espnet/OpenBEATS-Large-AQAyn-BERT

ESPnet2 CLS model

espnet/OpenBEATS-Large-AQAyn-BERT

This model was trained by Shikhar Bharadwaj using clotho_v2 recipe in espnet.

CLS config

expand

config: /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/earlarge2.bs96.noroll.prenorm/conf/ear_large/aqa_yn_bert.yaml
print_config: false
log_level: INFO
drop_last_iter: false
dry_run: false
iterator_type: sequence
valid_iterator_type: null
output_dir: /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/aqa_yn_bert/cls_earlarge2.bs96.noroll.prenorm
ngpu: 1
seed: 0
num_workers: 2
num_att_plot: 0
dist_backend: nccl
dist_init_method: env://
dist_world_size: null
dist_rank: null
local_rank: 0
dist_master_addr: null
dist_master_port: null
dist_launcher: null
multiprocessing_distributed: false
unused_parameters: true
sharded_ddp: false
use_deepspeed: false
deepspeed_config: null
gradient_as_bucket_view: true
ddp_comm_hook: null
cudnn_enabled: true
cudnn_benchmark: false
cudnn_deterministic: true
use_tf32: false
collect_stats: false
write_collected_feats: false
max_epoch: 100
patience: null
val_scheduler_criterion:
- valid
- loss
early_stopping_criterion:
- valid
- loss
- min
best_model_criterion:
-   - valid
    - acc
    - max
keep_nbest_models: 1
nbest_averaging_interval: 0
grad_clip: 1
grad_clip_type: 2.0
grad_noise: false
accum_grad: 4
no_forward_run: false
resume: true
train_dtype: float32
use_amp: false
log_interval: null
use_matplotlib: true
use_tensorboard: true
create_graph_in_tensorboard: false
use_wandb: true
wandb_project: audioverse
wandb_id: null
wandb_entity: shikhar
wandb_name: aqa_yn_bert.earlarge2.bs96.noroll.prenorm
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:
- text_encoder
num_iters_per_epoch: null
batch_size: 24
valid_batch_size: null
batch_bins: 1000000
valid_batch_bins: null
category_sample_size: 10
train_shape_file:
- /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/aqa_yn_bert/cls_stats_16k/train/speech_shape
- /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/aqa_yn_bert/cls_stats_16k/train/label_shape
valid_shape_file:
- /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/aqa_yn_bert/cls_stats_16k/valid/speech_shape
- /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/aqa_yn_bert/cls_stats_16k/valid/label_shape
batch_type: folded
valid_batch_type: null
fold_length:
- 160000
- 600
sort_in_batch: descending
shuffle_within_batch: false
sort_batch: descending
multiple_iterator: false
utt2weight_file: null
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:
-   - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/aqa_yn_bert/development_aqa_yn/wav.scp
    - speech
    - sound
-   - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/aqa_yn_bert/development_aqa_yn/text
    - label
    - text
-   - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/aqa_yn_bert/development_aqa_yn/question.txt
    - text
    - text
valid_data_path_and_name_and_type:
-   - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/aqa_yn_bert/validation_aqa_yn/wav.scp
    - speech
    - sound
-   - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/aqa_yn_bert/validation_aqa_yn/text
    - label
    - text
-   - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/aqa_yn_bert/validation_aqa_yn/question.txt
    - text
    - text
multi_task_dataset: false
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: adamw
optim_conf:
    lr: 1.0e-05
    weight_decay: 0.01
    betas:
    - 0.9
    - 0.98
scheduler: cosineannealingwarmuprestarts
scheduler_conf:
    first_cycle_steps: 202000
    warmup_steps: 20000
    max_lr: 0.0001
    min_lr: 1.0e-06
lightning_conf: {}
token_list:
- 'yes'
- 'no'
- <blank>
- <unk>
text_token_list:
- '[PAD]'
- '[unused0]'
- '[unused1]'
- '[unused2]'
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- room
- party
- located
- december
- '2013'
- age
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- '2007'
- '##g'
- system
- let
- love
- '2006'
- though
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- '2014'
- look
- song
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- without
- body
- black
- night
- within
- great
- women
- single
- ve
- building
- large
- population
- river
- named
- band
- white
- started
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- once
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- '20'
- should
- '18'
- '2015'
- service
- top
- built
- british
- open
- death
- king
- moved
- local
- times
- children
- february
- book
- why
- '11'
- door
- need
- president
- order
- final
- road
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- although
- due
- major
- died
- village
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- knew
- '2016'
- asked
- turned
- st
- wanted
- say
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- main
- son
- served
- different
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- members
- power
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- voice
- play
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- near
- park
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- '30'
- having
- '2005'
- '16'
- '##man'
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- mother
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- point
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- late
- hands
- games
- award
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- '14'
- put
- published
- country
- division
- across
- told
- '13'
- often
- ever
- french
- london
- center
- six
- red
- '2017'
- led
- days
- include
- light
- '25'
- find
- tell
- among
- species
- really
- according
- central
- half
- '2004'
- form
- original
- gave
- office
- making
- enough
- lost
- full
- opened
- must
- included
- live
- given
- german
- player
- run
- business
- woman
- community
- cup
- might
- million
- land
- '2000'
- court
- development
- '17'
- short
- round
- ii
- km
- seen
- class
- story
- always
- become
- sure
- research
- almost
- director
- council
- la
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- using
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- couldn
- car
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- '24'
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- force
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- field
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- '2003'
- education
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- nothing
- worked
- others
- record
- big
- inside
- level
- anything
- continued
- give
- james
- '##3'
- military
- established
- non
- returned
- feel
- does
- title
- written
- thing
- feet
- william
- far
- co
- association
- hard
- already
- '2002'
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- championship
- human
- western
- '100'
- '##na'
- department
- hall
- role
- various
- production
- '21'
- '19'
- heart
- '2001'
- living
- fire
- version
- '##ers'
- '##f'
- television
- royal
- '##4'
- produced
- working
- act
- case
- society
- region
- present
- radio
- period
- looking
- least
- total
- keep
- england
- wife
- program
- per
- brother
- mind
- special
- '22'
- '##le'
- am
- works
- soon
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- political
- george
- services
- taken
- created
- '##7'
- further
- able
- reached
- david
- union
- joined
- upon
- done
- important
- social
- information
- either
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- '##x'
- appeared
- position
- ground
- lead
- rock
- dark
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- '23'
- board
- france
- hair
- course
- arms
- site
- police
- girl
- instead
- real
- sound
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- words
- moment
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- someone
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- summer
- project
- announced
- san
- less
- wrote
- past
- followed
- '##5'
- blue
