": "stigmatized",
-  "stigmatises": "stigmatizes",
-  "stigmatising": "stigmatizing",
-  "storey": "story",
-  "storeys": "stories",
-  "subsidisation": "subsidization",
-  "subsidise": "subsidize",
-  "subsidised": "subsidized",
-  "subsidiser": "subsidizer",
-  "subsidisers": "subsidizers",
-  "subsidises": "subsidizes",
-  "subsidising": "subsidizing",
-  "succour": "succor",
-  "succoured": "succored",
-  "succouring": "succoring",
-  "succours": "succors",
-  "sulphate": "sulfate",
-  "sulphates": "sulfates",
-  "sulphide": "sulfide",
-  "sulphides": "sulfides",
-  "sulphur": "sulfur",
-  "sulphurous": "sulfurous",
-  "summarise": "summarize",
-  "summarised": "summarized",
-  "summarises": "summarizes",
-  "summarising": "summarizing",
-  "swivelled": "swiveled",
-  "swivelling": "swiveling",
-  "symbolise": "symbolize",
-  "symbolised": "symbolized",
-  "symbolises": "symbolizes",
-  "symbolising": "symbolizing",
-  "sympathise": "sympathize",
-  "sympathised": "sympathized",
-  "sympathiser": "sympathizer",
-  "sympathisers": "sympathizers",
-  "sympathises": "sympathizes",
-  "sympathising": "sympathizing",
-  "synchronisation": "synchronization",
-  "synchronise": "synchronize",
-  "synchronised": "synchronized",
-  "synchronises": "synchronizes",
-  "synchronising": "synchronizing",
-  "synthesise": "synthesize",
-  "synthesised": "synthesized",
-  "synthesiser": "synthesizer",
-  "synthesisers": "synthesizers",
-  "synthesises": "synthesizes",
-  "synthesising": "synthesizing",
-  "syphon": "siphon",
-  "syphoned": "siphoned",
-  "syphoning": "siphoning",
-  "syphons": "siphons",
-  "systematisation": "systematization",
-  "systematise": "systematize",
-  "systematised": "systematized",
-  "systematises": "systematizes",
-  "systematising": "systematizing",
-  "tantalise": "tantalize",
-  "tantalised": "tantalized",
-  "tantalises": "tantalizes",
-  "tantalising": "tantalizing",
-  "tantalisingly": "tantalizingly",
-  "tasselled": "tasseled",
-  "technicolour": "technicolor",
-  "temporise": "temporize",
-  "temporised": "temporized",
-  "temporises": "temporizes",
-  "temporising": "temporizing",
-  "tenderise": "tenderize",
-  "tenderised": "tenderized",
-  "tenderises": "tenderizes",
-  "tenderising": "tenderizing",
-  "terrorise": "terrorize",
-  "terrorised": "terrorized",
-  "terrorises": "terrorizes",
-  "terrorising": "terrorizing",
-  "theatre": "theater",
-  "theatregoer": "theatergoer",
-  "theatregoers": "theatergoers",
-  "theatres": "theaters",
-  "theorise": "theorize",
-  "theorised": "theorized",
-  "theorises": "theorizes",
-  "theorising": "theorizing",
-  "tonne": "ton",
-  "tonnes": "tons",
-  "towelled": "toweled",
-  "towelling": "toweling",
-  "toxaemia": "toxemia",
-  "tranquillise": "tranquilize",
-  "tranquillised": "tranquilized",
-  "tranquilliser": "tranquilizer",
-  "tranquillisers": "tranquilizers",
-  "tranquillises": "tranquilizes",
-  "tranquillising": "tranquilizing",
-  "tranquillity": "tranquility",
-  "tranquillize": "tranquilize",
-  "tranquillized": "tranquilized",
-  "tranquillizer": "tranquilizer",
-  "tranquillizers": "tranquilizers",
-  "tranquillizes": "tranquilizes",
-  "tranquillizing": "tranquilizing",
-  "tranquilly": "tranquility",
-  "transistorised": "transistorized",
-  "traumatise": "traumatize",
-  "traumatised": "traumatized",
-  "traumatises": "traumatizes",
-  "traumatising": "traumatizing",
-  "travelled": "traveled",
-  "traveller": "traveler",
-  "travellers": "travelers",
-  "travelling": "traveling",
-  "travelog": "travelogue",
-  "travelogs": "travelogues",
-  "trialled": "trialed",
-  "trialling": "trialing",
-  "tricolour": "tricolor",
-  "tricolours": "tricolors",
-  "trivialise": "trivialize",
-  "trivialised": "trivialized",
-  "trivialises": "trivializes",
-  "trivialising": "trivializing",
-  "tumour": "tumor",
-  "tumours": "tumors",
-  "tunnelled": "tunneled",
-  "tunnelling": "tunneling",
-  "tyrannise": "tyrannize",
-  "tyrannised": "tyrannized",
-  "tyrannises": "tyrannizes",
-  "tyrannising": "tyrannizing",
-  "tyre": "tire",
-  "tyres": "tires",
-  "unauthorised": "unauthorized",
-  "uncivilised": "uncivilized",
-  "underutilised": "underutilized",
-  "unequalled": "unequaled",
-  "unfavourable": "unfavorable",
-  "unfavourably": "unfavorably",
-  "unionisation": "unionization",
-  "unionise": "unionize",
-  "unionised": "unionized",
-  "unionises": "unionizes",
-  "unionising": "unionizing",
-  "unorganised": "unorganized",
-  "unravelled": "unraveled",
-  "unravelling": "unraveling",
-  "unrecognisable": "unrecognizable",
-  "unrecognised": "unrecognized",
-  "unrivalled": "unrivaled",
-  "unsavoury": "unsavory",
-  "untrammelled": "untrammeled",
-  "urbanisation": "urbanization",
-  "urbanise": "urbanize",
-  "urbanised": "urbanized",
-  "urbanises": "urbanizes",
-  "urbanising": "urbanizing",
-  "utilisable": "utilizable",
-  "utilisation": "utilization",
-  "utilise": "utilize",
-  "utilised": "utilized",
-  "utilises": "utilizes",
-  "utilising": "utilizing",
-  "valour": "valor",
-  "vandalise": "vandalize",
-  "vandalised": "vandalized",
-  "vandalises": "vandalizes",
-  "vandalising": "vandalizing",
-  "vaporisation": "vaporization",
-  "vaporise": "vaporize",
-  "vaporised": "vaporized",
-  "vaporises": "vaporizes",
-  "vaporising": "vaporizing",
-  "vapour": "vapor",
-  "vapours": "vapors",
-  "verbalise": "verbalize",
-  "verbalised": "verbalized",
-  "verbalises": "verbalizes",
-  "verbalising": "verbalizing",
-  "victimisation": "victimization",
-  "victimise": "victimize",
-  "victimised": "victimized",
-  "victimises": "victimizes",
-  "victimising": "victimizing",
-  "videodisc": "videodisk",
-  "videodiscs": "videodisks",
-  "vigour": "vigor",
-  "visualisation": "visualization",
-  "visualisations": "visualizations",
-  "visualise": "visualize",
-  "visualised": "visualized",
-  "visualises": "visualizes",
-  "visualising": "visualizing",
-  "vocalisation": "vocalization",
-  "vocalisations": "vocalizations",
-  "vocalise": "vocalize",
-  "vocalised": "vocalized",
-  "vocalises": "vocalizes",
-  "vocalising": "vocalizing",
-  "vulcanised": "vulcanized",
-  "vulgarisation": "vulgarization",
-  "vulgarise": "vulgarize",
-  "vulgarised": "vulgarized",
-  "vulgarises": "vulgarizes",
-  "vulgarising": "vulgarizing",
-  "waggon": "wagon",
-  "waggons": "wagons",
-  "watercolour": "watercolor",
-  "watercolours": "watercolors",
-  "weaselled": "weaseled",
-  "weaselling": "weaseling",
-  "westernisation": "westernization",
-  "westernise": "westernize",
-  "westernised": "westernized",
-  "westernises": "westernizes",
-  "westernising": "westernizing",
-  "womanise": "womanize",
-  "womanised": "womanized",
-  "womaniser": "womanizer",
-  "womanisers": "womanizers",
-  "womanises": "womanizes",
-  "womanising": "womanizing",
-  "woollen": "woolen",
-  "woollens": "woolens",
-  "woollies": "woolies",
-  "woolly": "wooly",
-  "worshipped": "worshiped",
-  "worshipper": "worshiper",
-  "worshipping": "worshiping",
-  "yodelled": "yodeled",
-  "yodelling": "yodeling",
-  "yoghourt": "yogurt",
-  "yoghourts": "yogurts",
-  "yoghurt": "yogurt",
-  "yoghurts": "yogurts"
-}
diff --git a/checkpoint-2000/optimizer.pt b/checkpoint-2000/optimizer.pt
deleted file mode 100644
index a41ef751db6ff1f64d892dc15210c9c8881e5bf8..0000000000000000000000000000000000000000
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+++ /dev/null
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diff --git a/checkpoint-2000/preprocessor_config.json b/checkpoint-2000/preprocessor_config.json
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index c2048dfa9fd94a052e62e908d2c4dfb18534b4d2..0000000000000000000000000000000000000000
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diff --git a/checkpoint-3000/added_tokens.json b/checkpoint-3000/added_tokens.json
deleted file mode 100644
index 47e9dd31523ecea227504afad3870da1cfe5ad81..0000000000000000000000000000000000000000
--- a/checkpoint-3000/added_tokens.json
+++ /dev/null
@@ -1,109 +0,0 @@
-{
-  "<|af|>": 50327,
-  "<|am|>": 50334,
-  "<|ar|>": 50272,
-  "<|as|>": 50350,
-  "<|az|>": 50304,
-  "<|ba|>": 50355,
-  "<|be|>": 50330,
-  "<|bg|>": 50292,
-  "<|bn|>": 50302,
-  "<|bo|>": 50347,
-  "<|br|>": 50309,
-  "<|bs|>": 50315,
-  "<|ca|>": 50270,
-  "<|cs|>": 50283,
-  "<|cy|>": 50297,
-  "<|da|>": 50285,
-  "<|de|>": 50261,
-  "<|el|>": 50281,
-  "<|endoftext|>": 50257,
-  "<|en|>": 50259,
-  "<|es|>": 50262,
-  "<|et|>": 50307,
-  "<|eu|>": 50310,
-  "<|fa|>": 50300,
-  "<|fi|>": 50277,
-  "<|fo|>": 50338,
-  "<|fr|>": 50265,
-  "<|gl|>": 50319,
-  "<|gu|>": 50333,
-  "<|haw|>": 50352,
-  "<|ha|>": 50354,
-  "<|hi|>": 50276,
-  "<|hr|>": 50291,
-  "<|ht|>": 50339,
-  "<|hu|>": 50286,
-  "<|hy|>": 50312,
-  "<|id|>": 50275,
-  "<|is|>": 50311,
-  "<|it|>": 50274,
-  "<|iw|>": 50279,
-  "<|ja|>": 50266,
-  "<|jw|>": 50356,
-  "<|ka|>": 50329,
-  "<|kk|>": 50316,
-  "<|km|>": 50323,
-  "<|kn|>": 50306,
-  "<|ko|>": 50264,
-  "<|la|>": 50294,
-  "<|lb|>": 50345,
-  "<|ln|>": 50353,
-  "<|lo|>": 50336,
-  "<|lt|>": 50293,
-  "<|lv|>": 50301,
-  "<|mg|>": 50349,
-  "<|mi|>": 50295,
-  "<|mk|>": 50308,
-  "<|ml|>": 50296,
-  "<|mn|>": 50314,
-  "<|mr|>": 50320,
-  "<|ms|>": 50282,
-  "<|mt|>": 50343,
-  "<|my|>": 50346,
-  "<|ne|>": 50313,
-  "<|nl|>": 50271,
-  "<|nn|>": 50342,
-  "<|nocaptions|>": 50362,
-  "<|notimestamps|>": 50363,
-  "<|no|>": 50288,
-  "<|oc|>": 50328,
-  "<|pa|>": 50321,
-  "<|pl|>": 50269,
-  "<|ps|>": 50340,
-  "<|pt|>": 50267,
-  "<|ro|>": 50284,
-  "<|ru|>": 50263,
-  "<|sa|>": 50344,
-  "<|sd|>": 50332,
-  "<|si|>": 50322,
-  "<|sk|>": 50298,
-  "<|sl|>": 50305,
-  "<|sn|>": 50324,
-  "<|so|>": 50326,
-  "<|sq|>": 50317,
-  "<|sr|>": 50303,
-  "<|startoflm|>": 50360,
-  "<|startofprev|>": 50361,
-  "<|startoftranscript|>": 50258,
-  "<|su|>": 50357,
-  "<|sv|>": 50273,
-  "<|sw|>": 50318,
-  "<|ta|>": 50287,
-  "<|te|>": 50299,
-  "<|tg|>": 50331,
-  "<|th|>": 50289,
-  "<|tk|>": 50341,
-  "<|tl|>": 50348,
-  "<|transcribe|>": 50359,
-  "<|translate|>": 50358,
-  "<|tr|>": 50268,
-  "<|tt|>": 50351,
-  "<|uk|>": 50280,
-  "<|ur|>": 50290,
-  "<|uz|>": 50337,
-  "<|vi|>": 50278,
-  "<|yi|>": 50335,
-  "<|yo|>": 50325,
-  "<|zh|>": 50260
-}
diff --git a/checkpoint-3000/config.json b/checkpoint-3000/config.json
deleted file mode 100644
index 64134276da5f5a8970ae75c8b2cd16e8cdc8e851..0000000000000000000000000000000000000000
--- a/checkpoint-3000/config.json
+++ /dev/null
@@ -1,42 +0,0 @@
-{
-  "_name_or_path": "emilios/whisper-medium-el",
-  "activation_dropout": 0.0,
-  "activation_function": "gelu",
-  "architectures": [
-    "WhisperForConditionalGeneration"
-  ],
-  "attention_dropout": 0.0,
-  "begin_suppress_tokens": [
-    220,
-    50257
-  ],
-  "bos_token_id": 50257,
-  "d_model": 1024,
-  "decoder_attention_heads": 16,
-  "decoder_ffn_dim": 4096,
-  "decoder_layerdrop": 0.0,
-  "decoder_layers": 24,
-  "decoder_start_token_id": 50258,
-  "dropout": 0.1,
-  "encoder_attention_heads": 16,
-  "encoder_ffn_dim": 4096,
-  "encoder_layerdrop": 0.0,
-  "encoder_layers": 24,
-  "eos_token_id": 50257,
-  "forced_decoder_ids": null,
-  "init_std": 0.02,
-  "is_encoder_decoder": true,
-  "max_length": 448,
-  "max_source_positions": 1500,
-  "max_target_positions": 448,
-  "model_type": "whisper",
-  "num_hidden_layers": 24,
-  "num_mel_bins": 80,
-  "pad_token_id": 50257,
-  "scale_embedding": false,
-  "suppress_tokens": [],
-  "torch_dtype": "float32",
-  "transformers_version": "4.26.0.dev0",
-  "use_cache": false,
-  "vocab_size": 51865
-}
diff --git a/checkpoint-3000/merges.txt b/checkpoint-3000/merges.txt
deleted file mode 100644
index 3a00c89ee5e8ae0cb159a6ec838843fb2266fac6..0000000000000000000000000000000000000000
--- a/checkpoint-3000/merges.txt
+++ /dev/null
@@ -1,50000 +0,0 @@
-#version: 0.2
-Ġ a
-Ġt h
-i n
-e r
-Ġ w
-Ġ s
-o u
-Ġth e
-r e
-o n
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-Ġ d
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-ĠÅ º
-Ġda res
-an h
-Ġë§Į íģ¼
-Ġcuest ión
-ĠL ima
-æĻ ¯
-Ġass unto
-ĠIP O
-ĠBeng al
-ĠB ier
-Ġpsy che
-Ġacqu ainted
-ĠG ün
-оз и
-ÅĽci Äħ
-A G
-Ġmalf unction
-Ġastero ids
-ire z
-am orph
-ĠÑģоÑĤ ÑĢÑĥд
-Ġfresh water
-Ġar ran
-ĠпÑĢ Ñĭ
-н ог
-Ġdiab etic
-ĠÙĤ اÙĦ
-Ġopp ress
-Ġcapacit ance
-perform ance
-cr ates
-Ġapost le
-ĠJ EN
-OU LD
-Int ro
-Ġstall s
-ĠAB OUT
-ctic amente
-Ġdil igent
-Ġmanif ests
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-Ġ( '
-åľ º
diff --git a/checkpoint-3000/normalizer.json b/checkpoint-3000/normalizer.json
deleted file mode 100644
index dd6ae819ad738ac1a546e9f9282ef325c33b9ea0..0000000000000000000000000000000000000000
--- a/checkpoint-3000/normalizer.json
+++ /dev/null
@@ -1,1742 +0,0 @@
-{
-  "accessorise": "accessorize",
-  "accessorised": "accessorized",
-  "accessorises": "accessorizes",
-  "accessorising": "accessorizing",
-  "acclimatisation": "acclimatization",
-  "acclimatise": "acclimatize",
-  "acclimatised": "acclimatized",
-  "acclimatises": "acclimatizes",
-  "acclimatising": "acclimatizing",
-  "accoutrements": "accouterments",
-  "aeon": "eon",
-  "aeons": "eons",
-  "aerogramme": "aerogram",
-  "aerogrammes": "aerograms",
-  "aeroplane": "airplane",
-  "aeroplanes": "airplanes",
-  "aesthete": "esthete",
-  "aesthetes": "esthetes",
-  "aesthetic": "esthetic",
-  "aesthetically": "esthetically",
-  "aesthetics": "esthetics",
-  "aetiology": "etiology",
-  "ageing": "aging",
-  "aggrandisement": "aggrandizement",
-  "agonise": "agonize",
-  "agonised": "agonized",
-  "agonises": "agonizes",
-  "agonising": "agonizing",
-  "agonisingly": "agonizingly",
-  "almanack": "almanac",
-  "almanacks": "almanacs",
-  "aluminium": "aluminum",
-  "amortisable": "amortizable",
-  "amortisation": "amortization",
-  "amortisations": "amortizations",
-  "amortise": "amortize",
-  "amortised": "amortized",
-  "amortises": "amortizes",
-  "amortising": "amortizing",
-  "amphitheatre": "amphitheater",
-  "amphitheatres": "amphitheaters",
-  "anaemia": "anemia",
-  "anaemic": "anemic",
-  "anaesthesia": "anesthesia",
-  "anaesthetic": "anesthetic",
-  "anaesthetics": "anesthetics",
-  "anaesthetise": "anesthetize",
-  "anaesthetised": "anesthetized",
-  "anaesthetises": "anesthetizes",
-  "anaesthetising": "anesthetizing",
-  "anaesthetist": "anesthetist",
-  "anaesthetists": "anesthetists",
-  "anaesthetize": "anesthetize",
-  "anaesthetized": "anesthetized",
-  "anaesthetizes": "anesthetizes",
-  "anaesthetizing": "anesthetizing",
-  "analogue": "analog",
-  "analogues": "analogs",
-  "analyse": "analyze",
-  "analysed": "analyzed",
-  "analyses": "analyzes",
-  "analysing": "analyzing",
-  "anglicise": "anglicize",
-  "anglicised": "anglicized",
-  "anglicises": "anglicizes",
-  "anglicising": "anglicizing",
-  "annualised": "annualized",
-  "antagonise": "antagonize",
-  "antagonised": "antagonized",
-  "antagonises": "antagonizes",
-  "antagonising": "antagonizing",
-  "apologise": "apologize",
-  "apologised": "apologized",
-  "apologises": "apologizes",
-  "apologising": "apologizing",
-  "appal": "appall",
-  "appals": "appalls",
-  "appetiser": "appetizer",
-  "appetisers": "appetizers",
-  "appetising": "appetizing",
-  "appetisingly": "appetizingly",
-  "arbour": "arbor",
-  "arbours": "arbors",
-  "archaeologically": "archeologically",
-  "archaeologist": "archeologist",
-  "archaeologists": "archeologists",
-  "archaeology": "archeology</span>",
-  "archeological": "archaeological",
-  "ardour": "ardor",
-  "armour": "armor",
-  "armoured": "armored",
-  "armourer": "armorer",
-  "armourers": "armorers",
-  "armouries": "armories",
-  "armoury": "armory",
-  "artefact": "artifact",
-  "artefacts": "artifacts",
-  "authorise": "authorize",
-  "authorised": "authorized",
-  "authorises": "authorizes",
-  "authorising": "authorizing",
-  "axe": "ax",
-  "backpedalled": "backpedaled",
-  "backpedalling": "backpedaling",
-  "bannister": "banister",
-  "bannisters": "banisters",
-  "baptise": "baptize",
-  "baptised": "baptized",
-  "baptises": "baptizes",
-  "baptising": "baptizing",
-  "bastardise": "bastardize",
-  "bastardised": "bastardized",
-  "bastardises": "bastardizes",
-  "bastardising": "bastardizing",
-  "battleax": "battleaxe",
-  "baulk": "balk",
-  "baulked": "balked",
-  "baulking": "balking",
-  "baulks": "balks",
-  "bedevilled": "bedeviled",
-  "bedevilling": "bedeviling",
-  "behaviour": "behavior",
-  "behavioural": "behavioral",
-  "behaviourism": "behaviorism",
-  "behaviourist": "behaviorist",
-  "behaviourists": "behaviorists",
-  "behaviours": "behaviors",
-  "behove": "behoove",
-  "behoved": "behooved",
-  "behoves": "behooves",
-  "bejewelled": "bejeweled",
-  "belabour": "belabor",
-  "belaboured": "belabored",
-  "belabouring": "belaboring",
-  "belabours": "belabors",
-  "bevelled": "beveled",
-  "bevvies": "bevies",
-  "bevvy": "bevy",
-  "biassed": "biased",
-  "biassing": "biasing",
-  "bingeing": "binging",
-  "bougainvillaea": "bougainvillea",
-  "bougainvillaeas": "bougainvilleas",
-  "bowdlerise": "bowdlerize",
-  "bowdlerised": "bowdlerized",
-  "bowdlerises": "bowdlerizes",
-  "bowdlerising": "bowdlerizing",
-  "breathalyse": "breathalyze",
-  "breathalysed": "breathalyzed",
-  "breathalyser": "breathalyzer",
-  "breathalysers": "breathalyzers",
-  "breathalyses": "breathalyzes",
-  "breathalysing": "breathalyzing",
-  "brutalise": "brutalize",
-  "brutalised": "brutalized",
-  "brutalises": "brutalizes",
-  "brutalising": "brutalizing",
-  "busses": "buses",
-  "bussing": "busing",
-  "caesarean": "cesarean",
-  "caesareans": "cesareans",
-  "calibre": "caliber",
-  "calibres": "calibers",
-  "calliper": "caliper",
-  "callipers": "calipers",
-  "callisthenics": "calisthenics",
-  "canalise": "canalize",
-  "canalised": "canalized",
-  "canalises": "canalizes",
-  "canalising": "canalizing",
-  "cancelation": "cancellation",
-  "cancelations": "cancellations",
-  "cancelled": "canceled",
-  "cancelling": "canceling",
-  "candour": "candor",
-  "cannibalise": "cannibalize",
-  "cannibalised": "cannibalized",
-  "cannibalises": "cannibalizes",
-  "cannibalising": "cannibalizing",
-  "canonise": "canonize",
-  "canonised": "canonized",
-  "canonises": "canonizes",
-  "canonising": "canonizing",
-  "capitalise": "capitalize",
-  "capitalised": "capitalized",
-  "capitalises": "capitalizes",
-  "capitalising": "capitalizing",
-  "caramelise": "caramelize",
-  "caramelised": "caramelized",
-  "caramelises": "caramelizes",
-  "caramelising": "caramelizing",
-  "carbonise": "carbonize",
-  "carbonised": "carbonized",
-  "carbonises": "carbonizes",
-  "carbonising": "carbonizing",
-  "carolled": "caroled",
-  "carolling": "caroling",
-  "catalogue": "catalog",
-  "catalogued": "cataloged",
-  "catalogues": "catalogs",
-  "cataloguing": "cataloging",
-  "catalyse": "catalyze",
-  "catalysed": "catalyzed",
-  "catalyses": "catalyzes",
-  "catalysing": "catalyzing",
-  "categorise": "categorize",
-  "categorised": "categorized",
-  "categorises": "categorizes",
-  "categorising": "categorizing",
-  "cauterise": "cauterize",
-  "cauterised": "cauterized",
-  "cauterises": "cauterizes",
-  "cauterising": "cauterizing",
-  "cavilled": "caviled",
-  "cavilling": "caviling",
-  "centigramme": "centigram",
-  "centigrammes": "centigrams",
-  "centilitre": "centiliter",
-  "centilitres": "centiliters",
-  "centimetre": "centimeter",
-  "centimetres": "centimeters",
-  "centralise": "centralize",
-  "centralised": "centralized",
-  "centralises": "centralizes",
-  "centralising": "centralizing",
-  "centre": "center",
-  "centred": "centered",
-  "centrefold": "centerfold",
-  "centrefolds": "centerfolds",
-  "centrepiece": "centerpiece",
-  "centrepieces": "centerpieces",
-  "centres": "centers",
-  "channelled": "channeled",
-  "channelling": "channeling",
-  "characterise": "characterize",
-  "characterised": "characterized",
-  "characterises": "characterizes",
-  "characterising": "characterizing",
-  "cheque": "check",
-  "chequebook": "checkbook",
-  "chequebooks": "checkbooks",
-  "chequered": "checkered",
-  "cheques": "checks",
-  "chilli": "chili",
-  "chimaera": "chimera",
-  "chimaeras": "chimeras",
-  "chiselled": "chiseled",
-  "chiselling": "chiseling",
-  "circularise": "circularize",
-  "circularised": "circularized",
-  "circularises": "circularizes",
-  "circularising": "circularizing",
-  "civilise": "civilize",
-  "civilised": "civilized",
-  "civilises": "civilizes",
-  "civilising": "civilizing",
-  "clamour": "clamor",
-  "clamoured": "clamored",
-  "clamouring": "clamoring",
-  "clamours": "clamors",
-  "clangour": "clangor",
-  "clarinettist": "clarinetist",
-  "clarinettists": "clarinetists",
-  "collectivise": "collectivize",
-  "collectivised": "collectivized",
-  "collectivises": "collectivizes",
-  "collectivising": "collectivizing",
-  "colonisation": "colonization",
-  "colonise": "colonize",
-  "colonised": "colonized",
-  "coloniser": "colonizer",
-  "colonisers": "colonizers",
-  "colonises": "colonizes",
-  "colonising": "colonizing",
-  "colour": "color",
-  "colourant": "colorant",
-  "colourants": "colorants",
-  "coloured": "colored",
-  "coloureds": "coloreds",
-  "colourful": "colorful",
-  "colourfully": "colorfully",
-  "colouring": "coloring",
-  "colourize": "colorize",
-  "colourized": "colorized",
-  "colourizes": "colorizes",
-  "colourizing": "colorizing",
-  "colourless": "colorless",
-  "colours": "colors",
-  "commercialise": "commercialize",
-  "commercialised": "commercialized",
-  "commercialises": "commercializes",
-  "commercialising": "commercializing",
-  "compartmentalise": "compartmentalize",
-  "compartmentalised": "compartmentalized",
-  "compartmentalises": "compartmentalizes",
-  "compartmentalising": "compartmentalizing",
-  "computerise": "computerize",
-  "computerised": "computerized",
-  "computerises": "computerizes",
-  "computerising": "computerizing",
-  "conceptualise": "conceptualize",
-  "conceptualised": "conceptualized",
-  "conceptualises": "conceptualizes",
-  "conceptualising": "conceptualizing",
-  "connexion": "connection",
-  "connexions": "connections",
-  "contextualise": "contextualize",
-  "contextualised": "contextualized",
-  "contextualises": "contextualizes",
-  "contextualising": "contextualizing",
-  "cosier": "cozier",
-  "cosies": "cozies",
-  "cosiest": "coziest",
-  "cosily": "cozily",
-  "cosiness": "coziness",
-  "cosy": "cozy",
-  "councillor": "councilor",
-  "councillors": "councilors",
-  "counselled": "counseled",
-  "counselling": "counseling",
-  "counsellor": "counselor",
-  "counsellors": "counselors",
-  "crenelated": "crenellated",
-  "criminalise": "criminalize",
-  "criminalised": "criminalized",
-  "criminalises": "criminalizes",
-  "criminalising": "criminalizing",
-  "criticise": "criticize",
-  "criticised": "criticized",
-  "criticises": "criticizes",
-  "criticising": "criticizing",
-  "crueller": "crueler",
-  "cruellest": "cruelest",
-  "crystallisation": "crystallization",
-  "crystallise": "crystallize",
-  "crystallised": "crystallized",
-  "crystallises": "crystallizes",
-  "crystallising": "crystallizing",
-  "cudgelled": "cudgeled",
-  "cudgelling": "cudgeling",
-  "customise": "customize",
-  "customised": "customized",
-  "customises": "customizes",
-  "customising": "customizing",
-  "cypher": "cipher",
-  "cyphers": "ciphers",
-  "decentralisation": "decentralization",
-  "decentralise": "decentralize",
-  "decentralised": "decentralized",
-  "decentralises": "decentralizes",
-  "decentralising": "decentralizing",
-  "decriminalisation": "decriminalization",
-  "decriminalise": "decriminalize",
-  "decriminalised": "decriminalized",
-  "decriminalises": "decriminalizes",
-  "decriminalising": "decriminalizing",
-  "defence": "defense",
-  "defenceless": "defenseless",
-  "defences": "defenses",
-  "dehumanisation": "dehumanization",
-  "dehumanise": "dehumanize",
-  "dehumanised": "dehumanized",
-  "dehumanises": "dehumanizes",
-  "dehumanising": "dehumanizing",
-  "demeanour": "demeanor",
-  "demilitarisation": "demilitarization",
-  "demilitarise": "demilitarize",
-  "demilitarised": "demilitarized",
-  "demilitarises": "demilitarizes",
-  "demilitarising": "demilitarizing",
-  "demobilisation": "demobilization",
-  "demobilise": "demobilize",
-  "demobilised": "demobilized",
-  "demobilises": "demobilizes",
-  "demobilising": "demobilizing",
-  "democratisation": "democratization",
-  "democratise": "democratize",
-  "democratised": "democratized",
-  "democratises": "democratizes",
-  "democratising": "democratizing",
-  "demonise": "demonize",
-  "demonised": "demonized",
-  "demonises": "demonizes",
-  "demonising": "demonizing",
-  "demoralisation": "demoralization",
-  "demoralise": "demoralize",
-  "demoralised": "demoralized",
-  "demoralises": "demoralizes",
-  "demoralising": "demoralizing",
-  "denationalisation": "denationalization",
-  "denationalise": "denationalize",
-  "denationalised": "denationalized",
-  "denationalises": "denationalizes",
-  "denationalising": "denationalizing",
-  "deodorise": "deodorize",
-  "deodorised": "deodorized",
-  "deodorises": "deodorizes",
-  "deodorising": "deodorizing",
-  "depersonalise": "depersonalize",
-  "depersonalised": "depersonalized",
-  "depersonalises": "depersonalizes",
-  "depersonalising": "depersonalizing",
-  "deputise": "deputize",
-  "deputised": "deputized",
-  "deputises": "deputizes",
-  "deputising": "deputizing",
-  "desensitisation": "desensitization",
-  "desensitise": "desensitize",
-  "desensitised": "desensitized",
-  "desensitises": "desensitizes",
-  "desensitising": "desensitizing",
-  "destabilisation": "destabilization",
-  "destabilise": "destabilize",
-  "destabilised": "destabilized",
-  "destabilises": "destabilizes",
