|
--- |
|
tags: |
|
- espnet |
|
- audio |
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- automatic-speech-recognition |
|
language: en |
|
datasets: |
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- fsc_challenge |
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license: cc-by-4.0 |
|
--- |
|
|
|
## ESPnet2 ASR model |
|
|
|
### `espnet/fsc_challenge_slu_2pass_transformer` |
|
|
|
This model was trained by Siddhant using fsc_challenge recipe in [espnet](https://github.com/espnet/espnet/). |
|
|
|
### Demo: How to use in ESPnet2 |
|
|
|
Follow the [ESPnet installation instructions](https://espnet.github.io/espnet/installation.html) |
|
if you haven't done that already. |
|
|
|
```bash |
|
cd espnet |
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git checkout 3b54bfe52a294cdfce668c20d777bfa65f413745 |
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pip install -e . |
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cd egs2/fsc_challenge/slu1 |
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./run.sh --skip_data_prep false --skip_train true --download_model espnet/fsc_challenge_slu_2pass_transformer |
|
``` |
|
|
|
<!-- Generated by scripts/utils/show_asr_result.sh --> |
|
# RESULTS |
|
## Environments |
|
- date: `Tue Feb 1 13:38:02 EST 2022` |
|
- python version: `3.8.11 (default, Aug 3 2021, 15:09:35) [GCC 7.5.0]` |
|
- espnet version: `espnet 0.10.3a3` |
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- pytorch version: `pytorch 1.9.0+cu102` |
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- Git hash: `97b9dad4dbca71702cb7928a126ec45d96414a3f` |
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- Commit date: `Mon Sep 13 22:55:04 2021 +0900` |
|
|
|
## asr_train_asr_hubert_transformer_adam_specaug_deliberation_transformer_raw_en_word |
|
### WER |
|
|
|
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |
|
|---|---|---|---|---|---|---|---|---| |
|
|inference_asr_model_valid.acc.ave_5best/spk_test|3349|17937|98.6|1.0|0.4|0.3|1.7|4.4| |
|
|inference_asr_model_valid.acc.ave_5best/spk_test_1|3349|17937|35.2|30.8|33.9|2.1|66.8|82.0| |
|
|inference_asr_model_valid.acc.ave_5best/spk_test_2|3349|17937|92.6|3.1|4.3|0.4|7.8|14.2| |
|
|inference_asr_model_valid.acc.ave_5best/spk_test_3|3349|17937|98.3|1.1|0.6|0.3|2.1|5.2| |
|
|inference_asr_model_valid.acc.ave_5best/spk_test_4|3349|17937|98.6|1.0|0.4|0.3|1.7|4.5| |
|
|inference_asr_model_valid.acc.ave_5best/spk_test_5|3349|17937|98.6|1.0|0.4|0.3|1.7|4.4| |
|
|inference_asr_model_valid.acc.ave_5best/utt_test|4204|22540|87.7|10.2|2.2|2.8|15.1|42.9| |
|
|inference_asr_model_valid.acc.ave_5best/utt_test_1|4204|22540|30.4|34.6|34.9|3.0|72.5|96.4| |
|
|inference_asr_model_valid.acc.ave_5best/utt_test_2|4204|22540|82.1|12.3|5.6|3.0|20.9|51.6| |
|
|inference_asr_model_valid.acc.ave_5best/utt_test_3|4204|22540|87.2|10.3|2.5|2.8|15.6|43.3| |
|
|inference_asr_model_valid.acc.ave_5best/utt_test_4|4204|22540|87.5|10.2|2.2|2.8|15.2|43.0| |
|
|inference_asr_model_valid.acc.ave_5best/utt_test_5|4204|22540|87.6|10.2|2.2|2.8|15.2|43.0| |
|
|inference_asr_model_valid.acc.ave_5best/valid|2597|13782|98.8|0.7|0.5|0.2|1.5|3.1| |
|
|
|
### CER |
|
|
|
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |
|
|---|---|---|---|---|---|---|---|---| |
|
|inference_asr_model_valid.acc.ave_5best/spk_test|3349|152191|99.3|0.3|0.3|0.2|0.9|4.4| |
|
|inference_asr_model_valid.acc.ave_5best/spk_test_1|3349|152191|56.2|15.7|28.1|3.3|47.1|82.0| |
|
|inference_asr_model_valid.acc.ave_5best/spk_test_2|3349|152191|95.5|1.2|3.3|0.3|4.8|14.2| |
|
|inference_asr_model_valid.acc.ave_5best/spk_test_3|3349|152191|99.1|0.4|0.5|0.2|1.1|5.2| |
|
|inference_asr_model_valid.acc.ave_5best/spk_test_4|3349|152191|99.3|0.3|0.3|0.2|0.9|4.5| |
|
|inference_asr_model_valid.acc.ave_5best/spk_test_5|3349|152191|99.3|0.3|0.3|0.2|0.9|4.4| |
|