- founded
- al
- finally
- india
- taking
- records
- america
- '##ne'
- '1999'
- design
- considered
- northern
- god
- stop
- battle
- toward
- european
- outside
- described
- track
- today
- playing
- language
- '28'
- call
- '26'
- heard
- professional
- low
- australia
- miles
- california
- win
- yet
- green
- '##ie'
- trying
- blood
- '##ton'
- southern
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- maybe
- everything
- match
- square
- '27'
- mouth
- video
- race
- recorded
- leave
- above
- '##9'
- daughter
- points
- space
- '1998'
- museum
- change
- middle
- common
- '##0'
- move
- tv
- post
- '##ta'
- lake
- seven
- tried
- elected
- closed
- ten
- paul
- minister
- '##th'
- months
- start
- chief
- return
- canada
- person
- sea
- release
- similar
- modern
- brought
- rest
- hit
- formed
- mr
- '##la'
- '1997'
- floor
- event
- doing
- thomas
- '1996'
- robert
- care
- killed
- training
- star
- week
- needed
- turn
- finished
- railway
- rather
- news
- health
- sent
- example
- ran
- term
- michael
- coming
- currently
- 'yes'
- forces
- despite
- gold
- areas
- '50'
- stage
- fact
- '29'
- dead
- says
- popular
- '2018'
- originally
- germany
- probably
- developed
- result
- pulled
- friend
- stood
- money
- running
- mi
- signed
- word
- songs
- child
- eventually
- met
- tour
- average
- teams
- minutes
- festival
- current
- deep
- kind
- '1995'
- decided
- usually
- eastern
- seemed
- '##ness'
- episode
- bed
- added
- table
- indian
- private
- charles
- route
- available
- idea
- throughout
- centre
- addition
- appointed
- style
- '1994'
- books
- eight
- construction
- press
- mean
- wall
- friends
- remained
- schools
- study
- '##ch'
- '##um'
- institute
- oh
- chinese
- sometimes
- events
- possible
- '1992'
- australian
- type
- brown
- forward
- talk
- process
- food
- debut
- seat
- performance
- committee
- features
- character
- arts
- herself
- else
- lot
- strong
- russian
- range
- hours
- peter
- arm
- '##da'
- morning
- dr
- sold
- '##ry'
- quickly
- directed
- '1993'
- guitar
- china
- '##w'
- '31'
- list
- '##ma'
- performed
- media
- uk
- players
- smile
- '##rs'
- myself
- '40'
- placed
- coach
- province
- towards
- wouldn
- leading
- whole
- boy
- official
- designed
- grand
- census
- '##el'
- europe
- attack
- japanese
- henry
- '1991'
- '##re'
- '##os'
- cross
- getting
- alone
- action
- lower
- network
- wide
- washington
- japan
- '1990'
- hospital
- believe
- changed
- sister
- '##ar'
- hold
- gone
- sir
- hadn
- ship
- '##ka'
- studies
- academy
- shot
- rights
- below
- base
- bad
- involved
- kept
- largest
- '##ist'
- bank
- future
- especially
- beginning
- mark
- movement
- section
- female
- magazine
- plan
- professor
- lord
- longer
- '##ian'
- sat
- walked
- hill
- actually
- civil
- energy
- model
- families
- size
- thus
- aircraft
- completed
- includes
- data
- captain
- '##or'
- fight
- vocals
- featured
- richard
- bridge
- fourth
- '1989'
- officer
- stone
- hear
- '##ism'
- means
- medical
- groups
- management
- self
- lips
- competition
- entire
- lived
- technology
- leaving
- federal
- tournament
- bit
- passed
- hot
- independent
- awards
- kingdom
- mary
- spent
- fine
- doesn
- reported
- '##ling'
- jack
- fall
- raised
- itself
- stay
- 'true'
- studio
- '1988'
- sports
- replaced
- paris
- systems
- saint
- leader
- theatre
- whose
- market
- capital
- parents
- spanish
- canadian
- earth
- '##ity'
- cut
- degree
- writing
- bay
- christian
- awarded
- natural
- higher
- bill
- '##as'
- coast
- provided
- previous
- senior
- ft
- valley
- organization
- stopped
- onto
- countries
- parts
- conference
- queen
- security
- interest
- saying
- allowed
- master
- earlier
- phone
- matter
- smith
- winning
- try
- happened
- moving
- campaign
- los
- '##ley'
- breath
- nearly
- mid
- '1987'
- certain
- girls
- date
- italian
- african
- standing
- fell
- artist
- '##ted'
- shows
- deal
- mine
- industry
- '1986'
- '##ng'
- everyone
- republic
- provide
- collection
- library
- student
- '##ville'
- primary
- owned
- older
- via
- heavy
- 1st
- makes
- '##able'
- attention
- anyone
- africa
- '##ri'
- stated
- length
- ended
- fingers
- command
- staff
- skin
- foreign
- opening
- governor
- okay
- medal
- kill
- sun
- cover
- job
- '1985'
- introduced
- chest
- hell
- feeling
- '##ies'
- success
- meet
- reason
- standard
- meeting
- novel
- '1984'
- trade
- source
- buildings
- '##land'
- rose
- guy
- goal
- '##ur'
- chapter
- native
- husband
- previously
- unit
- limited
- entered
- weeks
- producer
- operations
- mountain
- takes
- covered
- forced
- related
- roman
- complete
- successful
- key
- texas
- cold
- '##ya'
- channel
- '1980'
- traditional
- films
- dance
- clear
- approximately
- '500'
- nine
- van
- prince
- question
- active
- tracks
- ireland
- regional
- silver
- author
- personal
- sense
- operation
- '##ine'
- economic
- '1983'
- holding
- twenty
- isbn
- additional
- speed
- hour
- edition
- regular
- historic
- places
- whom
- shook
- movie
- km²
- secretary
- prior
- report
- chicago
- read
- foundation
- view
- engine
- scored
- '1982'
- units
- ask
- airport
- property
- ready
- immediately
- lady
- month
- listed
- contract
- '##de'
- manager
- themselves
- lines
- '##ki'
- navy
- writer
- meant
- '##ts'
- runs
- '##ro'
- practice
- championships
- singer
- glass
- commission
- required
- forest
- starting
- culture
- generally
- giving
- access
- attended
- test
- couple
- stand
- catholic
- martin
- caught
- executive
- '##less'
- eye
- '##ey'
- thinking
- chair
- quite
- shoulder
- '1979'
- hope
- decision
- plays
- defeated
- municipality
- whether
- structure
- offered
- slowly
- pain
- ice
- direction
- '##ion'
- paper
- mission
- '1981'
- mostly
- '200'
- noted
- individual
- managed
- nature
- lives
- plant
- '##ha'
- helped
- except
- studied
- computer
- figure
- relationship
- issue
- significant
- loss
- die
- smiled
- gun
- ago
- highest
- '1972'
- '##am'
- male
- bring
- goals
- mexico
- problem
- distance
- commercial
- completely
- location
- annual
- famous
- drive
- '1976'
- neck
- '1978'
- surface
- caused
- italy
- understand
- greek
- highway
- wrong
- hotel
- comes
- appearance
- joseph
- double
- issues
- musical
- companies
- castle
- income
- review
- assembly
- bass
- initially
- parliament
- artists
- experience
- '1974'
- particular
- walk
- foot
- engineering
- talking
- window
- dropped
- '##ter'
- miss
- baby
- boys
- break
- '1975'
- stars
- edge
- remember
- policy
- carried
- train
- stadium
- bar
- sex
- angeles
- evidence
- '##ge'
- becoming
- assistant
- soviet
- '1977'
- upper
- step
- wing
- '1970'
- youth
- financial
- reach
- '##ll'
- actor
- numerous
- '##se'
- '##st'
- nodded
- arrived
- '##ation'
- minute
- '##nt'
- believed
- sorry
- complex
- beautiful
- victory
- associated
- temple
- '1968'
- '1973'
- chance
- perhaps
- metal
- '##son'
- '1945'
- bishop
- '##et'
- lee
- launched
- particularly
- tree
- le
- retired
- subject
- prize
- contains
- yeah
- theory
- empire
- '##ce'
- suddenly
- waiting
- trust
- recording
- '##to'
- happy
- terms
- camp
- champion
- '1971'
- religious
- pass
- zealand
- names
- 2nd
- port
- ancient
- tom
- corner
- represented
- watch
- legal
- anti
- justice
- cause
- watched
- brothers
- '45'
- material
- changes
- simply
- response
- louis
- fast
- '##ting'
- answer
- '60'
- historical
- '1969'
- stories
- straight
- create
- feature
- increased
- rate
- administration
- virginia
- el
- activities
- cultural
- overall
- winner
- programs
- basketball
- legs
- guard
- beyond
- cast
- doctor
- mm
- flight
- results
- remains
- cost
- effect
- winter
- '##ble'
- larger
- islands
- problems
- chairman
- grew
- commander
- isn
- '1967'
- pay
- failed
- selected
- hurt
- fort
- box
- regiment
- majority
- journal
- '35'
- edward
- plans
- '##ke'
- '##ni'
- shown
- pretty
- irish
- characters
- directly
