---
tags:
- espnet
- audio
- automatic-speech-recognition
language: en
datasets:
- tedlium3
license: cc-by-4.0
---

## ESPnet2 ASR model

### `zbrunner/hallucination_baseline`

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/asr1.3_enc6_dec6_att8_lr0.002
./run.sh --skip_data_prep false --skip_train true --download_model zbrunner/hallucination_baseline
```

<!-- Generated by scripts/utils/show_asr_result.sh -->
# RESULTS
## Environments
- date: `Wed Jul 31 02:53:06 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|92.0|4.9|3.1|1.1|9.1|70.6|
|decode_asr_model_valid.acc.ave/test_initnoisy|1155|27500|84.1|10.9|5.0|4.0|19.9|95.8|
|decode_asr_model_valid.acc.ave/test_initnoisy_1s_1snr|1155|27500|86.5|7.2|6.4|3.2|16.7|94.6|
|decode_asr_model_valid.acc.ave/test_initnoisy_1s_3snr_crowd|1155|27500|87.6|7.0|5.4|3.4|15.8|93.9|
|decode_asr_model_valid.acc.ave/test_noisyspeech_1snr|1155|27500|58.9|33.1|8.0|8.4|49.6|99.0|
|decode_asr_model_valid.acc.ave/test_noisyspeech_5snr|1155|27500|77.2|18.4|4.4|6.1|29.0|97.0|
|decode_asr_model_valid.acc.ave/test_noisyspeech_5snr_crowd|1155|27500|73.4|21.6|5.0|8.5|35.1|98.4|

### CER

|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|decode_asr_model_valid.acc.ave/test|1155|145066|95.9|1.2|2.9|1.0|5.1|70.6|
|decode_asr_model_valid.acc.ave/test_initnoisy|1155|145066|91.0|3.7|5.4|4.5|13.5|95.8|
|decode_asr_model_valid.acc.ave/test_initnoisy_1s_1snr|1155|145066|91.6|2.2|6.2|3.5|11.9|94.6|
|decode_asr_model_valid.acc.ave/test_initnoisy_1s_3snr_crowd|1155|145066|92.8|2.2|5.1|3.8|11.0|93.9|
|decode_asr_model_valid.acc.ave/test_noisyspeech_1snr|1155|145066|75.1|13.5|11.4|9.4|34.3|99.0|
|decode_asr_model_valid.acc.ave/test_noisyspeech_5snr|1155|145066|87.7|6.6|5.6|7.0|19.2|97.0|
|decode_asr_model_valid.acc.ave/test_noisyspeech_5snr_crowd|1155|145066|85.7|8.3|6.0|9.2|23.5|98.4|

### TER

|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|decode_asr_model_valid.acc.ave/test|1155|31495|90.3|4.8|4.9|1.0|10.7|70.6|
|decode_asr_model_valid.acc.ave/test_initnoisy|1155|31495|82.1|10.7|7.2|5.7|23.6|95.8|
|decode_asr_model_valid.acc.ave/test_initnoisy_1s_1snr|1155|31495|84.5|7.2|8.3|4.7|20.2|94.6|
|decode_asr_model_valid.acc.ave/test_initnoisy_1s_3snr_crowd|1155|31495|85.7|7.1|7.2|4.9|19.2|93.9|
|decode_asr_model_valid.acc.ave/test_noisyspeech_1snr|1155|31495|57.1|32.1|10.9|10.6|53.5|99.0|
|decode_asr_model_valid.acc.ave/test_noisyspeech_5snr|1155|31495|75.1|17.6|7.3|8.4|33.3|97.0|
|decode_asr_model_valid.acc.ave/test_noisyspeech_5snr_crowd|1155|31495|71.9|20.9|7.2|11.1|39.2|98.4|

## 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: 36399
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: 2
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: 20000000
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_sp/wav.scp
    - speech
    - kaldi_ark
-   - dump/raw/train_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
- ▁when
- d
- ▁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
- ▁will
- ▁actually
- ▁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
- ▁life
- ▁only
- ▁got
- ▁many
- ▁need
- ▁take
- y
- ▁say
- ▁three
- ▁lot
- ll
- ▁her
- ▁did
- ▁kind
- ▁every
- ▁around
- ▁good
- ▁different
- ▁why
- e
- ▁down
- ▁let
- er
- ▁through
- ▁being
- ▁same
- ▁come
- ▁five
- ▁day
- ▁use
- ▁put
- ▁year
- ▁doing
- n
- ▁human
- ▁any
- ▁called
- ▁after
- ▁tell
- ▁made
- ▁percent
- ▁today
- r
- ▁change
- ▁find
- ▁fact
- ▁four
- ▁didn
- ▁own
- ▁talk
- ▁great
- ▁point
- ▁idea
- ▁last
- ▁before
- ▁started
- ▁another
- ▁should
- ▁never
- ▁might
- ▁give
- ▁big
- es
- ▁better
- ▁thought
- ▁part
- ▁twenty
- ▁important
- ▁system
- ▁still
- ▁went
- ▁problem
- ▁start
- ▁off
- ▁each
- ▁together
- al
- ▁brain
- ▁next
- ▁women
- ▁ten
- ▁able
- ▁him
- ▁long
- ▁show
- ▁came
- ▁place
- ▁course
- ▁few
- ▁does
- ▁ago
- ▁again
- ▁story
- ▁bit
- ▁water
- ▁found
- ▁used
- ▁between
- ▁data
- ▁technology
- ▁question
- c
- ▁end
- ▁love
- ▁too
- ▁mean
- ▁school
- ▁maybe
- ▁example
- ▁nine
- ▁understand
- ▁live
- ▁doesn
- ▁wanted
- ▁looking
- ▁old
- ▁may
- ▁call
- ▁help
- ▁person
- ▁believe
- ▁children
- ▁real
- ▁done
- ▁feel
- ▁ever
- ▁six
- ▁whole
- ▁always
- ▁sort
- ▁million
- ▁working
- ▁country
- ▁trying
- ▁away
- ▁everything
- ▁try
- ▁power
- ▁number
- o
- ▁home
- ▁second
- ▁using
- ▁space
- ▁fifty
- ▁money
- ▁information
- ▁create
- ▁design
- ▁thinking
- ▁become
- ▁took
- ▁man
- ▁small
- ▁means
- ers
- ▁high
- ▁kids
- ▁social
- ▁enough
- ▁light
- ▁best
- ▁left
- ▁thirty
- ▁sense
- ▁making
- ▁future
- ▁ask
- ▁city
- ▁seven
- ▁without
- ▁car
- ▁getting
- ▁probably
- ▁hard
- a
- ▁eight
- ▁science
- p
- ▁times
- ▁food
- ▁less
- ▁building
- ▁body
- ▁quite
- ▁family
- ▁told
- ▁talking
- ▁happened
- i
- ▁build
- ▁energy
- ▁half
- ▁lives
- ▁health
- ▁hand
- ▁earth
- en
- ▁care
- ▁countries
- ▁moment
- ▁imagine
- ▁pretty
- ▁across
- ▁war
- ▁comes
- ▁interesting
- th
- ▁stuff
- ▁such
- ▁men
- ▁experience
- ▁while
- ▁anything
- ▁am
- ▁thank
- ▁play
- ▁side
- ▁learn
- ▁young
- ▁saw
- ▁having
- ▁dollars
- ▁far
- ▁room
- ▁coming
- ▁under
- ▁open
- ▁happen
- or
- ▁project
- ic
- ▁reason
- ▁asked
- ▁once
- ▁remember
- ▁living
- ▁later
- ▁case
- ▁computer
- ▁mind
- ▁yet
- ▁global
- le
- ▁bad
- ▁simple
- ▁process
- ▁almost
- ▁seen
- ▁single
- ▁un
- ▁else
- ▁often
- ▁move
- k
- ▁inside
- ▁nothing
- ▁both
- ▁community
- ▁matter
- ▁someone
- ▁picture
- ▁public
- ▁states
- ▁already
- ▁planet
- ▁days
- ▁set
- ▁whether
- ▁happens
- l
- able
- ▁face
- ▁africa
- ▁answer
- ▁goes
- u
- ▁keep
- g
- ▁within
- ▁wrong
- 'on'
- ▁order
- ▁business
- ▁history
- ▁instead
- ▁billion
- in
- ▁possible
- ▁myself
- ▁problems
- ▁job
- ▁government
- ation
- ▁sure
- ▁looked
- ▁sometimes
- ▁cancer
- ▁control
- ▁group
- ▁ways
- ▁hope
- ▁saying
- ▁top
- ▁child
- ▁months
- ▁book
- ▁makes
- ▁research
- ▁bring
- ▁basically
- ▁united
- ▁couple
- ▁read
- ▁since
- ▁night
- ▁forty
- ▁until
- ▁per
- ▁guy
- f
- ▁everybody
- ▁de
- ▁head
- ▁black
- ▁age
- ▁true
- ity
- ▁past
- b
- ▁line
- ▁woman
- ▁run
- ▁share
- ▁amazing
- ▁cells
- ▁state
- ▁stop
- ▁turn
- ▁words
- ro
- ▁says
- ▁wasn
- ▁knew
- ▁learned
- ▁heard
- ▁model
- ▁built
- ▁ideas
- ▁middle
- an
- ▁stories
- ▁though
- ▁decided
- ▁nature
- ▁mother
- ▁friends
- ▁america
- ▁beautiful
- ▁house
- ▁study
- ▁became
- ▁piece
- ▁internet
- ▁video
- ▁somebody
- ▁education
- ▁level
- ▁art
- ▁heart
