This model was trained by Shinji Watanabe using nsc recipe in espnet. Python APISee https://github.com/espnet/espnet_model_zoo Evaluate in the recipegit clone https://github.com/espnet/espnet cd espnet git checkout 8fd07721b78ef0d34713f237e94a003731a78825 pip install -e . cd egs2/nsc/asr1 ./run.sh --skip_data_prep false --skip_train true --download_model Shinji Watanabe/nsc_asr_train_asr_raw_en_bpe20000_valid.acc.ave Results # RESULTS ## Environments - date: `Sun Jan 10 03:01:02 EST 2021` - python version: `3.8.5 (default, Sep 4 2020, 07:30:14) [GCC 7.3.0]` - espnet version: `espnet 0.9.6` - pytorch version: `pytorch 1.7.1` - Git hash: `dd9cf570becddb2a587e69473548b1d73fa9648f` - Commit date: `Tue Jan 5 13:55:51 2021 -0500` ## asr_train_asr_raw_en_bpe20000 ### WER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_lm_lm_train_lm_en_bpe20000_valid.loss.ave_asr_model_valid.acc.ave/dev|3986|26046|79.0|16.3|4.7|3.8|24.8|60.5| |decode_asr_lm_lm_train_lm_en_bpe20000_valid.loss.ave_asr_model_valid.acc.ave/test|16306|123092|74.0|19.1|6.9|5.1|31.1|69.7| ### CER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_lm_lm_train_lm_en_bpe20000_valid.loss.ave_asr_model_valid.acc.ave/dev|3986|126663|88.2|5.4|6.3|3.8|15.6|60.5| |decode_asr_lm_lm_train_lm_en_bpe20000_valid.loss.ave_asr_model_valid.acc.ave/test|16306|587330|84.1|6.9|9.0|5.4|21.3|69.7| ### TER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_lm_lm_train_lm_en_bpe20000_valid.loss.ave_asr_model_valid.acc.ave/dev|3986|30721|77.1|15.0|7.9|4.9|27.8|60.6| |decode_asr_lm_lm_train_lm_en_bpe20000_valid.loss.ave_asr_model_valid.acc.ave/test|16306|150205|72.5|17.0|10.5|6.5|34.0|69.7| ASR configconfig: conf/train_asr.yaml print_config: false log_level: INFO dry_run: false iterator_type: sequence output_dir: exp/asr_train_asr_raw_en_bpe20000 ngpu: 1 seed: 0 num_workers: 1 num_att_plot: 3 dist_backend: nccl dist_init_method: env:// dist_world_size: 4 dist_rank: 0 local_rank: 0 dist_master_addr: localhost dist_master_port: 49547 dist_launcher: null multiprocessing_distributed: true cudnn_enabled: true cudnn_benchmark: false cudnn_deterministic: true collect_stats: false write_collected_feats: false max_epoch: 100 patience: null val_scheduler_criterion: - valid - loss early_stopping_criterion: - valid - loss - min best_model_criterion: - - valid - acc - max keep_nbest_models: 10 grad_clip: 5 grad_clip_type: 2.0 grad_noise: false accum_grad: 5 no_forward_run: false resume: true train_dtype: float32 use_amp: false log_interval: null unused_parameters: false use_tensorboard: true use_wandb: false wandb_project: null wandb_id: null pretrain_path: null init_param: [] freeze_param: [] num_iters_per_epoch: null batch_size: 300 valid_batch_size: null batch_bins: 1000000 valid_batch_bins: null train_shape_file: - exp/asr_stats_raw_en_bpe20000/train/speech_shape - exp/asr_stats_raw_en_bpe20000/train/text_shape.bpe