espnet audio automatic-speech-recognition en dataset:tedlium3 arxiv:1804.00015 license:cc-by-4.0 region:us
---
datasets:
- tedlium3
language: en
license: cc-by-4.0
tags:
- espnet
- audio
- automatic-speech-recognition
---

## ESPnet2 ASR model

### `zbrunner/hallucination_noisetag`

This model was trained by zbrunner using tedlium3 recipe in [espnet](https://github.com/espnet/espnet/).

### Demo: How to use in ESPnet2

Follow the [ESPnet installation instructions](https://espnet.github.io/espnet/installation.html)
if you haven't done that already.

```bash
cd espnet
git checkout 06693f5abd8cc8c8a34d92cf655b81be8ca27db0
pip install -e .
cd egs2/tedlium3/asr1.9_enc6_dec6_att8_lr0.002_heldback_noiseid_transcr
./run.sh --skip_data_prep false --skip_train true --download_model zbrunner/hallucination_noisetag
```

<!-- Generated by scripts/utils/show_asr_result.sh -->
# RESULTS
## Environments
- date: `Sun Aug 18 12:59:05 BST 2024`
- python version: `3.10.8 (main, Nov 24 2022, 14:13:03) [GCC 11.2.0]`
- espnet version: `espnet 202402`
- pytorch version: `pytorch 1.13.1+cu116`
- Git hash: `06693f5abd8cc8c8a34d92cf655b81be8ca27db0`
  - Commit date: `Thu Jun 27 19:07:30 2024 +0100`

## exp/asr_train_raw_en_bpe10000_sp
### WER

|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|decode_asr_model_valid.acc.ave/test|1155|27500|74.0|16.4|9.6|3.3|29.3|100.0|
|decode_asr_model_valid.acc.ave/test_hb|1695|28699|67.1|18.8|14.2|4.1|37.0|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_2s_10snr_varsnr_reverb|855|28699|66.0|27.8|6.2|20.3|54.3|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_2s_2snr_silnoise|855|28699|90.7|5.9|3.4|12.5|21.8|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr|855|28699|83.6|13.3|3.1|16.8|33.3|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_reverb|855|28699|52.3|37.9|9.9|20.5|68.2|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_silnoise|855|28699|90.7|5.8|3.4|12.2|21.4|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_silnoise_reverb|855|28699|75.3|19.9|4.8|19.0|43.8|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_3s_10snr_varsnr_reverb|855|28699|62.7|27.5|9.8|19.7|57.0|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_3s_nonoise|855|28699|91.0|5.8|3.2|14.9|23.9|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_nonoise|855|28699|91.1|5.7|3.1|12.8|21.7|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_nonoise_reverb|855|28699|72.4|22.4|5.2|12.5|40.1|100.0|
|decode_asr_model_valid.acc.ave/test_heldback|1564|26404|64.5|20.3|15.2|4.2|39.7|100.0|
|decode_asr_model_valid.acc.ave/test_noiseid|150|0|0.0|0.0|0.0|0.0|0.0|100.0|

### CER

|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|decode_asr_model_valid.acc.ave/test|1155|145066|81.9|7.9|10.3|3.8|22.0|100.0|
|decode_asr_model_valid.acc.ave/test_hb|1695|153212|75.4|9.3|15.3|4.1|28.7|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_2s_10snr_varsnr_reverb|855|154052|80.4|10.9|8.7|19.5|39.1|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_2s_2snr_silnoise|855|154052|94.3|1.7|4.0|11.1|16.8|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr|855|154052|91.2|4.7|4.1|16.0|24.8|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_reverb|855|154052|70.6|15.6|13.8|20.2|49.7|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_silnoise|855|154052|94.3|1.6|4.1|10.9|16.6|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_silnoise_reverb|855|154052|86.1|7.5|6.5|17.7|31.6|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_3s_10snr_varsnr_reverb|855|154052|76.8|10.8|12.3|19.6|42.8|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_3s_nonoise|855|154052|94.6|1.6|3.8|14.5|19.9|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_nonoise|855|154052|94.7|1.6|3.7|11.8|17.1|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_nonoise_reverb|855|154052|84.3|8.9|6.7|12.9|28.5|100.0|
|decode_asr_model_valid.acc.ave/test_heldback|1564|140769|73.6|10.0|16.4|4.2|30.6|100.0|
|decode_asr_model_valid.acc.ave/test_noiseid|150|0|0.0|0.0|0.0|0.0|0.0|100.0|

### TER

|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|decode_asr_model_valid.acc.ave/test|1155|31518|72.0|19.8|8.2|5.6|33.6|100.0|
|decode_asr_model_valid.acc.ave/test_hb|1695|33855|65.5|20.9|13.6|6.5|41.0|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_2s_10snr_varsnr_reverb|855|33855|63.5|27.4|9.1|23.7|60.2|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_2s_2snr_silnoise|855|33855|87.2|6.0|6.8|14.0|26.8|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr|855|33855|80.6|13.2|6.2|20.2|39.7|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_reverb|855|33855|50.3|37.0|12.6|23.7|73.4|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_silnoise|855|33855|87.3|5.9|6.9|13.8|26.5|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_silnoise_reverb|855|33855|72.2|19.7|8.1|21.3|49.1|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_3s_10snr_varsnr_reverb|855|33855|60.1|27.0|12.9|25.0|64.9|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_3s_nonoise|855|33855|87.6|6.0|6.5|19.5|31.9|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_nonoise|855|33855|87.7|5.8|6.4|15.1|27.3|100.0|
|decode_asr_model_valid.acc.ave/test_hb_multi2_nonoise_reverb|855|33855|69.6|22.0|8.4|16.9|47.3|100.0|
|decode_asr_model_valid.acc.ave/test_heldback|1564|31126|63.1|22.6|14.4|6.5|43.4|100.0|
|decode_asr_model_valid.acc.ave/test_noiseid|150|0|0.0|0.0|0.0|0.0|0.0|100.0|