- ▁language
- ▁word
- ▁form
- ▁everyone
- ▁third
- ▁society
- ▁taking
- ▁species
- ▁against
- ness
- ▁exactly
- ▁completely
- ▁sound
- ▁ourselves
- ▁huge
- ▁disease
- ▁must
- ▁company
- ▁happening
- ▁isn
- ▁music
- ▁hear
- ▁large
- ▁places
- ▁looks
- ▁ninety
- ion
- ▁themselves
- ▁air
- ▁rather
- ▁front
- ch
- ▁turns
- ▁couldn
- ▁name
- ▁universe
- ▁american
- ne
- ▁god
- ▁students
- ra
- ▁itself
- ▁created
- ▁hours
- ▁team
- el
- ▁environment
- ▁questions
- ▁close
- ▁u
- ▁animals
- ▁worked
- ▁learning
- ar
- ▁during
- ▁yes
- ▁entire
- ▁early
- ▁outside
- ▁machine
- ▁least
- ▁figure
- ▁c
- ▁cell
- ▁free
- ▁perhaps
- ▁common
- ▁game
- v
- ▁sixty
- ▁walk
- ▁along
- ▁okay
- ▁media
- ▁minutes
- ▁fifteen
- ▁scale
- ▁works
- ▁particular
- ce
- ate
- ▁eighty
- ▁natural
- ▁ted
- ▁gave
- ▁based
- ▁laughter
- ▁cities
- ▁won
- ▁finally
- ▁size
- ▁full
- ▁cost
- ▁culture
- ur
- ▁local
- ri
- ▁behind
- ▁taken
- ▁land
- ▁deal
- ▁view
- ▁given
- ting
- ▁image
- us
- ▁difference
- ▁white
- ▁area
- w
- ▁co
- ▁changed
- ▁systems
- ▁kinds
- ▁ok
- ▁easy
- ▁felt
- il
- ▁companies
- ▁happy
- ▁difficult
- ▁father
- ▁population
- ▁india
- ▁leave
- te
- ▁center
- po
- li
- ▁reality
- ▁needed
- ▁york
- ▁spend
- ▁began
- ▁economic
- ▁turned
- ▁national
- ▁poor
- ▁yourself
- ▁seeing
- ▁red
- ▁political
- ▁news
- lo
- ▁powerful
- ▁realized
- ▁death
- ▁china
- ▁parents
- ▁test
- est
- ▁simply
- ▁week
- ▁beginning
- ▁eyes
- ▁market
- ▁pay
- ▁century
- ▁moving
- ter
- ▁ocean
- ▁cannot
- ▁thousands
- ▁ca
- ▁grow
- ▁rest
- ▁others
- ▁phone
- ment
- ▁terms
- ▁guys
- ▁step
- ▁known
- ▁certain
- ▁speak
- ▁longer
- ▁green
- ▁surface
- ▁paper
- ▁access
- ▁fear
- ▁climate
- ▁spent
- ▁whatever
- ▁sea
- ▁wonderful
- ▁amount
- ▁die
- ▁value
- ▁hands
- ▁self
- ▁buy
- it
- ▁seventy
- ▁field
- ▁ground
- ▁tried
- ▁risk
- ▁lost
- ▁blood
- ▁gets
- ▁oil
- ▁support
- ▁lots
- ▁quickly
- ▁patients
- ▁ability
- co
- ▁sun
- ▁challenge
- ▁friend
- ▁write
- ▁deep
- ▁street
- la
- ▁opportunity
- rs
- ▁growing
- man
- less
- ▁either
- ▁short
- ▁lab
- ▁key
- ▁stage
- ▁interested
- ▁weeks
- ▁takes
- ▁individual
- ▁blue
- ▁medical
- ▁fish
- ▁needs
- ▁gone
- ▁parts
- ▁south
- ▁sitting
- ist
- ▁complex
- ▁oh
- ▁growth
- ▁law
- sh
- ▁act
- ▁humans
- z
- ▁watch
- ▁dna
- ▁development
- ▁audience
- ▁program
- ▁behavior
- ▁cut
- ▁wouldn
- ▁network
- ▁scientists
- ▁feeling
- tic
- ▁born
- ▁personal
- ism
- ta
- ies
- ▁average
- ling
- ▁clear
- ent
- ▁experiment
- ▁girl
- ▁attention
- ▁result
- ▁material
- ▁structure
- ▁low
- ▁morning
- ▁met
- ▁understanding
- ▁girls
- ▁realize
- ▁physical
- de
- ▁twelve
- ▁issue
- ▁brought
- ▁literally
- ant
- ▁map
- ▁anyone
- ba
- ▁incredible
- ia
- ▁g
- ry
- ▁economy
- ▁knowledge
- ▁voice
- ▁impact
- ▁movement
- ▁solve
- ted
- ▁sex
- h
- ▁dream
- ▁animal
- ▁alone
- ▁telling
- ▁force
- ▁truth
- ▁giving
- ▁bottom
- ▁cool
- ▁areas
- ive
- ▁color
- ▁class
- ▁special
- ma
- ▁pick
- ▁kid
- ▁eat
- ▁hit
- ▁starting
- ▁b
- ▁numbers
- ▁hold
- ▁feet
- ▁meet
- ▁likely
- ▁developed
- ▁fire
- ▁film
- ▁shows
- ▁tools
- ▁term
- ▁seems
- ▁north
- ▁dark
- ▁focus
- ▁changes
- ▁forward
- ▁zero
- ▁con
- ▁images
- ▁innovation
- ▁wrote
- ▁type
- ▁allow
- ▁industry
- ▁k
- ▁normal
- ▁guess
- ▁baby
- ▁yeah
- ▁save
- ▁present
- ge
- ▁trust
- ▁millions
- ▁especially
- ▁eye
- ▁absolutely
- x
- ▁fun
- me
- ci
- ▁running
- ▁digital
- ▁changing
- ▁creating
- ▁generation
- ▁send
- ▁chance
- ▁technologies
- ▁develop
- ▁tiny
- ▁books
- ▁office
- ▁online
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- ▁christian
- ▁compound
- ▁external
- ▁obsessed
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- ▁stroke
- ▁automatically
- ▁careful
- ▁wireless
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- '0'
- ▁diagnosed
- ▁spreading
- ▁removed
- ight
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- for
- gate
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- ▁scar
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- ▁floating
- locked
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- mate
- house
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- bal
- ition
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- '&'
- ▁curiosity
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- ▁ridiculous
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- ▁sweat
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- ulate
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- fully
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- ▁guns
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- ▁particle
- aking
- fish
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- ▁acid
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- ▁figures
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- ▁destroyed
- ▁va
- head
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- ▁shake
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- ▁methods
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- ▁leak
- ▁represented
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- rd
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- ▁flip
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- ▁uncomfortable
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- ▁spark
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- use
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- ura
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- our
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- gli
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- rin
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- ught
- '70'
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- bon
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- ▁spec
- ▁dear
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- ▁originally
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- ▁electron
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- den
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- ▁govern
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- ▁elsewhere
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- ▁session
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- ▁latest
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- og
- ▁50
- clu
- ov
- ▁reminded
- ▁soap
- ▁interestingly
- ▁bob
- ▁auto
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- ▁roots
