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Repository: ShomyLiu/pytorch-pcnn
Branch: master
Commit: e1c95ed6bef3
Files: 28
Total size: 20.6 MB
Directory structure:
gitextract_sqikvug5/
├── README.md
├── checkpoints/
│ └── .gitkeeper
├── config.py
├── dataset/
│ ├── SemEval/
│ │ ├── relation2id.txt
│ │ ├── senna_words.lst
│ │ ├── test/
│ │ │ ├── npy/
│ │ │ │ └── .gitkeeper
│ │ │ └── test.txt
│ │ ├── test.txt
│ │ ├── test_keys.txt
│ │ ├── train/
│ │ │ ├── npy/
│ │ │ │ └── .gitkeeper
│ │ │ └── train.txt
│ │ ├── train.txt
│ │ ├── vector_50.txt
│ │ ├── vocab.txt
│ │ └── w2v_50.npy
│ ├── __init__.py
│ └── semeval.py
├── main_sem.py
├── models/
│ ├── BasicModule.py
│ ├── PCNN.py
│ └── __init__.py
└── semeval/
├── .ipynb_checkpoints/
│ └── res-checkpoint.txt
├── convert_to_rel.py
├── sem_res.txt
├── semeval2010_task8_format_checker.pl
├── semeval2010_task8_scorer-v1.2.pl
├── test.sh
└── test_keys.txt
================================================
FILE CONTENTS
================================================
================================================
FILE: README.md
================================================
2018.10.16更新:
- master分支: Python 3.5x & Pytorch 0.4+
- dev 分支: Python 2.7x & Pytorch 0.3
## Introduction
基于Pytorch复现PCNN (Zeng 2014)全监督关系抽取的代码.
相关博客地址： [关系抽取论文笔记](http://shomy.top/2018/02/28/relation-extraction/)
另外基于远程监督的PCNN+ONE (Zeng 2015) 代码连接: [PCNN+ONE/ATT](https://github.com/ShomyLiu/pytorch-relation-extraction)
## 数据集
使用Semeval 2010的9类关系（考虑方向 19类）
## 使用方法
- Python环境
- pytorch 0.3(后续会升级为0.4及以后版本)
- python 2.7x
- fire
- 数据预处理: `python dataset/semeval.py`去生成npy文件
- 训练, 自动保存最优模型(未设计验证集)
```
python main_sem.py train
```
其中 参数配置位于 `config.py`，可以直接指定修改，如: `python main_sem.py train --batch_size=32`
- 模型预测的结果位于`semeval`文件夹，使用`./test.sh`使用semeval官方的脚本测试，最后结果保存于res.txt
- F1大概可以到80-81%左右，经过fine-tuning 大概到82-83%
## 参考
- PCNN: Relation Classification via Convolutional Deep Neural Network
================================================
FILE: checkpoints/.gitkeeper
================================================
================================================
FILE: config.py
================================================
# -*- coding: utf-8 -*-
data_dic ={
'SEM': {
'data_root': './dataset/SemEval/',
'w2v_path': './dataset/SemEval/train/npy/w2v.npy',
# 'p2v_path': './dataset/SemEval/train/npy/p2v.npy',
'vocab_size': 22315, # vocab + UNK + BLANK
'rel_num': 19
}
}
class DefaultConfig(object):
model = 'PCNN' # the name of used model, in <models/__init__.py>
data = 'SEM' # SEM
result_dir = './out/'
data_root = data_dic[data]['data_root'] # the data dir
w2v_path = data_dic[data]['w2v_path']
# p1_2v_path = data_dic[data]['p1_2v_path']
# p2_2v_path = data_dic[data]['p2_2v_path']
load_model_path = 'checkpoints/model.pth' # the trained model
seed = 99
batch_size = 128 # batch size
use_gpu = True # user GPU or not
gpu_id = 0
num_workers = 0 # how many workers for loading data
max_len = 80 + 2 # max_len for each sentence + two padding
limit = 50 # the position range <-limit, limit>
# vocab_size = 114042 + 2 # vocab + UNK + BLANK
vocab_size = data_dic[data]['vocab_size'] # vocab + UNK + BLANK
rel_num = data_dic[data]['rel_num']
word_dim = 50
pos_dim = 5
pos_size = limit * 2 + 2
norm_emb=True
num_epochs = 100 # the number of epochs for training
drop_out = 0.5
lr = 0.003 # initial learning rate
lr_decay = 0.95 # when val_loss increase, lr = lr*lr_decay
weight_decay = 0. # optimizer parameter
# Conv
filters = [3]
filters_num = 230
sen_feature_dim = filters_num
rel_dim = filters_num * len(filters)
rel_filters_num = 100
print_opt = 'DEF'
use_pcnn=True
def parse(self, kwargs):
'''
user can update the default hyperparamter
'''
for k, v in kwargs.items():
if not hasattr(self, k):
raise Exception('opt has No key: {}'.format(k))
setattr(self, k, v)
data_list = ['data_root', 'w2v_path', 'rel_num', 'vocab_size']
for r in data_list:
setattr(self, r, data_dic[self.data][r])
print('*************************************************')
print('user config:')
for k, v in kwargs.items():
if not k.startswith('__'):
print("{} => {}".format(k, getattr(self, k)))
print('*************************************************')
DefaultConfig.parse = parse
opt =DefaultConfig()
================================================
FILE: dataset/SemEval/relation2id.txt
================================================
0 Cause-Effect(e1,e2)
1 Cause-Effect(e2,e1)
2 Component-Whole(e1,e2)
3 Component-Whole(e2,e1)
4 Content-Container(e1,e2)
5 Content-Container(e2,e1)
6 Entity-Destination(e1,e2)
7 Entity-Destination(e2,e1)
8 Entity-Origin(e1,e2)
9 Entity-Origin(e2,e1)
10 Instrument-Agency(e1,e2)
11 Instrument-Agency(e2,e1)
12 Member-Collection(e1,e2)
13 Member-Collection(e2,e1)
14 Message-Topic(e1,e2)
15 Message-Topic(e2,e1)
16 Product-Producer(e1,e2)
17 Product-Producer(e2,e1)
18 Other
================================================
FILE: dataset/SemEval/senna_words.lst
================================================
!
