2018-07-25 03:47:23 +03:00
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# stop words as whitespace-separated list
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# Chinese stop words,maybe not enough
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💫 Tidy up and auto-format .py files (#2983)
<!--- Provide a general summary of your changes in the title. -->
## Description
- [x] Use [`black`](https://github.com/ambv/black) to auto-format all `.py` files.
- [x] Update flake8 config to exclude very large files (lemmatization tables etc.)
- [x] Update code to be compatible with flake8 rules
- [x] Fix various small bugs, inconsistencies and messy stuff in the language data
- [x] Update docs to explain new code style (`black`, `flake8`, when to use `# fmt: off` and `# fmt: on` and what `# noqa` means)
Once #2932 is merged, which auto-formats and tidies up the CLI, we'll be able to run `flake8 spacy` actually get meaningful results.
At the moment, the code style and linting isn't applied automatically, but I'm hoping that the new [GitHub Actions](https://github.com/features/actions) will let us auto-format pull requests and post comments with relevant linting information.
### Types of change
enhancement, code style
## Checklist
<!--- Before you submit the PR, go over this checklist and make sure you can
tick off all the boxes. [] -> [x] -->
- [x] I have submitted the spaCy Contributor Agreement.
- [x] I ran the tests, and all new and existing tests passed.
- [x] My changes don't require a change to the documentation, or if they do, I've added all required information.
2018-11-30 19:03:03 +03:00
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STOP_WORDS = set(
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"""
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2018-07-25 03:47:23 +03:00
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不可抗拒
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不外乎
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不妨
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不对
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不少
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不尽
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不尽然
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不巧
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不怎么
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不惟
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不成
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不拘
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不择手段
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不敢
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不料
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不断
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不曾
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不然的话
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不特
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不独
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不由得
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不知不觉
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不管
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不管怎样
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不经意
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不胜
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不能
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不至于
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不若
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不要
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不论
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不问
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不限
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与
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与其
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与其说
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与否
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与此同时
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专门
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且
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且不说
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且说
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两者
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严格
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严重
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个人
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个别
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中小
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中间
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丰富
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串行
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临
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临到
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为
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为主
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为了
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为什么
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为什麽
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为何
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为止