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- ▁extinct
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- ▁fusion
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- ▁request
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- ▁twist
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- ▁glad
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- ▁proper
- ▁80
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- ual
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- ▁lovely
- pri
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- ▁melt
- ▁tr
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- ▁bound
- ▁rough
- ella
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- ▁golf
- ▁underlying
- ▁june
- ▁identified
- ▁su
- ▁sing
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- ▁rarely
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- bri
- ▁rose
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- ▁density
- form
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- hes
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- ▁hack
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- press
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- ▁pound
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- bot
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- ▁resist
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- ▁secondly
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- proc
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- gged
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- coming
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- integration
- gotta
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- ille
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- wood
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- nal
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- '8'
- ▁mini
- ▁locally
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- ▁voyage
- ▁autistic
- ▁electrodes
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- ▁nasty
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- ▁priest
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- ▁bucket
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- ▁harmful
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- programmed
- wind
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- '90'
- power
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- ▁installed
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- ▁labeled
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- ima
- ▁shortly
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- ▁simpler
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- ▁insist
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- ▁contributing
- ▁correlation
- ▁expense
- ▁neanderthal
- ▁satisfy
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- ▁decent
- ▁brush
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- ▁legend
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- ▁odor
- gras
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- ▁wrapped
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- blew
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- ▁slums
- ▁dim
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- itis
- ▁documented
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- hole
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- vian
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- axe
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- plankton
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- ▁northeast
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- ▁contained
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- ix
- ache
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- rial
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- ▁impulse
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- ▁saturday
- ▁stadium
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- ▁vivid
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- ▁smash
- ▁delhi
- ▁onstage
- ▁turtle
- ▁selves
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- ▁olive
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- pan
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- ▁fade
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- ▁euro
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- ong
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- field
- stand
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- tooth
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- burg
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- ila
- lau
- ▁mutation
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- ▁shifted
- ▁responding
- ▁item
- ▁luc
- ▁distribute
- ugh
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- ▁utter
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- ▁stigma
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- scribe
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- ▁switzerland
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- ▁intact
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- ghett
- ▁minimal
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- ▁rigid
- ▁canyon
- ▁cardboard
- ▁romance
- ▁occurring
- ▁epi
- ▁boots
- ▁approximately
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- ▁generic
- ▁acceptance
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- ▁merge
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- ▁squeeze
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- ▁posed
- ▁operator
- ▁brit
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- ▁masses
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- ▁reader
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- ▁argued
- town
- ▁matched
- eb
- arian
- wash
- ▁respected
- ▁peru
- ▁shout
- holder
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- ▁systematic
- ▁automatic
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- diac
- ▁unclear
- ▁disruption
- ▁grandma
- ▁valve
- ▁edward
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- ▁economically
- ▁nail
- ▁accurately
- ▁yu
- ▁pouring
- ▁cheer
- ▁reaches
- pressed
- ▁attracted
- ▁considering
- ▁taxi
- pend
- ▁wipe
- ▁traditionally
- ▁belonging