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andrea.hopkins@reuters.com
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ant0
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antamina
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antarctic
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antartica
antbird
ante
anteater
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antec
antecedent
antecedents
antechamber
antechinus
antediluvian
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antelope
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antennae
antennas
antenor
antequera
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anthemic
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anthology
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anthrax
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anthroposophy
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anti
anti-
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anti-aids
anti-aircraft
anti-allergy
anti-american
anti-apartheid
anti-apec
anti-arab
anti-asian
anti-asthma
anti-baghdad
anti-ballistic
anti-berisha
anti-british
anti-cancer
anti-castro
anti-china
anti-chinese
anti-christian
anti-climax
anti-communist
anti-competition
anti-competitive
anti-constitutional
anti-corruption
anti-crime
anti-crisis
anti-cuba
anti-defamation
anti-democratic
anti-depressant
anti-dilutive
anti-discrimination
anti-doping
anti-drug
anti-drugs
anti-dumping
anti-emu
anti-eta
anti-eu
anti-euro
anti-european
anti-euthanasia
anti-extremist
anti-fascist
anti-foreigner
anti-fraud
anti-french
anti-front
anti-gay
anti-german
anti-government
anti-graft
anti-guerrilla
anti-gun
anti-hiv
anti-immigrant
anti-immigration
anti-import
anti-indonesian
anti-infectives
anti-inflammatory
anti-inflation
anti-inflationary
anti-iraq
anti-islamist
anti-israel
anti-israeli
anti-japan
anti-japanese
anti-jewish
anti-kidnap
anti-lock
anti-maastricht
anti-mafia
anti-milosevic
anti-mine
anti-missile
anti-mobutu
anti-money
anti-monopolies
anti-monopoly
anti-moscow
anti-moslem
anti-narcotics
anti-nato
anti-nazi
anti-nuclear
anti-obesity
anti-personnel
anti-piracy
anti-pollution
anti-poverty
anti-privatisation
anti-racism
anti-racist
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anti-rebel
anti-riot
anti-russian
anti-sandinista
anti-semitic
anti-semitism
anti-ship
anti-smoking
anti-smuggling
anti-social
anti-soviet
anti-speculation
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anti-subversion
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anti-terror
anti-terrorism
anti-terrorist
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anti-union
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anti-virus
anti-western
antiaircraft
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anticoagulant
anticoagulants
anticommunist
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anticonvulsant
anticonvulsants
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antidepressant
antidepressants
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antifreeze
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antigens
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antigonish
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antill
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antilles
antimatter
antimicrobial
antimony
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antinous
antioch
antiochian
antiochus
antioco
antiope
antioqueno
antioquia
antioxidant
antioxidants
antiparticle
antipas
antipater
antipathy
antiphon
antiphonal
antiphons
antipodes
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antipope
antiproton
antipsychotic
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antiqua
antiquarian
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antique
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antiquity
antiretroviral
antisemitic
antisemitism
antisense
antiseptic
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antisocial
antisubmarine
antisymmetric
antitank
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antivirus
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antonella
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antonine
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antoninus
antonio
antonioni
antonios
antonis
antonius
antonov
antonov0
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antonovics
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antonym
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anupam
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anus
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anybody
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aord
aorist
aorta
aortic
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ap
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apac
apace
apache
apaches
apalachee
apalachicola
apalachin
apamea
aparecida
aparicio
aparna
apart
apartado
apartheid
apartheid-era
apartment
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apathetic
apathy
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apator
apatosaurus
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apollodorus
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apollonia
apollonian
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apoptosis
apoptotic
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app
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appalachia
appalachian
appalachians
appalled
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apparatus
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apparel
apparels
apparent
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appellant
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appellation
appellations
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append
appendage
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appendectomy
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appendix
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appetite
appetites
appetizer
appetizers
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appier
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applaud
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applauds
applause
apple
applebee
appleby
appledore
applegarth
applegate
apples
applescript
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appleson
applet
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applets
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applique
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appraisals
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appreciably
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aragonite
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armagnac
armalite
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armband
armbands
armbar
armchair
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armed
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armenia
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armenians
armer
armes
armey
armia
armidale
armies
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armillary
armin
arming
arminia
arminian
arminianism
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armistead
armistice
armitage
armley
armonk
armor
armored
armorial
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armors
armory
armour
armoured
armouries
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armpit
armpits
armrest
armrests
arms
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armstrong
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arnauld
arnault
arnaut
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arnim
arnis
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arnold
arnold-forster
arnoldo
arnolfini
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arnprior
arnstein
arnulf
arnulfo
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aroma
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arrests
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arrhythmia
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arrington
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arrl
arrogance
arrogant
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arrondissement
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arrow
arrowhead
arrowheads
arrows
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arroyo
arroyos
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ars0
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arsenic
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arte
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artefact
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artery
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artesian
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artform
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arthas
arthashastra
arthatama
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arthouse
arthritic
arthritis
arthropod
arthropods
arthroscopic
arthuis
arthur
arthurian
arthurs
arthurson
arti
artic
artichoke
article
articled
articles
articular
articulate
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articulates
articulating
articulation
articulations
articulatory
artie
artifact
artifacts
artifical
artifically
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artificer
artificial
artificiality
artificially