- scene
- likely
- operated
- allow
- spring
- '##j'
- junior
- matches
- looks
- mike
- houses
- fellow
- '##tion'
- beach
- marriage
- '##ham'
- '##ive'
- rules
- oil
- '65'
- florida
- expected
- nearby
- congress
- sam
- peace
- recent
- iii
- wait
- subsequently
- cell
- '##do'
- variety
- serving
- agreed
- please
- poor
- joe
- pacific
- attempt
- wood
- democratic
- piece
- prime
- '##ca'
- rural
- mile
- touch
- appears
- township
- '1964'
- '1966'
- soldiers
- '##men'
- '##ized'
- '1965'
- pennsylvania
- closer
- fighting
- claimed
- score
- jones
- physical
- editor
- '##ous'
- filled
- genus
- specific
- sitting
- super
- mom
- '##va'
- therefore
- supported
- status
- fear
- cases
- store
- meaning
- wales
- minor
- spain
- tower
- focus
- vice
- frank
- follow
- parish
- separate
- golden
- horse
- fifth
- remaining
- branch
- '32'
- presented
- stared
- '##id'
- uses
- secret
- forms
- '##co'
- baseball
- exactly
- '##ck'
- choice
- note
- discovered
- travel
- composed
- truth
- russia
- ball
- color
- kiss
- dad
- wind
- continue
- ring
- referred
- numbers
- digital
- greater
- '##ns'
- metres
- slightly
- direct
- increase
- '1960'
- responsible
- crew
- rule
- trees
- troops
- '##no'
- broke
- goes
- individuals
- hundred
- weight
- creek
- sleep
- memory
- defense
- provides
- ordered
- code
- value
- jewish
- windows
- '1944'
- safe
- judge
- whatever
- corps
- realized
- growing
- pre
- '##ga'
- cities
- alexander
- gaze
- lies
- spread
- scott
- letter
- showed
- situation
- mayor
- transport
- watching
- workers
- extended
- '##li'
- expression
- normal
- '##ment'
- chart
- multiple
- border
- '##ba'
- host
- '##ner'
- daily
- mrs
- walls
- piano
- '##ko'
- heat
- cannot
- '##ate'
- earned
- products
- drama
- era
- authority
- seasons
- join
- grade
- '##io'
- sign
- difficult
- machine
- '1963'
- territory
- mainly
- '##wood'
- stations
- squadron
- '1962'
- stepped
- iron
- 19th
- '##led'
- serve
- appear
- sky
- speak
- broken
- charge
- knowledge
- kilometres
- removed
- ships
- article
- campus
- simple
- '##ty'
- pushed
- britain
- '##ve'
- leaves
- recently
- cd
- soft
- boston
- latter
- easy
- acquired
- poland
- '##sa'
- quality
- officers
- presence
- planned
- nations
- mass
- broadcast
- jean
- share
- image
- influence
- wild
- offer
- emperor
- electric
- reading
- headed
- ability
- promoted
- yellow
- ministry
- '1942'
- throat
- smaller
- politician
- '##by'
- latin
- spoke
- cars
- williams
- males
- lack
- pop
- '80'
- '##ier'
- acting
- seeing
- consists
- '##ti'
- estate
- '1961'
- pressure
- johnson
- newspaper
- jr
- chris
- olympics
- online
- conditions
- beat
- elements
- walking
- vote
- '##field'
- needs
- carolina
- text
- featuring
- global
- block
- shirt
- levels
- francisco
- purpose
- females
- et
- dutch
- duke
- ahead
- gas
- twice
- safety
- serious
- turning
- highly
- lieutenant
- firm
- maria
- amount
- mixed
- daniel
- proposed
- perfect
- agreement
- affairs
- 3rd
- seconds
- contemporary
- paid
- '1943'
- prison
- save
- kitchen
- label
- administrative
- intended
- constructed
- academic
- nice
- teacher
- races
- '1956'
- formerly
- corporation
- ben
- nation
- issued
- shut
- '1958'
- drums
- housing
- victoria
- seems
- opera
- '1959'
- graduated
- function
- von
- mentioned
- picked
- build
- recognized
- shortly
- protection
- picture
- notable
- exchange
- elections
- 1980s
- loved
- percent
- racing
- fish
- elizabeth
- garden
- volume
- hockey
- '1941'
- beside
- settled
- '##ford'
- '1940'
- competed
- replied
- drew
- '1948'
- actress
- marine
- scotland
- steel
- glanced
- farm
- steve
- '1957'
- risk
- tonight
- positive
- magic
- singles
- effects
- gray
- screen
- dog
- '##ja'
- residents
- bus
- sides
- none
- secondary
- literature
- polish
- destroyed
- flying
- founder
- households
- '1939'
- lay
- reserve
- usa
- gallery
- '##ler'
- '1946'
- industrial
- younger
- approach
- appearances
- urban
- ones
- '1950'
- finish
- avenue
- powerful
- fully
- growth
- page
- honor
- jersey
- projects
- advanced
- revealed
- basic
- '90'
- infantry
- pair
- equipment
- visit
- '33'
- evening
- search
- grant
- effort
- solo
- treatment
- buried
- republican
- primarily
- bottom
- owner
- 1970s
- israel
- gives
- jim
- dream
- bob
- remain
- spot
- '70'
- notes
- produce
- champions
- contact
- ed
- soul
- accepted
- ways
- del
- '##ally'
- losing
- split
- price
- capacity
- basis
- trial
- questions
- '##ina'
- '1955'
- 20th
- guess
- officially
- memorial
- naval
- initial
- '##ization'
- whispered
- median
- engineer
- '##ful'
- sydney
- '##go'
- columbia
- strength
- '300'
- '1952'
- tears
- senate
- '00'
- card
- asian
- agent
- '1947'
- software
- '44'
- draw
- warm
- supposed
- com
- pro
- '##il'
- transferred
- leaned
- '##at'
- candidate
- escape
- mountains
- asia
- potential
- activity
- entertainment
- seem
- traffic
- jackson
- murder
- '36'
- slow
- product
- orchestra
- haven
- agency
- bbc
- taught
- website
- comedy
- unable
- storm
- planning
- albums
- rugby
- environment
- scientific
- grabbed
- protect
- '##hi'
- boat
- typically
- '1954'
- '1953'
- damage
- principal
- divided
- dedicated
- mount
- ohio
- '##berg'
- pick
- fought
- driver
- '##der'
- empty
- shoulders
- sort
- thank
- berlin
- prominent
- account
- freedom
- necessary
- efforts
- alex
- headquarters
- follows
- alongside
- des
- simon
- andrew
- suggested
- operating
- learning
- steps
- '1949'
- sweet
- technical
- begin
- easily
- '34'
- teeth
- speaking
- settlement
- scale
- '##sh'
- renamed
- ray
- max
- enemy
- semi
- joint
- compared
- '##rd'
- scottish
- leadership
- analysis
- offers
- georgia
- pieces
- captured
- animal
- deputy
- guest
- organized
- '##lin'
- tony
- combined
- method
- challenge
- 1960s
- huge
- wants
- battalion
- sons
- rise
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- types
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- pointed
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- unknown
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- '37'
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- '##tor'
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- quarter
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- humans
- carry
- killing
- format
- kong
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- railroad
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- theme
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- '##ze'
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- twelve
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- '##ee'
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- circle
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- identified
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- '48'
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- '1919'
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- ear
- explained
- rain
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- apartment
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- billion
- constitution
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- '1914'
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- opposition
- jose
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- drawn
- permanent
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- '1917'
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- '1929'
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- arrested
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- ad
- '49'
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- '1927'
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- '##ai'
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- cat
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- chapel
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- '1910'
- turkey
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- concerned