- ▁hans
- ▁examine
- ▁accepting
- war
- ▁characteristic
- ▁slum
- ▁pee
- ▁inhabit
- ▁sticking
- '7'
- water
- ▁wor
- ▁acquire
- '50'
- ▁abraham
- ▁automated
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- ▁michigan
- ▁nevertheless
- ▁satisfaction
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- ▁goodbye
- ▁exceed
- ▁spear
- ▁freezing
- ▁cattle
- ▁faint
- ▁dispers
- ▁alike
- ▁presum
- ▁uncover
- ▁desktop
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- ▁hostile
- ▁wool
- ▁kilogram
- ▁chasing
- ▁persist
- ▁robin
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- ▁browser
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- ▁calculated
- ▁analyzed
- ▁conceptual
- ▁melting
- ▁converted
- ▁enabl
- eur
- itz
- ▁bench
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- ▁dip
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- ▁affair
- ▁stressed
- ▁tenth
- leg
- ▁stereo
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- quin
- ▁functioning
- ▁crush
- ▁plea
- ▁tract
- ference
- play
- ▁orient
- ▁gentle
- ▁casual
- ▁abundant
- ▁adolescent
- ▁ambulance
- ▁bamboo
- ▁calculus
- ▁consuming
- ▁crude
- ▁disadvantage
- ▁fantasy
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- ▁involving
- ▁lesbian
- ▁module
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- ▁participating
- ▁pervasive
- ▁prejudice
- ▁procrastinat
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- ▁reproductive
- ▁resilient
- ▁skeletal
- ▁unemployment
- ▁unfair
- ▁widespread
- ▁modified
- ▁neglect
- ▁prohibit
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- ▁collar
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- ▁hammer
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- ▁chuck
- ▁shove
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- ▁ultra
- ▁gaze
- ▁bonus
- ▁inspect
- ▁acres
- ▁emergence
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- ▁nsa
- ▁scarce
- ▁greenland
- ▁scientifically
- ▁princess
- ▁pac
- ▁progression
- ▁recycled
- agging
- ▁asthma
- ▁activated
- ▁mob
- down
- ▁legally
- ▁massively
- ▁longest
- ▁folding
- ▁nicely
- ▁survivor
- ▁politician
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- ▁rag
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- ▁goodness
- ▁abandon
- mixing
- ▁submit
- embodied
- ▁abroad
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- ▁blueprint
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- ▁extensive
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- ▁stimulation
- ▁tokyo
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- ▁alphabet
- ▁chimps
- ▁distress
- ▁shatter
- ▁monday
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- ▁crater
- ▁bosnia
- ▁cinema
- ▁helium
- ▁buzz
- ▁suitcase
- ▁coloniz
- ▁throat
- ▁referred
- ▁blade
- ▁inflation
- ▁bionic
- ▁cement
- ▁manifestation
- ▁replacing
- ▁slipp
- ▁merit
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- ▁emma
- ▁mandate
- ▁sexuality
- ▁protective
- ▁assist
- ▁disk
- ▁checking
- ▁uh
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- ▁crank
- ▁wishes
- ▁fog
- ara
- ▁publication
- ▁settled
- ira
- ▁examin
- '20'
- ▁capitalist
- lapping
- ▁behold
- mino
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- lab
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- ▁preventing
- ▁peel
- ▁poke
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- ▁infect
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- ▁fixing
- ▁heroic
- ▁compute
- ▁impose
- ▁differ
- ▁conserv
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- ▁accelerating
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- ▁cockroach
- ▁cocktail
- ▁competitor
- ▁evaluate
- ▁existential
- ▁fireflies
- ▁fluorescent
- ▁gabby
- ▁infrared
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- ▁joseph
- ▁maintenance
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- ▁scroll
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- ▁divine
- ▁tesla
- ▁dvd
- ▁equipped
- ▁noisy
- ▁escalat
- ▁shaking
- ▁resemble
- ▁yale
- ▁alice
- ▁disruptive
- ▁lee
- ▁mature
- ▁deception
- ▁pillar
- ▁empowerment
- ▁adoption
- ▁stasi
- ▁loot
- ▁lobe
- ▁blob
- ▁disturbing
- ▁inmates
- ▁declared
- ▁uber
- ▁observer
- ▁macro
- ean
- ▁stealing
- ▁strengthen
- lessness
- hav
- ▁critically
- ▁lover
- ▁wag
- ▁rolled
- ▁poo
- ▁pale
- ▁prim
- ▁obstacle
- ▁flock
- ▁painter
- ▁offend
- ▁unfortunate
- ▁hung
- ▁acute
- ▁avatar
- ▁buddha
- ▁cambodia
- ▁destructive
- ▁holocaust
- ▁introvert
- ▁juvenile
- ▁kennedy
- ▁longevity
- ▁metropoli
- ▁obligation
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- ▁pesticide
- ▁portray
- ▁staggering
- ▁suspicious
- ▁ultraviolet
- ▁violation
- ▁wavelength
- ▁exquisite
- ▁swedish
- ▁salmon
- ▁ptsd
- ▁knit
- ▁violate
- ▁ashamed
- sembl
- ▁lottery
- ▁derek
- ▁pearl
- ▁entities
- ▁saint
- ▁secular
- ▁cabinet
- ▁appreciation
- ▁criticism
- ▁morph
- ▁swap
- ▁noticing
- ▁fame
- ▁baseline
- ▁epic
- ▁injection
- ▁medic
- ▁dune
- ▁regenerati
- ▁disappointed
- ▁stain
- ▁fitness
- ▁keen
- ▁cleaner
- bound
- ▁dough
- stick
- band
- ▁discussed
- ▁rooted
- ▁apes
- ▁ramp
- loid
- ▁emergen
- ▁carl
- ▁riding
- dom
- ▁reminder
- ▁donated
- ▁mist
- ▁vegetable
- berry
- ▁wander
- ▁expectation
- ▁prosecut
- ▁excess
- ▁uncertain
- grams
- ▁aluminum
- ▁blockchain
- ▁defect
- ▁dysfunction
- ▁intriguing
- ▁meditation
- ▁monarch
- ▁multinational
- ▁pursuing
- ▁reproduction
- ▁sentiment
- ▁shepherd
- ▁steady
- ▁supernova
- ▁symphony
- ▁curtain
- ▁diminish
- ▁gamma
- ▁genital
- ▁mixture
- ▁surrender
- ▁tunisia
- ▁ladder
- ▁grabbed
- ▁chord
- ▁stairs
- ▁slept
- ▁coordination
- ▁celebration
- ▁logging
- ▁sync
- ▁luther
- ▁assessment
- ▁hazar
- ▁potent
- ▁textile
- ▁salary
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- ▁penis
- ▁fda
- ▁victory
- ▁profitable
- ▁acceptable
- ▁colorful
- ▁repeatedly
- ▁viable
- ▁inherited
- ▁reuse
- ▁quiz
- ▁trailer
- ▁wiped
- ▁matches
- ▁dorm
- ▁remix
- ▁bitter
- ▁veil
- ▁articulate
- ▁financially
- ▁exceptional
- ▁hence
- ▁sue
- ▁demanding
- ▁trait
- ulu
- ▁guilt
- ▁altogether
- ▁arizona
- ▁boyfriend
- ▁caregiver
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- ▁concussion
- ▁conviction
- ▁daniel
- ▁evident
- ▁extrovert
- ▁favela
- ▁georgia
- ▁gigantic
- ▁irrational
- ▁jerusalem
- ▁lebanon
- ▁metabolism
- ▁peanut
- ▁promising
- ▁propaganda
- ▁releasing
- ▁satisfied
- ▁thailand