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artillery
artillerymen
artin
artiodactyl
artioli
artis
artisan
artisanal
artisans
artisoft
artist
artiste
artistes
artistic
artistically
artistry
artists
artmedia
arto
artois
artrom
arts
artsdalen
artur
arturas
arturo
arturs
artwork
artworks
arty
artyom
aru
aruba
aruban
aruch
arukh
arul
arum
arun
aruna
arunachal
arunachalam
arundel
arundell
arundhati
arup
arusha
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arveladze
arvid
arvida
arvin
arvind
arvn
arvo
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bengt
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bengu
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bentley
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benz
benzak
benzene
benzina
benzino
benzoate
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berg
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bergamasco
bergamo
bergamot
bergbau
bergdorf
berge
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berger
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bergstrom
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bernabeu
bernadette
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bernadotte
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bernard
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bernardi
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bernardino
bernardo
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bespectacled
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bess
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bessarabian
bessborough
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bessette
bessie
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best
best-case
best-ever
best-known
best-of-five
best-of-seven
best-of-three
best-performing
best-placed
best-seller
best-selling
bested
bester
bestial
bestiality
bestiary
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bestows
bests
bestseller
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bestuzhev
beswick
bet
beta
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betacam
betaferon
betamax
betances
betancourt
betar
betas
betaseron
bete
beteiligungs
betel
betelgeuse
beter
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bethell
bethesda
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bethlem
bethlen
bethnal
bethpage
bethune
bethwaite
beti
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betjeman
betko
beto
beton
betray
betrayal
betrayals
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betrays
betrothal
betrothed
bets
betsey
betsy
betta
bettany
bette
bettelheim
bettencourt
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better
better-known
better-off
better-than-expected
bettered
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betterment
betters
betterton
betti
bettie
bettina
betting
bettini
bettino
bettis
bettman
bettors
betts
betty
betula
betweeen
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betz
betzdearborn
beuc
beulah
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bev
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bevel
beverage
beverages
beveren
beveridge
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beverly
beverwijk
bevilacqua
bevilaqua
bevin
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bevy
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bewilderment
bewitched
bewteen
bex
bexar
bexhill
beximco
bexley
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bextor
bey
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beye
beyer
beylik
beynon
beyonce
beyond
beyonder
beys
bez
beza
bezalel
bezanilla
bezel
bezeq
bezerra
bezier
beziers
bezirk
bezit
bezpieczenstwa
bf
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bfa
bfb
bfc
bfce
bfd
bfe
bffo
bfg
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bfi
bfk
bfl
bfm
bfp
bfr
bfs
bfv
bg
bg0
bga
bgb
bge
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bgl
bgm
bgml
bgp
bgsu
bgt
bgz
bh
bh0
bhabha
bhadra
bhagalpur
bhagat
bhagavad
bhagavan
bhagavata
bhagavathy
bhagavatula
bhagirathi
bhagwan
bhai
bhajan
bhajans
bhakta
bhakti
bhaktivedanta
bhandari
bhangra
bhansali
bhar
bharat
bharata
bharatanatyam
bharath
bharathi
bharati
bharatiya
bharatpur
bhargava
bharihoke
bharti
bharu
bharuch
bhasa
bhaskar
bhaskara
bhat
bhatia
bhatnagar
bhatt
bhatta
bhattacharya
bhatti
bhau
bhava
bhavabhuti
bhavan
bhavana
bhavani
bhavnagar
bhawan
bhc
bhd
bhec
bhel
bhera
bhf
bhf-bank
bhi
bhide
bhif
bhikkhu
bhilwara
bhim
bhima
bhimjayani
bhindranwale
bhinmal
bhishma
bhiwani
bhoja
bhojpuri
bhola
bhonsle
bhopal
bhosle
bhp
bhrigu
bhs
bhubaneshwar
bhubaneswar
bhuiyan
bhum
bhumi
bhumibol
bhupathi
bhushan
bhutan
bhutanese
bhutto
bhuvan
bhv
bhw
bi
bi-annual
bi-cameral
bi-communal
bi-monthly
bi-national
bi-partisan
bi-state
bi-weekly
bi-zonal
bia
biacore
biafra
biafran
biaggi
biagio
biak
biala
bialik
bialystok
bian
bianca
bianchi
bianco
biannual
biannually
biao
biaro
biarritz
bias
biased
biases
biasing
biat
biathlete
biathlon
bib
biba
bibb
bibby
biber
biberach
bibf
bibi
bibiana
bible
bibles
biblia
biblical
biblically
bibliographer
bibliographic
bibliographical
bibliographies
bibliography
bibliophile
biblioteca
bibliotheca
bibliothek
bibliotheque
bic
bicakcic
bicameral
bicarb
bicarbonate
bicc
bice
bicentenary
bicentennial
biceps
bicester
bichel
bichette
bick
bicker
bickered
bickering
bickerstaff
bickerton
bickford
bickle
bickley
bicknell
bicol
bicolor
bicommunal
bics
bics0
bicsg
bicycle
bicycles
bicycling
bicyclists
bid
bid-offer
bid-only
bid-to-cover
bid-wanted
bidappa
bidar
bidaya
bidded
biddeford
bidder
bidders
bidding
biddish
biddle
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biddy
bide
bideford
biden
bideri
biderman
biding
bidirectional
bids
bidston
bidvest
bidweek
bidwell
bidwill
bie
bieckert
biedenkopf
biedermann
biehl
biel
biela
bielecki
bielefeld
biella
bielsko
bielsko-biala
bien
bienal
bieniek
biennale
biennial
biennially
biennium
bienville
bier
bierce
bierhoff
bieri
bierko
biest
bieszk
bievre
bif
bifa
biff
biffex
biffle
biffy
bifida
bifu
bifurcated
bifurcation
big
big-cap
big-capitalised
big-caps
big-hitting
big-index
big-money
big-name
big-otc
big-screen
big-serving
big-spending
big-ticket
big-time
big0
bigamy
bigby
bigelow
bigfoot
bigg
biggar
bigger
bigger-than-expected
biggest
biggest-ever
biggest-selling
biggie
biggin
biggio
biggles
biggleswade
biggs
bighorn
bight
bigler
bigmar
bigod
bigorre
bigot
bigoted
bigotry
bigsby
bih
bihac
bihar
bihari
biharis
bihor
bihu
bii
bij
bijan
bijapur
bijection
bijective
bijela
bijeljina
bijelo
bijenkorf
bijlee
bijleveld
bijou
biju
bijur
bikaner
bike
biker
bikers
bikes
bikeway
biking
bikini
bikinis
biko
bikol
bikram
bil
bila
bilabial
bilal
bilandzic
bilardo
bilaspur
bilateral
bilaterally
bilayer
bilbao
bilbo
bilbray
bild
bilde
bilderberg
bildman
bildt
bildungsinstitute
bildungsroman
bile
bilfinger
bilge
biliary
bilic
bilik
bilinear
bilingual
bilingualism
bilion
bilirubin
biljana
bilk
bilked
bilko
bill
billa
billabong
billancourt
billboard
billboards
bille
billed
billerica
billericay
billet
billeted
billets
billiard
billiards
billie
billiion
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bundibugyo
bundle
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burgeoning
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burgh
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burghley
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burgomaster
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bz
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caley
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campbell-savona
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camrose
camry
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camshaft
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can.manuf
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canada-based
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canadair
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canadian
canadian-based
canadian-born
canadian-led
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canadian-owned
canadians
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cancer-causing
cancer-stricken
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cannabinoid
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cannabis
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cannibal
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cannonball
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canstock
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cantaloupe
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cantar
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canted
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cantel
cantemir
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canterbury
canti
canticle
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cantilever
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cantillation
cantina
cantinflas
canting
canto
canton
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cantonal
cantonese
cantonment
cantons
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cantor
cantors
cantorum
cantos
cantrade
cantref
cantrell
cantu
cantus
cantv
cantwell
canty
canuck
canucks
canute
canvas
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canvassing
canvey
canwest
canyon
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cao
caodc
caolain
caouette
cap
cap'n
cap.