## ASR config

<details><summary>expand</summary>

```
config: conf/train.yaml
print_config: false
log_level: INFO
drop_last_iter: false
dry_run: false
iterator_type: sequence
valid_iterator_type: null
output_dir: exp/asr_train_raw_en_bpe10000_sp
ngpu: 1
seed: 2022
num_workers: 2
num_att_plot: 3
dist_backend: nccl
dist_init_method: env://
dist_world_size: 2
dist_rank: 0
local_rank: 0
dist_master_addr: localhost
dist_master_port: 40285
dist_launcher: null
multiprocessing_distributed: true
unused_parameters: false
sharded_ddp: false
cudnn_enabled: true
cudnn_benchmark: false
cudnn_deterministic: true
collect_stats: false
write_collected_feats: false
max_epoch: 50
patience: 5
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: null
use_matplotlib: true
use_tensorboard: true
create_graph_in_tensorboard: false
use_wandb: false
wandb_project: null
wandb_id: null
wandb_entity: null
wandb_name: null
wandb_model_log_interval: -1
detect_anomaly: false
use_adapter: false
adapter: lora
save_strategy: all
adapter_conf: {}
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: 12000000
valid_batch_bins: null
train_shape_file:
- exp/asr_stats_raw_en_bpe10000_sp/train/speech_shape
- exp/asr_stats_raw_en_bpe10000_sp/train/text_shape.bpe
valid_shape_file:
- exp/asr_stats_raw_en_bpe10000_sp/valid/speech_shape
- exp/asr_stats_raw_en_bpe10000_sp/valid/text_shape.bpe
batch_type: numel
valid_batch_type: null
fold_length:
- 80000
- 150
sort_in_batch: descending
shuffle_within_batch: false
sort_batch: descending
multiple_iterator: false
chunk_length: 500
chunk_shift_ratio: 0.5
num_cache_chunks: 1024
chunk_excluded_key_prefixes: []
chunk_default_fs: null
chunk_max_abs_length: null
chunk_discard_short_samples: true
train_data_path_and_name_and_type:
-   - dump/raw/train_noiseid_transcr_sp/wav.scp
    - speech
    - kaldi_ark
-   - dump/raw/train_noiseid_transcr_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
allow_multi_rates: false
valid_max_cache_size: null
exclude_weight_decay: false
exclude_weight_decay_conf: {}
optim: adam
optim_conf:
    lr: 0.001
    weight_decay: 1.0e-06
scheduler: warmuplr
scheduler_conf:
    warmup_steps: 10000
token_list:
- <blank>
- <unk>
- '[unk]'
- ▁
- ▁the
- ▁and
- s
- ▁to
- ▁of
- ''''
- ▁a
- ▁that
- ▁i
- ▁in
- ▁it
- ▁we
- ▁you
- ▁is
- ▁this
- ▁so
- ▁they
- t
- ▁was
- ▁for
- ▁are
- ▁have
- ▁but
- ▁on
- ▁what
- ▁with
- ▁can
- ▁one
- re
- ▁be
- ▁about
- ▁there
- ▁not
- ▁all
- ▁at
- ▁do
- ▁my
- ▁as
- ▁people
- ▁like
- ▁if
- ▁from
- ▁our
- ing
- ▁or
- ▁an
- ▁he
- ▁these
- ▁just
- d
- ▁when
- ▁now
- ▁because
- m
- ▁me
- ▁out
- ed
- ▁by
- ▁how
- ▁very
- ▁up
- ▁more
- ▁had
- ▁them
- ▁know
- ▁going
- ▁who
- ▁their
- ▁think
- ve
- ▁see
- ▁your
- ▁were
- ▁would
- ▁which
- ▁get
- ▁two
- ▁really
- ▁us
- ▁time
- ▁here
- ▁world
- ▁then
- ▁some
- ▁has
- ▁don
- ▁into
- ▁way
- ▁where
- ▁actually
- ▁will
- ▁other
- ▁could
- ▁years
- ▁things
- ▁go
- ▁make
- ▁want
- ▁been
- ▁no
- ▁she
- ▁those
- ▁right
- ▁first
- ▁well
- ▁something
- ▁thousand
- ▁than
- ▁hundred
- ly
- ▁new
- ▁over
- ▁also
- ▁look
- ▁thing
- ▁even
- ▁said
- ▁most
- ▁back
- ▁much
- ▁work
- ▁little
- ▁his
- ▁only
- ▁life
- ▁got
- ▁many
- ▁need
- ▁take
- y
- ▁say
- ▁three
- ▁lot
- ll
- ▁her
- ▁did
- ▁kind
- ▁every
- ▁around
- ▁good
- ▁different
- ▁why
- e
- ▁down
- ▁let
- ▁through
- er
- ▁being
- ▁same
- ▁come
- ▁five
- ▁day
- ▁use
- ▁put
- ▁year
- ▁doing
- n
- ▁human
- ▁any
- ▁called
- r
- ▁after
- ▁made
- ▁percent
- ▁tell
- ▁today
- ▁change
- ▁find
- ▁four
- ▁fact
- ▁didn
- ▁talk
- ▁own
- ▁great
- ▁idea
- ▁point
- ▁last
- ▁before
- ▁started
- ▁another
- ▁never
- ▁might
- ▁give
- ▁should
- ▁big
- ▁better
- ▁thought
- al
- es
- ▁twenty
- ▁system
- ▁part
- ▁important
- ▁went
- ▁still
- ▁problem
- ▁start
- ▁off
- ▁each
- ▁together
- ▁brain
- ▁next
- ▁ten
- ▁women
- ▁able
- ▁him
- ▁show
- ▁long
- ▁came
- ▁place
- ▁course
- ▁few
- ▁ago
- ▁does
- ▁again
- ▁story
- ▁bit
- ▁water
- ▁found
- ▁used
- ▁between
- ▁data
- ▁technology
- c
- ▁question
- ▁end
- ▁too
- ▁love
- ▁maybe
- ▁school
- ▁example
- ▁mean
- ▁nine
- ▁understand
- ▁live
- ▁old
- ▁wanted
- ▁doesn
- ▁looking
- ▁may
- ▁call
- ▁help
- ▁person
- ▁children
- ▁real
- ▁done
- ▁believe
- ▁feel
- ▁ever
- ▁whole
- ▁six
- ▁always
- ▁sort
- ▁million
- ▁trying
- ▁working
- ▁country
- ▁away
- ▁everything
- ▁try
- ▁number
- ▁power
- ▁home
- ▁second
- ▁using
- o
- ▁space
- ▁fifty
- ▁money
- ▁information
- ▁design
- ▁thinking
- ▁create
- ▁become
- ▁took
- ▁man
- ▁small
- ▁means
- ▁high
- ▁kids
- ▁social
- ers
- ▁light
- ▁enough
- ▁best
- ▁left
- ▁thirty
- ▁sense
- ▁making
- ▁future
- ▁ask
- ▁seven
- ▁car
- ▁without
- ▁getting
- ▁city
- ▁probably
- ▁hard
- ▁science
- ▁eight
- ▁food
- ▁times
- p
- ▁less
- ▁building
- ▁body
- ▁quite
- a
- ▁family
- ▁told
- ▁talking
- ▁happened
- ▁build
- ▁energy
- ▁half
- en
- ▁health
- ▁hand
- ▁lives
- ▁earth
- ▁countries
- ▁imagine
- ▁war
- ▁care
- ▁moment
- ▁pretty
- ▁across
- ▁comes
- ▁interesting
- ▁stuff
- th
- ▁such
- ▁while
- ▁experience
- ▁men
- ▁anything
- le
- ▁thank
- ▁learn
- i
- ▁side
- ▁play
- ▁am
- ▁under
- ▁saw
- or
- ▁young
- ▁having
- ▁dollars
- ▁far
- ▁coming
- ▁room
- ▁open
- ▁happen
- ▁project
- ▁asked
- ▁remember
- ▁later
- ▁reason
- ▁once
- ▁living
- ▁case
- ▁un
- ▁computer
- ▁mind
- ▁yet
- ▁global
- ic
- ▁simple
- ▁seen
- ▁almost
- ▁bad
- ▁single
- ▁public
- ▁process
- ▁else
- ▁move
- l
- ▁inside
- ▁often
- ▁nothing
- ▁both
- k
- ▁community
- ▁matter
- ▁someone
- ▁picture
- ▁states
- ▁already
- ▁planet
- ▁days
- ▁set
- b
- ▁happens
- u
- ▁whether
- ▁africa
- g
- ▁face
- ▁answer
- ▁goes
- ▁keep
- able
- ▁within
- ▁wrong
- ▁order
- ▁billion
- ▁instead
- ▁history
- ▁business
- ation
- ▁problems
- ▁myself
- ▁possible
- ▁looked
- ▁cancer
- 'on'
- ▁government
- ▁job
- ▁sometimes
- ▁sure
- ▁control
- ▁group
- ▁ways
- in
- ▁saying
- ▁hope
- ▁top
- ▁months
- ▁child
- ▁basically
- ▁makes
- ▁book
- ▁bring
- ▁research
- ▁united
- f
- ▁couple
- ▁read
- ▁night
- ▁since
- ▁until
- ▁per
- ▁forty
- ▁guy
- ▁head
- ▁black
- ity
- ▁everybody
- ▁age
- ▁past
- ▁true
- ▁de
- ▁line
- ▁woman
- ▁run
- ▁share
- ▁state
- ▁cells
- ▁turn
- ▁says
- ▁words
- ▁stop
- ▁wasn
- ▁amazing
- ▁learned
- ▁heard
- ▁knew
- ▁model
- ▁built
- an
- ▁middle
- ▁ideas
- ▁though
- ▁decided
- ▁stories
- ▁nature
- ▁friends
- ▁mother
- ▁house
- ▁america
- ▁study
- ▁beautiful
- ▁became
- ▁internet
- ▁video
- ▁piece
- ▁education
- ▁art
- ▁level
- ▁language
- ▁word
- ▁heart
- ▁form
- ▁everyone
- ▁third
- ▁somebody