-  "destabilising": "destabilizing",
-  "dialled": "dialed",
-  "dialling": "dialing",
-  "dialogue": "dialog",
-  "dialogues": "dialogs",
-  "diarrhoea": "diarrhea",
-  "digitise": "digitize",
-  "digitised": "digitized",
-  "digitises": "digitizes",
-  "digitising": "digitizing",
-  "disc": "disk",
-  "discolour": "discolor",
-  "discoloured": "discolored",
-  "discolouring": "discoloring",
-  "discolours": "discolors",
-  "discs": "disks",
-  "disembowelled": "disemboweled",
-  "disembowelling": "disemboweling",
-  "disfavour": "disfavor",
-  "dishevelled": "disheveled",
-  "dishonour": "dishonor",
-  "dishonourable": "dishonorable",
-  "dishonourably": "dishonorably",
-  "dishonoured": "dishonored",
-  "dishonouring": "dishonoring",
-  "dishonours": "dishonors",
-  "disorganisation": "disorganization",
-  "disorganised": "disorganized",
-  "distil": "distill",
-  "distils": "distills",
-  "dramatisation": "dramatization",
-  "dramatisations": "dramatizations",
-  "dramatise": "dramatize",
-  "dramatised": "dramatized",
-  "dramatises": "dramatizes",
-  "dramatising": "dramatizing",
-  "draught": "draft",
-  "draughtboard": "draftboard",
-  "draughtboards": "draftboards",
-  "draughtier": "draftier",
-  "draughtiest": "draftiest",
-  "draughts": "drafts",
-  "draughtsman": "draftsman",
-  "draughtsmanship": "draftsmanship",
-  "draughtsmen": "draftsmen",
-  "draughtswoman": "draftswoman",
-  "draughtswomen": "draftswomen",
-  "draughty": "drafty",
-  "drivelled": "driveled",
-  "drivelling": "driveling",
-  "duelled": "dueled",
-  "duelling": "dueling",
-  "economise": "economize",
-  "economised": "economized",
-  "economises": "economizes",
-  "economising": "economizing",
-  "editorialise": "editorialize",
-  "editorialised": "editorialized",
-  "editorialises": "editorializes",
-  "editorialising": "editorializing",
-  "edoema": "edema",
-  "empathise": "empathize",
-  "empathised": "empathized",
-  "empathises": "empathizes",
-  "empathising": "empathizing",
-  "emphasise": "emphasize",
-  "emphasised": "emphasized",
-  "emphasises": "emphasizes",
-  "emphasising": "emphasizing",
-  "enamelled": "enameled",
-  "enamelling": "enameling",
-  "enamoured": "enamored",
-  "encyclopaedia": "encyclopedia",
-  "encyclopaedias": "encyclopedias",
-  "encyclopaedic": "encyclopedic",
-  "endeavour": "endeavor",
-  "endeavoured": "endeavored",
-  "endeavouring": "endeavoring",
-  "endeavours": "endeavors",
-  "energise": "energize",
-  "energised": "energized",
-  "energises": "energizes",
-  "energising": "energizing",
-  "enrol": "enroll",
-  "enrols": "enrolls",
-  "enthral": "enthrall",
-  "enthrals": "enthralls",
-  "epaulette": "epaulet",
-  "epaulettes": "epaulets",
-  "epicentre": "epicenter",
-  "epicentres": "epicenters",
-  "epilogue": "epilog",
-  "epilogues": "epilogs",
-  "epitomise": "epitomize",
-  "epitomised": "epitomized",
-  "epitomises": "epitomizes",
-  "epitomising": "epitomizing",
-  "equalisation": "equalization",
-  "equalise": "equalize",
-  "equalised": "equalized",
-  "equaliser": "equalizer",
-  "equalisers": "equalizers",
-  "equalises": "equalizes",
-  "equalising": "equalizing",
-  "eulogise": "eulogize",
-  "eulogised": "eulogized",
-  "eulogises": "eulogizes",
-  "eulogising": "eulogizing",
-  "evangelise": "evangelize",
-  "evangelised": "evangelized",
-  "evangelises": "evangelizes",
-  "evangelising": "evangelizing",
-  "exorcise": "exorcize",
-  "exorcised": "exorcized",
-  "exorcises": "exorcizes",
-  "exorcising": "exorcizing",
-  "extemporisation": "extemporization",
-  "extemporise": "extemporize",
-  "extemporised": "extemporized",
-  "extemporises": "extemporizes",
-  "extemporising": "extemporizing",
-  "externalisation": "externalization",
-  "externalisations": "externalizations",
-  "externalise": "externalize",
-  "externalised": "externalized",
-  "externalises": "externalizes",
-  "externalising": "externalizing",
-  "factorise": "factorize",
-  "factorised": "factorized",
-  "factorises": "factorizes",
-  "factorising": "factorizing",
-  "faecal": "fecal",
-  "faeces": "feces",
-  "familiarisation": "familiarization",
-  "familiarise": "familiarize",
-  "familiarised": "familiarized",
-  "familiarises": "familiarizes",
-  "familiarising": "familiarizing",
-  "fantasise": "fantasize",
-  "fantasised": "fantasized",
-  "fantasises": "fantasizes",
-  "fantasising": "fantasizing",
-  "favour": "favor",
-  "favourable": "favorable",
-  "favourably": "favorably",
-  "favoured": "favored",
-  "favouring": "favoring",
-  "favourite": "favorite",
-  "favourites": "favorites",
-  "favouritism": "favoritism",
-  "favours": "favors",
-  "feminise": "feminize",
-  "feminised": "feminized",
-  "feminises": "feminizes",
-  "feminising": "feminizing",
-  "fertilisation": "fertilization",
-  "fertilise": "fertilize",
-  "fertilised": "fertilized",
-  "fertiliser": "fertilizer",
-  "fertilisers": "fertilizers",
-  "fertilises": "fertilizes",
-  "fertilising": "fertilizing",
-  "fervour": "fervor",
-  "fibre": "fiber",
-  "fibreglass": "fiberglass",
-  "fibres": "fibers",
-  "fictionalisation": "fictionalization",
-  "fictionalisations": "fictionalizations",
-  "fictionalise": "fictionalize",
-  "fictionalised": "fictionalized",
-  "fictionalises": "fictionalizes",
-  "fictionalising": "fictionalizing",
-  "fillet": "filet",
-  "filleted": "fileted",
-  "filleting": "fileting",
-  "fillets": "filets",
-  "finalisation": "finalization",
-  "finalise": "finalize",
-  "finalised": "finalized",
-  "finalises": "finalizes",
-  "finalising": "finalizing",
-  "flautist": "flutist",
-  "flautists": "flutists",
-  "flavour": "flavor",
-  "flavoured": "flavored",
-  "flavouring": "flavoring",
-  "flavourings": "flavorings",
-  "flavourless": "flavorless",
-  "flavours": "flavors",
-  "flavoursome": "flavorsome",
-  "flyer / flier": "flier / flyer",
-  "foetal": "fetal",
-  "foetid": "fetid",
-  "foetus": "fetus",
-  "foetuses": "fetuses",
-  "formalisation": "formalization",
-  "formalise": "formalize",
-  "formalised": "formalized",
-  "formalises": "formalizes",
-  "formalising": "formalizing",
-  "fossilisation": "fossilization",
-  "fossilise": "fossilize",
-  "fossilised": "fossilized",
-  "fossilises": "fossilizes",
-  "fossilising": "fossilizing",
-  "fraternisation": "fraternization",
-  "fraternise": "fraternize",
-  "fraternised": "fraternized",
-  "fraternises": "fraternizes",
-  "fraternising": "fraternizing",
-  "fulfil": "fulfill",
-  "fulfilment": "fulfillment",
-  "fulfils": "fulfills",
-  "funnelled": "funneled",
-  "funnelling": "funneling",
-  "gage": "gauge",
-  "gaged": "gauged",
-  "gages": "gauges",
-  "gaging": "gauging",
-  "galvanise": "galvanize",
-  "galvanised": "galvanized",
-  "galvanises": "galvanizes",
-  "galvanising": "galvanizing",
-  "gambolled": "gamboled",
-  "gambolling": "gamboling",
-  "gaol": "jail",
-  "gaolbird": "jailbird",
-  "gaolbirds": "jailbirds",
-  "gaolbreak": "jailbreak",
-  "gaolbreaks": "jailbreaks",
-  "gaoled": "jailed",
-  "gaoler": "jailer",
-  "gaolers": "jailers",
-  "gaoling": "jailing",
-  "gaols": "jails",
-  "gasses": "gases",
-  "generalisation": "generalization",
-  "generalisations": "generalizations",
-  "generalise": "generalize",
-  "generalised": "generalized",
-  "generalises": "generalizes",
-  "generalising": "generalizing",
-  "ghettoise": "ghettoize",
-  "ghettoised": "ghettoized",
-  "ghettoises": "ghettoizes",
-  "ghettoising": "ghettoizing",
-  "gipsies": "gypsies",
-  "glamor": "glamour",
-  "glamorise": "glamorize",
-  "glamorised": "glamorized",
-  "glamorises": "glamorizes",
-  "glamorising": "glamorizing",
-  "globalisation": "globalization",
-  "globalise": "globalize",
-  "globalised": "globalized",
-  "globalises": "globalizes",
-  "globalising": "globalizing",
-  "glueing": "gluing",
-  "goitre": "goiter",
-  "goitres": "goiters",
-  "gonorrhoea": "gonorrhea",
-  "gramme": "gram",
-  "grammes": "grams",
-  "gravelled": "graveled",
-  "grey": "gray",
-  "greyed": "grayed",
-  "greying": "graying",
-  "greyish": "grayish",
-  "greyness": "grayness",
-  "greys": "grays",
-  "grovelled": "groveled",
-  "grovelling": "groveling",
-  "groyne": "groin",
-  "groynes": "groins",
-  "gruelling": "grueling",
-  "gruellingly": "gruelingly",
-  "gryphon": "griffin",
-  "gryphons": "griffins",
-  "gynaecological": "gynecological",
-  "gynaecologist": "gynecologist",
-  "gynaecologists": "gynecologists",
-  "gynaecology": "gynecology",
-  "haematological": "hematological",
-  "haematologist": "hematologist",
-  "haematologists": "hematologists",
-  "haematology": "hematology",
-  "haemoglobin": "hemoglobin",
-  "haemophilia": "hemophilia",
-  "haemophiliac": "hemophiliac",
-  "haemophiliacs": "hemophiliacs",
-  "haemorrhage": "hemorrhage",
-  "haemorrhaged": "hemorrhaged",
-  "haemorrhages": "hemorrhages",
-  "haemorrhaging": "hemorrhaging",
-  "haemorrhoids": "hemorrhoids",
-  "harbour": "harbor",
-  "harboured": "harbored",
-  "harbouring": "harboring",
-  "harbours": "harbors",
-  "harmonisation": "harmonization",
-  "harmonise": "harmonize",
-  "harmonised": "harmonized",
-  "harmonises": "harmonizes",
-  "harmonising": "harmonizing",
-  "homoeopath": "homeopath",
-  "homoeopathic": "homeopathic",
-  "homoeopaths": "homeopaths",
-  "homoeopathy": "homeopathy",
-  "homogenise": "homogenize",
-  "homogenised": "homogenized",
-  "homogenises": "homogenizes",
-  "homogenising": "homogenizing",
-  "honour": "honor",
-  "honourable": "honorable",
-  "honourably": "honorably",
-  "honoured": "honored",
-  "honouring": "honoring",
-  "honours": "honors",
-  "hospitalisation": "hospitalization",
-  "hospitalise": "hospitalize",
-  "hospitalised": "hospitalized",
-  "hospitalises": "hospitalizes",
-  "hospitalising": "hospitalizing",
-  "humanise": "humanize",
-  "humanised": "humanized",
-  "humanises": "humanizes",
-  "humanising": "humanizing",
-  "humour": "humor",
-  "humoured": "humored",
-  "humouring": "humoring",
-  "humourless": "humorless",
-  "humours": "humors",
-  "hybridise": "hybridize",
-  "hybridised": "hybridized",
-  "hybridises": "hybridizes",
-  "hybridising": "hybridizing",
-  "hypnotise": "hypnotize",
-  "hypnotised": "hypnotized",
-  "hypnotises": "hypnotizes",
-  "hypnotising": "hypnotizing",
-  "hypothesise": "hypothesize",
-  "hypothesised": "hypothesized",
-  "hypothesises": "hypothesizes",
-  "hypothesising": "hypothesizing",
-  "idealisation": "idealization",
-  "idealise": "idealize",
-  "idealised": "idealized",
-  "idealises": "idealizes",
-  "idealising": "idealizing",
-  "idolise": "idolize",
-  "idolised": "idolized",
-  "idolises": "idolizes",
-  "idolising": "idolizing",
-  "immobilisation": "immobilization",
-  "immobilise": "immobilize",
-  "immobilised": "immobilized",
-  "immobiliser": "immobilizer",
-  "immobilisers": "immobilizers",
-  "immobilises": "immobilizes",
-  "immobilising": "immobilizing",
-  "immortalise": "immortalize",
-  "immortalised": "immortalized",
-  "immortalises": "immortalizes",
-  "immortalising": "immortalizing",
-  "immunisation": "immunization",
-  "immunise": "immunize",
-  "immunised": "immunized",
-  "immunises": "immunizes",
-  "immunising": "immunizing",
-  "impanelled": "impaneled",
-  "impanelling": "impaneling",
-  "imperilled": "imperiled",
-  "imperilling": "imperiling",
-  "individualise": "individualize",
-  "individualised": "individualized",
-  "individualises": "individualizes",
-  "individualising": "individualizing",
-  "industrialise": "industrialize",
-  "industrialised": "industrialized",
-  "industrialises": "industrializes",
-  "industrialising": "industrializing",
-  "inflexion": "inflection",
-  "inflexions": "inflections",
-  "initialise": "initialize",
-  "initialised": "initialized",
-  "initialises": "initializes",
-  "initialising": "initializing",
-  "initialled": "initialed",
-  "initialling": "initialing",
-  "instal": "install",
-  "instalment": "installment",
-  "instalments": "installments",
-  "instals": "installs",
-  "instil": "instill",
-  "instils": "instills",
-  "institutionalisation": "institutionalization",
-  "institutionalise": "institutionalize",
-  "institutionalised": "institutionalized",
-  "institutionalises": "institutionalizes",
-  "institutionalising": "institutionalizing",
-  "intellectualise": "intellectualize",
-  "intellectualised": "intellectualized",
-  "intellectualises": "intellectualizes",
-  "intellectualising": "intellectualizing",
-  "internalisation": "internalization",
-  "internalise": "internalize",
-  "internalised": "internalized",
-  "internalises": "internalizes",
-  "internalising": "internalizing",
-  "internationalisation": "internationalization",
-  "internationalise": "internationalize",
-  "internationalised": "internationalized",
-  "internationalises": "internationalizes",
-  "internationalising": "internationalizing",
-  "ionisation": "ionization",
-  "ionise": "ionize",
-  "ionised": "ionized",
-  "ioniser": "ionizer",
-  "ionisers": "ionizers",
-  "ionises": "ionizes",
-  "ionising": "ionizing",
-  "italicise": "italicize",
-  "italicised": "italicized",
-  "italicises": "italicizes",
-  "italicising": "italicizing",
-  "itemise": "itemize",
-  "itemised": "itemized",
-  "itemises": "itemizes",
-  "itemising": "itemizing",
-  "jeopardise": "jeopardize",
-  "jeopardised": "jeopardized",
-  "jeopardises": "jeopardizes",
-  "jeopardising": "jeopardizing",
-  "jewelled": "jeweled",
-  "jeweller": "jeweler",
-  "jewellers": "jewelers",
-  "jewellery": "jewelry",
-  "judgement": "judgment",
-  "kilogramme": "kilogram",
-  "kilogrammes": "kilograms",
-  "kilometre": "kilometer",
-  "kilometres": "kilometers",
-  "labelled": "labeled",
-  "labelling": "labeling",
-  "labour": "labor",
-  "laboured": "labored",
-  "labourer": "laborer",
-  "labourers": "laborers",
-  "labouring": "laboring",
-  "labours": "labors",
-  "lacklustre": "lackluster",
-  "legalisation": "legalization",
-  "legalise": "legalize",
-  "legalised": "legalized",
-  "legalises": "legalizes",
-  "legalising": "legalizing",
-  "legitimise": "legitimize",
-  "legitimised": "legitimized",
-  "legitimises": "legitimizes",
-  "legitimising": "legitimizing",
-  "leukaemia": "leukemia",
-  "levelled": "leveled",
-  "leveller": "leveler",
-  "levellers": "levelers",
-  "levelling": "leveling",
-  "libelled": "libeled",
-  "libelling": "libeling",
-  "libellous": "libelous",
-  "liberalisation": "liberalization",
-  "liberalise": "liberalize",
-  "liberalised": "liberalized",
-  "liberalises": "liberalizes",
-  "liberalising": "liberalizing",
-  "licence": "license",
-  "licenced": "licensed",
-  "licences": "licenses",
-  "licencing": "licensing",
-  "likeable": "likable",
-  "lionisation": "lionization",
-  "lionise": "lionize",
-  "lionised": "lionized",
-  "lionises": "lionizes",
-  "lionising": "lionizing",
-  "liquidise": "liquidize",
-  "liquidised": "liquidized",
-  "liquidiser": "liquidizer",
-  "liquidisers": "liquidizers",
-  "liquidises": "liquidizes",
-  "liquidising": "liquidizing",
-  "litre": "liter",
-  "litres": "liters",
-  "localise": "localize",
-  "localised": "localized",
-  "localises": "localizes",
-  "localising": "localizing",
-  "louvre": "louver",
-  "louvred": "louvered",
-  "louvres": "louvers",
-  "lustre": "luster",
-  "magnetise": "magnetize",
-  "magnetised": "magnetized",
-  "magnetises": "magnetizes",
-  "magnetising": "magnetizing",
-  "manoeuvrability": "maneuverability",
-  "manoeuvrable": "maneuverable",
-  "manoeuvre": "maneuver",
-  "manoeuvred": "maneuvered",
-  "manoeuvres": "maneuvers",
-  "manoeuvring": "maneuvering",
-  "manoeuvrings": "maneuverings",
-  "marginalisation": "marginalization",
-  "marginalise": "marginalize",
-  "marginalised": "marginalized",
-  "marginalises": "marginalizes",
-  "marginalising": "marginalizing",
-  "marshalled": "marshaled",
-  "marshalling": "marshaling",
-  "marvelled": "marveled",
-  "marvelling": "marveling",
-  "marvellous": "marvelous",
-  "marvellously": "marvelously",
-  "materialisation": "materialization",
-  "materialise": "materialize",
-  "materialised": "materialized",
-  "materialises": "materializes",
-  "materialising": "materializing",
-  "maximisation": "maximization",
-  "maximise": "maximize",
-  "maximised": "maximized",
-  "maximises": "maximizes",
-  "maximising": "maximizing",
-  "meagre": "meager",
-  "mechanisation": "mechanization",
-  "mechanise": "mechanize",
-  "mechanised": "mechanized",
-  "mechanises": "mechanizes",
-  "mechanising": "mechanizing",
-  "mediaeval": "medieval",
-  "memorialise": "memorialize",
-  "memorialised": "memorialized",
-  "memorialises": "memorializes",
-  "memorialising": "memorializing",
-  "memorise": "memorize",
-  "memorised": "memorized",
-  "memorises": "memorizes",
-  "memorising": "memorizing",
-  "mesmerise": "mesmerize",
-  "mesmerised": "mesmerized",
-  "mesmerises": "mesmerizes",
-  "mesmerising": "mesmerizing",
-  "metabolise": "metabolize",
-  "metabolised": "metabolized",
-  "metabolises": "metabolizes",
-  "metabolising": "metabolizing",
-  "metre": "meter",
-  "metres": "meters",
-  "mhm": "hmm",
-  "micrometre": "micrometer",
-  "micrometres": "micrometers",
-  "militarise": "militarize",
-  "militarised": "militarized",
-  "militarises": "militarizes",
-  "militarising": "militarizing",
-  "milligramme": "milligram",
-  "milligrammes": "milligrams",
-  "millilitre": "milliliter",
-  "millilitres": "milliliters",
-  "millimetre": "millimeter",
-  "millimetres": "millimeters",
-  "miniaturisation": "miniaturization",
-  "miniaturise": "miniaturize",
-  "miniaturised": "miniaturized",
-  "miniaturises": "miniaturizes",
-  "miniaturising": "miniaturizing",
-  "minibusses": "minibuses",
-  "minimise": "minimize",
-  "minimised": "minimized",
-  "minimises": "minimizes",
-  "minimising": "minimizing",
-  "misbehaviour": "misbehavior",
-  "misdemeanour": "misdemeanor",
-  "misdemeanours": "misdemeanors",
-  "misspelt": "misspelled",
-  "mitre": "miter",
-  "mitres": "miters",
-  "mm": "hmm",
-  "mmm": "hmm",
-  "mobilisation": "mobilization",
-  "mobilise": "mobilize",
-  "mobilised": "mobilized",
-  "mobilises": "mobilizes",
-  "mobilising": "mobilizing",
-  "modelled": "modeled",
-  "modeller": "modeler",
-  "modellers": "modelers",
-  "modelling": "modeling",
-  "modernise": "modernize",
-  "modernised": "modernized",
-  "modernises": "modernizes",
-  "modernising": "modernizing",
-  "moisturise": "moisturize",
-  "moisturised": "moisturized",
-  "moisturiser": "moisturizer",
-  "moisturisers": "moisturizers",
-  "moisturises": "moisturizes",
-  "moisturising": "moisturizing",
-  "monologue": "monolog",
-  "monologues": "monologs",
-  "monopolisation": "monopolization",
-  "monopolise": "monopolize",
-  "monopolised": "monopolized",
-  "monopolises": "monopolizes",
-  "monopolising": "monopolizing",
-  "moralise": "moralize",
-  "moralised": "moralized",
-  "moralises": "moralizes",
-  "moralising": "moralizing",
-  "motorised": "motorized",
-  "mould": "mold",
-  "moulded": "molded",
-  "moulder": "molder",
-  "mouldered": "moldered",
-  "mouldering": "moldering",
-  "moulders": "molders",
-  "mouldier": "moldier",
-  "mouldiest": "moldiest",
-  "moulding": "molding",
-  "mouldings": "moldings",
-  "moulds": "molds",
-  "mouldy": "moldy",
-  "moult": "molt",
-  "moulted": "molted",
-  "moulting": "molting",
-  "moults": "molts",
-  "moustache": "mustache",
-  "moustached": "mustached",
-  "moustaches": "mustaches",
-  "moustachioed": "mustachioed",
-  "multicoloured": "multicolored",
-  "nationalisation": "nationalization",
-  "nationalisations": "nationalizations",
-  "nationalise": "nationalize",
-  "nationalised": "nationalized",
-  "nationalises": "nationalizes",
-  "nationalising": "nationalizing",
-  "naturalisation": "naturalization",
-  "naturalise": "naturalize",
-  "naturalised": "naturalized",
-  "naturalises": "naturalizes",
-  "naturalising": "naturalizing",
-  "neighbour": "neighbor",
-  "neighbourhood": "neighborhood",
-  "neighbourhoods": "neighborhoods",
-  "neighbouring": "neighboring",
-  "neighbourliness": "neighborliness",
-  "neighbourly": "neighborly",
-  "neighbours": "neighbors",
-  "neutralisation": "neutralization",
-  "neutralise": "neutralize",
-  "neutralised": "neutralized",
-  "neutralises": "neutralizes",
-  "neutralising": "neutralizing",
-  "normalisation": "normalization",
-  "normalise": "normalize",
-  "normalised": "normalized",
-  "normalises": "normalizes",
-  "normalising": "normalizing",
-  "odour": "odor",
-  "odourless": "odorless",
-  "odours": "odors",
-  "oesophagus": "esophagus",
-  "oesophaguses": "esophaguses",
-  "oestrogen": "estrogen",
-  "offence": "offense",
-  "offences": "offenses",
-  "omelette": "omelet",
-  "omelettes": "omelets",
-  "optimise": "optimize",
-  "optimised": "optimized",
-  "optimises": "optimizes",
-  "optimising": "optimizing",
-  "organisation": "organization",
-  "organisational": "organizational",
-  "organisations": "organizations",
-  "organise": "organize",
-  "organised": "organized",
-  "organiser": "organizer",
-  "organisers": "organizers",
-  "organises": "organizes",
-  "organising": "organizing",
-  "orthopaedic": "orthopedic",
-  "orthopaedics": "orthopedics",
-  "ostracise": "ostracize",
-  "ostracised": "ostracized",
-  "ostracises": "ostracizes",
-  "ostracising": "ostracizing",
-  "outmanoeuvre": "outmaneuver",
-  "outmanoeuvred": "outmaneuvered",
-  "outmanoeuvres": "outmaneuvers",
-  "outmanoeuvring": "outmaneuvering",
-  "overemphasise": "overemphasize",
-  "overemphasised": "overemphasized",
-  "overemphasises": "overemphasizes",
-  "overemphasising": "overemphasizing",
-  "oxidisation": "oxidization",
-  "oxidise": "oxidize",
-  "oxidised": "oxidized",
-  "oxidises": "oxidizes",
-  "oxidising": "oxidizing",
-  "paederast": "pederast",
-  "paederasts": "pederasts",
-  "paediatric": "pediatric",
-  "paediatrician": "pediatrician",
-  "paediatricians": "pediatricians",
-  "paediatrics": "pediatrics",
-  "paedophile": "pedophile",
-  "paedophiles": "pedophiles",
-  "paedophilia": "pedophilia",
-  "palaeolithic": "paleolithic",
-  "palaeontologist": "paleontologist",
-  "palaeontologists": "paleontologists",
-  "palaeontology": "paleontology",
-  "panelled": "paneled",
-  "panelling": "paneling",
-  "panellist": "panelist",
-  "panellists": "panelists",
-  "paralyse": "paralyze",
-  "paralysed": "paralyzed",
-  "paralyses": "paralyzes",
-  "paralysing": "paralyzing",
-  "parcelled": "parceled",
-  "parcelling": "parceling",
-  "parlour": "parlor",
-  "parlours": "parlors",
-  "particularise": "particularize",
-  "particularised": "particularized",
-  "particularises": "particularizes",
-  "particularising": "particularizing",
-  "passivisation": "passivization",
-  "passivise": "passivize",
-  "passivised": "passivized",
-  "passivises": "passivizes",
-  "passivising": "passivizing",
-  "pasteurisation": "pasteurization",
-  "pasteurise": "pasteurize",
-  "pasteurised": "pasteurized",
-  "pasteurises": "pasteurizes",
-  "pasteurising": "pasteurizing",
-  "patronise": "patronize",
-  "patronised": "patronized",
-  "patronises": "patronizes",
-  "patronising": "patronizing",
-  "patronisingly": "patronizingly",
-  "pedalled": "pedaled",
-  "pedalling": "pedaling",
-  "pedestrianisation": "pedestrianization",
-  "pedestrianise": "pedestrianize",
-  "pedestrianised": "pedestrianized",
-  "pedestrianises": "pedestrianizes",
-  "pedestrianising": "pedestrianizing",
-  "penalise": "penalize",
-  "penalised": "penalized",
-  "penalises": "penalizes",
-  "penalising": "penalizing",
-  "pencilled": "penciled",
-  "pencilling": "penciling",
-  "personalise": "personalize",
-  "personalised": "personalized",
-  "personalises": "personalizes",
-  "personalising": "personalizing",
-  "pharmacopoeia": "pharmacopeia",
-  "pharmacopoeias": "pharmacopeias",
-  "philosophise": "philosophize",
-  "philosophised": "philosophized",
-  "philosophises": "philosophizes",
-  "philosophising": "philosophizing",
-  "philtre": "filter",
-  "philtres": "filters",
-  "phoney": "phony",
-  "plagiarise": "plagiarize",
-  "plagiarised": "plagiarized",
-  "plagiarises": "plagiarizes",
-  "plagiarising": "plagiarizing",
-  "plough": "plow",
-  "ploughed": "plowed",
-  "ploughing": "plowing",
-  "ploughman": "plowman",
-  "ploughmen": "plowmen",
-  "ploughs": "plows",
-  "ploughshare": "plowshare",
-  "ploughshares": "plowshares",
-  "polarisation": "polarization",
-  "polarise": "polarize",
-  "polarised": "polarized",
-  "polarises": "polarizes",
-  "polarising": "polarizing",
-  "politicisation": "politicization",
-  "politicise": "politicize",
-  "politicised": "politicized",
-  "politicises": "politicizes",
-  "politicising": "politicizing",
-  "popularisation": "popularization",
-  "popularise": "popularize",
-  "popularised": "popularized",
-  "popularises": "popularizes",
-  "popularising": "popularizing",
-  "pouffe": "pouf",
-  "pouffes": "poufs",
-  "practise": "practice",
-  "practised": "practiced",
-  "practises": "practices",
-  "practising": "practicing",
-  "praesidium": "presidium",
-  "praesidiums": "presidiums",
-  "pressurisation": "pressurization",
-  "pressurise": "pressurize",
-  "pressurised": "pressurized",
-  "pressurises": "pressurizes",
-  "pressurising": "pressurizing",
-  "pretence": "pretense",
-  "pretences": "pretenses",
-  "primaeval": "primeval",
-  "prioritisation": "prioritization",
-  "prioritise": "prioritize",
-  "prioritised": "prioritized",
-  "prioritises": "prioritizes",
-  "prioritising": "prioritizing",
-  "privatisation": "privatization",
-  "privatisations": "privatizations",
-  "privatise": "privatize",
-  "privatised": "privatized",
-  "privatises": "privatizes",
-  "privatising": "privatizing",
-  "professionalisation": "professionalization",
-  "professionalise": "professionalize",
