Other Open Access

ESPnet2 pretrained model, kamo-naoyuki/librispeech_asr_train_asr_conformer5_raw_bpe5000_scheduler_confwarmup_steps25000_batch_bins140000000_optim_conflr0.0015_initnone_accum_grad2_sp_valid.acc.ave, fs=16k, lang=en

kamo-naoyuki

This model was trained by kamo-naoyuki using librispeech recipe in espnet.

 

  • Python API
    See https://github.com/espnet/espnet_model_zoo
  • Evaluate in the recipe
    git clone https://github.com/espnet/espnet
    cd espnet
    git checkout 8eff1a983f6098111619328a7d8254974ae9dfca
    pip install -e .
    cd egs2/librispeech/asr1
    ./run.sh --skip_data_prep false --skip_train true --download_model kamo-naoyuki/librispeech_asr_train_asr_conformer5_raw_bpe5000_scheduler_confwarmup_steps25000_batch_bins140000000_optim_conflr0.0015_initnone_accum_grad2_sp_valid.acc.ave
    
  • Results
    
    # RESULTS
    ## Environments
    - date: `Mon Feb 15 07:13:00 UTC 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: `8eff1a983f6098111619328a7d8254974ae9dfca`
      - Commit date: `Wed Dec 16 02:22:50 2020 +0000`
    
    ## asr_train_asr_conformer5_raw_bpe5000_scheduler_confwarmup_steps25000_batch_bins140000000_optim_conflr0.0015_initnone_accum_grad2_sp
    ### WER
    
    |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
    |---|---|---|---|---|---|---|---|---|
    |decode_asr_asr_model_valid.acc.ave/dev_clean|2703|54402|97.7|2.1|0.2|0.3|2.6|31.9|
    |decode_asr_asr_model_valid.acc.ave/dev_other|2864|50948|93.9|5.6|0.5|0.7|6.8|51.7|
    |decode_asr_asr_model_valid.acc.ave/test_clean|2620|52576|97.6|2.2|0.2|0.3|2.7|32.1|
    |decode_asr_asr_model_valid.acc.ave/test_other|2939|52343|94.0|5.5|0.6|0.8|6.8|53.0|
    |decode_asr_lm_lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue_valid.loss.ave_asr_model_valid.acc.ave/dev_clean|2703|54402|98.2|1.6|0.2|0.2|2.0|26.0|
    |decode_asr_lm_lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue_valid.loss.ave_asr_model_valid.acc.ave/dev_other|2864|50948|95.6|3.9|0.5|0.5|4.9|41.6|
    |decode_asr_lm_lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue_valid.loss.ave_asr_model_valid.acc.ave/test_clean|2620|52576|98.1|1.7|0.2|0.3|2.1|26.1|
    |decode_asr_lm_lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue_valid.loss.ave_asr_model_valid.acc.ave/test_other|2939|52343|95.5|4.0|0.6|0.6|5.1|44.4|
    
    ### CER
    
    |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
    |---|---|---|---|---|---|---|---|---|
    |decode_asr_asr_model_valid.acc.ave/dev_clean|2703|288456|99.4|0.4|0.3|0.3|0.9|31.9|
    |decode_asr_asr_model_valid.acc.ave/dev_other|2864|265951|97.8|1.3|0.8|0.8|3.0|51.7|
    |decode_asr_asr_model_valid.acc.ave/test_clean|2620|281530|99.4|0.3|0.3|0.3|0.9|32.1|
    |decode_asr_asr_model_valid.acc.ave/test_other|2939|272758|98.0|1.2|0.8|0.8|2.9|53.0|
    |decode_asr_lm_lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue_valid.loss.ave_asr_model_valid.acc.ave/dev_clean|2703|288456|99.5|0.3|0.2|0.2|0.7|26.0|
    |decode_asr_lm_lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue_valid.loss.ave_asr_model_valid.acc.ave/dev_other|2864|265951|98.2|1.0|0.8|0.5|2.3|41.6|
    |decode_asr_lm_lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue_valid.loss.ave_asr_model_valid.acc.ave/test_clean|2620|281530|99.5|0.3|0.2|0.2|0.7|26.1|
    |decode_asr_lm_lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue_valid.loss.ave_asr_model_valid.acc.ave/test_other|2939|272758|98.3|0.9|0.8|0.6|2.2|44.4|
    
    ### TER
    
    |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
    |---|---|---|---|---|---|---|---|---|
    |decode_asr_asr_model_valid.acc.ave/dev_clean|2703|68010|97.2|2.1|0.7|0.4|3.2|31.9|
    |decode_asr_asr_model_valid.acc.ave/dev_other|2864|63110|92.8|5.5|1.7|1.1|8.3|51.7|
    |decode_asr_asr_model_valid.acc.ave/test_clean|2620|65818|97.0|2.1|0.9|0.4|3.3|32.1|
    |decode_asr_asr_model_valid.acc.ave/test_other|2939|65101|93.0|5.1|2.0|1.0|8.1|53.0|
    |decode_asr_lm_lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue_valid.loss.ave_asr_model_valid.acc.ave/dev_clean|2703|68010|97.7|1.6|0.7|0.3|2.6|26.0|
    |decode_asr_lm_lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue_valid.loss.ave_asr_model_valid.acc.ave/dev_other|2864|63110|94.3|3.9|1.7|0.8|6.5|41.6|
    |decode_asr_lm_lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue_valid.loss.ave_asr_model_valid.acc.ave/test_clean|2620|65818|97.6|1.6|0.8|0.3|2.7|26.1|
    |decode_asr_lm_lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue_valid.loss.ave_asr_model_valid.acc.ave/test_other|2939|65101|94.3|3.7|2.0|0.7|6.4|44.4|
  • ASR config
    config: conf/tuning/train_asr_conformer5.yaml
    print_config: false
    log_level: INFO
    dry_run: false
    iterator_type: sequence
    output_dir: exp/asr_train_asr_conformer5_raw_bpe5000_scheduler_confwarmup_steps25000_batch_bins140000000_optim_conflr0.0015_initnone_accum_grad2_sp
    ngpu: 1
    seed: 0
    num_workers: 1
    num_att_plot: 3
    dist_backend: nccl
    dist_init_method: file:///home/kamo/work/espnet/egs2/librispeech/asr1/exp/asr_train_asr_conformer5_raw_bpe5000_scheduler_confwarmup_steps25000_batch_bins140000000_optim_conflr0.0015_initnone_accum_grad2_sp/.dist_init_46f33251-89a1-44d8-bc0b-215dd4281204
    dist_world_size: 16
    dist_rank: 0
    local_rank: 0
    dist_master_addr: null
    dist_master_port: null
    dist_launcher: slurm
    multiprocessing_distributed: true
    cudnn_enabled: true
    cudnn_benchmark: false
    cudnn_deterministic: true
    collect_stats: false
    write_collected_feats: false
    max_epoch: 35
    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: 5.0
    grad_clip_type: 2.0
    grad_noise: false
    accum_grad: 2
    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: []
    num_iters_per_epoch: null
    batch_size: 20
    valid_batch_size: null
    batch_bins: 140000000
    valid_batch_bins: null
    train_shape_file:
    - exp/asr_stats_raw_bpe5000_sp/train/speech_shape
    - exp/asr_stats_raw_bpe5000_sp/train/text_shape.bpe
    valid_shape_file:
    - exp/asr_stats_raw_bpe5000_sp/valid/speech_shape
    - exp/asr_stats_raw_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_960_sp/wav.scp
        - speech
        - kaldi_ark
    -   - dump/raw/train_960_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: 0.0015
    scheduler: warmuplr
    scheduler_conf:
        warmup_steps: 25000
    token_list:
    - 
    - 
    - ▁THE
    - S
    - ▁AND
    - ▁OF
    - ▁TO
    - ▁A
    - ▁IN
    - ▁I
    - ▁HE
    - ▁THAT
    - ▁WAS
    - ED
    - ▁IT
    - ''''
    - ▁HIS
    - ING
    - ▁YOU
    - ▁WITH
    - ▁FOR
    - ▁HAD
    - T
    - ▁AS
    - ▁HER
    - ▁IS
    - ▁BE
    - ▁BUT
    - ▁NOT
    - ▁SHE
    - D
    - ▁AT
    - ▁ON
    - LY
    - ▁HIM
    - ▁THEY
    - ▁ALL
    - ▁HAVE
    - ▁BY
    - ▁SO
    - ▁THIS
    - ▁MY
    - ▁WHICH
    - ▁ME
    - ▁SAID
    - ▁FROM
    - ▁ONE
    - Y
    - E
    - ▁WERE
    - ▁WE
    - ▁NO
    - N
    - ▁THERE
    - ▁OR
    - ER
    - ▁AN
    - ▁WHEN
    - ▁ARE
    - ▁THEIR
    - ▁WOULD
    - ▁IF
    - ▁WHAT
    - ▁THEM
    - ▁WHO
    - ▁OUT
    - M
    - ▁DO
    - ▁WILL
    - ▁UP
    - ▁BEEN
    - P
    - R
    - ▁MAN
    - ▁THEN
    - ▁COULD
    - ▁MORE
    - C
    - ▁INTO
    - ▁NOW
    - ▁VERY
    - ▁YOUR
    - ▁SOME
    - ▁LITTLE
    - ES
    - ▁TIME
    - RE
    - ▁CAN
    - ▁LIKE
    - LL
    - ▁ABOUT
    - ▁HAS
    - ▁THAN
    - ▁DID
    - ▁UPON
    - ▁OVER
    - IN
    - ▁ANY
    - ▁WELL
    - ▁ONLY
    - B
    - ▁SEE
    - ▁GOOD
    - ▁OTHER
    - ▁TWO
    - L
    - ▁KNOW
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    - A
    - AL
    - ▁OUR
    - ▁OLD
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    - ▁GREAT
    - ▁DAY
    - ▁MUST
    - ▁COME
    - ▁HOW
    - ▁SUCH
    - ▁CAME
    - LE
    - ▁WHERE
    - ▁US
    - ▁NEVER
    - ▁THESE
    - ▁MUCH
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    - ▁MISTER
    - ▁WAY
    - G
    - ▁S
    - ▁MAY
    - ATION
    - ▁LONG
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    - ▁AM
    - ▁FIRST
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    - ▁RE
    - ▁AGAIN
    - ▁SAY
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    - ▁HIMSELF
    - ▁HERE
    - NESS
    - ▁THINK
    - V