capa
capabilities
capability
capablanca
capable
capac
capacitance
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capacitors
capacity
capacity-x
capacity-y
capaldi
capcom
capcount
cape
cape-based
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capek
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capel-cure
capell
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capelli
capello
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capers
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capet
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capetronic
capeverdean
capex
capilano
capilla
capillaries
capillary
capirossi
capistrano
capita
capitaine
capital
capital-intensive
capital-raising
capital-to-risk
capitalbank
capitalcorp
capitale
capitalisation
capitalisation-weighted
capitalisations
capitalise
capitalised
capitalising
capitalism
capitalist
capitalist-style
capitalistic
capitalists
capitalization
capitalize
capitalized
capitalizing
capitals
capitan
capitano
capitis
capito
capitol
capitoline
capitols
capitulate
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capitulation
capiz
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caplan
capleton
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capmac
capo
capobianco
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capp
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capq
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capt
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caption
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captives
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captors
capture
captured
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capturing
capua
capuano
capuchin
capuchins
capulet
caput
caputo
capybara
caqueta
car
car-bomb
car-buying
car-jackings
car-maker
car-makers
car-making
cara
carabao
carabinieri
carabiniers
carabobo
caracal
caracalla
caracas
caracas-based
caracciolo
caracol
caractacus
caradoc
caradog
caradon
carafa
caragiale
carajas
caraka
caraka-
caramel
caramon
carapace
cararah
caras
carasso
carat
caratacus
carats
carausius
caraustar
caravaggio
caravan
caravans
caravel
caravelle
caraway
caray
carb
carb-grade
carbajal
carbamazepine
carbene
carbenes
carberry
carbery
carbide
carbine
carbines
carbo
carbocation
carbody
carbohydrate
carbohydrates
carbon
carbon0
carbonaceous
carbonari
carbonate
carbonated
carbonates
carbonation
carbondale
carbone
carbonell
carbonic
carboniferous
carbonneau
carbonorca
carbons
carbonyl
carborundum
carboxyl
carboxylic
carbs
carbuncle
carbureted
carburetor
carburetors
carburettor
carburettors
carcases
carcass
carcasses
carcassonne
carcetti
carchemish
carcinogen
carcinogenic
carcinogenicity
carcinogens
carcinoma
carcinomas
card
cardamom
cardano
cardassia
cardassian
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cardboard
cardcaptor
cardcast
carded
carden
cardenal
cardenas
carder
cardew
cardholder
cardholders
cardiac
cardif
cardiff
cardigan
cardigans
cardiganshire
cardillo
cardin
cardinal
cardinalate
cardinale
cardinality
cardinals
carding
cardings
cardio
cardio-vascular
cardiogenesis
cardiological
cardiologist
cardiologists
cardiology
cardiometrics
cardiomyopathy
cardiopulmonary
cardiosystems
cardiothoracic
cardiovascular
cardioversion
cardo
cardon
cardona
cardoso
cardoza
cardozo
cards
cardston
carducci
cardwell
care
cared
career
career-best
career-high
careered
careers
carefree
careful
carefully
caregiver
caregivers
carel
careless
carelessly
carelessness
carell
caremark
carematrix
caren
carentan
carer
carers
cares
caress
caret
caretaker
caretakers
carew
carey
carfax
cargill
cargo
cargo-handling
cargoes
cargolux
cargonave
cargos
carhart
caria
cariaco
carib
caribbean
caribbeans
caribe
caribiner
cariboo
caribou
caribs
caribs-upcoast
caricature
caricatured
caricatures
caricaturist
caricom
caridad
caries
carigali
carignan
carignano
carillo
carillon
carin
carina
carinae
caring
caringbah
carinthia
carinthian
carioca
cariplo
carisbrook
caritas
carjacking
carl
carla
carle
carlebach
carlene
carles
carleton
carley
carlile
carlin
carling
carlingford
carlisle
carlist
carlists
carlito
carlo
carload
carloadings
carloads
carloman
carlos
carlot
carlota
carlotta
carlow
carlsbad
carlsberg
carlsberg-tetley
carlsen
carlson
carlsson
carlstadt
carlton
carly
carlyle
carmack
carmaker
carmakers
carmaking
carman
carmarthen
carmarthenshire
carmax
carmel
carmela
carmelita
carmelite
carmelites
carmella
carmelo
carmen
carmichael
carmike
carmilla
carmina
carmine
carmo
carmody
carmona
carn
carnaby
carnac
carnacki
carnage
carnahan
carnal
carnap
carnarvon
carnatic
carnation
carnations
carnaudmetalbox
carnaval
carnby
carne
carnegie
carneiro
carnelian
carnell
carnes
carnet
carnevale
carney
carniola
carnitine
carnival
carnivale
carnivals