-  "professionalised": "professionalized",
-  "professionalises": "professionalizes",
-  "professionalising": "professionalizing",
-  "programme": "program",
-  "programmes": "programs",
-  "prologue": "prolog",
-  "prologues": "prologs",
-  "propagandise": "propagandize",
-  "propagandised": "propagandized",
-  "propagandises": "propagandizes",
-  "propagandising": "propagandizing",
-  "proselytise": "proselytize",
-  "proselytised": "proselytized",
-  "proselytiser": "proselytizer",
-  "proselytisers": "proselytizers",
-  "proselytises": "proselytizes",
-  "proselytising": "proselytizing",
-  "psychoanalyse": "psychoanalyze",
-  "psychoanalysed": "psychoanalyzed",
-  "psychoanalyses": "psychoanalyzes",
-  "psychoanalysing": "psychoanalyzing",
-  "publicise": "publicize",
-  "publicised": "publicized",
-  "publicises": "publicizes",
-  "publicising": "publicizing",
-  "pulverisation": "pulverization",
-  "pulverise": "pulverize",
-  "pulverised": "pulverized",
-  "pulverises": "pulverizes",
-  "pulverising": "pulverizing",
-  "pummelled": "pummel",
-  "pummelling": "pummeled",
-  "pyjama": "pajama",
-  "pyjamas": "pajamas",
-  "pzazz": "pizzazz",
-  "quarrelled": "quarreled",
-  "quarrelling": "quarreling",
-  "radicalise": "radicalize",
-  "radicalised": "radicalized",
-  "radicalises": "radicalizes",
-  "radicalising": "radicalizing",
-  "rancour": "rancor",
-  "randomise": "randomize",
-  "randomised": "randomized",
-  "randomises": "randomizes",
-  "randomising": "randomizing",
-  "rationalisation": "rationalization",
-  "rationalisations": "rationalizations",
-  "rationalise": "rationalize",
-  "rationalised": "rationalized",
-  "rationalises": "rationalizes",
-  "rationalising": "rationalizing",
-  "ravelled": "raveled",
-  "ravelling": "raveling",
-  "realisable": "realizable",
-  "realisation": "realization",
-  "realisations": "realizations",
-  "realise": "realize",
-  "realised": "realized",
-  "realises": "realizes",
-  "realising": "realizing",
-  "recognisable": "recognizable",
-  "recognisably": "recognizably",
-  "recognisance": "recognizance",
-  "recognise": "recognize",
-  "recognised": "recognized",
-  "recognises": "recognizes",
-  "recognising": "recognizing",
-  "reconnoitre": "reconnoiter",
-  "reconnoitred": "reconnoitered",
-  "reconnoitres": "reconnoiters",
-  "reconnoitring": "reconnoitering",
-  "refuelled": "refueled",
-  "refuelling": "refueling",
-  "regularisation": "regularization",
-  "regularise": "regularize",
-  "regularised": "regularized",
-  "regularises": "regularizes",
-  "regularising": "regularizing",
-  "remodelled": "remodeled",
-  "remodelling": "remodeling",
-  "remould": "remold",
-  "remoulded": "remolded",
-  "remoulding": "remolding",
-  "remoulds": "remolds",
-  "reorganisation": "reorganization",
-  "reorganisations": "reorganizations",
-  "reorganise": "reorganize",
-  "reorganised": "reorganized",
-  "reorganises": "reorganizes",
-  "reorganising": "reorganizing",
-  "revelled": "reveled",
-  "reveller": "reveler",
-  "revellers": "revelers",
-  "revelling": "reveling",
-  "revitalise": "revitalize",
-  "revitalised": "revitalized",
-  "revitalises": "revitalizes",
-  "revitalising": "revitalizing",
-  "revolutionise": "revolutionize",
-  "revolutionised": "revolutionized",
-  "revolutionises": "revolutionizes",
-  "revolutionising": "revolutionizing",
-  "rhapsodise": "rhapsodize",
-  "rhapsodised": "rhapsodized",
-  "rhapsodises": "rhapsodizes",
-  "rhapsodising": "rhapsodizing",
-  "rigour": "rigor",
-  "rigours": "rigors",
-  "ritualised": "ritualized",
-  "rivalled": "rivaled",
-  "rivalling": "rivaling",
-  "romanticise": "romanticize",
-  "romanticised": "romanticized",
-  "romanticises": "romanticizes",
-  "romanticising": "romanticizing",
-  "rumour": "rumor",
-  "rumoured": "rumored",
-  "rumours": "rumors",
-  "sabre": "saber",
-  "sabres": "sabers",
-  "saltpetre": "saltpeter",
-  "sanitise": "sanitize",
-  "sanitised": "sanitized",
-  "sanitises": "sanitizes",
-  "sanitising": "sanitizing",
-  "satirise": "satirize",
-  "satirised": "satirized",
-  "satirises": "satirizes",
-  "satirising": "satirizing",
-  "saviour": "savior",
-  "saviours": "saviors",
-  "savour": "savor",
-  "savoured": "savored",
-  "savouries": "savories",
-  "savouring": "savoring",
-  "savours": "savors",
-  "savoury": "savory",
-  "scandalise": "scandalize",
-  "scandalised": "scandalized",
-  "scandalises": "scandalizes",
-  "scandalising": "scandalizing",
-  "sceptic": "skeptic",
-  "sceptical": "skeptical",
-  "sceptically": "skeptically",
-  "scepticism": "skepticism",
-  "sceptics": "skeptics",
-  "sceptre": "scepter",
-  "sceptres": "scepters",
-  "scrutinise": "scrutinize",
-  "scrutinised": "scrutinized",
-  "scrutinises": "scrutinizes",
-  "scrutinising": "scrutinizing",
-  "secularisation": "secularization",
-  "secularise": "secularize",
-  "secularised": "secularized",
-  "secularises": "secularizes",
-  "secularising": "secularizing",
-  "sensationalise": "sensationalize",
-  "sensationalised": "sensationalized",
-  "sensationalises": "sensationalizes",
-  "sensationalising": "sensationalizing",
-  "sensitise": "sensitize",
-  "sensitised": "sensitized",
-  "sensitises": "sensitizes",
-  "sensitising": "sensitizing",
-  "sentimentalise": "sentimentalize",
-  "sentimentalised": "sentimentalized",
-  "sentimentalises": "sentimentalizes",
-  "sentimentalising": "sentimentalizing",
-  "sepulchre": "sepulcher",
-  "sepulchres": "sepulchers",
-  "serialisation": "serialization",
-  "serialisations": "serializations",
-  "serialise": "serialize",
-  "serialised": "serialized",
-  "serialises": "serializes",
-  "serialising": "serializing",
-  "sermonise": "sermonize",
-  "sermonised": "sermonized",
-  "sermonises": "sermonizes",
-  "sermonising": "sermonizing",
-  "sheikh": "sheik",
-  "shovelled": "shoveled",
-  "shovelling": "shoveling",
-  "shrivelled": "shriveled",
-  "shrivelling": "shriveling",
-  "signalise": "signalize",
-  "signalised": "signalized",
-  "signalises": "signalizes",
-  "signalising": "signalizing",
-  "signalled": "signaled",
-  "signalling": "signaling",
-  "smoulder": "smolder",
-  "smouldered": "smoldered",
-  "smouldering": "smoldering",
-  "smoulders": "smolders",
-  "snivelled": "sniveled",
-  "snivelling": "sniveling",
-  "snorkelled": "snorkeled",
-  "snorkelling": "snorkeling",
-  "snowplough": "snowplow",
-  "snowploughs": "snowplow",
-  "socialisation": "socialization",
-  "socialise": "socialize",
-  "socialised": "socialized",
-  "socialises": "socializes",
-  "socialising": "socializing",
-  "sodomise": "sodomize",
-  "sodomised": "sodomized",
-  "sodomises": "sodomizes",
-  "sodomising": "sodomizing",
-  "solemnise": "solemnize",
-  "solemnised": "solemnized",
-  "solemnises": "solemnizes",
-  "solemnising": "solemnizing",
-  "sombre": "somber",
-  "specialisation": "specialization",
-  "specialisations": "specializations",
-  "specialise": "specialize",
-  "specialised": "specialized",
-  "specialises": "specializes",
-  "specialising": "specializing",
-  "spectre": "specter",
-  "spectres": "specters",
-  "spiralled": "spiraled",
-  "spiralling": "spiraling",
-  "splendour": "splendor",
-  "splendours": "splendors",
-  "squirrelled": "squirreled",
-  "squirrelling": "squirreling",
-  "stabilisation": "stabilization",
-  "stabilise": "stabilize",
-  "stabilised": "stabilized",
-  "stabiliser": "stabilizer",
-  "stabilisers": "stabilizers",
-  "stabilises": "stabilizes",
-  "stabilising": "stabilizing",
-  "standardisation": "standardization",
-  "standardise": "standardize",
-  "standardised": "standardized",
-  "standardises": "standardizes",
-  "standardising": "standardizing",
-  "stencilled": "stenciled",
-  "stencilling": "stenciling",
-  "sterilisation": "sterilization",
-  "sterilisations": "sterilizations",
-  "sterilise": "sterilize",
-  "sterilised": "sterilized",
-  "steriliser": "sterilizer",
-  "sterilisers": "sterilizers",
-  "sterilises": "sterilizes",
-  "sterilising": "sterilizing",
-  "stigmatisation": "stigmatization",
-  "stigmatise": "stigmatize",
-  "stigmatised": "stigmatized",
-  "stigmatises": "stigmatizes",
-  "stigmatising": "stigmatizing",
-  "storey": "story",
-  "storeys": "stories",
-  "subsidisation": "subsidization",
-  "subsidise": "subsidize",
-  "subsidised": "subsidized",
-  "subsidiser": "subsidizer",
-  "subsidisers": "subsidizers",
-  "subsidises": "subsidizes",
-  "subsidising": "subsidizing",
-  "succour": "succor",
-  "succoured": "succored",
-  "succouring": "succoring",
-  "succours": "succors",
-  "sulphate": "sulfate",
-  "sulphates": "sulfates",
-  "sulphide": "sulfide",
-  "sulphides": "sulfides",
-  "sulphur": "sulfur",
-  "sulphurous": "sulfurous",
-  "summarise": "summarize",
-  "summarised": "summarized",
-  "summarises": "summarizes",
-  "summarising": "summarizing",
-  "swivelled": "swiveled",
-  "swivelling": "swiveling",
-  "symbolise": "symbolize",
-  "symbolised": "symbolized",
-  "symbolises": "symbolizes",
-  "symbolising": "symbolizing",
-  "sympathise": "sympathize",
-  "sympathised": "sympathized",
-  "sympathiser": "sympathizer",
-  "sympathisers": "sympathizers",
-  "sympathises": "sympathizes",
-  "sympathising": "sympathizing",
-  "synchronisation": "synchronization",
-  "synchronise": "synchronize",
-  "synchronised": "synchronized",
-  "synchronises": "synchronizes",
-  "synchronising": "synchronizing",
-  "synthesise": "synthesize",
-  "synthesised": "synthesized",
-  "synthesiser": "synthesizer",
-  "synthesisers": "synthesizers",
-  "synthesises": "synthesizes",
-  "synthesising": "synthesizing",
-  "syphon": "siphon",
-  "syphoned": "siphoned",
-  "syphoning": "siphoning",
-  "syphons": "siphons",
-  "systematisation": "systematization",
-  "systematise": "systematize",
-  "systematised": "systematized",
-  "systematises": "systematizes",
-  "systematising": "systematizing",
-  "tantalise": "tantalize",
-  "tantalised": "tantalized",
-  "tantalises": "tantalizes",
-  "tantalising": "tantalizing",
-  "tantalisingly": "tantalizingly",
-  "tasselled": "tasseled",
-  "technicolour": "technicolor",
-  "temporise": "temporize",
-  "temporised": "temporized",
-  "temporises": "temporizes",
-  "temporising": "temporizing",
-  "tenderise": "tenderize",
-  "tenderised": "tenderized",
-  "tenderises": "tenderizes",
-  "tenderising": "tenderizing",
-  "terrorise": "terrorize",
-  "terrorised": "terrorized",
-  "terrorises": "terrorizes",
-  "terrorising": "terrorizing",
-  "theatre": "theater",
-  "theatregoer": "theatergoer",
-  "theatregoers": "theatergoers",
-  "theatres": "theaters",
-  "theorise": "theorize",
-  "theorised": "theorized",
-  "theorises": "theorizes",
-  "theorising": "theorizing",
-  "tonne": "ton",
-  "tonnes": "tons",
-  "towelled": "toweled",
-  "towelling": "toweling",
-  "toxaemia": "toxemia",
-  "tranquillise": "tranquilize",
-  "tranquillised": "tranquilized",
-  "tranquilliser": "tranquilizer",
-  "tranquillisers": "tranquilizers",
-  "tranquillises": "tranquilizes",
-  "tranquillising": "tranquilizing",
-  "tranquillity": "tranquility",
-  "tranquillize": "tranquilize",
-  "tranquillized": "tranquilized",
-  "tranquillizer": "tranquilizer",
-  "tranquillizers": "tranquilizers",
-  "tranquillizes": "tranquilizes",
-  "tranquillizing": "tranquilizing",
-  "tranquilly": "tranquility",
-  "transistorised": "transistorized",
-  "traumatise": "traumatize",
-  "traumatised": "traumatized",
-  "traumatises": "traumatizes",
-  "traumatising": "traumatizing",
-  "travelled": "traveled",
-  "traveller": "traveler",
-  "travellers": "travelers",
-  "travelling": "traveling",
-  "travelog": "travelogue",
-  "travelogs": "travelogues",
-  "trialled": "trialed",
-  "trialling": "trialing",
-  "tricolour": "tricolor",
-  "tricolours": "tricolors",
-  "trivialise": "trivialize",
-  "trivialised": "trivialized",
-  "trivialises": "trivializes",
-  "trivialising": "trivializing",
-  "tumour": "tumor",
-  "tumours": "tumors",
-  "tunnelled": "tunneled",
-  "tunnelling": "tunneling",
-  "tyrannise": "tyrannize",
-  "tyrannised": "tyrannized",
-  "tyrannises": "tyrannizes",
-  "tyrannising": "tyrannizing",
-  "tyre": "tire",
-  "tyres": "tires",
-  "unauthorised": "unauthorized",
-  "uncivilised": "uncivilized",
-  "underutilised": "underutilized",
-  "unequalled": "unequaled",
-  "unfavourable": "unfavorable",
-  "unfavourably": "unfavorably",
-  "unionisation": "unionization",
-  "unionise": "unionize",
-  "unionised": "unionized",
-  "unionises": "unionizes",
-  "unionising": "unionizing",
-  "unorganised": "unorganized",
-  "unravelled": "unraveled",
-  "unravelling": "unraveling",
-  "unrecognisable": "unrecognizable",
-  "unrecognised": "unrecognized",
-  "unrivalled": "unrivaled",
-  "unsavoury": "unsavory",
-  "untrammelled": "untrammeled",
-  "urbanisation": "urbanization",
-  "urbanise": "urbanize",
-  "urbanised": "urbanized",
-  "urbanises": "urbanizes",
-  "urbanising": "urbanizing",
-  "utilisable": "utilizable",
-  "utilisation": "utilization",
-  "utilise": "utilize",
-  "utilised": "utilized",
-  "utilises": "utilizes",
-  "utilising": "utilizing",
-  "valour": "valor",
-  "vandalise": "vandalize",
-  "vandalised": "vandalized",
-  "vandalises": "vandalizes",
-  "vandalising": "vandalizing",
-  "vaporisation": "vaporization",
-  "vaporise": "vaporize",
-  "vaporised": "vaporized",
-  "vaporises": "vaporizes",
-  "vaporising": "vaporizing",
-  "vapour": "vapor",
-  "vapours": "vapors",
-  "verbalise": "verbalize",
-  "verbalised": "verbalized",
-  "verbalises": "verbalizes",
-  "verbalising": "verbalizing",
-  "victimisation": "victimization",
-  "victimise": "victimize",
-  "victimised": "victimized",
-  "victimises": "victimizes",
-  "victimising": "victimizing",
-  "videodisc": "videodisk",
-  "videodiscs": "videodisks",
-  "vigour": "vigor",
-  "visualisation": "visualization",
-  "visualisations": "visualizations",
-  "visualise": "visualize",
-  "visualised": "visualized",
-  "visualises": "visualizes",
-  "visualising": "visualizing",
-  "vocalisation": "vocalization",
-  "vocalisations": "vocalizations",
-  "vocalise": "vocalize",
-  "vocalised": "vocalized",
-  "vocalises": "vocalizes",
-  "vocalising": "vocalizing",
-  "vulcanised": "vulcanized",
-  "vulgarisation": "vulgarization",
-  "vulgarise": "vulgarize",
-  "vulgarised": "vulgarized",
-  "vulgarises": "vulgarizes",
-  "vulgarising": "vulgarizing",
-  "waggon": "wagon",
-  "waggons": "wagons",
-  "watercolour": "watercolor",
-  "watercolours": "watercolors",
-  "weaselled": "weaseled",
-  "weaselling": "weaseling",
-  "westernisation": "westernization",
-  "westernise": "westernize",
-  "westernised": "westernized",
-  "westernises": "westernizes",
-  "westernising": "westernizing",
-  "womanise": "womanize",
-  "womanised": "womanized",
-  "womaniser": "womanizer",
-  "womanisers": "womanizers",
-  "womanises": "womanizes",
-  "womanising": "womanizing",
-  "woollen": "woolen",
-  "woollens": "woolens",
-  "woollies": "woolies",
-  "woolly": "wooly",
-  "worshipped": "worshiped",
-  "worshipper": "worshiper",
-  "worshipping": "worshiping",
-  "yodelled": "yodeled",
-  "yodelling": "yodeling",
-  "yoghourt": "yogurt",
-  "yoghourts": "yogurts",
-  "yoghurt": "yogurt",
-  "yoghurts": "yogurts"
-}
diff --git a/checkpoint-3000/optimizer.pt b/checkpoint-3000/optimizer.pt
deleted file mode 100644
index ae8b6b1470e57f74f7dcc6257d7e5119b70518e2..0000000000000000000000000000000000000000
--- a/checkpoint-3000/optimizer.pt
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:80abade24d3934160a28ddacdf628f9e4f189a0c8eb7aea7ff71608389ee03d4
-size 6111428695
diff --git a/checkpoint-3000/preprocessor_config.json b/checkpoint-3000/preprocessor_config.json
deleted file mode 100644
index c2048dfa9fd94a052e62e908d2c4dfb18534b4d2..0000000000000000000000000000000000000000
--- a/checkpoint-3000/preprocessor_config.json
+++ /dev/null
@@ -1,16256 +0,0 @@
-{
-  "chunk_length": 30,
-  "feature_extractor_type": "WhisperFeatureExtractor",
-  "feature_size": 80,
-  "hop_length": 160,
-  "mel_filters": [
-    [
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diff --git a/checkpoint-4000/added_tokens.json b/checkpoint-4000/added_tokens.json
deleted file mode 100644
index 47e9dd31523ecea227504afad3870da1cfe5ad81..0000000000000000000000000000000000000000
--- a/checkpoint-4000/added_tokens.json
+++ /dev/null
@@ -1,109 +0,0 @@
-{
-  "<|af|>": 50327,
-  "<|am|>": 50334,
-  "<|ar|>": 50272,
-  "<|as|>": 50350,
-  "<|az|>": 50304,
-  "<|ba|>": 50355,
-  "<|be|>": 50330,
-  "<|bg|>": 50292,
-  "<|bn|>": 50302,
-  "<|bo|>": 50347,
-  "<|br|>": 50309,
-  "<|bs|>": 50315,
-  "<|ca|>": 50270,
-  "<|cs|>": 50283,
-  "<|cy|>": 50297,
-  "<|da|>": 50285,
-  "<|de|>": 50261,
-  "<|el|>": 50281,
-  "<|endoftext|>": 50257,
-  "<|en|>": 50259,
-  "<|es|>": 50262,
-  "<|et|>": 50307,
-  "<|eu|>": 50310,
-  "<|fa|>": 50300,
-  "<|fi|>": 50277,
-  "<|fo|>": 50338,
-  "<|fr|>": 50265,
-  "<|gl|>": 50319,
-  "<|gu|>": 50333,
-  "<|haw|>": 50352,
-  "<|ha|>": 50354,
-  "<|hi|>": 50276,
-  "<|hr|>": 50291,
-  "<|ht|>": 50339,
-  "<|hu|>": 50286,
-  "<|hy|>": 50312,
-  "<|id|>": 50275,
-  "<|is|>": 50311,
-  "<|it|>": 50274,
-  "<|iw|>": 50279,
-  "<|ja|>": 50266,
-  "<|jw|>": 50356,
-  "<|ka|>": 50329,
-  "<|kk|>": 50316,
-  "<|km|>": 50323,
-  "<|kn|>": 50306,
-  "<|ko|>": 50264,
-  "<|la|>": 50294,
-  "<|lb|>": 50345,
-  "<|ln|>": 50353,
-  "<|lo|>": 50336,
-  "<|lt|>": 50293,
-  "<|lv|>": 50301,
-  "<|mg|>": 50349,
-  "<|mi|>": 50295,
-  "<|mk|>": 50308,
-  "<|ml|>": 50296,
-  "<|mn|>": 50314,
-  "<|mr|>": 50320,
-  "<|ms|>": 50282,
-  "<|mt|>": 50343,
-  "<|my|>": 50346,
-  "<|ne|>": 50313,
-  "<|nl|>": 50271,
-  "<|nn|>": 50342,
-  "<|nocaptions|>": 50362,
-  "<|notimestamps|>": 50363,
-  "<|no|>": 50288,
-  "<|oc|>": 50328,
-  "<|pa|>": 50321,
-  "<|pl|>": 50269,
-  "<|ps|>": 50340,
-  "<|pt|>": 50267,
-  "<|ro|>": 50284,
-  "<|ru|>": 50263,
-  "<|sa|>": 50344,
-  "<|sd|>": 50332,
-  "<|si|>": 50322,
-  "<|sk|>": 50298,
-  "<|sl|>": 50305,
-  "<|sn|>": 50324,
-  "<|so|>": 50326,
-  "<|sq|>": 50317,
-  "<|sr|>": 50303,
-  "<|startoflm|>": 50360,
-  "<|startofprev|>": 50361,
-  "<|startoftranscript|>": 50258,
-  "<|su|>": 50357,
-  "<|sv|>": 50273,
-  "<|sw|>": 50318,
-  "<|ta|>": 50287,
-  "<|te|>": 50299,
-  "<|tg|>": 50331,
-  "<|th|>": 50289,
-  "<|tk|>": 50341,
-  "<|tl|>": 50348,
-  "<|transcribe|>": 50359,
-  "<|translate|>": 50358,
-  "<|tr|>": 50268,
-  "<|tt|>": 50351,
-  "<|uk|>": 50280,
-  "<|ur|>": 50290,
-  "<|uz|>": 50337,
-  "<|vi|>": 50278,
-  "<|yi|>": 50335,
-  "<|yo|>": 50325,
-  "<|zh|>": 50260
-}
diff --git a/checkpoint-4000/config.json b/checkpoint-4000/config.json
deleted file mode 100644
index 64134276da5f5a8970ae75c8b2cd16e8cdc8e851..0000000000000000000000000000000000000000
--- a/checkpoint-4000/config.json
+++ /dev/null
@@ -1,42 +0,0 @@
-{
-  "_name_or_path": "emilios/whisper-medium-el",
-  "activation_dropout": 0.0,
-  "activation_function": "gelu",
-  "architectures": [
-    "WhisperForConditionalGeneration"
-  ],
-  "attention_dropout": 0.0,
-  "begin_suppress_tokens": [
-    220,
-    50257
-  ],
-  "bos_token_id": 50257,
-  "d_model": 1024,
-  "decoder_attention_heads": 16,
-  "decoder_ffn_dim": 4096,
-  "decoder_layerdrop": 0.0,
-  "decoder_layers": 24,
-  "decoder_start_token_id": 50258,
-  "dropout": 0.1,
-  "encoder_attention_heads": 16,
-  "encoder_ffn_dim": 4096,
-  "encoder_layerdrop": 0.0,
-  "encoder_layers": 24,
-  "eos_token_id": 50257,
-  "forced_decoder_ids": null,
-  "init_std": 0.02,
-  "is_encoder_decoder": true,
-  "max_length": 448,
-  "max_source_positions": 1500,
-  "max_target_positions": 448,
-  "model_type": "whisper",
-  "num_hidden_layers": 24,
-  "num_mel_bins": 80,
-  "pad_token_id": 50257,
-  "scale_embedding": false,
-  "suppress_tokens": [],
-  "torch_dtype": "float32",
-  "transformers_version": "4.26.0.dev0",
-  "use_cache": false,
-  "vocab_size": 51865
-}
diff --git a/checkpoint-4000/merges.txt b/checkpoint-4000/merges.txt
deleted file mode 100644
index 3a00c89ee5e8ae0cb159a6ec838843fb2266fac6..0000000000000000000000000000000000000000
--- a/checkpoint-4000/merges.txt
+++ /dev/null
@@ -1,50000 +0,0 @@
-#version: 0.2
-Ġ a
-Ġt h
-i n
-e r
-Ġ w
-Ġ s
-o u
-Ġth e
-r e
-o n
-a t
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-Ġ b
-n d
-Ġ d
-Ġ m
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diff --git a/checkpoint-4000/normalizer.json b/checkpoint-4000/normalizer.json
deleted file mode 100644
index dd6ae819ad738ac1a546e9f9282ef325c33b9ea0..0000000000000000000000000000000000000000
--- a/checkpoint-4000/normalizer.json
+++ /dev/null
@@ -1,1742 +0,0 @@
-{
-  "accessorise": "accessorize",
-  "accessorised": "accessorized",
-  "accessorises": "accessorizes",
-  "accessorising": "accessorizing",
-  "acclimatisation": "acclimatization",
-  "acclimatise": "acclimatize",
-  "acclimatised": "acclimatized",
-  "acclimatises": "acclimatizes",
-  "acclimatising": "acclimatizing",
-  "accoutrements": "accouterments",
-  "aeon": "eon",
-  "aeons": "eons",
-  "aerogramme": "aerogram",
-  "aerogrammes": "aerograms",
-  "aeroplane": "airplane",
-  "aeroplanes": "airplanes",
-  "aesthete": "esthete",
-  "aesthetes": "esthetes",
-  "aesthetic": "esthetic",
-  "aesthetically": "esthetically",
-  "aesthetics": "esthetics",
-  "aetiology": "etiology",
-  "ageing": "aging",
-  "aggrandisement": "aggrandizement",
-  "agonise": "agonize",
-  "agonised": "agonized",
-  "agonises": "agonizes",
-  "agonising": "agonizing",
-  "agonisingly": "agonizingly",
-  "almanack": "almanac",
-  "almanacks": "almanacs",
-  "aluminium": "aluminum",
-  "amortisable": "amortizable",
-  "amortisation": "amortization",
-  "amortisations": "amortizations",
-  "amortise": "amortize",
-  "amortised": "amortized",
-  "amortises": "amortizes",
-  "amortising": "amortizing",
-  "amphitheatre": "amphitheater",
-  "amphitheatres": "amphitheaters",
-  "anaemia": "anemia",
-  "anaemic": "anemic",
-  "anaesthesia": "anesthesia",
-  "anaesthetic": "anesthetic",
-  "anaesthetics": "anesthetics",
-  "anaesthetise": "anesthetize",
-  "anaesthetised": "anesthetized",
-  "anaesthetises": "anesthetizes",
-  "anaesthetising": "anesthetizing",
-  "anaesthetist": "anesthetist",
-  "anaesthetists": "anesthetists",
-  "anaesthetize": "anesthetize",
-  "anaesthetized": "anesthetized",
-  "anaesthetizes": "anesthetizes",
-  "anaesthetizing": "anesthetizing",
-  "analogue": "analog",
-  "analogues": "analogs",
-  "analyse": "analyze",
-  "analysed": "analyzed",
-  "analyses": "analyzes",
-  "analysing": "analyzing",
-  "anglicise": "anglicize",
-  "anglicised": "anglicized",
-  "anglicises": "anglicizes",
-  "anglicising": "anglicizing",
-  "annualised": "annualized",
-  "antagonise": "antagonize",
-  "antagonised": "antagonized",
-  "antagonises": "antagonizes",
-  "antagonising": "antagonizing",
-  "apologise": "apologize",
-  "apologised": "apologized",
-  "apologises": "apologizes",
-  "apologising": "apologizing",
-  "appal": "appall",
-  "appals": "appalls",
-  "appetiser": "appetizer",
-  "appetisers": "appetizers",
-  "appetising": "appetizing",
-  "appetisingly": "appetizingly",
-  "arbour": "arbor",
-  "arbours": "arbors",
-  "archaeologically": "archeologically",
-  "archaeologist": "archeologist",
-  "archaeologists": "archeologists",
-  "archaeology": "archeology</span>",
-  "archeological": "archaeological",
-  "ardour": "ardor",
-  "armour": "armor",
-  "armoured": "armored",
-  "armourer": "armorer",
-  "armourers": "armorers",
-  "armouries": "armories",
-  "armoury": "armory",
-  "artefact": "artifact",
-  "artefacts": "artifacts",
-  "authorise": "authorize",
-  "authorised": "authorized",
-  "authorises": "authorizes",
-  "authorising": "authorizing",
-  "axe": "ax",
-  "backpedalled": "backpedaled",
-  "backpedalling": "backpedaling",
-  "bannister": "banister",
-  "bannisters": "banisters",
-  "baptise": "baptize",
-  "baptised": "baptized",
-  "baptises": "baptizes",
-  "baptising": "baptizing",
-  "bastardise": "bastardize",
-  "bastardised": "bastardized",
-  "bastardises": "bastardizes",
-  "bastardising": "bastardizing",
-  "battleax": "battleaxe",
-  "baulk": "balk",
-  "baulked": "balked",
-  "baulking": "balking",
-  "baulks": "balks",
-  "bedevilled": "bedeviled",
-  "bedevilling": "bedeviling",
-  "behaviour": "behavior",
-  "behavioural": "behavioral",
-  "behaviourism": "behaviorism",
-  "behaviourist": "behaviorist",
-  "behaviourists": "behaviorists",
-  "behaviours": "behaviors",
-  "behove": "behoove",
-  "behoved": "behooved",
-  "behoves": "behooves",
-  "bejewelled": "bejeweled",
-  "belabour": "belabor",
-  "belaboured": "belabored",
-  "belabouring": "belaboring",
-  "belabours": "belabors",
-  "bevelled": "beveled",
-  "bevvies": "bevies",
-  "bevvy": "bevy",
-  "biassed": "biased",
-  "biassing": "biasing",
-  "bingeing": "binging",
-  "bougainvillaea": "bougainvillea",
-  "bougainvillaeas": "bougainvilleas",
-  "bowdlerise": "bowdlerize",
-  "bowdlerised": "bowdlerized",
-  "bowdlerises": "bowdlerizes",
-  "bowdlerising": "bowdlerizing",
-  "breathalyse": "breathalyze",
-  "breathalysed": "breathalyzed",
-  "breathalyser": "breathalyzer",
-  "breathalysers": "breathalyzers",
-  "breathalyses": "breathalyzes",
-  "breathalysing": "breathalyzing",
-  "brutalise": "brutalize",
-  "brutalised": "brutalized",
-  "brutalises": "brutalizes",
-  "brutalising": "brutalizing",
-  "busses": "buses",
-  "bussing": "busing",
-  "caesarean": "cesarean",
-  "caesareans": "cesareans",
-  "calibre": "caliber",
-  "calibres": "calibers",
-  "calliper": "caliper",
-  "callipers": "calipers",
-  "callisthenics": "calisthenics",
-  "canalise": "canalize",
-  "canalised": "canalized",
-  "canalises": "canalizes",
-  "canalising": "canalizing",
-  "cancelation": "cancellation",
-  "cancelations": "cancellations",