|inference_asr_model_valid.acc.ave_5best/utt_test|4204|191435|93.8|4.0|2.1|2.9|9.1|42.9| |
|
|inference_asr_model_valid.acc.ave_5best/utt_test_1|4204|191435|52.8|17.8|29.4|4.3|51.4|96.4| |
|
|inference_asr_model_valid.acc.ave_5best/utt_test_2|4204|191435|90.2|5.0|4.9|3.0|12.9|51.6| |
|
|inference_asr_model_valid.acc.ave_5best/utt_test_3|4204|191435|93.5|4.1|2.4|2.9|9.4|43.3| |
|
|inference_asr_model_valid.acc.ave_5best/utt_test_4|4204|191435|93.8|4.0|2.2|2.9|9.1|43.0| |
|
|inference_asr_model_valid.acc.ave_5best/utt_test_5|4204|191435|93.8|4.0|2.2|2.9|9.1|43.0| |
|
|inference_asr_model_valid.acc.ave_5best/valid|2597|117282|99.3|0.3|0.3|0.2|0.8|3.1| |
|
|
|
### TER |
|
|
|
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |
|
|---|---|---|---|---|---|---|---|---| |
|
|
|
## ASR config |
|
|
|
<details><summary>expand</summary> |
|
|
|
``` |
|
config: conf/tuning/train_asr_hubert_transformer_adam_specaug_deliberation_transformer.yaml |
|
print_config: false |
|
log_level: INFO |
|
dry_run: false |
|
iterator_type: sequence |
|
output_dir: exp/asr_train_asr_hubert_transformer_adam_specaug_deliberation_transformer_raw_en_word |
|
ngpu: 1 |
|
seed: 0 |
|
num_workers: 1 |
|
num_att_plot: 3 |
|
dist_backend: nccl |
|
dist_init_method: env:// |
|
dist_world_size: null |
|
dist_rank: null |
|
local_rank: 0 |
|
dist_master_addr: null |
|
dist_master_port: null |
|
dist_launcher: null |
|
multiprocessing_distributed: false |
|
unused_parameters: false |
|
sharded_ddp: false |
|
cudnn_enabled: true |
|
cudnn_benchmark: false |
|
cudnn_deterministic: true |
|
collect_stats: false |
|
write_collected_feats: false |
|
max_epoch: 80 |
|
patience: null |
|
val_scheduler_criterion: |
|
- valid |
|
- loss |
|
early_stopping_criterion: |
|
- valid |
|
- loss |
|
- min |
|
best_model_criterion: |
|
- - train |
|
- loss |
|
- min |
|
- - valid |
|
- loss |
|
- min |
|
- - train |
|
- acc |
|
- max |
|
- - valid |
|
- acc |
|
- max |
|
keep_nbest_models: 5 |
|
grad_clip: 5.0 |
|
grad_clip_type: 2.0 |
|
grad_noise: false |
|
accum_grad: 1 |
|
no_forward_run: false |
|
resume: true |
|
train_dtype: float32 |
|
use_amp: false |
|
log_interval: null |
|
use_tensorboard: true |
|
use_wandb: false |
|
wandb_project: null |
|
wandb_id: null |
|
wandb_entity: null |
|
wandb_name: null |
|
wandb_model_log_interval: -1 |
|
detect_anomaly: false |
|
pretrain_path: null |
|
init_param: |
|
- ../../fsc_challenge/asr1/exp/asr_train_asr_hubert_transformer_adam_specaug_old_raw_en_word/valid.acc.ave_5best.pth:encoder:encoder |
|
ignore_init_mismatch: false |
|
freeze_param: |
|
- encoder |
|
- postdecoder.model |
|
- frontend.upstream |
|
num_iters_per_epoch: null |
|
batch_size: 20 |
|
valid_batch_size: null |
|
batch_bins: 1000000 |
|
valid_batch_bins: null |
|
train_shape_file: |
|
- exp/asr_stats_raw_en_word/train/speech_shape |
|
- exp/asr_stats_raw_en_word/train/text_shape.word |
|
- exp/asr_stats_raw_en_word/train/transcript_shape.word |
|
valid_shape_file: |
|
- exp/asr_stats_raw_en_word/valid/speech_shape |
|
- exp/asr_stats_raw_en_word/valid/text_shape.word |
|
- exp/asr_stats_raw_en_word/valid/transcript_shape.word |
|
batch_type: folded |
|
valid_batch_type: null |
|
fold_length: |
|
- 80000 |
|
- 150 |
|
- 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/wav.scp |
|
- speech |
|
- sound |
|
- - dump/raw/train/text |
|
- text |
|
- text |
|
- - dump/raw/train/transcript |
|
- transcript |
|
- text |
|
valid_data_path_and_name_and_type: |
|
- - dump/raw/valid/wav.scp |
|
- speech |
|
- sound |
|
- - dump/raw/valid/text |
|
- text |
|
- text |
|
- - dump/raw/valid/transcript |
|
- transcript |
|
- 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: 0.0002 |
|
scheduler: warmuplr |
|
scheduler_conf: |
|
warmup_steps: 25000 |
|
token_list: |
|
- <blank> |
|
- <unk> |
|
- the |
|
- turn |
|
- lights |
|
- in |
|
- up |
|
- 'on' |
|
- down |
|
- temperature |
|
- heat |