- ▁taking
- ch
- ▁society
- ▁species
- ▁against
- ness
- ▁exactly
- ▁sound
- ▁completely
- ▁huge
- ion
- ▁ourselves
- ▁music
- ▁happening
- ▁disease
- ▁hear
- ▁must
- ▁company
- ▁isn
- ▁large
- ▁looks
- ▁places
- ▁ninety
- ▁themselves
- ra
- ▁air
- ▁rather
- ▁front
- ar
- ▁turns
- ▁couldn
- ne
- ▁universe
- ▁students
- ▁god
- ▁name
- ▁itself
- ▁american
- ▁c
- ▁created
- ▁hours
- ▁team
- ▁environment
- el
- ▁questions
- ▁u
- ▁close
- ▁animals
- ▁worked
- ▁learning
- ▁entire
- ▁early
- ▁during
- ▁outside
- ▁yes
- ▁figure
- ▁free
- ▁least
- ▁machine
- ▁cell
- ▁perhaps
- ▁game
- ro
- ce
- ▁sixty
- ▁walk
- ▁along
- ▁minutes
- ▁okay
- ▁media
- ▁common
- ▁fifteen
- ▁scale
- ate
- ▁eighty
- v
- ▁particular
- ▁works
- ▁natural
- ▁ted
- ▁gave
- ▁based
- ▁won
- ▁laughter
- ▁cities
- ▁finally
- ▁size
- ▁full
- ▁culture
- ▁image
- ▁given
- ting
- ▁local
- ▁cost
- ▁behind
- ▁view
- ▁land
- ▁taken
- ▁area
- ▁white
- ▁difference
- ▁changed
- lo
- ▁ok
- ▁systems
- ▁easy
- ▁difficult
- us
- li
- ▁kinds
- ▁happy
- ▁felt
- w
- ri
- ▁population
- ▁companies
- ▁co
- ▁father
- ▁india
- te
- ▁leave
- ▁center
- ▁needed
- po
- ▁began
- ▁poor
- ▁deal
- ▁economic
- ▁yourself
- ▁turned
- il
- ▁spend
- ▁reality
- ▁seeing
- ▁national
- ▁news
- ▁political
- ▁death
- ▁realized
- ▁china
- est
- ▁york
- ▁powerful
- ▁red
- ▁test
- ▁beginning
- ▁simply
- ▁eyes
- ▁market
- ▁parents
- ▁pay
- ▁week
- ▁ocean
- ▁century
- ▁moving
- ur
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- ese
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- version
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- dia
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- nel
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- cc
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- ek
- ▁shifting
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- iff
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- uous
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- ▁whistle
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- ola
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- posted
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- right
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- controversial
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- mont
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- ▁accuracy
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- ▁diarrhea
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- ▁succeeded
- all
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- ria
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- gged
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- varian
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- cast
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- ▁predators
- coming
- proc
- integration
- ▁expressed
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- ▁12
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- hem
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- hong
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- ille
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- ▁desperate
- flow
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- iling
- significance
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- ▁centimeter
- ▁destination
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- ▁recognizing
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- ▁accent
- ▁proceed
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- ▁tribal
- ▁indoor
- ▁boundary
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- ▁touching
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- ▁duty
- ▁overwhelmed
- ▁athletes
- ▁voters
- ▁hopeful
- ▁airline
- ▁playful
- ▁realities
- ▁statue
- ▁sew
- ▁rejected
- ▁concentrated
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- ▁regularly
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- can
- ▁container
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- ▁mini
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- ▁assemble
- ▁unc
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- '8'
- ▁gui
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- ▁yell
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- uction
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- used
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- wood
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- nal
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- programmed
- wind
- '90'
- power
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- itis
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- hole
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- blew
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- axe
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- ache
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- rial
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- ▁underestimate
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- ▁onstage
- ▁delhi
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- ▁trunk
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- pan
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- field
- ix
- stand
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- ong
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- eb
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- ▁responding
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- scribe
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- plankton
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- ▁minimal
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- ghett
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- ▁epi
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- ▁boots
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- ▁approximately
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- ▁luc
- ▁alert
- ▁merge
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- ▁bacterial
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- lau
- ▁confronted
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- ▁talented
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- arian
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- ▁argued
- town
- ▁matched
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- ▁peru
- ▁shout
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- ▁systematic
- ▁bonobo
- ▁copenhagen