carnivora
carnivore
carnivores
carnivorous
carnot
carnoustie
caro
carol
carola
carolan
carolco
carole
carolina
carolina''
carolina-based
carolinas
caroline
carolines
carolingian
carolingians
carolinian
carolinians
carolla
carollo
carols
carolus
carolyn
carom
caron
carondelet
carotene
carotenoids
carothers
carotid
carousel
carousels
carp
carpal
carparelli
carpark
carpathia
carpathian
carpathians
carpatho
carpe
carpels
carpentaria
carpenter
carpenters
carpentier
carpentry
carper
carpet
carpetbagger
carpetbaggers
carpeted
carpeting
carpetright
carpets
carpi
carpinteria
carpio
carpool
carr
carracci
carrack
carradine
carragher
carramerica
carranza
carrapatoso
carrara
carrard
carraro
carrasco
carrboro
carre
carrefour
carreira
carrel
carreno
carrer
carrera
carreras
carrere
carretera
carrey
carriage
carriages
carriageway
carriageways
carribean
carrick
carrickfergus
carrie
carried
carrier
carriere
carriers
carries
carril
carrillo
carrington
carrion
carrizo
carrol
carroll
carrollton
carrom
carron
carronades
carrot
carrot-and-stick
carrots
carrott
carrouges
carrow
carrozzeria
carruth
carruthers
carry
carry-forward
carry-in
carry-on
carry-over
carryforward
carryforwards
carrying
carryout
carryover
cars
carse
carshalton
carso
carson
carstairs
carsten
carswell
cart
carta
cartagena
cartago
cartan
carte
carted
cartel
cartellieri
cartels
carter
carter-wallace
carteret
carters
cartersville
cartesian
carth
carthage
carthaginian
carthaginians
carthusian
carthusians
carthy
cartier
cartierdoc
cartilage
cartilages
cartilaginous
carting
cartman
cartmel
carto
cartographer
cartographers
cartographic
cartography
cartolini
carton
cartonboard
cartons
cartoon
cartooning
cartoonish
cartoonist
cartoonists
cartoons
cartoony
cartouche
cartridge
cartridges
carts
cartwheel
cartwright
carty
caruana
carulla
carus
caruso
carvajal
carvalho
carve
carve-up
carved
carvel
carver
carvers
carves
carvey
carville
carvin
carving
carvings
cary
caryl
caryn
cas
cas-rq
cas-se
casa
casablanca
casablanca-based
casablancas
casadei
casadio
casady
casagrande
casal
casale
casals
casamance
casanare
casanova
casares
casas
casaubon
casbah
casca
cascade
cascaded
cascades
cascadia
cascading
cascarino
cascavel
casciato
casco
cascos
case
case-by-case
casebook
cased
casein
casella
caseload
caseloads
casema
casemate
casemates
casement
casero
caserta
cases
casesa
casetta
casey
cash
cash-and-carry
cash-and-stock
cash-connected
cash-credit
cash-flow
cash-for-votes
cash-rich
cash-settled
cash-short
cash-starved
cash-strapped
cash-to-three
cash=dollars
cashbox
cashed
cashel
cashew
cashflow
cashflows
cashier
cashiers
cashin
cashing
cashless
cashman
cashmere
cashmore
cashways
casi
casil
casimir
casimiro
casing
casings
casini
casino
casinos
casio
casiraghi
cask
casket
caskets
casks
caso
cason
caspar
caspase
casper
caspian
casque
cass
cassa
cassadine
cassady
cassander
cassandra
cassano
cassar
cassation
cassatt
cassava
cassavetes
cassegrain
cassel
cassell
cassels
casserole
cassette
cassettes
cassia
cassian
cassidy
cassie
cassin
cassini
cassino
cassio
cassiodorus
cassiopeia
cassirer
cassis
cassisa
cassius
casso
cassock
casson
cassoulides
cassville
cast
cast-----range---
cast-----range---prvs
cast-iron
castagnoli
castaignede
castaneda
castanet
castanets
castano
castaway
castaways
caste
castech
casted
castel
casteleyn
castell
castellammare
castellammarese
castellan
castellana
castellaneta
castellani
castellano
castellanos
castellated
castelletto
castelli
castello
castellon
castells
castellum
castelnau
castelnuovo
castelo
caster
casters
castes
castigated
castiglione
castiglioni
castile
castilian
castilians
castilla
castille
castillo
casting
castings
castle
castlebar
castledon
castleford
castlegar
castleknock
castlemaine
castlereagh
castlereigh
castles
castleton
castletown
castlevania
castling
castmates
castonguay
castor
castorama
castoroil
castorseed
castra
castrated
castrati
castration
castrato
castres
castries
castro
castrol
castrum
casts
casual
casually
casuals
casualties
casualty
casuarina
casuistry
casule
casus
caswell
cat
cat-and-mouse
cat0
catabolism
cataclysm
cataclysmic
catacomb
catacombs
catala
catalan
catalana
catalans
catalase
catalina
catalinas
catalog
cataloged
cataloging
catalogs
catalogue
catalogued
catalogues
cataloguing
catalonia
catalonian
cataloochee
catalpa
cataluna
catalunya
catalysed
catalyses
catalysis
catalyst
catalysts
catalytic
catalytica
catalyze
catalyzed
catalyzes
catalyzing
catamaran
catamarans
catamarca
catan
catanduanes
catania
catanzaro
cataphracts
catapult
catapulted
catapulting
catapults
cataract
cataracts
catarina
catasauqua
catastrophe
catastrophes
catastrophic
catastrophically
catatonia
catatonic
catawba
catbirds
catch
catch-all
catch-up
catch0
catcher
catchers
catches
catching
catchment
catchments
catchphrase
catchphrases