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为此
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为着
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主张
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主要
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举凡
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举行
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乃
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乃至
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乃至于
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么
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之
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之一
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之前
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之后
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之後
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之所以
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之类
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乌乎
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乎
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乒
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乘
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乘势
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乘机
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乘胜
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乘虚
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乘隙
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九
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也
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也好
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也就是说
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也是
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也罢
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了
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了解
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争取
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二
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二来
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二话不说
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二话没说
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于
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于是
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于是乎
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云云
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云尔
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互
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互相
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五
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些
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交口
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亦
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产生
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亲口
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亲手
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亲眼
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亲自
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亲身
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人
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人人
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人们
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人家
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人民
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什么
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什么样
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|
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|
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四
|
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因
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地
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均
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坚决
|
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坚持
|
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基于
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基本
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基本上
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处在
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处处
|
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处理
|
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复杂
|
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多
|
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多么
|
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多亏
|
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|
多多
|
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多多少少
|
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多多益善
|
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多少
|
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多年前
|
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多年来
|
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多数
|
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|
多次
|
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|
|
够瞧的
|
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|
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大
|
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|
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大不了
|
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大举
|
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大事
|
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大体
|
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大体上
|
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大凡
|
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大力
|
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大多
|
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大多数
|
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|
大大
|
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|
大家
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|
大张旗鼓
|
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大批
|
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|
大抵
|
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大概
|
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大略
|
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|
大约
|
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大致
|
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大都
|
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|
大量
|
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|
大面儿上
|
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|
失去
|
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|
|
奇
|
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|
|
奈
|
|
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|
|
奋勇
|
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|
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|
|
她
|
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|
她们
|
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她是
|
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她的
|
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|
好
|
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好在
|
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|
|
好的
|
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|
|
好象
|
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如
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如上
|
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|
|
如上所述
|
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|
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如下
|
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|
|
如今
|
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|
|
如何
|
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|
|
如其
|
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|
|
|
|
如前所述
|
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|
|
如同
|
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|
|
如常
|
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|
|
如是
|
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|
|
|
|
如期
|
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|
|
|
|
如果
|
|
|
|
|
|
如次
|
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|
|
|
|
如此
|
|
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|
|
|
如此等等
|
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|
|
|
|
如若
|
|
|
|
|
|
始而
|
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|
|
|
姑且
|
|
|
|
|
|
存在
|
|
|
|
|
|
存心
|
|
|
|
|
|
孰料
|
|
|
|
|
|
孰知
|
|
|
|
|
|
宁
|
|
|
|
|
|
宁可
|
|
|
|
|
|
宁愿
|
|
|
|
|
|
宁肯
|
|
|
|
|
|
它
|
|
|
|
|
|
它们
|
|
|
|
|
|
它们的
|
|
|
|
|
|
它是
|
|
|
|
|
|
它的
|
|
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|
|
|
安全
|
|
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|
|
|
完全
|
|
|
|
|
|
完成
|
|
|
|
|
|
定
|
|
|
|
|
|
实现
|
|
|
|
|
|
实际
|
|
|
|
|
|
宣布
|
|
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|
|
|
容易
|
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|
|
密切
|
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|
|
|
|
对
|
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|
|
|
对于
|
|
|
|
|
|
对应
|
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|
|
对待
|
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|
|
|
对方
|
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|
对比
|
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|
将
|
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|
|
将才
|
|
|
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|
|
将要
|
|
|
|
|
|
将近
|
|
|
|
|
|
小
|
|
|
|
|
|
少数
|
|
|
|
|
|
尔
|
|
|
|
|
|
尔后
|
|
|
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|
|
尔尔
|
|
|
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|
|
尔等
|
|
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|
|
尚且
|
|
|
|
|
|
尤其
|
|
|
|
|
|
就
|
|
|
|
|
|
就地
|
|
|
|
|
|
就是
|
|
|
|
|
|
就是了
|
|
|
|
|
|
就是说
|
|
|
|
|
|
就此
|
|
|
|
|
|
就算
|
|
|
|
|
|
就要
|
|
|
|
|
|
尽
|
|
|
|
|
|
尽可能
|
|
|
|
|
|
尽如人意
|
|
|
|
|
|
尽心尽力
|
|
|
|
|
|
尽心竭力
|
|
|
|
|
|
尽快
|
|
|
|
|
|
尽早
|
|
|
|
|
|
尽然
|
|
|
|
|
|
尽管
|
|
|
|
|
|
尽管如此
|
|
|
|
|
|
尽量
|
|
|
|
|
|
局外
|
|
|
|
|
|
居然
|
|
|
|
|
|
届时
|
|
|
|
|
|
属于
|
|
|
|
|
|
屡
|
|
|
|
|
|
屡屡
|
|
|
|
|
|
屡次
|
|
|
|
|
|
屡次三番
|
|
|
|
|
|
岂
|
|
|
|
|
|
岂但
|
|
|
|
|
|
岂止
|
|
|
|
|
|
岂非
|
|
|
|
|
|
川流不息
|
|
|
|
|
|
左右
|
|
|
|
|
|
巨大
|
|
|
|
|
|
巩固
|
|
|
|
|
|
差一点
|
|
|
|
|
|
差不多
|
|
|
|
|
|
己
|
|
|
|
|
|
已
|
|
|
|
|
|
已矣
|
|
|
|
|
|
已经
|
|
|
|
|
|
巴
|
|
|
|
|
|
巴巴
|
|
|
|
|
|
带
|
|
|
|
|
|
帮助
|
|
|
|
|
|
常
|
|
|
|
|
|
常常
|
|
|
|
|