- ▁utility
- ▁vocabulary
- ▁sudan
- ▁problematic
- ▁prophet
- ▁feather
- ▁alliance
- ▁betray
- ▁cease
- ▁harry
- ▁coincidence
- ▁catalog
- ▁versa
- ▁wives
- ▁clone
- ▁ridge
- ▁delete
- ▁thankfully
- ▁weakness
- ▁ease
- ▁grim
- ▁whip
- ▁vibrat
- ▁exploded
- lux
- ▁quietly
- ▁maximize
- ▁prescribe
- ▁enormously
- roots
- ▁noble
- ▁treaty
- ▁ross
- ▁beef
- bility
- ▁honored
- ▁detected
- ▁outward
- ▁menu
- ▁marked
- ▁blo
- ▁arabia
- ▁heroin
- ette
- ▁snap
- ▁ingredient
- ▁folk
- ▁ngo
- ▁numb
- ▁victor
- '9'
- ▁flap
- ▁encrypt
- ▁buddhist
- ▁continual
- ▁convincing
- ▁eternal
- ▁flexibility
- ▁guidance
- ▁incremental
- ▁integrity
- ▁metabolic
- ▁mexican
- ▁mozart
- ▁neocortex
- ▁obscure
- ▁occupation
- ▁pennsylvania
- ▁pepper
- ▁rectangle
- ▁scatter
- ▁slaughter
- ▁superhero
- ▁tuberculosis
- ▁fishermen
- ▁slogan
- ▁superior
- ▁thorough
- ▁backpack
- ▁shaping
- ▁grape
- ▁decorati
- ▁minimize
- ▁enslav
- ▁choir
- ▁fetus
- ▁shade
- ▁erupt
- ▁rival
- ▁petition
- ▁minor
- ▁adulthood
- ▁insult
- ▁ironically
- ▁urgent
- ▁accomplishment
- ▁manipulation
- ▁leone
- ▁visitors
- ▁extremist
- ▁exploitation
- ▁adaptive
- ▁potter
- ▁fungi
- entrepreneurship
- ▁magician
- ▁lump
- ▁16
- ▁intentional
- ▁willingness
- ▁lightning
- ▁firsthand
- ▁secondary
- hic
- mann
- ▁eighth
- ▁tuned
- ▁successes
- occupied
- ▁kicked
- ▁biologically
- ▁mama
- ▁skilled
- ▁carol
- ▁seventh
- ▁lately
- ▁operated
- ▁embraced
- ▁copying
- ternity
- ▁admir
- ▁lama
- ▁symbolic
- ▁mobilize
- ▁kite
- ▁gig
- ▁augment
- '6'
- ▁circulat
- responsibilities
- ▁adolescence
- ▁beneficial
- ▁benjamin
- ▁calculator
- ▁celebrity
- ▁dissolve
- ▁feminism
- ▁frightened
- ▁fuzzy
- ▁incarceration
- ▁invasive
- ▁midnight
- ▁numerous
- ▁paralysis
- ▁prevalence
- ▁specimen
- ▁subsequent
- ▁surviving
- ▁terrific
- ▁triumph
- ▁visceral
- ▁vitamin
- ▁alaska
- ▁anthropologist
- ▁checklist
- ▁honeybee
- ▁invasion
- ▁tibet
- ▁14
- ▁copied
- ▁plato
- temporal
- ▁grind
- ▁cooperative
- ▁polymer
- ▁gaza
- ▁lawsuit
- ▁copper
- ▁greed
- ▁consultant
- ▁tagged
- ▁laden
- ▁hallway
- ▁authenticity
- imposed
- ▁ironic
- ▁deliberately
- ▁indus
- ▁spontaneously
- ▁liar
- ▁diego
- ▁digitize
- ▁statistically
- ▁max
- ▁torn
- ▁riches
- ▁consideration
- ▁honesty
- ▁implanted
- ▁tricky
- ▁sometime
- ▁kim
- ▁recovered
- ▁transported
- ▁fleet
- anne
- ▁seti
- ipping
- ada
- ▁typ
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- ▁eh
- ▁retire
- ▁acknowledg
- ▁inherit
- ▁symptom
- ▁apparent
- ▁counsel
- ▁hacker
- ▁anniversary
- ▁asylum
- ▁athletic
- ▁authoritarian
- ▁bhutan
- ▁caribbean
- ▁certificate
- ▁compliment
- ▁embarrassed
- ▁generator
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- ▁converge
- ▁accumulation
- ▁anecdote
- ▁aquarium
- ▁arduino
- ▁bangalore
- ▁barefoot
- ▁capacities
- ▁certified
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- ▁cybercriminals
- ▁daunting
- ▁doctrine
- ▁elizabeth
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- ▁erosion
- ▁falcon
- ▁fountain
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- ▁heartbeat
- ▁ignoring
- ▁inclusion
- ▁influential
- ▁integral
- ▁katrina
- ▁knight
- ▁landfill
- ▁larvae
- ▁memorable
- ▁modular
- ▁paradise
- ▁pivot
- ▁plaza
- ▁puncture
- ▁reluctant
- ▁respiratory
- ▁sermon
- ▁sputnik
- ▁tactics
- ▁template
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- ▁therapeutic
- ▁toyota
- ▁twentysomething
- ▁unaware
- ▁vancouver
- ▁worthwhile
- ▁buffer
- ▁darpa
- ▁estrogen
- ▁fungus
- ▁meadow
- ▁microwave
- ▁plummet
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- ▁retriev
- ▁solemn
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- ▁summary
- ▁11
- ▁nourish
- ▁bundle
- ▁decay
- ▁motive
- ▁queue
- ▁skirt
- ▁veterinarian
- ▁mommy
- ▁wilson
- ▁prominent
- ▁sunset
- ▁rooftop
- ▁scripture
- ▁waist
- ventilat
- ▁raft
- ▁marble
- settling
- residential
- ▁flatten
- ▁liberation
- ▁dining
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- ▁mound
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- ▁barber
- ▁fibro
- ▁crypto
- ▁haul
- ▁vow
- ▁imf
- ▁castle
- liability
- ▁julian
- illion
- ▁circumstance
- ▁perpetual
- ▁rib
- fused
- usable
- ▁optimist
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- ▁advanc
- finished
- ▁contaminate
- pong
- ▁flex
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- ofi
- ▁skeptic
- ▁obtain
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- ▁intrinsic
- ollywood
- ▁ambiguity
- ▁ancestry
- ▁antibodies
- ▁appointment
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- ▁capturing
- ▁centigrade
- ▁comparative
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- ▁convenience
- ▁damaging
- ▁deprivation
- ▁discrete
- ▁disseminat
- ▁foreground
- ▁goliath
- ▁guatemala
- ▁horrified
- ▁humiliate
- ▁identification
- ▁improbable
- ▁incarcerated
- ▁investigative
- ▁irrigation
- ▁linguistic
- ▁literary
- ▁pentagon
- ▁pixar
- ▁reconciliation
- ▁semester
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- ▁sulfur
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- ▁proving
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- ▁cnn
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- ▁24
- ▁sterile
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- ▁aviation
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- ▁mutate
- ▁pension
- ▁resurrection
- ▁foolish
- ▁clash
- ▁maryland
- ▁viewpoint
- ▁decentralized
- dental
- ▁dragging
- ▁arose
- ▁methodology
- ▁bait
- ▁conform
- ▁bloodstream
- ▁arrival
- ▁ethnicity
- ▁walter
- ▁cubicle
- ▁fishery
- ▁hostage
- ▁marx
- ▁christianity
- ▁counselor
- ▁adore
- ▁maid
- tapped
- alignment
- ▁dreadful
- disturbed
- ▁emission
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- governmental
- rowing
- ▁scot
- ▁demonstrat
- ▁complet
- generative
- ▁whil
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- ▁loyal
- availability
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- ▁biomaterial
- ▁brilliance
- ▁bronze
- ▁cafeteria
- ▁carpenter
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- ▁charcoal
- ▁cochlea
- ▁continuity
- ▁determining
- ▁disparate
- ▁eliminating
- ▁enclosure
- ▁excerpt
- ▁fingerprint
- ▁illiterate
- ▁junior
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- ▁stimulus
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- ▁unnatural
- ▁unsustainable
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- ▁embed