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- bands
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- ma
- '##ow'
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- scenes
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- sr
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- neighborhood
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- '##ana'
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- survived
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- '##ide'
- '56'
- jake
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- sri
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- shadow
- transportation
- horses
- weapon
- arena
- importance
- users
- tim
- objects
- contributed
- dragon
- douglas
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- jordan
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- flag
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- samuel
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- row
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- session
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- drove
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- jimmy
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- luke
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- '##he'
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- '##ara'
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- '##ney'
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- opinion
- translation
- manner
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- operate
- productions
- choose
- musician
- discovery
- confused
- tired
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- stream
- techniques
- committed
- attend
- ranking
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- throw
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- horror
- fan
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- salt
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- runner
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- '1905'
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- twin
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- carl
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- sequence
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- constituency
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- margaret
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- ears
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- jan
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- earliest
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- '66'
- harvard
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- 16th
- parliamentary
- indicate
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- dublin
- louisiana
- '1902'
- '1901'
- patient
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- '1903'
- membership
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- element
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- '62'
- limit
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- rating
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- '##tan'
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- '##lan'
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- shouldn
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- organ
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- manufacturing
- adding
- relative
- kennedy
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- whilst
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- heading
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- credited
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- '##zi'
- marshall
- '##out'
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- '04'
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- designer
- disc
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- seattle
- robin
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- praised
- las
- laughing
- satellite
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- '##sky'
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- deck
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- norman
- '##water'
- stuck
- speaker
- rifle
- domain
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- '##her'
- dc
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- '01'
- reputation
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- 8th
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- script
- '##nce'
- leather
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- charlotte
- guilty
- tools
- gender
- divisions
- fruit
- '##bs'
- laboratory
- nelson
- fantasy
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- aunt
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- requirements
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- clothing
- column
- rough
- gods
- hunting
- broadway
- gathered
- concerns
- '##ek'
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- ty
- 12th
- snapped
- requires
- solar
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- mobility
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- georgetown
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- '##hia'
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- ip
- malayalam
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- osaka
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- charging
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- '##aj'
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- tri
- '##cent'
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- '1798'
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- '1808'
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- '1805'
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- offspring
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- '1794'
- pioneers
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- '##sus'
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- pratt
- trustee
- '##uta'
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- balloon
- '##zz'
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- shawn
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- nm
- hassan
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- '##lice'
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- eliza
- mathematician
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- '##roy'
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- edith
- fare
- flynn
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- canceled
- tiles
- stabbed
- boulder
- incorporate
- amended
- camden
- facial
- mollusk
- unreleased
- descriptions
- yoga
- grabs
- '550'
- raises
- ramp
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- warwick
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- '119'
- melanie
- giles
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- 30th
- unnamed
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- normandy
- stoke
- whistle
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- holders
- shotgun
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- outlet
- reactor
- '##vik'
- tires
- tearing
- shores
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- mascot
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- nc
- columnist
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- tibet
- '##rta'
- lineage
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- oct
- tapes
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- cody
- '##gger'
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- kashmir
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- '##eva'
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- cliffs
- '##tree'
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- anatomy
- protesters
- transparent
- implied
- '##iga'
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- mattress
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- '##mbo'