|
- switch |
|
- kitchen |
|
- volume |
|
- 'off' |
|
- increase_volume_none |
|
- bedroom |
|
- washroom |
|
- decrease_volume_none |
|
- language |
|
- bathroom |
|
- decrease |
|
- my |
|
- to |
|
- increase |
|
- decrease_heat_washroom |
|
- increase_heat_washroom |
|
- music |
|
- heating |
|
- bring |
|
- increase_heat_none |
|
- too |
|
- decrease_heat_none |
|
- me |
|
- change_language_none_none |
|
- activate_lights_washroom |
|
- set |
|
- activate_lights_kitchen |
|
- activate_music_none |
|
- lamp |
|
- deactivate_music_none |
|
- increase_heat_bedroom |
|
- i |
|
- increase_heat_kitchen |
|
- sound |
|
- get |
|
- decrease_heat_kitchen |
|
- loud |
|
- activate_lights_bedroom |
|
- deactivate_lights_bedroom |
|
- decrease_heat_bedroom |
|
- need |
|
- deactivate_lights_kitchen |
|
- bring_newspaper_none |
|
- newspaper |
|
- bring_shoes_none |
|
- shoes |
|
- bring_socks_none |
|
- socks |
|
- activate_lights_none |
|
- deactivate_lights_none |
|
- louder |
|
- go |
|
- deactivate_lights_washroom |
|
- change_language_Chinese_none |
|
- chinese |
|
- could |
|
- you |
|
- bring_juice_none |
|
- juice |
|
- deactivate_lamp_none |
|
- make |
|
- activate_lamp_none |
|
- it |
|
- stop |
|
- play |
|
- change |
|
- quiet |
|
- change_language_Korean_none |
|
- korean |
|
- some |
|
- practice |
|
- change_language_German_none |
|
- german |
|
- ok |
|
- now |
|
- main |
|
- change_language_English_none |
|
- english |
|
- its |
|
- hear |
|
- pause |
|
- this |
|
- thats |
|
- lower |
|
- far |
|
- audio |
|
- please |
|
- fetch |
|
- phones |
|
- a |
|
- different |
|
- start |
|
- resume |
|
- softer |
|
- couldnt |
|
- anything |
|
- quieter |
|
- put |
|
- video |
|
- is |
|
- low |
|
- max |
|
- phone |
|
- mute |
|
- reduce |
|
- use |
|
- languages |
|
- allow |
|
- device |
|
- system |
|
- <sos/eos> |
|
transcript_token_list: |
|
- <blank> |
|
- <unk> |
|
- the |
|
- turn |
|
- in |
|
- lights |
|
- up |
|
- down |
|
- 'on' |
|
- temperature |
|
- heat |
|
- kitchen |
|
- switch |
|
- 'off' |
|
- volume |
|
- bedroom |
|
- language |
|
- to |
|
- washroom |
|
- bathroom |
|
- my |
|
- increase |
|
- decrease |
|
- music |
|
- heating |
|
- bring |
|
- me |
|
- too |
|
- i |
|
- set |
|
- sound |
|
- get |
|
- and |
|
- lamp |
|
- loud |
|
- a |
|
- need |
|
- you |
|
- shoes |
|
- socks |
|
- newspaper |
|
- it |
|
- light |
|
- louder |
|
- chinese |
|
- could |
|
- go |
|
- make |
|
- juice |
|
- some |
|
- main |
|
- stop |
|
- change |
|
- quiet |
|
- practice |
|
- english |
|
- german |
|
- now |
|
- play |
|
- korean |
|
- okay |
|
- it's |
|
- room |
|
- that's |
|
- of |
|
- hear |
|
- is |
|
- different |
|
- wash |
|
- this |
|
- lower |
|
- fetch |
|
- audio |
|
- please |
|
- far |
|
- pause |
|
- start |
|
- use |
|
- two |
|
- phone |
|
- low |
|
- softer |
|
- put |
|
- bed |
|
- video |
|
- couldn't |
|
- languages |
|
- max |
|
- quieter |
|
- allow |
|
- system |
|
- mute |
|
- phone's |
|
- reduce |
|
- resume |
|
- anything |
|
- device |
|
- washer |
|
- ten |
|
- that |
|
- which |
|
- paper |
|
- phones |
|
- they |
|
- so |
|
- him |
|
- news |
|
- um |
|
- from |
|
- he |
|
- out |
|
- crease |
|
- your |
|
- ah |
|
- better |
|
- but |
|
- late |
|
- value |
|
- k |
|
- washing |
|
- turned |
|
- don't |
|
- then |
|
- o |
|
- whites |
|
- hating |
|
- any |
|
- said |
|
- buy |
|
- lies |
|
- by |
|
- watch |
|
- give |
|
- one |
|
- done |
|
- them |
|
- hit |
|
- place |
|
- jews |
|
- mites |
|
- send |
|
- for |
|
- thing |
|
- night |
|
- not |
|
- languish |
|
- after |
|
- was |
|
- decreased |
|
- lots |
|
- pass |
|
- dream |
|
- bad |
|
- life |
|
- do |
|
- search |
|
- case |
|
- increased |
|
- corian |
|
- we |
|
- swish |
|
- valium |
|
- lamb |
|
- or |
|
- right |
|
- row |
|
- germans |
|
- their |
|
- 'no' |
|
- soft |
|
- time |
|
- like |
|
- own |
