jkang/espnet2_librispeech_100_conformer

ESPnet2 ASR model

jkang/espnet2_librispeech_100_conformer

• This model was trained by jaekookang using librispeech_100 recipe in espnet.
• Gradio Demo: 🤗 ESPNet2 ASR Librispeech Conformer

Demo: How to use in ESPnet2

cd espnet
git checkout 140704c146f8beeed74973f5258379f6133dcdfb
pip install -e .
cd egs2/librispeech_100/asr1
./run.sh --skip_data_prep false --skip_train true --download_model jkang/espnet2_librispeech_100_conformer

RESULTS

Environments

• date: Fri Feb 11 01:42:52 KST 2022
• python version: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0]
• espnet version: espnet 0.10.7a1
• pytorch version: pytorch 1.10.1
• Git hash: 140704c146f8beeed74973f5258379f6133dcdfb
  • Commit date: Tue Feb 8 16:06:02 2022 -0500
• GPU: NVIDIA GeForce RTX 3090 (single GPU took: 13h)

asr_conformer_lr2e-3_warmup15k_amp_nondeterministic

WER

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
decode_asr_asr_model_valid.acc.ave/dev_clean	2703	54402	94.5	5.1	0.4	0.7	6.3	56.6
decode_asr_asr_model_valid.acc.ave/dev_other	2864	50948	84.8	13.7	1.5	2.1	17.3	80.7
decode_asr_asr_model_valid.acc.ave/test_clean	2620	52576	94.2	5.3	0.5	0.8	6.6	57.4
decode_asr_asr_model_valid.acc.ave/test_other	2939	52343	84.7	13.8	1.5	2.0	17.3	81.5

CER

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
decode_asr_asr_model_valid.acc.ave/dev_clean	2703	288456	98.2	1.1	0.8	0.7	2.5	56.6
decode_asr_asr_model_valid.acc.ave/dev_other	2864	265951	93.3	4.1	2.6	2.0	8.7	80.7
decode_asr_asr_model_valid.acc.ave/test_clean	2620	281530	98.0	1.1	0.9	0.7	2.7	57.4
decode_asr_asr_model_valid.acc.ave/test_other	2939	272758	93.5	4.0	2.5	1.9	8.4	81.5

TER

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
decode_asr_asr_model_valid.acc.ave/dev_clean	2703	69558	92.0	5.0	3.0	0.7	8.7	56.6
decode_asr_asr_model_valid.acc.ave/dev_other	2864	64524	81.3	13.2	5.4	2.4	21.1	80.7
decode_asr_asr_model_valid.acc.ave/test_clean	2620	66983	91.8	5.1	3.1	0.6	8.8	57.4
decode_asr_asr_model_valid.acc.ave/test_other	2939	66650	81.2	13.1	5.7	2.1	20.9	81.5