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- ▁vendor
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- ▁blaming
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- ▁tweak
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- ▁guidelines
- ▁jesse
- ▁zoning
- ▁gateway
- ▁framing
- ▁dried
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- ▁nudge
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- volta
- ▁rift
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- ▁vegas
- ▁alright
- ▁outdated
- ▁skepticism
- ▁disappointment
- ▁furious
- ▁unveil
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- ▁restoration
- ▁scottish
- ▁replicating
- ▁stride
- ▁cough
- ▁moses
- ▁interval
- gency
- ▁instructor
- ▁generalize
- ▁imam
- phobia
- ▁strawberr
- ▁resident
- ▁altruistic
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- ▁25
- ▁navigat
- ▁metaphorical
- ▁concentrat
- ▁strippe
- ▁impress
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- ▁degrade
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- ▁accumulating
- ▁activation
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- ▁arkansas
- ▁bankrupt
- ▁benchmark
- ▁bladder
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- ▁craving
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- ▁degradation
- ▁douglas
- ▁esteem
- ▁frugal
- ▁gecko
- ▁humidity
- ▁imposing
- ▁inadequate
- ▁lithium
- ▁megawatt
- ▁mississippi
- ▁oprah
- ▁orangutan
- ▁ozone
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- ▁pheromone
- ▁prostitute
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- ▁visibility
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- ▁leisure
- ▁messaging
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- ▁indefinite
- ▁replied
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- ▁offense
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- ▁detach
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- ▁spoil
- lousy
- ▁geologist
- ▁subset
- ▁prosperous
- ▁lymph
- ▁rainwater
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- ▁persistence
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- ▁immortality
- ▁fuck
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- ▁intestine
- ▁aisle
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- ▁resin
- ▁recruitment
- ▁crown
- ▁reception
- ▁droplet
- ▁sculptor
- ▁alto
- ▁compile
- ▁claus
- ▁crisp
- ▁canoe
- sighted
- genesis
- ▁snapp
- ▁grandpa
- ▁astronomer
- centralized
- ▁curse
- ▁swam
- ▁devote
- ▁disappoint
- ▁reprogram
- ▁contradict
- ▁surge
- ▁antarctic
- ▁plural
- plausible
- ▁accelerator
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- ▁antidote
- ▁arithmetic
- ▁asphalt
- ▁astounding
- ▁audacious
- ▁butterflies
- ▁butterfly
- ▁clarify
- ▁declaration
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- ▁evoke
- ▁harriet
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- ▁hygiene
- ▁insecticide
- ▁instinctively
- ▁jazeera
- ▁jurisdiction
- ▁mainframe
- ▁maldives
- ▁measurable
- ▁mockingbird
- ▁moscow
- ▁murray
- ▁natasha
- ▁nectar
- ▁nevada
- ▁overweight
- ▁palestine
- ▁participatory
- ▁pragmatic
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- ▁subconscious
- ▁terrestrial
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- ▁apprentice
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- ▁diffuse
- ▁kickstart
- ▁latitude
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- ▁shaft
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- ▁waving
- lecommunications
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- ▁mitigate
- ▁converse
- ▁womb
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- ▁blunt
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- ▁socket
- ▁pluck
- ▁idaho
- ▁nanoscale
- ▁oscar
- ▁seductive
- ▁squeak
- captcha
- ▁enduring
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- ▁plow
- ▁garment
- ▁synchrony
- ▁warrant
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- ▁lanka
- agnes
- ▁begging
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- ▁emulate
- ▁commentary
- ▁radius
- ▁audition
- ▁pedal
- ▁greg
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- ▁initiat
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- aunch
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- ▁immortal
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- ▁ambiguous
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- ▁boulder
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- ▁byproduct
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- ▁charities
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- ▁efficacy
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- ▁everglades
- ▁exhilarating
- ▁headphones
- ▁hebrew
- ▁hostility
- ▁hydrant
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- ▁ignorant
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- ▁messenger
- ▁metasta
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- ▁neutron
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- ▁persuasive
- ▁rachel
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- ▁reframe
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- ▁sanctuary
- ▁spreadsheet
- ▁storycorps
- ▁tahrir
- ▁tehran
- ▁tobacco
- ▁treadmill
- ▁twentie
- ▁typeface
- ▁unlimited
- ▁unthinkable
- ▁vegetarian
- ▁wednesday
- ▁yogurt
- ▁asperger
- ▁bargain
- ▁cradle
- ▁dementia
- ▁eagle
- ▁embody
- ▁friedman
- ▁hominid
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- ▁shrunk
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- ▁landmark
- ▁testament
- ▁rosetta
- weaving
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- ▁helix
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- ▁oxide
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- leaned
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- ▁kerr
- ▁accord
- '30'
- ▁intellect
- ▁telecom
- anthrop
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- ▁lucifer
- percussion
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- ▁balkan
- ▁biblical
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- ▁bureaucracy
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- ▁contemplate
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- ▁credibility
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- ▁exploding