    - IC
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    - ▁UN
    - VE
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    - TH
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    - ST
    - ▁THROUGH
    - ▁MOST
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    - O
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    - ▁STILL
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    - ▁OFF
    - ▁BEING
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    - EN
    - ▁SAW
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    - ▁PEOPLE
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    - ▁YOUNG
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    - ▁UNDER
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    - ▁TELL
    - AN
    - ▁THREE
    - ▁PLACE
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    - ▁YET
    - ▁SAME
    - IL
    - US
    - U
    - ▁FATHER
    - ▁RIGHT
    - EL
    - ▁THOUGH
    - ▁ANOTHER
    - LI
    - RI
    - ▁HEART
    - IT
    - ▁PUT
    - ▁TOOK
    - ▁GIVE
    - ▁EVER
    - ▁E
    - ▁PART
    - ▁WORK
    - ERS
    - ▁LOOK
    - ▁NEW
    - ▁KING
    - ▁MISSUS
    - ▁SIR
    - ▁LOVE
    - ▁MIND
    - ▁LOOKED
    - W
    - RY
    - ▁ASKED
    - ▁LEFT
    - ET
    - ▁LIGHT
    - CK
    - ▁DOOR
    - ▁MOMENT
    - RO
    - ▁WORLD
    - ▁THINGS
    - ▁HOME
    - UL
    - ▁THING
    - LA
    - ▁WHY
    - ▁MOTHER
    - ▁ALWAYS
    - ▁FAR
    - FUL
    - ▁WATER
    - CE
    - IVE
    - UR
    - ▁HEARD
    - ▁SOMETHING
    - ▁SEEMED
    - I
    - LO
    - ▁BECAUSE
    - OL
    - ▁END
    - ▁TOLD
    - ▁CON
    - ▁YES
    - ▁GOING
    - ▁GOT
    - RA
    - IR
    - ▁WOMAN
    - ▁GOD
    - EST
    - TED
    - ▁FIND
    - ▁KNEW
    - ▁SOON
    - ▁EACH
    - ▁SIDE
    - H
    - TON
    - MENT
    - ▁OH
    - NE
    - Z
    - LING
    - ▁AGAINST
    - TER
    - ▁NAME
    - ▁MISS
    - ▁QUITE
    - ▁WANT
    - ▁YEARS
    - ▁FEW
    - ▁BETTER
    - ENT
    - ▁HALF
    - ▁DONE
    - ▁ALSO
    - ▁BEGAN
    - ▁HAVING
    - ▁ENOUGH
    - IS
    - ▁LADY
    - ▁WHOLE
    - LESS
    - ▁BOTH
    - ▁SEEN
    - ▁SET
    - ▁WHITE
    - ▁COURSE
    - IES
    - ▁VOICE
    - ▁CALLED
    - ▁D
    - ▁EX
    - ATE
    - ▁TURNED
    - ▁GAVE
    - ▁C
    - ▁POOR
    - MAN
    - UT
    - NA
    - ▁DEAR
    - ISH
    - ▁GIRL
    - ▁MORNING
    - ▁BETWEEN
    - LED
    - ▁NOR
    - IA
    - ▁AMONG
    - MA
    - ▁
    - ▁SMALL
    - ▁REST
    - ▁WHOM
    - ▁FELT
    - ▁HANDS
    - ▁MYSELF
    - ▁HIGH
    - ▁M
    - ▁HOWEVER
    - ▁HERSELF
    - ▁P
    - CO
    - ▁STOOD
    - ID
    - ▁KIND
    - ▁HUNDRED
    - AS
    - ▁ROUND
    - ▁ALMOST
    - TY
    - ▁SINCE
    - ▁G
    - AM
    - ▁LA
    - SE
    - ▁BOY
    - ▁MA
    - ▁PERHAPS
    - ▁WORDS
    - ATED
    - ▁HO
    - X
    - ▁MO
    - ▁SAT
    - ▁REPLIED
    - ▁FOUR
    - ▁ANYTHING
    - ▁TILL
    - ▁UNTIL
    - ▁BLACK
    - TION
    - ▁CRIED
    - RU
    - TE
    - ▁FACT
    - ▁HELP
    - ▁NEXT
    - ▁LOOKING
    - ▁DOES
    - ▁FRIEND
    - ▁LAY
    - ANCE
    - ▁POWER
    - ▁BROUGHT
    - VER
    - ▁FIRE
    - ▁KEEP
    - PO
    - FF
    - ▁COUNTRY
    - ▁SEA
    - ▁WORD
    - ▁CAR
    - ▁DAYS
    - ▁TOGETHER
    - ▁IMP
    - ▁REASON
    - KE
    - ▁INDEED
    - TING
    - ▁MATTER
    - ▁FULL
    - ▁TEN
    - TIC
    - ▁LAND
    - ▁RATHER
    - ▁AIR
    - ▁HOPE
    - ▁DA
    - ▁OPEN
    - ▁FEET
    - ▁EN
    - ▁FIVE
    - ▁POINT
    - ▁CO
    - OM
    - ▁LARGE
    - ▁B
    - ▁CL
    - ME
    - ▁GONE
    - ▁CHILD
    - INE
    - GG
    - ▁BEST
    - ▁DIS
    - UM
    - ▁HARD
    - ▁LORD
    - OUS
    - ▁WIFE
    - ▁SURE
    - ▁FORM
    - DE
    - ▁DEATH
    - ANT
    - ▁NATURE
    - ▁BA
    - ▁CARE
    - ▁BELIEVE
    - PP
    - ▁NEAR
    - ▁RO
    - ▁RED
    - ▁WAR
    - IE
    - ▁SPEAK
    - ▁FEAR
    - ▁CASE
    - ▁TAKEN
    - ▁ALONG
    - ▁CANNOT
    - ▁HEAR
    - ▁THEMSELVES
    - CI
    - ▁PRESENT
    - AD
    - ▁MASTER
    - ▁SON
    - ▁THUS
    - ▁LI
    - ▁LESS
    - ▁SUN
    - ▁TRUE
    - IM
    - IOUS
    - ▁THOUSAND
    - ▁MONEY
    - ▁W
    - ▁BEHIND
    - ▁CHILDREN
    - ▁DOCTOR
    - AC
    - ▁TWENTY
    - ▁WISH
    - ▁SOUND
    - ▁WHOSE
    - ▁LEAVE
    - ▁ANSWERED
    - ▁THOU
    - ▁DUR
    - ▁HA
    - ▁CERTAIN
    - ▁PO
    - ▁PASSED
    - GE
    - TO
    - ▁ARM
    - ▁LO
    - ▁STATE
    - ▁ALONE
    - TA
    - ▁SHOW
    - ▁NEED
    - ▁LIVE
    - ND
    - ▁DEAD
    - ENCE
    - ▁STRONG
    - ▁PRE
    - ▁TI
    - ▁GROUND
    - SH
    - TI
    - ▁SHORT
    - IAN
    - UN
    - ▁PRO
    - ▁HORSE
    - MI
    - ▁PRINCE
    - ARD
    - ▁FELL
    - ▁ORDER
    - ▁CALL
    - AT
    - ▁GIVEN
    - ▁DARK
    - ▁THEREFORE
    - ▁CLOSE
    - ▁BODY
    - ▁OTHERS
    - ▁SENT
    - ▁SECOND
    - ▁OFTEN
    - ▁CA
    - ▁MANNER
    - MO
    - NI
    - ▁BRING
    - ▁QUESTION
    - ▁HOUR
    - ▁BO
    - AGE
    - ▁ST
    - ▁TURN
    - ▁TABLE
    - ▁GENERAL
    - ▁EARTH
    - ▁BED
    - ▁REALLY
    - ▁SIX
    - 'NO'
    - IST
    - ▁BECOME
    - ▁USE
    - ▁READ
    - ▁SE
    - ▁VI
    - ▁COMING
    - ▁EVERYTHING
    - ▁EM
    - ▁ABOVE
    - ▁EVENING
    - ▁BEAUTIFUL
    - ▁FEEL
    - ▁RAN
    - ▁LEAST
    - ▁LAW
    - ▁ALREADY
    - ▁MEAN
    - ▁ROSE
    - WARD
    - ▁ITSELF
    - ▁SOUL
    - ▁SUDDENLY
    - ▁AROUND
    - RED
    - ▁ANSWER
    - ICAL
    - ▁RA
    - ▁WIND
    - ▁FINE
    - ▁WON
    - ▁WHETHER
    - ▁KNOWN
    - BER
    - NG
    - ▁TA
    - ▁CAPTAIN
    - ▁EYE
    - ▁PERSON
    - ▁WOMEN
    - ▁SORT
    - ▁ASK
    - ▁BROTHER
    - ▁USED
    - ▁HELD
    - ▁BIG
    - ▁RETURNED
    - ▁STRANGE
    - ▁BU
    - ▁PER
    - ▁FREE
    - ▁EITHER
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    - ▁AROSE
    - ▁VISION
    - ▁SPARE
    - ▁EXTREME
    - ▁CONSTANT
    - ▁OBSERVATION
    - ▁THRUST
    - ▁DELAY
    - ▁CENT
    - ▁INCLUD
    - ▁LIFT
    - ▁ADMIRE
    - ▁ISSUE
    - ▁FRIENDSHIP
    - ▁LESSON
    - ▁PRINCIPAL
    - ▁MOURN
    - ▁ACCEPTED
    - ▁BURNING
    - ▁CAPABLE
    - ▁EXTRAORDINARY
    - ▁SANG
    - ▁REMOVED
    - ▁HOPED
    - ▁HORN
    - ▁ALICE
    - ▁MUD
    - ▁APARTMENT
    - ▁FIGHTING
    - ▁BLAME
    - ▁TREMBLING
    - ▁SOMEBODY
    - ▁ANYONE
    - ▁BRIDE
    - ▁READER
    - ▁ROB
    - ▁EVERYWHERE
    - ▁LABOUR
    - ▁RECALL
    - ▁BULL
    - ▁HIT
    - ▁COUNCIL
    - ▁POPULAR
    - ▁CHAP
    - ▁TRIAL
    - ▁DUN
    - ▁WISHES
    - ▁BRILLIANT
    - ▁ASSURED
    - ▁FORGOT
    - ▁CONTINUE
    - ▁ACKNOWLEDG
    - ▁RETREAT
    - ▁INCREASED
    - ▁CONTEMPT
    - ▁GRANDFATHER
    - ▁SYMPATHY
    - ▁GHOST
    - ▁STRETCHED
    - ▁CREATURES
    - ▁CAB
    - ▁HIND
    - ▁PLAYING
    - ▁MISERABLE
    - ▁MEMBERS
    - ▁KINDNESS
    - ▁HIGHEST
    - ▁PRIM
    - ▁KISSED
    - ▁DESERVE
    - ▁HUT
    - ▁BEGGED
    - ▁EIGHTY
    - ▁CLOSELY
    - ▁WONDERED
    - ▁MILITARY
    - ▁REMIND
    - ▁ACCORDINGLY
    - ▁LARGER
    - ▁MAINTAIN
    - ▁ENGINE
    - ▁MOTIVE
    - ▁DESTROY
    - ▁STRIP
    - ▁HANS
    - ▁AHEAD
    - ▁INFINITE
    - ▁PROMPT
    - ▁INFORMED
    - TTLE
    - ▁PEER
    - ▁PRESSED
    - ▁TRAP
    - ▁SOMEWHERE
    - ▁BOUGHT
    - ▁VISIBLE
    - ▁ASHAMED
    - ▁TEAR
    - ▁NEIGHBOUR
    - ▁CONSTITUTION
    - ▁INTELLIGENCE
    - ▁PROFESSION
    - ▁HUNGRY
    - RIDGE
    - ▁SMELL
    - ▁STORIES
    - ▁LISTENING
    - ▁APPROACH
    - ▁STRING
    - ▁EXPLANATION
    - ▁IMMENSE
    - ▁RELIGIOUS
    - ▁THROUGHOUT
    - ▁HOLLOW
    - ▁AWAIT
    - ▁FLYING
    - ▁SCREAM
    - ▁ACTIVE
    - ▁RUM
    - ▁PRODUCT
    - ▁UNHAPPY
    - ▁VAGUE
    - ARIES
    - ▁ELIZABETH
    - ▁STUPID
    - ▁DIGNITY
    - ▁ISABEL
    - GAR
    - ▁BRO
    - ▁PITCH
    - ▁COMRADE
    - ▁STIFF
    - ▁RECKON
    - ▁SOLD
    - ▁SPARK
    - ▁STRO
    - ▁CRYING
    - ▁MAGIC
    - ▁REPEAT
    - PORT
    - ▁MARKED
    - ▁COMFORTABLE
    - ▁PROJECT
    - ▁BECOMING
    - ▁PARENTS
    - ▁SHELTER
    - ▁STOLE
    - ▁HINT
    - ▁NEST
    - ▁TRICK
    - ▁THOROUGHLY
    - ▁HOSPITAL
    - ▁WEAPON
    - ▁ROME
    - ▁STYLE
    - ▁ADMITTED
    - ▁SAFETY
    - FIELD
    - ▁UNDERSTANDING
    - ▁TREMBLE
    - ▁PRINT
    - ▁SLAVES
    - ▁WEARY
    - ▁ARTIST
    - ▁CREDIT
    - BURG
    - ▁CONCLUSION
    - ▁SELDOM
    - ▁UNUSUAL
    - ▁CLOUDS
    - ▁UNABLE
    - ▁GAY
    - ▁HANGING
    - ▁SCR
    - ▁BOWED
    - ▁DAVID
    - ▁VOL
    - ▁PUSHED
    - ▁ESCAPED
    - MOND
    - ▁WARN
    - ▁BETRAY
    - ▁EGGS
    - ▁PLAINLY
    - ▁EXHIBIT
    - ▁DISPLAY
    - ▁MEMBER