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- helpless
- devotion
- '##elli'
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- liberals
- weber
- phenomena
- atoms
- plug
- '##iff'
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- apprentice
- howe
- convincing
- aaa
- swimmer
- barber
- leone
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- dignity
- norm
- erie
- '##ders'
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- backpack
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- 24th
- wipe
- millimetres
- marcel
- '##oda'
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- albion
- '1790'
- overwhelmed
- aerospace
- oaks
- '1795'
- showcase
- acknowledge
- recovering
- nolan
- ashe
- hurts
- geology
- fashioned
- disappearance
- farewell
- swollen
- shrug
- marquis
- wimbledon
- '124'
- rue
- '1792'
- commemorate
- reduces
- experiencing
- inevitable
- calcutta
- intel
- '##court'
- murderer
- sticking
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- imagery
- bloom
- '280'
- brake
- '##inus'
- gustav
- hesitation
- memorable
- po
- viral
- beans
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- tunisia
- antenna
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- '##gard'
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- banker
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- trout
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- '##nova'
- rams
- sands
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- troubles
- '##lets'
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- '##ibility'
- '##ret'
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- vikings
- '##vie'
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- '##zan'
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- '##ste'
- defendant
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- '##wal'
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- fuselage
- claudia
- vfl
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- snails
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- lacrosse
- viktor
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- '##hra'
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- nucleus
- tehran
- jenna
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- displacement
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- '##bles'
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- '1802'
- marrying
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- marx
- accusations
- declare
- scars
- kolkata
- mat
- meadows
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- skeleton
- finalists
- vintage
- crawl
- coordinate
- affects
- subjected
- orchestral
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- arches
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- '##nick'
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- basilica
- owl
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- feud
- tertiary
- slick
- goat
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- whereby
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- ricardo
- stripes
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- submerged
- synthesizer
- '##gren'
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- phi
- beaver
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- prohibition
- carlisle
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- fraternity
- '##bre'
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- icy
- cbc
- aquatic
- sneak
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- spatial
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- '##ams'
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- semester
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- stevenson
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- '##rda'
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- ave
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- broadly
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- repertoire
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- discovering
- nordic
- styled
- fiba
- cunningham
- harley
- middlesex
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- tumor
- tempo
- zack
- aiming
- lok
- urgent
- '##rade'
- '##nto'
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- '##ement'
- contractor
- turin
- '##wl'
- '##ool'
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- simmons
- moan
- astronomical
- cr
- negotiate
- lyric
- 1890s
- lara
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- clad
- angus
- pbs
- '##ience'
- engineered
- posed
- '##lk'
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- elbows
- psychiatric
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- lifts
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- '##ep'
- '##ution'
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- '##page'
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- sparhawk
- '320'
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- jewel
- '##½'
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- scanning
- paula
- flour
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- '##lm'
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- '##stown'
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- bees
- expired
- miserable
- cassidy
- dominion
- '1789'
- cupped
- '145'
- robbery
- facto
- amos
- warden
- resume
- tallest
- marvin
- ing
- pounded
- usd
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- '270'
- '650'
- sophomore
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- risen
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- circuits
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- titans
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- fireplace
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- activation
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- '##zzi'
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- catcher
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- tragic
- vivian
- guarded
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- '##late'
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- '##ake'
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- mona
- chandler
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- salisbury
- attitudes
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- '##ido'
- '##haus'
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- paced
- javier
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- '##anda'
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- '##lal'
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- '1799'
- jesuit
- cameroon
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- tai
- wax
- lowering
- victorious
- freaking
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- calcium
- myers
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- barack
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- '##uan'
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- '##type'
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- pseudonym
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- paraguay
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- '##hman'
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- rejection
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- rodney
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- '##eg'
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- nobles
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- viewer
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- braves
- arranger
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- jockey
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- projection
- puppet
- flanders
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- '##yon'
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- '##hine'