ASR config

expand

config: conf/train_asr.yaml
print_config: false
log_level: INFO
dry_run: false
iterator_type: sequence
output_dir: exp/asr_conformer_lr2e-3_warmup15k_amp_nondeterministic
ngpu: 1
seed: 2022
num_workers: 4
num_att_plot: 0
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: false
collect_stats: false
write_collected_feats: false
max_epoch: 70
patience: null
val_scheduler_criterion:
- valid
- loss
early_stopping_criterion:
- valid
- loss
- min
best_model_criterion:
-   - valid
    - acc
    - max
keep_nbest_models: 10
nbest_averaging_interval: 0
grad_clip: 5.0
grad_clip_type: 2.0
grad_noise: false
accum_grad: 4
no_forward_run: false
resume: true
train_dtype: float32
use_amp: true
log_interval: 400
use_matplotlib: true
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: []
ignore_init_mismatch: false
freeze_param: []
num_iters_per_epoch: null
batch_size: 20
valid_batch_size: null
batch_bins: 16000000
valid_batch_bins: null
train_shape_file:
- exp/asr_stats_raw_en_bpe5000_sp/train/speech_shape
- exp/asr_stats_raw_en_bpe5000_sp/train/text_shape.bpe
valid_shape_file:
- exp/asr_stats_raw_en_bpe5000_sp/valid/speech_shape
- exp/asr_stats_raw_en_bpe5000_sp/valid/text_shape.bpe
batch_type: numel
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_clean_100_sp/wav.scp
    - speech
    - kaldi_ark
-   - dump/raw/train_clean_100_sp/text
    - text
    - text
valid_data_path_and_name_and_type:
-   - dump/raw/dev/wav.scp
    - speech
    - kaldi_ark
-   - 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: 0.002
    weight_decay: 1.0e-06
scheduler: warmuplr
scheduler_conf:
    warmup_steps: 15000
token_list:
- <blank>
- <unk>
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- ▁IN
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- ▁I
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- ING
- ▁IT
- ''''
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- ▁HAD
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- ▁FOR
- T
- ▁AS
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- LY
- ▁NOT
- ▁BUT
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- D
- E
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- ER
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- ▁FELT
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- ▁KIND
- X
- CH
- ▁HERSELF
- ANT
- ▁TOWARD
- ▁HALF
- ▁OH
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- ▁HOWEVER
- ▁TURNED
- ▁ALSO
- ▁BOTH
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- ▁QUITE
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- ▁MYSELF
- NG
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- ▁MA
- ▁SET
- ▁SMALL
- ▁B
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- ▁F
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- ▁HIGH
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- ▁CARE
- ▁WAR
- ▁GOD
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- ▁SAT
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- TE
- NE
- ▁BEST
- ▁UNTIL
- ▁OPEN
- ▁W
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- ▁DEAR
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- MAN
- ▁ANYTHING
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- Z
- IE
- ▁ROUND
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- ▁ALONG
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- ▁DAYS
- ▁FIVE
- ▁K
- ▁HOPE
- AM
- ▁CO
- ▁KEEP
- ▁FULL
- ▁WALK
- ▁MASTER
- ATED
- ▁NATURE
- ▁JOHN
- ▁POINT
- ▁DUR
- ▁MATTER
- ▁MONEY
- ▁CHILD
- ▁LOOKING
- ▁RATHER
- ▁AIR
- IA
- ▁P
- ▁TWENTY
- ▁FIRE
- OL
- ▁LESS
- ▁SHORT
- ▁PASSED
- ▁INDEED
- TY
- ▁CASE
- ▁WORD
- ▁WISH
- ▁COUNTRY
- LED
- ID
- ▁BOY
- ▁SOUND
- ▁FORM
- ▁CRIED
- LA
- ▁FRIEND
- TON
- ▁FACT
- ▁UNCLE
- ▁TAKEN
- ▁AL
- ▁TEN
- IAN
- ▁GONE
- ▁SEA
- ▁REASON
- TING
- ▁WHOSE
- ▁OTHERS
- AC
- ▁LI
- ▁DEATH
- ▁CERTAIN
- ▁ANSWERED
- ▁THEMSELVES
- ▁LADY
- ▁STATE
- ▁CAR
- ▁WIFE
- ▁THOUSAND
- ▁TRUE
- ▁BEHIND
- AGE
- ▁DOCTOR
- ▁FEAR
- ▁OFTEN
- OM
- ▁TILL
- ▁HA
- IOUS
- ▁AROUND
- IST
- ▁SENT
- ▁SPEAK
- ▁WOMEN
- ▁GROUND
- VER
- ENCE
- NA
- ▁TALK
- ▁CHILDREN
- TION
- CO
- MO
- ▁HEAR
- ▁ORDER
- ▁LEAVE
- ▁PRO
- ▁ALREADY
- ▁LA
- ▁FINE
- SE
- ▁BA
- PP
- ▁THUS
- AD
- ▁NEED
- ▁SIGHT
- ▁CALL
- ▁FELL
- ▁MANNER
- MP
- ▁BECAME
- UM
- ▁WATCH
- OW
- ▁FOOT
- ▁CANNOT
- ▁BODY
- ▁TOWN
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- ▁RETURNED
- ▁WONDER
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- ▁DIDN
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- ▁SIX
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- ▁DEAD
- ▁STRONG
- ▁SON
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- ▁ABOVE
- ▁REALLY
- ▁BEAUTIFUL
- ▁SECOND
- ARD
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- ▁CON
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- ▁STRANGE
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- ▁HO
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- ▁USE
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- ▁KEPT
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- ▁SEVERAL
- ▁DAUGHTER
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- PER
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- ▁GLAD
- HE
- ▁SLEEP
- MEN
- ▁LATE
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- ▁ASK
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- ▁RAN
- AK
- ▁HORSE
- ▁USED
- WAY
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- ▁WINDOW
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- ▁PAST
- ▁OBJECT
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- IONS
- ▁TREE
- ▁COMP
- ▁BLUE
- CA
- ▁VI
- ▁SIGN
- ▁EIGHTEEN
- ▁GARDEN
- ▁BUSINESS
- ▁PETER
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- ▁SEEM
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- ▁HAPPY
- ▁LONGER
- ▁ACROSS
- ▁BU
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- ▁ELSE
- ▁PLAY
- ▁SOUL
- ▁STAND
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- ▁SCHOOL
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- ▁EXCEPT