|
- swiss |
|
- can |
|
- song |
|
- nights |
|
- lines |
|
- eating |
|
- bottom |
|
- us |
|
- are |
|
- churn |
|
- hate |
|
- load |
|
- top |
|
- em |
|
- take |
|
- what's |
|
- ok |
|
- chain |
|
- lates |
|
- here |
|
- with |
|
- quite |
|
- lice |
|
- at |
|
- lap |
|
- am |
|
- heap |
|
- lampon |
|
- temper |
|
- tough |
|
- hitting |
|
- zone |
|
- john |
|
- three |
|
- may |
|
- vine |
|
- bath |
|
- keep |
|
- into |
|
- burn |
|
- light's |
|
- map |
|
- meat |
|
- eat |
|
- sat |
|
- new |
|
- day |
|
- white |
|
- r |
|
- what |
|
- sheet |
|
- line |
|
- town |
|
- through |
|
- watchroom |
|
- sign |
|
- brain |
|
- tan |
|
- south |
|
- kitten |
|
- sit |
|
- such |
|
- should |
|
- back |
|
- rights |
|
- shows |
|
- knees |
|
- choose |
|
- meet |
|
- likes |
|
- sarks |
|
- say |
|
- frame |
|
- boss |
|
- land |
|
- bar |
|
- bites |
|
- plays |
|
- might |
|
- our |
|
- washerm |
|
- bit |
|
- she |
|
- kit |
|
- his |
|
- tip |
|
- she's |
|
- fire |
|
- free |
|
- find |
|
- bringing |
|
- mics |
|
- priest |
|
- they're |
|
- heats |
|
- run |
|
- shears |
|
- fish |
|
- stone |
|
- tone |
|
- there |
|
- picture |
|
- sent |
|
- t |
|
- bitum |
|
- sweet |
|
- sun |
|
- ring |
|
- love |
|
- i'll |
|
- pin |
|
- vi |
|
- try |
|
- have |
|
- bather |
|
- be |
|
- temp |
|
- zoom |
|
- all |
|
- earn |
|
- bethroom |
|
- sucks |
|
- fit |
|
- as |
|
- lives |
|
- break |
|
- sick |
|
- arm |
|
- thee |
|
- miss |
|
- basroom |
|
- viam |
|
- turns |
|
- found |
|
- dumb |
|
- ladder |
|
- trend |
|
- vime |
|
- viome |
|
- if |
|
- bathroomites |
|
- tom |
|
- during |
|
- bat |
|
- they'll |
|
- wish |
|
- way |
|
- four |
|
- about |
|
- cheese |
|
- mean |
|
- nice |
|
- ocean |
|
- page |
|
- turning |
|
- still |
|
- souths |
|
- thy |
|
- stand |
|
- ding |
|
- while |
|
- who |
|
- white's |
|
- step |
|
- switchy |
|
- made |
|
- mason |
|
- see |
|
- ashroom |
|
- vice |
|
- switched |
|
- la |
|
- ton |
|
- washering |
|
- favor |
|
- via |
|
- i'm |
|
- betum |
|
- create |
|
- you're |
|
- played |
|
- green |
|
- blank |
|
- bassroom |
|
- rim |
|
- nap |
|
- oh |
|
- lay |
|
- grease |
|
- ice |
|
- ball |
|
- kitchens |
|
- x |
|
- nine |
|
- her |
|
- bridge |
|
- pies |
|
- pepper |
|
- attempture |
|
- rain |
|
- wastrom |
|
- peace |
|
- b |
|
- push |
|
- bound |
|
- lawyer |
|
- these |
|
- let |
|
- fast |
|
- star |
|
- drone |
|
- sauce |
|
- practise |
|
- veteran |
|
- paul's |
|
- fall |
|
- temporary |
|
- chop |
|
- key |
|
- bow |
|
- daylights |
|
- loader |
|
- water |
|
- twitch |
|
- chains |
|
- lion |
|
- getting |
|
- pars |
|
- code |
|
- fly |
|
- makes |
|
- offs |
|
- lie |
|
- jim |
|
- tear |
|
- sacks |
|
- fine |
|
- print |
|
- five |
|
- tap |
|
- ye |
|
- mind |
|
- foot |
|
- kiss |
|
- fat |
|
- writes |
|
- will |
|
- switcher |
|
- de |
|
- baton |
|
- man |
|
- yeah |
|
- piece |
|
- vol |
|
- saw |
|
- come |
|
- m |
|
- when |
|
- talk |
|
- round |
|
- niece |
|
- musing |
|
- open |
|
- throw |
|
- bathing |
|
- viim |
|
- know |
|
- head |
|
- teacher |
|
- 'true' |
|
- term |
|
- lord |
|
- orshroom |
|
- trace |
|
- feature |
|
- sock |
|
- seas |
|
- sweets |
|
- layup |
|
- slang |
|
- stream |
|
- drum |
|
- d |
|
- plan |
|
- chun |
|
- sell |
|
- left |
|
- leg |
|
- settling |
|
- men |
|
- bathter |
|
- 'false' |
|
- stay |
|
- chapter |
|
- jane |
|
- son |
|
- rates |
|
- q |
|
- christie |
|
- awesome |
|
- tongue |
|
- chaff |
|
- there's |
|
- outer |
|
- clouder |
|
- past |
|
- red |
|
- chair |
|
- lab |
|
- shares |
|
- enough |
|
- fund |
|
- license |
|
- semi-phones |
|
- bones |
|
- sown |
|
- ups |
|
- needs |
|
- can't |
|
- kitchenites |
|
- drop |
|
- let's |
|
- french |
|
- tempter |
|
- source |
|
- beth |
|
- trying |
|
- volumes |
|
- slides |
|
- atherm |
|
- app |
|
- battle |
|
- drawing |
|