    - ▁GRIN
    - ▁PROSPECT
    - ▁BRUSH
    - ▁BID
    - ▁SUCCESSFUL
    - ▁EXTENT
    - ▁PERSUADE
    - ▁MID
    - ▁MOOD
    - ▁ARRANGED
    - ▁UNIVERSAL
    - ▁JIM
    - ▁SIGNAL
    - ▁WHILST
    - ▁PHILIP
    - ▁WOLF
    - RATE
    - ▁EAGERLY
    - ▁BILLY
    - ▁RETURNING
    - ▁CONSCIENCE
    - ▁FORTUNATE
    - ▁FEMALE
    - ▁GLEAM
    - ▁HASTILY
    - ▁PROVIDED
    - ▁OBTAIN
    - ▁INSTINCT
    - ▁CONCERNED
    - ▁CONCERNING
    - ▁SOMEHOW
    - ▁PINK
    - ▁RAGE
    - ▁ACCUSTOMED
    - ▁UNCONSCIOUS
    - ▁ADVISE
    - ▁BRANCHES
    - ▁TINY
    - ▁REFUSE
    - ▁BISHOP
    - ▁SUPPLY
    - ▁PEASANT
    - ▁LAWYER
    - ▁WASTE
    - ▁CONNECTION
    - ▁DEVELOP
    - ▁CORRESPOND
    - ▁PLUM
    - ▁NODDED
    - ▁SLIPPED
    - ▁EU
    - ▁CONSTANTLY
    - CUM
    - MMED
    - ▁FAIRLY
    - HOUSE
    - ▁KIT
    - ▁RANG
    - ▁FEATURES
    - ▁PAUSE
    - ▁PAINFUL
    - ▁JOE
    - ▁WHENCE
    - ▁LAUGHTER
    - ▁COACH
    - ▁CHRISTMAS
    - ▁EATING
    - ▁WHOLLY
    - ▁APART
    - ▁SUPER
    - ▁REVOLUTION
    - ▁LONELY
    - ▁CHEEKS
    - ▁THRONE
    - ▁CREW
    - ▁ATTAIN
    - ▁ESTABLISHED
    - TIME
    - ▁DASH
    - ▁FRIENDLY
    - ▁OPERA
    - ▁EARL
    - ▁EXHAUST
    - ▁CLIFF
    - ▁REVEAL
    - ▁ADOPT
    - ▁CENTRE
    - ▁MERRY
    - ▁SYLVIA
    - ▁IDEAL
    - ▁MISFORTUNE
    - ▁FEAST
    - ▁ARAB
    - ▁NUT
    - ▁FETCH
    - ▁FOUGHT
    - ▁PILE
    - ▁SETTING
    - ▁SOURCE
    - ▁PERSIST
    - ▁MERCY
    - ▁BARK
    - ▁LUC
    - ▁DEEPLY
    - ▁COMPARE
    - ▁ATTITUDE
    - ▁ENDURE
    - ▁DELIGHTFUL
    - ▁BEARD
    - ▁PATIENCE
    - ▁LOCAL
    - ▁UTTERED
    - ▁VICTORY
    - ▁TREATED
    - ▁SEPARATE
    - ▁WAG
    - ▁DRAGG
    - ▁TITLE
    - ▁TROOPS
    - ▁TRIUMPH
    - ▁REAR
    - ▁GAINED
    - ▁SINK
    - ▁DEFEND
    - ▁TIED
    - ▁FLED
    - ▁DARED
    - ▁INCREASE
    - ▁POND
    - ▁CONQUER
    - ▁FOREHEAD
    - ▁FAN
    - ▁ANXIETY
    - ▁ENCOUNTER
    - ▁SEX
    - ▁HALT
    - ▁SANK
    - ▁CHEEK
    - ▁HUMBLE
    - ▁WRITER
    - ▁EMPLOYED
    - ▁DISTINGUISHED
    - ▁RAISE
    - ▁WHIP
    - ▁GIANT
    - ▁RANGE
    - ▁OBTAINED
    - ▁FLAG
    - ▁MAC
    - ▁JUMPED
    - ▁DISCOVERY
    - ▁NATIONAL
    - ▁COMMISSION
    - ▁POSITIVE
    - ▁LOVING
    - ▁EXACT
    - ▁MURMURED
    - ▁GAZED
    - ▁REFER
    - ▁COLLEGE
    - ▁ENCOURAGE
    - ▁NOVEL
    - ▁CLOCK
    - ▁MORTAL
    - ▁ROLLED
    - ▁RAT
    - IZING
    - ▁GUILTY
    - ▁VICTOR
    - WORTH
    - ▁PRA
    - ▁APPROACHING
    - ▁RELATIVE
    - ▁ESTATE
    - ▁UGLY
    - ▁METAL
    - ▁ROBERT
    - ▁TENT
    - ▁ADMIRATION
    - ▁FOURTEEN
    - ▁BARBAR
    - ▁WITCH
    - ELLA
    - ▁CAKE
    - ▁SHONE
    - ▁MANAGED
    - ▁VOLUME
    - ▁GREEK
    - ▁DANCING
    - ▁WRETCHED
    - ▁CONDEMN
    - ▁MAGNIFICENT
    - ▁CONSULT
    - J
    - ▁ORGAN
    - ▁FLEET
    - ▁ARRANGEMENT
    - ▁INCIDENT
    - ▁MISERY
    - ▁ARROW
    - ▁STROKE
    - ▁ASSIST
    - ▁BUILD
    - ▁SUCCEED
    - ▁DESPERATE
    - ▁WIDOW
    - UDE
    - ▁MARKET
    - ▁WISDOM
    - ▁PRECISE
    - ▁CURRENT
    - ▁SPOIL
    - ▁BADE
    - ▁WOODEN
    - ▁RESIST
    - ▁OBVIOUS
    - ▁SENSIBLE
    - FALL
    - ▁ADDRESSED
    - ▁GIL
    - ▁COUNSEL
    - ▁PURCHASE
    - ▁SELECT
    - ▁USELESS
    - ▁STARED
    - ▁ARREST
    - ▁POISON
    - ▁FIN
    - ▁SWALLOW
    - ▁BLOCK
    - ▁SLID
    - ▁NINETY
    - ▁SPORT
    - ▁PROVIDE
    - ▁ANNA
    - ▁LAMB
    - ▁INTERVAL
    - ▁JUMP
    - ▁DESCRIBED
    - ▁STRIKING
    - ▁PROVISION
    - ▁PROPOSED
    - ▁MELANCHOLY
    - ▁WARRIOR
    - ▁SUGGEST
    - ▁DEPARTURE
    - ▁BURDEN
    - ▁LIMB
    - ▁TROUBLED
    - ▁MEADOW
    - ▁SACRED
    - ▁SOLID
    - ▁TRU
    - ▁LUCY
    - ▁RECOVER
    - ▁ENERGY
    - ▁POWDER
    - ▁RESUMED
    - ▁INTENSE
    - ▁BRITISH
    - ▁STRAW
    - ▁AGREEABLE
    - ▁EVERYONE
    - ▁CONCERN
    - ▁VOYAGE
    - ▁SOUTHERN
    - ▁BOSOM
    - ▁UTTERLY
    - ▁FEED
    - ▁ESSENTIAL
    - ▁CONFINE
    - ▁HOUSEHOLD
    - ▁EXTREMELY
    - ▁WONDERING
    - ▁LIST
    - ▁PINE
    - PHA
    - ▁EXPERIMENT
    - ▁JOSEPH
    - ▁MYSTERY
    - ▁RESTORE
    - ▁BLUSH
    - FOLD
    - ▁CHOSEN
    - ▁INTELLECT
    - ▁CURTAIN
    - OLOGY
    - ▁MOUNTED
    - ▁LAP
    - ▁EPI
    - ▁PUNISH
    - ▁WEDDING
    - ▁RECOGNIZED
    - ▁DRIFT
    - ▁PREPARATION
    - ▁RESOLUTION
    - ▁OPPRESS
    - ▁FIX
    - ▁VICTIM
    - OGRAPH
    - ▁SUMMON
    - ▁JULIA
    - ▁FLOOD
    - ▁WAL
    - ULATION
    - ▁SLIGHTLY
    - ▁LODGE
    - ▁WIRE
    - ▁CONFUSION
    - ▁UNEXPECTED
    - ▁CONCEIVE
    - ▁PRIZE
    - ▁JESUS
    - ▁ADDITION
    - ▁RUDE
    - ▁FATAL
    - ▁CARELESS
    - ▁PATCH
    - ▁KO
    - ▁CATHERINE
    - ▁PARLIAMENT
    - ▁PROFOUND
    - ▁ALOUD
    - ▁RELIEVE
    - ▁PUSH
    - ABILITY
    - ▁ACCOMPANIED
    - ▁SOVEREIGN
    - ▁SINGULAR
    - ▁ECHO
    - ▁COMPOSED
    - ▁SHAKING
    - ATORY
    - ▁ASSISTANCE
    - ▁TEACHER
    - ▁HORRIBLE
    - ▁STRICT
    - ▁VERSE
    - ▁PUNISHMENT
    - ▁GOWN
    - ▁MISTAKEN
    - ▁VARI
    - ▁SWEPT
    - ▁GESTURE
    - ▁BUSH
    - ▁STEEL
    - ▁AFFECTED
    - ▁DIRECTED
    - ▁SURROUNDED
    - ▁ABSURD
    - ▁SUGAR
    - ▁SCRAP
    - ▁IMMEDIATE
    - ▁SADDLE
    - ▁TY
    - ▁ARISE
    - ▁SIGHED
    - ▁EXCHANGE
    - ▁IMPATIENT
    - ▁SNAP
    - ▁EMBRACE
    - ▁DISEASE
    - ▁PROFIT
    - ▁RIDING
    - ▁RECOVERED
    - ▁GOVERN
    - ▁STRETCH
    - ▁CONVINCED
    - ▁LEANING
    - ▁DOMESTIC
    - ▁COMPLEX
    - ▁MANIFEST
    - ▁INDULGE
    - ▁GENIUS
    - ▁AGENT
    - ▁VEIL
    - ▁DESCRIPTION
    - ▁INCLINED
    - ▁DECEIVE
    - ▁DARLING
    - ▁REIGN
    - HU
    - ▁ENORMOUS
    - ▁RESTRAIN
    - ▁DUTIES
    - BURY
    - TTERED
    - ▁POLE
    - ▁ENABLE
    - ▁EXCEPTION
    - ▁INTIMATE
    - ▁COUNTESS
    - ▁TRIBE
    - ▁HANDKERCHIEF
    - ▁MIDNIGHT
    - ▁PROBLEM
    - ▁TRAMP
    - ▁OIL
    - CAST
    - ▁CRUSH
    - ▁DISCUSS
    - ▁RAM
    - ▁TROT
    - ▁UNRE
    - ▁WHIRL
    - ▁LOCKED
    - ▁HORIZON
    - ▁OFFICIAL
    - ▁SCHEME
    - ▁DROWN
    - ▁PIERRE
    - ▁PERMITTED
    - ▁CONNECTED
    - ▁ASSURE
    - ▁COCK
    - ▁UTMOST
    - ▁DEVOTED
    - ▁RELI
    - ▁SUFFICIENTLY
    - ▁INTELLECTUAL
    - ▁CARPET
    - ▁OBJECTION
    - ▁AFTERWARD
    - ▁REALITY
    - ▁NEGRO
    - ▁RETAIN
    - ▁ASCEND
    - ▁CEASE
    - ▁KATE
    - ▁MARVEL
    - KO
    - ▁BOND
    - MOST
    - ▁COAL
    - GATE
    - ▁IGNORANT
    - ▁BREAKING
    - ▁TWIN
    - ▁ASTONISHMENT
    - ▁COFFEE
    - ▁JAR
    - ▁CITIES
    - ▁ORIGIN
    - ▁EXECUT
    - ▁FINAL
    - ▁INHABITANTS
    - ▁STABLE
    - ▁CHIN
    - ▁PARTIES
    - ▁PLUNGE
    - ▁GENEROUS
    - ▁DESCRIBE
    - ▁ANNOUNCED
    - ▁MERIT
    - ▁REVERE
    - ▁ERE
    - ACIOUS
    - ZI
    - ▁DISAPPOINT
    - ▁SUGGESTION
    - ▁DOUBTLESS
    - ▁TRUNK
    - ▁STAMP
    - ▁JOB
    - ▁APPOINTED
    - ▁DIVIDED
    - ▁ACQUAINTED
    - CHI
    - ▁ABSOLUTE
    - ▁FEARFUL
    - ▁PRIVILEGE
    - ▁CRAFT
    - ▁STEEP
    - ▁HUNTER
    - ▁FORBID
    - ▁MODEST
    - ▁ENDEAVOUR
    - ▁SWEEP
    - ▁BEHELD
    - ▁ABSORB
    - ▁CONSTRUCT
    - ▁EMPIRE
    - ▁EXPEDITION
    - ▁ERECT
    - ▁OFFEND
    - ▁INTEND
    - ▁PERMIT
    - ▁DESTROYED
    - ▁CONTRACT
    - ▁THIRST
    - ▁WAGON
    - ▁EVA
    - ▁GLOOM
    - ▁ATMOSPHERE
    - ▁RESERVE
    - ▁VOTE
    - ▁GER
    - ▁NONSENSE
    - ▁PREVAIL
    - ▁QUALITY
    - ▁CLASP
    - ▁CONCLUDED
    - ▁RAP
    - ▁KATY
    - ▁ETERNAL
    - ▁MUTTERED
    - ▁NEGLECT
    - ▁SQUIRE
    - ▁CREEP
    - LOCK
    - ▁ELECTRIC
    - ▁HAY
    - ▁EXPENSE
    - ▁SCORN
    - ▁RETIRED
    - ▁STOUT
    - ▁MURMUR
    - ▁SHARPLY
    - ▁DISTRICT
    - ▁LEAF
    - ▁FAILURE
    - WICK
    - ▁JEAN
    - ▁NUMEROUS
    - ▁INFANT
    - ▁REALIZED
    - ▁TRAVELLER
    - ▁HUNGER
    - ▁JUNE
    - ▁MUN
    - ▁RECOMMEND
    - ▁CREP
    - ZZLE
    - ▁RICHARD
    - WORK
    - ▁MONTE
    - ▁PREACH
    - ▁PALM
    - AVI
    - ▁ANYWHERE
    - ▁DISPOSITION
    - ▁MIRROR
    - ▁VENTURE
    - ▁POUND
    - ▁CIGAR
    - ▁INVITED
    - ▁BENCH
    - ▁PROTECTION
    - ▁BENEFIT
    - ▁THOMAS
    - ▁CLERK
    - ▁REPROACH
    - ▁UNIFORM
    - ▁GENERATION
    - ▁SEAL
    - ▁COMPASS
    - ▁WARNING
    - ▁EXTENDED
    - ▁DIFFICULTIES
    - ▁MAYBE
    - ▁GROAN
    - ▁AFFECT
    - ▁COMB
    - ▁EARN
    - ▁WESTERN
    - ▁IDLE
    - ▁SCORE
    - ▁TAP
    - ▁ASTONISHED
    - ▁INTRODUCED
    - ▁LEISURE
    - ▁LIEUTENANT
    - ▁VIOLENCE
    - ▁FIRMLY
    - ▁MONSTER
    - ▁UR
    - ▁PROPERLY
    - ▁TWIST
    - ▁PIRATE
    - ▁ROBBER
    - ▁BATTER
    - ▁WEPT
    - ▁LEANED