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- ▁dismiss
- ▁happily
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- ▁singular
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- ▁tedtalk
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- ▁thrust
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- ▁inhibit
- ▁insulin
- ▁overlook
- ▁prioritize
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- ▁applies
- ▁essay
- ▁forecast
- ▁intact
- ▁worship
- ▁friction
- ▁rigid
- ▁headache
- diac
- ▁unclear
- ▁disruption
- ▁grandma
- ▁midst
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- ▁valve
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- ▁nail
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- ▁accurately
- ▁posed
- ▁brit
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- pressed
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- ▁attracted
- pend
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- list
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- ▁accepting
- ▁yu
- ▁characteristic
- ▁hans
- ▁instruction
- holder
- ▁inhabit
- ▁pee
- '7'
- vian
- war
- water
- burg
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- una
- ▁stigma
- ▁automatic
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- ▁reclaim
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- ▁translator
- ▁abraham
- ▁anxious
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- ▁cattle
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- ▁tempo
- ▁desktop
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- ▁banana
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- ▁kilogram
- ▁robin
- ▁persist
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- itz
- eur
- ▁wipe
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- wash
- ference
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- ▁skeletal
- ▁unemployment
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- ▁hammer
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- ▁philip
- ▁presum
- ▁chuck
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- ▁gaze
- ▁inspect
- ▁bonus
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- ▁chasing
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- ▁nsa
- ▁greenland
- ▁princess
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- ▁pac
- play
- ▁progression
- ▁recycled
- ▁asthma
- ▁mob
- ▁conceptual
- ▁converted
- ▁tourist
- ▁legally
- ▁massively
- down
- ▁longest
- ▁fuse
- ▁justify
- ▁folding
- ▁dreaming
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- ▁tenth
- ▁regional
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- quin
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- mixing
- ▁plea
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- ▁perpetrat
- embodied
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- ▁blueprint
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- ▁neglect
- ▁nevertheless
- ▁promoting
- ▁regulator
- ▁sovereign
- ▁tokyo
- ▁widespread
- ▁chimps
- ▁extensive
- ▁maneuver
- ▁monday
- ▁crater
- ▁bosnia
- ▁buzz
- ▁cinema
- ▁suitcase
- ▁coloniz
- ▁shove
- ▁throat
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- ▁referred
- ▁bionic
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- ▁scarce
- ▁emma
- ▁carries
- ▁scientifically
- ▁protective
- ▁assist
- ▁disk
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- loom
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- ▁activated
- '50'
- ▁crank
- ▁fog
- ▁examin
- '20'
- lapping
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- mino
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- ▁simulate
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- ▁lee
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- ▁impose
- ▁submit
- ▁differ
- ean
- ▁gentle
- ▁conserv
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- ▁accelerating
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- ▁cockroach
- ▁cocktail
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- ▁evaluate
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- ▁alphabet
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- ▁scroll
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- ▁divine
- ▁tesla
- ▁dvd
- ▁equipped
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- ▁shaking
- ▁resemble
- ▁yale
- ▁alice
- ▁disruptive
- ▁blade
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- ▁empowerment
- ▁pillar
- ▁stasi
- lab
- ▁loot
- ▁lobe
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- ▁uber
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- lessness
- ▁critically
- ▁lover
- ▁mist
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- ▁poo
- ▁pale
- ▁obstacle
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- ▁prim
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- hav
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- ▁morph
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- ▁salmon
- ▁dough
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- ▁glove
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- ▁knit
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- ▁ashamed
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- ▁lottery
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- ▁swap
- ▁blob
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- ▁disappointed
- ▁stain
- dom
- ▁fitness
- ▁keen
- bound
- stick
- band
- ▁discussed
- ▁rooted
- ▁riding
- ▁behold
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- ▁vegetable
- ▁expectation
- ▁prosecut
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- grams
- ▁uncertain
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- ▁infrared
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- ▁symphony
- ▁wavelength
- ▁curtain
- ▁gamma
- ▁mixture
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- ▁surrender
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- ▁stairs
- ▁entities
- sembl
- ▁coordination
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- ▁logging
- ▁sync
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- ▁potent
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- ▁profitable
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- ▁quiz
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- ▁wiped
- ▁matches
- ▁dorm
- ▁apes
- ▁remix
- ▁ramp
- ▁bitter
- ▁veil
- ▁sue
- ▁financially
- ▁emergen
- ▁exceptional
- loid
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- ▁reminder