valid_shape_file: - exp/asr_stats_raw_en_bpe20000/valid/speech_shape - exp/asr_stats_raw_en_bpe20000/valid/text_shape.bpe batch_type: folded valid_batch_type: null fold_length: - 80000 - 150 sort_in_batch: descending sort_batch: descending multiple_iterator: false chunk_length: 500 chunk_shift_ratio: 0.5 num_cache_chunks: 1024 train_data_path_and_name_and_type: - - dump/raw/train_nodev/wav.scp - speech - sound - - dump/raw/train_nodev/text - text - text valid_data_path_and_name_and_type: - - dump/raw/dev/wav.scp - speech - sound - - dump/raw/dev/text - text - text allow_variable_data_keys: false max_cache_size: 0.0 max_cache_fd: 32 valid_max_cache_size: null optim: adam optim_conf: lr: 10.0 scheduler: noamlr scheduler_conf: warmup_steps: 25000 token_list: - - - ▁I - '''' - ▁the - ▁you - ▁like - ']' - ▁[ - s - ▁to - ▁that - ▁it - ▁is - ▁ya - ▁a - ▁and - ▁so - t - ▁then - ▁okay - ▁what - ▁of - ▁but - ▁uh - ▁know - ▁in - ▁one - ▁my - ▁don - ▁have - ▁they - ▁we - ▁no - ah - ▁not - ▁just - ▁for - lah - ▁think - ▁can - ▁there - oh - ▁do - ▁was - ▁this - ▁your - ▁right - ▁he - '-' - ▁are - ▁me - ▁go - ▁or - ▁be - ▁very - ▁if - ▁will - _ - ▁on - ▁she - ▁how - m - ▁with - ▁want - ▁about - ▁because - ▁ppl - ▁all - ▁really - ▁when - ▁also - ▁time - ▁say - ▁at - ▁why - eh - ▁would - ▁um - ▁got - ▁mean - ▁see - ▁thing - ▁as - ▁actually - ▁people - ▁cause - ▁yes - ▁two - ▁now - ▁good - ▁more - ▁get - ▁ppo - ▁maybe - ▁ppb - ▁lot - ▁from - ▁up - ▁only - ▁her - ▁already - ▁kind - ▁out - ▁some - ▁something - re - ▁who - ▁them - ▁need - ▁where - ▁three - ▁let - ▁quite - ▁yeah - ▁most - ▁even - ▁talk - ▁never - ▁after - ▁did - ▁other - ▁still - ▁feel - ▁school - ▁eat - ▁which - ▁take - ▁Singapore - ▁should - ▁food - ▁cannot - ▁first - ▁back - ▁always - ▁life - ll - ▁same - ▁next - ▁things - ▁ask - ▁last - ▁come - ▁nice - ▁person - ▁make - ▁their - ▁were - ▁work - ▁didn - n - ▁our - ▁much - ▁wait - ▁too - ▁going - ▁went - ▁him - ▁five - ▁question - ▁< - ▁guess - ▁different - '>' - UNK - ▁give - ▁had - ▁way - ▁has - ▁tell - ▁by - ▁friend - ▁place - ▁his - ▁those - ▁well - ▁buy - ▁mine - ve - ▁before - ▁day - ▁four - ▁long - ▁love - ▁any - ▁look - ▁correct - ▁mm - ▁true - ▁money - ▁try - ▁bad - ▁play - ▁everything - ▁down - ▁best - ▁remember - ▁K - ▁stuff - ▁bit - ▁many - ▁us - ▁home - ▁been - ▁huh - ▁use - ▁put - ▁wah - ▁said - ▁guy - ▁here - my - ▁anything - ▁than - ▁doing - ▁year - ▁could - ▁house - ing - ▁friends - ▁sure - ▁find - leh - ▁an - ▁someone - ▁must - ▁gonna - ▁thought - ▁ten - ▁doesn - ▁watch - ▁keep - ▁another - ▁oh - ▁every - ▁point - ▁years - ▁call - ▁family - ▁old - ▁err - ▁better - lor - ▁won - god - orh - ▁man - ▁damn - ▁around - ▁name - ▁course - ▁favourite - ▁left - ▁talking - ▁top - ▁own - ▁turn - ▁girl - ▁into - ▁twenty - ▁am - ▁over - ▁sometimes - ▁start - ▁help - ▁whole - ▁these - ▁six - ▁wow - ▁shop - ▁again - ▁important - ▁mind - ▁probably - ▁blue - ▁big - ▁colour - ▁though - ▁part - ▁end - ▁does - ▁side - ▁parents - ▁read - ▁bring - ▁being - ▁red - ▁close - ▁new - ▁yea - ▁job - ▁ever - ▁hard - ▁nothing - ▁difference - ▁interesting - ▁else - ▁together - ▁car - ▁called - ▁whatever - ▁show - ▁white - ▁sorry - ▁change - ▁pay - ▁kids - ▁basically - ▁done - ▁seven - ▁free - ▁hundred - ▁learn - ▁green - ▁fun - ▁book - ▁told - ▁small - ▁off - ▁answer - d - ▁sign - ▁usually - ▁eight - ▁few - C - ▁open - ▁wanna - ▁mum - ▁chicken - ▁myself - ▁understand - ▁A - ▁means - ▁care - ▁both - ▁describe - ▁game - ▁once - ▁saying - ▁used - ▁teacher - ▁saw - ▁inside - ▁later - ▁happen - ▁C - ▁through - ▁date - ▁yourself - S - ▁stay - ▁looking - ▁movie - ▁dollars - ▁during - ▁move - ▁live - ▁until - ▁primary - ▁least - ▁nine - ▁wearing - ▁card - ▁thirty - ▁stop - ▁alright - ▁wanted - ▁trying - ▁Chinese - ▁each - ▁everyone - ▁having - ed - ▁example - ▁enough - ▁plus - ▁s - ▁haven - ▁cook - ▁working - ▁yup - ▁away - ▁spend - ▁expensive - ▁kid - ▁might - ▁secondary - ▁since - ▁sad - ▁whether - ▁night - ▁phone - ▁children - ▁water - ▁days - ▁study - ▁S - ▁enjoy - ▁young - meh - ▁fine - ▁super - ▁door - ▁class - ▁moment - ▁wrong - ▁drink - ▁second - ▁i - ▁came - ▁week - ▁thinking - ▁sense - ▁dog - ▁made - ▁getting - sia - ▁beside - ▁walk - ▁become - ▁happy - ▁world - ▁shit - ▁partner - ▁hand - ▁minutes - ▁choose - ▁scared - ▁ball - ▁word - T - ▁front - ▁half - ▁easy - ▁anyway - ▁ - ▁hour - ▁P - ▁bro - ▁meet - ▁picture - ▁cool - ▁N - ▁fifty - ▁hours - ▁rice - ▁child - ▁country - ▁pretty - A - ▁worst - ▁guys - ▁brown - ▁far - ▁funny - ▁room - ▁little - y - ▁black - ▁normal - ▁English - ▁heard - e - what - ▁looks - ▁group - ▁experience - ▁sleep - ▁near - a - ▁table - ▁story - ▁conversation - ▁weird - ▁face - ▁today - ▁exactly - ▁definitely - ▁travel - ▁type - ▁boy - ▁especially - ▁Singaporean - ▁high - ▁rather - ▁real - ▁twelve - ▁T - ▁miss - ▁brother - ▁problem - ▁without - ▁believe - ▁generation - ▁while - ▁number - ▁O - ▁finish - ▁able - ▁says - ▁yet - ▁hair - ▁playing - ▁save - ▁everybody - ▁times - ▁such - ▁supposed - ▁die - ▁sit - ▁late - ▁yours - ▁run - ▁dad - ▁everyday - ▁age - ▁meal - ▁sell - ▁M - ▁yellow - loh - ▁break - ▁area - ▁queue - ▁married - ▁took - ▁coming - M - ▁mother - ▁fast - ▁eating - ▁certain - ▁wear - ▁plan - ▁leave - ▁month - ▁collect - ▁aiya - ▁topic - ▁fish - ▁Malay - ▁anymore - ▁makes - ▁teach - ▁honestly - ▁outside - c - ▁serious - ▁father - ▁started - ▁speak - ▁pass - ▁beach - ▁bought - ▁full - ▁share - ▁character - ▁hate - B - ▁dollar - P - ▁depends - ▁morning - ▁sister - ▁B - ▁J - ▁tried - ▁special - ▁send - ▁mmhmm - ▁future - r - ▁between - ▁idea - ▁cheap - ▁company - ▁music - ▁wife - ▁thousand - ▁lady - mah - ▁dream - ▁relationship - ▁short - ▁either - ▁recently - ▁list - ▁please - ▁tomorrow - ▁listen - ▁follow - ▁bus - o - ▁level - ▁difficult - ▁isn - ▁sometime - ▁check - ▁If - ▁drive - ▁great - ▁value - ▁continue - ▁past - ▁pick - ▁suddenly - ▁hear - ▁order - ▁forty - ▁business - ▁lesson - ▁hot - ▁personal - ▁cry - ▁light - ▁famous - ▁imagine - ▁matter - ▁shoes - ▁alone - ▁taste - ▁join - ▁confirm - ▁places - ▁nowadays - ▁eleven - ▁behind - ▁ppc - ▁moving - ▁less - ▁U - p - ▁may - ▁feeling - ▁ago - ▁using - ▁million - ▁books - ▁rest - ▁floor - ▁ice - ▁bottom - ▁single - ▁complain - ▁cut - ▁almost - ▁stupid - ▁crazy - ▁sitting - ▁cute - ▁favorite - ▁E - ▁forgot - ▁asking - ▁pink - D - ▁hope - ▁agree - R - ▁below - ▁reason - ▁risk - ▁shirt - ▁stress - ▁under - ly - ▁dinner - ▁unless - ▁percent - ▁deal - ▁goes - ▁trip - ▁hello - i - ▁nobody - ▁H - ▁coffee - ▁prefer - ▁taking - ▁months - ▁perfect - ▁instead - ▁pet - ▁biggest - ▁anyone - ▁fifteen - ▁circle - ▁clean - ▁poor - ▁D - ▁stand - ▁found - ▁yesterday - ▁games - ▁points - ▁cold - ▁poly - ▁students - ▁realise - ▁clothes - ▁heart - ▁god - ▁Malaysia - ▁grey - ▁comes - ▁seen - ▁taxi - ▁song - ▁thank - ▁push - ▁obviously - ▁team - ▁write - ▁somewhere - ▁t - ▁girlfriend - ▁younger - ▁tea - ▁head - ▁sounds - one - ▁reading - ▁student - ▁hawker - ▁middle - ▁line - ▁durian - ▁wake - ▁shopping - ▁towards - ▁body - h - ▁fail - ▁sing - ▁boring - ▁legit - ▁hold - ▁win - ▁test - ▁gone - ▁girls - ▁watching - ▁local - ▁paid - ▁marriage - ▁normally - ▁road - ▁third - ▁bucket - ▁cafe - I - ▁hungry - U - ▁worth - ▁bag - ▁older - ▁knew - ▁Singlish - ▁sweet - ▁train - ▁throw - ▁dark - ▁education - ▁early - ▁toilet - ▁simple - ▁uni - ▁tuition - ▁air - ▁restaurant - ▁honest - ▁living - ▁telling - ▁p - ▁price - ▁per - ▁Japan - ▁paper - ▁uncle - ▁minute - ▁itself - ▁terms - ▁overseas - hor - ▁driver - ▁o - ▁F - ▁set - ▁childhood - ▁words - G - ▁cards - ▁hmm - ▁brand - ▁grow - ▁reach - ▁choice - V - b - ▁scary - ▁main - ▁birthday - huh - ▁China - ▁cat - ▁career - ▁somebody - ▁along - O - ▁extra - u - ▁lunch - ▁hit - ▁lost - ▁subject - ▁exercise - ▁Korea - ▁hey - ▁parent - ▁add - ▁straight - E - ▁window - right - ▁chair - ▁explain - ▁sound - ▁soccer - ▁c - ▁online - ▁drama - ▁making - ▁culture - ▁fight - ▁k - ▁literally - ▁related - ▁latest - ▁interest - ▁felt - ▁human - ▁blah - ▁cream - ▁apparently - ▁G - er - ▁tired - ▁kinda - ▁studying - ▁earn - ▁suppose - ▁bird - ▁drop - ▁fried - ▁count - ▁holding - ▁m - ▁recess - ▁dating - ▁n - ▁forget - ▁sixty - ▁movies - ▁R - ▁catch - ▁baby - ▁color - ▁smart - ▁shoe - v - ▁teh - ▁success - ▁fact - ▁embarrassing - ▁pants - ▁countries - ▁dish - ▁Indian - ▁sports - ▁shows - ▁egg - ▁mostly - ▁rich - ▁chance - ▁Korean - ▁piece - ▁truly - ▁elderly - ▁soon - ▁social - ▁Singaporeans - ▁sort - ▁meaningful - ▁general - ▁angry - ▁shack - ▁club - ▁cooking - ▁seat - ▁clear - ▁lose - ▁photo - ▁hi - ▁busy - ▁period - ▁non - ▁fair - ▁dude - ▁questions - ▁running - ▁memorable - ▁holiday - ▁item - ▁leg - ▁system - ▁un - ▁bar - ▁interested - ▁touch - ▁sea - ▁couple - ▁zero - ▁self - ▁planning - ▁post - ▁video - ▁dead - ▁ex - ▁park - ▁totally - ▁hall - ▁store - ▁weekend - ▁building - ▁loud - ▁happiest - ▁milk - ▁trust - ▁chill - ▁lobang - L - ▁common - ▁fit - ▁board - ▁cost - ▁brought - ▁case - ▁laugh - ▁situation - ▁skin - ▁power - ▁re - ▁friendship - ▁f - ▁consider - ▁fat - ▁wish - ▁fall - ▁wash - ▁event - ▁soup - ▁woman - ▁willing - ▁sec - gosh - ▁Grab - ▁faster - ▁voice - ▁L - ▁trait - ▁dance - ▁differences - ▁entire - ▁effort - ▁science - ▁waste - ▁strong - ▁meat - ▁awkward - ▁specific - ▁exam - ▁current - ▁husband - ▁son - ▁seems - ▁visit - F - ▁box - ▁centre - ▁skip - ▁expect - ▁fire - ▁draw - ▁hero - ▁teachers - ▁whenever - ▁amount - ▁often - ▁kill - ▁Japanese - ▁boyfriend - ▁space - ▁support - ▁wise - ▁kay - ▁army - ▁ready - ▁giving - ▁tree - ▁art - ▁hobby - ▁swimming - ▁shoot - ▁football - ▁comfortable - ▁jump - ▁easier - ▁control - ▁public - ▁cake - ▁low - ▁spot - ▁gym - ▁search - ▁weeks - ▁walking - ▁lazy - ▁learning - ▁speaking - ▁carry - ▁orange - ▁similar - ▁soft - ▁pets - ▁seriously - ▁health - ▁World - ▁standing - ▁compared - ▁gave - ▁bake - ▁anywhere - ▁ninety - ▁ate - ▁Friday - l - ▁New - ▁Paul - ▁socks - ▁facing - ▁view - g - ▁worry - ▁apply - ▁ability - ▁based - ▁message - ▁fly - ▁huge - ▁season - ▁bed - ▁taken - ▁lucky - ▁freaking - ▁return - ▁hell - ▁computer - ▁tend - ▁smoke - ▁others - ▁aiyo - ▁relax - ▁energy - ▁hub - ▁waiting - ▁mix - ▁daughter - ▁bottle - ▁meaning - ▁corner - ▁sick - ▁office - ▁term - f - ▁sheep - ▁sauce - ▁size - ▁city - ▁driving - ▁currently - ▁cheaper - ▁eyes - ▁crab - ▁boss - wah - ▁hang - ▁safe - ▁step - ▁advice - ▁eighty - ▁happened - ▁match - ▁deep - ▁particular - ▁impression - ▁shall - ▁pull - ▁bread - ▁possible - ▁round - ▁comfort - ▁blind - ▁ride - ▁kampung - ▁meeting - ▁wine - ▁staying - ▁internship - ▁seventeen - ▁stall - ▁longer - ▁watched - al - ▁higher - ▁training - ▁remembered - ▁Sunday - ▁signboard - ▁closest - ▁wonder - ▁project - ▁fan - ▁caught - ▁government - ▁form - ▁tough - ▁Google - ▁everywhere - ▁healthy - ▁build - ▁trend - ▁cheese - ▁hat - uh - ▁vegetable - nah - ▁within - ▁slowly - ▁market - ▁block - ▁Saturday - ▁hotel - ▁technology - ▁machine - ▁craziest - ▁whereby - ▁selling - ▁math - ▁Australia - ▁makeup - ▁sand - ▁although - ▁works - ▁mention - ▁weather - ▁Hong - ▁manage - ▁afraid - K - ▁bike - ▁easily - ▁above - ▁alive - ▁listening - ▁respect - ▁mouth - ▁eventually - ▁feelings - ▁worse - ▁smell - ▁dress - ▁party - ▁language - ▁quiet - ▁chocolate - ▁possession - ▁seventy - ▁exams - ▁tray - ▁sun - ▁amazing - ▁mom - ▁e - ▁basic - ▁songs - ▁forward - ▁cap - ▁rock - ▁splurge - ▁stick - ▁busybody - ▁define - ▁woah - ▁act - ▁b - ▁contact - ▁issue - ▁potato - ▁studies - ▁fishing - ▁empty - ▁treat - ▁sleeping - ▁decide - ▁grandfather - ▁bigger - ▁previous - ▁asked - ▁cover - ▁classes - ▁d - ▁jobs - ▁kidding - ▁slow - ▁properly - ▁con - ▁laptop - ▁balance - ▁shark - ▁everytime - ▁X - ▁met - ▁base - ▁opposite - ▁canteen - ▁design - ▁random - ▁cousin - ▁happens - ▁hands - ▁given - ▁w - ▁pain - ▁focus - ▁proper - ▁y - ▁travelling - ▁degree - ▁flying - ▁missing - ▁police - ▁total - ▁j - ▁fourteen - ▁hated - ▁chores - ▁acronym - ▁accept - ▁dry - ▁transport - ▁Taiwan - ▁stage - and - ▁Facebook - ▁h - ▁center - ▁neighbours - ▁further - ▁breakfast - ▁doctor - ▁mic - ▁band - ▁cars - ▁Monday - ▁walao - ▁nearby - ▁decided - J - ▁siblings - ▁standard - ▁except - ▁activity - ▁quality - ▁themselves - ▁romantic - ▁spicy - ▁till - ▁ghost - ▁bank - ▁lie - ▁rent - ▁fake - ▁saddest - ▁stresses - ▁feels - ▁eye - ▁fear - ▁style - ▁text - ▁happening - ▁handle - ▁tiring - ▁considered - ▁wedding - ▁fresh - clock - ▁kopi - ▁eaten - ▁nope - ▁equal - ▁beautiful - ▁became - ▁bee - ▁environment - ▁inspiring - ▁history - ▁g - ▁shape - ▁maths - ▁escape - ▁purple - ▁annoying - ▁peach - ▁somehow - ▁pie - ▁drinking - ▁compare - ▁natural - ▁drinks - ▁names - ▁East - ▁motto - ▁dislike - ▁flat - ▁closer - ▁positive - ▁Instagram - ▁double - ▁sixteen - ▁concert - ▁Thailand - ▁paying - ▁seeing - ▁camp - ▁neighbour - ▁grandma - ▁boat - ha - ▁earlier - ▁private - ▁react - ▁gold - ▁interview - ▁express - ▁charge - ▁pictures - ▁auntie - ▁timing - ▁curry - ▁friendly - ▁aspect - ▁oil - ▁popular - ▁stories - ▁mee - ▁service - ▁nevermind - ▁growing - ▁mark - ▁learnt - ▁offer - ▁phrase - ▁brain - ▁talent - ▁nineteen - ▁eighteen - ▁cross - ▁field - ▁physical - ▁technically - ▁serve - ▁thirteen - ▁ma - ▁realize - ▁admire - ▁exchange - ▁born - ▁helping - ▁usual - ▁pool - ▁settle - ▁thanks - ▁played - ▁umbrella - ▁nature - ▁valued - ▁differently - ▁fault - ▁buffet - ▁sh - ▁position - ▁account - ▁u - ▁regret - ▁buying - ▁against - ▁laughing - ▁broke - ▁lame - ▁died - ▁noodles - ▁film - ▁YouTube - ▁iPhone - ▁news - ▁dogs - ▁pro - ▁agency - ▁library - ▁hopefully - levels - ▁sugar - ▁track - ▁radio - ▁North - ▁net - ▁negative - ▁horror - ▁kitchen - ▁society - ▁boys - ▁prata - ▁street - ▁problems - ▁reply - ▁l - ▁role - ▁session - ▁birds - ▁durians - ▁star - ▁action - ▁besides - ▁taught - ▁pair - ▁crowd - ▁grab - ▁wide - ▁starting - ▁noodle - ▁louder - ▁lower - ▁awhile - ▁sport - ▁scold - ▁appreciate - ▁ground - ▁recent - ▁Tom - ▁anybody - ▁generally - ▁shorts - ▁crowded - ▁irritates - ▁photos - ▁cents - ▁wall - ▁lives - ▁homework - ▁Cup - ▁actual - ▁female - ▁chore - ▁teaching - ▁quit - ▁himself - ▁twice - ▁pack - ▁lead - ▁enter - ▁neighbourhood - ▁notice - ▁anyways - ▁joke - ▁bear - ▁plastic - ▁license - ▁bowl - ▁stinge - ▁pop - ▁dare - ▁harder - ▁prepare - ▁legs - ▁kia - ▁finding - ▁research - ▁goal - ▁roll - ▁December - ▁tennis - ▁bin - ▁skills - ▁lessons - ▁Europe - ▁ahead - ▁product - ▁rude - ▁kept - ▁minus - ▁kena - ▁direction - ▁rate - ▁playground - ▁grandmother - ▁university - 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