    - ▁FOG
    - ▁ORNAMENT
    - ▁ANDREW
    - ▁BUSHES
    - ▁REPUBLIC
    - ▁CONFIDENT
    - ▁LEAN
    - ▁DART
    - ▁STOOP
    - ▁CURL
    - ▁COUNTER
    - ▁NORTHERN
    - ▁PEARL
    - ▁NEAREST
    - ▁FRANCIS
    - ▁WANDERING
    - ▁FREQUENT
    - ▁STARTLED
    - ▁STATEMENT
    - ▁OCCUR
    - ▁BLOOM
    - ▁NERVE
    - ▁INSPECT
    - ▁INDUCE
    - ▁FLATTER
    - ▁DATE
    - ▁AMBITION
    - ▁SLOPE
    - ▁MALE
    - ▁MADAM
    - ▁MONK
    - ▁RENT
    - ▁CONFIRM
    - ▁INVESTIGAT
    - ▁RABBIT
    - ▁REGIMENT
    - ▁SUBMIT
    - ▁SPELL
    - ▁FURIOUS
    - ▁RAIL
    - ▁BESTOW
    - ▁RALPH
    - ▁SCATTERED
    - ▁COMPELLED
    - ▁THREAD
    - ▁CHILL
    - ▁DENY
    - ▁PRONOUNC
    - ▁MANKIND
    - ▁CATTLE
    - ▁EXECUTION
    - ▁REBEL
    - ▁SUPREME
    - ▁VALUABLE
    - ▁LIKEWISE
    - ▁CONVEY
    - ▁TIDE
    - ▁GLOOMY
    - ▁COIN
    - ▁ACTUAL
    - ▁TAX
    - ▁PROVINCE
    - ▁GRATEFUL
    - ▁SPIRITUAL
    - ▁VANISHED
    - ▁DIANA
    - ▁HAUNT
    - ▁DRAGON
    - ▁CRAWL
    - ▁CHINA
    - ▁GRATITUDE
    - ▁NEAT
    - ▁FINISH
    - ▁INTENT
    - ▁FRIGHT
    - ▁EMBARRASS
    - ▁THIRTEEN
    - ▁RUTH
    - ▁SLIGHTEST
    - ▁DEVELOPMENT
    - ▁INTERVIEW
    - ▁SPECTACLE
    - ▁BROOK
    - VIE
    - ▁WEAKNESS
    - ▁AUDIENCE
    - ▁CONSEQUENTLY
    - ▁ABROAD
    - ▁ASPECT
    - ▁PAINTED
    - ▁RELEASE
    - ▁INSULT
    - ▁SOOTH
    - ▁DISAPPOINTMENT
    - ▁EMERG
    - ▁BRIG
    - ▁ESTEEM
    - ▁INVITATION
    - ▁PASSENGER
    - ▁PUBLISH
    - ▁PIANO
    - ▁IRISH
    - ▁DESK
    - ▁BEATEN
    - ▁FIFTH
    - ▁IMPULSE
    - ▁SWEAR
    - ▁EATEN
    - ▁PURPLE
    - ▁COMMITTED
    - ▁COUNTRIES
    - ▁PERCEIVE
    - ISON
    - ▁CELEBRAT
    - ▁GRANDMOTHER
    - ▁SHUDDER
    - ▁SUNSHINE
    - ▁SPANISH
    - ▁HITHERTO
    - ▁MARILLA
    - ▁SNAKE
    - ▁MOCK
    - ▁INTERFERE
    - ▁WALTER
    - ▁AMID
    - ▁MARBLE
    - ▁MISSION
    - TERIOR
    - ▁DRIVING
    - ▁FURNITURE
    - ▁STEADY
    - ▁CIRCUMSTANCE
    - ▁INTERPRET
    - ▁ENCHANT
    - ▁ERROR
    - ▁CONVICTION
    - ▁HELPLESS
    - ▁MEDICINE
    - ▁QUALITIES
    - ▁ITALIAN
    - ▁HASTENED
    - ▁OCCASIONALLY
    - ▁PURSUED
    - ▁HESITATED
    - ▁INDEPENDENT
    - ▁OLIVER
    - ▁LINGER
    - UX
    - ▁EXAMINED
    - ▁REPENT
    - ▁PHYSICIAN
    - ▁CHASE
    - ▁BELOVED
    - ▁ATTACHED
    - ▁FLORENCE
    - ▁HONEY
    - ▁MOUSE
    - ▁CRIES
    - ▁BAKE
    - ▁POEM
    - ▁DESTRUCTION
    - ▁FULFIL
    - ▁MESSENGER
    - ▁TRISTRAM
    - ▁FANCIED
    - ▁EXCESS
    - ▁CURSE
    - ▁CHU
    - ▁QUANTITY
    - ▁THORNTON
    - ▁CREATED
    - ▁CONTINUALLY
    - ▁LIGHTNING
    - ▁BORNE
    - ▁TOTAL
    - ▁DISPOSED
    - ▁RIFLE
    - ▁POLLY
    - ▁GOAT
    - ▁BACKWARD
    - ▁VIRGINIA
    - ▁KICK
    - ▁PERIL
    - ▁QUO
    - ▁GLORIOUS
    - ▁MULTITUDE
    - ▁LEATHER
    - ▁ABSENT
    - ▁DEMON
    - ▁DEBT
    - ▁TORTURE
    - ▁ACCORD
    - ▁MATE
    - ▁CATHOLIC
    - ▁PILL
    - ▁LIBRARY
    - ▁PURSUIT
    - ▁SHIRT
    - ▁DEAREST
    - ▁COLLAR
    - ▁BEACH
    - ▁ROBE
    - ▁DECLARE
    - ▁BRANCH
    - ▁TEMPT
    - ▁STEADILY
    - ▁DISGUST
    - ▁SILLY
    - ▁ARRIVE
    - ▁DRANK
    - ▁LEVI
    - ▁COMMUNICAT
    - ▁RACHEL
    - ▁WASHINGTON
    - ▁RESIGN
    - ▁MEANTIME
    - ▁LACE
    - ▁ENGAGEMENT
    - ▁QUIVER
    - ▁SEPARATED
    - ▁DISCUSSION
    - ▁VENTURED
    - ▁SURROUNDING
    - ▁POLISH
    - ▁NAIL
    - ▁SWELL
    - ▁JOKE
    - ▁LINCOLN
    - ▁STUDENT
    - ▁GLITTER
    - ▁RUSSIAN
    - ▁READILY
    - ▁CHRIS
    - ▁POVERTY
    - ▁DISGRACE
    - ▁CHEESE
    - ▁HEAVILY
    - ▁SCALE
    - ▁STAFF
    - ▁ENTREAT
    - ▁FAREWELL
    - ▁LUNCH
    - ▁PEEP
    - ▁MULE
    - ▁SOMEONE
    - ▁DISAPPEAR
    - ▁DECISION
    - ▁PISTOL
    - ▁PUN
    - ▁SPUR
    - ▁ASSUMED
    - ▁EXTEND
    - ▁ENTHUSIASM
    - ▁DEFINITE
    - ▁UNDERTAKE
    - ▁COMMITTEE
    - ▁SIMON
    - ▁FENCE
    - ▁APPLIED
    - ▁RELATED
    - ▁VICE
    - ▁UNPLEASANT
    - ▁PROBABLE
    - ▁PROCURE
    - ▁FROWN
    - ▁CLOAK
    - ▁HUMANITY
    - ▁FAMILIES
    - ▁PHILOSOPHER
    - ▁DWARF
    - ▁OVERCOME
    - ▁DEFEAT
    - ▁FASTENED
    - ▁MARSH
    - ▁CLASSES
    - ▁TOMB
    - ▁GRACIOUS
    - ▁REMOTE
    - ▁CELL
    - ▁SHRIEK
    - ▁RESCUE
    - ▁POOL
    - ▁ORGANIZ
    - ▁CHOSE
    - ▁CUTTING
    - ▁COWARD
    - ▁BORDER
    - ▁DIRTY
    - ▁MONKEY
    - ▁HOOK
    - ▁CHUCK
    - ▁EMILY
    - ▁JEST
    - ▁PLAC
    - ▁WEIGH
    - ▁ASSOCIATE
    - ▁GLIMPSE
    - ▁STUCK
    - ▁BOLT
    - ▁MURDERER
    - ▁PONY
    - ▁DISTINGUISH
    - ▁INSTITUTION
    - ▁CUNNING
    - ▁COMPLIMENT
    - ▁APPETITE
    - ▁REPUTATION
    - ▁FEEBLE
    - ▁KIN
    - ▁SERIES
    - ▁GRACEFUL
    - ▁PLATFORM
    - ▁BREEZE
    - ▁PHRASE
    - ▁CLAY
    - MONT
    - ▁RATTL
    - ▁OPPOSITION
    - ▁LANE
    - ▁BOAST
    - ▁GROWTH
    - ▁INCLINATION
    - ▁BEHAVE
    - ▁SUSAN
    - ▁DISTINCTION
    - ▁DISLIKE
    - ▁NICHOLAS
    - ▁SATISFY
    - ▁DRAMA
    - ▁ELBOW
    - ▁GAZING
    - ▁CONSUM
    - ▁SPIN
    - ▁OATH
    - ▁CHANNEL
    - ▁CHARACTERISTIC
    - ▁SPEAR
    - ▁SLAIN
    - ▁SAUCE
    - ▁FROG
    - ▁CONCEPTION
    - ▁TIMID
    - ▁ZEAL
    - ▁APPARENT
    - SHIRE
    - ▁CENTER
    - ▁VARIETY
    - ▁DUSK
    - ▁APT
    - ▁COLUMN
    - ▁REVENGE
    - ▁RIVAL
    - ▁IMITAT
    - ▁PASSIONATE
    - ▁SELFISH
    - ▁NORMAN
    - ▁REPAIR
    - ▁THRILL
    - ▁TREATMENT
    - ▁ROSA
    - ▁MARTIN
    - ▁INDIFFERENT
    - ▁THITHER
    - ▁GALLANT
    - ▁PEPPER
    - ▁RECOLLECT
    - ▁VINE
    - ▁SCARCE
    - ▁SHIELD
    - ▁MINGLED
    - CLOSE
    - ▁HARSH
    - ▁BRICK
    - ▁HUMOR
    - ▁MISCHIEF
    - ▁TREMENDOUS
    - ▁FUNCTION
    - ▁SMART
    - ▁SULTAN
    - ▁DISMISS
    - ▁THREATENED
    - ▁CHEAP
    - ▁FLOCK
    - ▁ENDEAVOR
    - ▁WHISK
    - ▁ITALY
    - ▁WAIST
    - ▁FLUTTER
    - ▁SMOKING
    - ▁MONARCH
    - ▁AFRICA
    - ▁ACCUSE
    - ▁HERBERT
    - ▁REFRESH
    - ▁REJOICE
    - ▁PILLOW
    - ▁EXPECTATION
    - ▁POETRY
    - ▁HOPELESS
    - ▁PERISH
    - ▁PHILOSOPHY
    - ▁WHISTLE
    - ▁BERNARD
    - ▁LAMENT
    - ▁IMPROVE
    - ▁SUP
    - ▁PERPLEX
    - ▁FOUNTAIN
    - ▁LEAGUE
    - ▁DESPISE
    - ▁IGNORANCE
    - ▁REFERENCE
    - ▁DUCK
    - ▁GROVE
    - ▁PURSE
    - ▁PARTNER
    - ▁PROPHET
    - ▁SHIVER
    - ▁NEIGHBOURHOOD
    - ▁REPRESENTATIVE
    - SAIL
    - ▁WIP
    - ▁ACQUIRED
    - ▁CHIMNEY
    - ▁DOCTRINE
    - ▁MAXIM
    - ▁ANGLE
    - ▁MAJORITY
    - ▁AUTUMN
    - ▁CONFUSED
    - ▁CRISTO
    - ▁ACHIEVE
    - ▁DISGUISE
    - ▁REDUCED
    - ▁EARLIER
    - ▁THEATRE
    - ▁DECIDE
    - MINATED
    - OLOGICAL
    - ▁OCCUPATION
    - ▁VIGOROUS
    - ▁CONTINENT
    - ▁DECLINE
    - ▁COMMUNITY
    - ▁MOTIONLESS
    - ▁HATRED
    - ▁COMMUNICATION
    - ▁BOWL
    - ▁COMMENT
    - ▁APPROVE
    - ▁CEREMONY
    - ▁CRIMINAL
    - ▁SCIENTIFIC
    - ▁DUCHESS
    - ▁VIVID
    - ▁SHIFT
    - ▁AVAIL
    - ▁DAMP
    - ▁JOHNSON
    - ▁SLENDER
    - ▁CONTRAST
    - ▁AMUSEMENT
    - ▁PLOT
    - ▁LYN
    - ▁ASSOCIATION
    - ▁SNATCH
    - ▁UNCERTAIN
    - ▁PRESSURE
    - ▁PERCH
    - ▁APPLY
    - ▁PLANET
    - ▁NOTWITHSTANDING
    - ▁SWUNG
    - ▁STIRRED
    - ▁ATTENDANT
    - ▁ENJOYMENT
    - ▁WORRY
    - ▁ALBERT
    - ▁NAKED
    - ▁TALENT
    - ▁MARIAN
    - ▁REFORM
    - ▁DELIBERATE
    - ▁INTELLIGENT
    - ▁SENSITIVE
    - ▁YONDER
    - ▁PUPIL
    - ▁FRIGHTFUL
    - ▁DOUBTFUL
    - ▁STANDARD
    - ▁MAGISTRATE
    - ▁SHEPHERD
    - ▁STOMACH
    - ▁DEPOSIT
    - ▁RENEW
    - ▁HEDGE
    - ▁FRANCS
    - ▁POSSIBILITY
    - ▁RESEMBLE
    - ▁FATIGUE
    - ▁PORTRAIT
    - ▁FAVORITE
    - ▁CREAM
    - ▁BURG
    - ▁SECRETARY
    - ▁DIVERS
    - ▁ACTIVITY
    - ▁SPECULAT
    - ▁HUMOUR
    - ▁FITTED
    - ▁EXTERNAL
    - ▁CETERA
    - ▁WRAPPED
    - ▁WHIT
    - ▁FRED
    - ▁EXAMINATION
    - ▁LODGING
    - ▁OWING
    - ▁JAW
    - ▁CROW
    - ▁BALANCE
    - ▁PUFF
    - ▁TENDERNESS
    - ▁PORTHOS
    - ▁ANCHOR
    - ▁INTERRUPT
    - ▁NECESSARILY
    - ▁PERPETUAL
    - ▁AGONY
    - ▁POPE
    - ▁SCHOLAR
    - ▁SCOTLAND
    - ▁SUPPRESS
    - ▁WRATH
    - ▁WRECK
    - ▁EXCEED
    - ▁PERFECTION
    - ▁INDIA
    - ▁TRADITION
    - ▁SECTION
    - ▁EASTERN
    - ▁DOORWAY
    - ▁WIVES
    - ▁CONVENTION
    - ▁ANNOUNC
    - ▁EGYPT
    - ▁CONTRADICT
    - ▁SCRATCH
    - ▁CENTRAL
    - ▁GLOVE
    - ▁WAX
    - ▁PREPARE
    - ▁ACCOMPANY
    - ▁INCREASING
    - ▁LIBERAL
    - ▁RAISING
    - ▁ORANGE
    - ▁SHOE
    - ▁ATTRIBUTE
    - ▁LITERATURE
    - ▁PUZZLED
    - ▁WITHDRAW
    - ▁WHITHER