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- berry
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- ▁altogether
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- ▁boyfriend
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- ▁defect
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- ▁favela
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- ▁irrational
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- ▁metabolism
- ▁peanut
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- ▁releasing
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- ▁steady
- ▁tangible
- ▁thailand
- ▁ultraviolet
- ▁grabbed
- ▁sudan
- ▁problematic
- ▁prophet
- ▁feather
- ▁alliance
- ▁slept
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- ▁harry
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- ▁coincidence
- ▁hazar
- ▁versa
- ▁wives
- ▁clone
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- ▁ridge
- ▁delete
- ▁fda
- ▁thankfully
- ▁weakness
- ▁acceptable
- ▁grim
- ▁whip
- ound
- ▁vibrat
- ▁maximize
- ▁enormously
- roots
- ▁reuse
- ▁noble
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- ▁blo
- ▁articulate
- ▁beef
- bility
- ▁menu
- ▁ross
- ▁marked
- ▁arabia
- ▁heroin
- ▁snap
- ▁ingredient
- ▁folk
- ▁ngo
- ▁unfortunate
- '9'
- ▁flap
- ▁encrypt
- ▁diminish
- ▁eternal
- ▁guidance
- ▁incremental
- ▁integrity
- ▁kennedy
- ▁metabolic
- ▁monarch
- ▁mozart
- ▁neocortex
- ▁obscure
- ▁pepper
- ▁promising
- ▁pursuing
- ▁rectangle
- ▁slaughter
- ▁superhero
- ▁tuberculosis
- ▁utility
- ▁vocabulary
- ▁continual
- ▁fishermen
- ▁superior
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- writing
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- craft
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- characterized
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- lifting
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- keep
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- mond
- structure
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- contacted
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- scale
- ▁100
- suit
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- shaw
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- ▁orphanage
- ▁anatomical
- ▁panama
- ▁excessive
- ▁portland
- ▁persistent
- ▁franklin
- ▁dividend
- ▁urine
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- ▁strive
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- ▁bluefin
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- egan
- cock
- ▁revolutionize
- chemical
- screen
- worth
- ▁tab
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- marin
- effectiveness
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- ▁patholog
- ▁vibrate
- ▁arriv
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- ▁strat
- ripping
- ▁strap
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- ▁southwest
- ▁archaeolog
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- galactic
- orthodox
- ▁aquatic
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- ▁caltech
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- ▁ethanol
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- ▁lightweight
- ▁multiplic
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- ▁vibrant
- ▁virtuous
- ▁wizard
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- ▁erotic
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- ▁mangrove
- ▁sociologist
- ▁waterfall
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- ▁gently
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- ▁fetch
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- ▁behaving
- ▁rotation
- ▁stink
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- ▁nathan
- ▁prompt
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- ▁propagat
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- ▁spawn
- ▁comprise
- ▁moderate
- ▁ideo
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- ▁symbio
- ▁ruling
- ▁martian
- quart
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- ▁forgiveness
- ▁payload
- ▁peek
- ▁beast
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- ▁tumbl
- ▁outlier
- ▁functionality
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- ▁chin
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- ▁rally
- ▁hover
- brook
- ▁navigation
- ▁hindu
- ▁coaches
- ▁climbers
- ▁flute
- ▁uran
- fusing
- ▁tailor
- ▁wil
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- skies
- ▁esp
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- ▁fertil
- tended
- paid
- strom
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- ometer
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- ▁explicit
- ▁remark
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- scape
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- ▁bangalore
- ▁barefoot
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- ▁cascade
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- ▁heartbeat
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- ▁katrina
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- ▁landfill
- ▁larvae
- ▁modular
- ▁nickname
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- ▁queue
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- ▁shiny
- ▁mound
- ventilat
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- residential
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- liability
- minent
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- ▁circumstance
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- ▁rib
- usable
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- ▁optimist
- ▁advanc
- finished
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- told
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- ▁deliberate
- ▁intrinsic
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- ollywood
- ▁administrator
- ▁ambiguity
- ▁ancestry
- ▁antibodies
- ▁appointment
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- ▁deprivation
- ▁goliath
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- ▁horrified
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- ▁improbable
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- ▁irrigation
- ▁linguistic
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- ▁patriarch
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- ▁veronica
- ▁worthwhile
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- ▁aviation
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- ▁prominent