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catchy
cate
cateau
catechetical
catechism
catechisms
catecholamines
catechumens
catedral
categorical
categorically
categories
categorisation
categorise
categorised
categorization
categorize
categorized
categorizes
categorizing
category
category*
catell
catellus
catelyn
catena
catenary
cater
catera
catered
caterer
caterers
caterham
caterina
catering
caterpillar
caterpillars
caters
cates
catesby
catex
catez
catfight
catfish
catfishes
catford
cath
cathal
cathar
catharina
catharine
catharines
cathars
catharsis
cathartic
cathay
cathcart
cathedra
cathedral
cathedrale
cathedrals
cather
catherall
catherine
catherines
catherwood
catheter
catheterization
catheters
cathleen
cathode
cathodes
cathodic
catholic
catholic-backed
catholicism
catholicos
catholics
catholique
cathro
cathy
catia
catic
catiline
cation
cationic
cations
catkins
catlett
catli
catlin
catlins
catlow
catman
cato
catoctin
catolica
caton
catonsville
catoosa
catriona
catron
cats
catshark
catskill
catskills
catt
cattaneo
cattaraugus
cattaro
cattell
catterick
catti
cattle
cattle-fax
cattle-on-feed
cattleman
cattlemen
cattles
catto
cattolica
catullus
catv
catwalk
catwalks
catwoman
cauca
caucasian
caucasians
caucasoid
caucasus
cauchon
cauchy
caucus
caucuses
caudal
caudillo
caudron
cauet
caufield
caught
caul
caulder
cauldron
cauldrons
caulfield
cauliflower
causa
causal
causality
causally
causantin
causation
causative
cause
caused
causes
causeway
causeways
causey
causing
caustic
caution
cautionary
cautioned
cautioning
cautions
cautious
cautiously
cautiousness
cauty
cauvery
caux
cav
cava
cavaco
cavagnoud
cavalcade
cavalcanti
cavalera
cavalier
cavaliere
cavalieri
cavaliers
cavalleria
cavalli
cavallo
cavalry
cavalryman
cavalrymen
cavan
cavanagh
cavanaugh
cave
caveat
caveats
caved
caveglia
cavegn
cavell
caveman
cavemen
cavendish
cavern
caverni
cavernous
caverns
cavers
caversham
caves
cavett
caviar
cavill
caving
cavitation
cavite
cavities
cavity
cavorting
cavour
cavs
caw
cawdor
cawley
cawnpore
cawthorne
caxias
caxton
cay
cayabyab
cayce
caye
cayenne
cayetano
cayey
cayley
cayman
caymans
cayo
cayol
cays
cayuga
cayuse
caz
cazares
cazenove
cazenovia
cb
cb0
cba
cbank
cbb
cbbc
cbc
cbci
cbd
cbe
cbeebies
cbf
cbgb
cbi
cbk
cbl
cble
cbm
cbn
cbnk
cbo
cboe
cbos
cbot
cbp
cbpo
cbq
cbr
cbrs
cbs
cbse
cbt
cc
cc0
cc;nsa
cc;nsajan
cca
ccair
ccas
ccb
ccbpi
ccc
ccc-
ccd
ccds
cce
ccf
ccfa
ccfi
ccg
ccgs
cch
ccha
cchs
cci
ccl
ccl0
ccm
ccma
ccn
ccnb
ccny
cco
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ccoo
ccp
ccps
ccr
ccr0
ccs
ccsb
cct
cctld
ccts
cctv
ccu
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cd
cd+dvd
cd-quality
cd-rom
cd-roms
cd/dvd
cd0
cd0+
cda
cdc
cde
cdf
cdg
cdi
cdic
cdl
cdlr
cdm
cdma
cdma0
cdn
cdna
cdo
cdp
cdpc
cdr
cdrom
cds
cdsi
cdt
cdu
cdu/csu
cdw
ce
cea
ceahlaul
ceann
ceara
cease
cease-fire
ceased
ceasefire
ceasefires
ceaseless
ceaselessly
ceases
ceasing
ceat
ceausescu
ceawlin
ceb
ceballos
cebit
cebu
cebuano
cec
ceca
cecchetti
cecchi
cece
cecelia
cech
ceci
cecil
cecile
cecilia
cecily
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ced
ceda
cedar
cedars
cedars-sinai
cedarville
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cedel
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cedeno
cedergren
cedes
cedi
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cedis
cedras
cedric
cee
ceec
ceecs
ceee
ceefax
cees
cef
cefic
cefn
cefta
ceg
cegelec
cegep
cegetel
cegielski
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cei
ceiba
ceili
ceilidh
ceiling
ceilings
ceiriog
cejka
ceka
cekander
cel
cel-sci
cela
celadon
celan
celanese
celastraceae
celaya
celbridge
celcom
celebes
celebi
celeborn
celebrant
celebrants
celebrate
celebrated
celebrates
celebrating
celebration
celebrations
celebratory
celebre
celebrezze
celebrities
celebrity
celera
celeron
celery
celes
celesc
celesta
celeste
celestia
celestial
celestials
celestica
celestin
celestina
celestine
celestino
celgene
celia
celiac
celibacy
celibate
celic
celica
celie
celik
celina
celine
celio
celje
celji
cell
cell.
cella
cellar
cellars
cellcom
celle
celled
cellegy
cellex
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cellini
cellist
cellists
cellmate
cellnet
cello
cellophane
cellos
cellphone
cellphones
cellpro
cells
cellstar
celltech
cellucci
cellular
cellularvision
celluloid
cellulose
cellulosic
celo
cels
celsis
celsius
celso
celsus
celt
celta
celtiberian
celtic
celtics
celts
celulosa
celulose
celuloza
celyn
cem
cemaes
cement
cement-maker
cemented
cementing
cemento
cementos
cements
cemeteries
cemetery
cemex
cemig
cemil
cempella
cen
cen.bank
cena
cenbank
cendant
cenel
cenelec
cenfed
cengic
cenit
cenobites
cenotaph
cenozoic
censor
censored
censoring
censors
censorship
censure
censured
censures
censuring
census
censuses
cent
cent.