    - ▁HAWK
    - ▁MOONLIGHT
    - ▁EXAMINE
    - ▁HAPPILY
    - ▁PRECEDE
    - ▁DETECTIVE
    - ▁INCHES
    - ▁SOLITARY
    - ▁DUTCH
    - ▁NAPOLEON
    - ▁UNEASY
    - ▁CARDINAL
    - ▁BLEW
    - ▁FOWL
    - ▁DECORAT
    - ▁CHILDHOOD
    - ▁TORMENT
    - ▁LOSING
    - ▁PERMISSION
    - ▁BLANK
    - ▁UPSTAIRS
    - ▁CAPACITY
    - ▁TRIFLE
    - ▁FOLLY
    - ▁RECOGNIZE
    - ▁REMOVE
    - ▁VENGEANCE
    - ▁ENTERPRISE
    - ▁BEDROOM
    - ▁ANYHOW
    - ▁INQUIRY
    - ▁ASHES
    - ▁DRAG
    - ▁HUSH
    - ▁AWKWARD
    - ▁SATURDAY
    - ▁GENUINE
    - ▁SURVIV
    - ▁SKIRT
    - ▁AFFECTIONATE
    - ▁TANG
    - ▁MUTUAL
    - ▁DISPUTE
    - ▁EAGLE
    - ▁INCOME
    - ▁BIND
    - ▁FAME
    - ▁IMPROVEMENT
    - ROVING
    - ▁DIFFER
    - ▁AWOKE
    - ▁SLEEVE
    - ▁SOLITUDE
    - ▁FAVOURITE
    - JI
    - ▁DETECT
    - ▁COMPREHEND
    - ▁PREPARING
    - ▁SERPENT
    - ▁SUMMIT
    - ▁KNOT
    - ▁KNIT
    - ▁COPY
    - ▁STOPPING
    - ▁FADED
    - ▁HIDEOUS
    - ▁JULIE
    - STEAD
    - ▁SHINE
    - ▁CONFLICT
    - ▁PROPOSITION
    - ▁REFUGE
    - ▁GALLERY
    - ▁BUNDLE
    - ▁AXE
    - ▁SLAVERY
    - ▁MASK
    - ▁ALYOSHA
    - ▁LADDER
    - ▁DEPARTMENT
    - ▁DISCHARGE
    - ▁DEPRESS
    - ▁GALLOP
    - ▁SCARLET
    - ▁KITTY
    - ▁RECEIVING
    - ▁SURRENDER
    - ▁SUSTAIN
    - ▁TWILIGHT
    - ▁CONGRESS
    - ▁IRELAND
    - ▁FUNNY
    - ▁LEND
    - ▁CONSTITUTE
    - ▁FUNERAL
    - ▁CRYSTAL
    - ▁SPAIN
    - ▁EXCEEDINGLY
    - ▁DAMN
    - ▁COMMUN
    - ▁CIVILIZATION
    - ▁PREJUDICE
    - ▁PORCH
    - ▁ASSISTANT
    - ▁INDUSTRY
    - ▁TUMBLE
    - ▁DEFENCE
    - ▁HITHER
    - ▁SMOT
    - ▁COLONI
    - ▁AMAZEMENT
    - ▁MARGUERITE
    - ▁MIRACLE
    - ▁INHERIT
    - ▁BEGGAR
    - ▁ENVELOPE
    - ▁INDIGNATION
    - ▁NATASHA
    - ▁PROPOSAL
    - ▁FRAGMENT
    - ▁ROUSED
    - ▁ROAST
    - ENCIES
    - ▁COMMENCED
    - ▁RESOURCE
    - ▁POPULATION
    - ▁QUOTH
    - ▁PURSUE
    - ▁EDUCAT
    - ▁AFFLICT
    - ▁CONTACT
    - ▁CRIMSON
    - ▁DIVISION
    - ▁DISORDER
    - ▁COPPER
    - ▁SOLICIT
    - ▁MODERATE
    - ▁DRUM
    - ▁SWIM
    - ▁SALUTE
    - ▁ASSUME
    - ▁MUSCLE
    - ▁OVERWHELM
    - ▁SHAKESPEARE
    - ▁STRUGGLING
    - ▁TRANQUIL
    - ▁CHICKEN
    - ▁TREAD
    - ▁CLAW
    - ▁BIBLE
    - ▁RIDGE
    - ▁THREAT
    - ▁VELVET
    - ▁EXPOSED
    - ▁IDIOT
    - ▁BARREL
    - ▁PENNY
    - ▁TEMPTATION
    - ▁DANGLARS
    - ▁CENTURIES
    - ▁DISTRIBUT
    - ▁REJECT
    - ▁RETORTED
    - ▁CONCENTRAT
    - ▁CORDIAL
    - ▁MOTOR
    - ▁CANNON
    - KEEP
    - ▁WRETCH
    - ▁ASSURANCE
    - ▁THIEF
    - ▁SURVEY
    - ▁VITAL
    - ▁RAILWAY
    - ▁JACKSON
    - ▁CRASH
    - ▁GROWL
    - ▁COMBAT
    - ▁RECOLLECTION
    - ▁SECURITY
    - ▁JACOB
    - ▁CLUTCH
    - ▁BLANKET
    - ▁NANCY
    - ▁CELLAR
    - ▁CONVENIENT
    - ▁INDIGNANT
    - ▁COARSE
    - ▁WORM
    - ▁SCREEN
    - ▁TRANSPORT
    - ▁BULLET
    - ▁APPRECIATE
    - ▁DEVOTION
    - ▁INVISIBLE
    - ▁DRIED
    - ▁MIXTURE
    - ▁CANDID
    - ▁PERFORMANCE
    - ▁RIPE
    - ▁EXQUISITE
    - ▁BARGAIN
    - ▁TOBACCO
    - ▁LOYAL
    - ▁MOULD
    - ▁ATTENTIVE
    - ▁DOROTHY
    - ▁BRUTE
    - ▁ESTABLISHMENT
    - ▁ABILITY
    - ▁INHABIT
    - ▁OBSCURE
    - ▁BORROW
    - ▁ESSENCE
    - ▁DISMAY
    - ▁FLEE
    - ▁BLADE
    - ▁PLUCK
    - ▁COFFIN
    - ▁SUNSET
    - ▁STEPHEN
    - ▁ECONOMIC
    - ▁HOLIDAY
    - ▁MECHANICAL
    - ▁COTTON
    - ▁AWAKENED
    - ▁SEIZE
    - ▁RIDICULOUS
    - ▁SANCHO
    - ▁HESITATION
    - ▁CORPSE
    - ▁SAVING
    - HOLD
    - FOOT
    - ▁ELDEST
    - ▁DESPITE
    - ▁EDITH
    - ▁CHERISH
    - ▁RESISTANCE
    - ▁WILSON
    - ▁ARGUE
    - ▁INQUIRE
    - ▁APPREHENSION
    - ▁AVENUE
    - ▁DRAKE
    - ▁PROPOSE
    - HURST
    - ▁INFERIOR
    - ▁STAIRCASE
    - ▁WHEREFORE
    - ▁CARLYLE
    - ▁COUCH
    - ▁ROUTE
    - ▁POLITICS
    - ▁TOMORROW
    - ▁THRONG
    - ▁NAUGHT
    - ▁SUNLIGHT
    - ▁INDIFFERENCE
    - ▁OBEDIENCE
    - ▁RECEPTION
    - ▁VEGETABLE
    - ▁IMPERFECT
    - ▁RESIDENCE
    - ▁TURKEY
    - ▁VIOLET
    - ▁SARAH
    - ▁ALTAR
    - ▁GRIEVE
    - ▁JERK
    - ▁ENSU
    - ▁MAGICIAN
    - ▁BLOSSOM
    - ▁LANTERN
    - ▁RESOLUTE
    - ▁THOUGHTFULLY
    - ▁FORTNIGHT
    - ▁TRUMPET
    - ▁VALJEAN
    - ▁UNWILLING
    - ▁LECTURE
    - ▁WHEREUPON
    - ▁HOLLAND
    - ▁CHANGING
    - ▁CREEK
    - ▁SLICE
    - ▁NORMAL
    - ▁ANNIE
    - ▁ACCENT
    - ▁FREDERICK
    - ▁DISAGREEABLE
    - ▁RUBBED
    - ▁DUMB
    - ▁ESTABLISH
    - ▁IMPORT
    - ▁AFFIRM
    - ▁MATTHEW
    - ▁BRISK
    - ▁CONVERT
    - ▁BENDING
    - ▁IVAN
    - ▁MADEMOISELLE
    - ▁MICHAEL
    - ▁EASIER
    - ▁JONES
    - ▁FACING
    - ▁EXCELLENCY
    - ▁LITERARY
    - ▁GOSSIP
    - ▁DEVOUR
    - ▁STAGGER
    - ▁PENCIL
    - ▁AVERAGE
    - ▁HAMMER
    - ▁TRIUMPHANT
    - ▁PREFERRED
    - ▁APPLICATION
    - ▁OCCUPY
    - ▁AUTHORITIES
    - BURN
    - ▁ASCERTAIN
    - ▁CORRIDOR
    - ▁DELICIOUS
    - ▁PRACTISE
    - ▁UNIVERSE
    - ▁SHILLING
    - ▁CONTEST
    - ▁ASHORE
    - ▁COMMIT
    - ▁ADMINISTRATION
    - ▁STUDIED
    - ▁RIGID
    - ▁ADORN
    - ▁ELSEWHERE
    - ▁INNOCENCE
    - ▁JOURNAL
    - ▁LANDSCAPE
    - ▁TELEGRAPH
    - ▁ANGRILY
    - ▁CAMPAIGN
    - ▁UNJUST
    - ▁CHALLENGE
    - ▁TORRENT
    - ▁RELATE
    - ▁ASSEMBLED
    - ▁IMPRESSED
    - ▁CANOE
    - ▁CONCLUD
    - ▁QUIXOTE
    - ▁SATISFACTORY
    - ▁NIECE
    - ▁DEAF
    - ▁RAFT
    - ▁JIMMY
    - ▁GLID
    - ▁REGULAT
    - ▁CHATTER
    - ▁GLACIER
    - ▁ENVY
    - ▁STATUE
    - ▁BOSTON
    - ▁RICHMOND
    - ▁DENIED
    - ▁FANNY
    - ▁SOLOMON
    - ▁VULGAR
    - ▁STALK
    - ▁REPLACE
    - ▁SPOON
    - ▁BASIN
    - ▁FEATURE
    - ▁CONVICT
    - ▁ARCHITECT
    - ▁ADMIRAL
    - ▁RIBBON
    - ▁PERMANENT
    - ▁APRIL
    - ▁JOLLY
    - ▁NEIGHBORHOOD
    - ▁IMPART
    - BOROUGH
    - CAMP
    - ▁HORRID
    - ▁IMMORTAL
    - ▁PRUDENCE
    - ▁SPANIARD
    - ▁SUPPOSING
    - ▁TELEPHONE
    - ▁TEMPERATURE
    - ▁PENETRATE
    - ▁OYSTER
    - ▁APPOINTMENT
    - ▁EGYPTIAN
    - ▁DWELT
    - ▁NEPHEW
    - ▁RAILROAD
    - ▁SEPTEMBER
    - ▁DEVICE
    - ▁WHEAT
    - ▁GILBERT
    - ▁ELEGANT
    - ▁ADVERTISE
    - ▁RATIONAL
    - ▁TURTLE
    - ▁BROOD
    - ▁ASSEMBLY
    - ▁CULTIVATE
    - ▁EDITOR
    - ▁SPECIMEN
    - ▁UNDOUBTEDLY
    - ▁WHALE
    - ▁DROPPING
    - ▁BALLOON
    - ▁MEDICAL
    - COMB
    - ▁COMPOSITION
    - ▁FOOTSTEPS
    - ▁LAUNCELOT
    - ▁DISCOURSE
    - ▁ERRAND
    - ▁CONVERSE
    - ▁ADVANCING
    - ▁DOWNSTAIRS
    - ▁TUMULT
    - ▁CORRUPT
    - ▁SUFFICE
    - ▁ANGUISH
    - ▁SHAGGY
    - ▁RETIRE
    - ▁TIMBER
    - ▁BLAZE
    - ▁ABSTRACT
    - ▁EMBROIDER
    - ▁PHOTOGRAPH
    - ▁PROSPERITY
    - ▁TERRIBLY
    - ▁TERRITORY
    - ▁THRESHOLD
    - ▁PAVEMENT
    - ▁INJURED
    - ▁LIMP
    - ▁AGITATION
    - ▁RASCAL
    - ▁PRESUME
    - ▁OBSERVING
    - ▁OBSTACLE
    - ▁SIMPLICITY
    - ▁SLUMBER
    - ▁SUPPLIED
    - ▁COMBINATION
    - ▁DRAIN
    - ▁WILDERNESS
    - ▁BELIEVING
    - ▁VILLAIN
    - ▁RECKLESS
    - ▁INJURY
    - ▁CLAPP
    - ▁FRIDAY
    - ▁HERCULES
    - ▁KENNEDY
    - ▁SYMPTOM
    - ▁SLEDGE
    - ▁CEILING
    - ▁LEMON
    - ▁PLAGUE
    - ▁MONDAY
    - ▁CANVAS
    - ▁IMPATIENCE
    - ▁UNCOMFORTABLE
    - ▁ACCESS
    - ▁FROZEN
    - ▁SENATOR
    - ▁FRANZ
    - ▁SWIMMING
    - ▁BARRIER
    - ▁ADJUST
    - ▁COMPARISON
    - ▁PROCLAIM
    - ▁WRINKL
    - ▁OVERLOOK
    - ▁MITYA
    - ▁GUILT
    - ▁PERCEPTION
    - ▁PRECAUTION
    - ▁SPECTATOR
    - ▁SURPRISING
    - ▁DISTRACT
    - ▁DISDAIN
    - ▁BONNET
    - ▁MAGNET
    - ▁PROFESS
    - ▁CONFOUND
    - ▁NARRATIVE
    - ▁STRUCTURE
    - ▁SKETCH
    - ▁ULTIMATE
    - ▁GLOBE
    - ▁INSECT
    - FICIENCY
    - ▁ORCHARD
    - ▁AMIABLE
    - ▁DESCENT
    - ▁INDEPENDENCE
    - ▁MANUFACTURE
    - ▁SPRINKLE
    - ▁NIGHTINGALE
    - ▁CUSHION
    - ▁EMINENT
    - ▁SCOTT
    - ▁ARRAY
    - ▁COSETTE
    - ▁WAVING
    - ▁EXTRACT
    - ▁IRREGULAR
    - ▁PERSECUT
    - ▁DERIVED
    - ▁WITHDREW
    - ▁CAUTION
    - ▁SUSPICIOUS
    - ▁MEMORIES
    - ▁NOWHERE
    - ▁SUBTLE
    - ▁THOROUGH
    - Q
    - ▁APPROPRIATE
    - ▁SLAUGHTER
    - ▁YOURSELVES
    - ▁THUMB
    - ▁TWAS
    - ▁ABODE
    - ▁BIDDING
    - ▁CONSPICUOUS
    - ▁REBECCA
    - ▁SERGEANT
    - ▁APRON
    - ▁ANTICIPATE
    - ▁DISCIPLINE
    - ▁GLANCING
    - ▁PILGRIM
    - ▁SULLEN
    - ▁CONTRIBUTE
    - ▁PRAIRIE
    - ▁CARVED
    - ▁COMMERCE
    - ▁EXCLAMATION
    - ▁MUSCULAR
    - ▁NOVEMBER
    - ▁PHENOMENA
    - ▁SYMBOL