|
常言说
|
|
|
|
|
|
常言说得好
|
|
|
|
|
|
常言道
|
|
|
|
|
|
平素
|
|
|
|
|
|
年复一年
|
|
|
|
|
|
并
|
|
|
|
|
|
并不
|
|
|
|
|
|
并不是
|
|
|
|
|
|
并且
|
|
|
|
|
|
并排
|
|
|
|
|
|
并无
|
|
|
|
|
|
并没
|
|
|
|
|
|
并没有
|
|
|
|
|
|
并肩
|
|
|
|
|
|
并非
|
|
|
|
|
|
广大
|
|
|
|
|
|
广泛
|
|
|
|
|
|
应当
|
|
|
|
|
|
应用
|
|
|
|
|
|
应该
|
|
|
|
|
|
庶乎
|
|
|
|
|
|
庶几
|
|
|
|
|
|
开外
|
|
|
|
|
|
开始
|
|
|
|
|
|
开展
|
|
|
|
|
|
引起
|
|
|
|
|
|
弗
|
|
|
|
|
|
弹指之间
|
|
|
|
|
|
强烈
|
|
|
|
|
|
强调
|
|
|
|
|
|
归
|
|
|
|
|
|
归根到底
|
|
|
|
|
|
归根结底
|
|
|
|
|
|
归齐
|
|
|
|
|
|
当
|
|
|
|
|
|
当下
|
|
|
|
|
|
当中
|
|
|
|
|
|
当儿
|
|
|
|
|
|
当前
|
|
|
|
|
|
当即
|
|
|
|
|
|
当口儿
|
|
|
|
|
|
当地
|
|
|
|
|
|
当场
|
|
|
|
|
|
当头
|
|
|
|
|
|
当庭
|
|
|
|
|
|
当时
|
|
|
|
|
|
当然
|
|
|
|
|
|
当真
|
|
|
|
|
|
当着
|
|
|
|
|
|
形成
|
|
|
|
|
|
彻夜
|
|
|
|
|
|
彻底
|
|
|
|
|
|
彼
|
|
|
|
|
|
彼时
|
|
|
|
|
|
彼此
|
|
|
|
|
|
往
|
|
|
|
|
|
往往
|
|
|
|
|
|
待
|
|
|
|
|
|
待到
|
|
|
|
|
|
很
|
|
|
|
|
|
很多
|
|
|
|
|
|
很少
|
|
|
|
|
|
後来
|
|
|
|
|
|
後面
|
|
|
|
|
|
得
|
|
|
|
|
|
得了
|
|
|
|
|
|
得出
|
|
|
|
|
|
得到
|
|
|
|
|
|
得天独厚
|
|
|
|
|
|
得起
|
|
|
|
|
|
心里
|
|
|
|
|
|
必
|
|
|
|
|
|
必定
|
|
|
|
|
|
必将
|
|
|
|
|
|
必然
|
|
|
|
|
|
必要
|
|
|
|
|
|
必须
|
|
|
|
|
|
快
|
|
|
|
|
|
快要
|
|
|
|
|
|
忽地
|
|
|
|
|
|
忽然
|
|
|
|
|
|
怎
|
|
|
|
|
|
怎么
|
|
|
|
|
|
怎么办
|
|
|
|
|
|
怎么样
|
|
|
|
|
|
怎奈
|
|
|
|
|
|
怎样
|
|
|
|
|
|
怎麽
|
|
|
|
|
|
怕
|
|
|
|
|
|
急匆匆
|
|
|
|
|
|
怪
|
|
|
|
|
|
怪不得
|
|
|
|
|
|
总之
|
|
|
|
|
|
总是
|
|
|
|
|
|
总的来看
|
|
|
|
|
|
总的来说
|
|
|
|
|
|
总的说来
|
|
|
|
|
|
总结
|
|
|
|
|
|
总而言之
|
|
|
|
|
|
恍然
|
|
|
|
|
|
恐怕
|
|
|
|
|
|
恰似
|
|
|
|
|
|
恰好
|
|
|
|
|
|
恰如
|
|
|
|
|
|
恰巧
|
|
|
|
|
|
恰恰
|
|
|
|
|
|
恰恰相反
|
|
|
|
|
|
恰逢
|
|
|
|
|
|
您
|
|
|
|
|
|
您们
|
|
|
|
|
|
您是
|
|
|
|
|
|
惟其
|
|
|
|
|
|
惯常
|
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|
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意思
|
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|
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愤然
|
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|
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愿意
|
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慢说
|
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|
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成为
|
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|
|
成年
|
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|
成年累月
|
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成心
|
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我
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我们
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我是
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我的
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或
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或则
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或多或少
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或是
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或曰
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或者
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或许
|
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战斗
|
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截然
|
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截至
|
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|
所
|
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所以
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所在
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所幸
|
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所有
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所谓
|
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才
|
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才能
|
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|
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扑通
|
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|
|
打
|
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|
|
打从
|
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|
|
打开天窗说亮话
|
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|
|
扩大
|
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|
|
把
|
|
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|
|
抑或
|
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|
|
抽冷子
|
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拦腰
|
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|
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拿
|
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按
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按时
|
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按期
|
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按照
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按理
|
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按说
|
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挨个
|
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挨家挨户
|
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挨次
|
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挨着
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挨门挨户
|
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挨门逐户
|
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|
换句话说
|
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换言之
|
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|