centak
cental
centaur
centauri
centaurs
centaurus
centavo
centavos
centcom
centenarian
centenario
centenary
centennial
centennials
centeon
center
center-left
center-south
centercut
centered
centerfire
centerfold
centering
centerior
centerline
centermark
centerpiece
centerpoint
centers
centertel
centerville
centex
centigrade
centigram
centilibres
centime
centimes
centimeter
centimeters
centimetre
centimetres
centipede
centipedes
centistoke
cento
centocor
centra
centraal
centrais
central
central-chernozem
central-south
centrale
centralia
centralisation
centralise
centralised
centralising
centralism
centralist
centrality
centralization
centralize
centralized
centralizing
centrally
centralpower
centre
centre-back
centre-field
centre-forward
centre-left
centre-right
centre-south
centre-stage
centred
centreinvest
centreline
centreman
centrepiece
centrepoint
centres
centreville
centric
centrica
centrifugal
centrifugation
centrifuge
centrifuges
centring
centripetal
centrist
centrists
centro
centroid
centrolenidae
centromere
centromin
centronics
centrosim
centrostal
centrum
cents
centum
centura
centuries
centuries-old
centurion
centurions
century
century-old
century.
ceo
ceoe
ceos
cep
cepa
cepeda
cephalic
cephalon
cephalopod
cephalopods
cephalosporins
cephalothorax
cepheid
cepheus
cephiro
cepi
ceps
cepsa
cept
cer
cera
ceramco
ceramic
ceramica
ceramiche
ceramics
cerar
ceratopsian
ceratopsians
cerberus
cercle
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gitextract_sqikvug5/
├── README.md
├── checkpoints/
│ └── .gitkeeper
├── config.py
├── dataset/
│ ├── SemEval/
│ │ ├── relation2id.txt
│ │ ├── senna_words.lst
│ │ ├── test/
│ │ │ ├── npy/
│ │ │ │ └── .gitkeeper
│ │ │ └── test.txt
│ │ ├── test.txt
│ │ ├── test_keys.txt
│ │ ├── train/
│ │ │ ├── npy/
│ │ │ │ └── .gitkeeper
│ │ │ └── train.txt
│ │ ├── train.txt
│ │ ├── vector_50.txt
│ │ ├── vocab.txt
│ │ └── w2v_50.npy
│ ├── __init__.py
│ └── semeval.py
├── main_sem.py
├── models/
│ ├── BasicModule.py
│ ├── PCNN.py
│ └── __init__.py
└── semeval/
├── .ipynb_checkpoints/
│ └── res-checkpoint.txt
├── convert_to_rel.py
├── sem_res.txt
├── semeval2010_task8_format_checker.pl
├── semeval2010_task8_scorer-v1.2.pl
├── test.sh
└── test_keys.txt
SYMBOL INDEX (31 symbols across 5 files)
FILE: config.py
class DefaultConfig (line 14) | class DefaultConfig(object):
function parse (line 62) | def parse(self, kwargs):
FILE: dataset/semeval.py
class SEMData (line 9) | class SEMData(Dataset):
method __init__ (line 11) | def __init__(self, root_path, train=True):
method __getitem__ (line 27) | def __getitem__(self, idx):
method __len__ (line 31) | def __len__(self):
class SEMLoad (line 35) | class SEMLoad(object):
method __init__ (line 39) | def __init__(self, root_path, train=True, max_len=98, limit=50):
method save (line 70) | def save(self):
method load_rel (line 83) | def load_rel(self):
method load_w2v (line 93) | def load_w2v(self):
method parse_sen (line 122) | def parse_sen(self, path):
method get_lexical_feature (line 146) | def get_lexical_feature(self, sens):
method get_sentence_feature (line 166) | def get_sentence_feature(self, sens):
method get_left_word (line 200) | def get_left_word(self, pos, sen):
method get_right_word (line 211) | def get_right_word(self, pos, sen):
method get_pos_feature (line 222) | def get_pos_feature(self, x):
FILE: main_sem.py
function now (line 17) | def now():
function test (line 21) | def test(**kwargs):
function train (line 25) | def train(**kwargs):
function eval (line 84) | def eval(model, test_data_loader, k):
function write_result (line 112) | def write_result(model_name, pred_y):
FILE: models/BasicModule.py
class BasicModule (line 7) | class BasicModule(torch.nn.Module):
method __init__ (line 12) | def __init__(self):
method load (line 16) | def load(self, path):
method save (line 22) | def save(self, name=None):
FILE: models/PCNN.py
class PCNN (line 10) | class PCNN(BasicModule):
method __init__ (line 16) | def __init__(self, opt):
method init_model_weight (line 42) | def init_model_weight(self):
method init_word_emb (line 54) | def init_word_emb(self):
method forward (line 66) | def forward(self, x):
Condensed preview — 28 files, each showing path, character count, and a content snippet. Download the .json file or copy for the full structured content (4,534K chars).