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- sol
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- stares
- sh
- bangalore
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- '##ways'
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- '##mouth'
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- '1791'
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- zhou
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- '##pf'
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- verdict
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- '##top'
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- crystals
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- ordnance
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- onset
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- attachment
- sammy
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- climax
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- '##ي'
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- recorder
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- '##rer'
- '##ema'
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- '##ively'
- rub
- satellites
- '##vor'
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- verlag
- scrapped
- gale
- packages
- chick
- potato
- slogan
- kathleen
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- '##culture'
- counterparts
- reminiscent
- choral
- '##tead'
- rand
- retains
- bushes
- dane
- accomplish
- courtesy
- closes
- '##oth'
- slaughter
- hague
- krakow
- lawson
- tailed
- elias
- ginger
- '##ttes'
- canopy
- betrayal
- rebuilding
- turf
- '##hof'
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- allegiance
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- kicks
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- polls
- alias
- nationalism
- td
- rowan
- audition
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- recognizes
- harp
- dillon
- horrified
- '##oro'
- renault
- '##tics'
- ropes
- '##α'
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- infrared
- wiping
- accelerated
- illustration
- '##rid'
- presses
- practitioners
- badminton
- '##iard'
- detained
- '##tera'
- recognizing
- relates
- misery
- '##sies'
- '##tly'
- reproduction
- piercing
- potatoes
- thornton
- esther
- manners
- hbo
- '##aan'
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- bullshit
- ernie
- perennial
- sensitivity
- illuminated
- rupert
- '##jin'
- '##iss'
- '##ear'
- rfc
- nassau
- '##dock'
- staggered
- socialism
- '##haven'
- appointments
- nonsense
- prestige
- sharma
- haul
- '##tical'
- solidarity
- gps
- '##ook'
- '##rata'
- igor
- pedestrian
- '##uit'
- baxter
- tenants
- wires
- medication
- unlimited
- guiding
- impacts
- diabetes
- '##rama'
- sasha
- pas
- clive
- extraction
- '131'
- continually
- constraints
- '##bilities'
- sonata
- hunted
- sixteenth
- chu
- planting
- quote
- mayer
- pretended
- abs
- spat
- '##hua'
- ceramic
- '##cci'
- curtains
- pigs
- pitching
- '##dad'
- latvian
- sore
- dayton
- '##sted'
- '##qi'
- patrols
- slice
- playground
- '##nted'
- shone
- stool
- apparatus
- inadequate
- mates
- treason
- '##ija'
- desires
- '##liga'
- '##croft'
- somalia
- laurent
- mir
- leonardo
- oracle
- grape
- obliged
- chevrolet
- thirteenth
- stunning
- enthusiastic
- '##ede'
- accounted
- concludes
- currents
- basil
- '##kovic'
- drought
- '##rica'
- mai
- '##aire'
- shove
- posting
- '##shed'
- pilgrimage
- humorous
- packing
- fry
- pencil
- wines
- smells
- '144'
- marilyn
- aching
- newest
- clung
- bon
- neighbours
- sanctioned
- '##pie'
- mug
- '##stock'
- drowning
- '##mma'
- hydraulic
- '##vil'
- hiring
- reminder
- lilly
- investigators
- '##ncies'
- sour
- '##eous'
- compulsory
- packet
- '##rion'
- '##graphic'
- '##elle'
- cannes
- '##inate'
- depressed
- '##rit'
- heroic
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- theresa
- '##tled'
- conway
- saturn
- marginal
- rae
- '##xia'
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- royce
- pact
- jasper
- explosives
- packaging
- aluminium
- '##ttered'
- denotes
- rhythmic
- spans
- assignments
- hereditary
- outlined
- originating
- sundays
- lad
- reissued
- greeting
- beatrice
- '##dic'
- pillar
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- plots
- handbook
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- judiciary
- avant
- slides
- extract
- masculine
- blur
- '##eum'
- '##force'
- homage
- trembled
- owens
- hymn
- trey
- omega
- signaling
- socks
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- reacted
- attic
- theo
- lining
- angie
- distraction
- primera
- talbot
- '##key'
- '1200'
- ti
- creativity
- billed
- '##hey'
- deacon
- eduardo
- identifies
- proposition
- dizzy
- gunner
- hogan
- '##yam'
- '##pping'
- '##hol'
- ja
- '##chan'
- jensen
- reconstructed
- '##berger'
- clearance
- darius
- '##nier'
- abe
- harlem
- plea
- dei
- circled
- emotionally
- notation
- fascist
- neville
- exceeded
- upwards
- viable
- ducks
- '##fo'
- workforce
- racer
- limiting
- shri
- '##lson'
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- '1600'
- kerr
- moths
- devastating
- laden
- disturbing
- locking
- '##cture'
- gal
- fearing
- accreditation
- flavor
- aide
- 1870s
- mountainous
- '##baum'
- melt
- '##ures'
- motel
- texture
- servers
- soda
- '##mb'
- herd
- '##nium'
- erect
- puzzled
- hum
- peggy
- examinations
- gould
- testified
- geoff
- ren
- devised
- sacks
- '##law'
- denial
- posters
- grunted
- cesar
- tutor
- ec
- gerry
- offerings
- byrne
- falcons
- combinations
- ct
- incoming
- pardon
- rocking
- 26th
- avengers
- flared
- mankind
- seller
- uttar
- loch
- nadia
- stroking
- exposing
- '##hd'
- fertile
- ancestral
- instituted
- '##has'
- noises
- prophecy
- taxation
- eminent
- vivid
- pol
- '##bol'
- dart
- indirect
- multimedia
- notebook
- upside
- displaying
- adrenaline
- referenced
- geometric
- '##iving'
- progression
- '##ddy'
- blunt
- announce
- '##far'
- implementing
- '##lav'
- aggression
- liaison
- cooler
- cares
- headache
- plantations
- gorge
- dots
- impulse
- thickness
- ashamed
- averaging
- kathy
- obligation
- precursor
- '137'
- fowler
- symmetry
- thee
- '225'
- hears
- '##rai'
- undergoing
- ads
- butcher
- bowler
- '##lip'
- cigarettes
- subscription
- goodness
- '##ically'
- browne
- '##hos'
- '##tech'
- kyoto
- donor
- '##erty'
- damaging
- friction
- drifting
- expeditions
- hardened
- prostitution
- '152'
- fauna
- blankets
- claw
- tossing
- snarled
- butterflies
- recruits
- investigative
- coated
- healed
- '138'
- communal
- hai
- xiii
- academics
- boone
- psychologist
- restless
- lahore
- stephens
- mba
- brendan
- foreigners
- printer
- '##pc'
- ached
- explode
- 27th
- deed
- scratched
- dared
- '##pole'
- cardiac
- '1780'
- okinawa
- proto
- commando
- compelled
- oddly
- electrons
- '##base'
- replica
- thanksgiving
- '##rist'
- sheila
- deliberate
- stafford
- tidal
- representations
- hercules
- ou
- '##path'
- '##iated'
- kidnapping
- lenses
- '##tling'
- deficit
- samoa
- mouths
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- computational
- maze
- granting
- smirk
- razor
- fixture
- ideals
- inviting
- aiden
- nominal
- '##vs'
- issuing
- julio
- pitt
- ramsey
- docks
- '##oss'
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- '##owed'
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- draped
- anterior
- mating
- ethiopian
- explores
- noticing
- '##nton'
- discarded
- convenience
- hoffman
- endowment
- beasts
- cartridge
- mormon
- paternal
- probe
- sleeves
- interfere
- lump
- deadline
- '##rail'
- jenks
- bulldogs
- scrap
- alternating
- justified
- reproductive
- nam
- seize
- descending
- secretariat
- kirby
- coupe
- grouped
- smash
- panther
- sedan
- tapping
- '##18'
- lola
- cheer
- germanic
- unfortunate
- '##eter'
- unrelated
- '##fan'
- subordinate
- '##sdale'
- suzanne
- advertisement
- '##ility'