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- ▁PICTURE
- ▁BRIGHT
- ▁WA
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- ▁LEAD
- ▁CUR
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- ▁TOP
- ▁PAR
- ▁LENGTH
- ▁THIRTY
- ▁MINE
- ▁MI
- ▁EAT
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- ▁AFRAID
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- ▁SU
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- VA
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- ▁BEAT
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- DO
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- ▁STARTED
- ▁EL
- ▁HAR
- ▁EXPRESSION
- ▁TRA
- ▁WONDERFUL
- ▁SAINT
- ▁APPEARANCE
- ▁GRAVE
- ▁OFFICE
- ▁INSTEAD
- ▁SILENT
- ▁SOUTH
- ▁AGO
- ▁CAMP
- ▁LOVED
- ▁PATH
- ▁LEARN
- ▁PLAN
- ▁GOVERNMENT
- OUR
- PPED
- ▁SITTING
- ▁SEAT
- TEN
- RESS
- SIDE
- ▁MOVED
- ▁DIE
- ▁RESULT
- ▁SPRING
- ▁PLEASE
- ▁RI
- ▁NATURAL
- ▁ANNE
- ▁STA
- ▁CORNER
- ▁WALL
- ▁IMPOSSIBLE
- ▁BROWN
- ▁SUIT
- ▁MUSIC
- PI
- ▁TRY
- ▁DIED
- ▁TEARS
- ▁JU
- ▁COMFORT
- ▁DANGER
- ▁MEASURE
- ▁PROPERTY
- ▁BORN
- CON
- ▁CR
- ▁BROKEN
- ▁MASS
- EVER
- IER
- ▁EXPRESS
- ▁POCKET
- ▁SCARCE
- ▁SELF
- NY
- ▁MADAME
- ▁LAUGHED
- ▁TOUCH
- ▁APPEAR
- ▁LONDON
- ▁SAFE
- ▁SHARP
- ▁ATTACK
- ▁JANE
- ▁COVERED
- ▁OUTSIDE
- ▁WHATEVER
- ▁PLACED
- ▁RACE
- ▁SHORE
- ▁LAID
- ▁ROMAN
- ▁PERSONAL
- UP
- AU
- ▁REMAINED
- ▁HAPPINESS
- ▁AFTERNOON
- ▁DISTANCE
- ▁STORM
- ▁MARRIED
- ▁FRANK
- ▁VALLEY
- ▁BOUND
- ▁TALKING
- ▁JO
- ▁QUICK
- ▁STEP
- AND
- ▁ARMY
- ▁EFFORT
- ▁FRENCH
- ▁V
- LEY
- ▁PARTICULAR
- ▁START
- ATING
- OO
- LU
- ▁TRANS
- ▁HAPPEN
- ▁HABIT
- ▁VILLAGE
- ▁BELOW
- ▁GENTLEMAN
- BLE
- ▁BILL
- ▁SAVE
- ACT
- ▁SOCIETY
- ▁MAJOR
- ▁QUARTER
- ▁SKY
- ▁GUESS
- CY
- ▁SAD
- ILE
- ▁SL
- ▁PLEASANT
- ▁STRAIGHT
- ▁STRENGTH
- ▁FORTUNE
- ▁WRONG
- ▁COMMAND
- ▁BOX
- ▁QUIET
- ISE
- ▁JA
- IBLE
- ▁TREAT
- ▁GLANCE
- ▁NECESSARY
- ▁FORGET
- ▁MOUNTAIN
- ▁WINTER
- ▁DREW
- ▁WAV
- ▁PLAIN
- ▁ENTIRELY
- ▁TEA
- ▁SOFT
- ▁QUICKLY
- ▁INFLUENCE
- ▁DINNER
- ▁FOOD
- ▁CHAPTER
- ▁YE
- ▁REACH
- ▁GETT
- ▁PAPER
- ▁GIVING
- ▁BEGINNING
- ▁SEND
- ▁FIGHT
- ▁SCENE
- ▁RUSH
- ▁PI
- ▁MARK
- ▁NA
- ▁BROKE
- ▁CLASS
- ▁BATTLE
- ▁EASY
- ▁GROUP
- BY
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- ▁DIRECTION
- ▁BESIDE
- ▁MOR
- HAM
- UFF
- ▁WEST
- ▁OBLIG
- ▁COLOR
- ▁SINGLE
- ▁EASILY
- ▁PALE
- ▁ACTION
- ▁INTER
- ▁STRANGER
- ▁WI
- ▁CONVERSATION
- ▁BLOW
- ▁MARY
- ▁MU
- ▁TERRIBLE
- ▁THINKING
- ▁PULL
- ▁MOON
- AB
- ▁REP
- ▁ESPECIALLY
- ▁HEAVY
- ▁SICK
- ▁LUCK
- ▁TRAIN
- ▁GUN
- ▁GU
- ▁WAITING
- ▁TURNING
- ITIES
- ▁BREAD
- ▁BELONG
- ▁LOUD
- ▁REPORT
- ▁AMERICAN
- ▁JOURNEY
- ▁ANXIOUS
- ▁LIPS
- ▁KILLED
- IGHT
- GO
- ▁CONSIDER
- ▁PROBABLY
- ▁PALACE
- ▁HISTORY
- ▁LAKE
- ▁SHUT
- ▁SIMPLY
- WA
- ▁PAIN
- ▁HORSES
- ▁SEEING
- FULLY
- ▁EXPECTED
- ▁EVIL
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- ▁SIMPLE
- ▁DIRECT
- IFIED
- HER
- ▁SLOWLY
- ▁LEG
- UGH
- ▁SAIL
- RIC
- ▁WISHED
- ▁RULE
- ▁LAD
- ▁MORAL
- ▁MOVE
- ▁FOLLOWING
- ▁SILVER
- ▁SEARCH
- ▁CHANGED
- ▁HANDSOME
- ▁COULDN
- ▁PASSION
- ▁HU
- ▁SMILED
- ▁STREAM
- ▁CONCERN
- ▁PRESENCE
- STER
- ▁CONTENT
- ▁BOARD
- ▁SHAPE
- ▁DECIDED
- ▁MARRY
- ▁PERFECT
- ▁STEPS
- ▁CLOSED
- ABLY
- DEN
- ▁WEAK
- ▁SUFFICIENT
- ▁SHADOW
- ▁EXPECT
- ▁SPOT
- ▁DUTY
- ▁SPEAKING
- ▁BESIDES
- ▁FIELD
- ▁ROLL
- ▁TRYING
- ▁EAR
- ▁VER
- ▁MARRIAGE
- ▁SHOT
- ▁SLAVE
- ▁MILL
- ▁NATION
- ▁NECK
- ▁ARRIVED
- ▁TALL
- ▁GRACE
- LIN
- ▁FORTY
- ▁BROAD
- ▁SUMMER
- ▁COUSIN
- ▁BEGIN
- ▁CATCH
- ▁FO
- ▁PE
- ▁MEANT
- ▁THIN
- IO
- ▁GROW
- ▁TRO
- ▁NOTICE
- ▁CRY
- ▁FISH
- ▁COM
- ▁DEGREE
- ▁HONOUR
- ▁UNDERSTOOD
- ▁SHOP
- ▁TRUST
- ▁CONDITION
- ▁FARM
- IZ
- ▁SUDDEN
- ▁SUCCESS
- ▁SURPRISE
- ORS
- ▁THOUGHTS
- UND
- ▁ALLOWED
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- ▁SERIOUS
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- FT
- ▁L
- ▁PU
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- ACH
- ▁SUFFER
- ▁LEGS
- ▁SUPPORT
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- ▁LATTER
- OV
- ▁TASTE
- ▁GATE
- ▁INSTANT
- ▁MINUTE
- ▁OFFER
- ▁GREATER
- ▁PORT
- ILL
- ▁INDIVIDUAL
- ▁AUNT
- ▁EAST
- ▁ADVANTAGE
- ▁FASHION
- ▁SWORD
- ▁TWELVE
- ▁HONOR
- ▁MOVEMENT
- ▁ISLAND
- ACK
- ▁WOODS
- NCH
- ▁PLEASED
- ▁ENEMY
- ▁RAIN
- ▁VARIOUS
- ▁OBSERVED
- ▁LADIES
- ▁BELIEVED
- ▁CAST
- ▁RISE
- ▁BALL
- ▁MONTHS
- ICE
- ▁MURDER
- ▁CONDUCT
- ▁SOCIAL
- ▁TENDER
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- ▁FRA
- ▁FIRM
- CLOCK
- ▁PREVENT
- ▁RING
- LIE
- ▁GOLDEN
- ▁DECLARED
- ▁BUILDING
- ▁WRITE
- ▁ATTEND
- ▁CARRIAGE
- ▁SITUATION
- IDE
- ▁NOBLE
- ▁HUNG
- ▁RUNN
- ▁YELLOW
- ▁KNOWLEDGE
- ▁YORK
- ▁PUSH
- ▁LEAVING
- ▁POST
- ▁CIRCUMSTANCES
- ▁SEEK
- ▁FINALLY
- ▁MAIN
- ▁LETTERS
- ▁POL
- ▁ADD
- FE
- ▁ANCIENT
- ▁MARCH
- ▁WINE
- ▁STATES
- ▁WALLS
- ▁PRISONER
- ▁ISABEL
- ▁TEMPER
- ▁JUDGE
- ▁FAINT
- ▁POND
- ▁GRASS
- ▁FAM
- OUT
- ▁LAUGH
- ▁GRAY
- IGN
- ▁ESCAPE
- ▁KILL
- ▁PRAY
- ▁COMES
- ▁ABSOLUTE
- ▁BLIND
- ▁WIN
- ▁HOST
- ▁MERELY
- ▁RID
- ▁EVERYBODY
- ▁MATERIAL
- ▁STRETCH
- ▁DUE
- ▁ROW
- ▁TIN
- ▁PROMISE
- ▁LISTEN
- ▁WALKING
- ▁COMPANION
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- ▁BREAK
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- ▁RUIN
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- ▁WOR
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- ▁SPECIAL
- ▁LABOR
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- ▁FALLEN
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- ▁HOT
- ▁REPEATED
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- ▁PERIOD
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- ▁INSTANCE
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- ▁PASSAGE
- ▁NE
- ▁POSSESSION
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- ▁PEACE
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- ▁HOUSES
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- ▁WELCOME
- ▁YARD
- ▁PROPER
- ▁MUS
- ADE
- ▁RECEIVE
- ▁SKIN
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- ▁AFTERWARDS
- ANG
- ▁DA