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- ▁instagram
- ▁lakota
- ▁leveraging
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- ▁mandarin
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- ▁mismatch
- ▁multicultural
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- ▁perfume
- ▁photosynthesis
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- ▁puzzling
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- ▁relocate
- ▁schizophrenic
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- ▁tadpole
- ▁trajectories
- ▁translating
- ▁umbrella
- ▁unbelievably
- ▁valentine
- ▁vienna
- consistency
- ▁burglar
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- ▁inadvertent
- ▁okapi
- ▁proxy
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- ▁creek
- ▁deconstruct
- ▁reptile
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- ▁aftermath
- ▁discount
- ▁orchard
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- ▁gaming
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- ▁boreal
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- ▁tangle
- ▁ecologist
- ▁cdc
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- ▁morgan
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- ▁replicator
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- ▁flare
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- prehensi
- ▁burger
- ▁niche
- ▁hedge
- biotic
- world
- transformational
- ▁mobiliz
- born
- ▁participant
- ductive
- ▁customize
- ennial
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- ▁declare
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- ▁gradual
- ▁jealous
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- ▁encompass
- +
- neurotransmitter
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- ▁childbirth
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- ▁elusive
- ▁empathize
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- ▁graham
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- ▁inferior
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- ▁intractable
- ▁madagascar
- ▁matthew
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- ▁submission
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- ▁unpack
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- ▁downhill
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- ▁altar
- ▁stalk
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- ▁neurogenesis
- ▁fringe
- ▁snack
- ▁latter
- ▁flint
- ▁charisma
- ▁clark
- ▁goof
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- ▁zipcar
- ▁mourn
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- ▁mailbox
- ▁wobbl
- ▁buddy
- ▁isaac
- ▁rigged
- ▁foraging
- elvis
- ▁nih
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- ▁lifesav
- ▁exert
- ▁applica
- jected
- althiest
- competence
- argon
- stock
- organic
- ▁gag
- filtered
- searched
- ▁cultivat
- breaking
- spiring
- lender
- ▁decipher
- ▁midwest
- ▁requir
- ▁elevate
- ▁browse
- mmunity
- appointed
- ▁asymmetric
- ▁hiroshi
- centrifug
- ▁carcinogen
- ▁tornado
- ffluent
- sarcoma
- ▁amphibi
- ▁archimedes
- ▁artisan
- ▁aurora
- ▁barbara
- ▁bumblebee
- ▁celsius
- ▁circus
- ▁compelled
- ▁compensation
- ▁consequent
- ▁crochet
- ▁devastation
- ▁devoid
- ▁diffusion
- ▁discharge
- ▁disengag
- ▁excruciating
- ▁exterior
- ▁filament
- ▁graduating
- ▁graduation
- ▁honduras
- ▁immoral
- ▁impatient
- ▁inaugura
- ▁indicating
- ▁inflammat
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- ▁invisibility
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- ▁mahatma
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- ▁minnesota
- ▁mistrust
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- ▁motivating
- ▁ninja
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- ▁nostalgi
- ▁panbanisha
- ▁pinnacle
- ▁precursor
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- ▁repetitive
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- ▁savage
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- ▁soybean
- ▁spectacle
- ▁sprinkle
- ▁stockholm
- ▁stunned
- ▁succumb
- ▁superconductor
- ▁superficial
- ▁synonymous
- ▁tamiflu
- ▁thermostat
- ▁toothbrush
- ▁transcript
- ▁untouched
- ▁variability
- ▁vertebrate
- ▁administer
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- ▁evolutionarily
- ▁judging
- ▁nfl
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- ▁sampling
- ▁skyrocket
- ▁breastfeed
- ▁fission
- ▁gordon
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- ▁ronald
- vantage
- ▁degrading
- ▁nichol
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- ▁anthropology
- ▁handbag
- ▁lawrence
- ▁parrot
- ▁modalit
- ▁jimmy
- ▁massacre
- ▁stitch
- movable
- ▁clerk
- ▁clutch
- ▁bliss
- ▁overfishing
- ▁hungarian
- ▁ventilation
- ▁vitro
- ▁assembling
- ▁hologram
- ▁affirmative
- ▁saltwater
- ▁resume
- ▁radiologist
- ▁trench
- ▁mural
- ▁sideways
- ▁grill
- ▁abyss
- ▁rehab
- ▁megacit
- conceivable
- criminal
- ▁confer
- ometric
- differentiated
- ▁battl
- ▁advocat
- ▁squeez
- ▁nutritio
- imming
- ▁hype
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- ▁psychiatr
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- ▁majest
- ▁monolith
- ▁repositor
- efficiencies
- ▁accustomed
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- ▁anthony
- ▁anticipation
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- ▁baghdad
- ▁biography
- ▁breeze
- ▁brochure
- ▁browsing
- ▁buffalo
- ▁cadaver
- ▁cemetery
- ▁cheetah
- ▁clitoris
- ▁coconut
- ▁collapsing
- ▁contemplating
- ▁cortisol
- ▁culminat
- ▁currencies
- ▁deemed
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- ▁entrenched
- ▁esoteric
- ▁fascination
- ▁fatigue
- ▁ferguson
- ▁geiger
- ▁gradient
- ▁gratification
- ▁hashtag
- ▁insecurity
- ▁julius
- ▁lollipop
- ▁malignant
- ▁merchant
- ▁microrna
- ▁missouri
- ▁neumann
- ▁neurosurgeon
- ▁oblivious
- ▁outweigh
- ▁paycheck
- ▁plywood
- ▁primordial
- ▁protagonist
- ▁provocative
- ▁purchasing
- ▁qualitative
- ▁seatbelt
- ▁semantic
- ▁sergio
- ▁sophistication
- ▁sorrow
- ▁spectator
- ▁stimulating
- ▁submerge
- ▁suspicion
- ▁terabyte
- ▁turbulent
- ▁ukraine
- ▁unexplored
- ▁upstairs
- ▁utilitarian
- ▁vaccination
- ▁whack
- ▁bruno
- ▁carriage
- ▁crux
- ▁gospel
- ▁imitation
- ▁monogam
- ▁occurrence
- ▁revisit
- ▁safeguard
- ▁thirst
- ▁conjure
- ▁endurance
- ▁gyrus
- ▁multitask
- ▁pennies
- ▁premium