    - ▁UMBRELLA
    - ▁DIMINISH
    - ▁PARLOUR
    - ▁THREATENING
    - ▁STUMP
    - ▁EXTENSIVE
    - ▁PLEASING
    - ▁REMEMBRANCE
    - ▁COMBINED
    - ▁SHERIFF
    - ▁SHAFT
    - ▁LAURA
    - ▁INTERCOURSE
    - ▁STRICKEN
    - ▁SUPPLIES
    - ▁LANDLORD
    - ▁SHRINK
    - ▁PRICK
    - ▁CAESAR
    - ▁DRUG
    - ▁BEWILDERED
    - ▁NAUTILUS
    - ▁BRUTAL
    - ▁COMMERCIAL
    - ▁MAGGIE
    - ▁SPHERE
    - ▁VIRGIN
    - ▁BRETHREN
    - ▁DESTINY
    - ▁POLICY
    - ▁TERRIFIED
    - ▁HOUSEKEEPER
    - ▁CRAZY
    - ▁ARDENT
    - ▁DISCERN
    - ▁WRAP
    - ▁MARQUIS
    - ▁RUSSIA
    - MOUTH
    - ▁BRITAIN
    - ▁HARBOUR
    - ▁CONCERT
    - ▁DONKEY
    - ▁DAMAGE
    - ▁SLIM
    - ABOUT
    - ▁LUXURY
    - ▁MONSTROUS
    - ▁TENDENCY
    - ▁PARADISE
    - ▁CULTURE
    - ▁JULIUS
    - ▁RAOUL
    - ▁REMEDY
    - ▁DECAY
    - ▁SCOLD
    - ▁SPLIT
    - ▁ASSAULT
    - ▁DECEMBER
    - ▁MOSCOW
    - ▁EXPLORE
    - ▁TROUSERS
    - ▁WRIST
    - PIECE
    - ▁MUSKET
    - ▁VALENTINE
    - ▁TYRANT
    - ▁ABRAHAM
    - ▁MEDIUM
    - ▁ARTIFICIAL
    - ▁FACULTY
    - ▁OBLIGATION
    - ▁RESEMBLANCE
    - ▁INQUIRIES
    - ▁DETAIN
    - ▁SWARM
    - ▁PLEDGE
    - ▁ADMIRABLE
    - ▁DEFECT
    - ▁SUPERINTEND
    - ▁PATRIOT
    - ▁CLUNG
    - ▁DISMAL
    - ▁RECIT
    - ▁IGNOR
    - ▁AMELIA
    - ▁JUSTIFY
    - ▁ELEPHANT
    - ▁ESTIMATE
    - ▁KNELT
    - ▁SERVING
    - ▁WHIM
    - ▁SHRILL
    - ▁STUDIO
    - ▁TEXT
    - ▁ALEXANDER
    - ▁WROUGHT
    - ▁ABUNDANT
    - ▁SITUATED
    - ▁REGAIN
    - ▁FIERY
    - ▁SNEER
    - ▁SWEAT
    - ▁GLARE
    - ▁NIGH
    - ▁ESCORT
    - ▁INEVITABLE
    - ▁PSMITH
    - ▁RELUCTANT
    - ▁PRECEDING
    - ▁RESORT
    - ▁OUTRAGE
    - ▁AMBASSADOR
    - ▁CONSOLATION
    - ▁RECOGNITION
    - ▁REMORSE
    - ▁BEHALF
    - ▁FORMIDABLE
    - ▁GRAVITY
    - ▁DIVIDE
    - ▁CONFRONT
    - ▁GIGANTIC
    - ▁OCTOBER
    - ▁FLANK
    - ▁SLEW
    - ▁CLARA
    - ▁FILM
    - ▁BULK
    - ▁POMP
    - ▁ELEANOR
    - ▁EMPHASIS
    - ▁JAPANESE
    - ▁CAVALRY
    - ▁EXCLUSIVE
    - ▁PERFUME
    - ▁BRONZE
    - ▁FEDERAL
    - ▁LIQUID
    - ▁RUBBING
    - ▁OVEN
    - DOLPH
    - ▁CONVULS
    - ▁DEPRIVED
    - ▁RESPONSIBILITY
    - ▁SIGNIFICANT
    - ▁WAISTCOAT
    - ▁CLUSTER
    - ▁MARTHA
    - ▁REVERSE
    - ▁ATTORNEY
    - ▁DROOP
    - ▁SKILFUL
    - ▁HABITUAL
    - ▁PUMP
    - ▁INTERVEN
    - ▁OWL
    - ▁CONJECTURE
    - ▁FANTASTIC
    - ▁RESPONSIBLE
    - ▁DESTINED
    - ▁DOCUMENT
    - ▁THEREUPON
    - ▁GODDESS
    - ▁PACIFIC
    - ▁WARRANT
    - ▁COSTUME
    - ▁BRIDLE
    - ▁CALIFORNIA
    - ▁DEMOCRATIC
    - ▁EUSTACE
    - ▁SQUIRREL
    - ▁UNCOMMON
    - ▁MARVELLOUS
    - ▁PLOUGH
    - ▁TRAGEDY
    - ▁VAULT
    - ▁HESITATE
    - ▁REFRAIN
    - ▁ADMIRING
    - ▁CORPORAL
    - ▁ENTITLED
    - ▁SHREWD
    - ▁SQUEEZ
    - ▁ACCURATE
    - ▁TEMPEST
    - ▁MONUMENT
    - ▁SIEGE
    - ▁CHINESE
    - ▁RAVEN
    - ▁LOUNG
    - ▁ASSASSIN
    - ▁INFLICT
    - ▁AGITATED
    - ▁DESIRABLE
    - ▁EARLIEST
    - ▁LAUNCH
    - ▁PILOT
    - ▁PULSE
    - ▁MUTE
    - LEIGH
    - ▁LIQUOR
    - ▁SCARECROW
    - ▁SKULL
    - ▁DESOLATE
    - ▁SUBLIME
    - ▁SERENE
    - ▁RECESS
    - ▁WAKING
    - ▁CHARLOTTE
    - ▁CIRCULAR
    - ▁INJUSTICE
    - ▁PINOCCHIO
    - ▁PRISCILLA
    - ▁THYSELF
    - ▁OCCURRENCE
    - ▁CASUAL
    - ▁FRANTIC
    - ▁LEGEND
    - ▁FERTIL
    - ▁BACKGROUND
    - ▁DELICACY
    - ▁ESTRALLA
    - ▁MANUSCRIPT
    - ▁RESPONSE
    - ▁UNIVERSITY
    - ▁WOLVES
    - ▁SCANDAL
    - ▁STUMBLE
    - ▁HOARSE
    - ▁BODILY
    - ▁CONVENT
    - ▁EXAMINING
    - ▁INCAPABLE
    - ▁PERCEIVING
    - ▁PHILADELPHIA
    - ▁SUBSEQUENT
    - ▁THIEVES
    - ▁ACCUMULAT
    - ▁DAMSEL
    - ▁SCOTCH
    - ▁UNDERNEATH
    - ▁NOBILITY
    - ▁SMASH
    - ▁REVOLT
    - ▁ENGAGE
    - ▁CATHEDRAL
    - ▁CHAMPION
    - ▁DESPATCH
    - ▁ETERNITY
    - ▁JANUARY
    - ▁PLEADED
    - ▁PROBABILITY
    - ▁JIMMIE
    - ▁PARALLEL
    - ▁FISHERMAN
    - ▁JERRY
    - ▁SWORE
    - ▁DRAUGHT
    - ▁OPPONENT
    - ▁PRIMITIVE
    - ▁SIGNIFICANCE
    - ▁SUBSTANTIAL
    - ▁AMAZED
    - ▁DUNBAR
    - ▁COMMEND
    - ▁CONTEMPLATE
    - ▁TESTIMONY
    - ▁IMPERIAL
    - ▁ADAPT
    - ▁JUICE
    - ▁CALAMIT
    - CULAR
    - ▁CHATEAU
    - ▁PHOENIX
    - ▁PRUDENT
    - ▁SOLUTION
    - ▁VILLEFORT
    - ▁REACTION
    - ▁RELAX
    - ▁YU
    - ▁PROHIBIT
    - ▁DISTRUST
    - ▁PLUNDER
    - ▁WELFARE
    - ▁NAVIGAT
    - ▁PARLOR
    - ▁LAZY
    - ▁DETACH
    - OMETER
    - ▁PRIV
    - ▁DISCOURAGE
    - ▁OBSTINATE
    - ▁REJOICING
    - ▁SERMON
    - ▁VEHICLE
    - ▁FANCIES
    - ▁ENLIGHTEN
    - ▁ACUTE
    - ▁ILLUSION
    - ▁ANTHEA
    - ▁MARTIAN
    - ▁EXCITE
    - ▁GENEROSITY
    - OLOGIST
    - ▁AMAZING
    - ▁UNWORTHY
    - ▁INTERNAL
    - ▁INCENSE
    - ▁VIBRAT
    - ▁ADHERE
    - ROACH
    - ▁FEBRUARY
    - ▁MEXICAN
    - ▁POTATOES
    - ▁INCESSANT
    - ▁INTERPOSED
    - ▁PARCEL
    - ▁VEXED
    - ▁PROMOTE
    - MIDST
    - ▁ARISTOCRAT
    - ▁CYRIL
    - ▁EMBARK
    - ▁ABUNDANCE
    - ▁LITERALLY
    - ▁SURGEON
    - ▁TERRACE
    - ▁ATLANTIC
    - ▁MARTYR
    - ▁SPECK
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    - ▁LOAF
    - ▁ADMINISTER
    - ▁APPREHEND
    - ▁SUBDUED
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    - ▁ELABORATE
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    - ▁CONSEIL
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    - VOCATION
    - ▁GRATIFY
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    - ▁FACULTIES
    - ▁PROPRIETOR
    - ▁SYMPATHETIC
    - ▁UNNECESSARY
    - ▁RADIANT
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    - ▁PROMINENT
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    - ▁CLIMATE
    - ▁KEITH
    - ▁ARAMIS
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    - ▁PRIOR
    - ▁DESIROUS
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    - ▁APPARATUS
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    - ▁HAMILTON
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    - ▁DAGGER
    - ▁FORESEE
    - ▁CONFIDE
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    - ▁CHAUVELIN
    - ▁ILLUSTRATE
    - ▁VOLUNTEER
    - ▁JUNGLE
    - ▁STREAK
    - ▁SUNRISE
    - ▁DISSOLV
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    - ▁AWHILE
    - ▁FELICITY
    - ▁LEGISLATURE
    - ▁LEONORA
    - ▁MAGAZINE
    - ▁PITIFUL
    - ▁COLONY
    - ▁SHAWL
    - ▁ARRIVING
    - ▁FUNDAMENTAL
    - ▁CARPENTER
    - ▁OVERFLOW
    - ▁EXPAND
    - ▁HARVEST
    - ▁FEMININE
    - ▁INNUMERABLE
    - ▁SCRAMBLE
    - ▁TWENTIETH
    - ▁TRIFLING
    - ▁GHASTL
    - ▁CONQUEST
    - ▁DANIEL
    - ▁FACILIT
    - ▁FORSAKE
    - ▁BEHAVIOUR
    - ▁GORGEOUS
    - ▁PRODUCING
    - ▁HAPPIER
    - ▁PROMISING
    - ▁RAINBOW
    - ▁INSTINCTIVELY
    - ▁DECREE
    - ▁EYEBROWS
    - ▁IRRESISTIBLE
    - ▁PHARAOH
    - ▁SCROOGE
    - ▁UNNATURAL
    - ▁CRUMBS
    - ▁REFINED
    - ▁DREARY
    - ▁TRENCH
    - ▁CONVINCE
    - ▁FRINGE
    - ▁EXTREMITY
    - ▁INTIMACY
    - ▁SCOUNDREL
    - ▁SUFFRAGE
    - ▁UNEASINESS
    - ▁BARRICADE
    - ▁CIRCULAT
    - ▁SAMUEL
    - ▁BRUCE
    - ▁DARCY
    - 
    init: null
    input_size: null
    ctc_conf:
        dropout_rate: 0.0
        ctc_type: builtin
        reduce: true
        ignore_nan_grad: false
    model_conf:
        ctc_weight: 0.3
        lsm_weight: 0.1
        length_normalized_loss: false
    use_preprocessor: true
    token_type: bpe
    bpemodel: data/token_list/bpe_unigram5000/bpe.model
    non_linguistic_symbols: null
    cleaner: null
    g2p: null
    frontend: default
    frontend_conf:
        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
        - 30
        num_freq_mask: 2
        apply_time_mask: true
        time_mask_width_range:
        - 0
        - 40
        num_time_mask: 2
    normalize: global_mvn
    normalize_conf:
        stats_file: exp/asr_stats_raw_bpe5000_sp/train/feats_stats.npz
    preencoder: null
    preencoder_conf: {}
    encoder: conformer
    encoder_conf:
        output_size: 512
        attention_heads: 8
        linear_units: 2048
        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
        pos_enc_layer_type: rel_pos
        selfattention_layer_type: rel_selfattn
        activation_type: swish
        use_cnn_module: true
        cnn_module_kernel: 31
    decoder: transformer
    decoder_conf:
        attention_heads: 8