- ▁DIFFICULT
- ▁PERSONS
- ▁ACCORDING
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- ▁SPEECH
- ▁IMPORTANT
- PAR
- ▁PERFECTLY
- ▁MIN
- ▁CONSIDERED
- ▁NU
- ▁DEPEND
- ▁MORROW
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- ▁LYING
- ▁SUFFERING
- ▁EXIST
- ERY
- OOK
- BA
- ▁PAINT
- AH
- ▁CAT
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- ▁WISE
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- ▁REBECCA
- ▁VESSEL
- ▁CLEAN
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- ▁IRON
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- ▁INDIANS
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- ▁BATH
- ▁NEWS
- ▁CHI
- ▁FA
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- ▁PRIEST
- ▁WRITTEN
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- ▁COTTAGE
- ▁COURAGE
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- HOOK
- ▁MERE
- GGED
- ▁NI
- ▁UNC
- ▁PREPARED
- ▁BARE
- ▁SMILING
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- EY
- ▁DANCE
- ▁PEN
- BR
- GEN
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- ▁CHAMBER
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- ▁LOCK
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- TLE
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- ▁VA
- ▁VEN
- ▁MAKES
- ▁VAIN
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- ▁DRINK
- ▁FUTURE
- ▁RACHEL
- ▁SORROW
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- ▁KNIT
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- WI
- ▁TOBY
- ▁NOISE
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- ▁PROCEED
- ▁FER
- ▁COVER
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- ▁FAVOR
- ▁CATHERINE
- ▁NEWSPAPER
- ▁NOBODY
- ▁ROOF
- ▁WEALTH
- ▁PROVE
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- TTED
- OKE
- ▁DETERMINED
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- ▁OPENING
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- ▁MOTION
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- ▁INTENTION
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- ▁MONTH
- HOOD
- ▁POT
- UDE
- ▁PLANT
- ▁MAD
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- ▁FAT
- ▁COR
- ▁KNOWING
- ▁IDEAS
- IZED
- ▁CHEEK
- ▁EUROPE
- ▁KNOCK
- ▁ALARM
- ▁TONGUE
- ▁SPACE
- ▁PATSY
- ▁MISTRESS
- ▁HENRY
- ▁JERRY
- ▁LIKED
- ▁PLAYED
- ▁BOOKS
- ▁MODER
- ▁CORN
- ▁ELIZABETH
- ▁CLUB
- ▁BRAIN
- ▁TROOP
- ▁COOK
- ▁DU
- ▁FUN
- DAY
- ▁QUA
- ▁FLOW
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- ▁GEORGE
- ▁PECULIAR
- ▁MACHINE
- ▁PATIENT
- ▁MEADOW
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- ▁SONG
- ▁BRAVE
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- ▁CAREFULLY
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- ALL
- ▁FAIL
- NER
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- ▁VIRTUE
- ▁STUDY
- ▁PROTECT
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- ▁STOCK
- ▁KEY
- ▁JUSTICE
- ▁PACK
- LET
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- ▁DIFFICULTY
- ▁WORE
- ▁COST
- ▁HEAT
- ▁SHOULDER
- ▁OFFERED
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- ▁DOLLARS
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- ▁PR
- ▁OURSELVES
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- THER
- DA
- ▁TRADE
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- ▁MAID
- ▁CLAIM
- ▁SHAME
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- ▁CONC
- ▁SEIZED
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- ▁PAL
- ▁CHARMING
- ▁FEELINGS
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- ▁DELIVER
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- ▁CONCEAL
- ▁MOVING
- ▁FLASH
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- ▁HURRY
- ▁ROUGH
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- ▁SAND
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- ▁COAST
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- BI
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- ▁QUIETLY
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- ▁LEAVES
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- BOARD
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- LIKE
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- ▁ER
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- ▁PRINT
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- ▁ICE
- ▁POET
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- ▁TOM
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- ▁EXCITEMENT
- ▁MIDDLE
- ▁FALSE
- ▁REGRET
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- ▁COP
- ▁VALUE
- ▁TOUCHED
- ▁FLAT
- ▁OAK
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- ▁EARNEST
- ▁EXTEND
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- ▁LAMP
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- ▁WISHES
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- ▁HORROR
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- ▁POUND
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- ▁VAL
- ▁APPROACHED
- ▁SUGGESTED
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- ▁PERFORM
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- ▁INTERESTED
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- ▁SHIPS
- ▁CHAIN
- ▁DY
- ▁RANK
- ▁MATTERS
- ▁LOVELY
- AW
- ▁PAT
- ▁WORKING
- ▁CONSEIL
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- ▁MENTION
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- ▁DESIRED
- SCAR
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- ITCH
- BEL
- ▁PARTS
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- LAC
- GGING
- ▁REFLECT
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- ▁STAGE
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- ▁GAIN
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- ▁TALE
- ▁DISTINCT
- ▁BENT
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- ▁TRIUMPH
- ▁SQUARE
- ▁THROAT
- ▁BOUGHT
- ▁PERMIT
- ▁SPEND
- ▁TRIP
- ▁THREATEN
- ▁ROME
- INESS
- ▁EXPOS
- GON
- ▁WRITING
- ▁INCREASED
- ▁PORTION
- ▁TENT