- 'yes' |
|
- trees |
|
- twenty |
|
- pleas |
|
- large |
|
- worship |
|
- oz |
|
- deep |
|
- bathrooms |
|
- loudest |
|
- trim |
|
- playing |
|
- saudi |
|
- volley |
|
- its |
|
- bite |
|
- wall |
|
- heater |
|
- bond |
|
- sand |
|
- catch |
|
- loss |
|
- tender |
|
- long |
|
- dam |
|
- heen |
|
- might's |
|
- fits |
|
- sue |
|
- eight |
|
- pray |
|
- sail |
|
- sounds |
|
- ain't |
|
- lang |
|
- spatroom |
|
- part |
|
- pitch |
|
- matron |
|
- jump |
|
- wrong |
|
- kills |
|
- why |
|
- band |
|
- name |
|
- ply |
|
- piper |
|
- thrown |
|
- roll |
|
- would |
|
- self |
|
- same |
|
- js |
|
- wash-rame |
|
- bed-room |
|
- lot's |
|
- swits |
|
- favour |
|
- meter |
|
- assume |
|
- math |
|
- heed |
|
- stitch |
|
- dawn |
|
- gorian |
|
- radio |
|
- thumb |
|
- pressure |
|
- store |
|
- dot |
|
- meal |
|
- seat |
|
- welsh |
|
- chin |
|
- swift |
|
- bing |
|
- waste |
|
- vassum |
|
- making |
|
- bend |
|
- boil |
|
- plain |
|
- decrees |
|
- square |
|
- tomb |
|
- finger |
|
- temperatures |
|
- speak |
|
- pep |
|
- bait |
|
- stepper |
|
- corey |
|
- allium |
|
- cloud |
|
- state |
|
- dan |
|
- stole |
|
- christy |
|
- fight |
|
- marshroom |
|
- plate |
|
- shown |
|
- big |
|
- bathrobe |
|
- torn |
|
- debate |
|
- chande |
|
- heaving |
|
- switz |
|
- batter |
|
- wash-room |
|
- trap |
|
- ram |
|
- jarman |
|
- friend's |
|
- tipture |
|
- lampos |
|
- flouter |
|
- brand |
|
- bass |
|
- brit |
|
- dome |
|
- decree |
|
- foam |
|
- link |
|
- sax |
|
- seeking |
|
- gain |
|
- values |
|
- beat |
|
- watching |
|
- dark |
|
- creates |
|
- midroom |
|
- months |
|
- camp |
|
- forium |
|
- compared |
|
- race |
|
- shines |
|
- tempre |
|
- pair |
|
- weight |
|
- read |
|
- decays |
|
- lump |
|
- worse |
|
- bus |
|
- truth |
|
- mice |
|
- door |
|
- sub |
|
- draw |
|
- cruci |
|
- tar |
|
- tend |
|
- batting |
|
- ms |
|
- means |
|
- buying |
|
- late's |
|
- legs |
|
- therm |
|
- mike |
|
- linguish |
|
- blaze |
|
- mine |
|
- peren |
|
- walden |
|
- arc |
|
- cruise |
|
- walling |
|
- lakes |
|
- passer |
|
- russian |
|
- rock |
|
- funds |
|
- curry |
|
- patch |
|
- per |
|
- wait |
|
- how |
|
- days |
|
- mamp |
|
- paz |
|
- just |
|
- bringches |
|
- must |
|
- nor |
|
- sing |
|
- u |
|
- blower |
|
- clay |
|
- heated |
|
- resound |
|
- fights |
|
- wamp |
|
- hearing |
|
- basserm |
|
- brewing |
|
- produce |
|
- sorry |
|
- wound |
|
- had |
|
- food |
|
- other |
|
- quick |
|
- an |
|
- face |
|
- flights |
|
- fun |
|
- downs |
|
- wine |
|
- vion |
|
- wampoff |
|
- lake |
|
- lane |
|
- last |
|
- soften |
|
- i'd |
|
- check |
|
- lowered |
|
- heam |
|
- ink |
|
- twist |
|
- think |
|
- die |
|
- crack |
|
- degree |
|
- washington |
|
- friend |
|
- doors |
|
- number |
|
- gave |
|
- button |
|
- tears |
|
- lash |
|
- many |
|
- raised |
|
- show |
|
- action |
|
- age |
|
- engage |
|
- says |
|
- join |
|
- under |
|
- till |
|
- save |
|
- follow |
|
- brings |
|
- shot |
|
- worst |
|
- trainees |
|
- night's |
|
- bear |
|
- rome |
|
- l |
|
- s |
|
- roam |
|
- da |
|
- pasta |
|
- spring |
|
- languished |
|
- tier |
|
- bone |
|
- pete |
|
- next |
|
- leads |
|
- dick |
|
- rate |
|
- dig |
|
- good |
|
- six |
|
- fought |
|
- mesic |
|
- beto |
|
- fitch |
|
- chimpashire |
|
- carrying |
|
- depritus |
|
- laws |
|
- youth |
|
- ethroom |
|
- baffer |
|
- rule |
|
- wing |
|
- langus |
|
- loudy |
|
- re |
|
- jeers |
|
- pull |
|
- lessons |
|
- lighter |
|
- took |
|
- jew |
|
- layout |
|
- fats |
|
- wit |
|
- nace |
|
- d's |
|
- temple |
|
- drawn |
|
- person |
|
- wastrong |
|
- codio |
|
- crank |
|
- chunny |
|
- inglace |
|
- increases |
|
- raleum |
|
- z |
|
- drones |
|
- slide |
|
- wet |
|
- saucer |
|
- embracer |
|
- c |
|
- bracher |
|
- bathrum |
|
- template |
|
- musics |
|
- radios |
|
- glyta |