-  "cancelled": "canceled",
-  "cancelling": "canceling",
-  "candour": "candor",
-  "cannibalise": "cannibalize",
-  "cannibalised": "cannibalized",
-  "cannibalises": "cannibalizes",
-  "cannibalising": "cannibalizing",
-  "canonise": "canonize",
-  "canonised": "canonized",
-  "canonises": "canonizes",
-  "canonising": "canonizing",
-  "capitalise": "capitalize",
-  "capitalised": "capitalized",
-  "capitalises": "capitalizes",
-  "capitalising": "capitalizing",
-  "caramelise": "caramelize",
-  "caramelised": "caramelized",
-  "caramelises": "caramelizes",
-  "caramelising": "caramelizing",
-  "carbonise": "carbonize",
-  "carbonised": "carbonized",
-  "carbonises": "carbonizes",
-  "carbonising": "carbonizing",
-  "carolled": "caroled",
-  "carolling": "caroling",
-  "catalogue": "catalog",
-  "catalogued": "cataloged",
-  "catalogues": "catalogs",
-  "cataloguing": "cataloging",
-  "catalyse": "catalyze",
-  "catalysed": "catalyzed",
-  "catalyses": "catalyzes",
-  "catalysing": "catalyzing",
-  "categorise": "categorize",
-  "categorised": "categorized",
-  "categorises": "categorizes",
-  "categorising": "categorizing",
-  "cauterise": "cauterize",
-  "cauterised": "cauterized",
-  "cauterises": "cauterizes",
-  "cauterising": "cauterizing",
-  "cavilled": "caviled",
-  "cavilling": "caviling",
-  "centigramme": "centigram",
-  "centigrammes": "centigrams",
-  "centilitre": "centiliter",
-  "centilitres": "centiliters",
-  "centimetre": "centimeter",
-  "centimetres": "centimeters",
-  "centralise": "centralize",
-  "centralised": "centralized",
-  "centralises": "centralizes",
-  "centralising": "centralizing",
-  "centre": "center",
-  "centred": "centered",
-  "centrefold": "centerfold",
-  "centrefolds": "centerfolds",
-  "centrepiece": "centerpiece",
-  "centrepieces": "centerpieces",
-  "centres": "centers",
-  "channelled": "channeled",
-  "channelling": "channeling",
-  "characterise": "characterize",
-  "characterised": "characterized",
-  "characterises": "characterizes",
-  "characterising": "characterizing",
-  "cheque": "check",
-  "chequebook": "checkbook",
-  "chequebooks": "checkbooks",
-  "chequered": "checkered",
-  "cheques": "checks",
-  "chilli": "chili",
-  "chimaera": "chimera",
-  "chimaeras": "chimeras",
-  "chiselled": "chiseled",
-  "chiselling": "chiseling",
-  "circularise": "circularize",
-  "circularised": "circularized",
-  "circularises": "circularizes",
-  "circularising": "circularizing",
-  "civilise": "civilize",
-  "civilised": "civilized",
-  "civilises": "civilizes",
-  "civilising": "civilizing",
-  "clamour": "clamor",
-  "clamoured": "clamored",
-  "clamouring": "clamoring",
-  "clamours": "clamors",
-  "clangour": "clangor",
-  "clarinettist": "clarinetist",
-  "clarinettists": "clarinetists",
-  "collectivise": "collectivize",
-  "collectivised": "collectivized",
-  "collectivises": "collectivizes",
-  "collectivising": "collectivizing",
-  "colonisation": "colonization",
-  "colonise": "colonize",
-  "colonised": "colonized",
-  "coloniser": "colonizer",
-  "colonisers": "colonizers",
-  "colonises": "colonizes",
-  "colonising": "colonizing",
-  "colour": "color",
-  "colourant": "colorant",
-  "colourants": "colorants",
-  "coloured": "colored",
-  "coloureds": "coloreds",
-  "colourful": "colorful",
-  "colourfully": "colorfully",
-  "colouring": "coloring",
-  "colourize": "colorize",
-  "colourized": "colorized",
-  "colourizes": "colorizes",
-  "colourizing": "colorizing",
-  "colourless": "colorless",
-  "colours": "colors",
-  "commercialise": "commercialize",
-  "commercialised": "commercialized",
-  "commercialises": "commercializes",
-  "commercialising": "commercializing",
-  "compartmentalise": "compartmentalize",
-  "compartmentalised": "compartmentalized",
-  "compartmentalises": "compartmentalizes",
-  "compartmentalising": "compartmentalizing",
-  "computerise": "computerize",
-  "computerised": "computerized",
-  "computerises": "computerizes",
-  "computerising": "computerizing",
-  "conceptualise": "conceptualize",
-  "conceptualised": "conceptualized",
-  "conceptualises": "conceptualizes",
-  "conceptualising": "conceptualizing",
-  "connexion": "connection",
-  "connexions": "connections",
-  "contextualise": "contextualize",
-  "contextualised": "contextualized",
-  "contextualises": "contextualizes",
-  "contextualising": "contextualizing",
-  "cosier": "cozier",
-  "cosies": "cozies",
-  "cosiest": "coziest",
-  "cosily": "cozily",
-  "cosiness": "coziness",
-  "cosy": "cozy",
-  "councillor": "councilor",
-  "councillors": "councilors",
-  "counselled": "counseled",
-  "counselling": "counseling",
-  "counsellor": "counselor",
-  "counsellors": "counselors",
-  "crenelated": "crenellated",
-  "criminalise": "criminalize",
-  "criminalised": "criminalized",
-  "criminalises": "criminalizes",
-  "criminalising": "criminalizing",
-  "criticise": "criticize",
-  "criticised": "criticized",
-  "criticises": "criticizes",
-  "criticising": "criticizing",
-  "crueller": "crueler",
-  "cruellest": "cruelest",
-  "crystallisation": "crystallization",
-  "crystallise": "crystallize",
-  "crystallised": "crystallized",
-  "crystallises": "crystallizes",
-  "crystallising": "crystallizing",
-  "cudgelled": "cudgeled",
-  "cudgelling": "cudgeling",
-  "customise": "customize",
-  "customised": "customized",
-  "customises": "customizes",
-  "customising": "customizing",
-  "cypher": "cipher",
-  "cyphers": "ciphers",
-  "decentralisation": "decentralization",
-  "decentralise": "decentralize",
-  "decentralised": "decentralized",
-  "decentralises": "decentralizes",
-  "decentralising": "decentralizing",
-  "decriminalisation": "decriminalization",
-  "decriminalise": "decriminalize",
-  "decriminalised": "decriminalized",
-  "decriminalises": "decriminalizes",
-  "decriminalising": "decriminalizing",
-  "defence": "defense",
-  "defenceless": "defenseless",
-  "defences": "defenses",
-  "dehumanisation": "dehumanization",
-  "dehumanise": "dehumanize",
-  "dehumanised": "dehumanized",
-  "dehumanises": "dehumanizes",
-  "dehumanising": "dehumanizing",
-  "demeanour": "demeanor",
-  "demilitarisation": "demilitarization",
-  "demilitarise": "demilitarize",
-  "demilitarised": "demilitarized",
-  "demilitarises": "demilitarizes",
-  "demilitarising": "demilitarizing",
-  "demobilisation": "demobilization",
-  "demobilise": "demobilize",
-  "demobilised": "demobilized",
-  "demobilises": "demobilizes",
-  "demobilising": "demobilizing",
-  "democratisation": "democratization",
-  "democratise": "democratize",
-  "democratised": "democratized",
-  "democratises": "democratizes",
-  "democratising": "democratizing",
-  "demonise": "demonize",
-  "demonised": "demonized",
-  "demonises": "demonizes",
-  "demonising": "demonizing",
-  "demoralisation": "demoralization",
-  "demoralise": "demoralize",
-  "demoralised": "demoralized",
-  "demoralises": "demoralizes",
-  "demoralising": "demoralizing",
-  "denationalisation": "denationalization",
-  "denationalise": "denationalize",
-  "denationalised": "denationalized",
-  "denationalises": "denationalizes",
-  "denationalising": "denationalizing",
-  "deodorise": "deodorize",
-  "deodorised": "deodorized",
-  "deodorises": "deodorizes",
-  "deodorising": "deodorizing",
-  "depersonalise": "depersonalize",
-  "depersonalised": "depersonalized",
-  "depersonalises": "depersonalizes",
-  "depersonalising": "depersonalizing",
-  "deputise": "deputize",
-  "deputised": "deputized",
-  "deputises": "deputizes",
-  "deputising": "deputizing",
-  "desensitisation": "desensitization",
-  "desensitise": "desensitize",
-  "desensitised": "desensitized",
-  "desensitises": "desensitizes",
-  "desensitising": "desensitizing",
-  "destabilisation": "destabilization",
-  "destabilise": "destabilize",
-  "destabilised": "destabilized",
-  "destabilises": "destabilizes",
-  "destabilising": "destabilizing",
-  "dialled": "dialed",
-  "dialling": "dialing",
-  "dialogue": "dialog",
-  "dialogues": "dialogs",
-  "diarrhoea": "diarrhea",
-  "digitise": "digitize",
-  "digitised": "digitized",
-  "digitises": "digitizes",
-  "digitising": "digitizing",
-  "disc": "disk",
-  "discolour": "discolor",
-  "discoloured": "discolored",
-  "discolouring": "discoloring",
-  "discolours": "discolors",
-  "discs": "disks",
-  "disembowelled": "disemboweled",
-  "disembowelling": "disemboweling",
-  "disfavour": "disfavor",
-  "dishevelled": "disheveled",
-  "dishonour": "dishonor",
-  "dishonourable": "dishonorable",
-  "dishonourably": "dishonorably",
-  "dishonoured": "dishonored",
-  "dishonouring": "dishonoring",
-  "dishonours": "dishonors",
-  "disorganisation": "disorganization",
-  "disorganised": "disorganized",
-  "distil": "distill",
-  "distils": "distills",
-  "dramatisation": "dramatization",
-  "dramatisations": "dramatizations",
-  "dramatise": "dramatize",
-  "dramatised": "dramatized",
-  "dramatises": "dramatizes",
-  "dramatising": "dramatizing",
-  "draught": "draft",
-  "draughtboard": "draftboard",
-  "draughtboards": "draftboards",
-  "draughtier": "draftier",
-  "draughtiest": "draftiest",
-  "draughts": "drafts",
-  "draughtsman": "draftsman",
-  "draughtsmanship": "draftsmanship",
-  "draughtsmen": "draftsmen",
-  "draughtswoman": "draftswoman",
-  "draughtswomen": "draftswomen",
-  "draughty": "drafty",
-  "drivelled": "driveled",
-  "drivelling": "driveling",
-  "duelled": "dueled",
-  "duelling": "dueling",
-  "economise": "economize",
-  "economised": "economized",
-  "economises": "economizes",
-  "economising": "economizing",
-  "editorialise": "editorialize",
-  "editorialised": "editorialized",
-  "editorialises": "editorializes",
-  "editorialising": "editorializing",
-  "edoema": "edema",
-  "empathise": "empathize",
-  "empathised": "empathized",
-  "empathises": "empathizes",
-  "empathising": "empathizing",
-  "emphasise": "emphasize",
-  "emphasised": "emphasized",
-  "emphasises": "emphasizes",
-  "emphasising": "emphasizing",
-  "enamelled": "enameled",
-  "enamelling": "enameling",
-  "enamoured": "enamored",
-  "encyclopaedia": "encyclopedia",
-  "encyclopaedias": "encyclopedias",
-  "encyclopaedic": "encyclopedic",
-  "endeavour": "endeavor",
-  "endeavoured": "endeavored",
-  "endeavouring": "endeavoring",
-  "endeavours": "endeavors",
-  "energise": "energize",
-  "energised": "energized",
-  "energises": "energizes",
-  "energising": "energizing",
-  "enrol": "enroll",
-  "enrols": "enrolls",
-  "enthral": "enthrall",
-  "enthrals": "enthralls",
-  "epaulette": "epaulet",
-  "epaulettes": "epaulets",
-  "epicentre": "epicenter",
-  "epicentres": "epicenters",
-  "epilogue": "epilog",
-  "epilogues": "epilogs",
-  "epitomise": "epitomize",
-  "epitomised": "epitomized",
-  "epitomises": "epitomizes",
-  "epitomising": "epitomizing",
-  "equalisation": "equalization",
-  "equalise": "equalize",
-  "equalised": "equalized",
-  "equaliser": "equalizer",
-  "equalisers": "equalizers",
-  "equalises": "equalizes",
-  "equalising": "equalizing",
-  "eulogise": "eulogize",
-  "eulogised": "eulogized",
-  "eulogises": "eulogizes",
-  "eulogising": "eulogizing",
-  "evangelise": "evangelize",
-  "evangelised": "evangelized",
-  "evangelises": "evangelizes",
-  "evangelising": "evangelizing",
-  "exorcise": "exorcize",
-  "exorcised": "exorcized",
-  "exorcises": "exorcizes",
-  "exorcising": "exorcizing",
-  "extemporisation": "extemporization",
-  "extemporise": "extemporize",
-  "extemporised": "extemporized",
-  "extemporises": "extemporizes",
-  "extemporising": "extemporizing",
-  "externalisation": "externalization",
-  "externalisations": "externalizations",
-  "externalise": "externalize",
-  "externalised": "externalized",
-  "externalises": "externalizes",
-  "externalising": "externalizing",
-  "factorise": "factorize",
-  "factorised": "factorized",
-  "factorises": "factorizes",
-  "factorising": "factorizing",
-  "faecal": "fecal",
-  "faeces": "feces",
-  "familiarisation": "familiarization",
-  "familiarise": "familiarize",
-  "familiarised": "familiarized",
-  "familiarises": "familiarizes",
-  "familiarising": "familiarizing",
-  "fantasise": "fantasize",
-  "fantasised": "fantasized",
-  "fantasises": "fantasizes",
-  "fantasising": "fantasizing",
-  "favour": "favor",
-  "favourable": "favorable",
-  "favourably": "favorably",
-  "favoured": "favored",
-  "favouring": "favoring",
-  "favourite": "favorite",
-  "favourites": "favorites",
-  "favouritism": "favoritism",
-  "favours": "favors",
-  "feminise": "feminize",
-  "feminised": "feminized",
-  "feminises": "feminizes",
-  "feminising": "feminizing",
-  "fertilisation": "fertilization",
-  "fertilise": "fertilize",
-  "fertilised": "fertilized",
-  "fertiliser": "fertilizer",
-  "fertilisers": "fertilizers",
-  "fertilises": "fertilizes",
-  "fertilising": "fertilizing",
-  "fervour": "fervor",
-  "fibre": "fiber",
-  "fibreglass": "fiberglass",
-  "fibres": "fibers",
-  "fictionalisation": "fictionalization",
-  "fictionalisations": "fictionalizations",
-  "fictionalise": "fictionalize",
-  "fictionalised": "fictionalized",
-  "fictionalises": "fictionalizes",
-  "fictionalising": "fictionalizing",
-  "fillet": "filet",
-  "filleted": "fileted",
-  "filleting": "fileting",
-  "fillets": "filets",
-  "finalisation": "finalization",
-  "finalise": "finalize",
-  "finalised": "finalized",
-  "finalises": "finalizes",
-  "finalising": "finalizing",
-  "flautist": "flutist",
-  "flautists": "flutists",
-  "flavour": "flavor",
-  "flavoured": "flavored",
-  "flavouring": "flavoring",
-  "flavourings": "flavorings",
-  "flavourless": "flavorless",
-  "flavours": "flavors",
-  "flavoursome": "flavorsome",
-  "flyer / flier": "flier / flyer",
-  "foetal": "fetal",
-  "foetid": "fetid",
-  "foetus": "fetus",
-  "foetuses": "fetuses",
-  "formalisation": "formalization",
-  "formalise": "formalize",
-  "formalised": "formalized",
-  "formalises": "formalizes",
-  "formalising": "formalizing",
-  "fossilisation": "fossilization",
-  "fossilise": "fossilize",
-  "fossilised": "fossilized",
-  "fossilises": "fossilizes",
-  "fossilising": "fossilizing",
-  "fraternisation": "fraternization",
-  "fraternise": "fraternize",
-  "fraternised": "fraternized",
-  "fraternises": "fraternizes",
-  "fraternising": "fraternizing",
-  "fulfil": "fulfill",
-  "fulfilment": "fulfillment",
-  "fulfils": "fulfills",
-  "funnelled": "funneled",
-  "funnelling": "funneling",
-  "gage": "gauge",
-  "gaged": "gauged",
-  "gages": "gauges",
-  "gaging": "gauging",
-  "galvanise": "galvanize",
-  "galvanised": "galvanized",
-  "galvanises": "galvanizes",
-  "galvanising": "galvanizing",
-  "gambolled": "gamboled",
-  "gambolling": "gamboling",
-  "gaol": "jail",
-  "gaolbird": "jailbird",
-  "gaolbirds": "jailbirds",
-  "gaolbreak": "jailbreak",
-  "gaolbreaks": "jailbreaks",
-  "gaoled": "jailed",
-  "gaoler": "jailer",
-  "gaolers": "jailers",
-  "gaoling": "jailing",
-  "gaols": "jails",
-  "gasses": "gases",
-  "generalisation": "generalization",
-  "generalisations": "generalizations",
-  "generalise": "generalize",
-  "generalised": "generalized",
-  "generalises": "generalizes",
-  "generalising": "generalizing",
-  "ghettoise": "ghettoize",
-  "ghettoised": "ghettoized",
-  "ghettoises": "ghettoizes",
-  "ghettoising": "ghettoizing",
-  "gipsies": "gypsies",
-  "glamor": "glamour",
-  "glamorise": "glamorize",
-  "glamorised": "glamorized",
-  "glamorises": "glamorizes",
-  "glamorising": "glamorizing",
-  "globalisation": "globalization",
-  "globalise": "globalize",
-  "globalised": "globalized",
-  "globalises": "globalizes",
-  "globalising": "globalizing",
-  "glueing": "gluing",
-  "goitre": "goiter",
-  "goitres": "goiters",
-  "gonorrhoea": "gonorrhea",
-  "gramme": "gram",
-  "grammes": "grams",
-  "gravelled": "graveled",
-  "grey": "gray",
-  "greyed": "grayed",
-  "greying": "graying",
-  "greyish": "grayish",
-  "greyness": "grayness",
-  "greys": "grays",
-  "grovelled": "groveled",
-  "grovelling": "groveling",
-  "groyne": "groin",
-  "groynes": "groins",
-  "gruelling": "grueling",
-  "gruellingly": "gruelingly",
-  "gryphon": "griffin",
-  "gryphons": "griffins",
-  "gynaecological": "gynecological",
-  "gynaecologist": "gynecologist",
-  "gynaecologists": "gynecologists",
-  "gynaecology": "gynecology",
-  "haematological": "hematological",
-  "haematologist": "hematologist",
-  "haematologists": "hematologists",
-  "haematology": "hematology",
-  "haemoglobin": "hemoglobin",
-  "haemophilia": "hemophilia",
-  "haemophiliac": "hemophiliac",
-  "haemophiliacs": "hemophiliacs",
-  "haemorrhage": "hemorrhage",
-  "haemorrhaged": "hemorrhaged",
-  "haemorrhages": "hemorrhages",
-  "haemorrhaging": "hemorrhaging",
-  "haemorrhoids": "hemorrhoids",
-  "harbour": "harbor",
-  "harboured": "harbored",
-  "harbouring": "harboring",
-  "harbours": "harbors",
-  "harmonisation": "harmonization",
-  "harmonise": "harmonize",
-  "harmonised": "harmonized",
-  "harmonises": "harmonizes",
-  "harmonising": "harmonizing",
-  "homoeopath": "homeopath",
-  "homoeopathic": "homeopathic",
-  "homoeopaths": "homeopaths",
-  "homoeopathy": "homeopathy",
-  "homogenise": "homogenize",
-  "homogenised": "homogenized",
-  "homogenises": "homogenizes",
-  "homogenising": "homogenizing",
-  "honour": "honor",
-  "honourable": "honorable",
-  "honourably": "honorably",
-  "honoured": "honored",
-  "honouring": "honoring",
-  "honours": "honors",
-  "hospitalisation": "hospitalization",
-  "hospitalise": "hospitalize",
-  "hospitalised": "hospitalized",
-  "hospitalises": "hospitalizes",
-  "hospitalising": "hospitalizing",
-  "humanise": "humanize",
-  "humanised": "humanized",
-  "humanises": "humanizes",
-  "humanising": "humanizing",
-  "humour": "humor",
-  "humoured": "humored",
-  "humouring": "humoring",
-  "humourless": "humorless",
-  "humours": "humors",
-  "hybridise": "hybridize",
-  "hybridised": "hybridized",
-  "hybridises": "hybridizes",
-  "hybridising": "hybridizing",
-  "hypnotise": "hypnotize",
-  "hypnotised": "hypnotized",
-  "hypnotises": "hypnotizes",
-  "hypnotising": "hypnotizing",
-  "hypothesise": "hypothesize",
-  "hypothesised": "hypothesized",
-  "hypothesises": "hypothesizes",
-  "hypothesising": "hypothesizing",
-  "idealisation": "idealization",
-  "idealise": "idealize",
-  "idealised": "idealized",
-  "idealises": "idealizes",
-  "idealising": "idealizing",
-  "idolise": "idolize",
-  "idolised": "idolized",
-  "idolises": "idolizes",
-  "idolising": "idolizing",
-  "immobilisation": "immobilization",
-  "immobilise": "immobilize",
-  "immobilised": "immobilized",
-  "immobiliser": "immobilizer",
-  "immobilisers": "immobilizers",
-  "immobilises": "immobilizes",
-  "immobilising": "immobilizing",
-  "immortalise": "immortalize",
-  "immortalised": "immortalized",
-  "immortalises": "immortalizes",
-  "immortalising": "immortalizing",
-  "immunisation": "immunization",
-  "immunise": "immunize",
-  "immunised": "immunized",
-  "immunises": "immunizes",
-  "immunising": "immunizing",
-  "impanelled": "impaneled",
-  "impanelling": "impaneling",
-  "imperilled": "imperiled",
-  "imperilling": "imperiling",
-  "individualise": "individualize",
-  "individualised": "individualized",
-  "individualises": "individualizes",
-  "individualising": "individualizing",
-  "industrialise": "industrialize",
-  "industrialised": "industrialized",
-  "industrialises": "industrializes",
-  "industrialising": "industrializing",
-  "inflexion": "inflection",
-  "inflexions": "inflections",
-  "initialise": "initialize",
-  "initialised": "initialized",
-  "initialises": "initializes",
-  "initialising": "initializing",
-  "initialled": "initialed",
-  "initialling": "initialing",
-  "instal": "install",
-  "instalment": "installment",
-  "instalments": "installments",
-  "instals": "installs",
-  "instil": "instill",
-  "instils": "instills",
-  "institutionalisation": "institutionalization",
-  "institutionalise": "institutionalize",
-  "institutionalised": "institutionalized",
-  "institutionalises": "institutionalizes",
-  "institutionalising": "institutionalizing",
-  "intellectualise": "intellectualize",
-  "intellectualised": "intellectualized",
-  "intellectualises": "intellectualizes",
-  "intellectualising": "intellectualizing",
-  "internalisation": "internalization",
-  "internalise": "internalize",
-  "internalised": "internalized",
-  "internalises": "internalizes",
-  "internalising": "internalizing",
-  "internationalisation": "internationalization",
-  "internationalise": "internationalize",
-  "internationalised": "internationalized",
-  "internationalises": "internationalizes",
-  "internationalising": "internationalizing",
-  "ionisation": "ionization",
-  "ionise": "ionize",
-  "ionised": "ionized",
-  "ioniser": "ionizer",
-  "ionisers": "ionizers",
-  "ionises": "ionizes",
-  "ionising": "ionizing",
-  "italicise": "italicize",
-  "italicised": "italicized",
-  "italicises": "italicizes",
-  "italicising": "italicizing",
-  "itemise": "itemize",
-  "itemised": "itemized",
-  "itemises": "itemizes",
-  "itemising": "itemizing",
-  "jeopardise": "jeopardize",
-  "jeopardised": "jeopardized",
-  "jeopardises": "jeopardizes",
-  "jeopardising": "jeopardizing",
-  "jewelled": "jeweled",
-  "jeweller": "jeweler",
-  "jewellers": "jewelers",
-  "jewellery": "jewelry",
-  "judgement": "judgment",
-  "kilogramme": "kilogram",
-  "kilogrammes": "kilograms",
-  "kilometre": "kilometer",
-  "kilometres": "kilometers",
-  "labelled": "labeled",
-  "labelling": "labeling",
-  "labour": "labor",
-  "laboured": "labored",
-  "labourer": "laborer",
-  "labourers": "laborers",
-  "labouring": "laboring",
-  "labours": "labors",
-  "lacklustre": "lackluster",
-  "legalisation": "legalization",
-  "legalise": "legalize",
-  "legalised": "legalized",
-  "legalises": "legalizes",
-  "legalising": "legalizing",
-  "legitimise": "legitimize",
-  "legitimised": "legitimized",
-  "legitimises": "legitimizes",
-  "legitimising": "legitimizing",
-  "leukaemia": "leukemia",
-  "levelled": "leveled",
-  "leveller": "leveler",
-  "levellers": "levelers",
-  "levelling": "leveling",
-  "libelled": "libeled",
-  "libelling": "libeling",
-  "libellous": "libelous",
-  "liberalisation": "liberalization",
-  "liberalise": "liberalize",
-  "liberalised": "liberalized",
-  "liberalises": "liberalizes",
-  "liberalising": "liberalizing",
-  "licence": "license",
-  "licenced": "licensed",
-  "licences": "licenses",
-  "licencing": "licensing",
-  "likeable": "likable",
-  "lionisation": "lionization",
-  "lionise": "lionize",
-  "lionised": "lionized",
-  "lionises": "lionizes",
-  "lionising": "lionizing",
-  "liquidise": "liquidize",
-  "liquidised": "liquidized",
-  "liquidiser": "liquidizer",
-  "liquidisers": "liquidizers",
-  "liquidises": "liquidizes",
-  "liquidising": "liquidizing",
-  "litre": "liter",
-  "litres": "liters",
-  "localise": "localize",
-  "localised": "localized",
-  "localises": "localizes",
-  "localising": "localizing",
-  "louvre": "louver",
-  "louvred": "louvered",
-  "louvres": "louvers",
-  "lustre": "luster",
-  "magnetise": "magnetize",
-  "magnetised": "magnetized",
-  "magnetises": "magnetizes",
-  "magnetising": "magnetizing",
-  "manoeuvrability": "maneuverability",
-  "manoeuvrable": "maneuverable",
-  "manoeuvre": "maneuver",
-  "manoeuvred": "maneuvered",
-  "manoeuvres": "maneuvers",
-  "manoeuvring": "maneuvering",
-  "manoeuvrings": "maneuverings",
-  "marginalisation": "marginalization",
-  "marginalise": "marginalize",
-  "marginalised": "marginalized",
-  "marginalises": "marginalizes",
-  "marginalising": "marginalizing",
-  "marshalled": "marshaled",
-  "marshalling": "marshaling",
-  "marvelled": "marveled",
-  "marvelling": "marveling",
-  "marvellous": "marvelous",
-  "marvellously": "marvelously",
-  "materialisation": "materialization",
-  "materialise": "materialize",
-  "materialised": "materialized",
-  "materialises": "materializes",
-  "materialising": "materializing",
-  "maximisation": "maximization",
-  "maximise": "maximize",
-  "maximised": "maximized",
-  "maximises": "maximizes",
-  "maximising": "maximizing",
-  "meagre": "meager",
-  "mechanisation": "mechanization",
-  "mechanise": "mechanize",
-  "mechanised": "mechanized",
-  "mechanises": "mechanizes",
-  "mechanising": "mechanizing",
-  "mediaeval": "medieval",
-  "memorialise": "memorialize",
-  "memorialised": "memorialized",
-  "memorialises": "memorializes",
-  "memorialising": "memorializing",
-  "memorise": "memorize",
-  "memorised": "memorized",
-  "memorises": "memorizes",
-  "memorising": "memorizing",
-  "mesmerise": "mesmerize",
-  "mesmerised": "mesmerized",
-  "mesmerises": "mesmerizes",
-  "mesmerising": "mesmerizing",
-  "metabolise": "metabolize",
-  "metabolised": "metabolized",
-  "metabolises": "metabolizes",
-  "metabolising": "metabolizing",
-  "metre": "meter",
-  "metres": "meters",
-  "mhm": "hmm",
-  "micrometre": "micrometer",
-  "micrometres": "micrometers",
-  "militarise": "militarize",
-  "militarised": "militarized",
-  "militarises": "militarizes",
-  "militarising": "militarizing",
-  "milligramme": "milligram",
-  "milligrammes": "milligrams",
-  "millilitre": "milliliter",
-  "millilitres": "milliliters",
-  "millimetre": "millimeter",
-  "millimetres": "millimeters",
-  "miniaturisation": "miniaturization",
-  "miniaturise": "miniaturize",
-  "miniaturised": "miniaturized",
-  "miniaturises": "miniaturizes",
-  "miniaturising": "miniaturizing",
-  "minibusses": "minibuses",
-  "minimise": "minimize",
-  "minimised": "minimized",
-  "minimises": "minimizes",
-  "minimising": "minimizing",
-  "misbehaviour": "misbehavior",
-  "misdemeanour": "misdemeanor",
-  "misdemeanours": "misdemeanors",