- horsepower
- '##lda'
- cautiously
- discourse
- luigi
- '##mans'
- '##fields'
- noun
- prevalent
- mao
- schneider
- everett
- surround
- governorate
- kira
- '##avia'
- westward
- '##take'
- misty
- rails
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- '134'
- unused
- '##rating'
- packs
- toast
- unwilling
- regulate
- thy
- suffrage
- nile
- awe
- assam
- definitions
- travelers
- affordable
- '##rb'
- conferred
- sells
- undefeated
- beneficial
- torso
- basal
- repeating
- remixes
- '##pass'
- bahrain
- cables
- fang
- '##itated'
- excavated
- numbering
- statutory
- '##rey'
- deluxe
- '##lian'
- forested
- ramirez
- derbyshire
- zeus
- slamming
- transfers
- astronomer
- banana
- lottery
- berg
- histories
- bamboo
- '##uchi'
- resurrection
- posterior
- bowls
- vaguely
- '##thi'
- thou
- preserving
- tensed
- offence
- '##inas'
- meyrick
- callum
- ridden
- watt
- langdon
- tying
- lowland
- snorted
- daring
- truman
- '##hale'
- '##girl'
- aura
- overly
- filing
- weighing
- goa
- infections
- philanthropist
- saunders
- eponymous
- '##owski'
- latitude
- perspectives
- reviewing
- mets
- commandant
- radial
- '##kha'
- flashlight
- reliability
- koch
- vowels
- amazed
- ada
- elaine
- supper
- '##rth'
- '##encies'
- predator
- debated
- soviets
- cola
- '##boards'
- '##nah'
- compartment
- crooked
- arbitrary
- fourteenth
- '##ctive'
- havana
- majors
- steelers
- clips
- profitable
- ambush
- exited
- packers
- '##tile'
- nude
- cracks
- fungi
- '##е'
- limb
- trousers
- josie
- shelby
- tens
- frederic
- '##ος'
- definite
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- constellation
- insult
- baton
- discs
- lingering
- '##nco'
- conclusions
- lent
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- becker
- grandpa
- shaky
- '##tron'
- einstein
- obstacles
- sk
- adverse
- elle
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- '##moto'
- mccartney
- thor
- dismissal
- motions
- readings
- nostrils
- treatise
- '##pace'
- squeezing
- evidently
- prolonged
- '1783'
- venezuelan
- je
- marguerite
- beirut
- takeover
- shareholders
- '##vent'
- denise
- digit
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- '##bbling'
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- pills
- hubert
- blaze
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- eliminating
- '##ello'
- vine
- mansfield
- '##tty'
- retrospective
- barrow
- borne
- clutch
- bail
- forensic
- weaving
- '##nett'
- '##witz'
- desktop
- citadel
- promotions
- worrying
- dorset
- ieee
- subdivided
- '##iating'
- manned
- expeditionary
- pickup
- synod
- chuckle
- '185'
- barney
- '##rz'
- '##ffin'
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- karachi
- litigation
- meanings
- uc
- lick
- turbo
- anders
- '##ffed'
- execute
- curl
- oppose
- ankles
- typhoon
- '##د'
- '##ache'
- '##asia'
- linguistics
- compassion
- pressures
- grazing
- perfection
- '##iting'
- immunity
- monopoly
- muddy
- backgrounds
- '136'
- namibia
- francesca
- monitors
- attracting
- stunt
- tuition
- '##ии'
- vegetable
- '##mates'
- '##quent'
- mgm
- jen
- complexes
- forts
- '##ond'
- cellar
- bites
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- flemish
- failures
- mast
- charities
- '##cular'
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- capitals
- macmillan
- ipswich
- outward
- frigate
- postgraduate
- folds
- employing
- '##ouse'
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- fiery
- '##tai'
- contingent
- nightmares
- monumental
- nicaragua
- '##kowski'
- lizard
- mal
- fielding
- gig
- reject
- '##pad'
- harding
- '##ipe'
- coastline
- '##cin'
- '##nos'
- beethoven
- humphrey
- innovations
- '##tam'
- '##nge'
- norris
- doris
- solicitor
- huang
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- '141'
- '##lc'
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- '##tton'
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- bourbon
- curry
- nightclub
- specifications
- hilton
- '##ndo'
- centennial
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- worm
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- briggs
- sm
- font
- kuala
- uneasy
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- '##nstein'
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- '##aking'
- '##burgh'
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- pronunciation
- '##bbed'
- '##quest'
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- zhu
- raped
- greens
- presided
- brenda
- worries
- '##life'
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- marxist
- turnout
- '##lius'
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- braced
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- sunderland
- nickel
- speculated
- lowell
- cyrillic
- communism
- fundraising
- resembling
- colonists
- mutant
- freddie
- usc
- '##mos'
- gratitude
- '##run'
- mural
- '##lous'
- chemist
- wi
- reminds
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- steals
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- pietro
- '##ingen'
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- ri
- microphone
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- rai
- sant
- '##qui'
- feather
- '##nson'
- burlington
- kurdish
- terrorists
- deborah
- sickness
- '##wed'
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- desperation
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- '##rik'
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- '##gged'
- '##ows'
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- winced
- exhaustion
- renovations
- stranded
- obe
- infinity
- '##nies'
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- thanked
- registry
- olga
- domingo
- noir
- tudor
- ole
- '##atus'
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- '##ais'
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- wigan
- '##bian'
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- panting
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- '##rew'
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- pony
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- '##sters'
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- carolyn
- exported
- '##orted'
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- jonah
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- vacancy
- suv
- '##glass'
- '1788'
- orchard
- yep
- famine
- belarusian
- sprang
- '##forth'
- skinny
- '##mis'
- administrators
- rotterdam
- zambia
- zhao
- boiler
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- '##ride'
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- '##iidae'
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- dump
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- chestnut
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- censorship
- rumble
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- '##itor'
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- inactivated
- logs
- loads
- '##houses'
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- '##iano'
- ale
- informs
- '##cas'
- phrases
- plaster
- linebacker
- ambrose
- kaiser
- fascinated
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- limerick
- recruitment
- forge
- mastered
- '##nding'
- leinster
- rooted
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- '##strom'
- borneo
- '##hes'
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- invest
- neurons
- comet
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- shouts
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- wary
- '##antly'
- '##ogy'
- neat
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- '##kos'
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- '##kka'
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- '##acy'
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- '##chel'
- guerrilla
- jar
- cadets
- '##plate'
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- audit