- ▁stagnat
- ▁ynh
- convulsi
- ▁uterus
- ▁lynch
- ▁stockpile
- ▁titus
- ▁joking
- ▁carcass
- ▁pluto
- ▁compost
- ▁trafficked
- ▁wield
- ▁spores
- ▁outstanding
- ▁childcare
- ▁diaper
- ▁hardwir
- ▁ounce
- ▁shaming
- ▁proust
- ▁carving
- ▁foragers
- ▁slippery
- ▁underlies
- ▁reign
- ▁beheading
- ▁roost
- ▁hocke
- ▁saddle
- ▁nominate
- ▁poise
- ▁cursor
- ▁cohesi
- ▁ankle
- ▁blaz
- ▁conspir
- respective
- clined
- ▁husk
- ▁nutrient
- ▁statu
- ▁utilize
- ▁disintegrat
- ancies
- ▁extrem
- incidence
- ollen
- solvable
- ▁aboriginal
- ▁academia
- ▁administrative
- ▁alleviate
- ▁ancestral
- ▁antiretroviral
- ▁appetite
- ▁astonished
- ▁astrophysic
- ▁audacity
- ▁balconies
- ▁biomimic
- ▁biomolecule
- ▁biopsy
- ▁bisexual
- ▁botswana
- ▁caterpillar
- ▁charitable
- ▁clutter
- ▁crowdsource
- ▁defensive
- ▁detergent
- ▁diagnosing
- ▁disparity
- ▁ecuador
- ▁elevation
- ▁energize
- ▁entitlement
- ▁fragility
- ▁grizzly
- ▁helvetica
- ▁hummingbird
- ▁implies
- ▁interdependence
- ▁isotope
- ▁jennie
- ▁jennifer
- ▁judaism
- ▁lesterland
- ▁mcgowan
- ▁mitochondria
- ▁motivator
- ▁mubarak
- ▁mutilation
- ▁nationwide
- ▁outsource
- ▁papaya
- ▁paraphrase
- ▁perseverance
- ▁plutocrat
- ▁porridge
- ▁precaution
- ▁proximity
- ▁pseudo
- ▁recursive
- ▁redefining
- ▁reversal
- ▁rockefeller
- ▁sanitary
- ▁saturated
- ▁snippet
- ▁substrate
- ▁superintelligen
- ▁synagogue
- ▁synthesizer
- ▁taxonom
- ▁taylor
- ▁transgress
- ▁transnational
- ▁typewriter
- ▁uncommon
- ▁unrelated
- ▁volatile
- ▁whirlwind
- ▁wrestling
- estimation
- ▁bassem
- ▁devour
- ▁dizzy
- ▁goggles
- ▁inflict
- ▁insidious
- ▁leapfrog
- ▁liberties
- ▁melinda
- ▁privatiz
- ▁spoof
- ▁prosthes
- ▁solitude
- ▁traumatized
- ▁endemic
- ▁memoir
- ▁sunrise
- ▁prolong
- ▁scoop
- ▁movember
- ▁crippl
- ▁sushi
- ▁empti
- austin
- ▁piracy
- ▁magnifie
- ▁strangl
- ▁cedar
- visibly
- ▁blair
- ▁dispose
- ▁inequit
- ▁seduce
- ▁vault
- ▁barbaria
- ▁paddle
- ▁musu
- ▁revise
- ▁revert
- ▁sublim
- ▁molt
- ridden
- predictability
- environmentalist
- ▁eradicat
- ▁aggregat
- ▁incorporat
- woman
- semit
- ▁altruist
- ▁apologi
- ▁coordinat
- ▁julia
- ▁writ
- ▁recap
- ▁logarithm
- ▁propriet
- grazing
- njunction
- ▁alfred
- ▁amputation
- ▁breadwinn
- ▁brothel
- ▁cassette
- ▁chariot
- ▁cockpit
- ▁combustion
- ▁cyborg
- ▁denominator
- ▁derivative
- ▁desirable
- ▁deteriorate
- ▁diaspora
- ▁dorothy
- ▁doughnut
- ▁dublin
- ▁duplicate
- ▁embodiment
- ▁engulf
- ▁escort
- ▁exoskeleton
- ▁feasible
- ▁footsteps
- ▁galois
- ▁gigawatt
- ▁granny
- ▁hallmark
- ▁hampshire
- ▁heavier
- ▁illustrator
- ▁imprint
- ▁insignificant
- ▁laparoscopic
- ▁latrine
- ▁microprocessor
- ▁mogadishu
- ▁moisture
- ▁monastery
- ▁multiplied
- ▁mutilated
- ▁nephew
- ▁oasis
- ▁optimization
- ▁orthopedic
- ▁perimeter
- ▁persuasion
- ▁petroleum
- ▁pluripotent
- ▁poaching
- ▁quadruple
- ▁reconfigur
- ▁refrigeration
- ▁rehearsal
- ▁repetition
- ▁repurpose
- ▁reunited
- ▁rouge
- ▁salvation
- ▁sausage
- ▁scramble
- ▁sebastian
- ▁solomon
- ▁suffocat
- ▁transcendence
- ▁trinidad
- ▁yahoo
- cellulose
- ▁attentive
- ▁elicit
- ▁eloquent
- ▁prairie
- ▁retaliat
- ▁striving
- ▁unconditional
- ▁underwear
- ▁volts
- ▁arsenal
- ▁breathtaking
- ▁debating
- ▁haircut
- ▁jeep
- ▁modulate
- ▁sculptural
- ▁bodily
- ▁crease
- ▁pavement
- ▁saddam
- ▁cornell
- ▁ferment
- ▁renovat
- ▁abalone
- ▁cameroon
- ▁teapot
- ▁firefly
- ▁bullying
- bertie
- ▁fgm
- ▁overdose
- ▁algeria
- ▁stoic
- ▁merging
- ▁bystander
- ▁dehumaniz
- ▁swimmer
- ▁palpabl
- ▁endorse
- ▁stigmatiz
- hearted
- authorized
- ranked
- ▁influenc
- utilized
- hopper
- fib
- ▁counteract
- written
- different
- ▁conduc
- ▁neurologic
- ▁homophobi
- ▁identifie
- ▁refuge
- ▁calori
- ▁reliabl
- ▁restorati
- ▁acquaint
- voluntarily
- ▁abdomen
- ▁additive
- ▁adhesive
- ▁alexandria
- ▁approximation
- ▁backdrop
- ▁barbecue
- ▁brigades
- ▁catheter
- ▁celebrities
- ▁cemeteries
- ▁cheerleader
- ▁cochrane
- ▁coercion
- ▁colossal
- ▁communism
- ▁copernicus
- ▁cucumber
- ▁daydream
- ▁demolish
- ▁detention
- ▁disastrous
- ▁disparities
- ▁eleanor
- ▁empathetic
- ▁enhancing
- ▁fragrance
- ▁franchise
- ▁gehry
- ▁glaze
- ▁granddaughter
- ▁grenade
- ▁hannah
- ▁horribly
- ▁hussein
- ▁illiteracy
- ▁impairment
- ▁implicated
- ▁incentivize
- ▁inconsistent
- ▁infidelity
- ▁intermediar
- ▁intimidate
- ▁introspection
- ▁leukemia
- ▁madison
- ▁maslow
- ▁merchandis
- ▁metadata
- ▁microsecond
- ▁mongolia
- ▁nanopatch
- ▁napoleon
- ▁nutshell
- ▁paintbrush
- ▁pellets
- ▁perceiving
- ▁peripheral
- ▁preliminary
- ▁reassuring
- ▁rebuilt
- ▁referendum
- ▁rehearse
- ▁remorse
- ▁removal
- ▁retention
- ▁revitaliz
- ▁scooter
- ▁segregated
- ▁sequel
- ▁squad
- ▁squirt
- ▁subtitle
- ▁supervisor
- ▁surrogate
- ▁tentacle
- ▁tragedies
- ▁translucent
- ▁trustworthiness
- ▁twitch
- ▁tyranny
- ▁uruguay
- ▁vermeer
- ▁waterfront
- ▁bathtub
- ▁blossom
- ▁boycott
- ▁crazi
- ▁deceptive
- ▁entail
- ▁handicap
- ▁hysterical
- ▁inanimate
- ▁kabul
- ▁obstruct
- ▁ooh
- ▁reversing
- ▁tremor
- ▁tyrant
- ▁vanished
- ▁wiggle
- ▁abrupt
- ▁airbag
- ▁defecat
- ▁jumble
- ▁newfound
- ▁steadi
- ▁ellip
- ▁graze
- ▁battered
- ▁fiddle
- ▁medicinal
- ▁outlook
- ▁fisherman
- ▁rotting
- ▁synerg
- ▁quotation
- ▁fmri
- ▁yanke
- ▁squish
- ▁subvert
- ▁jacob
- ▁permeate
- ▁musk
- ▁overhear
- ▁diploma
- ▁detonat
- guil
- misunderstanding
- favorable
- credited
- ▁recreat
- ▁visualiz
- mplified
- symmetry
- sensitive
- global
- women
- operators
- western
- ▁illustr
- ▁overwhelm
- ▁suspend
- ▁simultaneous
- ▁tasmania
- ▁legislati
- ▁squat
- ▁nikola
- '#'
- coherence
- extraterrestrial
- tactile
- ▁amusement
- ▁antiangiogenic
- ▁apocalypse
- ▁appendage
- ▁arrogance
- ▁autopsy
- ▁bachelor
- ▁binoculars
- ▁bonica
- ▁brexit
- ▁charlotte
- ▁chernobyl
- ▁cleveland
- ▁collateral
- ▁confound
- ▁contraceptive
- ▁critique
- ▁crowdsourcing
- ▁cyberspace
- ▁decimal
- ▁degeneration
- ▁delegation
- ▁deputy
- ▁descent
- ▁divinity
- ▁eclipse
- ▁epigenetic
- ▁expansive
- ▁florence
- ▁forefront
- ▁freestyle
- ▁gertrude
- ▁goldilocks
- ▁grapple
- ▁grappling
- ▁halloween
- ▁harold
- ▁hierarchical
- ▁incapable
- ▁inconvenient
- ▁innovating
- ▁insufficient
- ▁interdependent
- ▁involuntary
- ▁jirga
- ▁kilowatt
- ▁kuwait
- ▁langley
- ▁leviathan
- ▁libertarian
- ▁mahmoud
- '@'
- '*'
- \
- ^
- R
- _
- '-'
- '%'
- '='
- $
- A
- G
- M
- ']'
- ā
- 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}
}
```