-  "misspelt": "misspelled",
-  "mitre": "miter",
-  "mitres": "miters",
-  "mm": "hmm",
-  "mmm": "hmm",
-  "mobilisation": "mobilization",
-  "mobilise": "mobilize",
-  "mobilised": "mobilized",
-  "mobilises": "mobilizes",
-  "mobilising": "mobilizing",
-  "modelled": "modeled",
-  "modeller": "modeler",
-  "modellers": "modelers",
-  "modelling": "modeling",
-  "modernise": "modernize",
-  "modernised": "modernized",
-  "modernises": "modernizes",
-  "modernising": "modernizing",
-  "moisturise": "moisturize",
-  "moisturised": "moisturized",
-  "moisturiser": "moisturizer",
-  "moisturisers": "moisturizers",
-  "moisturises": "moisturizes",
-  "moisturising": "moisturizing",
-  "monologue": "monolog",
-  "monologues": "monologs",
-  "monopolisation": "monopolization",
-  "monopolise": "monopolize",
-  "monopolised": "monopolized",
-  "monopolises": "monopolizes",
-  "monopolising": "monopolizing",
-  "moralise": "moralize",
-  "moralised": "moralized",
-  "moralises": "moralizes",
-  "moralising": "moralizing",
-  "motorised": "motorized",
-  "mould": "mold",
-  "moulded": "molded",
-  "moulder": "molder",
-  "mouldered": "moldered",
-  "mouldering": "moldering",
-  "moulders": "molders",
-  "mouldier": "moldier",
-  "mouldiest": "moldiest",
-  "moulding": "molding",
-  "mouldings": "moldings",
-  "moulds": "molds",
-  "mouldy": "moldy",
-  "moult": "molt",
-  "moulted": "molted",
-  "moulting": "molting",
-  "moults": "molts",
-  "moustache": "mustache",
-  "moustached": "mustached",
-  "moustaches": "mustaches",
-  "moustachioed": "mustachioed",
-  "multicoloured": "multicolored",
-  "nationalisation": "nationalization",
-  "nationalisations": "nationalizations",
-  "nationalise": "nationalize",
-  "nationalised": "nationalized",
-  "nationalises": "nationalizes",
-  "nationalising": "nationalizing",
-  "naturalisation": "naturalization",
-  "naturalise": "naturalize",
-  "naturalised": "naturalized",
-  "naturalises": "naturalizes",
-  "naturalising": "naturalizing",
-  "neighbour": "neighbor",
-  "neighbourhood": "neighborhood",
-  "neighbourhoods": "neighborhoods",
-  "neighbouring": "neighboring",
-  "neighbourliness": "neighborliness",
-  "neighbourly": "neighborly",
-  "neighbours": "neighbors",
-  "neutralisation": "neutralization",
-  "neutralise": "neutralize",
-  "neutralised": "neutralized",
-  "neutralises": "neutralizes",
-  "neutralising": "neutralizing",
-  "normalisation": "normalization",
-  "normalise": "normalize",
-  "normalised": "normalized",
-  "normalises": "normalizes",
-  "normalising": "normalizing",
-  "odour": "odor",
-  "odourless": "odorless",
-  "odours": "odors",
-  "oesophagus": "esophagus",
-  "oesophaguses": "esophaguses",
-  "oestrogen": "estrogen",
-  "offence": "offense",
-  "offences": "offenses",
-  "omelette": "omelet",
-  "omelettes": "omelets",
-  "optimise": "optimize",
-  "optimised": "optimized",
-  "optimises": "optimizes",
-  "optimising": "optimizing",
-  "organisation": "organization",
-  "organisational": "organizational",
-  "organisations": "organizations",
-  "organise": "organize",
-  "organised": "organized",
-  "organiser": "organizer",
-  "organisers": "organizers",
-  "organises": "organizes",
-  "organising": "organizing",
-  "orthopaedic": "orthopedic",
-  "orthopaedics": "orthopedics",
-  "ostracise": "ostracize",
-  "ostracised": "ostracized",
-  "ostracises": "ostracizes",
-  "ostracising": "ostracizing",
-  "outmanoeuvre": "outmaneuver",
-  "outmanoeuvred": "outmaneuvered",
-  "outmanoeuvres": "outmaneuvers",
-  "outmanoeuvring": "outmaneuvering",
-  "overemphasise": "overemphasize",
-  "overemphasised": "overemphasized",
-  "overemphasises": "overemphasizes",
-  "overemphasising": "overemphasizing",
-  "oxidisation": "oxidization",
-  "oxidise": "oxidize",
-  "oxidised": "oxidized",
-  "oxidises": "oxidizes",
-  "oxidising": "oxidizing",
-  "paederast": "pederast",
-  "paederasts": "pederasts",
-  "paediatric": "pediatric",
-  "paediatrician": "pediatrician",
-  "paediatricians": "pediatricians",
-  "paediatrics": "pediatrics",
-  "paedophile": "pedophile",
-  "paedophiles": "pedophiles",
-  "paedophilia": "pedophilia",
-  "palaeolithic": "paleolithic",
-  "palaeontologist": "paleontologist",
-  "palaeontologists": "paleontologists",
-  "palaeontology": "paleontology",
-  "panelled": "paneled",
-  "panelling": "paneling",
-  "panellist": "panelist",
-  "panellists": "panelists",
-  "paralyse": "paralyze",
-  "paralysed": "paralyzed",
-  "paralyses": "paralyzes",
-  "paralysing": "paralyzing",
-  "parcelled": "parceled",
-  "parcelling": "parceling",
-  "parlour": "parlor",
-  "parlours": "parlors",
-  "particularise": "particularize",
-  "particularised": "particularized",
-  "particularises": "particularizes",
-  "particularising": "particularizing",
-  "passivisation": "passivization",
-  "passivise": "passivize",
-  "passivised": "passivized",
-  "passivises": "passivizes",
-  "passivising": "passivizing",
-  "pasteurisation": "pasteurization",
-  "pasteurise": "pasteurize",
-  "pasteurised": "pasteurized",
-  "pasteurises": "pasteurizes",
-  "pasteurising": "pasteurizing",
-  "patronise": "patronize",
-  "patronised": "patronized",
-  "patronises": "patronizes",
-  "patronising": "patronizing",
-  "patronisingly": "patronizingly",
-  "pedalled": "pedaled",
-  "pedalling": "pedaling",
-  "pedestrianisation": "pedestrianization",
-  "pedestrianise": "pedestrianize",
-  "pedestrianised": "pedestrianized",
-  "pedestrianises": "pedestrianizes",
-  "pedestrianising": "pedestrianizing",
-  "penalise": "penalize",
-  "penalised": "penalized",
-  "penalises": "penalizes",
-  "penalising": "penalizing",
-  "pencilled": "penciled",
-  "pencilling": "penciling",
-  "personalise": "personalize",
-  "personalised": "personalized",
-  "personalises": "personalizes",
-  "personalising": "personalizing",
-  "pharmacopoeia": "pharmacopeia",
-  "pharmacopoeias": "pharmacopeias",
-  "philosophise": "philosophize",
-  "philosophised": "philosophized",
-  "philosophises": "philosophizes",
-  "philosophising": "philosophizing",
-  "philtre": "filter",
-  "philtres": "filters",
-  "phoney": "phony",
-  "plagiarise": "plagiarize",
-  "plagiarised": "plagiarized",
-  "plagiarises": "plagiarizes",
-  "plagiarising": "plagiarizing",
-  "plough": "plow",
-  "ploughed": "plowed",
-  "ploughing": "plowing",
-  "ploughman": "plowman",
-  "ploughmen": "plowmen",
-  "ploughs": "plows",
-  "ploughshare": "plowshare",
-  "ploughshares": "plowshares",
-  "polarisation": "polarization",
-  "polarise": "polarize",
-  "polarised": "polarized",
-  "polarises": "polarizes",
-  "polarising": "polarizing",
-  "politicisation": "politicization",
-  "politicise": "politicize",
-  "politicised": "politicized",
-  "politicises": "politicizes",
-  "politicising": "politicizing",
-  "popularisation": "popularization",
-  "popularise": "popularize",
-  "popularised": "popularized",
-  "popularises": "popularizes",
-  "popularising": "popularizing",
-  "pouffe": "pouf",
-  "pouffes": "poufs",
-  "practise": "practice",
-  "practised": "practiced",
-  "practises": "practices",
-  "practising": "practicing",
-  "praesidium": "presidium",
-  "praesidiums": "presidiums",
-  "pressurisation": "pressurization",
-  "pressurise": "pressurize",
-  "pressurised": "pressurized",
-  "pressurises": "pressurizes",
-  "pressurising": "pressurizing",
-  "pretence": "pretense",
-  "pretences": "pretenses",
-  "primaeval": "primeval",
-  "prioritisation": "prioritization",
-  "prioritise": "prioritize",
-  "prioritised": "prioritized",
-  "prioritises": "prioritizes",
-  "prioritising": "prioritizing",
-  "privatisation": "privatization",
-  "privatisations": "privatizations",
-  "privatise": "privatize",
-  "privatised": "privatized",
-  "privatises": "privatizes",
-  "privatising": "privatizing",
-  "professionalisation": "professionalization",
-  "professionalise": "professionalize",
-  "professionalised": "professionalized",
-  "professionalises": "professionalizes",
-  "professionalising": "professionalizing",
-  "programme": "program",
-  "programmes": "programs",
-  "prologue": "prolog",
-  "prologues": "prologs",
-  "propagandise": "propagandize",
-  "propagandised": "propagandized",
-  "propagandises": "propagandizes",
-  "propagandising": "propagandizing",
-  "proselytise": "proselytize",
-  "proselytised": "proselytized",
-  "proselytiser": "proselytizer",
-  "proselytisers": "proselytizers",
-  "proselytises": "proselytizes",
-  "proselytising": "proselytizing",
-  "psychoanalyse": "psychoanalyze",
-  "psychoanalysed": "psychoanalyzed",
-  "psychoanalyses": "psychoanalyzes",
-  "psychoanalysing": "psychoanalyzing",
-  "publicise": "publicize",
-  "publicised": "publicized",
-  "publicises": "publicizes",
-  "publicising": "publicizing",
-  "pulverisation": "pulverization",
-  "pulverise": "pulverize",
-  "pulverised": "pulverized",
-  "pulverises": "pulverizes",
-  "pulverising": "pulverizing",
-  "pummelled": "pummel",
-  "pummelling": "pummeled",
-  "pyjama": "pajama",
-  "pyjamas": "pajamas",
-  "pzazz": "pizzazz",
-  "quarrelled": "quarreled",
-  "quarrelling": "quarreling",
-  "radicalise": "radicalize",
-  "radicalised": "radicalized",
-  "radicalises": "radicalizes",
-  "radicalising": "radicalizing",
-  "rancour": "rancor",
-  "randomise": "randomize",
-  "randomised": "randomized",
-  "randomises": "randomizes",
-  "randomising": "randomizing",
-  "rationalisation": "rationalization",
-  "rationalisations": "rationalizations",
-  "rationalise": "rationalize",
-  "rationalised": "rationalized",
-  "rationalises": "rationalizes",
-  "rationalising": "rationalizing",
-  "ravelled": "raveled",
-  "ravelling": "raveling",
-  "realisable": "realizable",
-  "realisation": "realization",
-  "realisations": "realizations",
-  "realise": "realize",
-  "realised": "realized",
-  "realises": "realizes",
-  "realising": "realizing",
-  "recognisable": "recognizable",
-  "recognisably": "recognizably",
-  "recognisance": "recognizance",
-  "recognise": "recognize",
-  "recognised": "recognized",
-  "recognises": "recognizes",
-  "recognising": "recognizing",
-  "reconnoitre": "reconnoiter",
-  "reconnoitred": "reconnoitered",
-  "reconnoitres": "reconnoiters",
-  "reconnoitring": "reconnoitering",
-  "refuelled": "refueled",
-  "refuelling": "refueling",
-  "regularisation": "regularization",
-  "regularise": "regularize",
-  "regularised": "regularized",
-  "regularises": "regularizes",
-  "regularising": "regularizing",
-  "remodelled": "remodeled",
-  "remodelling": "remodeling",
-  "remould": "remold",
-  "remoulded": "remolded",
-  "remoulding": "remolding",
-  "remoulds": "remolds",
-  "reorganisation": "reorganization",
-  "reorganisations": "reorganizations",
-  "reorganise": "reorganize",
-  "reorganised": "reorganized",
-  "reorganises": "reorganizes",
-  "reorganising": "reorganizing",
-  "revelled": "reveled",
-  "reveller": "reveler",
-  "revellers": "revelers",
-  "revelling": "reveling",
-  "revitalise": "revitalize",
-  "revitalised": "revitalized",
-  "revitalises": "revitalizes",
-  "revitalising": "revitalizing",
-  "revolutionise": "revolutionize",
-  "revolutionised": "revolutionized",
-  "revolutionises": "revolutionizes",
-  "revolutionising": "revolutionizing",
-  "rhapsodise": "rhapsodize",
-  "rhapsodised": "rhapsodized",
-  "rhapsodises": "rhapsodizes",
-  "rhapsodising": "rhapsodizing",
-  "rigour": "rigor",
-  "rigours": "rigors",
-  "ritualised": "ritualized",
-  "rivalled": "rivaled",
-  "rivalling": "rivaling",
-  "romanticise": "romanticize",
-  "romanticised": "romanticized",
-  "romanticises": "romanticizes",
-  "romanticising": "romanticizing",
-  "rumour": "rumor",
-  "rumoured": "rumored",
-  "rumours": "rumors",
-  "sabre": "saber",
-  "sabres": "sabers",
-  "saltpetre": "saltpeter",
-  "sanitise": "sanitize",
-  "sanitised": "sanitized",
-  "sanitises": "sanitizes",
-  "sanitising": "sanitizing",
-  "satirise": "satirize",
-  "satirised": "satirized",
-  "satirises": "satirizes",
-  "satirising": "satirizing",
-  "saviour": "savior",
-  "saviours": "saviors",
-  "savour": "savor",
-  "savoured": "savored",
-  "savouries": "savories",
-  "savouring": "savoring",
-  "savours": "savors",
-  "savoury": "savory",
-  "scandalise": "scandalize",
-  "scandalised": "scandalized",
-  "scandalises": "scandalizes",
-  "scandalising": "scandalizing",
-  "sceptic": "skeptic",
-  "sceptical": "skeptical",
-  "sceptically": "skeptically",
-  "scepticism": "skepticism",
-  "sceptics": "skeptics",
-  "sceptre": "scepter",
-  "sceptres": "scepters",
-  "scrutinise": "scrutinize",
-  "scrutinised": "scrutinized",
-  "scrutinises": "scrutinizes",
-  "scrutinising": "scrutinizing",
-  "secularisation": "secularization",
-  "secularise": "secularize",
-  "secularised": "secularized",
-  "secularises": "secularizes",
-  "secularising": "secularizing",
-  "sensationalise": "sensationalize",
-  "sensationalised": "sensationalized",
-  "sensationalises": "sensationalizes",
-  "sensationalising": "sensationalizing",
-  "sensitise": "sensitize",
-  "sensitised": "sensitized",
-  "sensitises": "sensitizes",
-  "sensitising": "sensitizing",
-  "sentimentalise": "sentimentalize",
-  "sentimentalised": "sentimentalized",
-  "sentimentalises": "sentimentalizes",
-  "sentimentalising": "sentimentalizing",
-  "sepulchre": "sepulcher",
-  "sepulchres": "sepulchers",
-  "serialisation": "serialization",
-  "serialisations": "serializations",
-  "serialise": "serialize",
-  "serialised": "serialized",
-  "serialises": "serializes",
-  "serialising": "serializing",
-  "sermonise": "sermonize",
-  "sermonised": "sermonized",
-  "sermonises": "sermonizes",
-  "sermonising": "sermonizing",
-  "sheikh": "sheik",
-  "shovelled": "shoveled",
-  "shovelling": "shoveling",
-  "shrivelled": "shriveled",
-  "shrivelling": "shriveling",
-  "signalise": "signalize",
-  "signalised": "signalized",
-  "signalises": "signalizes",
-  "signalising": "signalizing",
-  "signalled": "signaled",
-  "signalling": "signaling",
-  "smoulder": "smolder",
-  "smouldered": "smoldered",
-  "smouldering": "smoldering",
-  "smoulders": "smolders",
-  "snivelled": "sniveled",
-  "snivelling": "sniveling",
-  "snorkelled": "snorkeled",
-  "snorkelling": "snorkeling",
-  "snowplough": "snowplow",
-  "snowploughs": "snowplow",
-  "socialisation": "socialization",
-  "socialise": "socialize",
-  "socialised": "socialized",
-  "socialises": "socializes",
-  "socialising": "socializing",
-  "sodomise": "sodomize",
-  "sodomised": "sodomized",
-  "sodomises": "sodomizes",
-  "sodomising": "sodomizing",
-  "solemnise": "solemnize",
-  "solemnised": "solemnized",
-  "solemnises": "solemnizes",
-  "solemnising": "solemnizing",
-  "sombre": "somber",
-  "specialisation": "specialization",
-  "specialisations": "specializations",
-  "specialise": "specialize",
-  "specialised": "specialized",
-  "specialises": "specializes",
-  "specialising": "specializing",
-  "spectre": "specter",
-  "spectres": "specters",
-  "spiralled": "spiraled",
-  "spiralling": "spiraling",
-  "splendour": "splendor",
-  "splendours": "splendors",
-  "squirrelled": "squirreled",
-  "squirrelling": "squirreling",
-  "stabilisation": "stabilization",
-  "stabilise": "stabilize",
-  "stabilised": "stabilized",
-  "stabiliser": "stabilizer",
-  "stabilisers": "stabilizers",
-  "stabilises": "stabilizes",
-  "stabilising": "stabilizing",
-  "standardisation": "standardization",
-  "standardise": "standardize",
-  "standardised": "standardized",
-  "standardises": "standardizes",
-  "standardising": "standardizing",
-  "stencilled": "stenciled",
-  "stencilling": "stenciling",
-  "sterilisation": "sterilization",
-  "sterilisations": "sterilizations",
-  "sterilise": "sterilize",
-  "sterilised": "sterilized",
-  "steriliser": "sterilizer",
-  "sterilisers": "sterilizers",
-  "sterilises": "sterilizes",
-  "sterilising": "sterilizing",
-  "stigmatisation": "stigmatization",
-  "stigmatise": "stigmatize",
-  "stigmatised": "stigmatized",
-  "stigmatises": "stigmatizes",
-  "stigmatising": "stigmatizing",
-  "storey": "story",
-  "storeys": "stories",
-  "subsidisation": "subsidization",
-  "subsidise": "subsidize",
-  "subsidised": "subsidized",
-  "subsidiser": "subsidizer",
-  "subsidisers": "subsidizers",
-  "subsidises": "subsidizes",
-  "subsidising": "subsidizing",
-  "succour": "succor",
-  "succoured": "succored",
-  "succouring": "succoring",
-  "succours": "succors",
-  "sulphate": "sulfate",
-  "sulphates": "sulfates",
-  "sulphide": "sulfide",
-  "sulphides": "sulfides",
-  "sulphur": "sulfur",
-  "sulphurous": "sulfurous",
-  "summarise": "summarize",
-  "summarised": "summarized",
-  "summarises": "summarizes",
-  "summarising": "summarizing",
-  "swivelled": "swiveled",
-  "swivelling": "swiveling",
-  "symbolise": "symbolize",
-  "symbolised": "symbolized",
-  "symbolises": "symbolizes",
-  "symbolising": "symbolizing",
-  "sympathise": "sympathize",
-  "sympathised": "sympathized",
-  "sympathiser": "sympathizer",
-  "sympathisers": "sympathizers",
-  "sympathises": "sympathizes",
-  "sympathising": "sympathizing",
-  "synchronisation": "synchronization",
-  "synchronise": "synchronize",
-  "synchronised": "synchronized",
-  "synchronises": "synchronizes",
-  "synchronising": "synchronizing",
-  "synthesise": "synthesize",
-  "synthesised": "synthesized",
-  "synthesiser": "synthesizer",
-  "synthesisers": "synthesizers",
-  "synthesises": "synthesizes",
-  "synthesising": "synthesizing",
-  "syphon": "siphon",
-  "syphoned": "siphoned",
-  "syphoning": "siphoning",
-  "syphons": "siphons",
-  "systematisation": "systematization",
-  "systematise": "systematize",
-  "systematised": "systematized",
-  "systematises": "systematizes",
-  "systematising": "systematizing",
-  "tantalise": "tantalize",
-  "tantalised": "tantalized",
-  "tantalises": "tantalizes",
-  "tantalising": "tantalizing",
-  "tantalisingly": "tantalizingly",
-  "tasselled": "tasseled",
-  "technicolour": "technicolor",
-  "temporise": "temporize",
-  "temporised": "temporized",
-  "temporises": "temporizes",
-  "temporising": "temporizing",
-  "tenderise": "tenderize",
-  "tenderised": "tenderized",
-  "tenderises": "tenderizes",
-  "tenderising": "tenderizing",
-  "terrorise": "terrorize",
-  "terrorised": "terrorized",
-  "terrorises": "terrorizes",
-  "terrorising": "terrorizing",
-  "theatre": "theater",
-  "theatregoer": "theatergoer",
-  "theatregoers": "theatergoers",
-  "theatres": "theaters",
-  "theorise": "theorize",
-  "theorised": "theorized",
-  "theorises": "theorizes",
-  "theorising": "theorizing",
-  "tonne": "ton",
-  "tonnes": "tons",
-  "towelled": "toweled",
-  "towelling": "toweling",
-  "toxaemia": "toxemia",
-  "tranquillise": "tranquilize",
-  "tranquillised": "tranquilized",
-  "tranquilliser": "tranquilizer",
-  "tranquillisers": "tranquilizers",
-  "tranquillises": "tranquilizes",
-  "tranquillising": "tranquilizing",
-  "tranquillity": "tranquility",
-  "tranquillize": "tranquilize",
-  "tranquillized": "tranquilized",
-  "tranquillizer": "tranquilizer",
-  "tranquillizers": "tranquilizers",
-  "tranquillizes": "tranquilizes",
-  "tranquillizing": "tranquilizing",
-  "tranquilly": "tranquility",
-  "transistorised": "transistorized",
-  "traumatise": "traumatize",
-  "traumatised": "traumatized",
-  "traumatises": "traumatizes",
-  "traumatising": "traumatizing",
-  "travelled": "traveled",
-  "traveller": "traveler",
-  "travellers": "travelers",
-  "travelling": "traveling",
-  "travelog": "travelogue",
-  "travelogs": "travelogues",
-  "trialled": "trialed",
-  "trialling": "trialing",
-  "tricolour": "tricolor",
-  "tricolours": "tricolors",
-  "trivialise": "trivialize",
-  "trivialised": "trivialized",
-  "trivialises": "trivializes",
-  "trivialising": "trivializing",
-  "tumour": "tumor",
-  "tumours": "tumors",
-  "tunnelled": "tunneled",
-  "tunnelling": "tunneling",
-  "tyrannise": "tyrannize",
-  "tyrannised": "tyrannized",
-  "tyrannises": "tyrannizes",
-  "tyrannising": "tyrannizing",
-  "tyre": "tire",
-  "tyres": "tires",
-  "unauthorised": "unauthorized",
-  "uncivilised": "uncivilized",
-  "underutilised": "underutilized",
-  "unequalled": "unequaled",
-  "unfavourable": "unfavorable",
-  "unfavourably": "unfavorably",
-  "unionisation": "unionization",
-  "unionise": "unionize",
-  "unionised": "unionized",
-  "unionises": "unionizes",
-  "unionising": "unionizing",
-  "unorganised": "unorganized",
-  "unravelled": "unraveled",
-  "unravelling": "unraveling",
-  "unrecognisable": "unrecognizable",
-  "unrecognised": "unrecognized",
-  "unrivalled": "unrivaled",
-  "unsavoury": "unsavory",
-  "untrammelled": "untrammeled",
-  "urbanisation": "urbanization",
-  "urbanise": "urbanize",
-  "urbanised": "urbanized",
-  "urbanises": "urbanizes",
-  "urbanising": "urbanizing",
-  "utilisable": "utilizable",
-  "utilisation": "utilization",
-  "utilise": "utilize",
-  "utilised": "utilized",
-  "utilises": "utilizes",
-  "utilising": "utilizing",
-  "valour": "valor",
-  "vandalise": "vandalize",
-  "vandalised": "vandalized",
-  "vandalises": "vandalizes",
-  "vandalising": "vandalizing",
-  "vaporisation": "vaporization",
-  "vaporise": "vaporize",
-  "vaporised": "vaporized",
-  "vaporises": "vaporizes",
-  "vaporising": "vaporizing",
-  "vapour": "vapor",
-  "vapours": "vapors",
-  "verbalise": "verbalize",
-  "verbalised": "verbalized",
-  "verbalises": "verbalizes",
-  "verbalising": "verbalizing",
-  "victimisation": "victimization",
-  "victimise": "victimize",
-  "victimised": "victimized",
-  "victimises": "victimizes",
-  "victimising": "victimizing",
-  "videodisc": "videodisk",
-  "videodiscs": "videodisks",
-  "vigour": "vigor",
-  "visualisation": "visualization",
-  "visualisations": "visualizations",
-  "visualise": "visualize",
-  "visualised": "visualized",
-  "visualises": "visualizes",
-  "visualising": "visualizing",
-  "vocalisation": "vocalization",
-  "vocalisations": "vocalizations",
-  "vocalise": "vocalize",
-  "vocalised": "vocalized",
-  "vocalises": "vocalizes",
-  "vocalising": "vocalizing",
-  "vulcanised": "vulcanized",
-  "vulgarisation": "vulgarization",
-  "vulgarise": "vulgarize",
-  "vulgarised": "vulgarized",
-  "vulgarises": "vulgarizes",
-  "vulgarising": "vulgarizing",
-  "waggon": "wagon",
-  "waggons": "wagons",
-  "watercolour": "watercolor",
-  "watercolours": "watercolors",
-  "weaselled": "weaseled",
-  "weaselling": "weaseling",
-  "westernisation": "westernization",
-  "westernise": "westernize",
-  "westernised": "westernized",
-  "westernises": "westernizes",
-  "westernising": "westernizing",
-  "womanise": "womanize",
-  "womanised": "womanized",
-  "womaniser": "womanizer",
-  "womanisers": "womanizers",
-  "womanises": "womanizes",
-  "womanising": "womanizing",
-  "woollen": "woolen",
-  "woollens": "woolens",
-  "woollies": "woolies",
-  "woolly": "wooly",
-  "worshipped": "worshiped",
-  "worshipper": "worshiper",
-  "worshipping": "worshiping",
-  "yodelled": "yodeled",
-  "yodelling": "yodeling",
-  "yoghourt": "yogurt",
-  "yoghourts": "yogurts",
-  "yoghurt": "yogurt",
-  "yoghurts": "yogurts"
-}
diff --git a/checkpoint-4000/optimizer.pt b/checkpoint-4000/optimizer.pt
deleted file mode 100644
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diff --git a/pytorch_model.bin b/pytorch_model.bin
index 8eaef755d7a90ced9cfceaad71c4536fa9978e8b..17c751ab632c0e2ae094a7620da89bf78f241bf0 100644
--- a/pytorch_model.bin
+++ b/pytorch_model.bin
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a7ec37708e3462c982c3529d641f78107368aaf0191ba0415fac5984cd41a8d6
+oid sha256:2ea24fb6272350e35c7f819c3836f437778f46ef44aef6816a93d4a3869b9cef
 size 3055754841
diff --git a/run_inter_1gpu.sh b/run_inter_1gpu.sh
index 8ca6501176e7637d230add128dd0436d33476e07..9365d5b969340a6068fa5df61dbabce880d51076 100644
--- a/run_inter_1gpu.sh
+++ b/run_inter_1gpu.sh
@@ -1,15 +1,15 @@
 python run_interleave.py --model_name_or_path="emilios/whisper-medium-el" \
---dataset_name="mozilla-foundation/common_voice_11_0" \
---dataset_config_name="el" \
+--dataset_name="mozilla-foundation/common_voice_11_0,google/fleurs" \
+--dataset_config_name="el,el_gr" \
 --language="greek" \
 --train_split_name="train+validation" \
 --eval_split_name="test" \
 --model_index_name="Whisper Medium El - Greek One" \
 --max_steps="5000" \
 --output_dir="./" \
---per_device_train_batch_size="12" \
---gradient_accumulation_steps="2" \
---per_device_eval_batch_size="8" \
+--per_device_train_batch_size="32" \
+--gradient_accumulation_steps="1" \
+--per_device_eval_batch_size="16" \
 --logging_steps="25" \
 --learning_rate="1e-5" \
 --warmup_steps="500" \
diff --git a/run_interleave.py b/run_interleave.py
index d5d3a36b8c3536ea58fdde1b123be7066e4b96bb..a672f4b0152e0ec4aa459cdff4a165337ec08cf9 100644
--- a/run_interleave.py
+++ b/run_interleave.py
@@ -17,8 +17,16 @@
 Fine-tuning the library models for sequence to sequence speech recognition
 with 🤗 Datasets' streaming mode.
 """
-# You can also adapt this script for your own sequence to sequence speech
-# recognition task. Pointers for this are left as comments.
+# This progam was modified by Michael Kamfonas (mkamfonas@infokarta.com) on Dec 11 2022
+# - added options for drpout, gradient_checkpointing, use_cache, stopping_strategy and streaming
+# - restructured it to enable both streaming and non-streaming modes 
+# - allows concatenation of mutiple datasets (single-string comma-separated) for interleaving
+#     The following params must have the same number of comma-separated (,) elements:
+#       dataset_name, 
+#       dataset_config_name, 
+#       train_split_name and eval_split_name (each element plus-separated (+) for multiple splits), 
+#       text_column_name and audio_column_name 
+ 
 