[
{
"path": "README.md",
"chars": 832,
"preview": "2018.10.16更新:\n\n- master分支: Python 3.5x & Pytorch 0.4+\n- dev 分支: Python 2.7x & Pytorch 0.3\n\n## Introduction\n基于Pytorch复现PC"
},
{
"path": "checkpoints/.gitkeeper",
"chars": 0,
"preview": ""
},
{
"path": "config.py",
"chars": 2435,
"preview": "# -*- coding: utf-8 -*-\n\ndata_dic ={\n 'SEM': {\n 'data_root': './dataset/SemEval/',\n 'w2v_path': './data"
},
{
"path": "dataset/SemEval/relation2id.txt",
"chars": 473,
"preview": "0 Cause-Effect(e1,e2)\n1 Cause-Effect(e2,e1)\n2 Component-Whole(e1,e2)\n3 Component-Whole(e2,e1)\n4 Content-Container(e1,e2)"
},
{
"path": "dataset/SemEval/senna_words.lst",
"chars": 1101872,
"preview": "!\n!_____!____________!_____!_____!_______!_____!_______!______\n\"\n#\n####\n#0\n#0&btr\n#aaa\n#n\n#value\n$\n%\n&\n&money\n'\n''\n'''\n'"
},
{
"path": "dataset/SemEval/test/npy/.gitkeeper",
"chars": 0,
"preview": ""
},
{
"path": "dataset/SemEval/test/test.txt",
"chars": 382236,
"preview": "e1\te2\taudits\twaste\tMessage-Topic\tthe most common audits were about waste and recycling\ne1\te2\tcompany\tchairs\tProduct-Prod"
},
{
"path": "dataset/SemEval/test.txt",
"chars": 309168,
"preview": "14 3 3 6 6 the most common audits were about waste and recycling\n17 1 1 4 4 the company fabricates plastic chairs\n11 2 2"
},
{
"path": "dataset/SemEval/test_keys.txt",
"chars": 69323,
"preview": "8001\tMessage-Topic(e1,e2)\n8002\tProduct-Producer(e2,e1)\n8003\tInstrument-Agency(e2,e1)\n8004\tEntity-Destination(e1,e2)\n8005"
},
{
"path": "dataset/SemEval/train/npy/.gitkeeper",
"chars": 0,
"preview": ""
},
{
"path": "dataset/SemEval/train/train.txt",
"chars": 1132602,
"preview": "e1\te2\tconfiguration\telements\tComponent-Whole_reversed\tthe system as described above has its greatest application in an a"
},
{
"path": "dataset/SemEval/train.txt",
"chars": 913740,
"preview": "3 12 12 15 15 the system as described above has its greatest application in an arrayed configuration of antenna elements"
},
{
"path": "dataset/SemEval/vocab.txt",
"chars": 185611,
"preview": "!\n'\n(\n)\n,\n0\n00\n000\n0025\n005\n01\n05\n065\n07\n08\n1\n10\n100\n1000\n10000\n100000\n10300\n105\n106\n1063\n1099\n10cm\n10m\n10x10\n11\n110\n110"
},
{
"path": "dataset/__init__.py",
"chars": 54,
"preview": "# -*- coding: utf-8 -*-\n\nfrom .semeval import SEMData\n"
},
{
"path": "dataset/semeval.py",
"chars": 7798,
"preview": "# -*- coding: utf-8 -*-\n\nfrom torch.utils.data import Dataset\nimport os\nimport numpy as np\nimport string\n\n\nclass SEMData"
},
{
"path": "main_sem.py",
"chars": 3743,
"preview": "# -*- coding: utf-8 -*-\n\nfrom config import opt\nimport models\nimport dataset\nimport torch\nimport torch.nn as nn\nimport t"
},
{
"path": "models/BasicModule.py",
"chars": 781,
"preview": "# -*- coding: utf-8 -*-\n\nimport torch\nimport time\n\n\nclass BasicModule(torch.nn.Module):\n '''\n 封装了nn.Module,主要是提供了s"
},
{
"path": "models/PCNN.py",
"chars": 3579,
"preview": "# -*- coding: utf-8 -*-\n\nfrom .BasicModule import BasicModule\nimport numpy as np\nimport torch\nimport torch.nn as nn\nimpo"
},
{
"path": "models/__init__.py",
"chars": 48,
"preview": "# -*- coding: utf-8 -*-\n\nfrom .PCNN import PCNN\n"
},
{
"path": "semeval/.ipynb_checkpoints/res-checkpoint.txt",
"chars": 10683,
"preview": "<<< (2*9+1)-WAY EVALUATION (USING DIRECTIONALITY)>>>:\n\nConfusion matrix:\n C-E1 C-E2 C-W1 C-W2 C-C1 C-C2 E-D1 E-D2"
},
{
"path": "semeval/convert_to_rel.py",
"chars": 373,
"preview": "# -*- coding: utf-8 -*-\n\nid2rel = {}\nrel = open('../dataset/SemEval/relation2id.txt')\nfor line in rel:\n line = line.s"
},
{
"path": "semeval/sem_res.txt",
"chars": 72183,
"preview": "8001\tMessage-Topic(e1,e2)\n8002\tProduct-Producer(e2,e1)\n8003\tInstrument-Agency(e2,e1)\n8004\tEntity-Destination(e1,e2)\n8005"
},
{
"path": "semeval/semeval2010_task8_format_checker.pl",
"chars": 3479,
"preview": "#!/usr/bin/perl -w\n#\n#\n# Author: Preslav Nakov\n# nakov@comp.nus.edu.sg\n# National University of Singa"
},
{
"path": "semeval/semeval2010_task8_scorer-v1.2.pl",
"chars": 15848,
"preview": "#!/usr/bin/perl -w\n#\n#\n# Author: Preslav Nakov\n# nakov@comp.nus.edu.sg\n# National University of Singa"
},
{
"path": "semeval/test.sh",
"chars": 144,
"preview": "#!/bin/bash\n\npython convert_to_rel.py\n./semeval2010_task8_scorer-v1.2.pl sem_res.txt test_keys.txt > res.txt\necho \"the r"
},
{
"path": "semeval/test_keys.txt",
"chars": 69323,
"preview": "8001\tMessage-Topic(e1,e2)\n8002\tProduct-Producer(e2,e1)\n8003\tInstrument-Agency(e2,e1)\n8004\tEntity-Destination(e1,e2)\n8005"
}
]
// ... and 2 more files (download for full content)
About this extraction
This page contains the full source code of the ShomyLiu/pytorch-pcnn GitHub repository, extracted and formatted as plain text for AI agents and large language models (LLMs). The extraction includes 28 files (20.6 MB), approximately 1.1M tokens, and a symbol index with 31 extracted functions, classes, methods, constants, and types. Use this with OpenClaw, Claude, ChatGPT, Cursor, Windsurf, or any other AI tool that accepts text input. You can copy the full output to your clipboard or download it as a .txt file.
Extracted by GitExtract — free GitHub repo to text converter for AI. Built by Nikandr Surkov.