        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
    distributed: true
  • LM config
    config: conf/tuning/train_lm_transformer2.yaml
    print_config: false
    log_level: INFO
    dry_run: false
    iterator_type: sequence
    output_dir: exp/lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue
    ngpu: 1
    seed: 0
    num_workers: 1
    num_att_plot: 3
    dist_backend: nccl
    dist_init_method: file:///home/kamo/work/espnet/egs2/librispeech/asr1/exp/lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue/.dist_init_0173e6f2-7b0f-4a4f-9b0a-f3e1922ff565
    dist_world_size: 16
    dist_rank: 0
    local_rank: 0
    dist_master_addr: null
    dist_master_port: null
    dist_launcher: slurm
    multiprocessing_distributed: true
    cudnn_enabled: true
    cudnn_benchmark: false
    cudnn_deterministic: true
    collect_stats: false
    write_collected_feats: false
    max_epoch: 25
    patience: null
    val_scheduler_criterion:
    - valid
    - loss
    early_stopping_criterion:
    - valid
    - loss
    - min
    best_model_criterion:
    -   - valid
        - loss
        - min
    keep_nbest_models: 10
    grad_clip: 5.0
    grad_clip_type: 2.0
    grad_noise: false
    accum_grad: 2
    no_forward_run: false
    resume: true
    train_dtype: float32
    use_amp: true
    log_interval: null
    unused_parameters: false
    use_tensorboard: true
    use_wandb: false
    wandb_project: null
    wandb_id: null
    pretrain_path: null
    init_param: []
    num_iters_per_epoch: null
    batch_size: 20
    valid_batch_size: null
    batch_bins: 500000000
    valid_batch_bins: null
    train_shape_file:
    - exp/lm_stats_bpe5000/train/text_shape.bpe
    valid_shape_file:
    - exp/lm_stats_bpe5000/valid/text_shape.bpe
    batch_type: numel
    valid_batch_type: null
    fold_length:
    - 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/lm_train.txt
        - text
        - text
    valid_data_path_and_name_and_type:
    -   - 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: 0.005
    scheduler: warmuplr
    scheduler_conf:
        warmup_steps: 25000
    token_list:
    - 
    - 
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    - S
    - ▁AND
    - ▁OF
    - ▁TO
    - ▁A
    - ▁IN
    - ▁I
    - ▁HE
    - ▁THAT
    - ▁WAS
    - ED
    - ▁IT
    - ''''
    - ▁HIS
    - ING
    - ▁YOU
    - ▁WITH
    - ▁FOR
    - ▁HAD
    - T
    - ▁AS
    - ▁HER
    - ▁IS
    - ▁BE
    - ▁BUT
    - ▁NOT
    - ▁SHE
    - D
    - ▁AT
    - ▁ON
    - LY
    - ▁HIM
    - ▁THEY
    - ▁ALL
    - ▁HAVE
    - ▁BY
    - ▁SO
    - ▁THIS
    - ▁MY
    - ▁WHICH
    - ▁ME
    - ▁SAID
    - ▁FROM
    - ▁ONE
    - Y
    - E
    - ▁WERE
    - ▁WE
    - ▁NO
    - N
    - ▁THERE
    - ▁OR
    - ER
    - ▁AN
    - ▁WHEN
    - ▁ARE
    - ▁THEIR
    - ▁WOULD
    - ▁IF
    - ▁WHAT
    - ▁THEM
    - ▁WHO
    - ▁OUT
    - M
    - ▁DO
    - ▁WILL
    - ▁UP
    - ▁BEEN
    - P
    - R
    - ▁MAN
    - ▁THEN
    - ▁COULD
    - ▁MORE
    - C
    - ▁INTO
    - ▁NOW
    - ▁VERY
    - ▁YOUR
    - ▁SOME
    - ▁LITTLE
    - ES
    - ▁TIME
    - RE
    - ▁CAN
    - ▁LIKE
    - LL
    - ▁ABOUT
    - ▁HAS
    - ▁THAN
    - ▁DID
    - ▁UPON
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    - IN
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    - ▁WELL
    - ▁ONLY
    - B
    - ▁SEE
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    - ▁TWO
    - L
    - ▁KNOW
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    - ▁BEFORE
    - A
    - AL
    - ▁OUR
    - ▁OLD
    - ▁SHOULD
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    - ▁AFTER
    - ▁GREAT
    - ▁DAY
    - ▁MUST
    - ▁COME
    - ▁HOW
    - ▁SUCH
    - ▁CAME
    - LE
    - ▁WHERE
    - ▁US
    - ▁NEVER
    - ▁THESE
    - ▁MUCH
    - ▁DE
    - ▁MISTER
    - ▁WAY
    - G
    - ▁S
    - ▁MAY
    - ATION
    - ▁LONG
    - OR
    - ▁AM
    - ▁FIRST
    - ▁BACK
    - ▁OWN
    - ▁RE
    - ▁AGAIN
    - ▁SAY
    - ▁MEN
    - ▁WENT
    - ▁HIMSELF
    - ▁HERE
    - NESS
    - ▁THINK
    - V
    - IC
    - ▁EVEN
    - ▁THOUGHT
    - ▁HAND
    - ▁JUST
    - ▁O
    - ▁UN
    - VE
    - ION
    - ▁ITS
    - 'ON'
    - ▁MAKE
    - ▁MIGHT
    - ▁TOO
    - K
    - ▁AWAY
    - ▁LIFE
    - TH
    - ▁WITHOUT
    - ST
    - ▁THROUGH
    - ▁MOST
    - ▁TAKE
    - ▁DON
    - ▁EVERY
    - F
    - O
    - ▁SHALL
    - ▁THOSE
    - ▁EYES
    - AR
    - ▁STILL
    - ▁LAST
    - ▁HOUSE
    - ▁HEAD
    - ABLE
    - ▁NOTHING
    - ▁NIGHT
    - ITY
    - ▁LET
    - ▁MANY
    - ▁OFF
    - ▁BEING
    - ▁FOUND
    - ▁WHILE
    - EN
    - ▁SAW
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    - ▁PEOPLE
    - ▁FACE
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    - CH
    - ▁UNDER
    - ▁ONCE
    - ▁TELL
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    - ▁THREE
    - ▁PLACE
    - ▁ROOM
    - ▁YET
    - ▁SAME
    - IL
    - US
    - U
    - ▁FATHER
    - ▁RIGHT
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    - ▁THOUGH
    - ▁ANOTHER
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    - RI
    - ▁HEART
    - IT
    - ▁PUT
    - ▁TOOK
    - ▁GIVE
    - ▁EVER
    - ▁E
    - ▁PART
    - ▁WORK
    - ERS
    - ▁LOOK
    - ▁NEW
    - ▁KING
    - ▁MISSUS
    - ▁SIR
    - ▁LOVE
    - ▁MIND
    - ▁LOOKED
    - W
    - RY
    - ▁ASKED
    - ▁LEFT
    - ET
    - ▁LIGHT
    - CK
    - ▁DOOR
    - ▁MOMENT
    - RO
    - ▁WORLD
    - ▁THINGS
    - ▁HOME
    - UL
    - ▁THING
    - LA
    - ▁WHY
    - ▁MOTHER
    - ▁ALWAYS
    - ▁FAR
    - FUL
    - ▁WATER
    - CE
    - IVE
    - UR
    - ▁HEARD
    - ▁SOMETHING
    - ▁SEEMED
    - I
    - LO
    - ▁BECAUSE
    - OL
    - ▁END
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    - ▁TRACE
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    - ▁OBSERVE
    - ▁BASKET
    - ▁LACK
    - VILLE
    - ▁SPIRITS
    - ▁EXCITED
    - ▁ABANDON
    - ▁SHINING
    - ▁FULLY
    - ▁CALLING
    - ▁CONSIDERABLE
    - ▁SPRANG
    - ▁MILE
    - ▁DOZEN
    - ▁PEA
    - ▁DANGEROUS
    - ▁WIT
    - ▁JEW
    - ▁POUNDS
    - ▁FOX
    - ▁INFORMATION
    - ▁LIES
    - ▁DECK
    - NNY
    - ▁PAUL
    - ▁STARS
    - ▁ANGER
    - ▁SETTLE
    - ▁WILLING
    - ▁ADAM
    - ▁FACES
    - ▁SMITH
    - ▁IMPORTANCE
    - ▁STRAIN
    - WAR
    - ▁SAM
    - ▁FEATHER
    - ▁SERVED
    - ▁AUTHOR
    - ▁PERCEIVED
    - ▁FLAME
    - ▁DIVINE
    - ▁TRAIL
    - ▁ANYBODY
    - ▁SIGH
    - ▁DELICATE
    - KY
    - ▁FOLD
    - ▁HAVEN
    - ▁DESIRED
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    - ▁PRACTICE
    - ▁CONSIDERATION
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    - ▁CITIZEN
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    - ▁INTERESTED
    - ▁MEAT
    - ▁OCCUPIED
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    - ▁THROAT
    - ETTE
    - ▁CANDLE
    - ▁DAWN
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    - IED
    - ▁ROCKS
    - ▁PORTION
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    - ▁PRESENTED
    - ▁TIGHT
    - ▁ACTUALLY
    - ▁DYING
    - ▁HAM
    - ▁DAILY
    - ▁SUFFERED
    - ▁POLITICAL
    - ▁BODIES
    - ▁MODERN
    - ▁COMPLETELY
    - ▁SOONER
    - TAN
    - ▁PROP
    - ▁ADVANCE
    - ▁REFUSED
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    - ▁POLITE
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    - ▁ELSIE
    - ▁SAILOR
    - ▁SUGGESTED
    - ▁PLATE
    - ▁AID
    - ▁FLESH
    - ▁WEEP
    - ▁BUCK
    - ▁ANTI
    - ▁OCEAN
    - ▁SPEND
    - WELL
    - ▁ODD
    - ▁GOVERNOR
    - ▁ENTRANCE
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    - ▁STEPPED
    - ▁RAPIDLY
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    - ▁FLIGHT
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    - ▁ENTIRE
    - ▁INDIANS
    - ASH
    - ▁CAPITAL
    - ▁MAMMA
    - HAR
    - ▁CORRECT
    - ▁CRACK
    - ▁SENSATION
    - ▁WORST
    - ▁PACE
    - ▁MIDST
    - ▁AUGUST
    - ▁PROPORTION
    - ▁INNOCENT
    - LINESS
    - ▁REGARDED
    - ▁DRIVEN
    - ORD
    - ▁HASTE
    - ▁EDUCATION
    - ▁EMPLOY
    - ▁TRULY
    - ▁INSTRUMENT
    - ▁MAG
    - ▁FRAME
    - ▁FOOLISH
    - ▁TAUGHT
    - ▁HANG
    - ▁ARGUMENT
    - ▁NINETEEN
    - ▁ELDER
    - ▁NAY
    - ▁NEEDED
    - ▁NEIGHBOR
    - ▁INSTRUCT
    - ▁PAPERS
    - ▁REWARD
    - ▁EQUALLY
    - ▁FIELDS
    - ▁DIG
    - HIN
    - ▁CONDITIONS