 import logging
 import os
@@ -28,23 +36,7 @@ from typing import Any, Dict, List, Optional, Union
 
 import datasets
 import torch
-
-#are these really needed?
-import torch.distributed as dist
-import torch.multiprocessing as mp
-import torch.nn.functional as F
-from torch.nn.parallel import DistributedDataParallel
-from tqdm import tqdm
-
-
-from datasets import DatasetDict, IterableDatasetDict, interleave_datasets, load_dataset
-from datasets import Audio, interleave_datasets, IterableDataset, load_dataset
-
-dataset_names = ["mozilla-foundation/common_voice_11_0", "google/fleurs"]
-dataset_config_names = ["el", "el_gr"]
-text_column_names = ["sentence", "transcription"]
-
-
+from datasets import Audio, DatasetDict, IterableDatasetDict, interleave_datasets, load_dataset
 from torch.utils.data import IterableDataset
 
 import evaluate
@@ -61,12 +53,14 @@ from transformers import (
     TrainerCallback,
     set_seed,
 )
-from transformers.models.whisper.english_normalizer import BasicTextNormalizer
 from transformers.trainer_pt_utils import IterableDatasetShard
 from transformers.trainer_utils import get_last_checkpoint, is_main_process
 from transformers.utils import check_min_version, send_example_telemetry
 from transformers.utils.versions import require_version
+from transformers.models.whisper.english_normalizer import BasicTextNormalizer
 