- IUS
- ▁YO
- ▁INTENDED
- ▁NAMED
- RATION
- ▁NOTIC
- ▁PIPE
- ▁WILLING
- ▁INSTANTLY
- ▁SERVED
- ▁BAL
- ▁POSSESS
- ▁CRE
- ▁ADMIRATION
- ▁LIBERTY
- ▁OPPORTUNITY
- ▁SELDOM
- ▁BIRTH
- ▁GLOW
- ▁INCLUD
- ▁REQUEST
- ▁TYPE
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- ▁CRIME
- ▁MOTIVE
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- ▁BEGUN
- ▁CONSENT
- ▁ADMITTED
- ▁AVOID
- ▁ADDRESS
- ▁HATE
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- ▁APPARENTLY
- ▁SUGGESTION
- ▁CONSIDERATION
- ▁BLESS
- ▁PROCEEDED
- NCY
- ▁PRISON
- ▁CONT
- ▁SHOUTED
- ▁FACES
- ▁SPIRITS
- ▁DEVELOP
- ▁ACCIDENT
- ▁ADVICE
- ▁INNOCENT
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- ▁UNCONSCIOUS
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- ▁PRETEND
- ▁PEEP
- ▁ANYONE
- ▁DUKE
- ▁PLUM
- VILLE
- ▁SEVERE
- ▁ALAS
- ▁DELIGHTED
- ▁ISSUE
- ▁ASKING
- ▁CROW
- ▁ACCEPTED
- ▁RIDE
- ▁DOORS
- ▁TAR
- ▁PREPAR
- ▁SUGGEST
- WOOD
- ▁CITIZEN
- ▁ENTRANCE
- ▁LINCOLN
- ▁POLITICAL
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- ▁STIFF
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- ▁FLIGHT
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- ▁GAZE
- ▁NATIONAL
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- DDING
- ISTS
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- CAL
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- UNG
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- GUE
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- ETH
- ▁ELEANOR
- ▁EXPLANATION
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- OCK
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- ▁ADDRESSED
- ▁CHRIST
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- ▁ADVIS
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- ▁IMPORTANCE
- ▁BOOT
- ▁SHOCK
- ▁FIR
- ▁PLENT
- ▁HIT
- ▁MEMBER
- ▁SUR
- ▁SEATED
- ▁MAG
- AVING
- ▁FAVOUR
- ▁REMARK
- ▁DIM
- ▁FAITHFUL
- ▁SAVED
- CHI
- ▁SIN
- THE
- ▁CONFIDENCE
- ▁EXTRAORDINARY
- ▁FORTUNATE
- ▁MISFORTUNE
- ▁PATIENCE
- ▁RELIGIOUS
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- ▁DAWN
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- ▁LAWS
- ▁REMOVED
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- HOUSE
- ▁MENTIONED
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- ITUDE
- ▁CONCLUDED
- ▁ALTER
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- ▁HIGHEST
- ▁SAILOR
- MPLE
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- IFICATION
- RID
- ▁DESCRIBED
- ▁BIN
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- ▁STARTLED
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- ▁INTELLIGENCE
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- ▁KA
- ▁GUIDE
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- ▁CUP
- ▁INQUIRED
- ▁DEFI
- ▁LESSON
- ▁WRETCHED
- ▁PACE
- ▁TEST
- ▁READING
- ▁ENTIRE
- ▁NET
- ▁DOGS
- ▁COMMANDER
- ▁PRODUCE
- ▁GAINED
- ▁ARRIVAL
- ▁FAMILIAR
- ▁MEANWHILE
- ▁SUSPICION
- ▁CHOICE
- ▁IMPULSE
- ▁THRUST
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- ▁GRASP
- ▁COUNTESS
- ▁STYLE
- ▁DWELL
- ▁MERIT
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- ▁SPORT
- ▁LOUISE
- ▁STERN
- ▁PROVIDED
- ▁ASSUME
- ▁EARLIE
- ▁RAGE
- ▁U
- ▁RAPIDLY
- PORT
- ▁SUCCESSFUL
- ▁FLED
- ▁AGREE
- ▁CONDITIONS
- ▁RELATIONS
- ▁DREAD
- ▁NATURALLY
- ▁EARL
- ▁GAY
- ▁HYPNOTI
- ▁PUTT
- ▁GAZ
- ▁JIM
- ▁PAUS
- ▁PROPOS
- ▁ADMINISTRATION
- ▁ELEVEN
- ▁HOSPITAL
- ▁MAGISTRATE
- ▁STRIKE
- ▁DIGNITY
- ▁GLORY
- ▁BOTTLE
- ▁THRONE
- ▁RECKON
- ▁COSETTE
- ▁MOREOVER
- ▁APPLI
- ▁HIND
- ▁PRODUCT
- ▁POOL
- ▁TRIAL
- HAN
- ▁ERIC
- ▁CUB
- ▁PIECES
- ▁EXCEPTION
- ▁ENJOYED
- ▁DARED
- ▁TRU
- ▁CLOSELY
- ▁RAPID
- ▁AFFECTED
- ▁REQUIRE
- ▁SOFTLY
- ▁BROW
- UCK
- ▁MARKED
- ▁SEVENT
- ▁ELECT
- ▁FORGOT
- ▁CORRECT
- ▁FRANCS
- ▁MARGUERITE
- ▁SCIENCE
- ▁UNEXPECTED
- ▁FOUGHT
- ▁MILITA
- ▁THUNDER
- ▁VOYAGE
- ▁GANEM
- ▁FREEDOM
- ▁NODDED
- ▁CAPTURE
- ▁MORTAL
- ▁OWNER
- ▁POLITE
- ▁VISION
- ▁EDUCATION
- ▁GOVERNOR
- ▁RAV
- ▁REWARD
- ▁HASTE
- ▁REPEAT
- ▁DETERMIN
- ▁PITI
- ▁KNEE
- LINE
- ▁DEVOTED
- ▁INTERRUPTED
- ▁FOLKS
- ▁EXTREME
- ▁APPROACH
- ▁CONTINUE
- ▁BEARING
- ▁CHAP
- ▁ACQUAINTED
- ▁GLIMPSE
- ▁GRADUALLY
- ▁SUNSHINE
- ▁PRACTICE
- ▁SUPPLI
- ▁DAVID
- ▁DRIFT
- ▁SHOWING
- ▁LEVEL
- ▁PROMPT
- ▁QUARREL
- ▁REPRESENTATIVE
- ▁PLUNG
- ▁GIANT
- FALL
- ▁STOUT
- CHA
- WEPT
- ▁GLANC
- ▁SALT
- ▁CHOSEN
- ▁BUCK
- ▁REALIZED
- ▁REALITY
- ▁TUR
- ▁DRIVEN
- ▁CARD
- ▁PRAYER
- ▁TERM
- AID
- ▁HOLY
- ▁ENDURE
- ▁RANGE
- ▁HANG
- ▁SAM
- LAN
- ▁CAVE
- INA
- ▁GRI
- ▁SIGH
- ▁NEIGHBOUR
- ▁COUNCIL
- ▁EXERCISE
- ▁NAUTILUS
- ▁SOMEWHERE
- ▁SYLVIA
- ▁THOROUGH
- ▁VICTIM
- ▁BRIDGE
- ▁COMPELLED
- ▁INCLINED
- ▁OVERCOME
- ▁RESERVE
- ▁ARREST
- ▁PRECIOUS
- ▁DUTCH
- ▁OCEAN
- ▁ACQUIR
- ▁RECALL
- ▁DESTIN
- ▁ATTACH
- ▁SLIM
- ▁WEEP
- ▁CONSCIOUSNESS
- ▁TIGHT
- ▁WAKE
- ▁COMFORTABLE
- ▁ACTIVE
- ▁WINGS
- ▁GRIN
- ▁AFFECT
- ▁WHIT
- ▁IDEAL
- ▁EASTER
- ▁APPROACHING
- ▁CREATED
- ▁PLANS
- ▁INCREASE
- ▁FLYING
- ▁SHOUT
- OES
- MISSION
- ▁ARMED
- ABILITY
- ▁BLUSH
- ▁CONNECTION
- ▁MATTHEW
- ▁MEDICINE
- ▁REMIND
- ▁EXHIBIT
- ▁BLOCK
- ▁DESERVE
- ▁LISTENING
- ▁TITLE
- ▁FLOUR
- ▁FLAME
- ▁AGENT
- ▁USEFUL
- ▁BRIG
- ▁BOIL
- ▁ASSURED
- ▁REFLECTION
- ▁PINE
- ▁WAG
- ▁YOUNGER
- ▁BEARD
- ▁KINDNESS
- CTUALLY
- ▁ACTUAL
- ▁WEIGHT
- ▁LILY
- ▁IMPRESS
- ▁DESCRIBE
- ▁BEHELD
- ▁COMMUNITY
- ▁DESPERATE
- ▁DISPLAY
- ▁ENEMIES
- ▁MELANCHOLY
- ▁MIRROR
- ▁RECOMMEND
- ▁SPANISH
- ▁BLAME
- ▁VOLUME
- ▁SHOOT
- ▁COMBIN
- ▁SHAKING
- ▁SOUTHERN
- ▁MYSTERY
- ▁EVERYONE
- ▁COMMISSION
- ▁COMPOSED
- ▁UDO
- ▁IMAGE
- ▁DECEIV
- ▁FAILURE
- ▁PATTY
- ▁ALICE
- ▁FRAME
- ▁MODEST
- ▁MAGNIFICENT
- ▁BRANCHES
- ▁REIGN
- ▁RAG
- ▁PARISH
- ▁KATE
- ▁AMID
- ▁SLEEPING
- ▁ANNOUNCED
- ▁EAGERLY
- ▁WIRE
- ▁LAP
- ▁ARAB
- ▁EATING
- ▁RUM
- ▁CAREFUL
- ▁DISCUSS
- WORTH
- ▁DISTRICT
- ▁FOREHEAD
- ▁FRANCIS
- ▁INCIDENT
- ▁APPEAL
- ▁EMBARRASS
- ▁MAINTAIN
- ▁PRONOUNC
- ▁FURNISH
- ▁STRAIN
- ▁ELEMENT
- ▁SILK
- ▁FEAST
- ▁RECENT
- ▁DANCING
- ▁LODGE
- ▁ASHAMED
- ▁TRICK
- ▁BOBO
- ▁STUFF
- ▁ET
- ▁ASSERT
- ▁SANK
- ▁TREATMENT
- ECI
- ▁SWIM
- ▁BECOMING