据
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|
|
据实
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|
据悉
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|
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据我所知
|
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据此
|
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据称
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|
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据说
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掌握
|
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接下来
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接着
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|
|
接著
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|
|
接连不断
|
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|
放量
|
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故
|
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故意
|
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故此
|
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|
故而
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|
敞开儿
|
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|
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敢
|
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敢于
|
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|
|
敢情
|
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|
|
数/
|
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|
|
整个
|
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|
|
断然
|
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|
方
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方便
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方才
|
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方能
|
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|
方面
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旁人
|
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无
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无宁
|
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|
无法
|
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无论
|
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既
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|
既...又
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既往
|
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既是
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既然
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日复一日
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日渐
|
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日益
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日臻
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日见
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时候
|
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昂然
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明显
|
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明确
|
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是
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是不是
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是以
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|
|
是否
|
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|
|
是的
|
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|
|
显然
|
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|
|
显著
|
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|
|
普通
|
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|
|
普遍
|
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|
暗中
|
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暗地里
|
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|
暗自
|
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|
|
更
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|
更为
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|
|
更加
|
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|
|
更进一步
|
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|
|
曾
|
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|
|
曾经
|
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|
替
|
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|
替代
|
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|
最
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|
最后
|
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|
最大
|
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|
最好
|
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|
最後
|
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|
最近
|
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|
最高
|
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|
|
|
有
|
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|
|
有些
|
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|
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|
|
有关
|
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|
|
有利
|
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|
|
有力
|
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|
有及
|
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|
|
有所
|
|
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|
|
有效
|
|
|
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|
有时
|
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|
|
|
有点
|
|
|
|
|
|
有的
|