- ▁pension
- ▁sunset
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- ▁maryland
- ▁clash
- ▁viewpoint
- dental
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- ▁methodology
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- settling
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- ▁cubicle
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- ▁christianity
- ▁counselor
- ▁maid
- alignment
- ▁dreadful
- ▁pakistani
- disturbed
- ▁emission
- ▁initiate
- ▁secretar
- governmental
- ▁scot
- ofi
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- icular
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- ▁generalize
- availability
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- ▁stimulus
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- ▁decentralized
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- ▁stride
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- ▁interval
- ▁instructor
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- tapped
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- ▁strawberr
- ▁altruistic
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- ▁25
- ▁navigat
- rowing
- ▁metaphorical
- ▁strippe
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- ▁impress
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- ▁accumulating
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- ▁arkansas
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- ▁cochlea
- ▁constellation
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- ▁darfur
- ▁degradation
- ▁disclose
- ▁douglas
- ▁frugal
- ▁gecko
- ▁humidity
- ▁inadequate
- ▁incorrect
- ▁indefinite
- ▁leisure
- ▁mississippi
- ▁oprah
- ▁orangutan
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- ▁subset
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- ▁aisle
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- ▁sculptor
- ▁compile
- ▁alto
- ▁fibro
- ▁crisp
- ▁canoe
- robe
- sighted
- genesis
- ▁snapp
- ▁grandpa
- ▁resident
- centralized
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- ▁swam
- ▁disappoint
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- ▁antarctic
- undr
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- plausible
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- ▁harriet
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- ▁imposing
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- ▁mainframe
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- ▁measurable
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- ▁mockingbird
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- ▁overweight
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- ▁participatory
- ▁plural
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- ▁walmart
- ▁asphalt
- ▁bruce
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- captcha
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- ▁synchrony
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- ▁intrinsically
- agnes
- ▁begging
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- ▁radius
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- fauna
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- flux
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- ▁standardize
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- ▁immortal
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- ▁ambiguous
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- ▁cholesterol
- ▁complement
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- ▁dashboard
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- ▁headphones
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- ▁kentucky
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- ▁librarians
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- ▁margaret
- ▁messenger
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- ▁opaque
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- ▁persuasive
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- ▁reframe
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- ▁sanctuary
- ▁shrunk
- ▁spreadsheet
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- ▁tahrir
- ▁tehran
- ▁typeface
- ▁unlimited
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- ▁yogurt
- ▁bargain
- ▁cradle
- ▁dementia
- ▁eagle
- ▁embody
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- ▁photoshop
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- ▁refresh
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- ▁asperger
- ▁landmark
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- ▁rosetta
- weaving
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- ▁orgasm
- ▁trawl
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- ▁oxide
- ▁pdf
- ▁simplified
- ▁birch
- ▁porch
- ▁knob
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- ▁pediatrician
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- ▁kitten
- ▁wastewater
- ▁reset
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- ▁emulate
- ▁irish
- ▁ivan
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- aunch
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- leaned
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- ▁dedicate
- ▁intellect
- ▁telecom
- anthrop
- cogniz
- percussion
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- ▁automotive
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- ▁boulder
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- ▁cofounde
- ▁contemplate
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- ▁dividing
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- ▁doorstep
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- ▁dreyfus
- ▁emperor
- ▁exploding
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- ▁hospice
- ▁hypertension
- ▁impoverished
- ▁inadvertent
- ▁instagram
- ▁intangible
- ▁lakota
- ▁leveraging
- ▁lucifer
- ▁malaysia
- ▁mandarin
- ▁mermaid
- ▁mismatch
- ▁morgan
- ▁multicultural
- ▁napkin
- ▁nonverbal
- ▁perfume
- ▁photosynthesis
- ▁pollination
- ▁proliferation
- ▁puzzling
- ▁rearrange
- ▁relocate
- ▁ridicule
- ▁schizophrenic
- ▁scissors
- ▁sequester
- ▁socioeconomic
- ▁squirrel
- ▁subsidies
- ▁tadpole
- ▁tobacco
- ▁trajectories
- ▁translating
- ▁treadmill
- ▁umbrella
- ▁unthinkable
- ▁valentine
- ▁vienna
- consistency
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- ▁magnify
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- ▁deconstruct
- ▁edison
- ▁okapi
- ▁proxy