- ▁SINGING
- ▁PLATE
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- ▁EXTREMELY
- ▁GRIM
- ▁SANG
- ▁FIGHTING
- ▁FACTOR
- ▁PAINFUL
- ▁HIDE
- ▁FUNN
- ▁AFTERWARD
- ▁FROG
- ▁VENTURE
- ▁DISAPPOINT
- ▁COMRADE
- ▁MONSIEUR
- ▁OBVIOUS
- ▁PASSENGER
- ▁PROFOUND
- ▁PUBLISH
- ▁ACCUSTOM
- ▁BLOOM
- ▁SMITH
- ▁RELATIVE
- ▁ACCUSE
- ▁MANIFEST
- ▁SOLID
- ▁MONSTER
- ▁MARIUS
- ▁CANDLE
- ▁PROCUR
- ▁INTERFERE
- ▁HOUSEHOLD
- ▁DEVELOPMENT
- ▁AGREEABLE
- ▁HALT
- ▁NECESSITY
- FOLD
- ▁CITIES
- ▁REGI
- ▁GLOOMY
- BBL
- ▁SEPARATED
- ▁CHEST
- ▁STRIP
- ▁SPAR
- ▁DUN
- ▁SETTLE
- ▁STARED
- ▁HANGING
- ▁FEATURES
- ▁PILE
- ▁ORIGIN
- ARIES
- ▁LION
- ▁ALI
- ▁ASTONISHMENT
- ▁COMPLIMENT
- ▁DELICATE
- ▁COUNSEL
- ▁FIFTH
- ▁SUPPRESS
- ▁BURDEN
- ▁COMPLEX
- ▁ADDITION
- ▁CRUSH
- ▁TWIST
- ▁PIANO
- ▁BRUSH
- ▁CHECK
- ▁ANNIE
- ▁SHELTER
- ▁IMPROV
- ▁WESTERN
- ▁LOCAL
- ▁APPLE
- ▁GREET
- ▁MASK
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- ▁TIP
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- ▁READER
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- ▁DESTROY
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- MORE
- ▁ESCAPED
- ▁PET
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- ▁DESTROYED
- HIN
- ▁OWE
- ▁RANG
- ▁TEAR
- ▁NED
- ▁OFFICER
- ▁TRAP
- ▁OCCUR
- ▁APPOINTED
- ▁ATMOSPHERE
- ▁CHOOSE
- ▁CONCLUSION
- ▁CULTIVAT
- ▁DESCRIPTION
- ▁ENORMOUS
- ▁EXHAUSTED
- ▁LANDSCAPE
- ▁NATASHA
- ▁PROSPECT
- ▁REFRESH
- ▁SPECIES
- ▁SURROUNDED
- ▁WEAPON
- ▁BLANK
- ▁DEFEND
- ▁EDITH
- ▁HORRIBL
- ▁BETRAY
- ▁FERKO
- ▁LABOUR
- ▁NEGRO
- ▁RESUMED
- ▁LEAF
- ▁MUSKET
- ▁INTENSE
- ▁MERCY
- ▁ADOPT
- ▁SCORE
- ▁DASH
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- ▁CHUCK
- ▁ASSISTANCE
- ▁BROOK
- ▁BREAKING
- ▁ASSIST
- ▁GROAN
- ▁HELEN
- ▁BEHAV
- ▁MAIDEN
- ▁CRIS
- ▁SHOUTING
- ▁NAY
- ▁PIG
- ▁ACCORDINGLY
- ETTE
- ▁DESIR
- ▁RUB
- ▁GRU
- ▁PIT
- ▁HEAVI
- ▁OBTAINED
- ▁SPARE
- ▁BRANCH
- ▁COUNTER
- ▁APART
- ▁AMBITION
- ▁ASTONISHED
- ▁CORRESPOND
- ▁DRIVING
- ▁ENERGY
- ▁HISTORIAN
- ▁REVOLUTION
- ▁SWEEP
- ▁TREMBLING
- ▁CRAFT
- ▁FAMILIES
- ▁LITERATURE
- SBURG
- ▁FEMALE
- ▁TILNEY
- ▁GENEROUS
- ▁SUBMIT
- ▁INTELLECTUAL
- ▁ORCHARD
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- ▁DIANA
- ▁VEIN
- ▁TRIFL
- ▁TWIN
- ▁WORSHIP
- ▁MARBLE
- ▁GALLANT
- ▁SENSIBLE
- ▁NEAT
- ▁BROWNIE
- ▁JUNE
- ▁SHAW
- ▁WORST
- ▁USELESS
- ▁FISHING
- ▁CRYING
- ▁MAYBE
- ▁VARI
- ▁PRESERVE
- ▁VOL
- ▁EMPLOY
- ▁INTERRUPT
- ▁SLIGHTLY
- ▁ACCOMPLISHED
- NEY
- ▁STEAM
- ▁BALANC
- ▁LEANING
- ▁SIGHED
- ▁REFUSE
- ▁IMAGINED
- ▁DATE
- GROUND
- ▁ENTERTAIN
- ▁PERCEIVE
- ▁ABROAD
- ▁CHEESE
- ▁DESTRUCTION
- ▁ESSENTIAL
- ▁EXPEDITION
- ▁GRANDFATHER
- ▁INFINITE
- ▁LIBRARY
- ▁MULTITUDE
- ▁NEGLECT
- ▁SWALLOW
- ▁VILLEFORT
- ▁BELOVED
- ▁COMMITTEE
- ▁CONFIDENT
- ▁PURPLE
- ▁PURCHAS
- ▁SCRAP
- ▁SPOIL
- ▁LIKEWISE
- ▁EXTRA
- ▁STRAW
- ▁SALUT
- ▁SOURCE
- ▁HASTENED
- ▁RESENT
- ▁FLOCK
- ▁LOFT
- ▁FLO
- ▁CLO
- ▁CONVINCED
- ▁GOODNESS
- ▁HYPNOTIZ
- ▁SETTING
- ▁HAIL
- ▁PHI
- ▁GROVE
- ▁DISCOVERY
- ▁DAMP
- ▁WHISPER
- ▁LIFT
- ▁HOP
- ▁SUSPECTED
- ▁SCR
- OLI
- ▁FAC
- ▁BUSH
- ▁FOREVER
- ▁BARRICADE
- ▁CONSTITUTION
- ▁ENDEAVOR
- ▁ENTHUSIASM
- ▁EXECUTION
- ▁HYACINTH
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- ▁SCREAM
- ▁PUPIL
- ▁RETIRED
- ▁STEEP
- ▁SUMMIT
- ▁MISERABLE
- ▁STRICT
- ▁MINGLED
- ▁DEFEAT
- ▁REVEAL
- ▁LOVING
- ▁GOOSE
- ▁ECHO
- ▁AWAIT
- ▁MOOD
- ▁CRAWLEY
- ▁CELL
- ▁ENGAGEMENT
- ▁PRECED
- ▁SOMEONE
- ▁ARRANGEMENT
- ▁PICKET
- ▁GASP
- ▁HUMOR
- ▁INVITATION
- ▁JOB
- WITHSTAND
- ▁LAMENT
- ▁CLASSES
- ▁HUNGER
- ▁DISPOSED
- ▁STEAMER
- ▁FEARFUL
- ▁GER
- ▁FINAL
- ▁FLAG
- ▁JULY
- ▁DIG
- WORK
- ▁OPPOS
- ▁ANXIETY
- ▁AUDIENCE
- ▁BACHELOR
- ▁COLUMN
- ▁HANDKERCHIEF
- ▁IMPATIENT
- ▁JUDGMENT
- ▁KNIFE
- ▁SOVEREIGN
- ▁STRIKING
- ▁THOMPSON
- ▁EMPIRE
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- ▁ROBBER
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- ▁MABEL
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- ESCENT
- ▁WHIP
- ▁NAIL
- ▁DELIGHTFUL
- ▁DISCUSSION
- ▁SENTENCE
- ▁LANE
- ▁ENGINEER
- ▁ARRANGED
- MMY
- ▁LEST
- ▁RENT
- MMED
- ▁LIST
- ▁ROBE
- ▁MISSION
- ▁GRACEFUL
- ▁LIGHTN
- STONE
- COURT
- ▁CONCEPTION
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- ▁PLAGUE
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- ▁DETECT
- ▁ACCENT
- ▁ERECT
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- ▁PROFIT
- ▁VIVID
- ▁SQUIRE
- ▁OPERATION
- ▁SMELL
- ▁SIMON
- ▁EXTENT
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- ▁REGIMENT
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- ▁MODE
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- HOW
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- ▁CRIMINAL
- ▁DEFINITE
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- UPON
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- IZZ
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- ▁BITTERLY
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- ADI
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- FIELD
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- ▁DISGRACE
- ▁EXAMINATION
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- ▁GLITTER
- ▁INCREASING
- ▁MESSENGER
- ▁PATRIOT
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- ▁PROVISION
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- ▁SELECT
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- ▁POVERTY
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- ▁PROPHET
- ▁HOLLAND
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- ▁VARIETY
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- ▁COMBAT
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- ▁GENERATION
- ▁COMMITTED
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- ▁BARK
- ▁ANTI
- ▁STATEMENT
- PHER
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- ▁DAT
- ▁BACKWARD
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- ▁OBJECTION
- ▁RAP
- ▁CHIN
- ▁MATE
- ▁REDUC
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- ▁ANYWHERE
- ▁BENEFIT
- ▁CLERK
- ▁EXPENSE
- ▁FETNAH