|
- inglease |
|
- sad |
|
- shawn |
|
- deeps |
|
- nerve |
|
- sobs |
|
- blame |
|
- best |
|
- wandstrom |
|
- rostrum |
|
- sogs |
|
- sayings |
|
- itchen |
|
- churnies |
|
- ocana |
|
- fom's |
|
- witch |
|
- clamp |
|
- liked |
|
- manguish |
|
- lusher |
|
- saying |
|
- folium |
|
- foium |
|
- bae |
|
- vendor |
|
- edram |
|
- bendroom |
|
- bisium |
|
- acainos |
|
- walk |
|
- slight |
|
- pauses |
|
- alm |
|
- palima |
|
- temperating |
|
- loaded |
|
- fifty |
|
- banner |
|
- thank |
|
- hearts |
|
- croom |
|
- alima |
|
- sats |
|
- doing |
|
- list |
|
- masats |
|
- mesus |
|
- christa |
|
- feet |
|
- quote |
|
- tandy |
|
- bitroom |
|
- chand |
|
- fitjan |
|
- west |
|
- lampow |
|
- lords |
|
- press |
|
- chili |
|
- bedcom |
|
- fin |
|
- wasolates |
|
- pastor |
|
- breathe |
|
- stout |
|
- font's |
|
- perian |
|
- chich |
|
- chitty |
|
- bought |
|
- indication |
|
- fonts |
|
- gen |
|
- vash |
|
- ashram |
|
- india |
|
- avashroom |
|
- chrome |
|
- home |
|
- aria |
|
- newspad |
|
- steppad |
|
- barthrome |
|
- chant |
|
- software |
|
- chandy |
|
- shui |
|
- chandi |
|
- keitelates |
|
- belt |
|
- trujandelaits |
|
- indika |
|
- chen |
|
- shindy |
|
- shoot |
|
- district |
|
- stum |
|
- codeio |
|
- debesh |
|
- chandle |
|
- digit |
|
- prim |
|
- size |
|
- sodio |
|
- roshroom |
|
- vohima |
|
- suppose |
|
- shiny |
|
- versus |
|
- lowing |
|
- doubt |
|
- bake |
|
- semithones |
|
- waffroom |
|
- crucial |
|
- chippeture |
|
- ray |
|
- decreesadio |
|
- kenchet |
|
- decreesadi |
|
- meta |
|
- mang |
|
- baum |
|
- ate |
|
- washram |
|
- jacries |
|
- premium |
|
- sops |
|
- tempure |
|
- built |
|
- zoo |
|
- pring |
|
- lowers |
|
- opum |
|
- dipture |
|
- tetch |
|
- basper |
|
- peak |
|
- bassorm |
|
- pas |
|
- switchofta |
|
- lover |
|
- flap |
|
- incretes |
|
- bastroom |
|
- tikris |
|
- didn't |
|
- sweater |
|
- bastom |
|
- lets |
|
- lampoff |
|
- bedrim |
|
- jumites |
|
- bassum |
|
- vaim |
|
- badger |
|
- lengths |
|
- promise |
|
- batroom |
|
- dog |
|
- bedrooms |
|
- satio |
|
- involve |
|
- quiner |
|
- samayum |
|
- sulo |
|
- fused |
|
- butte |
|
- decrysovalium |
|
- subtuse |
|
- silo |
|
- tread |
|
- fetchment |
|
- lime |
|
- stuff |
|
- kin |
|
- switzerland |
|
- eaten |
|
- sex |
|
- sublinguisha |
|
- seling |
|
- singhush |
|
- fitchmus |
|
- ox |
|
- seven |
|
- mingle |
|
- shakorean |
|
- foams |
|
- keeps |
|
- setmingwich |
|
- quorian |
|
- swer |
|
- smingh |
|
- someites |
|
- washroomites |
|
- posse |
|
- seeding |
|
- haste |
|
- rosh |
|
- toff |
|
- vein |
|
- seating |
|
- chemi |
|
- sis |
|
- debt |
|
- lamish |
|
- jinnies |
|
- gennies |
|
- linguishu |
|
- tarn |
|
- gym |
|
- eats |
|
- dough |
|
- fedium |
|
- isaac |
|
- bender |
|
- does |
|
- healing |
|
- speed |
|
- adam |
|
- noun |
|
- aldio |
|
- etch |
|
- amp |
|
- sangus |
|
- southern |
|
- vodroom |
|
- sanch |
|
- post |
|
- beddo |
|
- things |
|
- sounded |
|
- tick |
|
- toverty |
|
- view |
|
- weshroom |
|
- comparator |
|
- fordom |
|
- keys |
|
- templar |
|
- worker |
|
- tiki |
|
- odio |
|
- geo |
|
- fordium |
|
- mode |
|
- mindless |
|
- fishermen |
|
- lua |
|
- pierto |
|
- voting |
|
- brad |
|
- europe |
|
- grade |
|
- shrieks |
|
- cures |
|
- stub |
|
- decase |
|
- ufoium |
|
- geophonia |
|
- moved |
|
- villium |
|
- drews |
|
- compare |
|
- vodal |
|
- dumpier |
|
- sorts |
|
- cases |
|
- bosh |
|
- modes |
|
- souls |
|
- rose |
|
- pedro |
|
- mash |
|
- shanja |
|
- druce |
|
- benise |
|
- draws |
|
- minces |
|
- laguish |
|
- throughdome |
|
- sweetzer |
|
- compato |
|
- science |
|
- dumper |
|
- breathing |
|
- yong |
|
- vanquish |
|
- chorean |
|
- bell |
|
- word |
|
- sentence |
|
- strain |
|
- washern |
|
- lava |
|
- basom |
|
- smith |
|
- less |
|
- sons |
|
- sights |
|
- sides |
|