    - JA
    - ▁SPAR
    - ▁REQUEST
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    - ▁REMARKABLE
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    - ▁WORSHIP
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    - IGHT
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    - ▁MOREOVER
    - ▁OPERATION
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    - ▁ASSERT
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    - ▁ENEMIES
    - ▁MYSTERIOUS
    - ▁DEPTH
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    - ▁TRE
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    - ▁NERVOUS
    - ▁PARA
    - ▁URGE
    - ▁ROAR
    - ▁WOUNDED
    - ▁CHAIN
    - ▁PRODUCE
    - ▁REFLECTION
    - ▁MERCHANT
    - ▁QUARREL
    - ▁GLORY
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    - CUS
    - ▁QUEER
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    - ▁JEALOUS
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    - ▁COMPANIONS
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    - ▁PHIL
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    - ▁SHOES
    - ▁CONSCIOUSNESS
    - ▁KINDLY
    - ▁EVIDENT
    - ▁SCAR
    - ▁DETERMIN
    - ▁GRASP
    - ▁STEAL
    - ▁OWE
    - ▁KNIFE
    - ▁PRECIOUS
    - ▁ELEMENT
    - ▁PROCEEDED
    - ▁FEVER
    - ▁LEADER
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    - ▁EASE
    - ▁GRIM
    - ▁MOUNT
    - ▁MEANWHILE
    - ▁CENTURY
    - OON
    - ▁JUDGMENT
    - ▁AROSE
    - ▁VISION
    - ▁SPARE
    - ▁EXTREME
    - ▁CONSTANT
    - ▁OBSERVATION
    - ▁THRUST
    - ▁DELAY
    - ▁CENT
    - ▁INCLUD
    - ▁LIFT
    - ▁ADMIRE
    - ▁ISSUE
    - ▁FRIENDSHIP
    - ▁LESSON
    - ▁PRINCIPAL
    - ▁MOURN
    - ▁ACCEPTED
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    - ▁CAPABLE
    - ▁EXTRAORDINARY
    - ▁SANG
    - ▁REMOVED
    - ▁HOPED
    - ▁HORN
    - ▁ALICE
    - ▁MUD
    - ▁APARTMENT
    - ▁FIGHTING
    - ▁BLAME
    - ▁TREMBLING
    - ▁SOMEBODY
    - ▁ANYONE
    - ▁BRIDE
    - ▁READER
    - ▁ROB
    - ▁EVERYWHERE
    - ▁LABOUR
    - ▁RECALL
    - ▁BULL
    - ▁HIT
    - ▁COUNCIL
    - ▁POPULAR
    - ▁CHAP
    - ▁TRIAL
    - ▁DUN
    - ▁WISHES
    - ▁BRILLIANT
    - ▁ASSURED
    - ▁FORGOT
    - ▁CONTINUE
    - ▁ACKNOWLEDG
    - ▁RETREAT
    - ▁INCREASED
    - ▁CONTEMPT
    - ▁GRANDFATHER
    - ▁SYMPATHY
    - ▁GHOST
    - ▁STRETCHED
    - ▁CREATURES
    - ▁CAB
    - ▁HIND
    - ▁PLAYING
    - ▁MISERABLE
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    - ▁KINDNESS
    - ▁HIGHEST
    - ▁PRIM
    - ▁KISSED
    - ▁DESERVE
    - ▁HUT
    - ▁BEGGED
    - ▁EIGHTY
    - ▁CLOSELY
    - ▁WONDERED
    - ▁MILITARY
    - ▁REMIND
    - ▁ACCORDINGLY
    - ▁LARGER
    - ▁MAINTAIN
    - ▁ENGINE
    - ▁MOTIVE
    - ▁DESTROY
    - ▁STRIP
    - ▁HANS
    - ▁AHEAD
    - ▁INFINITE
    - ▁PROMPT
    - ▁INFORMED
    - TTLE
    - ▁PEER
    - ▁PRESSED
    - ▁TRAP
    - ▁SOMEWHERE
    - ▁BOUGHT
    - ▁VISIBLE
    - ▁ASHAMED
    - ▁TEAR
    - ▁NEIGHBOUR
    - ▁CONSTITUTION
    - ▁INTELLIGENCE
    - ▁PROFESSION
    - ▁HUNGRY
    - RIDGE
    - ▁SMELL
    - ▁STORIES
    - ▁LISTENING
    - ▁APPROACH
    - ▁STRING
    - ▁EXPLANATION
    - ▁IMMENSE
    - ▁RELIGIOUS
    - ▁THROUGHOUT
    - ▁HOLLOW
    - ▁AWAIT
    - ▁FLYING
    - ▁SCREAM
    - ▁ACTIVE
    - ▁RUM
    - ▁PRODUCT
    - ▁UNHAPPY
    - ▁VAGUE
    - ARIES
    - ▁ELIZABETH
    - ▁STUPID
    - ▁DIGNITY
    - ▁ISABEL
    - GAR
    - ▁BRO
    - ▁PITCH
    - ▁COMRADE
    - ▁STIFF
    - ▁RECKON
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    - ▁CRYING
    - ▁MAGIC
    - ▁REPEAT
    - PORT
    - ▁MARKED
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    - ▁NEST
    - ▁TRICK
    - ▁THOROUGHLY
    - ▁HOSPITAL
    - ▁WEAPON
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    - ▁STYLE
    - ▁ADMITTED
    - ▁SAFETY
    - FIELD
    - ▁UNDERSTANDING
    - ▁TREMBLE
    - ▁PRINT
    - ▁SLAVES
    - ▁WEARY
    - ▁ARTIST
    - ▁CREDIT
    - BURG
    - ▁CONCLUSION
    - ▁SELDOM
    - ▁UNUSUAL
    - ▁CLOUDS
    - ▁UNABLE
    - ▁GAY
    - ▁HANGING
    - ▁SCR
    - ▁BOWED
    - ▁DAVID
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    - ▁PUSHED
    - ▁ESCAPED
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    - ▁WARN
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    - ▁EXHIBIT
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    - ▁BRUSH
    - ▁BID
    - ▁SUCCESSFUL
    - ▁EXTENT
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    - ▁MID
    - ▁MOOD
    - ▁ARRANGED
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    - ▁JIM
    - ▁SIGNAL
    - ▁WHILST
    - ▁PHILIP
    - ▁WOLF
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    - ▁EAGERLY
    - ▁BILLY
    - ▁RETURNING
    - ▁CONSCIENCE
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    - ▁FEMALE
    - ▁GLEAM
    - ▁HASTILY
    - ▁PROVIDED
    - ▁OBTAIN
    - ▁INSTINCT
    - ▁CONCERNED
    - ▁CONCERNING
    - ▁SOMEHOW
    - ▁PINK
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    - ▁ACCUSTOMED
    - ▁UNCONSCIOUS
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    - ▁TINY
    - ▁REFUSE
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    - ▁PEASANT
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    - ▁WASTE
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    - ▁CONSTANTLY
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    - MMED
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    - HOUSE
    - ▁KIT
    - ▁RANG
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    - ▁APART
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    - ▁MERCY
    - ▁BARK
    - ▁LUC
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    - ▁ATTITUDE
    - ▁ENDURE
    - ▁DELIGHTFUL
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    - ▁PATIENCE
    - ▁LOCAL
    - ▁UTTERED
    - ▁VICTORY
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    - ▁WAG
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    - ▁TITLE
    - ▁TROOPS
    - ▁TRIUMPH
    - ▁REAR
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    - ▁HUMBLE
    - ▁WRITER
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    - ▁RANGE
    - ▁OBTAINED
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    - ▁MAC
    - ▁JUMPED
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    - ▁UGLY
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    - ▁MARKET
    - ▁WISDOM
    - ▁PRECISE
    - ▁CURRENT
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    - ▁WOODEN
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    - ▁SENSIBLE
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    - ▁GIL
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    - ▁UTTERLY
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    - ▁EXPERIMENT
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    - FOLD
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    - ▁LAP
    - ▁EPI
    - ▁PUNISH
    - ▁WEDDING
    - ▁RECOGNIZED
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    - ▁VICTIM
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    - ▁UNEXPECTED
    - ▁CONCEIVE
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    - ▁ADDITION
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    - ▁VARI
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    - ▁GESTURE
    - ▁BUSH
    - ▁STEEL
    - ▁AFFECTED
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    - ▁SADDLE
    - ▁TY
    - ▁ARISE
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    - ▁VEIL
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    - ▁INCLINED
    - ▁DECEIVE
    - ▁DARLING
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    - HU
    - ▁ENORMOUS
    - ▁RESTRAIN
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    - ▁CITIES
    - ▁ORIGIN
    - ▁EXECUT
    - ▁FINAL
    - ▁INHABITANTS
    - ▁STABLE
    - ▁CHIN
    - ▁PARTIES
    - ▁PLUNGE
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    - ▁ANNOUNCED
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    - CHI
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    - ▁FORBID
    - ▁MODEST
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    - ▁ANYHOW
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    - ▁TOMORROW
    - ▁THRONG
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