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- ▁FLOOD
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- ▁ERROR
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- ▁TUMBL
- ▁WENDY
- ▁PERSIST
- ▁CONSOL
- ▁SOAP
- ▁HUMOUR
- ▁FITTED
- ▁HOUSEKEEPER
- ▁ENABL
- ▁OCCASIONALLY
- ▁HATRED
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- ▁WORRY
- ▁RUST
- ▁PURSUIT
- ▁INTIMATE
- ▁SEAL
- ▁COLLECTION
- ▁TREMBLED
- ▁DENY
- ▁HUMANITY
- ▁FATAL
- ▁COCK
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- ▁ARRIVE
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- ▁INFANT
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- ▁CLASP
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- ▁OIL
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- ▁CUNNING
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- ▁INDIGNATION
- ▁PRECISELY
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- ▁SATURDAY
- ▁UTMOST
- ▁VIOLENCE
- ▁WHIRL
- ▁CALCULAT
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- ▁PERPETUAL
- ▁QUARLES
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- ▁CLOCK
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- ▁ARGU
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- ▁PLAC
- ▁REMOVE
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- ▁DISAPPEAR
- TIME
- WELL
- ▁RECOGNIZE
- ▁FISHE
- ▁DECLARE
- ISTIC
- ▁AUTHOR
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- ▁COFFEE
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- ▁DISGUISE
- ▁ELZEVIR
- ▁ENTERPRISE
- ▁HOLIDAY
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- ▁IGNORANT
- ▁INTERVIEW
- ▁OLIVER
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- ▁REPUBLIC
- ▁WHEAT
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- ▁DARLING
- ▁THRILL
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- ▁ORNAMENT
- ▁SHIFT
- ▁RECOGNISE
- ▁SHIVER
- ▁BOAST
- ▁HINT
- ▁BOSTON
- ▁MULTI
- IFYING
- ▁STEAL
- ▁INSTRUCTIONS
- ▁ELECTRIC
- ▁SWING
- ▁SOOTH
- ▁SCALE
- ▁MORLAND
- ▁DISLIKE
- ▁FLATTER
- ▁COACH
- ▁LEIF
- ▁STAMP
- ▁ANYHOW
- ▁MOTIONLESS
- ▁ANDREA
- ▁LOSING
- ▁PAUL
- ▁CAROL
- ▁ADVANC
- ▁IMAGIN
- ▁CENTER
- ▁JAR
- ▁SUCCEED
- ▁DISMISS
- CTOR
- ▁RECEIV
- ▁DRAG
- ▁INTENT
- ▁BARBAR
- ▁PUNISH
- ▁ABRUPTLY
- ▁BERNARD
- ▁DECISION
- ▁INDEPENDENT
- ▁PROVINCE
- ▁SLEEVE
- ▁TREMENDOUS
- ▁UNPLEASANT
- ▁LEISURE
- ▁THRONG
- ▁THUMB
- ▁BANNER
- ▁CONTRADICT
- ▁RESTRAIN
- ▁DIVIDED
- ▁WRAPPED
- ▁HAUNT
- ▁SNEER
- CHESTER
- ▁JULIA
- ▁MILD
- ▁CONTACT
- ▁MEANTIME
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- ▁BLOT
- ▁BARREL
- ▁ISABELLA
- ▁THEATRE
- ▁ESTABLISHMENT
- ▁MARKET
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- ▁FORBID
- ▁PERISH
- ▁DOORWAY
- ▁CARLING
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- ▁CURL
- ▁REFER
- ▁DEVOT
- EMBER
- MONT
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- ▁PROFESSION
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- ▁ACTIVITY
- ▁BEWILDER
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- ▁FATIGUE
- ▁MERRICK
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- ▁REFORM
- ▁SPECTACLE
- ▁STUDENT
- ▁TUMULT
- ▁UNIFORM
- ▁VIGOROUS
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- ▁GENUINE
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- ▁JUSTINIAN
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- ▁OYSTER
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- ▁CHRISTMAS
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- ▁DESPIS
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- ▁GARMENTS
- ▁GOWN
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- ▁STAFF
- ▁KARA
- ▁MONTE
- ▁READILY
- ▁VENTUR
- ▁HENCE
- ▁ROPE
- ▁CRIES
- ▁ANGLE
- ▁RESPECTABLE
- ▁MOAN
- ▁OUTLINE
- BORN
- ▁FIX
- ▁INTEND
- LIA
- ▁CHILL
- ▁CREP
- ▁CHOSE
- ▁SPECULAT
- ▁ATTRIBUT
- ▁BUFFALO
- ▁ENTREAT
- ▁ENVELOP
- ▁FREDERICK
- ▁IMPATIENCE
- ▁INDIFFERENCE
- ▁INDUSTRY
- ▁INSTITUTION
- ▁LYNDE
- ▁RETAIN
- ▁TROUTINA
- ▁UNCOMFORTABL
- ▁VENGEANCE
- ▁JENKS
- ▁CONGRESS
- ▁SMART
- ▁THITHER
- ▁DISAGREE
- ▁IMPROVEMENT
- ▁PISTOL
- ▁GOSSIP
- ▁ETERNAL
- ▁BELIEF
- ▁SLEDGE
- ▁AROUSED
- ▁ORANGE
- ▁FASTENED
- ▁MONKEY
- ▁WITHDREW
- ▁OFFEND
- ▁PIERC
- ▁MOONLIGHT
- ▁OARS
- ▁GROOM
- ▁FIDDLER
- ▁BARBARA
- SHIRE
- ▁ATTENDANT
- ▁DIVERS
- ▁DUCK
- ▁PROPOSAL
- ▁GROWTH
- ▁CURATE
- ▁STEWAR
- ▁MOCK
- ▁SUCCESSION
- ▁CREATION
- ▁PARTIAL
- ▁SWU
- ▁FROST
- ▁EIGHTH
- ▁AWE
- ▁PERCH
- ▁LACE
- SPOON
- ▁ARRANGE
- SERIES
- ▁FOG
- ▁SCU
- ▁ABRAHAM
- ▁ADMIRAL
- ▁BARBICANE
- ▁CAMPAIGN
- ▁CONSEQUENTLY
- ▁CULTURE
- ▁GRAMMONT
- ▁GWYNPLAINE
- ▁HAPPILY
- ▁HOOPDRIVER
- ▁INDEPENDENCE
- ▁LEOPOLD
- ▁MISCHIEF
- ▁MONTGOMERY
- ▁NECESSARILY
- ▁PSYCHIC
- ▁RABBIT
- ▁REFUGE
- ▁RESPONSIBILIT
- ▁SENATOR
- ▁UNCERTAIN
- ▁MENSTRUA
- ▁FANNY
- ▁SUBSTANCE
- ▁APRIL
- ▁ELBOW
- ▁QUALITY
- ▁BORDER
- ▁BRUTAL
- ▁CARPET
- ▁SOLITAR
- ▁FROWN
- ▁SCENT
- ▁ANNOY
- ▁NAKED
- ▁BOSOM
- ▁CONSUM
- ▁TIGER
- ▁ITALIAN
- ▁PARSON
- ▁DECLIN
- ▁NEIGHBORHOOD
- ▁GREGGORY
- ▁EXCEED
- ▁SILLY
- ▁ICELAND
- ▁HIDEOUS
- ▁STRU
- ▁ALTERNAT
- ▁CABINET
- ▁ABILITY
- ▁BEECH
- ▁SECRETARY
- ▁CONTEST
- ▁MONK
- ▁PADD
- ▁EVA
- ▁CREST
- ▁FINISH
- ▁APPARENT
- ▁MIX
- ▁SLIP
- ▁LUXURI
- ▁AUTUMN
- ▁CIRCULAR
- ▁COMPOSITION
- ▁DISPLEAS
- ▁EXCELLENC
- ▁FURNITURE
- ▁GRADUATE
- ▁INDIFFERENT
- ▁JOSEPH
- ▁OCCUPATION
- ▁POSSIBILITY
- ▁RENEWED
- ▁RESPONDED
- ▁PREVAIL
- ▁HOARSE
- ▁PRACTIS
- ▁FAREWELL
- ▁JULIET
- ▁OVERHEAD
- ▁THREAD
- ▁APPLICATION
- ▁SOLITUDE
- ▁ADAPT
- ▁FALK
- ▁LARK
- ▁COARSE
- ▁MANKIND
- ▁KICK
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- ▁SOLICIT
- ▁RESIGN
- ▁MOTOR
- ▁STEEL
- ▁CONTRIV
- ▁AUTHORITIES
- ▁HARSH
- ▁FAVORITE
- ▁TALENT
- ▁FLEECE
- ▁AGITATION
- ▁ABBE
- ▁STUCK
- ▁HEDGE
- ▁BIBLE
- ▁RECOLLECTION
- ▁PARTNER
- ▁DAMON
- ▁SHINE
- ▁HOOK
- ▁CONFESSION
- ▁ASSENT
- ▁ELDE
- ▁BIGGE
- ▁PEACEFUL
- SCRIBED
- ▁WEIGH
- CARLET
- ▁DECIDE
- ▁RECOLLECT
- ▁BOHEMIA
- ▁CALIFORNIA
- ▁CONSTRUCT
- ▁DEMONSTRAT
- ▁DISTRIBUT
- ▁FRIGHTFUL
- ▁GNOME
- ▁IGNORANCE
- ▁JANUARY
- ▁JULIUS
- ▁MEMORIES
- ▁OCCUPY
- ▁PHRASE