- vying |
|
- allowed |
|
- cough |
|
- drew |
|
- knee |
|
- bastin |
|
- sot |
|
- stopping |
|
- blee |
|
- kisa |
|
- agenda |
|
- va |
|
- outset |
|
- belights |
|
- tingway |
|
- lada |
|
- sus |
|
- germ |
|
- bedroomed |
|
- length |
|
- phoned |
|
- rezone |
|
- lands |
|
- knitting |
|
- submit |
|
- broom |
|
- touch |
|
- hook |
|
- maths |
|
- chaffelites |
|
- kinch |
|
- june |
|
- limp |
|
- namp |
|
- basser |
|
- gitchen |
|
- dreamly |
|
- bash |
|
- upped |
|
- boff |
|
- mines |
|
- zik |
|
- chikurian |
|
- ab |
|
- ut |
|
- hamperture |
|
- pawn |
|
- okena |
|
- kain |
|
- coose |
|
- fon's |
|
- truck |
|
- battery |
|
- washm |
|
- likesov |
|
- cherp |
|
- scripture |
|
- small |
|
- welding |
|
- samphon |
|
- slaying |
|
- baldium |
|
- berumita |
|
- slamp |
|
- helium |
|
- habiture |
|
- saldom |
|
- vatum |
|
- blushham |
|
- apedial |
|
- sums |
|
- flipper |
|
- langworth |
|
- id |
|
- itch |
|
- isherm |
|
- washerms |
|
- odds |
|
- bedium |
|
- heights |
|
- kent |
|
- bethrym |
|
- atham |
|
- hos |
|
- induce |
|
- bathtub |
|
- lamped |
|
- bellium |
|
- iter |
|
- usherm |
|
- stu |
|
- rathroom |
|
- mees |
|
- resumed |
|
- barchy |
|
- betterim |
|
- trello |
|
- flowing |
|
- butcher |
|
- hooker |
|
- mashes |
|
- mu |
|
- site |
|
- riz |
|
- maty |
|
- handing |
|
- hand |
|
- predium |
|
- iton |
|
- kate |
|
- newspip |
|
- lifeton |
|
- printing |
|
- shiz |
|
- hidanu |
|
- bother |
|
- weights |
|
- jigs |
|
- glotter |
|
- templates |
|
- lamper |
|
- heata |
|
- boshroom |
|
- mounter |
|
- tipperger |
|
- washrooms |
|
- imager |
|
- washman |
|
- vayum |
|
- methroom |
|
- lossroom |
|
- waft |
|
- shrum |
|
- meshes |
|
- fringes |
|
- amma |
|
- keching |
|
- redees |
|
- crane |
|
- barthroom |
|
- yim |
|
- lara |
|
- speech |
|
- barther |
|
- tea |
|
- fra |
|
- chorium |
|
- trines |
|
- starks |
|
- firm's |
|
- wallian |
|
- rushing |
|
- lau |
|
- scott |
|
- fotherine |
|
- volleying |
|
- arthur |
|
- hesing |
|
- kna |
|
- path |
|
- meant |
|
- mutes |
|
- y |
|
- young |
|
- knows |
|
- kitchened |
|
- washherm |
|
- washher |
|
- kori |
|
- tipperture |
|
- ballium |
|
- rizo |
|
- though |
|
- topperture |
|
- tapature |
|
- douce |
|
- inblies |
|
- query |
|
- law |
|
- semi |
|
- turnouts |
|
- turneth |
|
- bassom |
|
- flay |
|
- damager |
|
- vassorm |
|
- cree |
|
- vassar |
|
- faster |
|
- julo |
|
- rub |
|
- septa |
|
- lost |
|
- sal |
|
- core |
|
- piney |
|
- desamla |
|
- bat's |
|
- third |
|
- poshroom |
|
- hunt |
|
- kickin |
|
- william |
|
- mackt |
|
- cheer |
|
- wardium |
|
- funny |
|
- wat |
|
- trough |
|
- ecogen |
|
- cannot |
|
- forget |
|
- lighted |
|
- engine |
|
- bind |
|
- edwin |
|
- mitoff |
|
- plensic |
|
- trump |
|
- setling |
|
- semi-divise |
|
- again |
|
- over |
|
- chat |
|
- endogen |
|
- mainling |
|
- increci |
|
- blease |
|
- fishing |
|
- washerb |
|
- downed |
|
- bedder |
|
- mython |
|
- volium |
|
- byton |
|
- mayam |
|
- basium |
|
- bathium |
|
- wilder |
|
- cape |
|
- viion |
|
- fet |
|
- dusk |
|
- betterm |
|
- file |
|
- spatorm |
|
- spedroom |
|
- starts |
|
- nightcloth |
|
- decris |
|
- borrow |
|
- vian |
|
- baimhap |
|
- track |
|
- church |
|
- batherine |
|
- washerroom |
|
- dirt |
|
- nam |
|
- trip |
|
- gin |
|
- brian |
|
- sup |
|
- swisher |
|
- parse |
|
- chainius |
|
- lat |
|
- sly |
|
- duna |
|
- shum |
|
- heal |
|
- rice |
|
- tiny |
|
- only |
|
- tied |
|
- tinder |
|
- board |
|
- later |
|
- gate |
|
- violin |
|
- tonight |
|
- pager |
|
- move |
|
- latin |
|
- warrior |
|
- major |
|
- magnum |
|
- each |
|
- bitter |
|
- none |
|
- tempreja |
|
- michaws |
|
- thirteen |
|
- little |
|
- cease |
|
- bytron |
|
- oita |
|
- neot |
|
- bank |
|
- armage |
|
- hang |
|
- wandhi |
|
- rantage |
|
- went |
|
- orsh |
|
- aloud |
|
- delete |
|