- ▁reptile
- ▁barbie
- ▁creek
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- ▁aftermath
- ▁cynical
- ▁discount
- ▁cereal
- ▁orchard
- ▁siege
- ▁anomaly
- ▁slash
- ▁venom
- ▁inquiry
- ▁premier
- ▁beaver
- ▁pollinate
- ▁gaming
- ▁nancy
- ▁alleged
- ▁geese
- ▁boreal
- ▁tangle
- ▁enduring
- ▁ecologist
- ▁casualties
- ▁cdc
- ▁doaa
- ▁minorities
- ▁staple
- ▁replicator
- ▁inertia
- ▁graf
- ▁interference
- ▁mantis
- ▁flare
- prehensi
- ▁burger
- ▁hedge
- biotic
- piece
- world
- ▁mobiliz
- born
- ▁customize
- ductive
- ▁participant
- ennial
- ▁uplift
- onomic
- ▁intersect
- ▁gradual
- ▁jealous
- ▁ineffective
- ▁appreciati
- ▁pediatric
- neurotransmitter
- ▁amendment
- ▁announcing
- ▁atrazine
- ▁bahamas
- ▁bipolar
- ▁bulgaria
- ▁bureaucracy
- ▁childbirth
- ▁comprehend
- ▁deceased
- ▁decisive
- ▁decorate
- ▁denounce
- ▁detriment
- ▁diabetic
- ▁dismantle
- ▁dubai
- ▁elusive
- ▁empathize
- ▁exchanging
- ▁expenditure
- ▁graham
- ▁horrifying
- ▁houston
- ▁hydrocarbon
- ▁illinois
- ▁imaginable
- ▁imbalance
- ▁imprisoned
- ▁infamous
- ▁inferior
- ▁influenza
- ▁innocence
- ▁jacque
- ▁madagascar
- ▁misunderstood
- ▁monopoly
- ▁numerical
- ▁ominous
- ▁outskirt
- ▁papua
- ▁portfolio
- ▁practitioner
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- ▁remnant
- ▁stewardship
- ▁stubborn
- ▁submission
- ▁thanksgiving
- ▁thigh
- ▁thursday
- ▁tribute
- ▁unbelievably
- ▁venezuela
- ▁wednesday
- ▁whistleblower
- ▁whistling
- ▁abolish
- ▁courtyard
- ▁deceive
- ▁hudson
- ▁reverberat
- ▁unpack
- ▁cramm
- ▁galvani
- ▁hopkins
- ▁reckon
- ivores
- ▁levitat
- ▁webcam
- ▁impart
- ▁welcoming
- ▁glen
- ▁downhill
- ▁starving
- ▁defy
- ▁incision
- manuel
- ▁relay
- ▁motto
- ▁altar
- ▁stalk
- ▁bookstore
- ▁fringe
- ▁isabel
- ▁neurogenesis
- ▁flint
- ▁latter
- ▁charisma
- ▁clark
- ▁retard
- ▁undertake
- ▁forbidden
- ▁foam
- ▁mourn
- ▁zipcar
- ▁geology
- ▁mailbox
- ▁wobbl
- ▁tuition
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- ▁buddy
- ▁rigged
- ▁foraging
- elvis
- ▁rumor
- ▁sufi
- ▁niche
- ▁exert
- ▁lifesav
- ▁applica
- '30'
- competence
- jected
- argon
- stock
- organic
- filtered
- searched
- ▁cultivat
- breaking
- spiring
- lender
- ▁decipher
- althiest
- ▁midwest
- ▁requir
- ▁elevate
- ▁declare
- ▁browse
- mmunity
- appointed
- ▁hiroshi
- ▁carcinogen
- ▁tornado
- +
- centrifug
- conceivable
- ffluent
- sarcoma
- ▁archimedes
- ▁asymmetric
- ▁aurora
- ▁barbara
- ▁bumblebee
- ▁celsius
- ▁circus
- ▁compelled
- ▁compensation
- ▁consequent
- ▁crochet
- ▁devoid
- ▁diffusion
- ▁discharge
- ▁disengag
- ▁encompass
- ▁excruciating
- ▁exterior
- ▁filament
- ▁graduation
- ▁heterosexual
- ▁honduras
- ▁immoral
- ▁impatient
- ▁indicating
- ▁inflammat
- ▁interrogate
- ▁intractable
- ▁invisibility
- ▁irregular
- ▁istanbul
- ▁knives
- ▁lexicon
- ▁litigation
- ▁mahatma
- ▁matthew
- ▁mercury
- ▁minnesota
- ▁mistrust
- ▁mohammed
- ▁monetary
- ▁neutron
- ▁ninja
- ▁nonviolence
- ▁nostalgi
- ▁obsessive
- ▁panbanisha
- ▁pinnacle
- ▁precursor
- ▁redundancy
- ▁repetitive
- ▁sabbatical
- ▁savage
- ▁scrutiny
- ▁sensual
- ▁soybean
- ▁spectacle
- ▁sprinkle
- ▁stockholm
- ▁stunned
- ▁succumb
- ▁superconductor
- ▁superficial
- ▁synonymous
- ▁tamiflu
- ▁thermostat
- ▁toothbrush
- ▁transcript
- ▁untouched
- ▁variability
- ▁vertebrate
- ▁administer
- ▁ambient
- ▁amphibi
- ▁artisan
- ▁evolutionarily
- ▁inaugura
- ▁judging
- ▁nfl
- ▁rejuvenat
- ▁reshape
- ▁sampling
- ▁skyrocket
- ▁gordon
- ▁ronald
- ▁breastfeed
- ▁clerk
- ▁degrading
- ▁hispanic
- ▁zodiac
- vantage
- ▁anthropology
- ▁handbag
- ▁rotten
- ▁lawrence
- ▁goddess
- ▁parrot
- ▁jimmy
- ▁massacre
- ▁modalit
- ▁stitch
- movable
- ▁bliss
- ▁clutch
- ▁vitro
- ▁overfishing
- ▁socket
- ▁hungarian
- ▁snack
- ▁ventilation
- ▁assembling
- ▁hologram
- ▁goof
- ▁affirmative
- ▁saltwater
- ▁resume
- ▁radiologist
- ▁enlist
- ▁trench
- ▁mural
- ▁grill
- ▁sideways
- ▁abyss
- ▁rehab
- ▁megacit
- transformational
- criminal
- ▁confer
- differentiated
- ▁battl
- ▁advocat
- ▁nutritio
- ▁squeez
- imming
- ▁induce
- ▁psychiatr
- ▁prosper
- ▁resurrect
- efficiencies
- ▁accustomed
- ▁annoyed
- ▁anthony
- ▁anticipation
- ▁arrogant
- ▁baghdad
- ▁breeze
- ▁brochure
- ▁buffalo
- ▁cemetery
- ▁cheetah
- ▁coconut
- ▁collapsing
- ▁cortisol
- ▁currencies
- ▁deemed
- ▁definitive
- ▁devastation
- ▁esoteric
- ▁fascination
- ▁fatigue
- ▁ferguson
- ▁geiger
- ▁gradient
- ▁graduating
- ▁hashtag
- ▁julius
- ▁lollipop
- ▁malignant
- ▁merchant
- ▁missouri
- ▁monogam
- ▁motivating
- ▁neumann
- ▁neurosurgeon
- ▁oblivious
- ▁outweigh
- ▁paycheck
- ▁primordial
- ▁protagonist
- ▁provocative
- ▁purchasing
- ▁qualitative
- ▁repositor
- ▁seatbelt
- ▁semantic
- ▁sergio
- ▁sophistication
- ▁sorrow
- ▁spectator
- ▁stimulating
- ▁submerge
- ▁suspicion
- ▁terabyte
- ▁turbulent
- ▁ukraine
- ▁unexplored
- ▁upstairs
- ▁utilitarian
- ▁vaccination
- ▁biography
- ▁bruno
- ▁carriage
- ▁crux
- ▁culminat
- ▁gospel
- ▁imitation
- ▁occurrence
- ▁pennies
- ▁revisit
- ▁safeguard
- ▁stagnat
- ▁thirst
- convulsi
- ▁conjure
- ▁endurance
- ▁fission
- ▁gyrus
- ▁microrna
- ▁multitask
- ▁premium
- ▁nichol
- ▁uterus
- ▁stockpile
- ▁gloss
- ▁lynch
- ▁titus
- ▁pluto
- ▁joking
- ▁carcass
- ▁compost
- ▁trafficked
- ▁spores
- ▁childcare
- ▁hardwir
- ▁diaper
- ▁proust
- ▁shaming
- ▁carving
- ▁slippery
- ▁reign
- ▁beheading
- ▁hocke
- ▁ikea
- ▁saddle
- ▁nominate
- ▁poise
- ▁cursor
- ▁roost
- ▁cohesi
- ▁blaz
- ▁conspir
- respective
- clined
- course
- ▁nutrient
- ▁husk
- ▁statu
- ▁utilize
- ▁disintegrat
- ometric
- ancies
- ▁extrem
- incidence
- ollen
- solvable
- ▁aboriginal
- ▁administrative
- ▁alleviate
- ▁ancestral
- ▁antiretroviral
- ▁appetite
- ▁astonished
- ▁astrophysic
- ▁audacity
- ▁balconies
- ▁biomimic
- ▁biomolecule
- ▁biopsy
- ▁bisexual
- ▁botswana
- ▁cadaver
- ▁caterpillar
- ▁charitable
- ▁clutter
- ▁contemplating
- ▁crowdsource
- ▁defensive
- ▁detergent
- ▁diagnosing
- ▁disparity
- ▁ecuador
- ▁elevation
- ▁energize
- ▁entitlement
- ▁entrenched
- ▁fragility
- ▁gratification
- ▁grizzly
- ▁helvetica
- ▁hummingbird
- ▁implies
- ▁insecurity
- ▁jennie
- ▁jennifer
- ▁judaism
- ▁lesterland
- ▁mcgowan
- ▁mitochondria
- ▁monolith
- ▁motivator
- ▁mubarak
- ▁mutilation
- ▁nationwide
- ▁outsource
- ▁papaya
- ▁paraphrase
- ▁perseverance
- ▁plutocrat
- ▁plywood
- ▁porridge
- ▁precaution
- ▁proximity
- ▁redefining
- ▁reversal
- ▁sanitary
- ▁snippet
- ▁substrate
- ▁superintelligen
- ▁synagogue
- ▁synthesizer
- ▁taylor
- ▁transgress
- ▁transnational
- ▁typewriter
- ▁uncommon
- ▁volatile