- ▁WHIRLWIND
- ▁WILMINGTON
- ▁CARLINI
- ▁CHAUVELIN
- ▁ESTEEM
- ▁GENZABURO
- ▁GLOBE
- ▁LECOQ
- ▁MARGARET
- ▁MONARCH
- ▁NAPOLEON
- ▁SCORN
- ▁STAGGER
- ▁SUSTAIN
- ▁TRADITION
- ▁ADJUST
- ▁FROZEN
- ▁IMPRISON
- ▁LANTERN
- ▁MICHEL
- ▁STOMACH
- ▁TORRENT
- ▁WITHDRAW
- ▁FRANZ
- ▁POISON
- ▁SURVEY
- ▁BRITISH
- ▁ELEVAT
- ▁AWOKE
- ▁ESTHER
- ▁INHERIT
- ▁TRAVERS
- ▁STOPPING
- ▁IRELAND
- ▁COMPARATIVE
- ▁SOBB
- ▁FAVOURITE
- ▁CANVAS
- ▁CLOAK
- ▁GLAR
- ▁ASSISTANT
- ▁DAMAGE
- ▁PEAK
- ▁DISTINCTION
- FARE
- ▁DOLLAR
- ▁BEGGAR
- LUSIVE
- ▁MODEL
- ▁SECUR
- ▁DISPOS
- ▁SLID
- ▁PEA
- ▁SPEEDI
- HOLD
- ▁SNAP
- ▁CIGAR
- ▁AFFLICT
- ▁AMAZEMENT
- ▁LAUNCELOT
- ▁LEAGUE
- ▁MARIPOSA
- ▁POPULATION
- ▁UNEASY
- ▁BLOSSOM
- ▁CATERPILLAR
- ▁INCLINATION
- ▁SUSPEND
- ▁SYNDIC
- ▁TAYLOR
- ▁WILSON
- ▁CONTRAST
- ▁PORTRAIT
- ▁CORONER
- ▁GREEK
- ▁BUNDLE
- ▁BLEW
- ▁THORPE
- ▁ORPHAN
- ▁MUSCLE
- ▁DEAF
- ▁SURVIV
- ▁EXCEEDINGLY
- ▁TENDENC
- ▁ISRAEL
- ▁QUANTIT
- ▁PENSION
- ▁DRIED
- TEXT
- ▁REFERENCE
- ▁REPOSE
- ▁FOLLY
- ▁REPLACE
- ▁TERR
- ▁ANKLE
- ▁SUNLIGHT
- ▁SECURITY
- ▁SHOV
- ▁RAW
- CULAR
- ▁JACKET
- ▁TUNE
- ▁HOBB
- ▁MARTIN
- DUCED
- ▁FIST
- ▁BEGG
- ▁CHOK
- ▁INQUIRE
- ▁INTELLECT
- ▁AMUSEMENT
- ▁APPROPRIATE
- ▁CONGRATULAT
- ▁CONVENTION
- ▁DISCOURAG
- ▁EXQUISITE
- ▁FOUNTAIN
- ▁JUNIOR
- ▁NONSENSE
- ▁OBSTACLE
- ▁SPECIMEN
- ▁SWEAR
- ▁TRANQUIL
- ▁VEHICLE
- ▁WISDOM
- ▁ASCERTAIN
- ▁CAUTIOUS
- ▁CENTURIES
- ▁CORRUPT
- ▁EXPLOR
- ▁TURKEY
- ▁BARGAIN
- ▁CONFOUND
- ▁FUNCTION
- ▁GRACIOUS
- ▁MONICA
- ▁ILLUSTRAT
- ▁CRUMB
- ▁REMEDY
- ▁REMOTE
- ▁REVENGE
- ▁BABYLON
- ▁CAUTION
- ▁INTERIOR
- ▁CRISTEL
- ▁BRAZ
- ▁THIRST
- ▁PROBABLE
- ▁HARMONY
- ▁CHARITY
- ▁DECAY
- ▁COLONI
- ▁AVAIL
- ▁REPULS
- ▁ABSENT
- ▁PULSE
- ▁PRESUM
- ▁CRANE
- ▁NEIGHBOURHOOD
- ▁SUNSET
- ▁CANNON
- ▁GRAPE
- ▁SOFA
- ▁DRANK
- MINOUS
- ▁DECLARATION
- ▁CLOSING
- ▁MEEK
- ▁STARV
- ▁BUNCH
- ▁PERFORMANCE
- ▁ENTERTAINMENT
- ▁STRIV
- ▁EMILY
- ▁VALET
- MPOSED
- ▁INTIMA
- ▁POLISH
- ▁HIRE
- POST
- ▁TREMBLE
- ▁CEASE
- ▁VIRGIN
- ▁RUSSIA
- COURSE
- ▁EDUCAT
- BOUND
- ▁INHABIT
- ▁SUPERINTEND
- ▁BISCUIT
- ▁CHICAGO
- ▁CHOKICHI
- ▁CONFLICT
- ▁ENCLOS
- ▁EXCLUSION
- ▁EXECUTIVE
- ▁GRANDMOTHER
- ▁HEADQUARTERS
- ▁INFERIOR
- ▁INVISIBLE
- ▁MUTUAL
- ▁OPPONENT
- ▁SENSITIVE
- ▁STUDIED
- ▁TEMPORARY
- ▁UNWILLING
- ▁PERMANENT
- ▁BEDROOM
- ▁NOVEMBER
- ▁COMPLICAT
- ▁DEVOUR
- ▁SCRAMBL
- ▁SECTION
- ▁PROPOSITION
- ▁DEPRIV
- ▁RYNCH
- ▁PLEAD
- ▁TORTURE
- ▁SCOUT
- ▁PILOT
- ▁CHERISH
- ▁SPEAR
- ▁SUGAR
- ▁JASPER
- ▁STRAY
- ▁RIFLE
- ▁NORMAL
- ▁JERK
- ▁HONEY
- ▁AWAKENED
- ▁QUIVER
- ▁PYE
- ▁APPLY
- LICK
- JA
- ▁ANNOUNC
- FORE
- ▁ENGINE
- ▁HESITATE
- ▁PROVIDE
- ▁REALIZE
- ▁SEIZE
- ▁RESTORE
- MOUTH
- FOOT
- ▁DIFFER
- ▁ULTIMATE
- ▁ABUNDANCE
- ▁APPRECIATE
- ▁APPREHENSION
- ▁AVENUE
- ▁AWKWARD
- ▁CETERA
- ▁CHIMNEY
- ▁CLUTCH
- ▁CONVENIENT
- ▁CORRIDOR
- ▁DISTRACT
- ▁ELEGANT
- ▁ELSEWHERE
- ▁ENTHUSIASTIC
- ▁EXECUTE
- ▁EXTREMIT
- ▁JERUSALEM
- ▁MIRACLE
- ▁MONSTROUS
- ▁OBEDIENCE
- ▁OBSCURE
- ▁PHENOMENA
- ▁RESIDENCE
- ▁RESOURCE
- ▁REVOLT
- ▁SCIENTIFIC
- ▁SHIELD
- ▁SIMPSON
- ▁UNIVERSE
- VOLUNTARY
- ▁ATTENTIVE
- ▁BRENDA
- ▁DEPOSIT
- ▁MAXIM
- ▁REJECT
- ▁STIRRED
- ▁DISORDER
- ▁SERENE
- ▁TOBACCO
- ▁MILTON
- ▁BALLOON
- ▁STEPHEN
- ▁STRAIT
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- ▁COURTEOUS
- ▁RELEASE
- ▁RECESS
- ▁COTTON
- ▁STUMP
- ▁TANK
- ▁PROMOTE
- ▁DERIVE
- ▁LOYAL
- ▁GRANIT
- ▁DISMAL
- ▁CATTLE
- ▁DOONE
- ▁CUPID
- DIGNIFIED
- ▁RIPE
- ▁EXILE
- ▁ANTIQU
- UMINAT
- ▁SUPPOS
- ▁WRETCH
- ▁IDENTI
- ▁EASI
- ▁SERV
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- Q
- <sos/eos>
init: null
input_size: null
ctc_conf:
    dropout_rate: 0.0
    ctc_type: builtin
    reduce: true
    ignore_nan_grad: true
joint_net_conf: null
model_conf:
    ctc_weight: 0.3
    lsm_weight: 0.1
    length_normalized_loss: false
use_preprocessor: true
token_type: bpe
bpemodel: data/en_token_list/bpe_unigram5000/bpe.model
non_linguistic_symbols: null
cleaner: null
g2p: null
speech_volume_normalize: null
rir_scp: null
rir_apply_prob: 1.0
noise_scp: null
noise_apply_prob: 1.0
noise_db_range: '13_15'
frontend: default
frontend_conf:
    n_fft: 512
    win_length: 400
    hop_length: 160
    fs: 16k
specaug: specaug
specaug_conf:
    apply_time_warp: true
    time_warp_window: 5
    time_warp_mode: bicubic
    apply_freq_mask: true
    freq_mask_width_range:
    - 0
    - 27
    num_freq_mask: 2
    apply_time_mask: true
    time_mask_width_ratio_range:
    - 0.0
    - 0.05
    num_time_mask: 5
normalize: global_mvn
normalize_conf:
    stats_file: exp/asr_stats_raw_en_bpe5000_sp/train/feats_stats.npz
preencoder: null
preencoder_conf: {}
encoder: conformer
encoder_conf:
    output_size: 256
    attention_heads: 4
    linear_units: 1024
    num_blocks: 12
    dropout_rate: 0.1
    positional_dropout_rate: 0.1
    attention_dropout_rate: 0.1
    input_layer: conv2d
    normalize_before: true
    macaron_style: true
    rel_pos_type: latest
    pos_enc_layer_type: rel_pos
    selfattention_layer_type: rel_selfattn
    activation_type: swish
    use_cnn_module: true
    cnn_module_kernel: 31
postencoder: null
postencoder_conf: {}
decoder: transformer
decoder_conf:
    attention_heads: 4
    linear_units: 2048
    num_blocks: 6
    dropout_rate: 0.1
    positional_dropout_rate: 0.1
    self_attention_dropout_rate: 0.1
    src_attention_dropout_rate: 0.1
required:
- output_dir
- token_list
version: 0.10.7a1
distributed: false

Citing ESPnet

@inproceedings{watanabe2018espnet,
  author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
  title={{ESPnet}: End-to-End Speech Processing Toolkit},
  year={2018},
  booktitle={Proceedings of Interspeech},
  pages={2207--2211},
  doi={10.21437/Interspeech.2018-1456},
  url={http://dx.doi.org/10.21437/Interspeech.2018-1456}
}

or arXiv:

@misc{watanabe2018espnet,
  title={ESPnet: End-to-End Speech Processing Toolkit}, 
  author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
  year={2018},
  eprint={1804.00015},
  archivePrefix={arXiv},
  primaryClass={cs.CL}
}