+TEXT_COL_NAME="text"
+AUDIO_COL_NAME="audio"
 
 # Will error if the minimal version of Transformers is not installed. Remove at your own risks.
 check_min_version("4.25.0.dev0")
@@ -116,7 +110,7 @@ class ModelArguments:
         },
     )
     freeze_feature_encoder: bool = field(
-        default=True, metadata={"help": "Whether to freeze the feature encoder layers of the model."}
+        default=True, metadata={"help": "Deprecated - Whether to freeze the feature encoder layers of the model."}
     )
     freeze_encoder: bool = field(
         default=False, metadata={"help": "Whether to freeze the entire encoder of the seq2seq model."}
@@ -136,6 +130,15 @@ class ModelArguments:
     )
     model_index_name: str = field(default=None, metadata={"help": "Pretty name for the model card."})
 
+    ## added by Michael Kamfonas
+    use_cache: bool = field(
+        default=False, metadata={"help": "Whether to use cache."}
+    )
+
+    dropout: float = field(
+        default = 0.0, metadata = {"help": "dropout probability."}
+    )
+
 
 @dataclass
 class DataTrainingArguments:
@@ -144,10 +147,12 @@ class DataTrainingArguments:
     """
 
     dataset_name: str = field(
-        default=None, metadata={"help": "The name of the dataset to use (via the datasets library)."}
+        default=None, 
+        metadata={"help": "The name of the dataset to use (via the datasets library)."}
     )
     dataset_config_name: Optional[str] = field(
-        default=None, metadata={"help": "The configuration name of the dataset to use (via the datasets library)."}
+        default=None, 
+        metadata={"help": "The configuration name of the dataset to use (via the datasets library)."}
     )
     text_column: Optional[str] = field(
         default=None,
@@ -237,12 +242,17 @@ class DataTrainingArguments:
             )
         },
     )
+    stopping_strategy: Optional[str] = field(
+        default="all_exhausted",
+        metadata={
+             "help": "Strategy used to consume interleaved data. Default = 'all_exhausted'"
+        }
+    )
     streaming: bool = field(
         default=True,
         metadata={"help": "Whether to use streaming mode to load and pre-process the data."},
     )
 
-
 @dataclass
 class DataCollatorSpeechSeq2SeqWithPadding:
     """
@@ -281,7 +291,7 @@ class DataCollatorSpeechSeq2SeqWithPadding:
         return batch
 
 
-def load_maybe_streaming_dataset(dataset_name, dataset_config_name, split="train", streaming=True, **kwargs):
+def load_streaming_dataset(dataset_name, dataset_config_name, split="train", **kwargs):
     """
     Utility function to load a dataset in streaming mode. For datasets with multiple splits,
     each split is loaded individually and then splits combined by taking alternating examples from
@@ -290,7 +300,7 @@ def load_maybe_streaming_dataset(dataset_name, dataset_config_name, split="train
     if "+" in split:
         # load multiple splits separated by the `+` symbol with streaming mode
         dataset_splits = [
-            load_dataset(dataset_name, dataset_config_name, split=split_name, streaming=streaming, **kwargs)
+            load_dataset(dataset_name, dataset_config_name, split=split_name, streaming=True, **kwargs)
             for split_name in split.split("+")
         ]
         # interleave multiple splits to form one dataset
@@ -298,7 +308,7 @@ def load_maybe_streaming_dataset(dataset_name, dataset_config_name, split="train
         return interleaved_dataset
     else:
         # load a single split *with* streaming mode
-        dataset = load_dataset(dataset_name, dataset_config_name, split=split, streaming=streaming, **kwargs)
+        dataset = load_dataset(dataset_name, dataset_config_name, split=split, streaming=True, **kwargs)
         return dataset
 
 def load_multiple_streaming_datasets(
@@ -306,10 +316,12 @@ def load_multiple_streaming_datasets(
     dataset_config_names: List,
     splits: Optional[List] = None,
     text_column_names: Optional[List] = None,
+    audio_column_names: Optional[List] = None,
     sampling_rate: Optional[int] = 16000,
     stopping_strategy: Optional[str] = "all_exhausted",
+    streaming = True,
     **kwargs
-) -> IterableDataset:
+    ):
 
     if len(dataset_names) != len(dataset_config_names):
         raise ValueError(
@@ -319,7 +331,7 @@ def load_multiple_streaming_datasets(
 
     if splits is not None and len(splits) != len(dataset_names):
         raise ValueError(
-            f"Ensure one split is passed for each dataset, got {len(dataset_names)} datasets and {len(splits)} splits."
+            f"Ensure one train_split is passed for each dataset, got {len(dataset_names)} datasets and {len(splits)} splits."
         )
 
     if text_column_names is not None and len(text_column_names) != len(dataset_names):
@@ -328,27 +340,58 @@ def load_multiple_streaming_datasets(
             f" {len(text_column_names)} text column names."
         )
 
-    splits = splits if splits is not None else ["train" for i in range(len(dataset_names))]
+    if audio_column_names is not None and len(audio_column_names) != len(dataset_names):
+        raise ValueError(
+            f"Ensure one text column name is passed for each dataset, got {len(dataset_names)} datasets and"
+            f" {len(audio_column_names)} text column names."
+        )
+
+    splits = splits if splits is not None \
+        else ["train" for i in range(len(dataset_names))]
+
     text_column_names = (
-        text_column_names if text_column_names is not None else ["text" for i in range(len(dataset_names))]
+        text_column_names if text_column_names is not None \
+            else [TEXT_COL_NAME for i in range(len(dataset_names))]
     )
 
-    all_datasets = []
+    audio_column_names = (
+        audio_column_names if audio_column_names is not None \
+            else [AUDIO_COL_NAME for i in range(len(dataset_names))]
+    )
+
+    all_data_splits = []
     # iterate over the datasets we want to interleave
-    for i, dataset_name in enumerate(dataset_names):
-        dataset = load_dataset(dataset_name, dataset_config_names[i], split=splits[i], streaming=True, **kwargs)
-        # resample to specified sampling rate
-        dataset = dataset.cast_column("audio", Audio(sampling_rate))
-        #  normalise columns to ["audio", "sentence"]
-        if text_column_names[i] != "sentence":
-            dataset = dataset.rename_column(text_column_names[i], "sentence")
-        dataset = dataset.remove_columns(set(dataset.features.keys()) - set(["audio", "sentence"]))
-        all_datasets.append(dataset)
+    for dset, cfgNm, splt,  txtColNm, audColNm in zip(dataset_names,dataset_config_names,\
+                                                splits,text_column_names, audio_column_names):
+
+        dset_splits = [load_dataset(dset, cfgNm, split=c, streaming=streaming, **kwargs) \
+            for c in splt.split('+') if c != '-']
+
+        if streaming:
+            dset_splits = [ds if TEXT_COL_NAME  in ds.features else ds.rename_column(txtColNm, TEXT_COL_NAME) \
+                for ds in dset_splits ]
+            dset_splits = [ds if AUDIO_COL_NAME in ds.features else ds.rename_column(audColNm, AUDIO_COL_NAME) \
+                for ds in dset_splits]
+
+            if len(dset_splits)>0 and sampling_rate != next(iter(dset_splits[0]))[AUDIO_COL_NAME]['sampling_rate']:
+                dset_splits = [ds.cast_column(AUDIO_COL_NAME, Audio(sampling_rate)) for ds in dset_splits]
+        else:
 
-    interleaved_dataset = interleave_datasets(all_datasets, stopping_strategy=stopping_strategy)
-    return interleaved_dataset
+            dset_splits = [ds if TEXT_COL_NAME  in ds.column_names else ds.rename_column(txtColNm, TEXT_COL_NAME) \
+                for ds in dset_splits ]
+            dset_splits = [ds if AUDIO_COL_NAME in ds.column_names else ds.rename_column(audColNm, AUDIO_COL_NAME) \
+                for ds in dset_splits]
+        
+        if len(dset_splits)>0 and sampling_rate != next(iter(dset_splits[0]))[AUDIO_COL_NAME]['sampling_rate']:
+            dset_splits = [ds.cast_column(AUDIO_COL_NAME, Audio(sampling_rate)) for ds in dset_splits]
 
-ds = load_multiple_streaming_datasets(dataset_names, dataset_config_names=dataset_config_names, text_column_names=text_column_names, use_auth_token=True)
+        cols2keep = set([AUDIO_COL_NAME, TEXT_COL_NAME])
+
+        dset_splits = [ds.remove_columns(set(ds.features.keys()) - cols2keep) for ds in dset_splits]
+
+        all_data_splits +=   dset_splits
+
+    return interleave_datasets(all_data_splits, stopping_strategy=stopping_strategy)
 
 def main():
     # 1. Parse input arguments
@@ -413,46 +456,6 @@ def main():
     # Set seed before initializing model.
     set_seed(training_args.seed)
 
-    # 4. Load dataset
-    raw_datasets = IterableDatasetDict() if data_args.streaming else DatasetDict()
-# """
-  #  if training_args.do_train:
-  #      raw_datasets["train"] = load_maybe_streaming_dataset(
-  #          data_args.dataset_name,
-  #          data_args.dataset_config_name,
-  #          split=data_args.train_split_name,
-  #          use_auth_token=True if model_args.use_auth_token else None,
-  #          streaming=data_args.streaming,
-  #      )
-#"""
-    if training_args.do_train:
-        raw_datasets["train"] = load_multiple_streaming_datasets(dataset_names, dataset_config_names=dataset_config_names, text_column_names=text_column_names, use_auth_token=True)
-
-    if training_args.do_eval:
-        raw_datasets["eval"] = load_maybe_streaming_dataset(
-            data_args.dataset_name,
-            data_args.dataset_config_name,
-            split=data_args.eval_split_name,
-            use_auth_token=True if model_args.use_auth_token else None,
-            streaming=data_args.streaming,
-        )
-
-    raw_datasets_features = list(next(iter(raw_datasets.values())).features.keys())
-
-    if data_args.audio_column_name not in raw_datasets_features:
-        raise ValueError(
-            f"--audio_column_name '{data_args.audio_column_name}' not found in dataset '{data_args.dataset_name}'. "
-            "Make sure to set `--audio_column_name` to the correct audio column - one of "
-            f"{', '.join(raw_datasets_features)}."
-        )
-
-    if data_args.text_column_name not in raw_datasets_features:
-        raise ValueError(
-            f"--text_column_name {data_args.text_column_name} not found in dataset '{data_args.dataset_name}'. "
-            "Make sure to set `--text_column_name` to the correct text column - one of "
-            f"{', '.join(raw_datasets_features)}."
-        )
-
     # 5. Load pretrained model, tokenizer, and feature extractor
     #
     # Distributed training:
@@ -464,10 +467,8 @@ def main():
         use_auth_token=True if model_args.use_auth_token else None,
     )
 
-    config.update({"forced_decoder_ids": model_args.forced_decoder_ids, "suppress_tokens": model_args.suppress_tokens})
-
-    if training_args.gradient_checkpointing:
-        config.update({"use_cache": False})
+    config.update({ "forced_decoder_ids": model_args.forced_decoder_ids, 
+                    "suppress_tokens": model_args.suppress_tokens})
 
     feature_extractor = AutoFeatureExtractor.from_pretrained(
         model_args.feature_extractor_name if model_args.feature_extractor_name else model_args.model_name_or_path,
@@ -490,32 +491,97 @@ def main():
         use_auth_token=True if model_args.use_auth_token else None,
     )
 
+    model.config.use_cache = model_args.use_cache
+    model.config.dropout = model_args.dropout
+    if training_args.gradient_checkpointing:
+        model.gradient_checkpointing_enable()
+
     if model.config.decoder_start_token_id is None:
         raise ValueError("Make sure that `config.decoder_start_token_id` is correctly defined")
 
-    if model_args.freeze_feature_encoder:
-        model.freeze_feature_encoder()
+    # deprecated
+    #if model_args.freeze_feature_encoder:
+    #    model.freeze_feature_encoder()
 
     if model_args.freeze_encoder:
         model.freeze_encoder()
+        model.model.encoder.gradient_checkpointing = False
 
     if data_args.language is not None:
         # We only need to set the task id when the language is specified (i.e. in a multilingual setting)
         tokenizer.set_prefix_tokens(language=data_args.language, task=data_args.task)
 
-    # 6. Resample speech dataset if necessary
-    dataset_sampling_rate = next(iter(raw_datasets.values())).features[data_args.audio_column_name].sampling_rate
-    if dataset_sampling_rate != feature_extractor.sampling_rate:
-        raw_datasets = raw_datasets.cast_column(
-            data_args.audio_column_name, datasets.features.Audio(sampling_rate=feature_extractor.sampling_rate)
+
+    # 4. Load dataset
+    raw_datasets = IterableDatasetDict() if data_args.streaming else DatasetDict()
+
+    # if training_args.do_train:
+    #     raw_datasets["train"] = load_streaming_dataset(
+    #         data_args.dataset_name,
+    #         data_args.dataset_config_name,
+    #         split=data_args.train_split_name,
+    #         use_auth_token=True if model_args.use_auth_token else None,
+    #     )
+
+    # if training_args.do_eval:
+    #     raw_datasets["eval"] = load_streaming_dataset(
+    #         data_args.dataset_name,
+    #         data_args.dataset_config_name,
+    #         split=data_args.eval_split_name,
+    #         use_auth_token=True if model_args.use_auth_token else None,
+    #     )
+
+    if training_args.do_train:
+        raw_datasets["train"] = load_multiple_streaming_datasets(
+            dataset_names=data_args.dataset_name.split(","), 
+            dataset_config_names=data_args.dataset_config_name.split(","),
+            splits = data_args.train_split_name.split(","),
+            text_column_names = data_args.text_column_name.split(","),
+            sampling_rate  = feature_extractor.sampling_rate, 
+            streaming=data_args.streaming,
+            use_auth_token=True if model_args.use_auth_token else None,
+        )
+
+    if training_args.do_eval:
+        raw_datasets["eval"] = load_multiple_streaming_datasets(
+            dataset_names=data_args.dataset_name.split(","), 
+            dataset_config_names=data_args.dataset_config_name.split(","),
+            splits  = data_args.eval_split_name.split(","),
+            text_column_names = data_args.text_column_name.split(","),
+            sampling_rate  = feature_extractor.sampling_rate,
+            streaming=False,
+            use_auth_token=True if model_args.use_auth_token else None,
+        )
+
+    raw_datasets_features = list(next(iter(raw_datasets.values())).features.keys())
+
+    if AUDIO_COL_NAME not in raw_datasets_features:
+        raise ValueError(
+            f"--audio_column_name '{data_args.audio_column_name}' not found in dataset '{data_args.dataset_name}'. "
+            "Make sure to set `--audio_column_name` to the correct audio column - one of "
+            f"{', '.join(raw_datasets_features)}."
+        )
+
+    if TEXT_COL_NAME not in raw_datasets_features:
+        raise ValueError(
+            f"--text_column_name {TEXT_COL_NAME} not found in dataset. "
+            "Make sure to set `--text_column_name` to the the respective correct text columns."
         )
 
+
+    # 6. Resample speech dataset if necessary
+    #dataset_sampling_rate = next(iter(raw_datasets.values())).features[data_args.audio_column_name].sampling_rate
+    #if dataset_sampling_rate != feature_extractor.sampling_rate:
+    #    raw_datasets = raw_datasets.cast_column(
+    #        data_args.audio_column_name, datasets.features.Audio(sampling_rate=feature_extractor.sampling_rate)
+    #    )
+
     # 7. Preprocessing the datasets.
     # We need to read the audio files as arrays and tokenize the targets.
     max_input_length = data_args.max_duration_in_seconds * feature_extractor.sampling_rate
     min_input_length = data_args.min_duration_in_seconds * feature_extractor.sampling_rate
-    audio_column_name = data_args.audio_column_name
-    text_column_name = data_args.text_column_name
+    audio_column_name = AUDIO_COL_NAME
+    text_column_name = TEXT_COL_NAME
     model_input_name = feature_extractor.model_input_names[0]
     do_lower_case = data_args.do_lower_case
     do_remove_punctuation = data_args.do_remove_punctuation
@@ -553,7 +619,7 @@ def main():
     with training_args.main_process_first(desc="dataset map pre-processing"):
         vectorized_datasets = raw_datasets.map(
             prepare_dataset,
-            remove_columns=raw_datasets_features,
+            remove_columns=raw_datasets_features
         ).with_format("torch")
 