- '##aru'
- cracking
- joanna
- louisa
- pacing
- '##lights'
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- '##iri'
- diner
- nwa
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- australians
- tong
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- '##uka'
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- v8
- captains
- neural
- tuned
- '##ntal'
- '##jet'
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- frantic
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- oxide
- '##written'
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- cha
- '##gers'
- tributaries
- fragment
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- '##rity'
- '##ente'
- '##sca'
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- laos
- '##ingly'
- '##hana'
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- bourne
- relieve
- tow
- masks
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- '##ues'
- cynthia
- '##mmer'
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- bartender
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- reviewers
- lois
- '##sai'
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- blockade
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- copied
- drilling
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- petals
- '##inian'
- mandarin
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- '##inated'
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- cindy
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- ranged
- stanton
- encouragement
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- overs
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- pumps
- '##pton'
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- '##uli'
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- periodic
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- '##night'
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- '##kill'
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- sticky
- hu
- tuberculosis
- '##eb'
- '##eal'
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- resembled
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- reese
- inappropriate
- pictured
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- fixing
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- '##tag'
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- '##vsky'
- gloucestershire
- reminding
- '##bay'
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- '##lit'
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- clown
- glove
- 1860s
- '##ن'
- '##ug'
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- depiction
- '##yk'
- organism
- switches
- sights
- stray
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- '##ril'
- lever
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- loops
- anytime
- reel
- alicia
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- '##ech'
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- xiv
- suitcase
- bernie
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- licenses
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- exclusion
- induction
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- racecourse
- homosexuality
- '##right'
- '##sfield'
- '##rky'
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- michele
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- ions
- commentators
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- stephan
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- peripheral
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- '##zone'
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- '##udge'
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- bloc
- '##vel'
- mounting
- '##lain'
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- recipients
- '##jk'
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- kappa
- '##hel'
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- lashes
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- treaties
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- pulp
- troupe
- boiling
- mantle
- '##ffe'
- ins
- '##vn'
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- handles
- verbs
- '##onal'
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- '340'
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- gum
- momentarily
- '##sto'
- cocaine
- panicked
- destined
- '##turing'
- teatro
- denying
- weary
- captained
- mans
- '##hawks'
- '##code'
- wakefield
- bollywood
- thankfully
- '##16'
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- '##wu'
- amendments
- '##bahn'
- consultation
- stud
- reflections
- kindness
- '1787'
- internally
- '##ovo'
- tex
- mosaic
- distribute
- paddy
- seeming
- '143'
- '##hic'
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- '##15'
- '##mura'
- '##verse'
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- mccoy
- '##anza'
- covenant
- '##bag'
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- fireworks
- suppress
- thrilled
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- '##jar'
- swansea
- '##60'
- '142'
- reconciliation
- '##ndi'
- stiffened
- cue
- dorian
- '##uf'
- damascus
- amor
- ida
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- '##aga'
- porsche
- unseen
- dir
- '##had'
- '##azi'
- stony
- lexi
- melodies
- '##nko'
- angular
- integer
- podcast
- ants
- inherent
- jaws
- justify
- persona
- '##olved'
- josephine
- '##nr'
- '##ressed'
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- glaring
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- ariel
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- stir
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- atletico
- finch
- methodology
- ked
- '##lent'
- mas
- catholicism
- townsend
- branding
- quincy
- fits
- containers
- '1777'
- ashore
- aragon
- '##19'
- forearm
- poisoning
- '##sd'
- adopting
- conquer
- grinding
- amnesty
- keller
- finances
- evaluate
- forged
- lankan
- instincts
- '##uto'
- guam
- bosnian
- photographed
- workplace
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- encourages
- willy
- '##sten'
- bodyguard
- electro
- brighter
- '##ν'
- bihar
- '##chev'
- lasts
- opener
- amphibious
- sal
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text_bpemodel: bert-base-uncased
init: xavier_normal
input_size: 1
use_preprocessor: true
frontend: null
frontend_conf: {}
specaug: null
specaug_conf: {}
normalize: null
normalize_conf: {}
preencoder: null
preencoder_conf: {}
encoder: beats
encoder_conf:
    beats_ckpt_path: /work/nvme/bbjs/sbharadwaj/7Msounds/exp/beats_iter1_large1.tune_lr1.0e-4_warmup40000_bins1600000_totalsteps400000/epoch_latest.pt
    beats_config:
        layer_wise_gradient_decay_ratio: 0.2
        encoder_layerdrop: 0.1
        dropout: 0.0
    specaug_config:
        apply_time_warp: true
        apply_freq_mask: false
        apply_time_mask: true
        time_mask_width_ratio_range:
        - 0
        - 0.06
        num_time_mask: 1
    roll_augment: false
    roll_interval: 16000
    use_weighted_representation: false
text_encoder: hugging_face_transformers
text_encoder_conf:
    input_size: 1
    model_name_or_path: bert-base-uncased
embedding_fusion: attention
embedding_fusion_conf:
    audio_dim: 1024
    text_dim: 768
    hidden_dim: 768
    output_dim: 768
decoder: linear
decoder_conf:
    pooling: mean
    dropout: 0.1
    pre_layer_norm: true
model: espnet
model_conf:
    classification_type: multi-class
    lsm_weight: 0.1
required:
- output_dir
- token_list
version: '202412'
distributed: false

Citations

@article{bharadwaj2025openbeats,
  title={OpenBEATs: A Fully Open-Source General-Purpose Audio Encoder},
  author={Bharadwaj, Shikhar and Cornell, Samuele and Choi, Kwanghee and Fukayama, Satoru and Shim, Hye-jin and Deshmukh, Soham and Watanabe, Shinji},
  journal={arXiv preprint arXiv:2507.14129},
  year={2025}
}

@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}
}