- ▁whack
- ▁whirlwind
- ▁wrestling
- estimation
- ▁bassem
- ▁dizzy
- ▁goggles
- ▁inflict
- ▁privatiz
- ▁pseudo
- ▁recursive
- ▁spoof
- ▁devour
- ▁melinda
- ▁ynh
- ▁endemic
- ▁traumatized
- ▁memoir
- ▁prolong
- ▁scoop
- ▁movember
- ▁wield
- ▁savor
- austin
- ▁crippl
- ▁outstanding
- ▁empti
- ▁magnifie
- ▁strangl
- ▁dispose
- visibly
- ▁cedar
- ▁blair
- ▁inequit
- ▁seduce
- ▁ounce
- ▁barbaria
- ▁paddle
- ▁musu
- ▁revise
- ▁revert
- ▁sublim
- ▁ankle
- environmentalist
- ▁molt
- ridden
- predictability
- ground
- ▁aggregat
- ▁eradicat
- ▁taxonom
- ▁incorporat
- woman
- semit
- ▁altruist
- ▁apologi
- ▁julia
- ▁coordinat
- ▁writ
- ▁recap
- ▁propriet
- grazing
- njunction
- ▁academia
- ▁alfred
- ▁brothel
- ▁browsing
- ▁cassette
- ▁chariot
- ▁cockpit
- ▁combustion
- ▁cyborg
- ▁derivative
- ▁desirable
- ▁deteriorate
- ▁diaspora
- ▁dorothy
- ▁doughnut
- ▁dublin
- ▁duplicate
- ▁eloquent
- ▁embodiment
- ▁engulf
- ▁escort
- ▁exoskeleton
- ▁feasible
- ▁footsteps
- ▁galois
- ▁granny
- ▁hallmark
- ▁hampshire
- ▁heavier
- ▁illustrator
- ▁imprint
- ▁interdependence
- ▁isotope
- ▁latrine
- ▁leapfrog
- ▁logarithm
- ▁majest
- ▁microprocessor
- ▁mogadishu
- ▁moisture
- ▁monastery
- ▁multiplied
- ▁mutilated
- ▁nephew
- ▁oasis
- ▁optimization
- ▁orthopedic
- ▁petroleum
- ▁pluripotent
- ▁poaching
- ▁refrigeration
- ▁rehearsal
- ▁repetition
- ▁repurpose
- ▁reunited
- ▁rockefeller
- ▁salvation
- ▁sausage
- ▁scramble
- ▁sebastian
- ▁solomon
- ▁trinidad
- ▁unrelated
- ▁yahoo
- cellulose
- ▁attentive
- ▁elicit
- ▁insidious
- ▁laparoscopic
- ▁prairie
- ▁retaliat
- ▁striving
- ▁suffocat
- ▁underwear
- ▁volts
- ▁arsenal
- ▁breathtaking
- ▁debating
- ▁haircut
- ▁jeep
- ▁liberties
- ▁modulate
- ▁rouge
- ▁sculptural
- ▁bodily
- ▁crease
- ▁pavement
- ▁solitude
- ▁abalone
- ▁ferment
- ▁saddam
- ▁sunrise
- ▁cameroon
- ▁cornell
- ▁teapot
- ▁firefly
- ▁vault
- ▁bullying
- bertie
- ▁fgm
- ▁sushi
- ▁overdose
- ▁stoic
- ▁algeria
- ▁merging
- ▁bystander
- ▁contingen
- ▁palpabl
- ▁endorse
- ▁stigmatiz
- ranked
- authorized
- ▁influenc
- hopper
- ▁counteract
- written
- different
- fib
- ▁conduc
- guil
- ▁neurologic
- ▁homophobi
- ▁identifie
- ▁diploma
- ▁refuge
- ▁calori
- ▁reliabl
- ▁restorati
- voluntarily
- ▁abdomen
- ▁abrupt
- ▁additive
- ▁adhesive
- ▁alexandria
- ▁amputation
- ▁approximation
- ▁backdrop
- ▁barbecue
- ▁blossom
- ▁brigades
- ▁catheter
- ▁celebrities
- ▁cemeteries
- ▁cheerleader
- ▁clitoris
- ▁cochrane
- ▁colossal
- ▁communism
- ▁copernicus
- ▁cucumber
- ▁demolish
- ▁denominator
- ▁detention
- ▁disastrous
- ▁disparities
- ▁eleanor
- ▁empathetic
- ▁enhancing
- ▁fragrance
- ▁franchise
- ▁gehry
- ▁gigawatt
- ▁glaze
- ▁granddaughter
- ▁grenade
- ▁hannah
- ▁horribly
- ▁hussein
- ▁illiteracy
- ▁impairment
- ▁implicated
- ▁incentivize
- ▁inconsistent
- ▁infidelity
- ▁intimidate
- ▁introspection
- ▁leukemia
- ▁madison
- ▁merchandis
- ▁metadata
- ▁microsecond
- ▁mongolia
- ▁nanopatch
- ▁napoleon
- ▁nutshell
- ▁paintbrush
- ▁pellets
- ▁perceiving
- ▁perimeter
- ▁persuasion
- ▁preliminary
- ▁quadruple
- ▁reassuring
- ▁rebuilt
- ▁reconfigur
- ▁referendum
- ▁rehearse
- ▁remorse
- ▁retention
- ▁revitaliz
- ▁scooter
- ▁segregated
- ▁sequel
- ▁squad
- ▁squirt
- ▁steadi
- ▁subtitle
- ▁supervisor
- ▁surrogate
- ▁tentacle
- ▁tragedies
- ▁transcendence
- ▁translucent
- ▁trustworthiness
- ▁tyranny
- ▁uruguay
- ▁vermeer
- ▁acquaint
- ▁bathtub
- ▁crazi
- ▁daydream
- ▁entail
- ▁inanimate
- ▁intermediar
- ▁kabul
- ▁newfound
- ▁obstruct
- ▁reversing
- ▁twitch
- ▁tyrant
- ▁vanished
- ▁handicap
- ▁jumble
- ▁ooh
- ▁defecat
- ▁tremor
- ▁airbag
- ▁battered
- ▁ellip
- ▁fiddle
- ▁medicinal
- ▁outlook
- ▁prosthes
- ▁fisherman
- ▁renovat
- ▁synerg
- ▁quotation
- ▁jacob
- ▁fmri
- ▁viking
- ▁squish
- ▁yanke
- ▁dehumaniz
- ▁subvert
- ▁permeate
- ▁musk
- ▁detonat
- hearted
- misunderstanding
- utilized
- favorable
- ▁visualiz
- credited
- ▁recreat
- mplified
- ▁substitut
- symmetry
- sensitive
- global
- women
- operators
- western
- ▁illustr
- ▁overwhelm
- ▁suspend
- ▁simultaneous
- ▁tasmania
- ▁legislati
- ▁squat
- ▁reminisc
- '#'
- coherence
- extraterrestrial
- ▁amusement
- ▁antiangiogenic
- ▁apocalypse
- ▁appendage
- ▁arrogance
- ▁autopsy
- ▁bachelor
- ▁binoculars
- ▁bonica
- ▁brexit
- ▁charlotte
- ▁chernobyl
- ▁cleveland
- ▁coercion
- ▁collateral
- ▁contraceptive
- ▁crowdsourcing
- ▁cyberspace
- ▁deceptive
- ▁decimal
- ▁degeneration
- ▁delegation
- ▁deputy
- ▁descent
- ▁divinity
- ▁eclipse
- ▁epigenetic
- ▁expansive
- ▁florence
- ▁freestyle
- ▁fuku
- ▁gertrude
- ▁goldilocks
- ▁grapple
- ▁grappling
- ▁halloween
- ▁harold
- ▁hierarchical
- ▁incapable
- ▁inconvenient
- ▁innovating
- ▁insignificant
- ▁insufficient
- ▁interdependent
- ▁involuntary
- ▁jirga
- ▁kilowatt
- ▁kuwait
- ▁langley
- ▁leviathan
- ▁lexicograph
- ▁libertarian
- ▁mahmoud
- ▁mccain
- ▁memorizing
- ▁menstrual
- ▁metabolize
- ▁morocco
- ▁nikola
- ▁nirvana
- ▁ottoman
- ▁patrick
- ▁pendulum
- ▁peripheral
- ▁picasso
- '@'
- '*'
- \
- ^
- R
- _
- '-'
- '%'
- '='
- $
- G
- M
- ā
- ']'
- A
- E
- U
- '['
- <sos/eos>
init: xavier_uniform
input_size: null
ctc_conf:
    dropout_rate: 0.0
    ctc_type: builtin
    reduce: true
    ignore_nan_grad: null
    zero_infinity: true
    brctc_risk_strategy: exp
    brctc_group_strategy: end
    brctc_risk_factor: 0.0
joint_net_conf: null
use_preprocessor: true
use_lang_prompt: false
use_nlp_prompt: false
token_type: bpe
bpemodel: data/en_token_list/bpe_unigram10000/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'
short_noise_thres: 0.5
aux_ctc_tasks: []
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
    - 20
    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_bpe10000_sp/train/feats_stats.npz
model: espnet
model_conf:
    ctc_weight: 0.3
    lsm_weight: 0.1
    length_normalized_loss: false
preencoder: null
preencoder_conf: {}
encoder: transformer
encoder_conf:
    output_size: 512
    attention_heads: 8
    linear_units: 2048
    num_blocks: 6
    dropout_rate: 0.1
    positional_dropout_rate: 0.1
    attention_dropout_rate: 0.1
    input_layer: conv2d
    normalize_before: true
postencoder: null
postencoder_conf: {}
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
preprocessor: default
preprocessor_conf: {}
required:
- output_dir
- token_list
version: '202402'
distributed: true
```

</details>



### Citing ESPnet

```BibTex
@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:

```bibtex
@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}
}
```