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|
|
|
|
有的是
|
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|
|
|
|
有着
|
|
|
|
|
|
有著
|
|
|
|
|
|
望
|
|
|
|
|
|
朝
|
|
|
|
|
|
朝着
|
|
|
|
|
|
末##末
|
|
|
|
|
|
本
|
|
|
|
|
|
本人
|
|
|
|
|
|
本地
|
|
|
|
|
|
本着
|
|
|
|
|
|
本身
|
|
|
|
|
|
权时
|
|
|
|
|
|
来
|
|
|
|
|
|
来不及
|
|
|
|
|
|
来得及
|
|
|
|
|
|
来看
|
|
|
|
|
|
来着
|
|
|
|
|
|
来自
|
|
|
|
|
|
来讲
|
|
|
|
|
|
来说
|
|
|
|
|
|
极
|
|
|
|
|
|
极为
|
|
|
|
|
|
极了
|
|
|
|
|
|
极其
|
|
|
|
|
|
极力
|
|
|
|
|
|
极大
|
|
|
|
|
|
极度
|
|
|
|
|
|
极端
|
|
|
|
|
|
构成
|
|
|
|
|
|
果然
|
|
|
|
|
|
果真
|
|
|
|
|
|
某
|
|
|
|
|
|
某个
|
|
|
|
|
|
某些
|
|
|
|
|
|
某某
|
|
|
|
|
|
根据
|
|
|
|
|
|
根本
|
|
|
|
|
|
格外
|
|
|
|
|
|
梆
|
|
|
|
|
|
概
|
|
|
|
|
|
次第
|
|
|
|
|
|
欢迎
|
|
|
|
|
|
欤
|
|
|
|
|
|
正值
|
|
|
|
|
|
正在
|
|
|
|
|
|
正如
|
|
|
|
|
|
正巧
|
|
|
|
|
|
正常
|
|
|
|
|
|
正是
|
|
|
|
|
|
此
|
|
|
|
|
|
此中
|
|
|
|
|
|
此后
|
|
|
|
|
|
此地
|
|
|
|
|
|
此处
|
|
|
|
|
|
此外
|
|
|
|
|
|
此时
|
|
|
|
|
|
此次
|
|
|
|
|
|
此间
|
|
|
|
|
|
殆
|
|
|
|
|
|
毋宁
|
|
|
|
|
|
每
|
|
|
|
|
|
每个
|
|
|
|
|
|
每天
|
|
|
|
|
|
每年
|
|
|
|
|
|
每当
|
|
|
|
|
|
每时每刻
|
|
|
|
|
|
每每
|
|
|
|
|
|
每逢
|
|
|
|
|
|
比
|
|
|
|
|
|
比及
|
|
|
|
|
|
比如
|
|
|
|
|
|
比如说
|
|
|
|
|
|
比方
|
|
|
|
|
|
比照
|
|
|
|
|
|
比起
|
|
|
|
|
|
比较
|
|
|
|
|
|
毕竟
|
|
|
|
|
|
毫不
|
|
|
|
|
|
毫无
|
|
|
|
|
|
毫无例外
|
|
|
|
|
|
毫无保留地
|
|
|
|
|
|
汝
|
|
|
|
|
|
沙沙
|
|
|
|
|
|
没
|
|
|
|
|
|
没奈何
|
|
|
|
|
|
没有
|
|
|
|
|
|
沿
|
|
|
|
|
|
沿着
|
|
|
|
|
|
注意
|
|
|
|
|
|
活
|
|
|
|
|
|
深入
|
|
|
|
|
|
清楚
|
|
|
|
|
|
满
|
|
|
|
|
|
满足
|
|
|
|
|
|
漫说
|
|
|
|
|
|
焉
|
|
|
|
|
|
然
|
|
|
|
|
|
然则
|
|
|
|
|
|
然后
|
|
|
|
|
|
然後
|
|
|
|
|
|
然而
|
|
|
|
|
|
照
|
|
|
|
|
|
照着
|
|
|
|
|
|
牢牢
|
|
|
|
|
|
特别是
|
|
|
|
|
|
特殊
|
|
|
|
|
|
特点
|
|
|
|
|
|
犹且
|
|
|
|
|
|
犹自
|
|
|
|
|
|
独
|
|
|
|
|
|
独自
|
|
|
|
|
|
猛然
|
|
|
|
|
|
猛然间
|
|
|
|
|
|
率尔
|
|
|
|
|
|
率然
|
|
|
|
|
|
现代
|
|
|
|
|
|
现在
|
|
|
|
|
|
理应
|
|
|
|
|
|
理当
|
|
|
|
|
|
理该
|
|
|
|
|
|
瑟瑟
|
|
|
|
|
|
甚且
|
|
|
|
|
|
甚么
|
|
|
|
|
|
甚或
|
|
|
|
|
|
甚而
|
|
|
|
|
|
甚至
|
|
|
|
|
|
甚至于
|
|
|
|
|
|
用
|
|
|
|
|
|
用来
|
|
|
|
|
|
甫
|
|
|
|
|
|
甭
|
|
|
|
|
|
由
|
|
|
|
|
|
由于
|
|
|
|
|
|
由是
|
|
|
|
|
|
由此
|
|
|
|
|
|
由此可见
|
|
|
|
|
|
略
|
|
|
|
|
|
略为
|
|
|
|
|
|
略加
|
|
|
|
|
|
略微
|
|
|
|
|
|
白
|
|
|
|
|
|
白白
|
|
|
|
|
|
的
|
|
|
|
|
|
的确
|
|
|
|
|
|
的话
|
|
|
|
|
|
皆可
|
|
|
|
|
|
目前
|
|
|
|
|
|
直到
|
|
|
|
|
|
直接
|
|
|
|
|
|
相似
|
|
|
|
|
|
相信
|
|
|
|
|
|
相反
|
|
|
|
|
|
相同
|
|
|
|
|
|
相对
|
|
|
|
|
|
相对而言
|
|
|
|
|
|
相应
|
|
|
|
|
|
相当
|
|
|
|
|
|
相等
|
|
|
|
|
|
省得
|
|
|
|
|
|
看
|
|
|
|
|
|
看上去
|
|
|
|
|
|
看出
|
|
|
|
|
|
看到
|
|
|
|
|
|
看来
|
|
|
|
|
|
看样子
|
|
|
|
|
|
看看
|
|
|
|
|
|
看见
|
|
|
|
|
|
看起来
|
|
|
|
|
|
真是
|
|
|
|
|
|
真正
|
|
|
|
|
|
眨眼
|
|
|
|
|
|
着
|
|
|
|
|
|
着呢
|
|
|
|
|
|
矣
|
|
|
|
|
|
矣乎
|
|
|
|
|
|
矣哉
|
|
|
|
|
|
知道
|
|
|
|
|
|
砰
|
|
|
|
|
|
确定
|
|
|
|
|
|
碰巧
|
|
|
|
|
|
社会主义
|
|
|
|
|
|
离
|
|
|
|
|
|
种
|
|
|
|
|
|
积极
|
|
|
|
|
|
移动
|
|
|
|
|
|
究竟
|
|
|
|
|
|
穷年累月
|
|
|
|
|
|
突出
|
|
|
|
|
|
突然
|
|
|
|
|
|
窃
|
|
|
|
|
|
立
|
|
|
|
|
|
立刻
|
|
|
|
|
|
立即
|
|
|
|
|
|
立地
|
|
|
|
|
|
立时
|
|
|
|
|
|
立马
|
|
|
|
|
|
竟
|
|
|
|
|
|
竟然
|
|
|
|
|
|
竟而
|
|
|
|
|
|
第
|
|
|
|
|
|
第二
|
|
|
|
|
|
等
|
|
|
|
|
|
等到
|
|
|
|
|
|
等等
|
|
|
|
|
|
策略地
|
|
|
|
|
|
简直
|
|
|
|
|
|
简而言之
|
|
|
|
|
|
简言之
|
|
|
|
|
|
管
|
|
|
|
|
|
类如
|
|
|
|
|
|
粗
|
|
|
|
|
|
精光
|
|
|
|
|
|
紧接着
|
|
|
|
|
|
累年
|
|
|
|
|
|
累次
|
|
|
|
|
|
纯
|
|
|
|
|
|
纯粹
|
|
|
|
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|
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|
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|
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|
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|
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|
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|
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￥
|
💫 Tidy up and auto-format .py files (#2983)
<!--- Provide a general summary of your changes in the title. -->
## Description
- [x] Use [`black`](https://github.com/ambv/black) to auto-format all `.py` files.
- [x] Update flake8 config to exclude very large files (lemmatization tables etc.)
- [x] Update code to be compatible with flake8 rules
- [x] Fix various small bugs, inconsistencies and messy stuff in the language data
- [x] Update docs to explain new code style (`black`, `flake8`, when to use `# fmt: off` and `# fmt: on` and what `# noqa` means)
Once #2932 is merged, which auto-formats and tidies up the CLI, we'll be able to run `flake8 spacy` actually get meaningful results.
At the moment, the code style and linting isn't applied automatically, but I'm hoping that the new [GitHub Actions](https://github.com/features/actions) will let us auto-format pull requests and post comments with relevant linting information.
### Types of change
enhancement, code style
## Checklist
<!--- Before you submit the PR, go over this checklist and make sure you can
tick off all the boxes. [] -> [x] -->
- [x] I have submitted the spaCy Contributor Agreement.
- [x] I ran the tests, and all new and existing tests passed.
- [x] My changes don't require a change to the documentation, or if they do, I've added all required information.
2018-11-30 19:03:03 +03:00
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