- stroll |
|
- side |
|
- browser |
|
- washa |
|
- ramp |
|
- hinting |
|
- grieve |
|
- marked |
|
- terran |
|
- embrace |
|
- breeze |
|
- lambas |
|
- emasek |
|
- got |
|
- blindness |
|
- stun |
|
- jama |
|
- bitumhida |
|
- he's |
|
- polite |
|
- ned |
|
- drumhim |
|
- langest |
|
- heem |
|
- midenings |
|
- papo |
|
- inglies |
|
- form |
|
- papu |
|
- larries |
|
- clean |
|
- lepicha |
|
- beja |
|
- very |
|
- coria |
|
- deal |
|
- mittron |
|
- damn |
|
- baja |
|
- timey |
|
- aima |
|
- going |
|
- ainting |
|
- don |
|
- adore |
|
- bullock |
|
- pain |
|
- audience |
|
- dotion |
|
- viving |
|
- notion |
|
- bytro |
|
- worry |
|
- talks |
|
- byte |
|
- dance |
|
- vosham |
|
- because |
|
- tree |
|
- ming |
|
- matox |
|
- modern |
|
- invasia |
|
- makeness |
|
- hawks |
|
- natom |
|
- arms |
|
- pay |
|
- hinder |
|
- latum |
|
- bench |
|
- hoofs |
|
- king |
|
- dampentering |
|
- north |
|
- boo |
|
- petations |
|
- donna |
|
- kabbatum |
|
- temprejo |
|
- chairman |
|
- mr |
|
- names |
|
- standard |
|
- batu |
|
- ridge |
|
- using |
|
- couldying |
|
- never |
|
- matter |
|
- ninety |
|
- powder |
|
- interviews |
|
- stir |
|
- changes |
|
- bap |
|
- jomo |
|
- courier |
|
- crop |
|
- void |
|
- safe |
|
- tamies |
|
- were |
|
- network |
|
- dambraja |
|
- once |
|
- glight |
|
- mightum |
|
- royal |
|
- gordian |
|
- viewers |
|
- cajanaton |
|
- stood |
|
- wind |
|
- treat |
|
- lean |
|
- teach |
|
- matam |
|
- tarsh |
|
- incase |
|
- dembation |
|
- clang |
|
- beta |
|
- lyphon |
|
- sang |
|
- dia |
|
- richer |
|
- bedoleitone |
|
- dampeja |
|
- pinosh |
|
- mishik |
|
- oft |
|
- hi |
|
- live |
|
- trumpet |
|
- butch |
|
- blights |
|
- seth |
|
- kids |
|
- herb |
|
- bettern |
|
- pathroom |
|
- shroom |
|
- ifridio |
|
- san |
|
- sroom |
|
- sanna |
|
- christ |
|
- clap |
|
- worshroom |
|
- cruce |
|
- crisadio |
|
- adi |
|
- iam |
|
- quarter |
|
- throne |
|
- heatsy |
|
- lace |
|
- shallize |
|
- pratt |
|
- beast |
|
- slash |
|
- paulster |
|
- brazil |
|
- priested |
|
- trust |
|
- slice |
|
- kind |
|
- jules |
|
- being |
|
- tying |
|
- gets |
|
- jewels |
|
- jills |
|
- arcs |
|
- jajarman |
|
- fesh |
|
- crate |
|
- grown |
|
- brained |
|
- porian |
|
- shills |
|
- grew |
|
- bare |
|
- keechin' |
|
- toss |
|
- reduced |
|
- var |
|
- libraries |
|
- slanguish |
|
- catching |
|
- rawroom |
|
- passa |
|
- laugh |
|
- dip |
|
- vima |
|
- plight |
|
- clider |
|
- tank |
|
- prat |
|
- securion |
|
- cause |
|
- care |
|
- bent |
|
- thyum |
|
- odd |
|
- washed |
|
- twitched |
|
- mangling |
|
- valiumt |
|
- pop |
|
- nicogen |
|
- switching |
|
- federm |
|
- washerrm |
|
- stolen |
|
- sub-language |
|
- heane |
|
- vap |
|
- babin |
|
- karan |
|
- mezek |
|
- towen |
|
- ek |
|
- full |
|
- saver |
|
- kill |
|
- plates |
|
- vien |
|
- eck |
|
- fi |
|
- myer |
|
- muzak |
|
- vampoline |
|
- bytes |
|
- fars |
|
- pratise |
|
- pat |
|
- decreases |
|
- ison |
|
- flight |
|
- blies |
|
- waffron |
|
- debates |
|
- double |
|
- taping |
|
- earth |
|
- greece |
|
- capture |
|
- corium |
|
- plake |
|
- blush |
|
- tech |
|
- than |
|
- fuff |
|
- alter |
|
- strengths |
|
- dial |
|
- betch |
|
- chanda |
|
- bartminate |
|
- fiz |
|
- outalates |
|
- bitumlets |
|
- sister |
|
- rich |
|
- washamlets |
|
- nigusa |
|
- digly |
|
- eighty |
|
- grace |
|
- approach |
|
- cachen |
|
- mats |
|
- embrature |
|
- impression |
|
- donate |
|
- nispepa |
|
- debrature |
|
- mistakes |
|
- misshik |
|
- printer |
|
- damperture |
|
- seam |
|
- degre |
|
- embreter |
|
- stretch |
|
- ready |
|
- ting |
|
- embedded |
|
- indawashroom |
|
- kitar |
|
- greeted |
|
- embrids |
|
- matterm |
|
- mythic |
|
- buff |
|
- fifth |
|
- cachan |
|
- lova |
|
- house |
|
- style |
|
- netson |
|
- wassum |
|
- fister |
|
- wasmite |