         if training_args.do_train and data_args.streaming:
diff --git a/run_interleave.py.old b/run_interleave.py.old
new file mode 100644
index 0000000000000000000000000000000000000000..d5fcba620d153270c3f8bb46f04ae39541ba54f3
--- /dev/null
+++ b/run_interleave.py.old
@@ -0,0 +1,697 @@
+#!/usr/bin/env python
+# coding=utf-8
+# Copyright 2022 The HuggingFace Team. All rights reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""
+Fine-tuning the library models for sequence to sequence speech recognition
+with 🤗 Datasets' streaming mode.
+"""
+# You can also adapt this script for your own sequence to sequence speech
+# recognition task. Pointers for this are left as comments.
+
+import logging
+import os
+import sys
+from dataclasses import dataclass, field
+from typing import Any, Dict, List, Optional, Union
+
+import datasets
+import torch
+
+#are these really needed?
+#import torch.distributed as dist
+#import torch.multiprocessing as mp
+#import torch.nn.functional as F
+#from torch.nn.parallel import DistributedDataParallel
+#from tqdm import tqdm
+
+
+from datasets import DatasetDict, IterableDatasetDict, interleave_datasets, load_dataset
+from datasets import Audio, interleave_datasets, IterableDataset, load_dataset
+
+dataset_names = ["mozilla-foundation/common_voice_11_0", "google/fleurs"]
+dataset_config_names = ["el", "el_gr"]
+text_column_names = ["sentence", "transcription"]
+
+
+from torch.utils.data import IterableDataset
+
+import evaluate
+import transformers
+from transformers import (
+    AutoConfig,
+    AutoFeatureExtractor,
+    AutoModelForSpeechSeq2Seq,
+    AutoProcessor,
+    AutoTokenizer,
+    HfArgumentParser,
+    Seq2SeqTrainer,
+    Seq2SeqTrainingArguments,
+    TrainerCallback,
+    set_seed,
+)
+from transformers.models.whisper.english_normalizer import BasicTextNormalizer
+from transformers.trainer_pt_utils import IterableDatasetShard
+from transformers.trainer_utils import get_last_checkpoint, is_main_process
+from transformers.utils import check_min_version, send_example_telemetry
+from transformers.utils.versions import require_version
+
+
+# Will error if the minimal version of Transformers is not installed. Remove at your own risks.
+check_min_version("4.25.0.dev0")
+
+require_version("datasets>=1.18.2", "To fix: pip install -r examples/pytorch/speech-recognition/requirements.txt")
+
+logger = logging.getLogger(__name__)
+
+
+@dataclass
+class ModelArguments:
+    """
+    Arguments pertaining to which model/config/tokenizer we are going to fine-tune from.
+    """
+
+    model_name_or_path: str = field(
+        metadata={"help": "Path to pretrained model or model identifier from huggingface.co/models"}
+    )
+    config_name: Optional[str] = field(
+        default=None, metadata={"help": "Pretrained config name or path if not the same as model_name"}
+    )
+    tokenizer_name: Optional[str] = field(
+        default=None, metadata={"help": "Pretrained tokenizer name or path if not the same as model_name"}
+    )
+    feature_extractor_name: Optional[str] = field(
+        default=None, metadata={"help": "feature extractor name or path if not the same as model_name"}
+    )
+    cache_dir: Optional[str] = field(
+        default=None,
+        metadata={"help": "Where to store the pretrained models downloaded from huggingface.co"},
+    )
+    use_fast_tokenizer: bool = field(
+        default=True,
+        metadata={"help": "Whether to use one of the fast tokenizer (backed by the tokenizers library) or not."},
+    )
+    model_revision: str = field(
+        default="main",
+        metadata={"help": "The specific model version to use (can be a branch name, tag name or commit id)."},
+    )
+    use_auth_token: bool = field(
+        default=False,
+        metadata={
+            "help": (
+                "Will use the token generated when running `huggingface-cli login` (necessary to use this script "
+                "with private models)."
+            )
+        },
+    )
+    freeze_feature_encoder: bool = field(
+        default=True, metadata={"help": "Whether to freeze the feature encoder layers of the model."}
+    )
+    freeze_encoder: bool = field(
+        default=False, metadata={"help": "Whether to freeze the entire encoder of the seq2seq model."}
+    )
+    forced_decoder_ids: List[List[int]] = field(
+        default=None,
+        metadata={
+            "help": (
+                "A list of pairs of integers which indicates a mapping from generation indices to token indices "
+                "that will be forced before sampling. For example, [[0, 123]] means the first generated token "
+                "will always be a token of index 123."
+            )
+        },
+    )
+    suppress_tokens: List[int] = field(
+        default=None, metadata={"help": "A list of tokens that will be suppressed at generation."}
+    )
+    model_index_name: str = field(default=None, metadata={"help": "Pretty name for the model card."})
+
+
+@dataclass
+class DataTrainingArguments:
+    """
+    Arguments pertaining to what data we are going to input our model for training and eval.
+    """
+
+    dataset_name: str = field(
+        default=None, metadata={"help": "The name of the dataset to use (via the datasets library)."}
+    )
+    dataset_config_name: Optional[str] = field(
+        default=None, metadata={"help": "The configuration name of the dataset to use (via the datasets library)."}
+    )
+    text_column: Optional[str] = field(
+        default=None,
+        metadata={"help": "The name of the column in the datasets containing the full texts (for summarization)."},
+    )
+    max_train_samples: Optional[int] = field(
+        default=None,
+        metadata={
+            "help": (
+                "For debugging purposes or quicker training, truncate the number of training examples to this "
+                "value if set."
+            )
+        },
+    )
+    max_eval_samples: Optional[int] = field(
+        default=None,
+        metadata={
+            "help": (
+                "For debugging purposes or quicker training, truncate the number of evaluation examples to this "
+                "value if set."
+            )
+        },
+    )
+    audio_column_name: str = field(
+        default="audio",
+        metadata={"help": "The name of the dataset column containing the audio data. Defaults to 'audio'"},
+    )
+    text_column_name: str = field(
+        default="text",
+        metadata={"help": "The name of the dataset column containing the text data. Defaults to 'text'"},
+    )
+    max_duration_in_seconds: float = field(
+        default=20.0,
+        metadata={
+            "help": (
+                "Truncate audio files that are longer than `max_duration_in_seconds` seconds to"
+                " 'max_duration_in_seconds`"
+            )
+        },
+    )
+    min_duration_in_seconds: float = field(
+        default=0.0, metadata={"help": "Filter audio files that are shorter than `min_duration_in_seconds` seconds"}
+    )
+    train_split_name: str = field(
+        default="train",
+        metadata={
+            "help": "The name of the training data set split to use (via the datasets library). Defaults to 'train'"
+        },
+    )
+    eval_split_name: str = field(
+        default="test",
+        metadata={
+            "help": "The name of the training data set split to use (via the datasets library). Defaults to 'train'"
+        },
+    )
+    do_lower_case: bool = field(
+        default=False,
+        metadata={"help": "Whether the target text should be lower cased."},
+    )
+    do_remove_punctuation: bool = field(
+        default=False,
+        metadata={"help": "Whether the target text should be striped of punctuation."},
+    )
+    do_normalize_eval: bool = field(
+        default=True,
+        metadata={"help": "Whether to normalise the references and predictions in the eval WER calculation."},
+    )
+    language: str = field(
+        default=None,
+        metadata={
+            "help": (
+                "Language for multilingual fine-tuning. This argument should be set for multilingual fine-tuning "
+                "only. For English speech recognition, it should be set to `None`."
+            )
+        },
+    )
+    task: str = field(
+        default="transcribe",
+        metadata={"help": "Task, either `transcribe` for speech recognition or `translate` for speech translation."},
+    )
+    shuffle_buffer_size: Optional[int] = field(
+        default=500,
+        metadata={
+            "help": (
+                "The number of streamed examples to download before shuffling them. The large the buffer, "
+                "the closer it is to real offline shuffling."
+            )
+        },
+    )
+    streaming: bool = field(
+        default=True,
+        metadata={"help": "Whether to use streaming mode to load and pre-process the data."},
+    )
+
+
+@dataclass
+class DataCollatorSpeechSeq2SeqWithPadding:
+    """
+    Data collator that will dynamically pad the inputs received.
+    Args:
+        processor ([`WhisperProcessor`])
+            The processor used for processing the data.
+        decoder_start_token_id (`int`)
+            The begin-of-sentence of the decoder.
+    """
+
+    processor: Any
+    decoder_start_token_id: int
+
+    def __call__(self, features: List[Dict[str, Union[List[int], torch.Tensor]]]) -> Dict[str, torch.Tensor]:
+        # split inputs and labels since they have to be of different lengths and need
+        # different padding methods
+        model_input_name = self.processor.model_input_names[0]
+        input_features = [{model_input_name: feature[model_input_name]} for feature in features]
+        label_features = [{"input_ids": feature["labels"]} for feature in features]
+
+        batch = self.processor.feature_extractor.pad(input_features, return_tensors="pt")
+
+        labels_batch = self.processor.tokenizer.pad(label_features, return_tensors="pt")
+
+        # replace padding with -100 to ignore loss correctly
+        labels = labels_batch["input_ids"].masked_fill(labels_batch.attention_mask.ne(1), -100)
+
+        # if bos token is appended in previous tokenization step,
+        # cut bos token here as it's append later anyways
+        if (labels[:, 0] == self.decoder_start_token_id).all().cpu().item():
+            labels = labels[:, 1:]
+
+        batch["labels"] = labels
+
+        return batch
+
+
+def load_maybe_streaming_dataset(dataset_name, dataset_config_name, split="train", streaming=True, **kwargs):
+    """
+    Utility function to load a dataset in streaming mode. For datasets with multiple splits,
+    each split is loaded individually and then splits combined by taking alternating examples from
+    each (interleaving).
+    """
+    if "+" in split:
+        # load multiple splits separated by the `+` symbol with streaming mode
+        dataset_splits = [
+            load_dataset(dataset_name, dataset_config_name, split=split_name, streaming=streaming, **kwargs)
+            for split_name in split.split("+")
+        ]
+        # interleave multiple splits to form one dataset
+        interleaved_dataset = interleave_datasets(dataset_splits)
+        return interleaved_dataset
+    else:
+        # load a single split *with* streaming mode
+        dataset = load_dataset(dataset_name, dataset_config_name, split=split, streaming=streaming, **kwargs)
+        return dataset
+
+def load_multiple_streaming_datasets(
+    dataset_names: List,
+    dataset_config_names: List,
+    splits: Optional[List] = None,
+    text_column_names: Optional[List] = None,
+    sampling_rate: Optional[int] = 16000,
+    stopping_strategy: Optional[str] = "all_exhausted",
+    **kwargs
+) -> IterableDataset:
+
+    if len(dataset_names) != len(dataset_config_names):
+        raise ValueError(
+            f"Ensure one config is passed for each dataset, got {len(dataset_names)} datasets and"
+            f" {len(dataset_config_names)} configs."
+        )
+
+    if splits is not None and len(splits) != len(dataset_names):
+        raise ValueError(
+            f"Ensure one split is passed for each dataset, got {len(dataset_names)} datasets and {len(splits)} splits."
+        )
+
+    if text_column_names is not None and len(text_column_names) != len(dataset_names):
+        raise ValueError(
+            f"Ensure one text column name is passed for each dataset, got {len(dataset_names)} datasets and"
+            f" {len(text_column_names)} text column names."
+        )
+
+    splits = splits if splits is not None else ["train" for i in range(len(dataset_names))]
+    text_column_names = (
+        text_column_names if text_column_names is not None else ["text" for i in range(len(dataset_names))]
+    )
+
+    all_datasets = []
+    # iterate over the datasets we want to interleave
+    for i, dataset_name in enumerate(dataset_names):
+        dataset = load_dataset(dataset_name, dataset_config_names[i], split=splits[i], streaming=True, **kwargs)
+        # resample to specified sampling rate
+        dataset = dataset.cast_column("audio", Audio(sampling_rate))
+        #  normalise columns to ["audio", "sentence"]
+        if text_column_names[i] != "sentence":
+            dataset = dataset.rename_column(text_column_names[i], "sentence")
+        dataset = dataset.remove_columns(set(dataset.features.keys()) - set(["audio", "sentence"]))
+        all_datasets.append(dataset)
+
+    interleaved_dataset = interleave_datasets(all_datasets, stopping_strategy=stopping_strategy)
+    return interleaved_dataset
+
+# ds = load_multiple_streaming_datasets(dataset_names, dataset_config_names=dataset_config_names, text_column_names=text_column_names, use_auth_token=True)
+
+def main():
+    # 1. Parse input arguments
+    # See all possible arguments in src/transformers/training_args.py
+    # or by passing the --help flag to this script.
+    # We now keep distinct sets of args, for a cleaner separation of concerns.
+    parser = HfArgumentParser((ModelArguments, DataTrainingArguments, Seq2SeqTrainingArguments))
+
+    if len(sys.argv) == 2 and sys.argv[1].endswith(".json"):
+        # If we pass only one argument to the script and it's the path to a json file,
+        # let's parse it to get our arguments.
+        model_args, data_args, training_args = parser.parse_json_file(json_file=os.path.abspath(sys.argv[1]))
+    else:
+        model_args, data_args, training_args = parser.parse_args_into_dataclasses()
+
+    # Sending telemetry. Tracking the example usage helps us better allocate resources to maintain them. The
+    # information sent is the one passed as arguments along with your Python/PyTorch versions.
+    send_example_telemetry("run_speech_recognition_seq2seq_streaming", model_args, data_args)
+
+    # 2. Setup logging
+    logging.basicConfig(
+        format="%(asctime)s - %(levelname)s - %(name)s - %(message)s",
+        datefmt="%m/%d/%Y %H:%M:%S",
+        handlers=[logging.StreamHandler(sys.stdout)],
+    )
+    log_level = training_args.get_process_log_level()
+    logger.setLevel(log_level)
+    datasets.utils.logging.set_verbosity(log_level)
+    transformers.utils.logging.set_verbosity(log_level)
+    transformers.utils.logging.enable_default_handler()
+    transformers.utils.logging.enable_explicit_format()
+
+    logger.setLevel(logging.INFO if is_main_process(training_args.local_rank) else logging.WARN)
+
+    # Log on each process the small summary:
+    logger.warning(
+        f"Process rank: {training_args.local_rank}, device: {training_args.device}, n_gpu: {training_args.n_gpu}"
+        f"distributed training: {bool(training_args.local_rank != -1)}, 16-bits training: {training_args.fp16}"
+    )
+    logger.info(f"Training/evaluation parameters {training_args}")
+
+    # Set the verbosity to info of the Transformers logger (on main process only):
+    if is_main_process(training_args.local_rank):
+        transformers.utils.logging.set_verbosity_info()
+    logger.info("Training/evaluation parameters %s", training_args)
+
+    # 3. Detecting last checkpoint and eventually continue from last checkpoint
+    last_checkpoint = None
+    if os.path.isdir(training_args.output_dir) and training_args.do_train and not training_args.overwrite_output_dir:
+        last_checkpoint = get_last_checkpoint(training_args.output_dir)
+        if last_checkpoint is None and len(os.listdir(training_args.output_dir)) > 0:
+            raise ValueError(
+                f"Output directory ({training_args.output_dir}) already exists and is not empty. "
+                "Use --overwrite_output_dir to overcome."
+            )
+        elif last_checkpoint is not None and training_args.resume_from_checkpoint is None:
+            logger.info(
+                f"Checkpoint detected, resuming training at {last_checkpoint}. To avoid this behavior, change "
+                "the `--output_dir` or add `--overwrite_output_dir` to train from scratch."
+            )
+
+    # Set seed before initializing model.
+    set_seed(training_args.seed)
+
+    # 4. Load dataset
+    raw_datasets = IterableDatasetDict() if data_args.streaming else DatasetDict()
+# """
+  #  if training_args.do_train:
+  #      raw_datasets["train"] = load_maybe_streaming_dataset(
+  #          data_args.dataset_name,
+  #          data_args.dataset_config_name,
+  #          split=data_args.train_split_name,
+  #          use_auth_token=True if model_args.use_auth_token else None,
+  #          streaming=data_args.streaming,
+  #      )
+#"""
+    if training_args.do_train:
+        raw_datasets["train"] = load_multiple_streaming_datasets(dataset_names, dataset_config_names=dataset_config_names, text_column_names=text_column_names, sampling_rate=16000, use_auth_token=True)
+    # sampling_rate: Optional[int] = 16000,
+
+    if training_args.do_eval:
+        raw_datasets["eval"] = load_maybe_streaming_dataset(
+            data_args.dataset_name,
+            data_args.dataset_config_name,
+            split=data_args.eval_split_name,
+            use_auth_token=True if model_args.use_auth_token else None,
+            streaming=data_args.streaming,
+        )
+
+    raw_datasets_features = list(next(iter(raw_datasets.values())).features.keys())
+
+    if data_args.audio_column_name not in raw_datasets_features:
+        raise ValueError(
+            f"--audio_column_name '{data_args.audio_column_name}' not found in dataset '{data_args.dataset_name}'. "
+            "Make sure to set `--audio_column_name` to the correct audio column - one of "
+            f"{', '.join(raw_datasets_features)}."
+        )
+
+    if data_args.text_column_name not in raw_datasets_features:
+        raise ValueError(
+            f"--text_column_name {data_args.text_column_name} not found in dataset '{data_args.dataset_name}'. "
+            "Make sure to set `--text_column_name` to the correct text column - one of "
+            f"{', '.join(raw_datasets_features)}."
+        )
+
+    # 5. Load pretrained model, tokenizer, and feature extractor
+    #
+    # Distributed training:
+    # The .from_pretrained methods guarantee that only one local process can concurrently
+    config = AutoConfig.from_pretrained(
+        model_args.config_name if model_args.config_name else model_args.model_name_or_path,
+        cache_dir=model_args.cache_dir,
+        revision=model_args.model_revision,
+        use_auth_token=True if model_args.use_auth_token else None,
+    )
+
+    config.update({"forced_decoder_ids": model_args.forced_decoder_ids, "suppress_tokens": model_args.suppress_tokens})
+
+    if training_args.gradient_checkpointing:
+        config.update({"use_cache": False})
+
+    feature_extractor = AutoFeatureExtractor.from_pretrained(
+        model_args.feature_extractor_name if model_args.feature_extractor_name else model_args.model_name_or_path,
+        cache_dir=model_args.cache_dir,
+        revision=model_args.model_revision,
+        use_auth_token=True if model_args.use_auth_token else None,
+    )
+    tokenizer = AutoTokenizer.from_pretrained(
+        model_args.tokenizer_name if model_args.tokenizer_name else model_args.model_name_or_path,
+        cache_dir=model_args.cache_dir,
+        use_fast=model_args.use_fast_tokenizer,
+        revision=model_args.model_revision,
+        use_auth_token=True if model_args.use_auth_token else None,
+    )
+    model = AutoModelForSpeechSeq2Seq.from_pretrained(
+        model_args.model_name_or_path,
+        config=config,
+        cache_dir=model_args.cache_dir,
+        revision=model_args.model_revision,
+        use_auth_token=True if model_args.use_auth_token else None,
+    )
+
+    if model.config.decoder_start_token_id is None:
+        raise ValueError("Make sure that `config.decoder_start_token_id` is correctly defined")
+
+    if model_args.freeze_feature_encoder:
+        model.freeze_feature_encoder()
+
+    if model_args.freeze_encoder:
+        model.freeze_encoder()
+
+    if data_args.language is not None:
+        # We only need to set the task id when the language is specified (i.e. in a multilingual setting)
+        tokenizer.set_prefix_tokens(language=data_args.language, task=data_args.task)
+
+    # 6. Resample speech dataset if necessary
+    dataset_sampling_rate = next(iter(raw_datasets.values())).features[data_args.audio_column_name].sampling_rate
+    if dataset_sampling_rate != feature_extractor.sampling_rate:
+        raw_datasets = raw_datasets.cast_column(
+            data_args.audio_column_name, datasets.features.Audio(sampling_rate=feature_extractor.sampling_rate)
+        )
+
+    # 7. Preprocessing the datasets.
+    # We need to read the audio files as arrays and tokenize the targets.
+    max_input_length = data_args.max_duration_in_seconds * feature_extractor.sampling_rate
+    min_input_length = data_args.min_duration_in_seconds * feature_extractor.sampling_rate
+    audio_column_name = data_args.audio_column_name
+    text_column_name = data_args.text_column_name
+    model_input_name = feature_extractor.model_input_names[0]
+    do_lower_case = data_args.do_lower_case
+    do_remove_punctuation = data_args.do_remove_punctuation
+    normalizer = BasicTextNormalizer()  # 'official' text normalizer from OpenAI
+
+    if data_args.max_train_samples is not None:
+        raw_datasets["train"] = (
+            raw_datasets["train"].take(data_args.max_train_samples)
+            if data_args.streaming
+            else raw_datasets["train"].select(range(data_args.max_train_samples))
+        )
+
+    if data_args.max_eval_samples is not None:
+        raw_datasets["eval"] = (
+            raw_datasets["eval"].take(data_args.max_eval_samples)
+            if data_args.streaming
+            else raw_datasets["eval"].select(range(data_args.max_eval_samples))
+        )
+
+    def prepare_dataset(batch):
+        # process audio
+        sample = batch[audio_column_name]
+        inputs = feature_extractor(sample["array"], sampling_rate=sample["sampling_rate"])
+        # process audio length
+        batch[model_input_name] = inputs.get(model_input_name)[0]
+        batch["input_length"] = len(sample["array"])
+
+        # process targets
+        input_str = batch[text_column_name].lower() if do_lower_case else batch[text_column_name]
+        if do_remove_punctuation:
+            input_str = normalizer(input_str).strip()
+        batch["labels"] = tokenizer(input_str).input_ids
+        return batch
+
+    with training_args.main_process_first(desc="dataset map pre-processing"):
+        vectorized_datasets = raw_datasets.map(
+            prepare_dataset,
+            remove_columns=raw_datasets_features,
+        ).with_format("torch")
+
+        if training_args.do_train and data_args.streaming:
+            # manually shuffle if streaming (done by the trainer for non-streaming)
+            vectorized_datasets["train"] = vectorized_datasets["train"].shuffle(
+                buffer_size=data_args.shuffle_buffer_size,
+                seed=training_args.seed,
+            )
+
+    # filter training data that is shorter than min_input_length or longer than
+    # max_input_length
+    def is_audio_in_length_range(length):
+        return min_input_length < length < max_input_length
+
+    if training_args.do_train:
+        vectorized_datasets["train"] = vectorized_datasets["train"].filter(
+            is_audio_in_length_range,
+            input_columns=["input_length"],
+        )
+
+    # 8. Load Metric
+    metric = evaluate.load("wer")
+    do_normalize_eval = data_args.do_normalize_eval
+
+    def compute_metrics(pred):
+        pred_ids = pred.predictions
+
+        pred.label_ids[pred.label_ids == -100] = tokenizer.pad_token_id
+
+        pred_str = tokenizer.batch_decode(pred_ids, skip_special_tokens=True)
+        # we do not want to group tokens when computing the metrics
+        label_str = tokenizer.batch_decode(pred.label_ids, skip_special_tokens=True)
+
+        if do_normalize_eval:
+            pred_str = [normalizer(pred) for pred in pred_str]
+            label_str = [normalizer(label) for label in label_str]
+            # filtering step to only evaluate the samples that correspond to non-zero references:
+            pred_str = [pred_str[i] for i in range(len(pred_str)) if len(label_str[i]) > 0]
+            label_str = [label_str[i] for i in range(len(label_str)) if len(label_str[i]) > 0]
+
+        wer = 100 * metric.compute(predictions=pred_str, references=label_str)
+
+        return {"wer": wer}
+
+    # 9. Create a single speech processor
+    if is_main_process(training_args.local_rank):
+        # save feature extractor, tokenizer and config
+        feature_extractor.save_pretrained(training_args.output_dir)
+        tokenizer.save_pretrained(training_args.output_dir)
+        config.save_pretrained(training_args.output_dir)
+
+    processor = AutoProcessor.from_pretrained(training_args.output_dir)
+
+    # 10. Define data collator
+    data_collator = DataCollatorSpeechSeq2SeqWithPadding(
+        processor=processor,
+        decoder_start_token_id=model.config.decoder_start_token_id,
+    )
+
+    # 11. Configure Trainer
+    # Trainer callback to reinitialise and reshuffle the streamable datasets at the beginning of each epoch
+    # Only required for streaming: Trainer automatically shuffles non-streaming datasets
+    class ShuffleCallback(TrainerCallback):
+        def on_epoch_begin(self, args, state, control, train_dataloader, **kwargs):
+            if isinstance(train_dataloader.dataset, IterableDatasetShard):
+                pass  # set_epoch() is handled by the Trainer
+            elif isinstance(train_dataloader.dataset, IterableDataset):
+                train_dataloader.dataset.set_epoch(train_dataloader.dataset._epoch + 1)
+
+    # Initialize Trainer
+    trainer = Seq2SeqTrainer(
+        model=model,
+        args=training_args,
+        train_dataset=vectorized_datasets["train"] if training_args.do_train else None,
+        eval_dataset=vectorized_datasets["eval"] if training_args.do_eval else None,
+        tokenizer=feature_extractor,
+        data_collator=data_collator,
+        compute_metrics=compute_metrics if training_args.predict_with_generate else None,
+        callbacks=[ShuffleCallback()] if data_args.streaming else None,
+    )
+
+    # 12. Training
+    if training_args.do_train:
+        checkpoint = None
+        if training_args.resume_from_checkpoint is not None:
+            checkpoint = training_args.resume_from_checkpoint
+        elif last_checkpoint is not None:
+            checkpoint = last_checkpoint
+        train_result = trainer.train(resume_from_checkpoint=checkpoint)
+        trainer.save_model()  # Saves the feature extractor too for easy upload
+
+        metrics = train_result.metrics
+        if data_args.max_train_samples:
+            metrics["train_samples"] = data_args.max_train_samples
+        trainer.log_metrics("train", metrics)
+        trainer.save_metrics("train", metrics)
+        trainer.save_state()
+
+    # 13. Evaluation
+    results = {}
+    if training_args.do_eval:
+        logger.info("*** Evaluate ***")
+        metrics = trainer.evaluate(
+            metric_key_prefix="eval",
+            max_length=training_args.generation_max_length,
+            num_beams=training_args.generation_num_beams,
+        )
+        if data_args.max_eval_samples:
+            metrics["eval_samples"] = data_args.max_eval_samples
+
+        trainer.log_metrics("eval", metrics)
+        trainer.save_metrics("eval", metrics)
+
+    # 14. Write Training Stats
+    kwargs = {
+        "finetuned_from": model_args.model_name_or_path,
+        "tasks": "automatic-speech-recognition",
+        "tags": "whisper-event",
+    }
+    if data_args.dataset_name is not None:
+        kwargs["dataset_tags"] = data_args.dataset_name
+        if data_args.dataset_config_name is not None:
+            kwargs["dataset"] = f"{data_args.dataset_name} {data_args.dataset_config_name}"
+        else:
+            kwargs["dataset"] = data_args.dataset_name
+        if "common_voice" in data_args.dataset_name:
+            kwargs["language"] = data_args.dataset_config_name[:2]
+        if model_args.model_index_name is not None:
+            kwargs["model_name"] = model_args.model_index_name
+
+    if training_args.push_to_hub:
+        trainer.push_to_hub(**kwargs)
+    else:
+        trainer.create_model_card(**kwargs)
+
+    return results
+
+
+if __name__ == "__main__":
+    main()
diff --git a/run_whisper-md-el-intlv-xs.sh b/run_whisper-md-el-intlv-xs.sh
new file mode 100644
index 0000000000000000000000000000000000000000..beb85f41a41d5c784e5a6230662202e31458ed74
--- /dev/null
+++ b/run_whisper-md-el-intlv-xs.sh
@@ -0,0 +1,51 @@
+# whisper-md-el-intlv-xs
+python run_speech_recognition_seq2seq_streaming.py \
+                --model_name_or_path   'openai/whisper-medium' \
+                --model_revision   main \
+                --do_train   True \
+                --do_eval   True \
+                --use_auth_token   False \
+                --freeze_feature_encoder   False \
+                --freeze_encoder   False \
+                --model_index_name   'whisper-md-el-intlv-xs' \
+                --dataset_name 'mozilla-foundation/common_voice_11_0,google/fleurs' \
+                --dataset_config_name 'el,el_gr' \
+                --train_split_name  'train+validation,train+validation' \
+                --eval_split_name   'test,-' \
+                --text_column_name  'sentence,transcription' \
+                --audio_column_name 'audio,audio' \
+                --streaming   False \
+                --max_duration_in_seconds   30 \
+                --do_lower_case   False \
+                --do_remove_punctuation   False \
+                --do_normalize_eval   True \
+                --language   greek \
+                --task transcribe \
+                --shuffle_buffer_size   500 \
+                --output_dir   './data/finetuningRuns/whisper-md-el-intlv-xs' \
+                --overwrite_output_dir   True \
+                --per_device_train_batch_size   32 \
+                --gradient_accumulation_steps  2 \
+                --learning_rate   1e-5 \
+                --dropout         0.1 \
+                --warmup_steps   500 \
+                --max_steps   5000 \
+                --eval_steps   1000 \
+                --gradient_checkpointing   True \
+                --cache_dir   '~/.cache' \
+                --fp16   True \
+                --evaluation_strategy   steps \
+                --per_device_eval_batch_size   8 \
+                --predict_with_generate   True \
+                --generation_max_length   225 \
+                --save_steps   1000 \
+                --logging_steps   25 \
+                --report_to   tensorboard \
+                --load_best_model_at_end   True \
+                --metric_for_best_model   wer \
+                --greater_is_better   False \
+                --push_to_hub   False 
+
+
+#
+
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